{"cells":[{"cell_type":"markdown","metadata":{"id":"S2h9vDxwy3mD"},"source":["# **Prerequesits**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":10433,"status":"ok","timestamp":1678002953373,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"vRFsevaZ4D-h","outputId":"80ae3836-4443-4a8a-9e0e-1b8e92aa8a07"},"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting vaderSentiment\n"," Downloading vaderSentiment-3.3.2-py2.py3-none-any.whl (125 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m126.0/126.0 KB\u001b[0m \u001b[31m2.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: requests in /usr/local/lib/python3.8/dist-packages (from vaderSentiment) (2.25.1)\n","Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.8/dist-packages (from requests->vaderSentiment) (4.0.0)\n","Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.8/dist-packages (from requests->vaderSentiment) (1.26.14)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.8/dist-packages (from requests->vaderSentiment) (2022.12.7)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.8/dist-packages (from requests->vaderSentiment) (2.10)\n","Installing collected packages: vaderSentiment\n","Successfully installed vaderSentiment-3.3.2\n"]}],"source":["! pip install vaderSentiment"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4450,"status":"ok","timestamp":1678002957819,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"T3bm5q5KVjUd","outputId":"4cb1990a-8561-4473-a08f-629f66ef9202"},"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting textstat\n"," Downloading textstat-0.7.3-py3-none-any.whl (105 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m105.1/105.1 KB\u001b[0m \u001b[31m4.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting pyphen\n"," Downloading pyphen-0.13.2-py3-none-any.whl (2.0 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m35.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hInstalling collected packages: pyphen, textstat\n","Successfully installed pyphen-0.13.2 textstat-0.7.3\n"]}],"source":["! pip install textstat"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4884,"status":"ok","timestamp":1678002962694,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"iy90YTbjhQrF","outputId":"a799f935-2b73-4179-abfc-5e55f49f54b1"},"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting pyenchant\n"," Downloading pyenchant-3.2.2-py3-none-any.whl (55 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m55.7/55.7 KB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hInstalling collected packages: pyenchant\n","Successfully installed pyenchant-3.2.2\n"]}],"source":["! pip install pyenchant"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":9859,"status":"ok","timestamp":1678002972544,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"tHfdAJR-Vztu","outputId":"454e1af1-95e1-4f2a-d3c8-67dfcd201ef9"},"outputs":[{"output_type":"stream","name":"stdout","text":["Reading package lists... Done\n","Building dependency tree \n","Reading state information... Done\n","The following additional packages will be installed:\n"," enchant\n","Suggested packages:\n"," libenchant-voikko\n","The following NEW packages will be installed:\n"," enchant libenchant1c2a\n","0 upgraded, 2 newly installed, 0 to remove and 22 not upgraded.\n","Need to get 77.1 kB of archives.\n","After this operation, 325 kB of additional disk space will be used.\n","Get:1 http://archive.ubuntu.com/ubuntu focal/universe amd64 libenchant1c2a amd64 1.6.0-11.3build1 [64.7 kB]\n","Get:2 http://archive.ubuntu.com/ubuntu focal/universe amd64 enchant amd64 1.6.0-11.3build1 [12.4 kB]\n","Fetched 77.1 kB in 0s (227 kB/s)\n","Selecting previously unselected package libenchant1c2a:amd64.\n","(Reading database ... 128215 files and directories currently installed.)\n","Preparing to unpack .../libenchant1c2a_1.6.0-11.3build1_amd64.deb ...\n","Unpacking libenchant1c2a:amd64 (1.6.0-11.3build1) ...\n","Selecting previously unselected package enchant.\n","Preparing to unpack .../enchant_1.6.0-11.3build1_amd64.deb ...\n","Unpacking enchant (1.6.0-11.3build1) ...\n","Setting up libenchant1c2a:amd64 (1.6.0-11.3build1) ...\n","Setting up enchant (1.6.0-11.3build1) ...\n","Processing triggers for man-db (2.9.1-1) ...\n","Processing triggers for libc-bin (2.31-0ubuntu9.9) ...\n"]}],"source":["! apt install --yes libenchant1c2a"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":11230,"status":"ok","timestamp":1678002983772,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"NsiIsfcVkXjP","outputId":"fec850fd-cce2-4849-c508-d8aee70289b0"},"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting splitter\n"," Downloading splitter-0.1.1.tar.gz (65 kB)\n","\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m 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Stored in directory: /root/.cache/pip/wheels/72/4f/88/538c3f3da08b113a94345794d5f721034643cb5a4361b6f08c\n","Successfully built splitter\n","Installing collected packages: pbr, splitter\n","Successfully installed pbr-0.11.1 splitter-0.1.1\n"]}],"source":["! pip install splitter"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"xJZbiziYGVE4","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1678002987825,"user_tz":-120,"elapsed":4080,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"}},"outputId":"ea248fb7-bad4-4625-fbe1-ae70f4fea7ab"},"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting Keras-Preprocessing\n"," Downloading Keras_Preprocessing-1.1.2-py2.py3-none-any.whl (42 kB)\n","\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/42.6 KB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m42.6/42.6 KB\u001b[0m \u001b[31m2.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: numpy>=1.9.1 in /usr/local/lib/python3.8/dist-packages (from Keras-Preprocessing) (1.22.4)\n","Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.8/dist-packages (from Keras-Preprocessing) (1.15.0)\n","Installing collected packages: Keras-Preprocessing\n","Successfully installed Keras-Preprocessing-1.1.2\n"]}],"source":["!pip install Keras-Preprocessing"]},{"cell_type":"markdown","metadata":{"id":"DxU0xKn2zh8F"},"source":["# **Call libraries**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0qmF8T8W05Am"},"outputs":[],"source":["import re\n","import enchant\n","import splitter\n","import pandas as pd\n","import numpy as np\n","import pickle\n","import sys\n","from sklearn.feature_extraction.text import TfidfVectorizer\n","import nltk\n","from nltk.stem.porter import *\n","from nltk.stem import PorterStemmer\n","from nltk.tokenize import word_tokenize\n","import string\n","from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer as VS\n","from textstat.textstat import *\n","from sklearn.feature_selection import SelectFromModel\n","from sklearn.metrics import classification_report\n","from sklearn.svm import LinearSVC\n","\n","from matplotlib import pyplot\n","import matplotlib.pyplot as plt\n","import seaborn\n","%matplotlib inline\n","\n","from numpy import array\n","import tensorflow as tf\n","from tensorflow import keras\n","from keras.preprocessing.text import one_hot, Tokenizer\n","from keras_preprocessing.sequence import pad_sequences\n","from keras.models import Sequential, Model, load_model\n","from keras.layers import Input, LSTM, Embedding, Dropout, Flatten, GlobalMaxPooling1D, Dense, Conv1D, MaxPooling1D, Bidirectional, Concatenate, GRU, BatchNormalization\n","from sklearn.model_selection import StratifiedKFold, GridSearchCV\n","from sklearn.pipeline import Pipeline\n","\n","from sklearn.model_selection import train_test_split\n","from sklearn.utils import class_weight\n","\n","from sklearn.model_selection import KFold\n","\n","# Importing libraries\n","from sklearn.metrics import auc\n","from sklearn.metrics import roc_curve\n","from keras import initializers\n","import hashlib\n","import time\n"]},{"cell_type":"markdown","metadata":{"id":"0nrfEIbE-VX-"},"source":["# **Federated Learning**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":57540,"status":"ok","timestamp":1678003055075,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"m_JEg4GrUjiI","outputId":"b4f2c112-cd9d-49dd-c3b7-b586776b19dc"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"GM1hUEziQGVf"},"outputs":[],"source":["import sys\n","sys.path.append('/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Nn3ULCcUWjhX"},"outputs":[],"source":["# Importing libraries\n","import pandas as pd\n","import numpy as np\n","from tensorflow import keras\n","from keras import layers\n","from keras.layers import Input, Dense, Dropout\n","from keras.models import Model, load_model\n","from tensorflow.keras.layers import *\n","from tensorflow.keras.models import *\n","from tensorflow.keras import backend as K\n","from sklearn.metrics import auc\n","from sklearn.metrics import roc_curve\n","from keras import initializers\n","import hashlib\n","import time"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"pEtS1aaZYNp4","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1678003055077,"user_tz":-120,"elapsed":14,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"}},"outputId":"b2856768-2dc4-4beb-d225-9b0a898cf04e"},"outputs":[{"output_type":"stream","name":"stdout","text":["[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n","[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n"]}],"source":["# Model configuration\n","no_of_rounds = 10\n","no_of_epochs = 10\n","no_of_folds = 10\n","clients_number = 7\n","batch_size = 100\n","verbosity = 1\n","\n","no_of_epochs_plt=[]\n","for i in range (1,no_of_epochs+1):\n"," no_of_epochs_plt.append(i)\n","print(no_of_epochs_plt)\n","\n","no_of_folds_plt=[]\n","for i in range (1,no_of_folds+1):\n"," no_of_folds_plt.append(i)\n","print(no_of_epochs_plt)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HD6L6XB9-mrN"},"outputs":[],"source":["METRICS = [\n"," keras.metrics.BinaryAccuracy(name='accuracy'),\n"," keras.metrics.TruePositives(name='tp'),\n"," keras.metrics.FalsePositives(name='fp'),\n"," keras.metrics.TrueNegatives(name='tn'),\n"," keras.metrics.FalseNegatives(name='fn'),\n"," keras.metrics.Precision(name='precision'),\n"," keras.metrics.Recall(name='recall'),\n"," keras.metrics.AUC(name='auc'),\n"," keras.metrics.AUC(name='prc', curve='PR'), # precision-recall curve\n","]"]},{"cell_type":"code","source":[],"metadata":{"id":"PBwhpg3aYw54"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"SFUSZRh4YD-o"},"outputs":[],"source":["class attention(Layer):\n","\n"," def __init__(self, return_sequences=True):\n"," self.return_sequences = return_sequences\n"," super(attention,self).__init__()\n","\n"," def build(self, input_shape):\n","\n"," self.W=self.add_weight(name=\"att_weight\", shape=(input_shape[-1],1),\n"," initializer=\"normal\")\n"," self.b=self.add_weight(name=\"att_bias\", shape=(input_shape[1],1),\n"," initializer=\"zeros\")\n","\n"," super(attention,self).build(input_shape)\n","\n"," def call(self, x):\n","\n"," e = K.tanh(K.dot(x,self.W)+self.b)\n"," a = K.softmax(e, axis=1)\n"," output = x*a\n","\n"," if self.return_sequences:\n"," return output\n","\n"," return K.sum(output, axis=1)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0L5CWXepX1SI"},"outputs":[],"source":["def ann(X_train, Y_train, random_seed, batch_size_specified=batch_size):\n","\n"," num_folds = no_of_folds\n"," inputs= X_train\n"," targets= Y_train\n","\n"," # Define per-fold score containers\n"," acc_per_fold = []\n"," loss_per_fold = []\n","\n"," # Define the model architecture\n"," input_shape = inputs.shape[1]\n"," # input layer\n"," input_layer = Input(shape=(input_shape,))\n"," # hidden layers\n"," hidden_layer1 = Embedding(input_dim=vocab_size, output_dim=300, input_length=100, trainable=False)(input_layer)\n"," hidden_layer2 = Conv1D(filters=512, kernel_size=4, activation='relu')(hidden_layer1)\n"," hidden_layer3 = BatchNormalization()(hidden_layer2)\n"," hidden_layer4 = MaxPooling1D(pool_size=4)(hidden_layer3)\n"," hidden_layer5 = attention(return_sequences=True)(hidden_layer4)\n"," hidden_layer6 = Bidirectional(LSTM(100, return_sequences=True))(hidden_layer5)\n"," #hidden_layer7 = Dropout(0.2)(hidden_layer6)\n"," hidden_layer8 = GlobalMaxPooling1D()(hidden_layer6)\n"," # output layer\n"," output_layer = Dense(3, activation = 'softmax')(hidden_layer8)\n","\n"," ann_model = Model(inputs=input_layer, outputs=output_layer)\n","\n"," # Compile the model\n"," ann_model.compile(optimizer = 'adam', loss = 'categorical_crossentropy', metrics= METRICS)\n","\n"," # Define the K-fold Cross Validator\n"," kfold = KFold(n_splits=num_folds, shuffle=True)\n","\n"," # K-fold Cross Validation model evaluation\n"," fold_no = 1\n"," for train, test in kfold.split(inputs, targets):\n","\n"," # Generate a print\n"," print(\"------------------------------------------------------------------------\")\n"," print(f'Training for fold {fold_no} ...')\n","\n"," # Fit data to model\n"," history = ann_model.fit(inputs[train], targets[train],\n"," batch_size=100,\n"," epochs = no_of_epochs,\n"," verbose=1)\n","\n"," # Generate generalization metrics\n"," scores = ann_model.evaluate(inputs[test], targets[test], verbose=0)\n"," print(f'Score for fold {fold_no}: {ann_model.metrics_names[0]} of {scores[0]}; {ann_model.metrics_names[1]} of {scores[1]*100}%')\n"," acc_per_fold.append(scores[1] * 100)\n"," loss_per_fold.append(scores[0])\n","\n"," # Increase fold number\n"," fold_no = fold_no + 1\n","\n"," # == Provide average scores ==\n"," print(f'------------------------------------------------------------------------')\n"," print(f'Score per fold')\n"," for i in range(0, len(acc_per_fold)):\n"," print(f'------------------------------------------------------------------------')\n"," print(f'> Fold {i+1} - Loss: {loss_per_fold[i]} - Accuracy: {acc_per_fold[i]}%')\n"," print(f'------------------------------------------------------------------------')\n"," print(f'Average scores for all folds:')\n"," print(f'> Accuracy: {np.mean(acc_per_fold)} (+- {np.std(acc_per_fold)})')\n"," loss = np.mean(loss_per_fold)\n"," print(f'> Loss: {np.mean(loss_per_fold)}')\n"," print(f'------------------------------------------------------------------------')\n"," return ann_model, loss"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"9UvWwpLvt7By"},"outputs":[],"source":["def ann2(X_train, Y_train, initializers, batch_size_specified=batch_size):\n","\n"," num_folds = no_of_folds\n"," inputs= X_train\n"," targets= Y_train\n","\n"," # Define per-fold score containers\n"," acc_per_fold = []\n"," loss_per_fold = []\n","\n"," # Define the model architecture\n"," input_shape = inputs.shape[1]\n"," # input layer\n"," input_layer = Input(shape=(input_shape,))\n"," # hidden layers\n"," hidden_layer1 = Embedding(input_dim=vocab_size, output_dim=300, input_length=100, trainable=False)(input_layer)\n"," hidden_layer2 = Conv1D(filters=512, kernel_size=4, activation='relu')(hidden_layer1)\n"," hidden_layer3 = BatchNormalization()(hidden_layer2)\n"," hidden_layer4 = MaxPooling1D(pool_size=4)(hidden_layer3)\n"," hidden_layer5 = attention(return_sequences=True)(hidden_layer4)\n"," hidden_layer6 = Bidirectional(LSTM(100, return_sequences=True))(hidden_layer5)\n"," #hidden_layer7 = Dropout(0.2)(hidden_layer6)\n"," hidden_layer8 = GlobalMaxPooling1D()(hidden_layer6)\n"," # output layer\n"," output_layer = Dense(3, activation = 'softmax')(hidden_layer8)\n","\n"," ann_model = Model(inputs=input_layer, outputs=output_layer)\n","\n"," # Compile the model\n"," ann_model.compile(optimizer = 'adam', loss = 'categorical_crossentropy', metrics=METRICS)\n","\n"," #set weights\n"," ann_model.set_weights(initializers)\n","\n"," # Define the K-fold Cross Validator\n"," kfold = KFold(n_splits=num_folds, shuffle=True)\n","\n"," # K-fold Cross Validation model evaluation\n"," fold_no = 1\n"," for train, test in kfold.split(inputs, targets):\n","\n"," # Generate a print\n"," print(\"------------------------------------------------------------------------\")\n"," print(f'Training for fold {fold_no} ...')\n","\n"," # Fit data to model\n"," history = ann_model.fit(inputs[train], targets[train],\n"," batch_size=100,\n"," epochs = no_of_epochs,\n"," verbose=1)\n","\n"," # Generate generalization metrics\n"," scores = ann_model.evaluate(inputs[test], targets[test], verbose=0)\n"," print(f'Score for fold {fold_no}: {ann_model.metrics_names[0]} of {scores[0]}; {ann_model.metrics_names[1]} of {scores[1]*100}%')\n"," acc_per_fold.append(scores[1] * 100)\n"," loss_per_fold.append(scores[0])\n","\n"," # Increase fold number\n"," fold_no = fold_no + 1\n","\n"," # == Provide average scores ==\n"," print(f'------------------------------------------------------------------------')\n"," print('Score per fold')\n"," for i in range(0, len(acc_per_fold)):\n"," print(f'------------------------------------------------------------------------')\n"," print(f'> Fold {i+1} - Loss: {loss_per_fold[i]} - Accuracy: {acc_per_fold[i]}%')\n"," print(f'------------------------------------------------------------------------')\n"," print(f'Average scores for all folds:')\n"," print(f'> Accuracy: {np.mean(acc_per_fold)} (+- {np.std(acc_per_fold)})')\n"," loss = np.mean(loss_per_fold)\n"," print(f'> Loss: {np.mean(loss_per_fold)}')\n"," print(f'------------------------------------------------------------------------')\n"," return ann_model, loss\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"owYQWZt_t8su"},"outputs":[],"source":["def calculate_auc(model, X_test, Y_test):\n"," Y_preds = model.predict(X_test)\n"," Y_pred = np.argmax(Y_preds,axis=1)\n"," Y_test = np.argmax(Y_test,axis=1)\n"," fpr, tpr, thresholds = roc_curve(Y_test, Y_pred, pos_label=1)\n"," roc_auc = auc(fpr, tpr)\n"," return roc_auc"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"NiSZpV6hAnQA"},"outputs":[],"source":["def calculate_metrics(model, X_test, Y_test):\n"," scores = model.evaluate(X_test, Y_test, verbose=1)\n"," return scores"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"l3Xmp2PEgxCz"},"outputs":[],"source":["def calculate_training_metrics(model, X_train, Y_train):\n"," training_scores = model.evaluate(X_train, Y_train, verbose=1)\n"," #print(f'> Training Scores shape is : {np.shape(training_scores)}')\n"," return training_scores"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"tw5FJHdQuyEf"},"outputs":[],"source":["def average(round,models):\n"," weights_arrays = []\n"," for model in models:\n"," weights = model.get_weights()\n"," #print (f'> Weights shape of client {str(model)} is {str(np.array(weights).shape)}')\n"," weights_arrays.append(weights)\n"," average_weights = np.average(weights_arrays, 0)\n"," return average_weights"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"UIImofzAuDay"},"outputs":[],"source":["def federated_learning(num_of_clients):\n","\n"," average_epoch_counts = []\n"," average_training_aucs = []\n"," end_of_loop_test_aucs = []\n"," previous_median_loss = 1\n"," clients_metrics=[]\n"," training_clients_metrics=[]\n","\n"," # Define all-rounds metrics\n"," final_loss_per_round = []\n"," final_tp_per_round = []\n"," final_fp_per_round = []\n"," final_tn_per_round = []\n"," final_fn_per_round = []\n"," final_acc_per_round = []\n"," final_precision_per_round = []\n"," final_recall_per_round = []\n"," final_auc_per_round = []\n"," final_prc_per_round = []\n","\n"," # Define all-rounds training metrics\n"," final_training_loss_per_round = []\n"," final_training_tp_per_round = []\n"," final_training_fp_per_round = []\n"," final_training_tn_per_round = []\n"," final_training_fn_per_round = []\n"," final_training_acc_per_round = []\n"," final_training_precision_per_round = []\n"," final_training_recall_per_round = []\n"," final_training_auc_per_round = []\n"," final_training_prc_per_round = []\n","\n"," X_train_clients = X_train_shares\n"," Y_train_clients = Y_train_shares\n","\n"," # global loops\n"," for t in range(no_of_rounds):\n","\n"," #np.random.seed(t+1)\n"," #indices = np.random.choice(10, num_of_clients, replace=False)\n","\n"," #print indices\n"," print (\"\")\n"," print (\"##############################################################################################################\")\n"," print (\"\")\n"," print (f'> round {str(t+1)} start, random seed= {str(t+1)}')\n"," print (\"\")\n","\n"," #print (f'> training data indices {str(indices)}')\n"," #print (\"\")\n"," anns = []\n"," roc_aucs = []\n"," test_aucs = []\n"," losses = []\n","\n"," loss_per_round = []\n"," tp_per_round = []\n"," fp_per_round = []\n"," tn_per_round = []\n"," fn_per_round = []\n"," acc_per_round = []\n"," precision_per_round = []\n"," recall_per_round = []\n"," auc_per_round = []\n"," prc_per_round = []\n","\n"," training_loss_per_round = []\n"," training_tp_per_round = []\n"," training_fp_per_round = []\n"," training_tn_per_round = []\n"," training_fn_per_round = []\n"," training_acc_per_round = []\n"," training_precision_per_round = []\n"," training_recall_per_round = []\n"," training_auc_per_round = []\n"," training_prc_per_round = []\n","\n"," for i in range(num_of_clients):\n","\n"," print (f'> client {str(i+1)} started learning...........')\n"," print (\"\")\n","\n"," if t == 0:\n"," ann_model, loss = ann(np.array(X_train_clients[i]), np.array(Y_train_clients[i]), random_seed=t+1,\n"," batch_size_specified=batch_size)\n"," else:\n"," ann_model, loss = ann2(np.array(X_train_clients[i]), np.array(Y_train_clients[i]),\n"," initializers = weights, batch_size_specified=batch_size)\n","\n"," anns.append(ann_model)\n","\n"," # calculate auc for model trained with each client\n"," roc_auc = calculate_auc(ann_model, np.array(X_train_clients[i]), np.array(Y_train_clients[i]))\n","\n"," roc_aucs.append(roc_auc)\n","\n"," #loss\n"," losses.append(loss)\n","\n"," #test auc\n"," test_auc = calculate_auc(ann_model, X_test, Y_test)\n"," test_aucs.append(test_auc)\n","\n"," #evaluation training metrics for clients each round\n"," epoch_training_metrics = calculate_training_metrics(ann_model, X_train_clients[i], Y_train_clients[i])\n"," #print evaluation metrics for clients each round\n"," training_clients_metrics.append(epoch_training_metrics)\n","\n"," #evaluation metrics for clients each round\n"," epoch_metrics = calculate_metrics(ann_model, X_test, Y_test)\n"," #print evaluation metrics for clients each round\n"," clients_metrics.append(epoch_metrics)\n","\n"," print(\"\")\n"," print(f'>round {str(t+1)} client {str(i+1)} evaluation training metrics:')\n"," print(epoch_training_metrics)\n","\n"," print(\"\")\n"," print(f'>round {str(t+1)} client {str(i+1)} evaluation metrics:')\n"," print(epoch_metrics)\n","\n"," print(\"\")\n"," print(\"=============================================================\")\n"," print(\"\")\n","\n"," average_training_auc = np.average(roc_aucs)\n"," print (f'> round {str(t+1)} average training auc= {str(average_training_auc)}')\n"," average_training_aucs.append(average_training_auc)\n","\n"," print(f'> round {str(t+1)} average training loss= {str(np.average(losses))}')\n","\n"," # retrain\n"," anns, epoch_counts = loss_based_retrain(anns, losses, num_of_clients, X_train_clients, Y_train_clients, previous_median_loss, no_of_epochs)\n"," average_epoch_count = np.average(epoch_counts)\n"," average_epoch_counts.append(average_epoch_count)\n"," print (f'> round {str(t+1)} average epoch count= {str(average_epoch_count)}')\n","\n"," anns[0].set_weights(average(t,anns))\n","\n"," end_of_loop_test_auc = calculate_auc(anns[0], X_test, Y_test)\n"," print (f'> round {str(t+1)} test auc= {str(end_of_loop_test_auc)}')\n"," end_of_loop_test_aucs.append(end_of_loop_test_auc)\n","\n"," weights = anns[0].get_weights()\n","\n"," previous_median_loss = np.percentile(losses, 50)\n","\n"," #Round_Metrics\n","\n"," #evaluation training metrics for each round\n"," round_training_metrics = calculate_training_metrics(anns[0], X_train_clients[1], Y_train_clients[1])\n","\n"," training_loss_per_round.append(round_training_metrics[0])\n"," training_acc_per_round.append(round_training_metrics[1] * 100)\n"," training_tp_per_round.append(round_training_metrics[2])\n"," training_fp_per_round.append(round_training_metrics[3])\n"," training_tn_per_round.append(round_training_metrics[4])\n"," training_fn_per_round.append(round_training_metrics[5])\n"," training_precision_per_round.append(round_training_metrics[6] * 100)\n"," training_recall_per_round.append(round_training_metrics[7] * 100)\n"," training_auc_per_round.append(round_training_metrics[8])\n"," training_prc_per_round.append(round_training_metrics[9])\n","\n"," print(\"\")\n"," print (f'> round {str(t+1)} final model training loss_metric= {str(training_loss_per_round)}')\n"," final_training_loss_per_round.append(training_loss_per_round)\n","\n"," print (f'> round {str(t+1)} final model training TP_metric= {str(training_tp_per_round)}')\n"," final_training_tp_per_round.append(training_tp_per_round)\n","\n"," print (f'> round {str(t+1)} final model training FP_metric= {str(training_fp_per_round)}')\n"," final_training_fp_per_round.append(training_fp_per_round)\n","\n"," print (f'> round {str(t+1)} final model training TN_metric= {str(training_tn_per_round)}')\n"," final_training_tn_per_round.append(training_tn_per_round)\n","\n"," print (f'> round {str(t+1)} final model training FN_metric= {str(training_fn_per_round)}')\n"," final_training_fn_per_round.append(training_fn_per_round)\n","\n"," print (f'> round {str(t+1)} final model training accuracy_metric= {str(training_acc_per_round)}')\n"," final_training_acc_per_round.append(training_acc_per_round)\n","\n"," print (f'> round {str(t+1)} final model training precision_metric= {str(training_precision_per_round)}')\n"," final_training_precision_per_round.append(training_precision_per_round)\n","\n"," print (f'> round {str(t+1)} final model training recall_metric = {str(training_recall_per_round)}')\n"," final_training_recall_per_round.append(training_recall_per_round)\n","\n"," print (f'> round {str(t+1)} final model training auc_metric= {str(training_auc_per_round)}')\n"," final_training_auc_per_round.append(training_auc_per_round)\n","\n"," print (f'> round {str(t+1)} final model training prc_metric= {str(training_prc_per_round)}')\n"," final_training_prc_per_round.append(training_prc_per_round)\n"," print(\"\")\n","\n"," #evaluation metrics for each round\n"," round_metrics = calculate_metrics(anns[0], X_test, Y_test)\n","\n"," loss_per_round.append(round_metrics[0])\n"," acc_per_round.append(round_metrics[1] * 100)\n"," tp_per_round.append(round_metrics[2])\n"," fp_per_round.append(round_metrics[3])\n"," tn_per_round.append(round_metrics[4])\n"," fn_per_round.append(round_metrics[5])\n"," precision_per_round.append(round_metrics[6] * 100)\n"," recall_per_round.append(round_metrics[7] * 100)\n"," auc_per_round.append(round_metrics[8])\n"," prc_per_round.append(round_metrics[9])\n","\n"," print (f'> round {str(t+1)} final model loss_metric= {str(loss_per_round)}')\n"," final_loss_per_round.append(loss_per_round)\n","\n"," print (f'> round {str(t+1)} final model TP_metric= {str(tp_per_round)}')\n"," final_tp_per_round.append(tp_per_round)\n","\n"," print (f'> round {str(t+1)} final model FP_metric= {str(fp_per_round)}')\n"," final_fp_per_round.append(fp_per_round)\n","\n"," print (f'> round {str(t+1)} final model TN_metric= {str(tn_per_round)}')\n"," final_tn_per_round.append(tn_per_round)\n","\n"," print (f'> round {str(t+1)} final model FN_metric= {str(fn_per_round)}')\n"," final_fn_per_round.append(fn_per_round)\n","\n"," print (f'> round {str(t+1)} final model accuracy_metric= {str(acc_per_round)}')\n"," final_acc_per_round.append(acc_per_round)\n","\n"," print (f'> round {str(t+1)} final model precision_metric= {str(precision_per_round)}')\n"," final_precision_per_round.append(precision_per_round)\n","\n"," print (f'> round {str(t+1)} final model recall_metric = {str(recall_per_round)}')\n"," final_recall_per_round.append(recall_per_round)\n","\n"," print (f'> round {str(t+1)} final model auc_metric= {str(auc_per_round)}')\n"," final_auc_per_round.append(auc_per_round)\n","\n"," print (f'> round {str(t+1)} final model prc_metric= {str(prc_per_round)}')\n"," final_prc_per_round.append(prc_per_round)\n","\n"," print(np.shape(weights))\n","\n"," federated_ann = anns[0]\n"," federated_ann.summary()\n","\n"," average_epoch_count = np.average(average_epoch_counts)\n"," print (f'> average epoch count= {str(average_epoch_count)}')\n","\n"," return federated_ann, average_training_aucs, end_of_loop_test_aucs, average_epoch_counts, clients_metrics, final_loss_per_round, final_tp_per_round, final_fp_per_round, final_tn_per_round, final_fn_per_round, final_acc_per_round, final_precision_per_round, final_recall_per_round, final_auc_per_round, final_prc_per_round, training_clients_metrics, final_training_loss_per_round, final_training_tp_per_round, final_training_fp_per_round, final_training_tn_per_round, final_training_fn_per_round, final_training_acc_per_round, final_training_precision_per_round, final_training_recall_per_round, final_training_auc_per_round, final_training_prc_per_round"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"U1ybmsctLyy6"},"outputs":[],"source":[]},{"cell_type":"markdown","metadata":{"id":"xrBfcuKsl3zE"},"source":["# **Retarining and Evaluation**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"gNRjmQQIwOzV"},"outputs":[],"source":["def loss_based_retrain(anns, losses, num_of_clients, X_train_clients, Y_train_clients, previous_median_loss, starting_epochs):\n"," epoch_counts = starting_epochs * np.ones(num_of_clients)\n"," for i in range(num_of_clients):\n"," if losses[i] > previous_median_loss:\n"," retrain_count = 0\n"," epoch_count = starting_epochs\n"," original_loss = losses[i]\n"," new_loss = original_loss\n"," while new_loss > previous_median_loss:\n"," retrain_count += 1\n"," retrain_epochs = (starting_epochs - retrain_count+1) if starting_epochs > retrain_count else 1\n"," if epoch_count >= 3*starting_epochs:\n"," break\n"," history = anns[i].fit(X_train_clients[i], Y_train_clients[i], epochs=retrain_epochs, batch_size = batch_size, shuffle=True, verbose=verbosity)\n"," new_loss = history.history[\"loss\"][-1]\n"," epoch_count += retrain_epochs\n"," epoch_counts[i] = epoch_count\n","\n"," ### average epoch count as teraining process causes increasing the number of epochs for rounds\n"," print (f'> model {str(i+1)} retrained, original loss= {str(original_loss)} , retrained loss= {str(new_loss)} epoch count {str(epoch_counts[i])}')\n","\n"," return anns, epoch_counts"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"1Ke4L4JpwUF1"},"outputs":[],"source":["def federated_learning_evaluation(num_of_clients):\n"," print (f'> {str(no_of_rounds)} ROUNDS {str(num_of_clients)} CLIENTS STARTED..........')\n"," federated_ann, average_training_aucs, end_of_loop_test_aucs, average_epoch_counts, clients_metrics, final_loss_per_round, final_tp_per_round, final_fp_per_round, final_tn_per_round, final_fn_per_round, final_acc_per_round, final_precision_per_round, final_recall_per_round, final_auc_per_round, final_prc_per_round, training_clients_metrics, final_training_loss_per_round, final_training_tp_per_round, final_training_fp_per_round, final_training_tn_per_round, final_training_fn_per_round, final_training_acc_per_round, final_training_precision_per_round, final_training_recall_per_round, final_training_auc_per_round, final_training_prc_per_round = federated_learning(num_of_clients)\n"," #pd.DataFrame(average_training_aucs).to_csv(\"./IID_evaluation/\"+ str(num_of_clients) + \"adaboost_training_aucs.csv\",\n"," # header=False, index=False)\n","\n"," ## model training metrics saving\n"," #pd.DataFrame(training_clients_metrics).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"3- \"+ str(num_of_clients) + \"Clients_100Rounds_All_Training_Metrics.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_loss_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"4- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_loss_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_tp_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"5- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_tp_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_fp_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"6- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_fp_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_tn_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"7- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_tn_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_fn_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"8- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_fn_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_acc_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"9- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_acc_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_precision_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"10- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_precision_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_recall_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"11- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_recall_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_auc_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"12- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_auc_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_training_prc_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Training/\"+\"13- \"+ str(num_of_clients) + \"Clients_100Rounds_final_training_prc_all_rounds.csv\",\n"," # header=False, index=False)\n"," ## model test metrics saving\n"," #pd.DataFrame(end_of_loop_test_aucs).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"1- \"+ str(num_of_clients) + \"Clients_100Rounds_test_aucs.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(average_epoch_counts).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"2- \"+ str(num_of_clients) + \"Clients_100Rounds_average_epoch_counts.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(clients_metrics).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"3- \"+ str(num_of_clients) + \"Clients_100Rounds_All_Metrics.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_loss_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"4- \"+ str(num_of_clients) + \"Clients_100Rounds_final_loss_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_tp_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"5- \"+ str(num_of_clients) + \"Clients_100Rounds_final_tp_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_fp_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"6- \"+ str(num_of_clients) + \"Clients_100Rounds_final_fp_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_tn_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"7- \"+ str(num_of_clients) + \"Clients_100Rounds_final_tn_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_fn_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"8- \"+ str(num_of_clients) + \"Clients_100Rounds_final_fn_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_acc_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"9- \"+ str(num_of_clients) + \"Clients_100Rounds_final_acc_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_precision_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"10- \"+ str(num_of_clients) + \"Clients_100Rounds_final_precision_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_recall_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"11- \"+ str(num_of_clients) + \"Clients_100Rounds_final_recall_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_auc_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"12- \"+ str(num_of_clients) + \"Clients_100Rounds_final_auc_all_rounds.csv\",\n"," # header=False, index=False)\n"," #pd.DataFrame(final_prc_per_round).to_csv(\"/content/drive/MyDrive/1- PhD/Experiment/Our code/Experiment2 - Federated Learning/Our_Code/3-last/results/2_Layers_10Clients_100Rounds/Test/\"+\"13- \"+ str(num_of_clients) + \"Clients_100Rounds_final_prc_all_rounds.csv\",\n"," # header=False, index=False)\n"," #print(\"\")\n"," print (f'> {str(no_of_rounds)} ROUNDS {str(num_of_clients)} CLIENTS ENDED..........')\n","\n","#X_train_shares, Y_train_shares, X_test, Y_test = prepare_data()"]},{"cell_type":"markdown","metadata":{"id":"SR2FYm7W4Hxq"},"source":["# **Preprocess and Tokenize Data**"]},{"cell_type":"markdown","metadata":{"id":"qznaajl6JoYx"},"source":["**Columnskey:**\n","\n","count = number of CrowdFlower users who coded each tweet (min is 3, sometimes more users coded a tweet when judgments were determined to be unreliable by CF).\n","\n","\n","hate_speech = number of CF users who judged the tweet to be hate speech.\n","\n","\n","offensive_language = number of CF users who judged the tweet to be offensive.\n","\n","\n","neither = number of CF users who judged the tweet to be neither offensive nor non-offensive.\n","\n","\n","class = class label for majority of CF users.\n","\n"," 0 - hate speech\n"," 1 - offensive language\n"," 2 - neither\n","\n","tweet = raw tweet text"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"JPWKNMdWvte3"},"outputs":[],"source":["d = enchant.Dict('en_UK')\n","dus = enchant.Dict('en_US')\n","space_pattern = '\\s+'\n","giant_url_regex = ('http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|'\n"," '[!*\\(\\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+')\n","mention_regex = '@[\\w\\-]+'\n","emoji_regex = '&#[0-9]{4,6};'"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"o9GNfDn0vthw"},"outputs":[],"source":["#This is the original preprocess method from Davidson\n","def preprocess(text_string):\n"," \"\"\"\n"," Accepts a text string and replaces:\n"," 1) urls with URLHERE\n"," 2) lots of whitespace with one instance\n"," 3) mentions with MENTIONHERE\n"," This allows us to get standardized counts of urls and mentions\n"," Without caring about specific people mentioned\n"," \"\"\"\n"," parsed_text = re.sub(space_pattern, ' ', text_string)\n"," parsed_text = re.sub(giant_url_regex, '', parsed_text)\n"," parsed_text = re.sub(mention_regex, '', parsed_text)\n"," parsed_text = re.sub('RT','', parsed_text) #Some RTs have !!!!! in front of them\n"," parsed_text = re.sub(emoji_regex,'',parsed_text) #remove emojis from the text\n"," parsed_text = re.sub('…','',parsed_text) #Remove the special ending character is truncated\n"," #parsed_text = re.sub('#[\\w\\-]+', '',parsed_text)\n"," #parsed_text = parsed_text.code(\"utf-8\", errors='ignore')\n"," return parsed_text"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"1gJC-C-DvtlJ"},"outputs":[],"source":["def preprocess_clean(text_string, remove_hashtags=True, remove_special_chars=True):\n"," # Clean a string down to just text\n"," text_string=preprocess(text_string)\n","\n"," parsed_text = preprocess(text_string)\n"," parsed_text = parsed_text.lower()\n"," parsed_text = re.sub('\\'', '', parsed_text)\n"," parsed_text = re.sub('|', '', parsed_text)\n"," parsed_text = re.sub(':', '', parsed_text)\n"," parsed_text = re.sub(',', '', parsed_text)\n"," parsed_text = re.sub(';', '.', parsed_text)\n"," parsed_text = re.sub('&', '', parsed_text)\n","\n"," if remove_hashtags:\n"," parsed_text = re.sub('#[\\w\\-]+', '',parsed_text)\n"," if remove_special_chars:\n"," #parsed_text = re.sub('(\\!|\\?)+','.',parsed_text) #find one or more of special char in a row, replace with one '.'\n"," parsed_text = re.sub('(\\!|\\?)+','',parsed_text)\n"," return parsed_text"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"LxC_NjvZv9VF"},"outputs":[],"source":["def strip_hashtags(text):\n"," text = preprocess_clean(text,False,True)\n"," hashtags = re.findall('#[\\w\\-]+', text)\n"," for tag in hashtags:\n"," cleantag = tag[1:]\n"," if d.check(cleantag) or dus.check(cleantag):\n"," text = re.sub(tag,cleantag,text)\n"," pass\n"," else:\n"," hashtagSplit = \"\"\n"," for word in splitter.split(cleantag.lower(),'en_US'):\n"," hashtagSplit = hashtagSplit + word + \" \"\n"," text = re.sub(tag,hashtagSplit,text)\n"," #print(text)\n"," return text"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"6E-18Jps2Mx9"},"outputs":[],"source":["stemmer = PorterStemmer()\n","def stemming(text):\n"," \"\"\" Returns a list of stemmed tweets.\"\"\"\n"," stemmed_tweets = [stemmer.stem(t) for t in text.split()]\n"," return stemmed_tweets"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"CwZK4cEH6VJ2"},"outputs":[],"source":["df = pd.read_csv(\"/content/drive/MyDrive/labeled_data.csv\")"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"8QtrluqJ7y6m"},"outputs":[],"source":["tweets=df['tweet'].to_list()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"OJfJss6a-fCG"},"outputs":[],"source":["#start_time = time.time()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"yxgATuHz8NaG"},"outputs":[],"source":["preprocessed_tweets = []\n","for t in tweets:\n"," preprocessed_tweets.append(preprocess(t))"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"0RDHHkeM8NdW"},"outputs":[],"source":["#preprocessed_tweets\n","clean_preprocessed_tweets = []\n","for t in preprocessed_tweets:\n"," clean_preprocessed_tweets.append(preprocess_clean(t))"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"W6qMIi1uIeNx"},"outputs":[],"source":["#clean_preprocessed_tweets\n","stripped_hashtags_preprocessed_tweets = []\n","for t in clean_preprocessed_tweets:\n"," stripped_hashtags_preprocessed_tweets.append(strip_hashtags(t))"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"P61B-UWNaWwK"},"outputs":[],"source":["#stripped_hashtags_preprocessed_tweets"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5,"status":"ok","timestamp":1678003227845,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"rw4mOIS7XjoG","outputId":"5ea52dc5-52b7-431e-941d-ea3f49428a84"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["24783"]},"metadata":{},"execution_count":40}],"source":["len(stripped_hashtags_preprocessed_tweets)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"4ohmmF0FNmnE"},"outputs":[],"source":["stemmed_stripped_hashtags_preprocessed_tweets = []\n","for t in stripped_hashtags_preprocessed_tweets:\n"," stemmed_stripped_hashtags_preprocessed_tweets.append(stemming(t))"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"XGdhFSmaTgYt"},"outputs":[],"source":["#stemmed_stripped_hashtags_preprocessed_tweets"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1678003233809,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"jCuSqCdPTkWb","outputId":"da97c03d-fd74-4f38-af95-250dcf8aae25"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["24783"]},"metadata":{},"execution_count":43}],"source":["len(stemmed_stripped_hashtags_preprocessed_tweets)"]},{"cell_type":"markdown","metadata":{"id":"QX7dGeJI7Rvk"},"source":["**Tokenize data**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":337,"status":"ok","timestamp":1678003234137,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"0Yevqg2FMgT0","outputId":"bcf61d00-dee6-4e2d-dcdf-a09bb16307d8"},"outputs":[{"output_type":"stream","name":"stdout","text":["22853\n"]}],"source":["# get vocab size\n","t = Tokenizer()\n","#t.fit_on_texts(stripped_hashtags_preprocessed_tweets)\n","t.fit_on_texts(stemmed_stripped_hashtags_preprocessed_tweets)\n","vocab_size = len(t.word_index) + 1\n","print(vocab_size)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2131,"status":"ok","timestamp":1678003236266,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"L39VJQyAM-6b","outputId":"e152c508-9bb0-4dd9-9df2-6d3ac67daf3b"},"outputs":[{"output_type":"stream","name":"stdout","text":["[[73, 2, 414, 5, 982, 733, 59, 656, 35, 20, 1728, 26, 73, 2, 91, 5, 198, 156, 114, 4, 56, 3101], [177, 147, 8968, 6117, 89, 21, 2209, 147, 9, 11, 4, 841, 507], [797, 5, 182, 19, 2, 1, 8, 40, 192, 6, 345, 5, 14, 1075, 73, 45], [40, 65, 13, 2, 718], [4, 45, 5, 465, 59, 17, 318, 14, 573, 74, 15, 318, 14, 6118, 130, 4, 1, 69, 273, 15, 6, 97], [53, 4, 45, 33, 665, 8969, 5, 37, 1148, 8, 142, 21, 495, 34, 96, 19, 27, 9, 53], [53, 3, 63, 48, 33, 400, 35, 8, 90, 18, 246, 1, 233, 3, 41, 99, 209, 45, 61, 6119], [149, 23, 515, 16, 5, 180, 1, 107, 21, 263, 703, 77], [53, 26, 5, 318, 48, 28, 97, 1, 108, 26, 7, 7, 53], [53, 2371, 1581, 290, 8970, 1], [53, 8971, 12, 2, 1, 40, 1189, 416, 53, 55, 3, 294, 173, 2, 1514, 13, 1305, 251], [53, 3474, 1190, 1, 15, 1190, 1351, 53], [53, 37, 9, 7, 366, 49, 1818, 53, 447, 188, 61, 18, 798], [53, 89, 1, 12, 4, 101, 184, 7, 3, 13, 53], [53, 1, 28, 35, 102, 17, 53], [53, 1, 25, 346, 17, 27, 15, 53], [53, 1, 2054, 766, 53], [53, 1, 69, 58, 5, 64, 53], [53, 1, 28, 311, 102, 744, 340, 53], [53, 202, 1149, 26, 2, 89, 1, 53], [53, 291, 1, 75, 113, 17, 295, 53], [53, 2055, 7, 1, 13, 3475, 53], [53, 75, 5, 94, 39, 9, 266, 396, 53], [53, 19, 43, 7, 1, 29, 110, 249, 138, 53, 4, 4789, 496, 133, 6, 19, 798, 35], [53, 41, 97, 1, 1011, 1109, 18, 10, 8972, 1352, 53], [53, 50, 24, 767, 13, 2056, 676, 53], [53, 9, 57, 15, 167, 21, 53], [53, 3, 704, 7, 24, 18, 2372, 2813, 26, 3, 502, 7, 24, 2, 1515, 53], [53, 3, 87, 2, 4024, 1, 69, 19, 18, 8973, 53], [53, 3, 1049, 10, 169, 71, 3, 67, 1, 15, 10, 624, 53], [53, 3, 4025, 10, 206, 1, 10, 154, 1, 24, 4026, 53], [53, 278, 72, 23, 108, 6, 4, 206, 17, 34, 10, 206, 1, 118, 28, 1110, 53], [53, 31, 5, 46, 133, 7, 1012, 178, 24, 25, 242, 35, 53], [53, 31, 20, 1109, 46, 328, 5, 24, 1729, 53], [53, 23, 328, 27, 1150, 1, 15, 2, 1730, 21, 7, 26, 31, 5, 2, 1076, 95, 116, 2, 2565, 21, 7, 53], [53, 12, 7, 97, 1, 53], [53, 15, 46, 295, 6, 311, 2, 1, 102, 53], [53, 383, 563, 386, 92, 52, 97, 1151, 30, 1, 53], [53, 564, 345, 129, 9, 7, 1516, 16, 2, 1353, 53], [53, 13, 3476, 121, 11, 6120, 66, 29, 64, 39, 9, 53], [53, 734, 121, 43, 24, 534, 1077, 10, 8974, 53], [53, 247, 90, 34, 4, 9, 443, 53, 1517], [53, 417, 77, 89, 70, 17, 28, 8975, 89, 8976, 9, 112, 417, 6121, 142, 1658, 418, 13, 240, 112, 4790], [53, 1078, 35, 1078, 35, 9, 142, 53, 1152, 768], [53, 448, 2, 406, 16, 7, 24, 28, 4027, 13, 53], [53, 24, 12, 2, 863, 692, 53], [53, 705, 864, 16, 24, 79, 15, 2, 484, 123, 53], [53, 298, 657, 135, 13, 60, 2057, 154, 24, 7, 133, 6, 28, 19, 53], [53, 39, 1, 110, 884, 1930, 471, 76, 189, 21, 5, 53], [53, 39, 9, 13, 25, 7, 1049, 169, 48, 81, 133, 15, 53], [53, 66, 29, 302, 39, 25, 32, 39, 1, 53], [53, 78, 25, 340, 1354, 9, 149, 78, 46, 105, 44, 1, 53], [53, 5, 2210, 2, 1731, 53, 2211, 143, 1, 3, 311, 102, 554, 74, 2373, 6, 14, 8977, 274, 53], [53, 379, 1515, 6122, 39, 1, 64, 10, 451, 53], [53, 8978, 6123, 415, 6124, 130, 247, 16, 39, 186, 9, 8979], [53, 315, 25, 487, 304, 6, 208, 13, 1, 4028], [53, 8, 272, 719, 84, 534, 163, 2566, 15, 27, 2, 4791, 52, 2, 1, 5, 198, 58, 1732], [8980, 52, 223, 156, 14, 2, 917], [8981, 16, 2, 1, 424, 10, 8982, 8983, 3, 13, 22, 4792], [8984, 3, 131, 58, 12, 28, 169, 8, 19, 1263, 952, 160, 2567, 6125], [53, 3, 415, 452, 453, 261, 73, 209, 31, 66, 210, 44, 6, 799, 27, 1, 30, 8985, 800], [53, 23, 2, 19, 181, 36, 8986], [53, 275, 86, 438, 2, 24, 12, 342, 92, 53, 71, 277, 58, 22, 1216, 70, 170, 2, 24], [53, 8987, 53, 1659, 1659, 341, 1660, 1819], [53, 44, 97, 182, 191, 20, 1, 21, 166, 1, 160, 1264, 8988, 367], [53, 71, 42, 223, 316, 174, 234, 1, 6, 2, 178, 162, 5, 62, 97, 1661, 228, 51, 53, 3, 300], [53, 53, 1659, 1659, 8, 341, 508], [53, 8989, 119, 2, 354, 26, 58, 39, 8990, 68, 354, 55], [53, 1, 19, 42, 53, 485, 604, 28, 2058, 33], [53, 19, 355, 8991, 91, 1, 30, 8992, 222, 5, 333, 168, 983, 1355], [53, 85, 4, 2568, 1217, 8993, 52, 72, 40, 65, 13, 801, 128], [53, 4793, 8994, 2212, 53, 7, 68, 643, 1], [53, 170, 8995, 17, 24, 4026, 88, 2, 1306, 8996], [53, 8, 155, 87, 6, 94, 7, 327, 3, 33, 448, 140, 7, 1, 33, 121, 4, 247, 529, 1931], [53, 80, 19, 8997, 32, 78, 60, 1932, 842, 104, 91, 466, 12, 164, 53], [53, 260, 269, 8998, 53, 4029, 22, 12, 1933, 2814], [53, 3, 46, 45, 2374, 148, 4794, 55], [53, 42, 182, 204, 2, 3477, 18, 4, 6126, 8, 86, 148, 57, 31, 7, 25, 47, 18, 84, 193, 6, 28, 60, 8999, 1662, 456, 340, 9000], [53, 53, 984, 1013, 984, 3478, 984, 1, 55], [53, 574, 81, 89, 59, 4, 9001, 188, 34, 73, 2, 265, 632, 35, 2, 25, 124, 9002, 53], [53, 4, 488, 18, 9003, 53, 52, 2, 24, 27, 48, 1356, 76, 1357], [53, 1, 14, 67, 6, 208, 13, 25, 37, 89, 7, 45, 46, 9004, 34, 25, 208, 13, 1820], [53, 28, 4030, 1, 53, 1659, 1659], [53, 2375, 23, 3479, 49, 212, 9005, 1663, 53, 221, 40, 2, 9], [53, 422, 9006, 2213, 516, 14, 2, 291, 1, 4795, 1358, 44, 6, 113, 17, 71, 15, 197, 21, 50], [53, 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[38, 22794, 404, 23, 81, 37, 209, 56], [38, 1, 14, 238, 1089, 126, 45, 18, 4, 702, 55, 356, 483], [38, 1, 396, 8, 192, 208, 13, 4, 25, 36, 27, 22795], [38, 1, 42, 90, 266, 139, 1442, 51, 42, 11, 4, 3713], [38, 23, 116, 27, 2, 179, 30, 3369, 14, 933, 73, 286, 13], [38, 3475, 121, 22796, 7, 1, 151, 303, 2, 154, 2918, 22797], [38, 4, 252, 512, 84, 22798, 11, 4, 1, 387, 11, 2259, 16, 4, 22799], [38, 97, 226, 2759, 1414, 97, 500, 1, 75, 100, 61], [38, 97, 226, 2759, 1414, 97, 500, 9, 75, 100, 61], [38, 80, 323, 107, 18, 8, 5, 167, 4, 866, 332, 483, 149, 7, 9, 61, 147, 332], [38, 5, 250, 294, 11, 4, 676, 51, 7, 460, 5, 486, 2, 180, 517, 9, 226], [38, 20, 185, 5, 29, 62, 254, 164, 12, 37, 2495, 44, 5, 182, 297, 2, 2214, 144, 3, 8575, 760], [162, 143, 590, 9, 51], [162, 10, 2149, 9, 51], [162, 523, 4, 501, 1883, 51, 23, 122, 6, 735, 8900, 3553, 8, 22800, 102, 20, 628], [22801, 1, 5, 308], [678, 68, 16, 39, 226, 12, 127, 1248, 2954, 1466, 22802, 2264, 5449, 22803, 1479, 74, 22804], [678, 186, 1, 427, 506, 22805], [69, 22806, 13, 2, 348, 445, 22807, 87, 22808], [69, 24, 165, 88, 2, 284, 1], [85, 49, 111, 208, 13, 36, 210, 62, 9, 3771, 47, 61, 6, 4, 3599, 688, 707, 892], [85, 49, 39, 1554, 37, 179, 128], [85, 1, 146, 14, 1], [85, 75, 77, 33, 1124, 7, 36, 67, 4, 138, 73, 209, 73, 263, 189, 67, 4, 24, 1044, 905, 3878], [85, 200, 4, 5195, 821, 22809, 52, 2, 22810, 1], [85, 58, 9, 86, 15, 2, 93, 1179, 6, 1211, 54, 126, 537, 3894, 51, 2, 775, 507, 1, 23, 238, 934, 10, 4849], [85, 58, 141, 5280, 120, 177, 137, 179, 742, 451, 288, 36, 294, 3141], [85, 110, 28, 554, 123, 217, 7, 427, 98, 105, 103, 14, 1023, 6, 14, 2, 586, 251, 185, 185, 9], [85, 12, 22, 640, 120, 339, 30, 1, 96, 81, 6, 17, 2499], [85, 308, 205, 66, 276, 258, 5, 1], [85, 25, 157, 548, 387, 793, 326, 406, 88, 15, 14, 76, 4641, 819, 819, 319], [85, 198, 116, 14, 98, 1247, 2148, 18, 629, 15, 46, 126, 1791, 31, 2, 22811, 206, 12, 8116, 82, 98, 523, 877, 2348, 666, 16, 24], [85, 364, 12, 22, 1, 11, 10, 521, 255, 32, 22812, 45, 15, 1231, 658], [85, 4, 19, 200, 186, 420, 4, 154, 175, 874, 6, 2037, 4, 1090, 55, 15, 65, 19, 144], [85, 36, 137, 56, 18, 2798, 117, 615], [85, 5, 208, 13, 2, 141, 22813, 1, 92, 7, 85, 5, 29, 44, 228, 9], [85, 5, 86, 802, 25, 125, 43, 169, 29, 110, 279, 59, 1008, 2351, 3921, 125, 22814, 1882, 36, 46, 5879, 21, 1], [85, 22, 1, 255, 2, 8233, 22815, 8, 1783, 2135], [103, 42, 64, 147, 25, 110, 31, 52, 468, 15, 22816, 74, 103, 42, 1598, 13, 4, 3093, 9, 1785, 21, 246], [103, 42, 506, 147, 24, 21, 17], [301, 3, 124, 2, 348, 74, 2, 7647, 6, 762, 17, 54, 1315], [301, 3, 222, 314, 2043, 1703, 226, 2, 2475, 16, 95, 22817, 8844], [27, 5840, 22818, 468, 215, 264, 2, 404, 6, 22819, 390, 198, 44, 76, 108, 11, 4, 503, 473], [287, 90, 9, 6829, 36, 172, 35, 4, 7777], [454, 31, 36, 276, 44, 240, 21, 4, 702, 18, 158, 22820], [22821, 12, 4, 237, 4643, 2217, 1269, 3, 33, 41, 2, 822, 2783, 1688, 22822, 21, 2, 822, 445, 2589, 1890, 56, 4643], [884, 184, 2, 1, 63, 58, 1, 455, 540, 21, 14, 11, 246, 25, 231, 12, 6, 28, 36, 25, 1176, 26, 963, 26], [452, 14, 270, 2, 1, 31, 111, 210, 633, 17, 102, 1978], [583, 23, 2, 1, 417, 6, 19, 1507], [583, 23, 152, 366, 531, 144, 38, 3, 28, 337], [583, 60, 1, 33, 655, 6, 28, 22823, 11, 4, 4524], [22824, 2, 95, 33, 45, 18, 17], [3537, 12, 7, 137, 22825, 8467, 3, 196, 944, 22, 629, 223, 14, 56], [4183, 1594, 17, 110, 127, 12, 15, 276, 14, 991, 38, 25, 484, 459, 22826, 23, 549, 330], [22827, 203, 1, 27, 1975, 1366, 645, 14, 65, 13, 347, 22828], [693, 134, 2, 1, 98, 1435, 38, 40, 516, 44, 1079], [78, 23, 37, 214, 3, 936, 76, 5972, 18, 7, 2443, 22829, 7, 236, 47, 1015, 73, 286], [78, 9, 2438, 3869], [78, 306, 47, 9, 27, 43, 2366, 37, 3, 46, 1003], [78, 375, 7, 1888, 30, 391, 226, 1615, 1614], [97, 1, 46, 89, 25, 5, 46, 41, 43, 578], [97, 77, 24, 12, 56, 73, 1066], [78, 158, 44, 2, 93, 2908], [2346, 60, 104, 2573, 25, 5, 163, 5, 172, 2463, 22830], [78, 284, 9, 87, 847, 55], [78, 24, 3, 22831], [2939, 3, 13, 38, 3278, 136, 207, 22832], [22833, 22834, 342, 830, 205, 3, 124, 43, 1179, 40, 47, 376], [447, 37, 59, 725, 154, 5509, 32, 10, 228, 636, 374, 101, 1166, 68, 342, 3422, 228, 163, 7, 17, 55], [221, 23, 2, 1, 34, 380, 57, 20, 96, 2, 2639], [221, 23, 969, 913, 2, 9], [221, 3, 41, 931, 3, 47, 1051, 35, 123, 207, 2282], [221, 39, 6928, 104, 63, 61, 19, 943], [367, 93, 1471, 22835, 22836], [478, 22, 25, 96, 5879, 35, 18, 84, 206, 4620], [80, 1, 1, 223, 100, 17, 19, 390, 22837, 1903, 51, 4, 8947, 5400], [80, 1, 65, 13, 2, 22838], [80, 1, 67, 7, 4750, 717, 40, 541, 1773], [80, 1, 6112, 11, 4, 570, 561], [80, 9, 103, 28, 1300, 26], [80, 9, 103, 28, 1300], [5, 2, 9, 25, 1896], [5, 2, 24, 30, 25, 8, 3, 62, 15, 916], [5, 46, 2, 112, 25, 461, 1487, 2, 6, 778, 8, 2, 190, 1006, 1, 545, 60, 1109, 6, 1622], [5, 46, 146, 14, 2, 391, 6, 13, 9], [5, 49, 2, 9, 9, 26, 2, 282], [5, 1, 64, 78, 60, 1490, 25], [5, 63, 3832, 3241, 1, 55, 3, 33, 67, 60, 148, 771, 817, 22839, 55], [5, 63, 105, 28, 2, 1143, 16, 9, 612, 5269, 240, 3923, 6, 14, 3179], [5, 63, 113, 38, 138, 1815, 132, 11, 2, 24, 578, 530, 483, 2584, 1, 165, 105, 137, 7, 45], [5, 75, 2359, 2, 9, 128], [5, 3087, 17, 388, 284], [5, 365, 145, 4370], [5, 41, 25, 8, 3, 41, 283], [5, 146, 14, 2, 154, 1871, 16, 144, 31, 5, 58, 760], [5, 146, 594, 7, 39, 1, 49, 1133], [5, 9, 3550], [5, 33, 67, 60, 701, 9], [5, 62, 57, 36, 72, 4, 570, 95, 28, 4, 5682, 5102, 5120, 1329, 11, 20, 561, 22840], [5, 62, 57, 20, 58, 38, 5, 443, 2, 175, 238, 359, 30, 1, 281], [5, 161, 171, 30, 1, 3, 46, 172, 125, 22841, 3, 41, 2, 937, 8887, 184, 278, 516, 172, 4497, 130, 6, 14, 172, 8942], [5, 65, 13, 5519, 22842, 29, 79, 135, 6747], [5, 65, 13, 20, 1296, 139, 81, 59, 19, 1], [5, 318, 73, 219, 223, 24, 429, 18, 2, 1706], [5, 158, 359, 18, 97, 1661, 22843], [5, 109, 279, 133, 325, 83, 10, 138, 32, 11, 80, 150], [5, 475, 133, 166, 1, 5, 87, 17, 21], [20, 32, 158], [20, 270, 2, 144, 3, 293, 5, 28, 409, 201, 4527, 8, 309, 82, 2, 2196, 22844, 5, 19, 104], [5, 2, 22845, 308, 117, 84, 909, 12, 56, 26, 92, 588, 3534, 6588, 8, 22846], [814, 223, 8, 291, 4, 329, 548, 260, 8, 3087, 17, 388, 284], [379, 1889, 131, 22847, 147, 399, 13, 3, 46, 172, 325, 35, 361], [4556, 41, 1060, 1, 1806, 5, 308], [22848, 335, 22849, 22850, 22851, 160, 681, 207, 4506, 16, 1106, 1685, 190, 26, 4428, 2, 22852]]\n","[[ 73 2 414 ... 0 0 0]\n"," [ 177 147 8968 ... 0 0 0]\n"," [ 797 5 182 ... 0 0 0]\n"," ...\n"," [ 379 1889 131 ... 0 0 0]\n"," [ 4556 41 1060 ... 0 0 0]\n"," [22848 335 22849 ... 0 0 0]]\n"]},{"output_type":"execute_result","data":{"text/plain":["24783"]},"metadata":{},"execution_count":45}],"source":["# integer encode the documents\n","#encoded_docs = t.texts_to_sequences(stripped_hashtags_preprocessed_tweets)\n","encoded_docs = t.texts_to_sequences(stemmed_stripped_hashtags_preprocessed_tweets)\n","print(encoded_docs)\n","# pad documents to a max length of 100 words\n","max_length = 100\n","padded_docs = pad_sequences(encoded_docs, maxlen=max_length, padding='post')\n","print(padded_docs)\n","len(padded_docs)"]},{"cell_type":"markdown","metadata":{"id":"rtWhKS6_09Zq"},"source":["# **Running the model**"]},{"cell_type":"code","execution_count":null,"metadata":{"collapsed":true,"id":"59lyj2Cf09Zr"},"outputs":[],"source":["y = df['class']"]},{"cell_type":"code","execution_count":null,"metadata":{"collapsed":true,"id":"KWAyNbBc09Zr"},"outputs":[],"source":["from sklearn.model_selection import train_test_split\n","from sklearn.utils import class_weight"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"UCzgN82m8T7e"},"outputs":[],"source":["inputs = padded_docs\n","targets = y"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":362,"status":"ok","timestamp":1678003236268,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"7O7R20va8kT6","outputId":"038366d0-48aa-4b69-c9e2-074343a8553b"},"outputs":[{"output_type":"stream","name":"stdout","text":["24783\n","24783\n"]}],"source":["print(len(inputs))\n","print(len(targets))"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":38,"status":"ok","timestamp":1678003236269,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"Aj_327D6807e","outputId":"6317cedf-0750-4984-ba68-0e7eaacce018"},"outputs":[{"output_type":"stream","name":"stdout","text":["(24783, 100)\n","(24783,)\n"]}],"source":["print(inputs.shape)\n","print(targets.shape)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":31,"status":"ok","timestamp":1678003236269,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"W6oqjvgE9Tw8","outputId":"34f39b2c-5c69-4218-9512-6ae9e9ca4b4a"},"outputs":[{"output_type":"stream","name":"stdout","text":["[[ 73 2 414 ... 0 0 0]\n"," [ 177 147 8968 ... 0 0 0]\n"," [ 797 5 182 ... 0 0 0]\n"," ...\n"," [ 379 1889 131 ... 0 0 0]\n"," [ 4556 41 1060 ... 0 0 0]\n"," [22848 335 22849 ... 0 0 0]]\n"]}],"source":["print(inputs)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":26,"status":"ok","timestamp":1678003236269,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"CTvgNavL9itJ","outputId":"c7b3006a-2a02-4ffe-af70-d3d7baf3a852"},"outputs":[{"output_type":"stream","name":"stdout","text":["0 2\n","1 1\n","2 1\n","3 1\n","4 1\n"," ..\n","24778 1\n","24779 2\n","24780 1\n","24781 1\n","24782 2\n","Name: class, Length: 24783, dtype: int64\n"]}],"source":["print(targets)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":23,"status":"ok","timestamp":1678003236270,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"},"user_tz":-120},"id":"OyXlnU089yXZ","outputId":"990a81d6-2f4f-44a3-95c4-06a4aea4efd7"},"outputs":[{"output_type":"stream","name":"stdout","text":["[[0. 0. 1.]\n"," [0. 1. 0.]\n"," [0. 1. 0.]\n"," ...\n"," [0. 1. 0.]\n"," [0. 1. 0.]\n"," [0. 0. 1.]]\n","(24783, 3)\n"]}],"source":["targets = tf.keras.utils.to_categorical(targets, num_classes = 3)\n","print(targets)\n","print(targets.shape)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2eVJQPsh7pJ4","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1678003236270,"user_tz":-120,"elapsed":19,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"}},"outputId":"4562a04a-1060-4fed-b83d-f63d36d5a577"},"outputs":[{"output_type":"stream","name":"stderr","text":[":2: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," X_train_shares = np.array(np.array_split(inputs, clients_number))\n",":3: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," Y_train_shares = np.array(np.array_split(targets, clients_number))\n"]}],"source":["# Divide X_train & Y_train into subset of arrays each have (21000/no.of_clients) element\n","X_train_shares = np.array(np.array_split(inputs, clients_number))\n","Y_train_shares = np.array(np.array_split(targets, clients_number))\n","#Y_test = y_test"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"5WxBZuNJ4GPQ"},"outputs":[],"source":["X_t, X_test, y_t, Y_test = train_test_split(inputs, targets, random_state=42, test_size=0.1)"]},{"cell_type":"markdown","metadata":{"id":"HqnrQG7cHhSF"},"source":["# **Start Running the Federated Learning Process**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mevu1Aw8zccu","outputId":"db91cdc5-72a9-4576-e770-f04cfe964ed3","executionInfo":{"status":"ok","timestamp":1678011387443,"user_tz":-120,"elapsed":1411337,"user":{"displayName":"tharwat elsayed","userId":"18312503812804922309"}}},"outputs":[{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["> 10 ROUNDS 7 CLIENTS STARTED..........\n","\n","##############################################################################################################\n","\n","> round 1 start, random seed= 1\n","\n","> client 1 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 18s 32ms/step - loss: 0.6328 - accuracy: 0.8388 - tp: 2218.0000 - fp: 573.0000 - tn: 5799.0000 - fn: 968.0000 - precision: 0.7947 - recall: 0.6962 - auc: 0.8949 - prc: 0.8277\n","Epoch 2/10\n","32/32 [==============================] - 1s 22ms/step - loss: 0.3947 - accuracy: 0.9021 - tp: 2599.0000 - fp: 349.0000 - tn: 6023.0000 - fn: 587.0000 - precision: 0.8816 - recall: 0.8158 - auc: 0.9590 - prc: 0.9279\n","Epoch 3/10\n","32/32 [==============================] - 1s 22ms/step - loss: 0.2233 - accuracy: 0.9518 - tp: 2890.0000 - fp: 165.0000 - tn: 6207.0000 - fn: 296.0000 - precision: 0.9460 - recall: 0.9071 - auc: 0.9862 - prc: 0.9749\n","Epoch 4/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.1063 - accuracy: 0.9767 - tp: 3050.0000 - fp: 87.0000 - tn: 6285.0000 - fn: 136.0000 - precision: 0.9723 - recall: 0.9573 - auc: 0.9969 - prc: 0.9941\n","Epoch 5/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0684 - accuracy: 0.9831 - tp: 3080.0000 - fp: 56.0000 - tn: 6316.0000 - fn: 106.0000 - precision: 0.9821 - recall: 0.9667 - auc: 0.9986 - prc: 0.9974\n","Epoch 6/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0379 - accuracy: 0.9912 - tp: 3119.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 67.0000 - precision: 0.9946 - recall: 0.9790 - auc: 0.9997 - prc: 0.9994\n","Epoch 7/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0323 - accuracy: 0.9918 - tp: 3137.0000 - fp: 29.0000 - tn: 6343.0000 - fn: 49.0000 - precision: 0.9908 - recall: 0.9846 - auc: 0.9998 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0562 - accuracy: 0.9866 - tp: 3113.0000 - fp: 55.0000 - tn: 6317.0000 - fn: 73.0000 - precision: 0.9826 - recall: 0.9771 - auc: 0.9987 - prc: 0.9974\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0691 - accuracy: 0.9848 - tp: 3096.0000 - fp: 55.0000 - tn: 6317.0000 - fn: 90.0000 - precision: 0.9825 - recall: 0.9718 - auc: 0.9982 - prc: 0.9965\n","Epoch 10/10\n","32/32 [==============================] - 1s 38ms/step - loss: 0.0379 - accuracy: 0.9915 - tp: 3132.0000 - fp: 27.0000 - tn: 6345.0000 - fn: 54.0000 - precision: 0.9915 - recall: 0.9831 - auc: 0.9997 - prc: 0.9993\n","Score for fold 1: loss of 0.6919164657592773; accuracy of 83.47417712211609%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.1149 - accuracy: 0.9795 - tp: 3075.0000 - fp: 84.0000 - tn: 6290.0000 - fn: 112.0000 - precision: 0.9734 - recall: 0.9649 - auc: 0.9944 - prc: 0.9911\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0360 - accuracy: 0.9935 - tp: 3147.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 40.0000 - precision: 0.9931 - recall: 0.9874 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0152 - accuracy: 0.9968 - tp: 3167.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 20.0000 - precision: 0.9965 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0128 - accuracy: 0.9975 - tp: 3170.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 17.0000 - precision: 0.9978 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0174 - accuracy: 0.9955 - tp: 3162.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 25.0000 - precision: 0.9943 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0140 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 22ms/step - loss: 0.0096 - accuracy: 0.9978 - tp: 3171.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 16.0000 - precision: 0.9984 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0063 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0055 - accuracy: 0.9983 - tp: 3176.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9984 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0051 - accuracy: 0.9984 - tp: 3178.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 9.0000 - precision: 0.9981 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.0903715267777443; accuracy of 97.64595031738281%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0155 - accuracy: 0.9959 - tp: 3164.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 23.0000 - precision: 0.9950 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0267 - accuracy: 0.9933 - tp: 3147.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 40.0000 - precision: 0.9924 - recall: 0.9874 - auc: 0.9998 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0349 - accuracy: 0.9916 - tp: 3139.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 48.0000 - precision: 0.9899 - recall: 0.9849 - auc: 0.9994 - prc: 0.9989\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0113 - accuracy: 0.9976 - tp: 3171.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 16.0000 - precision: 0.9978 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9978 - tp: 3175.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 12.0000 - precision: 0.9972 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0069 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0063 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0060 - accuracy: 0.9984 - tp: 3174.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 13.0000 - precision: 0.9994 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0064 - accuracy: 0.9979 - tp: 3173.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 14.0000 - precision: 0.9981 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 22ms/step - loss: 0.0059 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.009189650416374207; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0055 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0046 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0046 - accuracy: 0.9988 - tp: 3180.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 7.0000 - precision: 0.9987 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 22ms/step - loss: 0.0042 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3179.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 8.0000 - precision: 0.9987 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0052 - accuracy: 0.9986 - tp: 3178.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 9.0000 - precision: 0.9987 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0041 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.013229086063802242; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0056 - accuracy: 0.9980 - tp: 3173.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 14.0000 - precision: 0.9984 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0050 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0050 - accuracy: 0.9984 - tp: 3174.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 13.0000 - precision: 0.9994 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0048 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0049 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0048 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0052 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0048 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.00031436755671165884; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.011146992444992065; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0057 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0052 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0047 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0047 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0046 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0047 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 6.54270697850734e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0033 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0034 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0032 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.012828911654651165; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0041 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0042 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.0016178077785298228; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0045 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0044 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 1.2828561921196524e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.6919164657592773 - Accuracy: 83.47417712211609%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0903715267777443 - Accuracy: 97.64595031738281%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.009189650416374207 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.013229086063802242 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.00031436755671165884 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.011146992444992065 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 6.54270697850734e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.012828911654651165 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.0016178077785298228 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 1.2828561921196524e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 97.9801857471466 (+- 4.881689595112501)\n","> Loss: 0.08306930640837891\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 4ms/step\n","78/78 [==============================] - 0s 4ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3528.0000 - fp: 1.0000 - tn: 7081.0000 - fn: 13.0000 - precision: 0.9997 - recall: 0.9963 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 1.1331 - accuracy: 0.9045 - tp: 2120.0000 - fp: 351.0000 - tn: 4607.0000 - fn: 359.0000 - precision: 0.8580 - recall: 0.8552 - auc: 0.9175 - prc: 0.8506\n","\n",">round 1 client 1 evaluation training metrics:\n","[0.0038384641520678997, 0.9986820816993713, 3528.0, 1.0, 7081.0, 13.0, 0.9997166395187378, 0.9963287115097046, 0.9999945163726807, 0.9999890923500061]\n","\n",">round 1 client 1 evaluation metrics:\n","[1.1331393718719482, 0.9045314192771912, 2120.0, 351.0, 4607.0, 359.0, 0.8579522371292114, 0.8551835417747498, 0.9175184369087219, 0.8505518436431885]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 27ms/step - loss: 0.7354 - accuracy: 0.8452 - tp: 4039.0000 - fp: 1005.0000 - tn: 10325.0000 - fn: 1626.0000 - precision: 0.8008 - recall: 0.7130 - auc: 0.8892 - prc: 0.8072\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.5224 - accuracy: 0.8598 - tp: 2279.0000 - fp: 433.0000 - tn: 5939.0000 - fn: 907.0000 - precision: 0.8403 - recall: 0.7153 - auc: 0.9280 - prc: 0.8788\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.3453 - accuracy: 0.9119 - tp: 2636.0000 - fp: 292.0000 - tn: 6080.0000 - fn: 550.0000 - precision: 0.9003 - recall: 0.8274 - auc: 0.9679 - prc: 0.9421\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.2065 - accuracy: 0.9497 - tp: 2877.0000 - fp: 172.0000 - tn: 6200.0000 - fn: 309.0000 - precision: 0.9436 - recall: 0.9030 - auc: 0.9884 - prc: 0.9786\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1269 - accuracy: 0.9704 - tp: 3024.0000 - fp: 121.0000 - tn: 6251.0000 - fn: 162.0000 - precision: 0.9615 - recall: 0.9492 - auc: 0.9963 - prc: 0.9930\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0921 - accuracy: 0.9777 - tp: 3069.0000 - fp: 96.0000 - tn: 6276.0000 - fn: 117.0000 - precision: 0.9697 - recall: 0.9633 - auc: 0.9976 - prc: 0.9954\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1259 - accuracy: 0.9663 - tp: 3003.0000 - fp: 139.0000 - tn: 6233.0000 - fn: 183.0000 - precision: 0.9558 - recall: 0.9426 - auc: 0.9954 - prc: 0.9918\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0774 - accuracy: 0.9814 - tp: 3086.0000 - fp: 78.0000 - tn: 6294.0000 - fn: 100.0000 - precision: 0.9753 - recall: 0.9686 - auc: 0.9985 - prc: 0.9972\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0502 - accuracy: 0.9889 - tp: 3125.0000 - fp: 45.0000 - tn: 6327.0000 - fn: 61.0000 - precision: 0.9858 - recall: 0.9809 - auc: 0.9995 - prc: 0.9991\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0295 - accuracy: 0.9925 - tp: 3146.0000 - fp: 32.0000 - tn: 6340.0000 - fn: 40.0000 - precision: 0.9899 - recall: 0.9874 - auc: 0.9998 - prc: 0.9996\n","Score for fold 1: loss of 1.3588144779205322; accuracy of 58.028167486190796%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.1536 - accuracy: 0.9677 - tp: 3021.0000 - fp: 143.0000 - tn: 6231.0000 - fn: 166.0000 - precision: 0.9548 - recall: 0.9479 - auc: 0.9913 - prc: 0.9839\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0617 - accuracy: 0.9862 - tp: 3112.0000 - fp: 57.0000 - tn: 6317.0000 - fn: 75.0000 - precision: 0.9820 - recall: 0.9765 - auc: 0.9981 - prc: 0.9961\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0321 - accuracy: 0.9923 - tp: 3147.0000 - fp: 34.0000 - tn: 6340.0000 - fn: 40.0000 - precision: 0.9893 - recall: 0.9874 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0316 - accuracy: 0.9917 - tp: 3146.0000 - fp: 38.0000 - tn: 6336.0000 - fn: 41.0000 - precision: 0.9881 - recall: 0.9871 - auc: 0.9997 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0240 - accuracy: 0.9939 - tp: 3158.0000 - fp: 29.0000 - tn: 6345.0000 - fn: 29.0000 - precision: 0.9909 - recall: 0.9909 - auc: 0.9999 - prc: 0.9997\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0208 - accuracy: 0.9936 - tp: 3156.0000 - fp: 30.0000 - tn: 6344.0000 - fn: 31.0000 - precision: 0.9906 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0186 - accuracy: 0.9948 - tp: 3161.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 26.0000 - precision: 0.9925 - recall: 0.9918 - auc: 0.9999 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0176 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 0.9999 - prc: 0.9998\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0168 - accuracy: 0.9944 - tp: 3160.0000 - fp: 27.0000 - tn: 6347.0000 - fn: 27.0000 - precision: 0.9915 - recall: 0.9915 - auc: 0.9999 - prc: 0.9998\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0172 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9999 - prc: 0.9998\n","Score for fold 2: loss of 0.048538826406002045; accuracy of 97.92843461036682%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0152 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0175 - accuracy: 0.9945 - tp: 3160.0000 - fp: 26.0000 - tn: 6348.0000 - fn: 27.0000 - precision: 0.9918 - recall: 0.9915 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0303 - accuracy: 0.9926 - tp: 3151.0000 - fp: 35.0000 - tn: 6339.0000 - fn: 36.0000 - precision: 0.9890 - recall: 0.9887 - auc: 0.9995 - prc: 0.9990\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0328 - accuracy: 0.9904 - tp: 3141.0000 - fp: 46.0000 - tn: 6328.0000 - fn: 46.0000 - precision: 0.9856 - recall: 0.9856 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0256 - accuracy: 0.9932 - tp: 3154.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 33.0000 - precision: 0.9900 - recall: 0.9896 - auc: 0.9998 - prc: 0.9997\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0237 - accuracy: 0.9932 - tp: 3153.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 34.0000 - precision: 0.9903 - recall: 0.9893 - auc: 0.9998 - prc: 0.9997\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0209 - accuracy: 0.9937 - tp: 3157.0000 - fp: 30.0000 - tn: 6344.0000 - fn: 30.0000 - precision: 0.9906 - recall: 0.9906 - auc: 0.9999 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0304 - accuracy: 0.9910 - tp: 3144.0000 - fp: 43.0000 - tn: 6331.0000 - fn: 43.0000 - precision: 0.9865 - recall: 0.9865 - auc: 0.9997 - prc: 0.9995\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0211 - accuracy: 0.9934 - tp: 3155.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 32.0000 - precision: 0.9903 - recall: 0.9900 - auc: 0.9999 - prc: 0.9998\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0148 - accuracy: 0.9953 - tp: 3162.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 25.0000 - precision: 0.9937 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Score for fold 3: loss of 0.07022632658481598; accuracy of 97.74011373519897%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0725 - accuracy: 0.9830 - tp: 3099.0000 - fp: 75.0000 - tn: 6299.0000 - fn: 88.0000 - precision: 0.9764 - recall: 0.9724 - auc: 0.9980 - prc: 0.9962\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0525 - accuracy: 0.9868 - tp: 3122.0000 - fp: 61.0000 - tn: 6313.0000 - fn: 65.0000 - precision: 0.9808 - recall: 0.9796 - auc: 0.9988 - prc: 0.9976\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0336 - accuracy: 0.9917 - tp: 3147.0000 - fp: 39.0000 - tn: 6335.0000 - fn: 40.0000 - precision: 0.9878 - recall: 0.9874 - auc: 0.9995 - prc: 0.9993\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0217 - accuracy: 0.9938 - tp: 3156.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 31.0000 - precision: 0.9912 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0322 - accuracy: 0.9905 - tp: 3140.0000 - fp: 44.0000 - tn: 6330.0000 - fn: 47.0000 - precision: 0.9862 - recall: 0.9853 - auc: 0.9996 - prc: 0.9993\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0171 - accuracy: 0.9944 - tp: 3159.0000 - fp: 26.0000 - tn: 6348.0000 - fn: 28.0000 - precision: 0.9918 - recall: 0.9912 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0127 - accuracy: 0.9958 - tp: 3164.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 23.0000 - precision: 0.9947 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0106 - accuracy: 0.9960 - tp: 3165.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 22.0000 - precision: 0.9950 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0182 - accuracy: 0.9942 - tp: 3158.0000 - fp: 26.0000 - tn: 6348.0000 - fn: 29.0000 - precision: 0.9918 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0113 - accuracy: 0.9960 - tp: 3165.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 22.0000 - precision: 0.9950 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.09515385329723358; accuracy of 98.11676144599915%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0196 - accuracy: 0.9933 - tp: 3153.0000 - fp: 30.0000 - tn: 6344.0000 - fn: 34.0000 - precision: 0.9906 - recall: 0.9893 - auc: 0.9996 - prc: 0.9993\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0173 - accuracy: 0.9934 - tp: 3150.0000 - fp: 26.0000 - tn: 6348.0000 - fn: 37.0000 - precision: 0.9918 - recall: 0.9884 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0124 - accuracy: 0.9956 - tp: 3164.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 23.0000 - precision: 0.9940 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0135 - accuracy: 0.9954 - tp: 3163.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 24.0000 - precision: 0.9937 - recall: 0.9925 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0162 - accuracy: 0.9953 - tp: 3160.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 27.0000 - precision: 0.9943 - recall: 0.9915 - auc: 0.9995 - prc: 0.9993\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0144 - accuracy: 0.9942 - tp: 3157.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 30.0000 - precision: 0.9921 - recall: 0.9906 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0111 - accuracy: 0.9961 - tp: 3166.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 21.0000 - precision: 0.9950 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0102 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0103 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0098 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 5: loss of 0.008527347818017006; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0095 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0087 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0084 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0081 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0081 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0079 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0076 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0084 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.01932106912136078; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0088 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0110 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0097 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9970 - tp: 3172.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0076 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0077 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0077 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.023601816967129707; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0086 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0083 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9957 - tp: 3166.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9949 - tp: 3162.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 25.0000 - precision: 0.9925 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0080 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.01788579672574997; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9958 - tp: 3165.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 22.0000 - precision: 0.9943 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0125 - accuracy: 0.9952 - tp: 3163.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 24.0000 - precision: 0.9931 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0699 - accuracy: 0.9837 - tp: 3108.0000 - fp: 77.0000 - tn: 6297.0000 - fn: 79.0000 - precision: 0.9758 - recall: 0.9752 - auc: 0.9978 - prc: 0.9959\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0626 - accuracy: 0.9831 - tp: 3102.0000 - fp: 77.0000 - tn: 6297.0000 - fn: 85.0000 - precision: 0.9758 - recall: 0.9733 - auc: 0.9989 - prc: 0.9979\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0337 - accuracy: 0.9904 - tp: 3131.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 56.0000 - precision: 0.9886 - recall: 0.9824 - auc: 0.9997 - prc: 0.9994\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0174 - accuracy: 0.9946 - tp: 3156.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 31.0000 - precision: 0.9934 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0136 - accuracy: 0.9952 - tp: 3161.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 26.0000 - precision: 0.9937 - recall: 0.9918 - auc: 0.9999 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0170 - accuracy: 0.9940 - tp: 3157.0000 - fp: 27.0000 - tn: 6347.0000 - fn: 30.0000 - precision: 0.9915 - recall: 0.9906 - auc: 0.9997 - prc: 0.9994\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0155 - accuracy: 0.9950 - tp: 3162.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 25.0000 - precision: 0.9928 - recall: 0.9922 - auc: 0.9997 - prc: 0.9994\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0106 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Score for fold 9: loss of 0.018652742728590965; accuracy of 99.52918887138367%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0127 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0132 - accuracy: 0.9957 - tp: 3165.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 22.0000 - precision: 0.9940 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0106 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0104 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9968 - tp: 3170.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 17.0000 - precision: 0.9956 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 10: loss of 0.015090848319232464; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 1.3588144779205322 - Accuracy: 58.028167486190796%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.048538826406002045 - Accuracy: 97.92843461036682%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.07022632658481598 - Accuracy: 97.74011373519897%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.09515385329723358 - Accuracy: 98.11676144599915%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.008527347818017006 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.01932106912136078 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.023601816967129707 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.01788579672574997 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.018652742728590965 - Accuracy: 99.52918887138367%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.015090848319232464 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 94.87061262130737 (+- 12.302311148253596)\n","> Loss: 0.16758131058886647\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 4ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0084 - accuracy: 0.9964 - tp: 3522.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 19.0000 - precision: 0.9946 - recall: 0.9946 - auc: 1.0000 - prc: 0.9999\n","78/78 [==============================] - 1s 8ms/step - loss: 0.9091 - accuracy: 0.9184 - tp: 2175.0000 - fp: 303.0000 - tn: 4655.0000 - fn: 304.0000 - precision: 0.8777 - recall: 0.8774 - auc: 0.9369 - prc: 0.8836\n","\n",">round 1 client 2 evaluation training metrics:\n","[0.008446955122053623, 0.9964228272438049, 3522.0, 19.0, 7063.0, 19.0, 0.9946342706680298, 0.9946342706680298, 0.999970555305481, 0.9999414086341858]\n","\n",">round 1 client 2 evaluation metrics:\n","[0.9090688824653625, 0.9183810949325562, 2175.0, 303.0, 4655.0, 304.0, 0.8777239918708801, 0.8773698806762695, 0.9369145035743713, 0.8835725784301758]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 30ms/step - loss: 0.6599 - accuracy: 0.8650 - tp: 4225.0000 - fp: 855.0000 - tn: 10475.0000 - fn: 1440.0000 - precision: 0.8317 - recall: 0.7458 - auc: 0.9123 - prc: 0.8454\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.4271 - accuracy: 0.8974 - tp: 2600.0000 - fp: 395.0000 - tn: 5977.0000 - fn: 586.0000 - precision: 0.8681 - recall: 0.8161 - auc: 0.9506 - prc: 0.9126\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.2956 - accuracy: 0.9363 - tp: 2803.0000 - fp: 226.0000 - tn: 6146.0000 - fn: 383.0000 - precision: 0.9254 - recall: 0.8798 - auc: 0.9759 - prc: 0.9542\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1694 - accuracy: 0.9634 - tp: 2977.0000 - fp: 141.0000 - tn: 6231.0000 - fn: 209.0000 - precision: 0.9548 - recall: 0.9344 - auc: 0.9906 - prc: 0.9823\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0857 - accuracy: 0.9839 - tp: 3089.0000 - fp: 57.0000 - tn: 6315.0000 - fn: 97.0000 - precision: 0.9819 - recall: 0.9696 - auc: 0.9971 - prc: 0.9945\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0635 - accuracy: 0.9862 - tp: 3110.0000 - fp: 56.0000 - tn: 6316.0000 - fn: 76.0000 - precision: 0.9823 - recall: 0.9761 - auc: 0.9981 - prc: 0.9964\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0399 - accuracy: 0.9920 - tp: 3135.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 51.0000 - precision: 0.9921 - recall: 0.9840 - auc: 0.9994 - prc: 0.9990\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0555 - accuracy: 0.9866 - tp: 3113.0000 - fp: 55.0000 - tn: 6317.0000 - fn: 73.0000 - precision: 0.9826 - recall: 0.9771 - auc: 0.9990 - prc: 0.9980\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0468 - accuracy: 0.9896 - tp: 3125.0000 - fp: 38.0000 - tn: 6334.0000 - fn: 61.0000 - precision: 0.9880 - recall: 0.9809 - auc: 0.9992 - prc: 0.9984\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0209 - accuracy: 0.9957 - tp: 3162.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 24.0000 - precision: 0.9947 - recall: 0.9925 - auc: 0.9996 - prc: 0.9993\n","Score for fold 1: loss of 1.2406573295593262; accuracy of 56.43192529678345%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.1094 - accuracy: 0.9792 - tp: 3075.0000 - fp: 87.0000 - tn: 6287.0000 - fn: 112.0000 - precision: 0.9725 - recall: 0.9649 - auc: 0.9940 - prc: 0.9890\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0449 - accuracy: 0.9909 - tp: 3138.0000 - fp: 38.0000 - tn: 6336.0000 - fn: 49.0000 - precision: 0.9880 - recall: 0.9846 - auc: 0.9988 - prc: 0.9977\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0218 - accuracy: 0.9954 - tp: 3161.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 26.0000 - precision: 0.9943 - recall: 0.9918 - auc: 0.9994 - prc: 0.9988\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0145 - accuracy: 0.9970 - tp: 3170.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 17.0000 - precision: 0.9962 - recall: 0.9947 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9978 - tp: 3175.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 12.0000 - precision: 0.9972 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0066 - accuracy: 0.9987 - tp: 3180.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 7.0000 - precision: 0.9984 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0153 - accuracy: 0.9975 - tp: 3174.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 13.0000 - precision: 0.9965 - recall: 0.9959 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0147 - accuracy: 0.9964 - tp: 3167.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 20.0000 - precision: 0.9956 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0142 - accuracy: 0.9970 - tp: 3170.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 17.0000 - precision: 0.9962 - recall: 0.9947 - auc: 0.9999 - prc: 0.9999\n","Score for fold 2: loss of 0.08111602067947388; accuracy of 98.68173003196716%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0127 - accuracy: 0.9976 - tp: 3175.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 12.0000 - precision: 0.9965 - recall: 0.9962 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0138 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0577 - accuracy: 0.9833 - tp: 3106.0000 - fp: 79.0000 - tn: 6295.0000 - fn: 81.0000 - precision: 0.9752 - recall: 0.9746 - auc: 0.9989 - prc: 0.9981\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0663 - accuracy: 0.9844 - tp: 3110.0000 - fp: 72.0000 - tn: 6302.0000 - fn: 77.0000 - precision: 0.9774 - recall: 0.9758 - auc: 0.9986 - prc: 0.9975\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0375 - accuracy: 0.9929 - tp: 3151.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 36.0000 - precision: 0.9899 - recall: 0.9887 - auc: 0.9997 - prc: 0.9993\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0082 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0049 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0043 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.055640120059251785; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0111 - accuracy: 0.9978 - tp: 3176.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0074 - accuracy: 0.9984 - tp: 3179.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0073 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9998 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0245 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 0.9988 - prc: 0.9979\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0357 - accuracy: 0.9916 - tp: 3147.0000 - fp: 40.0000 - tn: 6334.0000 - fn: 40.0000 - precision: 0.9874 - recall: 0.9874 - auc: 0.9996 - prc: 0.9993\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0057 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.01902531459927559; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0064 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.0019430831307545304; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.00012872126535512507; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.00011714285938069224; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0022 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0016 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.02334132231771946; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0047 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0074 - accuracy: 0.9974 - tp: 3174.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0607 - accuracy: 0.9873 - tp: 3126.0000 - fp: 60.0000 - tn: 6314.0000 - fn: 61.0000 - precision: 0.9812 - recall: 0.9809 - auc: 0.9979 - prc: 0.9966\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0423 - accuracy: 0.9898 - tp: 3137.0000 - fp: 48.0000 - tn: 6326.0000 - fn: 50.0000 - precision: 0.9849 - recall: 0.9843 - auc: 0.9991 - prc: 0.9984\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0196 - accuracy: 0.9950 - tp: 3161.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 26.0000 - precision: 0.9931 - recall: 0.9918 - auc: 0.9999 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0107 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0167 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 0.9999 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9982 - tp: 3178.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.04845445230603218; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0106 - accuracy: 0.9974 - tp: 3174.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0047 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.0009761822875589132; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 1.2406573295593262 - Accuracy: 56.43192529678345%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.08111602067947388 - Accuracy: 98.68173003196716%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.055640120059251785 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01902531459927559 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0019430831307545304 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.00012872126535512507 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.00011714285938069224 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.02334132231771946 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.04845445230603218 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.0009761822875589132 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 95.22887885570526 (+- 12.940298930106335)\n","> Loss: 0.14713996890641284\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 7ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0025 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.9682 - accuracy: 0.8997 - tp: 2106.0000 - fp: 373.0000 - tn: 4585.0000 - fn: 373.0000 - precision: 0.8495 - recall: 0.8495 - auc: 0.9204 - prc: 0.8573\n","\n",">round 1 client 3 evaluation training metrics:\n","[0.0025492266286164522, 0.9990586638450623, 3536.0, 5.0, 7077.0, 5.0, 0.998587965965271, 0.998587965965271, 0.9999978542327881, 0.9999957084655762]\n","\n",">round 1 client 3 evaluation metrics:\n","[0.968209445476532, 0.8996907472610474, 2106.0, 373.0, 4585.0, 373.0, 0.849536120891571, 0.849536120891571, 0.9204171895980835, 0.8573257327079773]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.5872 - accuracy: 0.8722 - tp: 4381.0000 - fp: 888.0000 - tn: 10442.0000 - fn: 1284.0000 - precision: 0.8315 - recall: 0.7733 - auc: 0.9087 - prc: 0.8368\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.3457 - accuracy: 0.9183 - tp: 2709.0000 - fp: 304.0000 - tn: 6068.0000 - fn: 477.0000 - precision: 0.8991 - recall: 0.8503 - auc: 0.9684 - prc: 0.9449\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.1939 - accuracy: 0.9614 - tp: 2959.0000 - fp: 142.0000 - tn: 6230.0000 - fn: 227.0000 - precision: 0.9542 - recall: 0.9288 - auc: 0.9881 - prc: 0.9778\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0945 - accuracy: 0.9815 - tp: 3084.0000 - fp: 75.0000 - tn: 6297.0000 - fn: 102.0000 - precision: 0.9763 - recall: 0.9680 - auc: 0.9969 - prc: 0.9941\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0684 - accuracy: 0.9871 - tp: 3113.0000 - fp: 50.0000 - tn: 6322.0000 - fn: 73.0000 - precision: 0.9842 - recall: 0.9771 - auc: 0.9982 - prc: 0.9968\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0157 - accuracy: 0.9972 - tp: 3169.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 17.0000 - precision: 0.9969 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0112 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 0.9998 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0086 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0093 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0068 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 1.110700249671936; accuracy of 66.19585752487183%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1216 - accuracy: 0.9765 - tp: 3070.0000 - fp: 109.0000 - tn: 6263.0000 - fn: 116.0000 - precision: 0.9657 - recall: 0.9636 - auc: 0.9939 - prc: 0.9895\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0290 - accuracy: 0.9946 - tp: 3159.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 27.0000 - precision: 0.9921 - recall: 0.9915 - auc: 0.9994 - prc: 0.9992\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0283 - accuracy: 0.9932 - tp: 3151.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 35.0000 - precision: 0.9906 - recall: 0.9890 - auc: 0.9998 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0142 - accuracy: 0.9977 - tp: 3174.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9969 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0054 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0051 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.10449269413948059; accuracy of 96.79849147796631%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0144 - accuracy: 0.9972 - tp: 3171.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 15.0000 - precision: 0.9962 - recall: 0.9953 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0369 - accuracy: 0.9931 - tp: 3152.0000 - fp: 32.0000 - tn: 6340.0000 - fn: 34.0000 - precision: 0.9899 - recall: 0.9893 - auc: 0.9986 - prc: 0.9973\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0119 - accuracy: 0.9978 - tp: 3175.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0075 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.01496545597910881; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0091 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0016 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0015986058861017227; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.000210270140087232; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.3463e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.9439e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9669e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.6094e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7250e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9323e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.7828e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.3245e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5788e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3809e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Score for fold 6: loss of 0.01226700097322464; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.9292e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.7010e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2413e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.2632e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0673e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1150e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1871e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4942e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.4794e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.01552971638739109; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0023 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 9.435129322810099e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.9358e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9839e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3346e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0873e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6952e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7402e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7877e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6685e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4480e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.5354e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.012255297042429447; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 6.32364462944679e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 1.110700249671936 - Accuracy: 66.19585752487183%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.10449269413948059 - Accuracy: 96.79849147796631%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.01496545597910881 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0015986058861017227 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.000210270140087232 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.01226700097322464 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.01552971638739109 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 9.435129322810099e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.012255297042429447 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 6.32364462944679e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 96.22410416603088 (+- 10.052550322150308)\n","> Loss: 0.1272176877959282\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 12ms/step - loss: 8.8106e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 1.1003 - accuracy: 0.8971 - tp: 2096.0000 - fp: 382.0000 - tn: 4576.0000 - fn: 383.0000 - precision: 0.8458 - recall: 0.8455 - auc: 0.9204 - prc: 0.8614\n","\n",">round 1 client 4 evaluation training metrics:\n","[0.0008810646249912679, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999996423721313, 0.9999994039535522]\n","\n",">round 1 client 4 evaluation metrics:\n","[1.1002639532089233, 0.8971359133720398, 2096.0, 382.0, 4576.0, 383.0, 0.8458434343338013, 0.8455021977424622, 0.9204274415969849, 0.8614325523376465]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 28ms/step - loss: 0.6265 - accuracy: 0.8623 - tp: 4248.0000 - fp: 923.0000 - tn: 10407.0000 - fn: 1417.0000 - precision: 0.8215 - recall: 0.7499 - auc: 0.9014 - prc: 0.8282\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.3650 - accuracy: 0.9111 - tp: 2656.0000 - fp: 320.0000 - tn: 6052.0000 - fn: 530.0000 - precision: 0.8925 - recall: 0.8336 - auc: 0.9647 - prc: 0.9376\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.2378 - accuracy: 0.9511 - tp: 2898.0000 - fp: 179.0000 - tn: 6193.0000 - fn: 288.0000 - precision: 0.9418 - recall: 0.9096 - auc: 0.9830 - prc: 0.9683\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1226 - accuracy: 0.9735 - tp: 3025.0000 - fp: 92.0000 - tn: 6280.0000 - fn: 161.0000 - precision: 0.9705 - recall: 0.9495 - auc: 0.9950 - prc: 0.9907\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0680 - accuracy: 0.9874 - tp: 3122.0000 - fp: 56.0000 - tn: 6316.0000 - fn: 64.0000 - precision: 0.9824 - recall: 0.9799 - auc: 0.9984 - prc: 0.9971\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0410 - accuracy: 0.9923 - tp: 3148.0000 - fp: 36.0000 - tn: 6336.0000 - fn: 38.0000 - precision: 0.9887 - recall: 0.9881 - auc: 0.9994 - prc: 0.9990\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0684 - accuracy: 0.9846 - tp: 3108.0000 - fp: 69.0000 - tn: 6303.0000 - fn: 78.0000 - precision: 0.9783 - recall: 0.9755 - auc: 0.9983 - prc: 0.9968\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0291 - accuracy: 0.9939 - tp: 3156.0000 - fp: 28.0000 - tn: 6344.0000 - fn: 30.0000 - precision: 0.9912 - recall: 0.9906 - auc: 0.9998 - prc: 0.9996\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0119 - accuracy: 0.9975 - tp: 3172.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 14.0000 - precision: 0.9969 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0163 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 0.9999 - prc: 0.9999\n","Score for fold 1: loss of 0.9075053334236145; accuracy of 77.96609997749329%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0844 - accuracy: 0.9870 - tp: 3121.0000 - fp: 59.0000 - tn: 6313.0000 - fn: 65.0000 - precision: 0.9814 - recall: 0.9796 - auc: 0.9955 - prc: 0.9916\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0309 - accuracy: 0.9957 - tp: 3165.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 0.9992 - prc: 0.9986\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0204 - accuracy: 0.9958 - tp: 3164.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 22.0000 - precision: 0.9943 - recall: 0.9931 - auc: 0.9997 - prc: 0.9993\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0189 - accuracy: 0.9963 - tp: 3168.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.07209454476833344; accuracy of 98.49340915679932%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0069 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0062 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9998 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9984 - tp: 3178.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0162 - accuracy: 0.9954 - tp: 3164.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0150 - accuracy: 0.9971 - tp: 3172.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0279 - accuracy: 0.9942 - tp: 3158.0000 - fp: 27.0000 - tn: 6345.0000 - fn: 28.0000 - precision: 0.9915 - recall: 0.9912 - auc: 0.9993 - prc: 0.9987\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0340 - accuracy: 0.9949 - tp: 3161.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 25.0000 - precision: 0.9925 - recall: 0.9922 - auc: 0.9988 - prc: 0.9977\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0092 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 0.9997 - prc: 0.9995\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.02303483337163925; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0051 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0129 - accuracy: 0.9965 - tp: 3169.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0139 - accuracy: 0.9970 - tp: 3170.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9959 - recall: 0.9950 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0143 - accuracy: 0.9972 - tp: 3172.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 14.0000 - precision: 0.9959 - recall: 0.9956 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 0.9997 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.4911e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.8648e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.00894915871322155; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0020 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9019e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9671e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6802e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9925e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.5360e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6711e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6086e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.5571e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.00022865422943141311; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.1220e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4611e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5245e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9891e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1351e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8103e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2854e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.7263e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5012e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.3513e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.00010405369539512321; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 2.9657e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.6708e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.3993e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.2590e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1487e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.0340e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5911e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.9567e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9572e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.4488e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.010692737996578217; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 2.6706e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1923e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.7885e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4251e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.1498e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6556e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2121e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9150e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7404e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.013375967741012573; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0113 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0651 - accuracy: 0.9838 - tp: 3107.0000 - fp: 76.0000 - tn: 6296.0000 - fn: 79.0000 - precision: 0.9761 - recall: 0.9752 - auc: 0.9983 - prc: 0.9966\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0144 - accuracy: 0.9971 - tp: 3172.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0104 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9995 - prc: 0.9990\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0554 - accuracy: 0.9870 - tp: 3121.0000 - fp: 59.0000 - tn: 6313.0000 - fn: 65.0000 - precision: 0.9814 - recall: 0.9796 - auc: 0.9989 - prc: 0.9978\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0144 - accuracy: 0.9974 - tp: 3173.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 0.9995 - prc: 0.9990\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9998 - prc: 0.9995\n","Score for fold 9: loss of 0.095462366938591; accuracy of 97.74011373519897%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0127 - accuracy: 0.9969 - tp: 3171.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0322 - accuracy: 0.9930 - tp: 3152.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 34.0000 - precision: 0.9896 - recall: 0.9893 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0048 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.4660e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.4906e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.1860e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.3370e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2838e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.0037357232067734003; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.9075053334236145 - Accuracy: 77.96609997749329%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.07209454476833344 - Accuracy: 98.49340915679932%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.02303483337163925 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00894915871322155 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.00022865422943141311 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.00010405369539512321 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.010692737996578217 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.013375967741012573 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.095462366938591 - Accuracy: 97.74011373519897%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.0037357232067734003 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 97.28813409805298 (+- 6.479109117967055)\n","> Loss: 0.11351833740845904\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 12ms/step - loss: 9.1906e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.9930 - accuracy: 0.8962 - tp: 2089.0000 - fp: 382.0000 - tn: 4576.0000 - fn: 390.0000 - precision: 0.8454 - recall: 0.8427 - auc: 0.9271 - prc: 0.8711\n","\n",">round 1 client 5 evaluation training metrics:\n","[0.0009190552518703043, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997615814209, 0.999999463558197]\n","\n",">round 1 client 5 evaluation metrics:\n","[0.993031919002533, 0.8961946964263916, 2089.0, 382.0, 4576.0, 390.0, 0.845406711101532, 0.8426784873008728, 0.9271388053894043, 0.8711004257202148]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 31ms/step - loss: 0.5991 - accuracy: 0.8673 - tp: 4295.0000 - fp: 886.0000 - tn: 10444.0000 - fn: 1370.0000 - precision: 0.8290 - recall: 0.7582 - auc: 0.9102 - prc: 0.8418\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.3589 - accuracy: 0.9150 - tp: 2700.0000 - fp: 326.0000 - tn: 6046.0000 - fn: 486.0000 - precision: 0.8923 - recall: 0.8475 - auc: 0.9652 - prc: 0.9373\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.2197 - accuracy: 0.9540 - tp: 2918.0000 - fp: 172.0000 - tn: 6200.0000 - fn: 268.0000 - precision: 0.9443 - recall: 0.9159 - auc: 0.9851 - prc: 0.9715\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.1340 - accuracy: 0.9702 - tp: 3017.0000 - fp: 116.0000 - tn: 6256.0000 - fn: 169.0000 - precision: 0.9630 - recall: 0.9470 - auc: 0.9940 - prc: 0.9884\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0777 - accuracy: 0.9842 - tp: 3089.0000 - fp: 54.0000 - tn: 6318.0000 - fn: 97.0000 - precision: 0.9828 - recall: 0.9696 - auc: 0.9980 - prc: 0.9960\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0292 - accuracy: 0.9947 - tp: 3155.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 31.0000 - precision: 0.9937 - recall: 0.9903 - auc: 0.9998 - prc: 0.9996\n","Epoch 7/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0213 - accuracy: 0.9953 - tp: 3161.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 25.0000 - precision: 0.9937 - recall: 0.9922 - auc: 0.9999 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0156 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0126 - accuracy: 0.9977 - tp: 3174.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9969 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0107 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 0.867932140827179; accuracy of 79.37853336334229%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.1528 - accuracy: 0.9682 - tp: 3023.0000 - fp: 141.0000 - tn: 6231.0000 - fn: 163.0000 - precision: 0.9554 - recall: 0.9488 - auc: 0.9916 - prc: 0.9842\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0535 - accuracy: 0.9908 - tp: 3138.0000 - fp: 40.0000 - tn: 6332.0000 - fn: 48.0000 - precision: 0.9874 - recall: 0.9849 - auc: 0.9993 - prc: 0.9986\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0183 - accuracy: 0.9963 - tp: 3168.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0105 - accuracy: 0.9978 - tp: 3174.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 12.0000 - precision: 0.9972 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0104 - accuracy: 0.9979 - tp: 3172.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 14.0000 - precision: 0.9981 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0058 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.1746029108762741; accuracy of 95.57439088821411%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0086 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0059 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.00034590784343890846; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8915e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5049e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.3002e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.0547e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.00022091691789682955; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3684e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.9098e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3223e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.8806e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.8016e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1502e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0401e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.6490e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.7868e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.00015109410742297769; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.5195e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.4224e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.1919e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.2913e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2858e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.5643e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1980e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6820e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.3985e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.3495e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Score for fold 6: loss of 6.744080019416288e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2138e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7031e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6124e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0140e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.3417e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1284e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.4617e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.4255e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.0785e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1125e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 7.012076821411029e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3433e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.0795e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0224e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6127e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7902e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6567e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2252e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.8303e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8602e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2721e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 3.09228926198557e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.8935e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6747e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3610e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6655e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.8476e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5413e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4317e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8363e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3924e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6932e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 7.435682346113026e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.7966e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.6370e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.4581e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.3402e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.2400e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.1562e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 2.0620e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.9954e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.9412e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 1.8717e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.003966130316257477; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.867932140827179 - Accuracy: 79.37853336334229%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.1746029108762741 - Accuracy: 95.57439088821411%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.00034590784343890846 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00022091691789682955 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.00015109410742297769 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 6.744080019416288e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 7.012076821411029e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.09228926198557e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 7.435682346113026e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.003966130316257477 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 97.47645974159241 (+- 6.174008543046327)\n","> Loss: 0.10474619421729585\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 4.1283e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 1.1384 - accuracy: 0.8967 - tp: 2095.0000 - fp: 384.0000 - tn: 4574.0000 - fn: 384.0000 - precision: 0.8451 - recall: 0.8451 - auc: 0.9187 - prc: 0.8544\n","\n",">round 1 client 6 evaluation training metrics:\n","[0.0004128250293433666, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 1 client 6 evaluation metrics:\n","[1.1384053230285645, 0.8967325687408447, 2095.0, 384.0, 4574.0, 384.0, 0.8450988531112671, 0.8450988531112671, 0.9186868071556091, 0.8544007539749146]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.5766 - accuracy: 0.8730 - tp: 4423.0000 - fp: 916.0000 - tn: 10414.0000 - fn: 1242.0000 - precision: 0.8284 - recall: 0.7808 - auc: 0.9058 - prc: 0.8321\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.3560 - accuracy: 0.9122 - tp: 2672.0000 - fp: 325.0000 - tn: 6047.0000 - fn: 514.0000 - precision: 0.8916 - recall: 0.8387 - auc: 0.9660 - prc: 0.9388\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.2418 - accuracy: 0.9432 - tp: 2847.0000 - fp: 204.0000 - tn: 6168.0000 - fn: 339.0000 - precision: 0.9331 - recall: 0.8936 - auc: 0.9833 - prc: 0.9684\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1257 - accuracy: 0.9749 - tp: 3041.0000 - fp: 95.0000 - tn: 6277.0000 - fn: 145.0000 - precision: 0.9697 - recall: 0.9545 - auc: 0.9940 - prc: 0.9870\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0621 - accuracy: 0.9884 - tp: 3129.0000 - fp: 54.0000 - tn: 6318.0000 - fn: 57.0000 - precision: 0.9830 - recall: 0.9821 - auc: 0.9985 - prc: 0.9973\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0415 - accuracy: 0.9922 - tp: 3145.0000 - fp: 34.0000 - tn: 6338.0000 - fn: 41.0000 - precision: 0.9893 - recall: 0.9871 - auc: 0.9991 - prc: 0.9982\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0285 - accuracy: 0.9954 - tp: 3161.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 25.0000 - precision: 0.9940 - recall: 0.9922 - auc: 0.9995 - prc: 0.9993\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0580 - accuracy: 0.9878 - tp: 3119.0000 - fp: 50.0000 - tn: 6322.0000 - fn: 67.0000 - precision: 0.9842 - recall: 0.9790 - auc: 0.9986 - prc: 0.9974\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0415 - accuracy: 0.9914 - tp: 3141.0000 - fp: 37.0000 - tn: 6335.0000 - fn: 45.0000 - precision: 0.9884 - recall: 0.9859 - auc: 0.9995 - prc: 0.9991\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0152 - accuracy: 0.9978 - tp: 3173.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 13.0000 - precision: 0.9975 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 1.7942965030670166; accuracy of 53.295665979385376%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0931 - accuracy: 0.9848 - tp: 3111.0000 - fp: 70.0000 - tn: 6302.0000 - fn: 75.0000 - precision: 0.9780 - recall: 0.9765 - auc: 0.9953 - prc: 0.9921\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0432 - accuracy: 0.9929 - tp: 3152.0000 - fp: 34.0000 - tn: 6338.0000 - fn: 34.0000 - precision: 0.9893 - recall: 0.9893 - auc: 0.9985 - prc: 0.9970\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0223 - accuracy: 0.9951 - tp: 3162.0000 - fp: 23.0000 - tn: 6349.0000 - fn: 24.0000 - precision: 0.9928 - recall: 0.9925 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0141 - accuracy: 0.9976 - tp: 3174.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 12.0000 - precision: 0.9965 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0096 - accuracy: 0.9982 - tp: 3177.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0069 - accuracy: 0.9984 - tp: 3178.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0068 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0069 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0051 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.13268333673477173; accuracy of 96.42184376716614%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0150 - accuracy: 0.9969 - tp: 3170.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9956 - recall: 0.9950 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0292 - accuracy: 0.9934 - tp: 3154.0000 - fp: 31.0000 - tn: 6341.0000 - fn: 32.0000 - precision: 0.9903 - recall: 0.9900 - auc: 0.9998 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0388 - accuracy: 0.9915 - tp: 3144.0000 - fp: 39.0000 - tn: 6333.0000 - fn: 42.0000 - precision: 0.9877 - recall: 0.9868 - auc: 0.9996 - prc: 0.9992\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0310 - accuracy: 0.9933 - tp: 3152.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 34.0000 - precision: 0.9906 - recall: 0.9893 - auc: 0.9996 - prc: 0.9991\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0113 - accuracy: 0.9988 - tp: 3178.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 8.0000 - precision: 0.9991 - recall: 0.9975 - auc: 0.9997 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0064 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0072 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0054 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.020682737231254578; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0118 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0159 - accuracy: 0.9973 - tp: 3172.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9962 - recall: 0.9956 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0057 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0023 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.01756688393652439; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0047 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0027 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.8679e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.2370e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.9773e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.8601e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.8347e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.9342e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.8731e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.004541546106338501; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.002023590262979269; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 4.3533946154639125e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8049e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7226e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2908e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1038e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5950e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1110e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7819e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.7498e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7802e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8610e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.011989706195890903; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.0024080316070467234; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 2.1650570488418452e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 1.7942965030670166 - Accuracy: 53.295665979385376%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.13268333673477173 - Accuracy: 96.42184376716614%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.020682737231254578 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01756688393652439 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.004541546106338501 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.002023590262979269 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 4.3533946154639125e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.011989706195890903 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.0024080316070467234 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 2.1650570488418452e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 94.87758755683899 (+- 13.899223938559652)\n","> Loss: 0.1986257519658466\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 9.6471e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 1.1072 - accuracy: 0.8946 - tp: 2085.0000 - fp: 390.0000 - tn: 4568.0000 - fn: 394.0000 - precision: 0.8424 - recall: 0.8411 - auc: 0.9212 - prc: 0.8581\n","\n",">round 1 client 7 evaluation training metrics:\n","[0.00096471281722188, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997019767761, 0.9999992251396179]\n","\n",">round 1 client 7 evaluation metrics:\n","[1.1071845293045044, 0.894581139087677, 2085.0, 390.0, 4568.0, 394.0, 0.842424213886261, 0.8410649299621582, 0.9211912751197815, 0.8581296801567078]\n","\n","=============================================================\n","\n","> round 1 average training auc= 0.2491720360400486\n","> round 1 average training loss= 0.134556936755884\n","> round 1 average epoch count= 10.0\n"," 1/78 [..............................] - ETA: 2s"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["78/78 [==============================] - 0s 6ms/step\n","> round 1 test auc= 0.5\n","111/111 [==============================] - 1s 10ms/step - loss: 1.3087 - accuracy: 0.6667 - tp: 0.0000e+00 - fp: 0.0000e+00 - tn: 7082.0000 - fn: 3541.0000 - precision: 0.0000e+00 - recall: 0.0000e+00 - auc: 0.1943 - prc: 0.2131\n","\n","> round 1 final model training loss_metric= [1.3086893558502197]\n","> round 1 final model training TP_metric= [0.0]\n","> round 1 final model training FP_metric= [0.0]\n","> round 1 final model training TN_metric= [7082.0]\n","> round 1 final model training FN_metric= [3541.0]\n","> round 1 final model training accuracy_metric= [66.66666865348816]\n","> round 1 final model training precision_metric= [0.0]\n","> round 1 final model training recall_metric = [0.0]\n","> round 1 final model training auc_metric= [0.1942644715309143]\n","> round 1 final model training prc_metric= [0.21307504177093506]\n","\n","78/78 [==============================] - 1s 10ms/step - loss: 1.3359 - accuracy: 0.6667 - tp: 0.0000e+00 - fp: 0.0000e+00 - tn: 4958.0000 - fn: 2479.0000 - precision: 0.0000e+00 - recall: 0.0000e+00 - auc: 0.1484 - prc: 0.2041\n","> round 1 final model loss_metric= [1.3359136581420898]\n","> round 1 final model TP_metric= [0.0]\n","> round 1 final model FP_metric= [0.0]\n","> round 1 final model TN_metric= [4958.0]\n","> round 1 final model FN_metric= [2479.0]\n","> round 1 final model accuracy_metric= [66.66666865348816]\n","> round 1 final model precision_metric= [0.0]\n","> round 1 final model recall_metric = [0.0]\n","> round 1 final model auc_metric= [0.14842158555984497]\n","> round 1 final model prc_metric= [0.20406179130077362]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 2 start, random seed= 2\n","\n","> client 1 started learning...........\n","\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 27ms/step - loss: 0.6611 - accuracy: 0.7546 - tp: 2026.0000 - fp: 532.0000 - tn: 10798.0000 - fn: 3639.0000 - precision: 0.7920 - recall: 0.3576 - auc: 0.6674 - prc: 0.5957\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.4653 - accuracy: 0.8761 - tp: 2365.0000 - fp: 363.0000 - tn: 6009.0000 - fn: 821.0000 - precision: 0.8669 - recall: 0.7423 - auc: 0.9430 - prc: 0.9050\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.3792 - accuracy: 0.9085 - tp: 2594.0000 - fp: 283.0000 - tn: 6089.0000 - fn: 592.0000 - precision: 0.9016 - recall: 0.8142 - auc: 0.9626 - prc: 0.9332\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.2500 - accuracy: 0.9421 - tp: 2832.0000 - fp: 199.0000 - tn: 6173.0000 - fn: 354.0000 - precision: 0.9343 - recall: 0.8889 - auc: 0.9828 - prc: 0.9683\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1768 - accuracy: 0.9610 - tp: 2962.0000 - fp: 149.0000 - tn: 6223.0000 - fn: 224.0000 - precision: 0.9521 - recall: 0.9297 - auc: 0.9908 - prc: 0.9833\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0956 - accuracy: 0.9807 - tp: 3056.0000 - fp: 54.0000 - tn: 6318.0000 - fn: 130.0000 - precision: 0.9826 - recall: 0.9592 - auc: 0.9976 - prc: 0.9957\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0382 - accuracy: 0.9920 - tp: 3125.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 61.0000 - precision: 0.9952 - recall: 0.9809 - auc: 0.9994 - prc: 0.9989\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0427 - accuracy: 0.9892 - tp: 3116.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 70.0000 - precision: 0.9895 - recall: 0.9780 - auc: 0.9995 - prc: 0.9991\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0415 - accuracy: 0.9905 - tp: 3130.0000 - fp: 35.0000 - tn: 6337.0000 - fn: 56.0000 - precision: 0.9889 - recall: 0.9824 - auc: 0.9996 - prc: 0.9992\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0990 - accuracy: 0.9768 - tp: 3066.0000 - fp: 102.0000 - tn: 6270.0000 - fn: 120.0000 - precision: 0.9678 - recall: 0.9623 - auc: 0.9957 - prc: 0.9929\n","Score for fold 1: loss of 0.700748860836029; accuracy of 88.07511925697327%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.1207 - accuracy: 0.9744 - tp: 3044.0000 - fp: 102.0000 - tn: 6272.0000 - fn: 143.0000 - precision: 0.9676 - recall: 0.9551 - auc: 0.9943 - prc: 0.9905\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0552 - accuracy: 0.9895 - tp: 3123.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 64.0000 - precision: 0.9886 - recall: 0.9799 - auc: 0.9987 - prc: 0.9977\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0349 - accuracy: 0.9921 - tp: 3135.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 52.0000 - precision: 0.9924 - recall: 0.9837 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0220 - accuracy: 0.9947 - tp: 3150.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 37.0000 - precision: 0.9956 - recall: 0.9884 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0180 - accuracy: 0.9956 - tp: 3155.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 32.0000 - precision: 0.9968 - recall: 0.9900 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0140 - accuracy: 0.9969 - tp: 3171.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 16.0000 - precision: 0.9956 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0167 - accuracy: 0.9963 - tp: 3167.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 20.0000 - precision: 0.9953 - recall: 0.9937 - auc: 0.9999 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0115 - accuracy: 0.9975 - tp: 3172.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 15.0000 - precision: 0.9972 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0470 - accuracy: 0.9894 - tp: 3134.0000 - fp: 48.0000 - tn: 6326.0000 - fn: 53.0000 - precision: 0.9849 - recall: 0.9834 - auc: 0.9987 - prc: 0.9974\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0184 - accuracy: 0.9970 - tp: 3172.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 0.9997 - prc: 0.9994\n","Score for fold 2: loss of 0.09688185900449753; accuracy of 98.11676144599915%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0260 - accuracy: 0.9939 - tp: 3152.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 35.0000 - precision: 0.9928 - recall: 0.9890 - auc: 0.9994 - prc: 0.9991\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0204 - accuracy: 0.9956 - tp: 3162.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 25.0000 - precision: 0.9947 - recall: 0.9922 - auc: 0.9997 - prc: 0.9993\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0248 - accuracy: 0.9948 - tp: 3158.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 29.0000 - precision: 0.9934 - recall: 0.9909 - auc: 0.9996 - prc: 0.9992\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0149 - accuracy: 0.9971 - tp: 3167.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 20.0000 - precision: 0.9975 - recall: 0.9937 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0172 - accuracy: 0.9964 - tp: 3167.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 20.0000 - precision: 0.9956 - recall: 0.9937 - auc: 0.9998 - prc: 0.9997\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0150 - accuracy: 0.9969 - tp: 3167.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 20.0000 - precision: 0.9969 - recall: 0.9937 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 23ms/step - loss: 0.0064 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0047 - accuracy: 0.9990 - tp: 3180.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 7.0000 - precision: 0.9991 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0049 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0046 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.035865239799022675; accuracy of 99.1525411605835%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0099 - accuracy: 0.9981 - tp: 3175.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 12.0000 - precision: 0.9981 - recall: 0.9962 - auc: 0.9998 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0068 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0055 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0046 - accuracy: 0.9987 - tp: 3175.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 12.0000 - precision: 1.0000 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0048 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3175.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 12.0000 - precision: 0.9997 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0046 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3176.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 11.0000 - precision: 1.0000 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.01335320994257927; accuracy of 99.52918887138367%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0051 - accuracy: 0.9984 - tp: 3173.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 14.0000 - precision: 0.9997 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0057 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0054 - accuracy: 0.9984 - tp: 3174.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 13.0000 - precision: 0.9994 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0054 - accuracy: 0.9984 - tp: 3173.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 14.0000 - precision: 0.9997 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0050 - accuracy: 0.9982 - tp: 3172.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 15.0000 - precision: 0.9994 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0048 - accuracy: 0.9983 - tp: 3173.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 14.0000 - precision: 0.9994 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0057 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0051 - accuracy: 0.9985 - tp: 3174.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 13.0000 - precision: 0.9997 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0048 - accuracy: 0.9983 - tp: 3173.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 14.0000 - precision: 0.9994 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0048 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.00021883500448893756; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0067 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0052 - accuracy: 0.9986 - tp: 3174.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 13.0000 - precision: 1.0000 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3174.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 13.0000 - precision: 1.0000 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0047 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0046 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.004023849498480558; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0046 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.00899815745651722; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0053 - accuracy: 0.9985 - tp: 3174.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 13.0000 - precision: 0.9997 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0049 - accuracy: 0.9985 - tp: 3174.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 13.0000 - precision: 0.9997 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0047 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0046 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0048 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 8.016266656341031e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.012647939845919609; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0036 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.006484183948487043; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.700748860836029 - Accuracy: 88.07511925697327%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.09688185900449753 - Accuracy: 98.11676144599915%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.035865239799022675 - Accuracy: 99.1525411605835%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01335320994257927 - Accuracy: 99.52918887138367%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.00021883500448893756 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.004023849498480558 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.00899815745651722 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 8.016266656341031e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.012647939845919609 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.006484183948487043 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.41203093528748 (+- 3.487583094411595)\n","> Loss: 0.08793022980025852\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 4ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3529.0000 - fp: 1.0000 - tn: 7081.0000 - fn: 12.0000 - precision: 0.9997 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 1.0218 - accuracy: 0.9095 - tp: 2139.0000 - fp: 333.0000 - tn: 4625.0000 - fn: 340.0000 - precision: 0.8653 - recall: 0.8628 - auc: 0.9260 - prc: 0.8664\n","\n",">round 2 client 1 evaluation training metrics:\n","[0.0037921343464404345, 0.9987762570381165, 3529.0, 1.0, 7081.0, 12.0, 0.9997166991233826, 0.9966111183166504, 0.9999946355819702, 0.9999892711639404]\n","\n",">round 2 client 1 evaluation metrics:\n","[1.0217913389205933, 0.9095064997673035, 2139.0, 333.0, 4625.0, 340.0, 0.8652912378311157, 0.8628479242324829, 0.9260200262069702, 0.8663688898086548]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.7395 - accuracy: 0.8431 - tp: 3882.0000 - fp: 884.0000 - tn: 10446.0000 - fn: 1783.0000 - precision: 0.8145 - recall: 0.6853 - auc: 0.8941 - prc: 0.8178\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.5686 - accuracy: 0.8420 - tp: 2158.0000 - fp: 482.0000 - tn: 5890.0000 - fn: 1028.0000 - precision: 0.8174 - recall: 0.6773 - auc: 0.9132 - prc: 0.8571\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.4591 - accuracy: 0.8807 - tp: 2424.0000 - fp: 378.0000 - tn: 5994.0000 - fn: 762.0000 - precision: 0.8651 - recall: 0.7608 - auc: 0.9440 - prc: 0.9048\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.3385 - accuracy: 0.9136 - tp: 2695.0000 - fp: 335.0000 - tn: 6037.0000 - fn: 491.0000 - precision: 0.8894 - recall: 0.8459 - auc: 0.9695 - prc: 0.9462\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.2021 - accuracy: 0.9503 - tp: 2927.0000 - fp: 216.0000 - tn: 6156.0000 - fn: 259.0000 - precision: 0.9313 - recall: 0.9187 - auc: 0.9891 - prc: 0.9794\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1779 - accuracy: 0.9528 - tp: 2937.0000 - fp: 202.0000 - tn: 6170.0000 - fn: 249.0000 - precision: 0.9356 - recall: 0.9218 - auc: 0.9913 - prc: 0.9843\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0987 - accuracy: 0.9784 - tp: 3071.0000 - fp: 91.0000 - tn: 6281.0000 - fn: 115.0000 - precision: 0.9712 - recall: 0.9639 - auc: 0.9976 - prc: 0.9956\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0496 - accuracy: 0.9880 - tp: 3118.0000 - fp: 47.0000 - tn: 6325.0000 - fn: 68.0000 - precision: 0.9852 - recall: 0.9787 - auc: 0.9995 - prc: 0.9990\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0347 - accuracy: 0.9908 - tp: 3126.0000 - fp: 28.0000 - tn: 6344.0000 - fn: 60.0000 - precision: 0.9911 - recall: 0.9812 - auc: 0.9997 - prc: 0.9995\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0478 - accuracy: 0.9872 - tp: 3115.0000 - fp: 51.0000 - tn: 6321.0000 - fn: 71.0000 - precision: 0.9839 - recall: 0.9777 - auc: 0.9994 - prc: 0.9988\n","Score for fold 1: loss of 0.8251177072525024; accuracy of 84.6009373664856%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1619 - accuracy: 0.9655 - tp: 3006.0000 - fp: 149.0000 - tn: 6225.0000 - fn: 181.0000 - precision: 0.9528 - recall: 0.9432 - auc: 0.9907 - prc: 0.9835\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0853 - accuracy: 0.9794 - tp: 3076.0000 - fp: 86.0000 - tn: 6288.0000 - fn: 111.0000 - precision: 0.9728 - recall: 0.9652 - auc: 0.9978 - prc: 0.9959\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0522 - accuracy: 0.9871 - tp: 3109.0000 - fp: 45.0000 - tn: 6329.0000 - fn: 78.0000 - precision: 0.9857 - recall: 0.9755 - auc: 0.9989 - prc: 0.9977\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0334 - accuracy: 0.9931 - tp: 3146.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 41.0000 - precision: 0.9921 - recall: 0.9871 - auc: 0.9995 - prc: 0.9990\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0214 - accuracy: 0.9937 - tp: 3147.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 40.0000 - precision: 0.9937 - recall: 0.9874 - auc: 0.9999 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0157 - accuracy: 0.9962 - tp: 3164.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 23.0000 - precision: 0.9959 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0166 - accuracy: 0.9958 - tp: 3160.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 27.0000 - precision: 0.9959 - recall: 0.9915 - auc: 0.9999 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0175 - accuracy: 0.9956 - tp: 3161.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 26.0000 - precision: 0.9950 - recall: 0.9918 - auc: 0.9999 - prc: 0.9998\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0153 - accuracy: 0.9961 - tp: 3165.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 22.0000 - precision: 0.9953 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0145 - accuracy: 0.9955 - tp: 3161.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 26.0000 - precision: 0.9947 - recall: 0.9918 - auc: 0.9999 - prc: 0.9999\n","Score for fold 2: loss of 0.0546572208404541; accuracy of 98.21092486381531%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0735 - accuracy: 0.9858 - tp: 3114.0000 - fp: 63.0000 - tn: 6311.0000 - fn: 73.0000 - precision: 0.9802 - recall: 0.9771 - auc: 0.9963 - prc: 0.9933\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0953 - accuracy: 0.9764 - tp: 3058.0000 - fp: 97.0000 - tn: 6277.0000 - fn: 129.0000 - precision: 0.9693 - recall: 0.9595 - auc: 0.9974 - prc: 0.9949\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0491 - accuracy: 0.9883 - tp: 3123.0000 - fp: 48.0000 - tn: 6326.0000 - fn: 64.0000 - precision: 0.9849 - recall: 0.9799 - auc: 0.9992 - prc: 0.9986\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0317 - accuracy: 0.9896 - tp: 3128.0000 - fp: 40.0000 - tn: 6334.0000 - fn: 59.0000 - precision: 0.9874 - recall: 0.9815 - auc: 0.9997 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0348 - accuracy: 0.9908 - tp: 3134.0000 - fp: 35.0000 - tn: 6339.0000 - fn: 53.0000 - precision: 0.9890 - recall: 0.9834 - auc: 0.9997 - prc: 0.9994\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0204 - accuracy: 0.9939 - tp: 3152.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 35.0000 - precision: 0.9928 - recall: 0.9890 - auc: 0.9999 - prc: 0.9998\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0168 - accuracy: 0.9952 - tp: 3158.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 29.0000 - precision: 0.9946 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0134 - accuracy: 0.9950 - tp: 3160.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 27.0000 - precision: 0.9934 - recall: 0.9915 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0137 - accuracy: 0.9956 - tp: 3163.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 24.0000 - precision: 0.9943 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0135 - accuracy: 0.9957 - tp: 3163.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 24.0000 - precision: 0.9947 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Score for fold 3: loss of 0.03235655650496483; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0191 - accuracy: 0.9932 - tp: 3151.0000 - fp: 29.0000 - tn: 6345.0000 - fn: 36.0000 - precision: 0.9909 - recall: 0.9887 - auc: 0.9999 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0166 - accuracy: 0.9955 - tp: 3163.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 24.0000 - precision: 0.9940 - recall: 0.9925 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0119 - accuracy: 0.9955 - tp: 3163.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 24.0000 - precision: 0.9940 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0106 - accuracy: 0.9958 - tp: 3165.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 22.0000 - precision: 0.9943 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0146 - accuracy: 0.9950 - tp: 3162.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 25.0000 - precision: 0.9928 - recall: 0.9922 - auc: 0.9997 - prc: 0.9994\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0119 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 0.9997 - prc: 0.9995\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0106 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0108 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0106 - accuracy: 0.9954 - tp: 3163.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 24.0000 - precision: 0.9937 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0114 - accuracy: 0.9961 - tp: 3166.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 21.0000 - precision: 0.9950 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.00890327338129282; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0091 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0428 - accuracy: 0.9874 - tp: 3111.0000 - fp: 44.0000 - tn: 6330.0000 - fn: 76.0000 - precision: 0.9861 - recall: 0.9762 - auc: 0.9995 - prc: 0.9991\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0309 - accuracy: 0.9912 - tp: 3137.0000 - fp: 34.0000 - tn: 6340.0000 - fn: 50.0000 - precision: 0.9893 - recall: 0.9843 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0395 - accuracy: 0.9892 - tp: 3130.0000 - fp: 46.0000 - tn: 6328.0000 - fn: 57.0000 - precision: 0.9855 - recall: 0.9821 - auc: 0.9995 - prc: 0.9991\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1482 - accuracy: 0.9676 - tp: 3024.0000 - fp: 147.0000 - tn: 6227.0000 - fn: 163.0000 - precision: 0.9536 - recall: 0.9489 - auc: 0.9918 - prc: 0.9841\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0401 - accuracy: 0.9903 - tp: 3139.0000 - fp: 45.0000 - tn: 6329.0000 - fn: 48.0000 - precision: 0.9859 - recall: 0.9849 - auc: 0.9994 - prc: 0.9989\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0227 - accuracy: 0.9938 - tp: 3149.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 38.0000 - precision: 0.9934 - recall: 0.9881 - auc: 0.9999 - prc: 0.9998\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0175 - accuracy: 0.9945 - tp: 3151.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 36.0000 - precision: 0.9946 - recall: 0.9887 - auc: 0.9999 - prc: 0.9998\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0147 - accuracy: 0.9950 - tp: 3156.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 31.0000 - precision: 0.9946 - recall: 0.9903 - auc: 0.9999 - prc: 0.9999\n","Score for fold 5: loss of 0.06250785291194916; accuracy of 97.83427715301514%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0195 - accuracy: 0.9950 - tp: 3160.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 27.0000 - precision: 0.9934 - recall: 0.9915 - auc: 0.9999 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0244 - accuracy: 0.9930 - tp: 3149.0000 - fp: 29.0000 - tn: 6345.0000 - fn: 38.0000 - precision: 0.9909 - recall: 0.9881 - auc: 0.9996 - prc: 0.9992\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0150 - accuracy: 0.9950 - tp: 3160.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 27.0000 - precision: 0.9934 - recall: 0.9915 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0199 - accuracy: 0.9927 - tp: 3149.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 38.0000 - precision: 0.9899 - recall: 0.9881 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9958 - tp: 3165.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 22.0000 - precision: 0.9943 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0137 - accuracy: 0.9958 - tp: 3165.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 22.0000 - precision: 0.9943 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0114 - accuracy: 0.9954 - tp: 3163.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 24.0000 - precision: 0.9937 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0105 - accuracy: 0.9963 - tp: 3167.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 20.0000 - precision: 0.9953 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0108 - accuracy: 0.9950 - tp: 3161.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 26.0000 - precision: 0.9931 - recall: 0.9918 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0100 - accuracy: 0.9954 - tp: 3163.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 24.0000 - precision: 0.9937 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.016011621803045273; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0121 - accuracy: 0.9949 - tp: 3160.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 27.0000 - precision: 0.9931 - recall: 0.9915 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0104 - accuracy: 0.9959 - tp: 3165.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 22.0000 - precision: 0.9947 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0104 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0106 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0102 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0097 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0105 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0098 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0095 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0107 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.01507498323917389; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0101 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0095 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9962 - tp: 3168.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 19.0000 - precision: 0.9947 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9956 - tp: 3165.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 22.0000 - precision: 0.9937 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0088 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.00865025445818901; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0095 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0098 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0092 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 9: loss of 0.007390936836600304; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0090 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0092 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0085 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0088 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0082 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 10: loss of 0.012217496521770954; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.8251177072525024 - Accuracy: 84.6009373664856%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0546572208404541 - Accuracy: 98.21092486381531%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.03235655650496483 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00890327338129282 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.06250785291194916 - Accuracy: 97.83427715301514%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.016011621803045273 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.01507498323917389 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.00865025445818901 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.007390936836600304 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.012217496521770954 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 97.68796563148499 (+- 4.408328328616502)\n","> Loss: 0.10428879037499428\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0085 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","78/78 [==============================] - 1s 9ms/step - loss: 0.9045 - accuracy: 0.9087 - tp: 2139.0000 - fp: 339.0000 - tn: 4619.0000 - fn: 340.0000 - precision: 0.8632 - recall: 0.8628 - auc: 0.9341 - prc: 0.8813\n","\n",">round 2 client 2 evaluation training metrics:\n","[0.008487033657729626, 0.9962345957756042, 3521.0, 20.0, 7062.0, 20.0, 0.994351863861084, 0.994351863861084, 0.9999703168869019, 0.9999408721923828]\n","\n",">round 2 client 2 evaluation metrics:\n","[0.9044817090034485, 0.9086997509002686, 2139.0, 339.0, 4619.0, 340.0, 0.8631961345672607, 0.8628479242324829, 0.9340631365776062, 0.8813015818595886]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 30ms/step - loss: 0.6369 - accuracy: 0.8638 - tp: 4188.0000 - fp: 838.0000 - tn: 10492.0000 - fn: 1477.0000 - precision: 0.8333 - recall: 0.7393 - auc: 0.9126 - prc: 0.8471\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.4262 - accuracy: 0.8920 - tp: 2536.0000 - fp: 382.0000 - tn: 5990.0000 - fn: 650.0000 - precision: 0.8691 - recall: 0.7960 - auc: 0.9512 - prc: 0.9135\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.3315 - accuracy: 0.9253 - tp: 2749.0000 - fp: 277.0000 - tn: 6095.0000 - fn: 437.0000 - precision: 0.9085 - recall: 0.8628 - auc: 0.9690 - prc: 0.9431\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.2348 - accuracy: 0.9525 - tp: 2939.0000 - fp: 207.0000 - tn: 6165.0000 - fn: 247.0000 - precision: 0.9342 - recall: 0.9225 - auc: 0.9828 - prc: 0.9679\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1505 - accuracy: 0.9696 - tp: 3013.0000 - fp: 118.0000 - tn: 6254.0000 - fn: 173.0000 - precision: 0.9623 - recall: 0.9457 - auc: 0.9931 - prc: 0.9869\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0966 - accuracy: 0.9798 - tp: 3085.0000 - fp: 92.0000 - tn: 6280.0000 - fn: 101.0000 - precision: 0.9710 - recall: 0.9683 - auc: 0.9964 - prc: 0.9933\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0780 - accuracy: 0.9847 - tp: 3109.0000 - fp: 69.0000 - tn: 6303.0000 - fn: 77.0000 - precision: 0.9783 - recall: 0.9758 - auc: 0.9974 - prc: 0.9955\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1376 - accuracy: 0.9754 - tp: 3052.0000 - fp: 101.0000 - tn: 6271.0000 - fn: 134.0000 - precision: 0.9680 - recall: 0.9579 - auc: 0.9925 - prc: 0.9860\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1153 - accuracy: 0.9771 - tp: 3064.0000 - fp: 97.0000 - tn: 6275.0000 - fn: 122.0000 - precision: 0.9693 - recall: 0.9617 - auc: 0.9956 - prc: 0.9916\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0487 - accuracy: 0.9919 - tp: 3146.0000 - fp: 37.0000 - tn: 6335.0000 - fn: 40.0000 - precision: 0.9884 - recall: 0.9874 - auc: 0.9988 - prc: 0.9978\n","Score for fold 1: loss of 0.5741217732429504; accuracy of 89.67136144638062%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0999 - accuracy: 0.9827 - tp: 3100.0000 - fp: 78.0000 - tn: 6296.0000 - fn: 87.0000 - precision: 0.9755 - recall: 0.9727 - auc: 0.9949 - prc: 0.9905\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0414 - accuracy: 0.9927 - tp: 3149.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 38.0000 - precision: 0.9899 - recall: 0.9881 - auc: 0.9990 - prc: 0.9984\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0284 - accuracy: 0.9945 - tp: 3159.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 28.0000 - precision: 0.9921 - recall: 0.9912 - auc: 0.9991 - prc: 0.9981\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0227 - accuracy: 0.9963 - tp: 3166.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 21.0000 - precision: 0.9956 - recall: 0.9934 - auc: 0.9994 - prc: 0.9990\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0196 - accuracy: 0.9962 - tp: 3165.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 22.0000 - precision: 0.9956 - recall: 0.9931 - auc: 0.9995 - prc: 0.9992\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0193 - accuracy: 0.9967 - tp: 3167.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 20.0000 - precision: 0.9962 - recall: 0.9937 - auc: 0.9997 - prc: 0.9996\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0172 - accuracy: 0.9969 - tp: 3168.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 19.0000 - precision: 0.9965 - recall: 0.9940 - auc: 0.9995 - prc: 0.9992\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0163 - accuracy: 0.9967 - tp: 3167.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 20.0000 - precision: 0.9962 - recall: 0.9937 - auc: 0.9997 - prc: 0.9997\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0187 - accuracy: 0.9965 - tp: 3166.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 21.0000 - precision: 0.9962 - recall: 0.9934 - auc: 0.9997 - prc: 0.9993\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0130 - accuracy: 0.9974 - tp: 3172.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 15.0000 - precision: 0.9969 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.029666373506188393; accuracy of 99.34086799621582%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0240 - accuracy: 0.9935 - tp: 3153.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 34.0000 - precision: 0.9912 - recall: 0.9893 - auc: 0.9999 - prc: 0.9997\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0166 - accuracy: 0.9962 - tp: 3166.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 21.0000 - precision: 0.9953 - recall: 0.9934 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0119 - accuracy: 0.9976 - tp: 3172.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 15.0000 - precision: 0.9975 - recall: 0.9953 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0168 - accuracy: 0.9973 - tp: 3171.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 16.0000 - precision: 0.9969 - recall: 0.9950 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0155 - accuracy: 0.9971 - tp: 3172.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 15.0000 - precision: 0.9959 - recall: 0.9953 - auc: 0.9995 - prc: 0.9989\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0107 - accuracy: 0.9978 - tp: 3175.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 12.0000 - precision: 0.9972 - recall: 0.9962 - auc: 0.9998 - prc: 0.9997\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9982 - tp: 3178.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9978 - tp: 3176.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0060 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0068 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.007404860109090805; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0047 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9991 - tp: 3182.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3185.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.04647225886583328; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0692 - accuracy: 0.9856 - tp: 3118.0000 - fp: 69.0000 - tn: 6305.0000 - fn: 69.0000 - precision: 0.9783 - recall: 0.9783 - auc: 0.9965 - prc: 0.9934\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1488 - accuracy: 0.9669 - tp: 3018.0000 - fp: 147.0000 - tn: 6227.0000 - fn: 169.0000 - precision: 0.9536 - recall: 0.9470 - auc: 0.9925 - prc: 0.9864\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0450 - accuracy: 0.9923 - tp: 3147.0000 - fp: 34.0000 - tn: 6340.0000 - fn: 40.0000 - precision: 0.9893 - recall: 0.9874 - auc: 0.9993 - prc: 0.9987\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0143 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0118 - accuracy: 0.9974 - tp: 3174.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0069 - accuracy: 0.9977 - tp: 3175.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 12.0000 - precision: 0.9969 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0050 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0048 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.014210360124707222; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0058 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0051 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0055 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0039 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0038 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.0002379175421083346; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.01205740962177515; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.0289072934538126; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0054 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0276 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9996 - prc: 0.9992\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0406 - accuracy: 0.9906 - tp: 3142.0000 - fp: 45.0000 - tn: 6329.0000 - fn: 45.0000 - precision: 0.9859 - recall: 0.9859 - auc: 0.9991 - prc: 0.9985\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0221 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 0.9997 - prc: 0.9996\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0301 - accuracy: 0.9915 - tp: 3146.0000 - fp: 40.0000 - tn: 6334.0000 - fn: 41.0000 - precision: 0.9874 - recall: 0.9871 - auc: 0.9998 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0147 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9997 - prc: 0.9994\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0079 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0100 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 0.9998 - prc: 0.9998\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.5038195252418518; accuracy of 90.77212810516357%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0064 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0067 - accuracy: 0.9982 - tp: 3178.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0052 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0333 - accuracy: 0.9914 - tp: 3145.0000 - fp: 40.0000 - tn: 6334.0000 - fn: 42.0000 - precision: 0.9874 - recall: 0.9868 - auc: 0.9990 - prc: 0.9981\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0184 - accuracy: 0.9948 - tp: 3160.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 27.0000 - precision: 0.9928 - recall: 0.9915 - auc: 0.9999 - prc: 0.9998\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0126 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9995 - prc: 0.9990\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.008083926513791084; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.5741217732429504 - Accuracy: 89.67136144638062%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.029666373506188393 - Accuracy: 99.34086799621582%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.007404860109090805 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.04647225886583328 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.014210360124707222 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.0002379175421083346 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.01205740962177515 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.0289072934538126 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.5038195252418518 - Accuracy: 90.77212810516357%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.008083926513791084 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 97.79011070728302 (+- 3.796604620471589)\n","> Loss: 0.12249816982221091\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 0.0035 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.8519 - accuracy: 0.9039 - tp: 2120.0000 - fp: 356.0000 - tn: 4602.0000 - fn: 359.0000 - precision: 0.8562 - recall: 0.8552 - auc: 0.9345 - prc: 0.8834\n","\n",">round 2 client 3 evaluation training metrics:\n","[0.0034695141948759556, 0.9988703727722168, 3535.0, 6.0, 7076.0, 6.0, 0.9983055591583252, 0.9983055591583252, 0.9999970197677612, 0.9999939203262329]\n","\n",">round 2 client 3 evaluation metrics:\n","[0.8519449234008789, 0.9038590788841248, 2120.0, 356.0, 4602.0, 359.0, 0.8562197089195251, 0.8551835417747498, 0.9344558119773865, 0.883358895778656]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.6016 - accuracy: 0.8662 - tp: 4220.0000 - fp: 829.0000 - tn: 10501.0000 - fn: 1445.0000 - precision: 0.8358 - recall: 0.7449 - auc: 0.9162 - prc: 0.8537\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.3762 - accuracy: 0.9030 - tp: 2576.0000 - fp: 317.0000 - tn: 6055.0000 - fn: 610.0000 - precision: 0.8904 - recall: 0.8085 - auc: 0.9629 - prc: 0.9372\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.2881 - accuracy: 0.9336 - tp: 2806.0000 - fp: 255.0000 - tn: 6117.0000 - fn: 380.0000 - precision: 0.9167 - recall: 0.8807 - auc: 0.9777 - prc: 0.9602\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.2046 - accuracy: 0.9544 - tp: 2927.0000 - fp: 177.0000 - tn: 6195.0000 - fn: 259.0000 - precision: 0.9430 - recall: 0.9187 - auc: 0.9876 - prc: 0.9777\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1014 - accuracy: 0.9804 - tp: 3081.0000 - fp: 82.0000 - tn: 6290.0000 - fn: 105.0000 - precision: 0.9741 - recall: 0.9670 - auc: 0.9969 - prc: 0.9942\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0535 - accuracy: 0.9888 - tp: 3131.0000 - fp: 52.0000 - tn: 6320.0000 - fn: 55.0000 - precision: 0.9837 - recall: 0.9827 - auc: 0.9989 - prc: 0.9978\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0313 - accuracy: 0.9942 - tp: 3157.0000 - fp: 26.0000 - tn: 6346.0000 - fn: 29.0000 - precision: 0.9918 - recall: 0.9909 - auc: 0.9997 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0331 - accuracy: 0.9930 - tp: 3152.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 34.0000 - precision: 0.9896 - recall: 0.9893 - auc: 0.9994 - prc: 0.9989\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0335 - accuracy: 0.9939 - tp: 3157.0000 - fp: 29.0000 - tn: 6343.0000 - fn: 29.0000 - precision: 0.9909 - recall: 0.9909 - auc: 0.9991 - prc: 0.9986\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0612 - accuracy: 0.9871 - tp: 3122.0000 - fp: 59.0000 - tn: 6313.0000 - fn: 64.0000 - precision: 0.9815 - recall: 0.9799 - auc: 0.9983 - prc: 0.9971\n","Score for fold 1: loss of 0.5242490172386169; accuracy of 89.92466926574707%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1010 - accuracy: 0.9822 - tp: 3095.0000 - fp: 79.0000 - tn: 6293.0000 - fn: 91.0000 - precision: 0.9751 - recall: 0.9714 - auc: 0.9949 - prc: 0.9907\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0918 - accuracy: 0.9796 - tp: 3086.0000 - fp: 95.0000 - tn: 6277.0000 - fn: 100.0000 - precision: 0.9701 - recall: 0.9686 - auc: 0.9963 - prc: 0.9929\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0446 - accuracy: 0.9901 - tp: 3137.0000 - fp: 46.0000 - tn: 6326.0000 - fn: 49.0000 - precision: 0.9855 - recall: 0.9846 - auc: 0.9995 - prc: 0.9990\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0116 - accuracy: 0.9984 - tp: 3177.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 9.0000 - precision: 0.9981 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.050857558846473694; accuracy of 99.1525411605835%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0091 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9998 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0082 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0068 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0014999281847849488; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0006346494774334133; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.0001672541256994009; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.00034624739782884717; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 4.407039887155406e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4341e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.4177e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4041e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8058e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2735e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7016e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9916e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.3977e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2249e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.1180e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.010512983426451683; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7695e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3717e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7570e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6897e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2139e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9510e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3822e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9342e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8046e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.004055280704051256; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9235e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 5.3452349675353616e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.5242490172386169 - Accuracy: 89.92466926574707%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.050857558846473694 - Accuracy: 99.1525411605835%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0014999281847849488 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0006346494774334133 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0001672541256994009 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.00034624739782884717 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 4.407039887155406e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.010512983426451683 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.004055280704051256 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 5.3452349675353616e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.87005567550659 (+- 2.9922177079647256)\n","> Loss: 0.05924204421498871\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 8.4284e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 13ms/step - loss: 1.0301 - accuracy: 0.9053 - tp: 2127.0000 - fp: 352.0000 - tn: 4606.0000 - fn: 352.0000 - precision: 0.8580 - recall: 0.8580 - auc: 0.9252 - prc: 0.8678\n","\n",">round 2 client 4 evaluation training metrics:\n","[0.0008428383152931929, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997019767761, 0.9999994039535522]\n","\n",">round 2 client 4 evaluation metrics:\n","[1.030079960823059, 0.9053381681442261, 2127.0, 352.0, 4606.0, 352.0, 0.8580072522163391, 0.8580072522163391, 0.9251630902290344, 0.8678070306777954]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.6052 - accuracy: 0.8660 - tp: 4192.0000 - fp: 804.0000 - tn: 10526.0000 - fn: 1473.0000 - precision: 0.8391 - recall: 0.7400 - auc: 0.9108 - prc: 0.8425\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.3798 - accuracy: 0.9033 - tp: 2592.0000 - fp: 330.0000 - tn: 6042.0000 - fn: 594.0000 - precision: 0.8871 - recall: 0.8136 - auc: 0.9621 - prc: 0.9341\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.2910 - accuracy: 0.9362 - tp: 2828.0000 - fp: 252.0000 - tn: 6120.0000 - fn: 358.0000 - precision: 0.9182 - recall: 0.8876 - auc: 0.9759 - prc: 0.9564\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.2018 - accuracy: 0.9597 - tp: 2960.0000 - fp: 159.0000 - tn: 6213.0000 - fn: 226.0000 - precision: 0.9490 - recall: 0.9291 - auc: 0.9873 - prc: 0.9752\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.1512 - accuracy: 0.9715 - tp: 3029.0000 - fp: 115.0000 - tn: 6257.0000 - fn: 157.0000 - precision: 0.9634 - recall: 0.9507 - auc: 0.9918 - prc: 0.9837\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0852 - accuracy: 0.9829 - tp: 3101.0000 - fp: 78.0000 - tn: 6294.0000 - fn: 85.0000 - precision: 0.9755 - recall: 0.9733 - auc: 0.9975 - prc: 0.9953\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0844 - accuracy: 0.9820 - tp: 3097.0000 - fp: 83.0000 - tn: 6289.0000 - fn: 89.0000 - precision: 0.9739 - recall: 0.9721 - auc: 0.9975 - prc: 0.9954\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0481 - accuracy: 0.9913 - tp: 3144.0000 - fp: 41.0000 - tn: 6331.0000 - fn: 42.0000 - precision: 0.9871 - recall: 0.9868 - auc: 0.9991 - prc: 0.9985\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0467 - accuracy: 0.9916 - tp: 3145.0000 - fp: 39.0000 - tn: 6333.0000 - fn: 41.0000 - precision: 0.9878 - recall: 0.9871 - auc: 0.9987 - prc: 0.9977\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0283 - accuracy: 0.9935 - tp: 3153.0000 - fp: 29.0000 - tn: 6343.0000 - fn: 33.0000 - precision: 0.9909 - recall: 0.9896 - auc: 0.9998 - prc: 0.9997\n","Score for fold 1: loss of 0.6303170323371887; accuracy of 89.5480215549469%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0820 - accuracy: 0.9860 - tp: 3115.0000 - fp: 63.0000 - tn: 6309.0000 - fn: 71.0000 - precision: 0.9802 - recall: 0.9777 - auc: 0.9954 - prc: 0.9923\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0421 - accuracy: 0.9929 - tp: 3147.0000 - fp: 29.0000 - tn: 6343.0000 - fn: 39.0000 - precision: 0.9909 - recall: 0.9878 - auc: 0.9986 - prc: 0.9976\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0313 - accuracy: 0.9942 - tp: 3156.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 30.0000 - precision: 0.9921 - recall: 0.9906 - auc: 0.9995 - prc: 0.9989\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0198 - accuracy: 0.9957 - tp: 3165.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0269 - accuracy: 0.9935 - tp: 3154.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 32.0000 - precision: 0.9906 - recall: 0.9900 - auc: 0.9998 - prc: 0.9996\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0484 - accuracy: 0.9892 - tp: 3131.0000 - fp: 48.0000 - tn: 6324.0000 - fn: 55.0000 - precision: 0.9849 - recall: 0.9827 - auc: 0.9989 - prc: 0.9985\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0146 - accuracy: 0.9976 - tp: 3172.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 14.0000 - precision: 0.9972 - recall: 0.9956 - auc: 0.9999 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0057 - accuracy: 0.9991 - tp: 3180.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9991 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0040 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.07474290579557419; accuracy of 98.49340915679932%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0708 - accuracy: 0.9862 - tp: 3118.0000 - fp: 64.0000 - tn: 6308.0000 - fn: 68.0000 - precision: 0.9799 - recall: 0.9787 - auc: 0.9975 - prc: 0.9959\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0617 - accuracy: 0.9888 - tp: 3127.0000 - fp: 48.0000 - tn: 6324.0000 - fn: 59.0000 - precision: 0.9849 - recall: 0.9815 - auc: 0.9988 - prc: 0.9978\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0171 - accuracy: 0.9968 - tp: 3170.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0051 - accuracy: 0.9992 - tp: 3181.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9991 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.044474560767412186; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0062 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0030 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0009622136130928993; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.00043690967140719295; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3019e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.0275e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.5479e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.3726e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1863e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2915e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8129e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.8445e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.4252e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.2498e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.004613526631146669; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.1308e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.9825e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1932e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.6745e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.6387e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1303e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1191e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3222e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6090e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.00011541238927748054; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.6767e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.5181e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.7692e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.9502e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.5089e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.8110e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7196e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.6642e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0375e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2998e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 6.830952042946592e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.0426e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2517e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.4615e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2683e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9337e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6441e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2095e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6608e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1069e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5816e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 2.2312065993901342e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.0828e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6405e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0490e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2704e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4927e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6544e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2217e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0050e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.5991e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.1402e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 1.9258739484939724e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.6303170323371887 - Accuracy: 89.5480215549469%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.07474290579557419 - Accuracy: 98.49340915679932%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.044474560767412186 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0009622136130928993 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.00043690967140719295 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.004613526631146669 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.00011541238927748054 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 6.830952042946592e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 2.2312065993901342e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 1.9258739484939724e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.67231607437134 (+- 3.0854247973402593)\n","> Loss: 0.07557724415310077\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 4.3939e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 11ms/step - loss: 1.1265 - accuracy: 0.8966 - tp: 2093.0000 - fp: 383.0000 - tn: 4575.0000 - fn: 386.0000 - precision: 0.8453 - recall: 0.8443 - auc: 0.9190 - prc: 0.8553\n","\n",">round 2 client 5 evaluation training metrics:\n","[0.0004393944691400975, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 2 client 5 evaluation metrics:\n","[1.1265326738357544, 0.8965981006622314, 2093.0, 383.0, 4575.0, 386.0, 0.8453150391578674, 0.8442920446395874, 0.9190319776535034, 0.8552515506744385]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 30ms/step - loss: 0.6164 - accuracy: 0.8604 - tp: 4139.0000 - fp: 847.0000 - tn: 10483.0000 - fn: 1526.0000 - precision: 0.8301 - recall: 0.7306 - auc: 0.9054 - prc: 0.8314\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.3942 - accuracy: 0.8981 - tp: 2576.0000 - fp: 364.0000 - tn: 6008.0000 - fn: 610.0000 - precision: 0.8762 - recall: 0.8085 - auc: 0.9585 - prc: 0.9269\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.2970 - accuracy: 0.9331 - tp: 2808.0000 - fp: 261.0000 - tn: 6111.0000 - fn: 378.0000 - precision: 0.9150 - recall: 0.8814 - auc: 0.9749 - prc: 0.9540\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1996 - accuracy: 0.9642 - tp: 2993.0000 - fp: 149.0000 - tn: 6223.0000 - fn: 193.0000 - precision: 0.9526 - recall: 0.9394 - auc: 0.9862 - prc: 0.9736\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.1372 - accuracy: 0.9745 - tp: 3054.0000 - fp: 112.0000 - tn: 6260.0000 - fn: 132.0000 - precision: 0.9646 - recall: 0.9586 - auc: 0.9924 - prc: 0.9843\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1165 - accuracy: 0.9779 - tp: 3063.0000 - fp: 88.0000 - tn: 6284.0000 - fn: 123.0000 - precision: 0.9721 - recall: 0.9614 - auc: 0.9944 - prc: 0.9888\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0783 - accuracy: 0.9862 - tp: 3116.0000 - fp: 62.0000 - tn: 6310.0000 - fn: 70.0000 - precision: 0.9805 - recall: 0.9780 - auc: 0.9975 - prc: 0.9952\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0771 - accuracy: 0.9837 - tp: 3106.0000 - fp: 76.0000 - tn: 6296.0000 - fn: 80.0000 - precision: 0.9761 - recall: 0.9749 - auc: 0.9982 - prc: 0.9969\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0550 - accuracy: 0.9881 - tp: 3129.0000 - fp: 57.0000 - tn: 6315.0000 - fn: 57.0000 - precision: 0.9821 - recall: 0.9821 - auc: 0.9987 - prc: 0.9975\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0263 - accuracy: 0.9942 - tp: 3158.0000 - fp: 27.0000 - tn: 6345.0000 - fn: 28.0000 - precision: 0.9915 - recall: 0.9912 - auc: 0.9999 - prc: 0.9997\n","Score for fold 1: loss of 0.6368659734725952; accuracy of 88.7005627155304%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0901 - accuracy: 0.9847 - tp: 3111.0000 - fp: 71.0000 - tn: 6301.0000 - fn: 75.0000 - precision: 0.9777 - recall: 0.9765 - auc: 0.9953 - prc: 0.9920\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0443 - accuracy: 0.9918 - tp: 3145.0000 - fp: 37.0000 - tn: 6335.0000 - fn: 41.0000 - precision: 0.9884 - recall: 0.9871 - auc: 0.9991 - prc: 0.9983\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0233 - accuracy: 0.9959 - tp: 3165.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 21.0000 - precision: 0.9943 - recall: 0.9934 - auc: 0.9998 - prc: 0.9997\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0149 - accuracy: 0.9978 - tp: 3172.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 14.0000 - precision: 0.9978 - recall: 0.9956 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0098 - accuracy: 0.9980 - tp: 3174.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 12.0000 - precision: 0.9978 - recall: 0.9962 - auc: 0.9997 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0072 - accuracy: 0.9984 - tp: 3176.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 10.0000 - precision: 0.9984 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9983 - tp: 3176.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 10.0000 - precision: 0.9981 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0133 - accuracy: 0.9974 - tp: 3170.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 16.0000 - precision: 0.9972 - recall: 0.9950 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0099 - accuracy: 0.9982 - tp: 3175.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 11.0000 - precision: 0.9981 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0042 - accuracy: 0.9992 - tp: 3180.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 6.0000 - precision: 0.9994 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.02592220902442932; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0204 - accuracy: 0.9952 - tp: 3161.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 25.0000 - precision: 0.9934 - recall: 0.9922 - auc: 0.9999 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0598 - accuracy: 0.9891 - tp: 3129.0000 - fp: 47.0000 - tn: 6325.0000 - fn: 57.0000 - precision: 0.9852 - recall: 0.9821 - auc: 0.9983 - prc: 0.9967\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0178 - accuracy: 0.9970 - tp: 3171.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0093 - accuracy: 0.9986 - tp: 3178.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 8.0000 - precision: 0.9984 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0187 - accuracy: 0.9961 - tp: 3166.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9947 - recall: 0.9937 - auc: 0.9999 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0063 - accuracy: 0.9993 - tp: 3181.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 5.0000 - precision: 0.9994 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0106 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9997 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0061 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0065 - accuracy: 0.9992 - tp: 3181.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9991 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.029635213315486908; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6504e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.2650e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.2978e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.5741e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.0570e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 3.4190e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 3.0839e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.7500e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.025041228160262108; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8689e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.9710e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.2775e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.6358e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.3328e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 2.0570e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.9009e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 1.7632e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 1.6598e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.01846529357135296; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.2648 - accuracy: 0.9628 - tp: 3003.0000 - fp: 173.0000 - tn: 6199.0000 - fn: 183.0000 - precision: 0.9455 - recall: 0.9426 - auc: 0.9827 - prc: 0.9684\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.1838 - accuracy: 0.9621 - tp: 2989.0000 - fp: 165.0000 - tn: 6207.0000 - fn: 197.0000 - precision: 0.9477 - recall: 0.9382 - auc: 0.9883 - prc: 0.9769\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0805 - accuracy: 0.9848 - tp: 3106.0000 - fp: 65.0000 - tn: 6307.0000 - fn: 80.0000 - precision: 0.9795 - recall: 0.9749 - auc: 0.9972 - prc: 0.9940\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0354 - accuracy: 0.9935 - tp: 3152.0000 - fp: 28.0000 - tn: 6344.0000 - fn: 34.0000 - precision: 0.9912 - recall: 0.9893 - auc: 0.9993 - prc: 0.9986\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0147 - accuracy: 0.9976 - tp: 3171.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 15.0000 - precision: 0.9975 - recall: 0.9953 - auc: 0.9997 - prc: 0.9994\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0074 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0063 - accuracy: 0.9990 - tp: 3180.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0049 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.09357551485300064; accuracy of 98.21092486381531%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0089 - accuracy: 0.9982 - tp: 3177.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0048 - accuracy: 0.9992 - tp: 3181.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9991 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.003716291394084692; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0018 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0015 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0015 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000 \n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.0004957569763064384; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.4317e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.4167e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8159e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.1948e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.4808e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.8242e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4426e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.8828e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.4688e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.0028540485072880983; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.7168e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6844e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.7936e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.5660e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.0962e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0999e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.7326e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.1334e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0006e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.1864e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Score for fold 10: loss of 6.527253572130576e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.6368659734725952 - Accuracy: 88.7005627155304%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.02592220902442932 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.029635213315486908 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.025041228160262108 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.01846529357135296 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.09357551485300064 - Accuracy: 98.21092486381531%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.003716291394084692 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.0004957569763064384 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.0028540485072880983 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 6.527253572130576e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.45574259757996 (+- 3.2911458605023225)\n","> Loss: 0.08366368018105277\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 6.7238e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 1.0100 - accuracy: 0.9103 - tp: 2143.0000 - fp: 331.0000 - tn: 4627.0000 - fn: 336.0000 - precision: 0.8662 - recall: 0.8645 - auc: 0.9250 - prc: 0.8645\n","\n",">round 2 client 6 evaluation training metrics:\n","[0.0006723786354996264, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999998807907104, 0.9999997019767761]\n","\n",">round 2 client 6 evaluation metrics:\n","[1.0099608898162842, 0.9103133082389832, 2143.0, 331.0, 4627.0, 336.0, 0.866208553314209, 0.8644614815711975, 0.9249801635742188, 0.8644764423370361]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.5954 - accuracy: 0.8708 - tp: 4212.0000 - fp: 743.0000 - tn: 10587.0000 - fn: 1453.0000 - precision: 0.8501 - recall: 0.7435 - auc: 0.9136 - prc: 0.8443\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.3915 - accuracy: 0.8941 - tp: 2493.0000 - fp: 319.0000 - tn: 6053.0000 - fn: 693.0000 - precision: 0.8866 - recall: 0.7825 - auc: 0.9594 - prc: 0.9289\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.3014 - accuracy: 0.9334 - tp: 2787.0000 - fp: 238.0000 - tn: 6134.0000 - fn: 399.0000 - precision: 0.9213 - recall: 0.8748 - auc: 0.9751 - prc: 0.9535\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.2031 - accuracy: 0.9582 - tp: 2961.0000 - fp: 175.0000 - tn: 6197.0000 - fn: 225.0000 - precision: 0.9442 - recall: 0.9294 - auc: 0.9870 - prc: 0.9754\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.1417 - accuracy: 0.9751 - tp: 3057.0000 - fp: 109.0000 - tn: 6263.0000 - fn: 129.0000 - precision: 0.9656 - recall: 0.9595 - auc: 0.9921 - prc: 0.9848\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0928 - accuracy: 0.9823 - tp: 3092.0000 - fp: 75.0000 - tn: 6297.0000 - fn: 94.0000 - precision: 0.9763 - recall: 0.9705 - auc: 0.9956 - prc: 0.9914\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0750 - accuracy: 0.9852 - tp: 3105.0000 - fp: 60.0000 - tn: 6312.0000 - fn: 81.0000 - precision: 0.9810 - recall: 0.9746 - auc: 0.9981 - prc: 0.9965\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0460 - accuracy: 0.9910 - tp: 3137.0000 - fp: 37.0000 - tn: 6335.0000 - fn: 49.0000 - precision: 0.9883 - recall: 0.9846 - auc: 0.9990 - prc: 0.9982\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0350 - accuracy: 0.9938 - tp: 3151.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 35.0000 - precision: 0.9924 - recall: 0.9890 - auc: 0.9992 - prc: 0.9985\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0821 - accuracy: 0.9810 - tp: 3090.0000 - fp: 86.0000 - tn: 6286.0000 - fn: 96.0000 - precision: 0.9729 - recall: 0.9699 - auc: 0.9979 - prc: 0.9959\n","Score for fold 1: loss of 0.5206934809684753; accuracy of 90.48964381217957%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1419 - accuracy: 0.9678 - tp: 3023.0000 - fp: 145.0000 - tn: 6227.0000 - fn: 163.0000 - precision: 0.9542 - recall: 0.9488 - auc: 0.9933 - prc: 0.9877\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0614 - accuracy: 0.9893 - tp: 3128.0000 - fp: 44.0000 - tn: 6328.0000 - fn: 58.0000 - precision: 0.9861 - recall: 0.9818 - auc: 0.9983 - prc: 0.9969\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0335 - accuracy: 0.9942 - tp: 3152.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 34.0000 - precision: 0.9934 - recall: 0.9893 - auc: 0.9995 - prc: 0.9992\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0156 - accuracy: 0.9980 - tp: 3173.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 13.0000 - precision: 0.9981 - recall: 0.9959 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0106 - accuracy: 0.9981 - tp: 3175.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 11.0000 - precision: 0.9978 - recall: 0.9965 - auc: 0.9998 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0103 - accuracy: 0.9978 - tp: 3172.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 14.0000 - precision: 0.9978 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0072 - accuracy: 0.9984 - tp: 3175.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 11.0000 - precision: 0.9987 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0073 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0064 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0053 - accuracy: 0.9982 - tp: 3174.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 12.0000 - precision: 0.9984 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.04919253662228584; accuracy of 98.49340915679932%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0091 - accuracy: 0.9975 - tp: 3168.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 18.0000 - precision: 0.9981 - recall: 0.9944 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0344 - accuracy: 0.9916 - tp: 3140.0000 - fp: 34.0000 - tn: 6338.0000 - fn: 46.0000 - precision: 0.9893 - recall: 0.9856 - auc: 0.9990 - prc: 0.9980\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0420 - accuracy: 0.9896 - tp: 3131.0000 - fp: 44.0000 - tn: 6328.0000 - fn: 55.0000 - precision: 0.9861 - recall: 0.9827 - auc: 0.9995 - prc: 0.9991\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0178 - accuracy: 0.9956 - tp: 3161.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 25.0000 - precision: 0.9947 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0102 - accuracy: 0.9979 - tp: 3171.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 15.0000 - precision: 0.9984 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0096 - accuracy: 0.9980 - tp: 3174.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 12.0000 - precision: 0.9978 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0065 - accuracy: 0.9984 - tp: 3174.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0066 - accuracy: 0.9978 - tp: 3174.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 12.0000 - precision: 0.9972 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0362 - accuracy: 0.9918 - tp: 3141.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 45.0000 - precision: 0.9896 - recall: 0.9859 - auc: 0.9989 - prc: 0.9982\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0238 - accuracy: 0.9945 - tp: 3156.0000 - fp: 23.0000 - tn: 6349.0000 - fn: 30.0000 - precision: 0.9928 - recall: 0.9906 - auc: 0.9996 - prc: 0.9993\n","Score for fold 3: loss of 0.017232950776815414; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0082 - accuracy: 0.9982 - tp: 3174.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 12.0000 - precision: 0.9984 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9977 - tp: 3174.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9969 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0122 - accuracy: 0.9961 - tp: 3166.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9947 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0352 - accuracy: 0.9923 - tp: 3148.0000 - fp: 36.0000 - tn: 6336.0000 - fn: 38.0000 - precision: 0.9887 - recall: 0.9881 - auc: 0.9994 - prc: 0.9989\n","Epoch 5/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0340 - accuracy: 0.9916 - tp: 3144.0000 - fp: 38.0000 - tn: 6334.0000 - fn: 42.0000 - precision: 0.9881 - recall: 0.9868 - auc: 0.9992 - prc: 0.9985\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0107 - accuracy: 0.9978 - tp: 3175.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0052 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0052 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0026696259155869484; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.0002257594169350341; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.0001144433263107203; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.7596e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.6007e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3770e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6917e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.2791e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.7998e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.2005e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.0325e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.3096e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.0039946408942341805; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 7.6574448030442e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 7.235436351038516e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3863e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.0534e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.2504e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.3846e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.4593e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.5085e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.0604e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9975e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3450e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3730e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.013117823749780655; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.5206934809684753 - Accuracy: 90.48964381217957%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.04919253662228584 - Accuracy: 98.49340915679932%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.017232950776815414 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0026696259155869484 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0002257594169350341 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.0001144433263107203 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0039946408942341805 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 7.6574448030442e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 7.235436351038516e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.013117823749780655 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.8229751586914 (+- 2.8120386467747016)\n","> Loss: 0.060739019048196494\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 1.1374 - accuracy: 0.9037 - tp: 2120.0000 - fp: 357.0000 - tn: 4601.0000 - fn: 359.0000 - precision: 0.8559 - recall: 0.8552 - auc: 0.9160 - prc: 0.8502\n","\n",">round 2 client 7 evaluation training metrics:\n","[0.001739773084409535, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999995231628418, 0.9999991655349731]\n","\n",">round 2 client 7 evaluation metrics:\n","[1.1373670101165771, 0.9037246108055115, 2120.0, 357.0, 4601.0, 359.0, 0.8558740615844727, 0.8551835417747498, 0.9159884452819824, 0.8502066731452942]\n","\n","=============================================================\n","\n","> round 2 average training auc= 0.24811680283489843\n","> round 2 average training loss= 0.08484845394211463\n","> round 2 average epoch count= 10.0\n","10/78 [==>...........................] - ETA: 0s"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["78/78 [==============================] - 0s 5ms/step\n","> round 2 test auc= 0.3728707692026302\n","111/111 [==============================] - 1s 7ms/step - loss: 4.3913 - accuracy: 0.5907 - tp: 1362.0000 - fp: 2169.0000 - tn: 4913.0000 - fn: 2179.0000 - precision: 0.3857 - recall: 0.3846 - auc: 0.5532 - prc: 0.3663\n","\n","> round 2 final model training loss_metric= [4.391294956207275]\n","> round 2 final model training TP_metric= [1362.0]\n","> round 2 final model training FP_metric= [2169.0]\n","> round 2 final model training TN_metric= [4913.0]\n","> round 2 final model training FN_metric= [2179.0]\n","> round 2 final model training accuracy_metric= [59.06994342803955]\n","> round 2 final model training precision_metric= [38.57264220714569]\n","> round 2 final model training recall_metric = [38.463711738586426]\n","> round 2 final model training auc_metric= [0.5532016158103943]\n","> round 2 final model training prc_metric= [0.3663180470466614]\n","\n","78/78 [==============================] - 1s 8ms/step - loss: 4.2423 - accuracy: 0.6013 - tp: 994.0000 - fp: 1480.0000 - tn: 3478.0000 - fn: 1485.0000 - precision: 0.4018 - recall: 0.4010 - auc: 0.5744 - prc: 0.3800\n","> round 2 final model loss_metric= [4.242292881011963]\n","> round 2 final model TP_metric= [994.0]\n","> round 2 final model FP_metric= [1480.0]\n","> round 2 final model TN_metric= [3478.0]\n","> round 2 final model FN_metric= [1485.0]\n","> round 2 final model accuracy_metric= [60.131776332855225]\n","> round 2 final model precision_metric= [40.17784893512726]\n","> round 2 final model recall_metric = [40.096813440322876]\n","> round 2 final model auc_metric= [0.5743519067764282]\n","> round 2 final model prc_metric= [0.37997058033943176]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 3 start, random seed= 3\n","\n","> client 1 started learning...........\n","\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 28ms/step - loss: 0.4887 - accuracy: 0.7729 - tp: 3691.0000 - fp: 1886.0000 - tn: 9444.0000 - fn: 1974.0000 - precision: 0.6618 - recall: 0.6515 - auc: 0.7649 - prc: 0.5952\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.2103 - accuracy: 0.9548 - tp: 2926.0000 - fp: 172.0000 - tn: 6200.0000 - fn: 260.0000 - precision: 0.9445 - recall: 0.9184 - auc: 0.9885 - prc: 0.9796\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.1195 - accuracy: 0.9750 - tp: 3051.0000 - fp: 104.0000 - tn: 6268.0000 - fn: 135.0000 - precision: 0.9670 - recall: 0.9576 - auc: 0.9958 - prc: 0.9920\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0544 - accuracy: 0.9906 - tp: 3131.0000 - fp: 35.0000 - tn: 6337.0000 - fn: 55.0000 - precision: 0.9889 - recall: 0.9827 - auc: 0.9992 - prc: 0.9983\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0228 - accuracy: 0.9963 - tp: 3160.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 26.0000 - precision: 0.9972 - recall: 0.9918 - auc: 0.9997 - prc: 0.9993\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0138 - accuracy: 0.9980 - tp: 3172.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 14.0000 - precision: 0.9984 - recall: 0.9956 - auc: 0.9997 - prc: 0.9995\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0147 - accuracy: 0.9976 - tp: 3169.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 17.0000 - precision: 0.9981 - recall: 0.9947 - auc: 0.9997 - prc: 0.9994\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0167 - accuracy: 0.9969 - tp: 3167.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 19.0000 - precision: 0.9965 - recall: 0.9940 - auc: 0.9999 - prc: 0.9998\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0070 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0058 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.5673770308494568; accuracy of 92.20657348632812%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0683 - accuracy: 0.9874 - tp: 3121.0000 - fp: 54.0000 - tn: 6320.0000 - fn: 66.0000 - precision: 0.9830 - recall: 0.9793 - auc: 0.9970 - prc: 0.9945\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0527 - accuracy: 0.9877 - tp: 3123.0000 - fp: 54.0000 - tn: 6320.0000 - fn: 64.0000 - precision: 0.9830 - recall: 0.9799 - auc: 0.9990 - prc: 0.9980\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0712 - accuracy: 0.9827 - tp: 3096.0000 - fp: 74.0000 - tn: 6300.0000 - fn: 91.0000 - precision: 0.9767 - recall: 0.9714 - auc: 0.9984 - prc: 0.9969\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0421 - accuracy: 0.9903 - tp: 3132.0000 - fp: 38.0000 - tn: 6336.0000 - fn: 55.0000 - precision: 0.9880 - recall: 0.9827 - auc: 0.9991 - prc: 0.9985\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0249 - accuracy: 0.9942 - tp: 3156.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 31.0000 - precision: 0.9925 - recall: 0.9903 - auc: 0.9998 - prc: 0.9997\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0065 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0052 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0049 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0049 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0049 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.07096215337514877; accuracy of 97.83427715301514%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0129 - accuracy: 0.9963 - tp: 3166.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 21.0000 - precision: 0.9956 - recall: 0.9934 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0283 - accuracy: 0.9939 - tp: 3154.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 33.0000 - precision: 0.9921 - recall: 0.9896 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0091 - accuracy: 0.9973 - tp: 3170.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 17.0000 - precision: 0.9972 - recall: 0.9947 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0138 - accuracy: 0.9965 - tp: 3164.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 23.0000 - precision: 0.9968 - recall: 0.9928 - auc: 0.9997 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0072 - accuracy: 0.9984 - tp: 3176.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9987 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0269 - accuracy: 0.9934 - tp: 3151.0000 - fp: 27.0000 - tn: 6347.0000 - fn: 36.0000 - precision: 0.9915 - recall: 0.9887 - auc: 0.9996 - prc: 0.9995\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0105 - accuracy: 0.9977 - tp: 3174.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 13.0000 - precision: 0.9972 - recall: 0.9959 - auc: 0.9997 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0065 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3179.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 8.0000 - precision: 0.9987 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.014857510104775429; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0054 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.00846897903829813; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0055 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0046 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3175.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 12.0000 - precision: 0.9997 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0045 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.0001423474313924089; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.006459834054112434; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9982 - tp: 3173.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 14.0000 - precision: 0.9991 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0063 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0059 - accuracy: 0.9984 - tp: 3173.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 14.0000 - precision: 0.9997 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0050 - accuracy: 0.9986 - tp: 3175.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 12.0000 - precision: 0.9997 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0049 - accuracy: 0.9982 - tp: 3173.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 14.0000 - precision: 0.9991 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0048 - accuracy: 0.9986 - tp: 3175.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 12.0000 - precision: 0.9997 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0052 - accuracy: 0.9982 - tp: 3173.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 14.0000 - precision: 0.9991 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0046 - accuracy: 0.9987 - tp: 3175.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 12.0000 - precision: 1.0000 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3175.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 12.0000 - precision: 0.9997 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.0001523399114375934; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0035 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.008418476209044456; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9984 - tp: 3174.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 13.0000 - precision: 0.9994 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9984 - tp: 3174.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 13.0000 - precision: 0.9994 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.0019192604813724756; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0033 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.01626143977046013; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.5673770308494568 - Accuracy: 92.20657348632812%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.07096215337514877 - Accuracy: 97.83427715301514%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.014857510104775429 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00846897903829813 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0001423474313924089 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.006459834054112434 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0001523399114375934 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.008418476209044456 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.0019192604813724756 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.01626143977046013 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.88167381286621 (+- 2.307582707738891)\n","> Loss: 0.06950193712254986\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 4ms/step\n","111/111 [==============================] - 1s 7ms/step - loss: 0.0045 - accuracy: 0.9988 - tp: 3529.0000 - fp: 1.0000 - tn: 7081.0000 - fn: 12.0000 - precision: 0.9997 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 8ms/step - loss: 0.8107 - accuracy: 0.9281 - tp: 2208.0000 - fp: 264.0000 - tn: 4694.0000 - fn: 271.0000 - precision: 0.8932 - recall: 0.8907 - auc: 0.9432 - prc: 0.8961\n","\n",">round 3 client 1 evaluation training metrics:\n","[0.004519749898463488, 0.9987762570381165, 3529.0, 1.0, 7081.0, 12.0, 0.9997166991233826, 0.9966111183166504, 0.9999945163726807, 0.9999889731407166]\n","\n",">round 3 client 1 evaluation metrics:\n","[0.8106610178947449, 0.928062379360199, 2208.0, 264.0, 4694.0, 271.0, 0.893203854560852, 0.8906817436218262, 0.9432123899459839, 0.8960852026939392]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.5429 - accuracy: 0.9014 - tp: 4767.0000 - fp: 777.0000 - tn: 10553.0000 - fn: 898.0000 - precision: 0.8598 - recall: 0.8415 - auc: 0.9414 - prc: 0.8925\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.2773 - accuracy: 0.9356 - tp: 2813.0000 - fp: 243.0000 - tn: 6129.0000 - fn: 373.0000 - precision: 0.9205 - recall: 0.8829 - auc: 0.9810 - prc: 0.9655\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1544 - accuracy: 0.9643 - tp: 2982.0000 - fp: 137.0000 - tn: 6235.0000 - fn: 204.0000 - precision: 0.9561 - recall: 0.9360 - auc: 0.9940 - prc: 0.9889\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0553 - accuracy: 0.9899 - tp: 3126.0000 - fp: 37.0000 - tn: 6335.0000 - fn: 60.0000 - precision: 0.9883 - recall: 0.9812 - auc: 0.9993 - prc: 0.9985\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0860 - accuracy: 0.9798 - tp: 3080.0000 - fp: 87.0000 - tn: 6285.0000 - fn: 106.0000 - precision: 0.9725 - recall: 0.9667 - auc: 0.9973 - prc: 0.9949\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0757 - accuracy: 0.9839 - tp: 3100.0000 - fp: 68.0000 - tn: 6304.0000 - fn: 86.0000 - precision: 0.9785 - recall: 0.9730 - auc: 0.9981 - prc: 0.9965\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0320 - accuracy: 0.9933 - tp: 3146.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 40.0000 - precision: 0.9924 - recall: 0.9874 - auc: 0.9998 - prc: 0.9996\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0192 - accuracy: 0.9944 - tp: 3152.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 34.0000 - precision: 0.9937 - recall: 0.9893 - auc: 0.9999 - prc: 0.9998\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0159 - accuracy: 0.9944 - tp: 3155.0000 - fp: 23.0000 - tn: 6349.0000 - fn: 31.0000 - precision: 0.9928 - recall: 0.9903 - auc: 0.9999 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0142 - accuracy: 0.9954 - tp: 3161.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 25.0000 - precision: 0.9940 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 0.4824962913990021; accuracy of 91.26760363578796%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.1576 - accuracy: 0.9669 - tp: 3021.0000 - fp: 150.0000 - tn: 6224.0000 - fn: 166.0000 - precision: 0.9527 - recall: 0.9479 - auc: 0.9913 - prc: 0.9833\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0474 - accuracy: 0.9891 - tp: 3133.0000 - fp: 50.0000 - tn: 6324.0000 - fn: 54.0000 - precision: 0.9843 - recall: 0.9831 - auc: 0.9996 - prc: 0.9992\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0214 - accuracy: 0.9949 - tp: 3161.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 26.0000 - precision: 0.9928 - recall: 0.9918 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0185 - accuracy: 0.9944 - tp: 3160.0000 - fp: 27.0000 - tn: 6347.0000 - fn: 27.0000 - precision: 0.9915 - recall: 0.9915 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0156 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0177 - accuracy: 0.9946 - tp: 3161.0000 - fp: 26.0000 - tn: 6348.0000 - fn: 26.0000 - precision: 0.9918 - recall: 0.9918 - auc: 0.9999 - prc: 0.9998\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0137 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0145 - accuracy: 0.9939 - tp: 3158.0000 - fp: 29.0000 - tn: 6345.0000 - fn: 29.0000 - precision: 0.9909 - recall: 0.9909 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0115 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0115 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.014791558496654034; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0146 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 0.9997 - prc: 0.9994\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0794 - accuracy: 0.9813 - tp: 3094.0000 - fp: 86.0000 - tn: 6288.0000 - fn: 93.0000 - precision: 0.9730 - recall: 0.9708 - auc: 0.9974 - prc: 0.9955\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0319 - accuracy: 0.9923 - tp: 3150.0000 - fp: 37.0000 - tn: 6337.0000 - fn: 37.0000 - precision: 0.9884 - recall: 0.9884 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0201 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0163 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0114 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0094 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Score for fold 3: loss of 0.05118509754538536; accuracy of 98.96422028541565%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0343 - accuracy: 0.9911 - tp: 3143.0000 - fp: 41.0000 - tn: 6333.0000 - fn: 44.0000 - precision: 0.9871 - recall: 0.9862 - auc: 0.9990 - prc: 0.9981\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0195 - accuracy: 0.9946 - tp: 3160.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 27.0000 - precision: 0.9922 - recall: 0.9915 - auc: 0.9999 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0119 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0235 - accuracy: 0.9917 - tp: 3147.0000 - fp: 39.0000 - tn: 6335.0000 - fn: 40.0000 - precision: 0.9878 - recall: 0.9874 - auc: 0.9998 - prc: 0.9997\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0405 - accuracy: 0.9902 - tp: 3139.0000 - fp: 46.0000 - tn: 6328.0000 - fn: 48.0000 - precision: 0.9856 - recall: 0.9849 - auc: 0.9992 - prc: 0.9986\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0324 - accuracy: 0.9912 - tp: 3143.0000 - fp: 40.0000 - tn: 6334.0000 - fn: 44.0000 - precision: 0.9874 - recall: 0.9862 - auc: 0.9997 - prc: 0.9994\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0389 - accuracy: 0.9901 - tp: 3136.0000 - fp: 44.0000 - tn: 6330.0000 - fn: 51.0000 - precision: 0.9862 - recall: 0.9840 - auc: 0.9993 - prc: 0.9987\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0119 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0099 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0098 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.03915516287088394; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0192 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9999 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0125 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0117 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0090 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0092 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0139 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0092 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0089 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Score for fold 5: loss of 0.014060219749808311; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0098 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0096 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0092 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0091 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0091 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0092 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0093 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.004179874900728464; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0079 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0077 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0077 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0075 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0076 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0077 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.02863006293773651; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 0.9998 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0162 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0232 - accuracy: 0.9941 - tp: 3159.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 28.0000 - precision: 0.9912 - recall: 0.9912 - auc: 0.9996 - prc: 0.9993\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0305 - accuracy: 0.9918 - tp: 3146.0000 - fp: 37.0000 - tn: 6337.0000 - fn: 41.0000 - precision: 0.9884 - recall: 0.9871 - auc: 0.9997 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0273 - accuracy: 0.9924 - tp: 3150.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 37.0000 - precision: 0.9887 - recall: 0.9884 - auc: 0.9998 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0807 - accuracy: 0.9823 - tp: 3102.0000 - fp: 84.0000 - tn: 6290.0000 - fn: 85.0000 - precision: 0.9736 - recall: 0.9733 - auc: 0.9958 - prc: 0.9919\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0680 - accuracy: 0.9831 - tp: 3104.0000 - fp: 79.0000 - tn: 6295.0000 - fn: 83.0000 - precision: 0.9752 - recall: 0.9740 - auc: 0.9983 - prc: 0.9966\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0150 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0097 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0087 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.043071068823337555; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0127 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0107 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0130 - accuracy: 0.9941 - tp: 3159.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 28.0000 - precision: 0.9912 - recall: 0.9912 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0119 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0091 - accuracy: 0.9957 - tp: 3166.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0090 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0090 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0085 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0083 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 9: loss of 0.008198832161724567; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0083 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9970 - tp: 3172.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0077 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.013666873797774315; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.4824962913990021 - Accuracy: 91.26760363578796%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.014791558496654034 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.05118509754538536 - Accuracy: 98.96422028541565%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.03915516287088394 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.014060219749808311 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.004179874900728464 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.02863006293773651 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.043071068823337555 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.008198832161724567 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.013666873797774315 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.59003603458405 (+- 2.4675454699231794)\n","> Loss: 0.06994350426830351\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0079 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","78/78 [==============================] - 1s 8ms/step - loss: 0.7828 - accuracy: 0.9227 - tp: 2189.0000 - fp: 285.0000 - tn: 4673.0000 - fn: 290.0000 - precision: 0.8848 - recall: 0.8830 - auc: 0.9444 - prc: 0.8968\n","\n",">round 3 client 2 evaluation training metrics:\n","[0.007940065115690231, 0.9966111183166504, 3523.0, 18.0, 7064.0, 18.0, 0.9949166774749756, 0.9949166774749756, 0.9999731183052063, 0.9999464154243469]\n","\n",">round 3 client 2 evaluation metrics:\n","[0.7828157544136047, 0.9226838946342468, 2189.0, 285.0, 4673.0, 290.0, 0.8848019242286682, 0.883017361164093, 0.9443500638008118, 0.8968037366867065]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 10s 28ms/step - loss: 0.4076 - accuracy: 0.9206 - tp: 4970.0000 - fp: 654.0000 - tn: 10676.0000 - fn: 695.0000 - precision: 0.8837 - recall: 0.8773 - auc: 0.9531 - prc: 0.9116\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1699 - accuracy: 0.9622 - tp: 2981.0000 - fp: 156.0000 - tn: 6216.0000 - fn: 205.0000 - precision: 0.9503 - recall: 0.9357 - auc: 0.9924 - prc: 0.9862\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0851 - accuracy: 0.9837 - tp: 3102.0000 - fp: 72.0000 - tn: 6300.0000 - fn: 84.0000 - precision: 0.9773 - recall: 0.9736 - auc: 0.9981 - prc: 0.9965\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0341 - accuracy: 0.9953 - tp: 3162.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 24.0000 - precision: 0.9934 - recall: 0.9925 - auc: 0.9994 - prc: 0.9989\n","Epoch 5/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0441 - accuracy: 0.9919 - tp: 3146.0000 - fp: 37.0000 - tn: 6335.0000 - fn: 40.0000 - precision: 0.9884 - recall: 0.9874 - auc: 0.9980 - prc: 0.9960\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0324 - accuracy: 0.9957 - tp: 3165.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 0.9993 - prc: 0.9988\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0170 - accuracy: 0.9971 - tp: 3170.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 16.0000 - precision: 0.9962 - recall: 0.9950 - auc: 0.9998 - prc: 0.9997\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0129 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9997 - prc: 0.9994\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0109 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9998 - prc: 0.9998\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0075 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.351717472076416; accuracy of 94.17840242385864%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0611 - accuracy: 0.9882 - tp: 3130.0000 - fp: 56.0000 - tn: 6318.0000 - fn: 57.0000 - precision: 0.9824 - recall: 0.9821 - auc: 0.9971 - prc: 0.9947\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0188 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0145 - accuracy: 0.9975 - tp: 3174.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 13.0000 - precision: 0.9965 - recall: 0.9959 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0217 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 0.9996 - prc: 0.9992\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0148 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0070 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0056 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0058 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.03703216090798378; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0113 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0106 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.2392 - accuracy: 0.9480 - tp: 2926.0000 - fp: 236.0000 - tn: 6138.0000 - fn: 261.0000 - precision: 0.9254 - recall: 0.9181 - auc: 0.9841 - prc: 0.9729\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1432 - accuracy: 0.9689 - tp: 3016.0000 - fp: 126.0000 - tn: 6248.0000 - fn: 171.0000 - precision: 0.9599 - recall: 0.9463 - auc: 0.9938 - prc: 0.9884\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0287 - accuracy: 0.9953 - tp: 3163.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 24.0000 - precision: 0.9934 - recall: 0.9925 - auc: 0.9999 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0116 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0074 - accuracy: 0.9984 - tp: 3179.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0062 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0065 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.10374902933835983; accuracy of 97.74011373519897%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0205 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 0.9997 - prc: 0.9996\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0099 - accuracy: 0.9978 - tp: 3176.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0062 - accuracy: 0.9979 - tp: 3176.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 11.0000 - precision: 0.9972 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0068 - accuracy: 0.9982 - tp: 3178.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 0.9998 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0070 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0054 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0054 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0057 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0048 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0047 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.010915900580585003; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0053 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0053 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0050 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3179.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 8.0000 - precision: 0.9981 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9990 - tp: 3181.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9987 - tp: 3180.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 7.0000 - precision: 0.9984 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3180.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 7.0000 - precision: 0.9984 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3179.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 8.0000 - precision: 0.9981 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9986 - tp: 3179.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 8.0000 - precision: 0.9984 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.017771853134036064; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0051 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9991 - tp: 3182.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0049 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9991 - tp: 3182.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9990 - tp: 3181.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.012873688712716103; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0050 - accuracy: 0.9985 - tp: 3179.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 8.0000 - precision: 0.9981 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3180.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 7.0000 - precision: 0.9984 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9991 - tp: 3182.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.011855494230985641; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.0012219081399962306; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.01132921315729618; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0034 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0033 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0030 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.0020964874420315027; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.351717472076416 - Accuracy: 94.17840242385864%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03703216090798378 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.10374902933835983 - Accuracy: 97.74011373519897%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.010915900580585003 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.017771853134036064 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.012873688712716103 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.011855494230985641 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.0012219081399962306 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.01132921315729618 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.0020964874420315027 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.97527754306793 (+- 1.7216651232791282)\n","> Loss: 0.05605632077204063\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 4ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0025 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.8391 - accuracy: 0.9118 - tp: 2148.0000 - fp: 325.0000 - tn: 4633.0000 - fn: 331.0000 - precision: 0.8686 - recall: 0.8665 - auc: 0.9354 - prc: 0.8841\n","\n",">round 3 client 3 evaluation training metrics:\n","[0.002514283172786236, 0.9988703727722168, 3535.0, 6.0, 7076.0, 6.0, 0.9983055591583252, 0.9983055591583252, 0.9999973177909851, 0.9999946355819702]\n","\n",">round 3 client 3 evaluation metrics:\n","[0.8391203880310059, 0.9117923974990845, 2148.0, 325.0, 4633.0, 331.0, 0.86858069896698, 0.866478443145752, 0.9354026317596436, 0.8841260075569153]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.3823 - accuracy: 0.9199 - tp: 4944.0000 - fp: 640.0000 - tn: 10690.0000 - fn: 721.0000 - precision: 0.8854 - recall: 0.8727 - auc: 0.9500 - prc: 0.9091\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1677 - accuracy: 0.9655 - tp: 2995.0000 - fp: 139.0000 - tn: 6233.0000 - fn: 191.0000 - precision: 0.9556 - recall: 0.9401 - auc: 0.9917 - prc: 0.9849\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0730 - accuracy: 0.9843 - tp: 3104.0000 - fp: 68.0000 - tn: 6304.0000 - fn: 82.0000 - precision: 0.9786 - recall: 0.9743 - auc: 0.9985 - prc: 0.9973\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0334 - accuracy: 0.9936 - tp: 3152.0000 - fp: 27.0000 - tn: 6345.0000 - fn: 34.0000 - precision: 0.9915 - recall: 0.9893 - auc: 0.9995 - prc: 0.9989\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0268 - accuracy: 0.9937 - tp: 3155.0000 - fp: 29.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9909 - recall: 0.9903 - auc: 0.9998 - prc: 0.9997\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0054 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0020 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.5144952535629272; accuracy of 93.5969889163971%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0759 - accuracy: 0.9874 - tp: 3125.0000 - fp: 59.0000 - tn: 6313.0000 - fn: 61.0000 - precision: 0.9815 - recall: 0.9809 - auc: 0.9959 - prc: 0.9922\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0442 - accuracy: 0.9913 - tp: 3143.0000 - fp: 40.0000 - tn: 6332.0000 - fn: 43.0000 - precision: 0.9874 - recall: 0.9865 - auc: 0.9986 - prc: 0.9974\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0121 - accuracy: 0.9984 - tp: 3178.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0053 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0022 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.028602348640561104; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0681 - accuracy: 0.9863 - tp: 3120.0000 - fp: 65.0000 - tn: 6307.0000 - fn: 66.0000 - precision: 0.9796 - recall: 0.9793 - auc: 0.9967 - prc: 0.9937\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0291 - accuracy: 0.9945 - tp: 3159.0000 - fp: 26.0000 - tn: 6346.0000 - fn: 27.0000 - precision: 0.9918 - recall: 0.9915 - auc: 0.9996 - prc: 0.9991\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0212602149695158; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0058 - accuracy: 0.9984 - tp: 3178.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0103 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0007616102229803801; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.1475e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.7160e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.5346e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.7674e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3293e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.0464e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.7560e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.0760e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.014683868736028671; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 8.537129178876057e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.0979e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 7.145584095269442e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.00014255514543037862; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5465e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 2.40732424572343e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0453e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6160e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4309e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.0028e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.8387e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7949e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6592e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5063e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4531e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.007524591870605946; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.5144952535629272 - Accuracy: 93.5969889163971%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.028602348640561104 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0212602149695158 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0007616102229803801 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.014683868736028671 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 8.537129178876057e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 7.145584095269442e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.00014255514543037862 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 2.40732424572343e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.007524591870605946 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.19020652770996 (+- 1.8814483910930238)\n","> Loss: 0.05876513435232482\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.7918 - accuracy: 0.9223 - tp: 2190.0000 - fp: 289.0000 - tn: 4669.0000 - fn: 289.0000 - precision: 0.8834 - recall: 0.8834 - auc: 0.9448 - prc: 0.9028\n","\n",">round 3 client 4 evaluation training metrics:\n","[0.001225113868713379, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999996423721313, 0.9999992847442627]\n","\n",">round 3 client 4 evaluation metrics:\n","[0.791841447353363, 0.922280490398407, 2190.0, 289.0, 4669.0, 289.0, 0.8834207057952881, 0.8834207057952881, 0.9447885751724243, 0.9027552008628845]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.4548 - accuracy: 0.9236 - tp: 5001.0000 - fp: 634.0000 - tn: 10696.0000 - fn: 664.0000 - precision: 0.8875 - recall: 0.8828 - auc: 0.9538 - prc: 0.9166\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1917 - accuracy: 0.9618 - tp: 2982.0000 - fp: 161.0000 - tn: 6211.0000 - fn: 204.0000 - precision: 0.9488 - recall: 0.9360 - auc: 0.9885 - prc: 0.9787\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1143 - accuracy: 0.9773 - tp: 3067.0000 - fp: 98.0000 - tn: 6274.0000 - fn: 119.0000 - precision: 0.9690 - recall: 0.9626 - auc: 0.9957 - prc: 0.9918\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0571 - accuracy: 0.9894 - tp: 3131.0000 - fp: 46.0000 - tn: 6326.0000 - fn: 55.0000 - precision: 0.9855 - recall: 0.9827 - auc: 0.9990 - prc: 0.9979\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0500 - accuracy: 0.9885 - tp: 3127.0000 - fp: 51.0000 - tn: 6321.0000 - fn: 59.0000 - precision: 0.9840 - recall: 0.9815 - auc: 0.9991 - prc: 0.9983\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0407 - accuracy: 0.9914 - tp: 3143.0000 - fp: 39.0000 - tn: 6333.0000 - fn: 43.0000 - precision: 0.9877 - recall: 0.9865 - auc: 0.9992 - prc: 0.9985\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0159 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 0.9997 - prc: 0.9994\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0055 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0416 - accuracy: 0.9929 - tp: 3151.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 35.0000 - precision: 0.9896 - recall: 0.9890 - auc: 0.9985 - prc: 0.9974\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0286 - accuracy: 0.9944 - tp: 3158.0000 - fp: 26.0000 - tn: 6346.0000 - fn: 28.0000 - precision: 0.9918 - recall: 0.9912 - auc: 0.9995 - prc: 0.9991\n","Score for fold 1: loss of 0.5310347676277161; accuracy of 93.0320143699646%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0704 - accuracy: 0.9877 - tp: 3125.0000 - fp: 57.0000 - tn: 6315.0000 - fn: 61.0000 - precision: 0.9821 - recall: 0.9809 - auc: 0.9965 - prc: 0.9938\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0187 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9999 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5307e-04 - accuracy: 0.9999 - tp: 3185.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 1.0000 - precision: 1.0000 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.016518905758857727; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0053 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.8939e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.9389e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7793e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0004378494923003018; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.0620e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.5827e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.1907e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.9463e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.8046e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.6681e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 1.6013e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.5074e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.3571e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.2898e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.014658605679869652; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 0.9998 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.6818e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 8.4638e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 8.3005e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.0754e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.0511e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4516e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 6.16496690781787e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.5290e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.7990e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.5746e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0376e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.4122e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9678e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7763e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6608e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6926e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.6464e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 7.345832273131236e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.2554e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9634e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.4924e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3316e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8063e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0929e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.4966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9790e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7218e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3459e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 4.602997796609998e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.2996e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8328e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0603e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.7098e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.6077e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4321e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.1371e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8601e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4560e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 2.4812294213916175e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4840e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2039e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6788e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.2663e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0871e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8569e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0815e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7888e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0826e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.1525e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 1.3818110346619505e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.3888e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.1573e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2861e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.6827e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7330e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.6796e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.9025e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3040e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0559e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8639e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 1.4226834537112154e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.5310347676277161 - Accuracy: 93.0320143699646%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.016518905758857727 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0004378494923003018 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.014658605679869652 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 6.16496690781787e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 7.345832273131236e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 4.602997796609998e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 2.4812294213916175e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.3818110346619505e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 1.4226834537112154e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.26553606987 (+- 2.0791677442620706)\n","> Loss: 0.0562884123767617\n","------------------------------------------------------------------------\n","111/111 [==============================] - 3s 7ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 4.6938e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 13ms/step - loss: 0.8722 - accuracy: 0.9168 - tp: 2169.0000 - fp: 309.0000 - tn: 4649.0000 - fn: 310.0000 - precision: 0.8753 - recall: 0.8749 - auc: 0.9378 - prc: 0.8873\n","\n",">round 3 client 5 evaluation training metrics:\n","[0.0004693795053754002, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 3 client 5 evaluation metrics:\n","[0.8722313046455383, 0.9167675375938416, 2169.0, 309.0, 4649.0, 310.0, 0.8753026723861694, 0.87494957447052, 0.9378346800804138, 0.8872584700584412]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.4218 - accuracy: 0.9239 - tp: 4999.0000 - fp: 627.0000 - tn: 10703.0000 - fn: 666.0000 - precision: 0.8886 - recall: 0.8824 - auc: 0.9493 - prc: 0.9057\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1701 - accuracy: 0.9619 - tp: 2986.0000 - fp: 164.0000 - tn: 6208.0000 - fn: 200.0000 - precision: 0.9479 - recall: 0.9372 - auc: 0.9920 - prc: 0.9854\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0717 - accuracy: 0.9863 - tp: 3113.0000 - fp: 58.0000 - tn: 6314.0000 - fn: 73.0000 - precision: 0.9817 - recall: 0.9771 - auc: 0.9985 - prc: 0.9974\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0270 - accuracy: 0.9953 - tp: 3162.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 24.0000 - precision: 0.9934 - recall: 0.9925 - auc: 0.9999 - prc: 0.9997\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0542 - accuracy: 0.9900 - tp: 3135.0000 - fp: 45.0000 - tn: 6327.0000 - fn: 51.0000 - precision: 0.9858 - recall: 0.9840 - auc: 0.9980 - prc: 0.9968\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0334 - accuracy: 0.9936 - tp: 3153.0000 - fp: 28.0000 - tn: 6344.0000 - fn: 33.0000 - precision: 0.9912 - recall: 0.9896 - auc: 0.9994 - prc: 0.9988\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0110 - accuracy: 0.9990 - tp: 3180.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 0.9997 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0042 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0027 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.4019041359424591; accuracy of 93.31449866294861%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0791 - accuracy: 0.9844 - tp: 3109.0000 - fp: 72.0000 - tn: 6300.0000 - fn: 77.0000 - precision: 0.9774 - recall: 0.9758 - auc: 0.9958 - prc: 0.9921\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0745 - accuracy: 0.9813 - tp: 3093.0000 - fp: 86.0000 - tn: 6286.0000 - fn: 93.0000 - precision: 0.9729 - recall: 0.9708 - auc: 0.9982 - prc: 0.9966\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0120 - accuracy: 0.9983 - tp: 3177.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9978 - recall: 0.9972 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0053 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0022 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.017643557861447334; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0035 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1666 - accuracy: 0.9741 - tp: 3055.0000 - fp: 117.0000 - tn: 6255.0000 - fn: 131.0000 - precision: 0.9631 - recall: 0.9589 - auc: 0.9892 - prc: 0.9804\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0390 - accuracy: 0.9920 - tp: 3144.0000 - fp: 34.0000 - tn: 6338.0000 - fn: 42.0000 - precision: 0.9893 - recall: 0.9868 - auc: 0.9996 - prc: 0.9992\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0117 - accuracy: 0.9975 - tp: 3173.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9965 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.043983202427625656; accuracy of 99.1525411605835%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0056 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.9104e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.4006e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.4551e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3381e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.2356e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0002725309459492564; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.6550e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8197e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9191e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1936e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.7568e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2219e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.9393e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9118e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1399e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0713e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.0001316084380960092; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 3.1035e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.0513e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.6959e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.5026e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.3686e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.2723e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 1.1847e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.0950e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.0491e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6350e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.010084372013807297; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9330e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.8050e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.3122e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5366e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.9848e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7946e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2150e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6962e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 3.6542587622534484e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 3.9830e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.8493e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1696e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.8014e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3297e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1929e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5650e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9307e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5815e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1817e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.009788190945982933; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.1340e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5350e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8759e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1823e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2032e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3109e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.3124e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4722e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5589e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 2.401176607236266e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0389e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.1883e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7332e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0865e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.5554e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.2587e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 4.7670e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2031e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.1200e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.5888e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 3.6386521969689056e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.4019041359424591 - Accuracy: 93.31449866294861%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.017643557861447334 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.043983202427625656 - Accuracy: 99.1525411605835%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0002725309459492564 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0001316084380960092 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.010084372013807297 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 3.6542587622534484e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.009788190945982933 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 2.401176607236266e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.6386521969689056e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.17137384414673 (+- 1.9687737057028416)\n","> Loss: 0.04839045394510322\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 4.1536e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 12ms/step - loss: 0.8438 - accuracy: 0.9240 - tp: 2195.0000 - fp: 281.0000 - tn: 4677.0000 - fn: 284.0000 - precision: 0.8865 - recall: 0.8854 - auc: 0.9393 - prc: 0.8904\n","\n",">round 3 client 6 evaluation training metrics:\n","[0.00041536104981787503, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 3 client 6 evaluation metrics:\n","[0.8438372611999512, 0.9240285158157349, 2195.0, 281.0, 4677.0, 284.0, 0.8865104913711548, 0.8854376673698425, 0.9393435120582581, 0.8904412984848022]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.4505 - accuracy: 0.9230 - tp: 4991.0000 - fp: 634.0000 - tn: 10696.0000 - fn: 674.0000 - precision: 0.8873 - recall: 0.8810 - auc: 0.9481 - prc: 0.9040\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1912 - accuracy: 0.9563 - tp: 2953.0000 - fp: 185.0000 - tn: 6187.0000 - fn: 233.0000 - precision: 0.9410 - recall: 0.9269 - auc: 0.9897 - prc: 0.9810\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1000 - accuracy: 0.9805 - tp: 3082.0000 - fp: 82.0000 - tn: 6290.0000 - fn: 104.0000 - precision: 0.9741 - recall: 0.9674 - auc: 0.9969 - prc: 0.9944\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0305 - accuracy: 0.9961 - tp: 3162.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 24.0000 - precision: 0.9959 - recall: 0.9925 - auc: 0.9998 - prc: 0.9996\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0163 - accuracy: 0.9978 - tp: 3173.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 13.0000 - precision: 0.9975 - recall: 0.9959 - auc: 0.9997 - prc: 0.9994\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9986 - tp: 3177.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 9.0000 - precision: 0.9987 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9990 - tp: 3179.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 7.0000 - precision: 0.9991 - recall: 0.9978 - auc: 0.9997 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0059 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0058 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 0.9998 - prc: 0.9995\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Score for fold 1: loss of 0.26016363501548767; accuracy of 95.38606405258179%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0662 - accuracy: 0.9895 - tp: 3132.0000 - fp: 46.0000 - tn: 6326.0000 - fn: 54.0000 - precision: 0.9855 - recall: 0.9831 - auc: 0.9968 - prc: 0.9946\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0377 - accuracy: 0.9927 - tp: 3147.0000 - fp: 31.0000 - tn: 6341.0000 - fn: 39.0000 - precision: 0.9902 - recall: 0.9878 - auc: 0.9990 - prc: 0.9982\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0137 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0069 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0050 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9997 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0018 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.03617427125573158; accuracy of 99.1525411605835%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0111 - accuracy: 0.9978 - tp: 3175.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0323 - accuracy: 0.9926 - tp: 3150.0000 - fp: 35.0000 - tn: 6337.0000 - fn: 36.0000 - precision: 0.9890 - recall: 0.9887 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0773 - accuracy: 0.9845 - tp: 3110.0000 - fp: 72.0000 - tn: 6300.0000 - fn: 76.0000 - precision: 0.9774 - recall: 0.9761 - auc: 0.9971 - prc: 0.9946\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0335 - accuracy: 0.9930 - tp: 3152.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 34.0000 - precision: 0.9896 - recall: 0.9893 - auc: 0.9995 - prc: 0.9990\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0097 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0059 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0040 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.08408226072788239; accuracy of 98.49340915679932%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0145 - accuracy: 0.9975 - tp: 3173.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9965 - recall: 0.9959 - auc: 0.9996 - prc: 0.9993\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.00019892903219442815; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 7.753137469990179e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 5.7709818065632135e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 2.337148725928273e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.002064792439341545; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.0238e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9655e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4235e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1129e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0158e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.1917e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2357e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5997e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8232e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8249e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.012978509068489075; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.7206e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5324e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1731e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.5419e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2127e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.4567e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3616e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1953e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1379e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.009004231542348862; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.26016363501548767 - Accuracy: 95.38606405258179%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03617427125573158 - Accuracy: 99.1525411605835%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.08408226072788239 - Accuracy: 98.49340915679932%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00019892903219442815 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 7.753137469990179e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 5.7709818065632135e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 2.337148725928273e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.002064792439341545 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.012978509068489075 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.009004231542348862 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.24670338630676 (+- 1.367781067614265)\n","> Loss: 0.04048252417615004\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 12ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 12ms/step - loss: 0.9779 - accuracy: 0.9188 - tp: 2176.0000 - fp: 301.0000 - tn: 4657.0000 - fn: 303.0000 - precision: 0.8785 - recall: 0.8778 - auc: 0.9303 - prc: 0.8740\n","\n",">round 3 client 7 evaluation training metrics:\n","[0.0014675369020551443, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999995827674866, 0.9999991059303284]\n","\n",">round 3 client 7 evaluation metrics:\n","[0.9779255390167236, 0.9187844395637512, 2176.0, 301.0, 4657.0, 303.0, 0.8784820437431335, 0.8777732849121094, 0.9302946925163269, 0.8740493655204773]\n","\n","=============================================================\n","\n","> round 3 average training auc= 0.24867747317785782\n","> round 3 average training loss= 0.0570611838590334\n","> round 3 average epoch count= 10.0\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["78/78 [==============================] - 0s 5ms/step\n","> round 3 test auc= 0.25976524275928925\n","111/111 [==============================] - 1s 8ms/step - loss: 2.5169 - accuracy: 0.7669 - tp: 2296.0000 - fp: 1231.0000 - tn: 5851.0000 - fn: 1245.0000 - precision: 0.6510 - recall: 0.6484 - auc: 0.7811 - prc: 0.6375\n","\n","> round 3 final model training loss_metric= [2.516897201538086]\n","> round 3 final model training TP_metric= [2296.0]\n","> round 3 final model training FP_metric= [1231.0]\n","> round 3 final model training TN_metric= [5851.0]\n","> round 3 final model training FN_metric= [1245.0]\n","> round 3 final model training accuracy_metric= [76.6920804977417]\n","> round 3 final model training precision_metric= [65.0978147983551]\n","> round 3 final model training recall_metric = [64.84044194221497]\n","> round 3 final model training auc_metric= [0.7811378240585327]\n","> round 3 final model training prc_metric= [0.6375198364257812]\n","\n","78/78 [==============================] - 1s 8ms/step - loss: 2.0983 - accuracy: 0.7962 - tp: 1716.0000 - fp: 753.0000 - tn: 4205.0000 - fn: 763.0000 - precision: 0.6950 - recall: 0.6922 - auc: 0.8163 - prc: 0.6881\n","> round 3 final model loss_metric= [2.0982680320739746]\n","> round 3 final model TP_metric= [1716.0]\n","> round 3 final model FP_metric= [753.0]\n","> round 3 final model TN_metric= [4205.0]\n","> round 3 final model FN_metric= [763.0]\n","> round 3 final model accuracy_metric= [79.61543798446655]\n","> round 3 final model precision_metric= [69.50182318687439]\n","> round 3 final model recall_metric = [69.22146081924438]\n","> round 3 final model auc_metric= [0.8163476586341858]\n","> round 3 final model prc_metric= [0.6881147623062134]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 4 start, random seed= 4\n","\n","> client 1 started learning...........\n","\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 9s 29ms/step - loss: 0.3484 - accuracy: 0.8722 - tp: 4553.0000 - fp: 1060.0000 - tn: 10270.0000 - fn: 1112.0000 - precision: 0.8112 - recall: 0.8037 - auc: 0.8973 - prc: 0.8137\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1124 - accuracy: 0.9763 - tp: 3057.0000 - fp: 98.0000 - tn: 6274.0000 - fn: 129.0000 - precision: 0.9689 - recall: 0.9595 - auc: 0.9968 - prc: 0.9941\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0382 - accuracy: 0.9937 - tp: 3149.0000 - fp: 23.0000 - tn: 6349.0000 - fn: 37.0000 - precision: 0.9927 - recall: 0.9884 - auc: 0.9996 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0122 - accuracy: 0.9982 - tp: 3173.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 0.9998 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0065 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0055 - accuracy: 0.9987 - tp: 3176.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0050 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0050 - accuracy: 0.9983 - tp: 3174.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 12.0000 - precision: 0.9987 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0046 - accuracy: 0.9987 - tp: 3176.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.26993632316589355; accuracy of 95.96244096755981%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0522 - accuracy: 0.9890 - tp: 3129.0000 - fp: 47.0000 - tn: 6327.0000 - fn: 58.0000 - precision: 0.9852 - recall: 0.9818 - auc: 0.9984 - prc: 0.9972\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0888 - accuracy: 0.9785 - tp: 3076.0000 - fp: 95.0000 - tn: 6279.0000 - fn: 111.0000 - precision: 0.9700 - recall: 0.9652 - auc: 0.9972 - prc: 0.9945\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0237 - accuracy: 0.9947 - tp: 3156.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 31.0000 - precision: 0.9937 - recall: 0.9903 - auc: 0.9997 - prc: 0.9996\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9979 - tp: 3172.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 15.0000 - precision: 0.9984 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0058 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0051 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0048 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0049 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0058 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0048 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.05352070927619934; accuracy of 98.68173003196716%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0236 - accuracy: 0.9940 - tp: 3152.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 35.0000 - precision: 0.9931 - recall: 0.9890 - auc: 0.9994 - prc: 0.9988\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0227 - accuracy: 0.9956 - tp: 3161.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 26.0000 - precision: 0.9950 - recall: 0.9918 - auc: 0.9999 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3177.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 10.0000 - precision: 1.0000 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.05559324845671654; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0065 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0049 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0047 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0034865327179431915; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.010764060541987419; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.02176724001765251; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 4.602211993187666e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0038 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.005209299735724926; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9983 - tp: 3175.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 12.0000 - precision: 0.9987 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.003358392044901848; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.003395410254597664; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.26993632316589355 - Accuracy: 95.96244096755981%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.05352070927619934 - Accuracy: 98.68173003196716%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.05559324845671654 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0034865327179431915 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.010764060541987419 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.02176724001765251 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 4.602211993187666e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.005209299735724926 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.003358392044901848 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.003395410254597664 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.27609264850616 (+- 1.1781771656881237)\n","> Loss: 0.04270772383315489\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.6873 - accuracy: 0.9338 - tp: 2231.0000 - fp: 244.0000 - tn: 4714.0000 - fn: 248.0000 - precision: 0.9014 - recall: 0.9000 - auc: 0.9493 - prc: 0.9058\n","\n",">round 4 client 1 evaluation training metrics:\n","[0.0037579063791781664, 0.9987762570381165, 3530.0, 2.0, 7080.0, 11.0, 0.9994337558746338, 0.9968935251235962, 0.9999945759773254, 0.9999892711639404]\n","\n",">round 4 client 1 evaluation metrics:\n","[0.6873199343681335, 0.933844268321991, 2231.0, 244.0, 4714.0, 248.0, 0.901414155960083, 0.8999596834182739, 0.9493230581283569, 0.9057806134223938]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 28ms/step - loss: 0.4106 - accuracy: 0.9252 - tp: 5013.0000 - fp: 619.0000 - tn: 10711.0000 - fn: 652.0000 - precision: 0.8901 - recall: 0.8849 - auc: 0.9585 - prc: 0.9218\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1081 - accuracy: 0.9773 - tp: 3063.0000 - fp: 94.0000 - tn: 6278.0000 - fn: 123.0000 - precision: 0.9702 - recall: 0.9614 - auc: 0.9973 - prc: 0.9948\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0350 - accuracy: 0.9945 - tp: 3154.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 32.0000 - precision: 0.9934 - recall: 0.9900 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0195 - accuracy: 0.9949 - tp: 3156.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 30.0000 - precision: 0.9940 - recall: 0.9906 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0162 - accuracy: 0.9953 - tp: 3160.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 26.0000 - precision: 0.9940 - recall: 0.9918 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0133 - accuracy: 0.9967 - tp: 3167.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 19.0000 - precision: 0.9959 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0125 - accuracy: 0.9960 - tp: 3165.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9947 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0115 - accuracy: 0.9962 - tp: 3168.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0107 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0110 - accuracy: 0.9962 - tp: 3168.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 0.26940470933914185; accuracy of 94.74178552627563%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.2367 - accuracy: 0.9458 - tp: 2919.0000 - fp: 250.0000 - tn: 6124.0000 - fn: 268.0000 - precision: 0.9211 - recall: 0.9159 - auc: 0.9857 - prc: 0.9733\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0858 - accuracy: 0.9796 - tp: 3080.0000 - fp: 88.0000 - tn: 6286.0000 - fn: 107.0000 - precision: 0.9722 - recall: 0.9664 - auc: 0.9980 - prc: 0.9960\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0258 - accuracy: 0.9929 - tp: 3152.0000 - fp: 33.0000 - tn: 6341.0000 - fn: 35.0000 - precision: 0.9896 - recall: 0.9890 - auc: 0.9999 - prc: 0.9997\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0171 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0141 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0128 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0124 - accuracy: 0.9955 - tp: 3164.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 23.0000 - precision: 0.9937 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0116 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0116 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0113 - accuracy: 0.9951 - tp: 3163.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 24.0000 - precision: 0.9928 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.08454037457704544; accuracy of 98.30508232116699%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0221 - accuracy: 0.9927 - tp: 3152.0000 - fp: 35.0000 - tn: 6339.0000 - fn: 35.0000 - precision: 0.9890 - recall: 0.9890 - auc: 0.9999 - prc: 0.9997\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0452 - accuracy: 0.9870 - tp: 3124.0000 - fp: 61.0000 - tn: 6313.0000 - fn: 63.0000 - precision: 0.9808 - recall: 0.9802 - auc: 0.9987 - prc: 0.9975\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0255 - accuracy: 0.9931 - tp: 3154.0000 - fp: 33.0000 - tn: 6341.0000 - fn: 33.0000 - precision: 0.9896 - recall: 0.9896 - auc: 0.9998 - prc: 0.9996\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0125 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0099 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0091 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 3: loss of 0.03820366412401199; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0146 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 0.9997 - prc: 0.9994\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0106 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0095 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0096 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.004984585102647543; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0092 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0094 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0088 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0086 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0091 - accuracy: 0.9946 - tp: 3161.0000 - fp: 26.0000 - tn: 6348.0000 - fn: 26.0000 - precision: 0.9918 - recall: 0.9918 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 5: loss of 0.005984137300401926; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0079 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0080 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9958 - tp: 3163.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 24.0000 - precision: 0.9950 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.018715709447860718; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0094 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0082 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0088 - accuracy: 0.9961 - tp: 3166.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 21.0000 - precision: 0.9950 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.00894551444798708; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0102 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0817 - accuracy: 0.9801 - tp: 3091.0000 - fp: 94.0000 - tn: 6280.0000 - fn: 96.0000 - precision: 0.9705 - recall: 0.9699 - auc: 0.9966 - prc: 0.9934\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.3261 - accuracy: 0.9338 - tp: 2853.0000 - fp: 299.0000 - tn: 6075.0000 - fn: 334.0000 - precision: 0.9051 - recall: 0.8952 - auc: 0.9733 - prc: 0.9526\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0598 - accuracy: 0.9859 - tp: 3112.0000 - fp: 60.0000 - tn: 6314.0000 - fn: 75.0000 - precision: 0.9811 - recall: 0.9765 - auc: 0.9992 - prc: 0.9984\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0183 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0157 - accuracy: 0.9957 - tp: 3166.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0224 - accuracy: 0.9938 - tp: 3156.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 31.0000 - precision: 0.9912 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0133 - accuracy: 0.9953 - tp: 3163.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 24.0000 - precision: 0.9934 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0118 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0115 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.1620921492576599; accuracy of 95.76271176338196%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0209 - accuracy: 0.9925 - tp: 3151.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 36.0000 - precision: 0.9887 - recall: 0.9887 - auc: 0.9999 - prc: 0.9997\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0509 - accuracy: 0.9862 - tp: 3120.0000 - fp: 65.0000 - tn: 6309.0000 - fn: 67.0000 - precision: 0.9796 - recall: 0.9790 - auc: 0.9990 - prc: 0.9980\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0222 - accuracy: 0.9937 - tp: 3156.0000 - fp: 29.0000 - tn: 6345.0000 - fn: 31.0000 - precision: 0.9909 - recall: 0.9903 - auc: 0.9997 - prc: 0.9996\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0140 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0110 - accuracy: 0.9960 - tp: 3166.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 21.0000 - precision: 0.9947 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0128 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0117 - accuracy: 0.9950 - tp: 3161.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 26.0000 - precision: 0.9931 - recall: 0.9918 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0113 - accuracy: 0.9964 - tp: 3169.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 18.0000 - precision: 0.9950 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0103 - accuracy: 0.9959 - tp: 3166.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 21.0000 - precision: 0.9943 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9964 - tp: 3169.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 18.0000 - precision: 0.9950 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 9: loss of 0.015996670350432396; accuracy of 99.34086799621582%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0096 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0090 - accuracy: 0.9968 - tp: 3171.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9970 - tp: 3172.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0086 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0087 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.01581578142940998; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.26940470933914185 - Accuracy: 94.74178552627563%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.08454037457704544 - Accuracy: 98.30508232116699%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.03820366412401199 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.004984585102647543 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.005984137300401926 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.018715709447860718 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.00894551444798708 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.1620921492576599 - Accuracy: 95.76271176338196%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.015996670350432396 - Accuracy: 99.34086799621582%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.01581578142940998 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.49489331245422 (+- 1.692140354232425)\n","> Loss: 0.062468329537659885\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","78/78 [==============================] - 1s 12ms/step - loss: 0.6107 - accuracy: 0.9290 - tp: 2212.0000 - fp: 261.0000 - tn: 4697.0000 - fn: 267.0000 - precision: 0.8945 - recall: 0.8923 - auc: 0.9548 - prc: 0.9177\n","\n",">round 4 client 2 evaluation training metrics:\n","[0.008649934083223343, 0.9962345957756042, 3521.0, 20.0, 7062.0, 20.0, 0.994351863861084, 0.994351863861084, 0.9999694228172302, 0.9999390840530396]\n","\n",">round 4 client 2 evaluation metrics:\n","[0.610685408115387, 0.9290036559104919, 2212.0, 261.0, 4697.0, 267.0, 0.894460141658783, 0.8922953009605408, 0.9547765254974365, 0.9176851511001587]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 9s 29ms/step - loss: 0.3222 - accuracy: 0.9363 - tp: 5115.0000 - fp: 532.0000 - tn: 10798.0000 - fn: 550.0000 - precision: 0.9058 - recall: 0.9029 - auc: 0.9658 - prc: 0.9359\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0883 - accuracy: 0.9829 - tp: 3097.0000 - fp: 74.0000 - tn: 6298.0000 - fn: 89.0000 - precision: 0.9767 - recall: 0.9721 - auc: 0.9979 - prc: 0.9958\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0252 - accuracy: 0.9973 - tp: 3172.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9962 - recall: 0.9956 - auc: 0.9997 - prc: 0.9997\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0143 - accuracy: 0.9979 - tp: 3175.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9972 - recall: 0.9965 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9990 - tp: 3180.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 0.9997 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0069 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0051 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0051 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0037 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0041 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Score for fold 1: loss of 0.16218477487564087; accuracy of 96.24413251876831%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0292 - accuracy: 0.9947 - tp: 3161.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 26.0000 - precision: 0.9922 - recall: 0.9918 - auc: 0.9989 - prc: 0.9977\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0229 - accuracy: 0.9964 - tp: 3169.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 18.0000 - precision: 0.9950 - recall: 0.9944 - auc: 0.9995 - prc: 0.9991\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0511 - accuracy: 0.9883 - tp: 3130.0000 - fp: 55.0000 - tn: 6319.0000 - fn: 57.0000 - precision: 0.9827 - recall: 0.9821 - auc: 0.9984 - prc: 0.9968\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0185 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 0.9996 - prc: 0.9993\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9997 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0056 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0052 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.03986566513776779; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0127 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0444 - accuracy: 0.9905 - tp: 3141.0000 - fp: 45.0000 - tn: 6329.0000 - fn: 46.0000 - precision: 0.9859 - recall: 0.9856 - auc: 0.9989 - prc: 0.9980\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0202 - accuracy: 0.9953 - tp: 3164.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0084 - accuracy: 0.9982 - tp: 3178.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0056 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.00708141690120101; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.015734484419226646; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0047 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0036 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.00012996629811823368; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.2442 - accuracy: 0.9638 - tp: 3014.0000 - fp: 173.0000 - tn: 6201.0000 - fn: 173.0000 - precision: 0.9457 - recall: 0.9457 - auc: 0.9865 - prc: 0.9747\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1323 - accuracy: 0.9694 - tp: 3034.0000 - fp: 140.0000 - tn: 6234.0000 - fn: 153.0000 - precision: 0.9559 - recall: 0.9520 - auc: 0.9943 - prc: 0.9891\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0327 - accuracy: 0.9946 - tp: 3159.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 28.0000 - precision: 0.9925 - recall: 0.9912 - auc: 0.9998 - prc: 0.9996\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0117 - accuracy: 0.9978 - tp: 3176.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.23097755014896393; accuracy of 94.53860521316528%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0173 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 0.9999 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0129 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0116 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0063 - accuracy: 0.9976 - tp: 3175.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 12.0000 - precision: 0.9965 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0060 - accuracy: 0.9980 - tp: 3177.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0067 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0065 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0060 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0054 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0059 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.0034275169018656015; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0056 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0054 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0053 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0049 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9977 - tp: 3174.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 13.0000 - precision: 0.9972 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0142 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.001530034700408578; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0038 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0022 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.021938500925898552; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0042 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.0041748955845832825; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.16218477487564087 - Accuracy: 96.24413251876831%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03986566513776779 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.00708141690120101 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.015734484419226646 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.00012996629811823368 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.23097755014896393 - Accuracy: 94.53860521316528%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0034275169018656015 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.001530034700408578 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.021938500925898552 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.0041748955845832825 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.8711166381836 (+- 1.789003013823291)\n","> Loss: 0.04870448058936745\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0024 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 11ms/step - loss: 0.7711 - accuracy: 0.9131 - tp: 2156.0000 - fp: 323.0000 - tn: 4635.0000 - fn: 323.0000 - precision: 0.8697 - recall: 0.8697 - auc: 0.9408 - prc: 0.8950\n","\n",">round 4 client 3 evaluation training metrics:\n","[0.0024003256112337112, 0.9990586638450623, 3536.0, 5.0, 7077.0, 5.0, 0.998587965965271, 0.998587965965271, 0.9999977350234985, 0.9999955296516418]\n","\n",">round 4 client 3 evaluation metrics:\n","[0.7710798382759094, 0.9131370186805725, 2156.0, 323.0, 4635.0, 323.0, 0.8697054982185364, 0.8697054982185364, 0.940837025642395, 0.8950449824333191]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.3660 - accuracy: 0.9270 - tp: 5027.0000 - fp: 603.0000 - tn: 10727.0000 - fn: 638.0000 - precision: 0.8929 - recall: 0.8874 - auc: 0.9565 - prc: 0.9211\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0965 - accuracy: 0.9801 - tp: 3080.0000 - fp: 84.0000 - tn: 6288.0000 - fn: 106.0000 - precision: 0.9735 - recall: 0.9667 - auc: 0.9969 - prc: 0.9944\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0263 - accuracy: 0.9965 - tp: 3167.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 19.0000 - precision: 0.9956 - recall: 0.9940 - auc: 0.9998 - prc: 0.9996\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0072 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.17577266693115234; accuracy of 96.61017060279846%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0604 - accuracy: 0.9870 - tp: 3123.0000 - fp: 61.0000 - tn: 6311.0000 - fn: 63.0000 - precision: 0.9808 - recall: 0.9802 - auc: 0.9974 - prc: 0.9948\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0281 - accuracy: 0.9938 - tp: 3155.0000 - fp: 28.0000 - tn: 6344.0000 - fn: 31.0000 - precision: 0.9912 - recall: 0.9903 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0797 - accuracy: 0.9852 - tp: 3114.0000 - fp: 69.0000 - tn: 6303.0000 - fn: 72.0000 - precision: 0.9783 - recall: 0.9774 - auc: 0.9966 - prc: 0.9944\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0247 - accuracy: 0.9954 - tp: 3163.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9934 - recall: 0.9928 - auc: 0.9996 - prc: 0.9992\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9988 - tp: 3179.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9987 - recall: 0.9978 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.5218e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.05318966135382652; accuracy of 99.1525411605835%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0079 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0240 - accuracy: 0.9938 - tp: 3155.0000 - fp: 28.0000 - tn: 6344.0000 - fn: 31.0000 - precision: 0.9912 - recall: 0.9903 - auc: 0.9996 - prc: 0.9992\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0143 - accuracy: 0.9969 - tp: 3171.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0048 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0007017696625553071; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.6555e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.6966e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9068e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8156e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3165e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5195e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.2822e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9610e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1743e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1290e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.009062318131327629; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.9974e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8429e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3472e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1717e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8969e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.1218e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.1649e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.8949e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.01589135080575943; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.7840e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 7.887735409894958e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 3.769444811041467e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9615e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5047e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.8340e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 1.6803660400910303e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6685e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0776e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5821e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4711e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0211e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4600e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2753e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7881e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1714e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9352e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.010320479050278664; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0017 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3513e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.8666e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 1.273478483199142e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.17577266693115234 - Accuracy: 96.61017060279846%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.05318966135382652 - Accuracy: 99.1525411605835%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0007017696625553071 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.009062318131327629 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.01589135080575943 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 7.887735409894958e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 3.769444811041467e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 1.6803660400910303e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.010320479050278664 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 1.273478483199142e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.5197731256485 (+- 1.000467506179018)\n","> Loss: 0.026508435618234218\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 8.1020e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 11ms/step - loss: 0.6419 - accuracy: 0.9338 - tp: 2231.0000 - fp: 244.0000 - tn: 4714.0000 - fn: 248.0000 - precision: 0.9014 - recall: 0.9000 - auc: 0.9545 - prc: 0.9180\n","\n",">round 4 client 4 evaluation training metrics:\n","[0.000810197670944035, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999996423721313, 0.9999994039535522]\n","\n",">round 4 client 4 evaluation metrics:\n","[0.6418612599372864, 0.933844268321991, 2231.0, 244.0, 4714.0, 248.0, 0.901414155960083, 0.8999596834182739, 0.9545471668243408, 0.9179949760437012]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.3091 - accuracy: 0.9409 - tp: 5145.0000 - fp: 484.0000 - tn: 10846.0000 - fn: 520.0000 - precision: 0.9140 - recall: 0.9082 - auc: 0.9653 - prc: 0.9361\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0986 - accuracy: 0.9806 - tp: 3083.0000 - fp: 82.0000 - tn: 6290.0000 - fn: 103.0000 - precision: 0.9741 - recall: 0.9677 - auc: 0.9970 - prc: 0.9946\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0428 - accuracy: 0.9932 - tp: 3151.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 35.0000 - precision: 0.9906 - recall: 0.9890 - auc: 0.9992 - prc: 0.9985\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0148 - accuracy: 0.9978 - tp: 3175.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0126 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0070 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9997 - prc: 0.9995\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0086 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0049 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.3528096377849579; accuracy of 94.91525292396545%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1193 - accuracy: 0.9772 - tp: 3076.0000 - fp: 108.0000 - tn: 6264.0000 - fn: 110.0000 - precision: 0.9661 - recall: 0.9655 - auc: 0.9943 - prc: 0.9890\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0382 - accuracy: 0.9920 - tp: 3143.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 43.0000 - precision: 0.9896 - recall: 0.9865 - auc: 0.9992 - prc: 0.9987\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0111 - accuracy: 0.9981 - tp: 3176.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9975 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4665e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.03784946724772453; accuracy of 98.68173003196716%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0067 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.5591e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.3067e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1669e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.8847e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0001496901677455753; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.5587e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.3505e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7948e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.7143e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7214e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2558e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.1120e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5615e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8348e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 9.392997162649408e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1086e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.5532e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.3564e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.0143e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.9689e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9546e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.4892e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.4295e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9483e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8146e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 2.1836898667970672e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4978e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2855e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2499e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.5406e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0902e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.8271e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9920e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8650e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4852e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8104e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Score for fold 6: loss of 3.7801342841703445e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.9397e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6470e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3052e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.8544e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1571e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.1871e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6256e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1153e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1120e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4956e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.755521043378394e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 2.3064e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.5315e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.6242e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.8979e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.8148e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.1467e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.4066e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 3.0470e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.7661e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.6255e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.014559265226125717; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.2932e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7986e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0407 - accuracy: 0.9937 - tp: 3156.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 30.0000 - precision: 0.9906 - recall: 0.9906 - auc: 0.9976 - prc: 0.9953\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1752 - accuracy: 0.9584 - tp: 2983.0000 - fp: 195.0000 - tn: 6177.0000 - fn: 203.0000 - precision: 0.9386 - recall: 0.9363 - auc: 0.9914 - prc: 0.9852\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.2011 - accuracy: 0.9628 - tp: 3000.0000 - fp: 170.0000 - tn: 6202.0000 - fn: 186.0000 - precision: 0.9464 - recall: 0.9416 - auc: 0.9873 - prc: 0.9787\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0957 - accuracy: 0.9784 - tp: 3076.0000 - fp: 96.0000 - tn: 6276.0000 - fn: 110.0000 - precision: 0.9697 - recall: 0.9655 - auc: 0.9969 - prc: 0.9943\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0402 - accuracy: 0.9934 - tp: 3151.0000 - fp: 28.0000 - tn: 6344.0000 - fn: 35.0000 - precision: 0.9912 - recall: 0.9890 - auc: 0.9989 - prc: 0.9979\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0171 - accuracy: 0.9979 - tp: 3175.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9972 - recall: 0.9965 - auc: 0.9997 - prc: 0.9994\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0095 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9997 - prc: 0.9995\n","Score for fold 9: loss of 0.4324517250061035; accuracy of 92.65536665916443%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0380 - accuracy: 0.9947 - tp: 3159.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 27.0000 - precision: 0.9925 - recall: 0.9915 - auc: 0.9982 - prc: 0.9965\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0117 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 0.9998 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0015 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.6645e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.4977e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8183e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.2134e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.015174107626080513; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.3528096377849579 - Accuracy: 94.91525292396545%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03784946724772453 - Accuracy: 98.68173003196716%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0001496901677455753 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 9.392997162649408e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.1836898667970672e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 3.7801342841703445e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.755521043378394e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.014559265226125717 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.4324517250061035 - Accuracy: 92.65536665916443%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.015174107626080513 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.58756959438324 (+- 2.4830921234240173)\n","> Loss: 0.08531650164823076\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 12ms/step - loss: 0.0020 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 12ms/step - loss: 0.6778 - accuracy: 0.9161 - tp: 2165.0000 - fp: 310.0000 - tn: 4648.0000 - fn: 314.0000 - precision: 0.8747 - recall: 0.8733 - auc: 0.9500 - prc: 0.9126\n","\n",">round 4 client 5 evaluation training metrics:\n","[0.002036765916272998, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999963641166687, 0.9999927282333374]\n","\n",">round 4 client 5 evaluation metrics:\n","[0.6777533292770386, 0.9160951972007751, 2165.0, 310.0, 4648.0, 314.0, 0.8747474551200867, 0.8733360171318054, 0.9500236511230469, 0.9126152992248535]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 31ms/step - loss: 0.2734 - accuracy: 0.9321 - tp: 5077.0000 - fp: 566.0000 - tn: 10764.0000 - fn: 588.0000 - precision: 0.8997 - recall: 0.8962 - auc: 0.9650 - prc: 0.9365\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0804 - accuracy: 0.9822 - tp: 3092.0000 - fp: 76.0000 - tn: 6296.0000 - fn: 94.0000 - precision: 0.9760 - recall: 0.9705 - auc: 0.9982 - prc: 0.9969\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0252 - accuracy: 0.9965 - tp: 3166.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 20.0000 - precision: 0.9959 - recall: 0.9937 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 0.9997 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0084 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 0.9997 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0043 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0029 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0016 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.22442477941513062; accuracy of 96.23352289199829%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1950 - accuracy: 0.9731 - tp: 3053.0000 - fp: 124.0000 - tn: 6248.0000 - fn: 133.0000 - precision: 0.9610 - recall: 0.9583 - auc: 0.9870 - prc: 0.9777\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0703 - accuracy: 0.9864 - tp: 3111.0000 - fp: 55.0000 - tn: 6317.0000 - fn: 75.0000 - precision: 0.9826 - recall: 0.9765 - auc: 0.9980 - prc: 0.9961\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0169 - accuracy: 0.9965 - tp: 3167.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 19.0000 - precision: 0.9956 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0153 - accuracy: 0.9962 - tp: 3166.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9950 - recall: 0.9937 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0110 - accuracy: 0.9975 - tp: 3173.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9965 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.06682699173688889; accuracy of 98.68173003196716%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0080 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.8166e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.3776e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9971e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.7437e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.015069058164954185; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.8191e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.6812e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.2934e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.8166e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 2.6320e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 2.3178e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 2.1053e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.9262e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.8194e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.008631096221506596; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9420e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0814e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9355e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7301e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0457e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.8165e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.7306e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2728e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2759e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 3.2231044315267354e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 2.2509e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.4354e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.0730e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.0590e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.7104e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7645e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.0147e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.6985e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0734e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.6740e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.011197981424629688; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1094 - accuracy: 0.9794 - tp: 3083.0000 - fp: 94.0000 - tn: 6278.0000 - fn: 103.0000 - precision: 0.9704 - recall: 0.9677 - auc: 0.9949 - prc: 0.9903\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0397 - accuracy: 0.9913 - tp: 3143.0000 - fp: 40.0000 - tn: 6332.0000 - fn: 43.0000 - precision: 0.9874 - recall: 0.9865 - auc: 0.9996 - prc: 0.9992\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0306 - accuracy: 0.9935 - tp: 3155.0000 - fp: 31.0000 - tn: 6341.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9993 - prc: 0.9986\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0112 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 0.9997 - prc: 0.9995\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.5971e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.06055442988872528; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0071 - accuracy: 0.9982 - tp: 3177.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0052 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0051 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0769e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5081e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.4154e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.3263e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1980e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7560e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.0009406927274540067; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1379e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.1233e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.8173e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3380e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5700e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3061e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0487e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.9498e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4114e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5127e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.00010333344107493758; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0712e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5473e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4970e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2314e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4080e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.4995e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.0319e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.4343e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 33ms/step - loss: 6.0050e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.6038e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 3.4459735616110265e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.22442477941513062 - Accuracy: 96.23352289199829%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.06682699173688889 - Accuracy: 98.68173003196716%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.015069058164954185 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.008631096221506596 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 3.2231044315267354e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.011197981424629688 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.06055442988872528 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.0009406927274540067 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.00010333344107493758 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.4459735616110265e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.3220329284668 (+- 1.1274291324248313)\n","> Loss: 0.03878150538002956\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 4.3250e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.7463 - accuracy: 0.9230 - tp: 2191.0000 - fp: 285.0000 - tn: 4673.0000 - fn: 288.0000 - precision: 0.8849 - recall: 0.8838 - auc: 0.9474 - prc: 0.9044\n","\n",">round 4 client 6 evaluation training metrics:\n","[0.0004325011104810983, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999998807907104, 0.9999998807907104]\n","\n",">round 4 client 6 evaluation metrics:\n","[0.7462555170059204, 0.9229528307914734, 2191.0, 285.0, 4673.0, 288.0, 0.8848949670791626, 0.8838241100311279, 0.9474067091941833, 0.9043792486190796]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 30ms/step - loss: 0.3082 - accuracy: 0.9350 - tp: 5102.0000 - fp: 541.0000 - tn: 10789.0000 - fn: 563.0000 - precision: 0.9041 - recall: 0.9006 - auc: 0.9635 - prc: 0.9330\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0746 - accuracy: 0.9872 - tp: 3120.0000 - fp: 56.0000 - tn: 6316.0000 - fn: 66.0000 - precision: 0.9824 - recall: 0.9793 - auc: 0.9985 - prc: 0.9972\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0202 - accuracy: 0.9976 - tp: 3174.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 12.0000 - precision: 0.9965 - recall: 0.9962 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9983 - tp: 3177.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9978 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0069 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0049 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0056 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.22428376972675323; accuracy of 95.85687518119812%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0601 - accuracy: 0.9892 - tp: 3133.0000 - fp: 50.0000 - tn: 6322.0000 - fn: 53.0000 - precision: 0.9843 - recall: 0.9834 - auc: 0.9975 - prc: 0.9953\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0457 - accuracy: 0.9909 - tp: 3140.0000 - fp: 41.0000 - tn: 6331.0000 - fn: 46.0000 - precision: 0.9871 - recall: 0.9856 - auc: 0.9989 - prc: 0.9978\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0123 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0090 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0044 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0027 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.027336888015270233; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0156 - accuracy: 0.9962 - tp: 3168.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 0.9995 - prc: 0.9990\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0136 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.003973391372710466; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0048 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1750 - accuracy: 0.9788 - tp: 3083.0000 - fp: 100.0000 - tn: 6272.0000 - fn: 103.0000 - precision: 0.9686 - recall: 0.9677 - auc: 0.9869 - prc: 0.9749\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0292 - accuracy: 0.9940 - tp: 3155.0000 - fp: 26.0000 - tn: 6346.0000 - fn: 31.0000 - precision: 0.9918 - recall: 0.9903 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9979 - tp: 3175.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9972 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.08699905127286911; accuracy of 98.77589344978333%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0112 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0078 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0154 - accuracy: 0.9951 - tp: 3162.0000 - fp: 23.0000 - tn: 6349.0000 - fn: 24.0000 - precision: 0.9928 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0105 - accuracy: 0.9976 - tp: 3174.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 12.0000 - precision: 0.9965 - recall: 0.9962 - auc: 0.9997 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0052 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0030 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0032 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.021212752908468246; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0134 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9995 - prc: 0.9990\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0052 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.6593e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3766e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7327e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.0515e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.0299e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.7646e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.013450291007757187; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.5296e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7296e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1859e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.8191e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3319e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.5333e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9944e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2831e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0278e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.010545361787080765; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 8.547989273210987e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 3.130744516965933e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 2.9690769224544056e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.22428376972675323 - Accuracy: 95.85687518119812%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.027336888015270233 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.003973391372710466 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.08699905127286911 - Accuracy: 98.77589344978333%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.021212752908468246 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.013450291007757187 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.010545361787080765 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 8.547989273210987e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 3.130744516965933e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 2.9690769224544056e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.2937844991684 (+- 1.2097148837088165)\n","> Loss: 0.03879479841980356\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 9.5958e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 12ms/step - loss: 0.7901 - accuracy: 0.9252 - tp: 2200.0000 - fp: 277.0000 - tn: 4681.0000 - fn: 279.0000 - precision: 0.8882 - recall: 0.8875 - auc: 0.9439 - prc: 0.8967\n","\n",">round 4 client 7 evaluation training metrics:\n","[0.0009595793089829385, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999996423721313, 0.9999992251396179]\n","\n",">round 4 client 7 evaluation metrics:\n","[0.7901078462600708, 0.9252386689186096, 2200.0, 277.0, 4681.0, 279.0, 0.8881711959838867, 0.887454628944397, 0.943850040435791, 0.8966565132141113]\n","\n","=============================================================\n","\n","> round 4 average training auc= 0.24940508828826907\n","> round 4 average training loss= 0.049040253575211475\n","Epoch 1/10\n","36/36 [==============================] - 1s 34ms/step - loss: 0.0089 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0094 - accuracy: 0.9964 - tp: 3522.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 19.0000 - precision: 0.9946 - recall: 0.9946 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","36/36 [==============================] - 1s 33ms/step - loss: 0.0088 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","36/36 [==============================] - 1s 29ms/step - loss: 0.0088 - accuracy: 0.9960 - tp: 3519.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 22.0000 - precision: 0.9943 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9954 - tp: 3516.0000 - fp: 24.0000 - tn: 7058.0000 - fn: 25.0000 - precision: 0.9932 - recall: 0.9929 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0088 - accuracy: 0.9959 - tp: 3519.0000 - fp: 22.0000 - tn: 7060.0000 - fn: 22.0000 - precision: 0.9938 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0094 - accuracy: 0.9960 - tp: 3520.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 21.0000 - precision: 0.9941 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0089 - accuracy: 0.9960 - tp: 3520.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 21.0000 - precision: 0.9941 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9968 - tp: 3524.0000 - fp: 17.0000 - tn: 7065.0000 - fn: 17.0000 - precision: 0.9952 - recall: 0.9952 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0088 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","> model 2 retrained, original loss= 0.062468329537659885 , retrained loss= 0.008831595070660114 epoch count 20.0\n","Epoch 1/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0027 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","36/36 [==============================] - 1s 27ms/step - loss: 8.8851e-04 - accuracy: 0.9997 - tp: 3538.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","36/36 [==============================] - 1s 28ms/step - loss: 8.7613e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","36/36 [==============================] - 1s 29ms/step - loss: 8.9088e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","36/36 [==============================] - 1s 29ms/step - loss: 7.0683e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","36/36 [==============================] - 1s 30ms/step - loss: 8.2752e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","> model 5 retrained, original loss= 0.08531650164823076 , retrained loss= 0.0008275248692370951 epoch count 20.0\n","> round 4 average epoch count= 12.857142857142858\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["78/78 [==============================] - 1s 7ms/step\n","> round 4 test auc= 0.3322253925576376\n","111/111 [==============================] - 1s 8ms/step - loss: 4.2739 - accuracy: 0.6384 - tp: 1610.0000 - fp: 1910.0000 - tn: 5172.0000 - fn: 1931.0000 - precision: 0.4574 - recall: 0.4547 - auc: 0.6178 - prc: 0.4332\n","\n","> round 4 final model training loss_metric= [4.273864269256592]\n","> round 4 final model training TP_metric= [1610.0]\n","> round 4 final model training FP_metric= [1910.0]\n","> round 4 final model training TN_metric= [5172.0]\n","> round 4 final model training FN_metric= [1931.0]\n","> round 4 final model training accuracy_metric= [63.84260654449463]\n","> round 4 final model training precision_metric= [45.73863744735718]\n","> round 4 final model training recall_metric = [45.46738266944885]\n","> round 4 final model training auc_metric= [0.6177704930305481]\n","> round 4 final model training prc_metric= [0.4332350194454193]\n","\n","78/78 [==============================] - 1s 9ms/step - loss: 3.6039 - accuracy: 0.6746 - tp: 1261.0000 - fp: 1202.0000 - tn: 3756.0000 - fn: 1218.0000 - precision: 0.5120 - recall: 0.5087 - auc: 0.6656 - prc: 0.4853\n","> round 4 final model loss_metric= [3.60388445854187]\n","> round 4 final model TP_metric= [1261.0]\n","> round 4 final model FP_metric= [1202.0]\n","> round 4 final model TN_metric= [3756.0]\n","> round 4 final model FN_metric= [1218.0]\n","> round 4 final model accuracy_metric= [67.45999455451965]\n","> round 4 final model precision_metric= [51.19772553443909]\n","> round 4 final model recall_metric = [50.8672833442688]\n","> round 4 final model auc_metric= [0.6656484007835388]\n","> round 4 final model prc_metric= [0.48529958724975586]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 5 start, random seed= 5\n","\n","> client 1 started learning...........\n","\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 30ms/step - loss: 0.2833 - accuracy: 0.8256 - tp: 4160.0000 - fp: 1459.0000 - tn: 9871.0000 - fn: 1505.0000 - precision: 0.7403 - recall: 0.7343 - auc: 0.8383 - prc: 0.7151\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0774 - accuracy: 0.9851 - tp: 3103.0000 - fp: 59.0000 - tn: 6313.0000 - fn: 83.0000 - precision: 0.9813 - recall: 0.9739 - auc: 0.9986 - prc: 0.9973\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0223 - accuracy: 0.9968 - tp: 3165.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 21.0000 - precision: 0.9969 - recall: 0.9934 - auc: 0.9997 - prc: 0.9993\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0105 - accuracy: 0.9982 - tp: 3173.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0066 - accuracy: 0.9987 - tp: 3176.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0055 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0048 - accuracy: 0.9987 - tp: 3176.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0048 - accuracy: 0.9984 - tp: 3175.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 11.0000 - precision: 0.9987 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0049 - accuracy: 0.9982 - tp: 3173.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 0.9998 - prc: 0.9995\n","Score for fold 1: loss of 0.11671067029237747; accuracy of 96.90141081809998%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0825 - accuracy: 0.9797 - tp: 3083.0000 - fp: 90.0000 - tn: 6284.0000 - fn: 104.0000 - precision: 0.9716 - recall: 0.9674 - auc: 0.9971 - prc: 0.9944\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0768 - accuracy: 0.9796 - tp: 3078.0000 - fp: 86.0000 - tn: 6288.0000 - fn: 109.0000 - precision: 0.9728 - recall: 0.9658 - auc: 0.9980 - prc: 0.9963\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0159 - accuracy: 0.9976 - tp: 3169.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 18.0000 - precision: 0.9984 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0063 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0053 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0050 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0049 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0048 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0046 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.01935635134577751; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0104 - accuracy: 0.9973 - tp: 3170.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 17.0000 - precision: 0.9972 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0054 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0050 - accuracy: 0.9981 - tp: 3174.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 13.0000 - precision: 0.9984 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0038548363372683525; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9984 - tp: 3176.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9987 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.008592301048338413; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.01356327161192894; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0045 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9984 - tp: 3176.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9987 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.007717754226177931; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.4812399058428127e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.013286517933011055; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0051 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 2.3228974896483123e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.013867707923054695; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.11671067029237747 - Accuracy: 96.90141081809998%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.01935635134577751 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0038548363372683525 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.008592301048338413 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.01356327161192894 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.007717754226177931 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.4812399058428127e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.013286517933011055 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 2.3228974896483123e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.013867707923054695 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.48298454284668 (+- 0.8759560890034979)\n","> Loss: 0.019698745209188927\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0043 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 8ms/step - loss: 0.5325 - accuracy: 0.9476 - tp: 2282.0000 - fp: 193.0000 - tn: 4765.0000 - fn: 197.0000 - precision: 0.9220 - recall: 0.9205 - auc: 0.9620 - prc: 0.9279\n","\n",">round 5 client 1 evaluation training metrics:\n","[0.00425704987719655, 0.9987762570381165, 3530.0, 2.0, 7080.0, 11.0, 0.9994337558746338, 0.9968935251235962, 0.9999945759773254, 0.9999892711639404]\n","\n",">round 5 client 1 evaluation metrics:\n","[0.5324878096580505, 0.9475594758987427, 2282.0, 193.0, 4765.0, 197.0, 0.9220201969146729, 0.9205324649810791, 0.9619790315628052, 0.9279347658157349]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 31ms/step - loss: 0.3397 - accuracy: 0.9385 - tp: 5124.0000 - fp: 505.0000 - tn: 10825.0000 - fn: 541.0000 - precision: 0.9103 - recall: 0.9045 - auc: 0.9678 - prc: 0.9388\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0713 - accuracy: 0.9851 - tp: 3104.0000 - fp: 60.0000 - tn: 6312.0000 - fn: 82.0000 - precision: 0.9810 - recall: 0.9743 - auc: 0.9989 - prc: 0.9978\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0277 - accuracy: 0.9942 - tp: 3155.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 31.0000 - precision: 0.9925 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0173 - accuracy: 0.9949 - tp: 3158.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 28.0000 - precision: 0.9934 - recall: 0.9912 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0158 - accuracy: 0.9948 - tp: 3158.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 28.0000 - precision: 0.9931 - recall: 0.9912 - auc: 0.9999 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0227 - accuracy: 0.9938 - tp: 3147.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 39.0000 - precision: 0.9937 - recall: 0.9878 - auc: 0.9999 - prc: 0.9997\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0144 - accuracy: 0.9959 - tp: 3163.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 23.0000 - precision: 0.9950 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0113 - accuracy: 0.9962 - tp: 3165.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 21.0000 - precision: 0.9953 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0101 - accuracy: 0.9952 - tp: 3161.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 25.0000 - precision: 0.9934 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0104 - accuracy: 0.9958 - tp: 3165.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 0.287252813577652; accuracy of 93.80281567573547%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0744 - accuracy: 0.9842 - tp: 3109.0000 - fp: 73.0000 - tn: 6301.0000 - fn: 78.0000 - precision: 0.9771 - recall: 0.9755 - auc: 0.9971 - prc: 0.9941\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0312 - accuracy: 0.9925 - tp: 3150.0000 - fp: 35.0000 - tn: 6339.0000 - fn: 37.0000 - precision: 0.9890 - recall: 0.9884 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0168 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0110 - accuracy: 0.9968 - tp: 3171.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0126 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0103 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0095 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0096 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.02671469934284687; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0105 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0113 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0985 - accuracy: 0.9782 - tp: 3083.0000 - fp: 104.0000 - tn: 6270.0000 - fn: 104.0000 - precision: 0.9674 - recall: 0.9674 - auc: 0.9955 - prc: 0.9911\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0500 - accuracy: 0.9874 - tp: 3124.0000 - fp: 57.0000 - tn: 6317.0000 - fn: 63.0000 - precision: 0.9821 - recall: 0.9802 - auc: 0.9993 - prc: 0.9986\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0217 - accuracy: 0.9950 - tp: 3162.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 25.0000 - precision: 0.9928 - recall: 0.9922 - auc: 0.9996 - prc: 0.9993\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0157 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0202 - accuracy: 0.9936 - tp: 3156.0000 - fp: 30.0000 - tn: 6344.0000 - fn: 31.0000 - precision: 0.9906 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0559 - accuracy: 0.9880 - tp: 3127.0000 - fp: 55.0000 - tn: 6319.0000 - fn: 60.0000 - precision: 0.9827 - recall: 0.9812 - auc: 0.9978 - prc: 0.9958\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0352 - accuracy: 0.9916 - tp: 3147.0000 - fp: 40.0000 - tn: 6334.0000 - fn: 40.0000 - precision: 0.9874 - recall: 0.9874 - auc: 0.9994 - prc: 0.9988\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0136 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 3: loss of 0.17467738687992096; accuracy of 95.76271176338196%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0235 - accuracy: 0.9929 - tp: 3152.0000 - fp: 33.0000 - tn: 6341.0000 - fn: 35.0000 - precision: 0.9896 - recall: 0.9890 - auc: 0.9998 - prc: 0.9997\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0151 - accuracy: 0.9953 - tp: 3164.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0107 - accuracy: 0.9960 - tp: 3167.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9943 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0096 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0108 - accuracy: 0.9949 - tp: 3162.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 25.0000 - precision: 0.9925 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0096 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0091 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0094 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.010341222397983074; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0097 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0082 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Score for fold 5: loss of 0.01986902393400669; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0094 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0091 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0077 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0076 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0075 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0097 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.02543356455862522; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0103 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0092 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0084 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0083 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0083 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.008302876725792885; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9953 - tp: 3164.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0091 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9959 - tp: 3166.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 21.0000 - precision: 0.9943 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.002207114128395915; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3167.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9943 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0866 - accuracy: 0.9809 - tp: 3095.0000 - fp: 91.0000 - tn: 6283.0000 - fn: 92.0000 - precision: 0.9714 - recall: 0.9711 - auc: 0.9970 - prc: 0.9945\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0761 - accuracy: 0.9816 - tp: 3094.0000 - fp: 83.0000 - tn: 6291.0000 - fn: 93.0000 - precision: 0.9739 - recall: 0.9708 - auc: 0.9975 - prc: 0.9957\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0675 - accuracy: 0.9839 - tp: 3102.0000 - fp: 69.0000 - tn: 6305.0000 - fn: 85.0000 - precision: 0.9782 - recall: 0.9733 - auc: 0.9986 - prc: 0.9973\n","Score for fold 9: loss of 0.6346534490585327; accuracy of 87.00565099716187%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0350 - accuracy: 0.9899 - tp: 3129.0000 - fp: 39.0000 - tn: 6335.0000 - fn: 58.0000 - precision: 0.9877 - recall: 0.9818 - auc: 0.9997 - prc: 0.9994\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0194 - accuracy: 0.9935 - tp: 3152.0000 - fp: 27.0000 - tn: 6347.0000 - fn: 35.0000 - precision: 0.9915 - recall: 0.9890 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0137 - accuracy: 0.9947 - tp: 3159.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 28.0000 - precision: 0.9928 - recall: 0.9912 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0123 - accuracy: 0.9945 - tp: 3158.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 29.0000 - precision: 0.9925 - recall: 0.9909 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0106 - accuracy: 0.9955 - tp: 3162.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 25.0000 - precision: 0.9943 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0102 - accuracy: 0.9952 - tp: 3161.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 26.0000 - precision: 0.9937 - recall: 0.9918 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0106 - accuracy: 0.9949 - tp: 3162.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 25.0000 - precision: 0.9925 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0103 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0102 - accuracy: 0.9953 - tp: 3162.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 25.0000 - precision: 0.9937 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0100 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Score for fold 10: loss of 0.0024909295607358217; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.287252813577652 - Accuracy: 93.80281567573547%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.02671469934284687 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.17467738687992096 - Accuracy: 95.76271176338196%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.010341222397983074 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.01986902393400669 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.02543356455862522 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.008302876725792885 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.002207114128395915 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.6346534490585327 - Accuracy: 87.00565099716187%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.0024909295607358217 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 97.28046894073486 (+- 3.925450356450802)\n","> Loss: 0.11919430801644922\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0092 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","78/78 [==============================] - 1s 10ms/step - loss: 0.5119 - accuracy: 0.9342 - tp: 2232.0000 - fp: 242.0000 - tn: 4716.0000 - fn: 247.0000 - precision: 0.9022 - recall: 0.9004 - auc: 0.9626 - prc: 0.9332\n","\n",">round 5 client 2 evaluation training metrics:\n","[0.009205920621752739, 0.9962345957756042, 3521.0, 20.0, 7062.0, 20.0, 0.994351863861084, 0.994351863861084, 0.9999688863754272, 0.9999379515647888]\n","\n",">round 5 client 2 evaluation metrics:\n","[0.5118794441223145, 0.9342476725578308, 2232.0, 242.0, 4716.0, 247.0, 0.9021826982498169, 0.900363028049469, 0.9626278877258301, 0.9331912994384766]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 10s 29ms/step - loss: 0.2200 - accuracy: 0.9469 - tp: 5205.0000 - fp: 442.0000 - tn: 10888.0000 - fn: 460.0000 - precision: 0.9217 - recall: 0.9188 - auc: 0.9747 - prc: 0.9530\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0429 - accuracy: 0.9935 - tp: 3154.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 32.0000 - precision: 0.9906 - recall: 0.9900 - auc: 0.9993 - prc: 0.9988\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0162 - accuracy: 0.9969 - tp: 3170.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9956 - recall: 0.9950 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0114 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0122 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9995 - prc: 0.9990\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0083 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9995 - prc: 0.9990\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0055 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0084 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9997 - prc: 0.9995\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0066 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.11567384004592896; accuracy of 96.43192291259766%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0253 - accuracy: 0.9935 - tp: 3154.0000 - fp: 29.0000 - tn: 6345.0000 - fn: 33.0000 - precision: 0.9909 - recall: 0.9896 - auc: 0.9996 - prc: 0.9992\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0265 - accuracy: 0.9925 - tp: 3151.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 36.0000 - precision: 0.9887 - recall: 0.9887 - auc: 0.9998 - prc: 0.9996\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0150 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0071 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0064 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0054 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.026296868920326233; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0078 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0810 - accuracy: 0.9821 - tp: 3101.0000 - fp: 85.0000 - tn: 6289.0000 - fn: 86.0000 - precision: 0.9733 - recall: 0.9730 - auc: 0.9970 - prc: 0.9942\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0271 - accuracy: 0.9931 - tp: 3153.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 34.0000 - precision: 0.9900 - recall: 0.9893 - auc: 0.9993 - prc: 0.9987\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0113 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0153 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 0.9999 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.028967345133423805; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0055 - accuracy: 0.9982 - tp: 3178.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0066 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 0.9998 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0087 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9997 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0250 - accuracy: 0.9940 - tp: 3158.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 29.0000 - precision: 0.9912 - recall: 0.9909 - auc: 0.9996 - prc: 0.9992\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0155 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 0.9999 - prc: 0.9998\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.001435768324881792; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.012628136202692986; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0031 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.02425115369260311; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0050 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.010779820382595062; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.024908915162086487; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0051 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 4.262895890860818e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.0038047709967941046; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.11567384004592896 - Accuracy: 96.43192291259766%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.026296868920326233 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.028967345133423805 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.001435768324881792 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.012628136202692986 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.02425115369260311 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.010779820382595062 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.024908915162086487 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 4.262895890860818e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.0038047709967941046 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.41720247268677 (+- 1.0092488417902148)\n","> Loss: 0.024878924782024116\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 0.0024 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 13ms/step - loss: 0.6886 - accuracy: 0.9312 - tp: 2222.0000 - fp: 255.0000 - tn: 4703.0000 - fn: 257.0000 - precision: 0.8971 - recall: 0.8963 - auc: 0.9510 - prc: 0.9098\n","\n",">round 5 client 3 evaluation training metrics:\n","[0.0023728522937744856, 0.9988703727722168, 3535.0, 6.0, 7076.0, 6.0, 0.9983055591583252, 0.9983055591583252, 0.9999974370002747, 0.9999948143959045]\n","\n",">round 5 client 3 evaluation metrics:\n","[0.6885960102081299, 0.9311550259590149, 2222.0, 255.0, 4703.0, 257.0, 0.8970528841018677, 0.8963291645050049, 0.9509982466697693, 0.9097880125045776]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.2634 - accuracy: 0.9432 - tp: 5172.0000 - fp: 473.0000 - tn: 10857.0000 - fn: 493.0000 - precision: 0.9162 - recall: 0.9130 - auc: 0.9667 - prc: 0.9375\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0670 - accuracy: 0.9865 - tp: 3115.0000 - fp: 58.0000 - tn: 6314.0000 - fn: 71.0000 - precision: 0.9817 - recall: 0.9777 - auc: 0.9988 - prc: 0.9980\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0140 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0060 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.19862335920333862; accuracy of 96.23352289199829%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0429 - accuracy: 0.9910 - tp: 3142.0000 - fp: 42.0000 - tn: 6330.0000 - fn: 44.0000 - precision: 0.9868 - recall: 0.9862 - auc: 0.9992 - prc: 0.9986\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0162 - accuracy: 0.9972 - tp: 3172.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 14.0000 - precision: 0.9959 - recall: 0.9956 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.00737022003158927; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3181.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9991 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.8945e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4647e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9034e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0100e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.8184e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6019e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4726e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4997e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.01375674270093441; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0021 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 3.8448157283710316e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.5281e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.9715e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.3626e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.7211e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2929e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1254e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0647e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.6378e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.0164e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 3.6136e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.029059994965791702; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0031 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 9.912575478665531e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.5548e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.2112e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.9234e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.7533e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.7569e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8723e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7021e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2446e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4242e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7836e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.006567028351128101; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8284e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6434e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4737e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.5077e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.3928e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 2.9168899345677346e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.8259e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7688e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6565e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7279e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.9119e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4700e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5339e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 1.3479448170983233e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.8173e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.6758e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.2820e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 9.9679e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.5889e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 6.99267638992751e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.19862335920333862 - Accuracy: 96.23352289199829%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.00737022003158927 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.01375674270093441 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 3.8448157283710316e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.029059994965791702 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 9.912575478665531e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.006567028351128101 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 2.9168899345677346e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.3479448170983233e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 6.99267638992751e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.52918946743011 (+- 1.105350112788812)\n","> Loss: 0.025556456018875906\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 8.0466e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.4659 - accuracy: 0.9462 - tp: 2279.0000 - fp: 200.0000 - tn: 4758.0000 - fn: 200.0000 - precision: 0.9193 - recall: 0.9193 - auc: 0.9694 - prc: 0.9447\n","\n",">round 5 client 4 evaluation training metrics:\n","[0.0008046641014516354, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997019767761, 0.9999994039535522]\n","\n",">round 5 client 4 evaluation metrics:\n","[0.4658879339694977, 0.9462148547172546, 2279.0, 200.0, 4758.0, 200.0, 0.9193223118782043, 0.9193223118782043, 0.9694044589996338, 0.9447450637817383]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 30ms/step - loss: 0.2370 - accuracy: 0.9501 - tp: 5235.0000 - fp: 418.0000 - tn: 10912.0000 - fn: 430.0000 - precision: 0.9261 - recall: 0.9241 - auc: 0.9766 - prc: 0.9566\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0563 - accuracy: 0.9888 - tp: 3127.0000 - fp: 48.0000 - tn: 6324.0000 - fn: 59.0000 - precision: 0.9849 - recall: 0.9815 - auc: 0.9989 - prc: 0.9979\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0133 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0051 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0022 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0025 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.17435915768146515; accuracy of 97.0809817314148%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0657 - accuracy: 0.9884 - tp: 3129.0000 - fp: 54.0000 - tn: 6318.0000 - fn: 57.0000 - precision: 0.9830 - recall: 0.9821 - auc: 0.9982 - prc: 0.9966\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0242 - accuracy: 0.9967 - tp: 3169.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9953 - recall: 0.9947 - auc: 0.9994 - prc: 0.9988\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0070 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.1324e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8062e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.5957e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.3592e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.04062575101852417; accuracy of 99.34086799621582%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0052 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.3876e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.4057e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 8.0132e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.3615e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5123e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2810e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0001719190477160737; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.1754e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.0080e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2918e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2548e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5145e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9695e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4534e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.2778e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.7022e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8795e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.00028698932146653533; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.3118e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3448e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.9719e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3896e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0908e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0595e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1852e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8981e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5524e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1157e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 3.102883056271821e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1288e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2175e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.1903e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1384e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.8386e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.5216e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.9956e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2376e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3829e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1265e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.5254191566782538e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.8968e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.4541e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.2425e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9999e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9597e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1104e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.4921e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.7935e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.6200e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 3.0743e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.010292242281138897; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9124e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7596e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.8985e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.7932e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0307e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2660e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7924e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6750e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5743e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 1.0855027539946605e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 33ms/step - loss: 6.5342e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.5819e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.3852e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9501e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5786e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4443e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2851e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0690e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6963e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8759e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 8.136051292240154e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.9041e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.0794e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2995e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2495e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.5532e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 3.8794e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 3.1533e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 2.8209e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 2.3716e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 2.0775e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.014046426862478256; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.17435915768146515 - Accuracy: 97.0809817314148%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.04062575101852417 - Accuracy: 99.34086799621582%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0001719190477160737 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00028698932146653533 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 3.102883056271821e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.5254191566782538e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.010292242281138897 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 1.0855027539946605e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 8.136051292240154e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.014046426862478256 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.6045196056366 (+- 0.8638292204786172)\n","> Loss: 0.023984776031375075\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.5187 - accuracy: 0.9457 - tp: 2276.0000 - fp: 201.0000 - tn: 4757.0000 - fn: 203.0000 - precision: 0.9189 - recall: 0.9181 - auc: 0.9653 - prc: 0.9357\n","\n",">round 5 client 5 evaluation training metrics:\n","[0.0014228068757802248, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999998211860657, 0.9999995827674866]\n","\n",">round 5 client 5 evaluation metrics:\n","[0.5186606049537659, 0.9456770420074463, 2276.0, 201.0, 4757.0, 203.0, 0.9188534617424011, 0.9181121587753296, 0.9652628302574158, 0.935682475566864]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 9s 31ms/step - loss: 0.2244 - accuracy: 0.9521 - tp: 5250.0000 - fp: 399.0000 - tn: 10931.0000 - fn: 415.0000 - precision: 0.9294 - recall: 0.9267 - auc: 0.9751 - prc: 0.9526\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0417 - accuracy: 0.9923 - tp: 3147.0000 - fp: 35.0000 - tn: 6337.0000 - fn: 39.0000 - precision: 0.9890 - recall: 0.9878 - auc: 0.9996 - prc: 0.9993\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0084 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0031 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0258e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.8490e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 3.0830e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.17095309495925903; accuracy of 96.79849147796631%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0283 - accuracy: 0.9953 - tp: 3162.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 24.0000 - precision: 0.9934 - recall: 0.9925 - auc: 0.9987 - prc: 0.9977\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0264 - accuracy: 0.9951 - tp: 3162.0000 - fp: 23.0000 - tn: 6349.0000 - fn: 24.0000 - precision: 0.9928 - recall: 0.9925 - auc: 0.9993 - prc: 0.9986\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0094 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3925e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.2574e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1991e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.8906e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4657e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.015160111710429192; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0061 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0360 - accuracy: 0.9925 - tp: 3149.0000 - fp: 35.0000 - tn: 6337.0000 - fn: 37.0000 - precision: 0.9890 - recall: 0.9884 - auc: 0.9992 - prc: 0.9985\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0199 - accuracy: 0.9956 - tp: 3165.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 0.9997 - prc: 0.9993\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0055 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4608e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.5480e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.7493e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.0805e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.009524793364107609; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0017 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.4252e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5569e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2496e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3390e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4863e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6848e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1882e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4417e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 8.424399857176468e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6515e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2659e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4495e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6467e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.8116e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.7152e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.7762e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.0945e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.3776e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.0470e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 5.654709821101278e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7811e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.3665e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.7326e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9132e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7395e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1259e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9757e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8053e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.4181e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.7330e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.9396919014980085e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7115e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.7233e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.6543e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.6947e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.5407e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.0927e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.0223e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6934e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3561e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9340e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 2.1467039914568886e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9455e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9945e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7259e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6336e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6887e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8892e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.3966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.1616e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 1.2018887900921982e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 3.0553e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.6648e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.0666e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.8462e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4113e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4170e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8629e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.1466e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.9598e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.4331e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.008106011897325516; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.8092e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6800e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.2318e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0637 - accuracy: 0.9908 - tp: 3142.0000 - fp: 44.0000 - tn: 6328.0000 - fn: 44.0000 - precision: 0.9862 - recall: 0.9862 - auc: 0.9962 - prc: 0.9929\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.1799 - accuracy: 0.9606 - tp: 2988.0000 - fp: 179.0000 - tn: 6193.0000 - fn: 198.0000 - precision: 0.9435 - recall: 0.9379 - auc: 0.9909 - prc: 0.9841\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0488 - accuracy: 0.9879 - tp: 3126.0000 - fp: 56.0000 - tn: 6316.0000 - fn: 60.0000 - precision: 0.9824 - recall: 0.9812 - auc: 0.9991 - prc: 0.9983\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9982 - tp: 3177.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.1675458401441574; accuracy of 97.55178689956665%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.17095309495925903 - Accuracy: 96.79849147796631%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.015160111710429192 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.009524793364107609 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 8.424399857176468e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 5.654709821101278e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.9396919014980085e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 2.1467039914568886e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 1.2018887900921982e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.008106011897325516 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.1675458401441574 - Accuracy: 97.55178689956665%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.34086561203003 (+- 1.1053513821796057)\n","> Loss: 0.0371483526018892\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0221 - accuracy: 0.9964 - tp: 3521.0000 - fp: 19.0000 - tn: 7061.0000 - fn: 19.0000 - precision: 0.9946 - recall: 0.9946 - auc: 0.9990 - prc: 0.9981\n","78/78 [==============================] - 1s 10ms/step - loss: 0.7009 - accuracy: 0.9186 - tp: 2175.0000 - fp: 301.0000 - tn: 4657.0000 - fn: 304.0000 - precision: 0.8784 - recall: 0.8774 - auc: 0.9494 - prc: 0.9092\n","\n",">round 5 client 6 evaluation training metrics:\n","[0.022069571539759636, 0.9964218735694885, 3521.0, 19.0, 7061.0, 19.0, 0.9946327805519104, 0.9946327805519104, 0.99903804063797, 0.9981130361557007]\n","\n",">round 5 client 6 evaluation metrics:\n","[0.7008823752403259, 0.9186499714851379, 2175.0, 301.0, 4657.0, 304.0, 0.8784329295158386, 0.8773698806762695, 0.9493954181671143, 0.9092029929161072]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.1990 - accuracy: 0.9423 - tp: 5167.0000 - fp: 483.0000 - tn: 10847.0000 - fn: 498.0000 - precision: 0.9145 - recall: 0.9121 - auc: 0.9701 - prc: 0.9454\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0358 - accuracy: 0.9930 - tp: 3150.0000 - fp: 31.0000 - tn: 6341.0000 - fn: 36.0000 - precision: 0.9903 - recall: 0.9887 - auc: 0.9998 - prc: 0.9996\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0046 - accuracy: 0.9992 - tp: 3181.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9991 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.1103314533829689; accuracy of 98.02259802818298%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0350 - accuracy: 0.9932 - tp: 3151.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 35.0000 - precision: 0.9906 - recall: 0.9890 - auc: 0.9982 - prc: 0.9967\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0292 - accuracy: 0.9946 - tp: 3159.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 27.0000 - precision: 0.9921 - recall: 0.9915 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0177 - accuracy: 0.9953 - tp: 3163.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0222 - accuracy: 0.9954 - tp: 3164.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9994 - prc: 0.9988\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3632e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.02996889501810074; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0142 - accuracy: 0.9965 - tp: 3169.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0113 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0029 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.013730010017752647; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0059 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0144 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0116 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9995 - prc: 0.9990\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9982 - tp: 3177.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.006590709090232849; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.6904e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.8959e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.4429e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1952e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.8552e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.7528e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9985e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2592e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.3314e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.01944163627922535; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.002024353016167879; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.5988573068170808e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 1.0712013136071619e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 1.0937177648884244e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 1.2072172467014752e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.1103314533829689 - Accuracy: 98.02259802818298%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.02996889501810074 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.013730010017752647 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.006590709090232849 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.01944163627922535 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.002024353016167879 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.5988573068170808e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 1.0712013136071619e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.0937177648884244e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 1.2072172467014752e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.65159952640533 (+- 0.5712924282153072)\n","> Loss: 0.01821367667407685\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 9.5329e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.6966 - accuracy: 0.9357 - tp: 2238.0000 - fp: 237.0000 - tn: 4721.0000 - fn: 241.0000 - precision: 0.9042 - recall: 0.9028 - auc: 0.9523 - prc: 0.9107\n","\n",">round 5 client 7 evaluation training metrics:\n","[0.0009532936383038759, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997019767761, 0.9999992251396179]\n","\n",">round 5 client 7 evaluation metrics:\n","[0.696577250957489, 0.9357267618179321, 2238.0, 237.0, 4721.0, 241.0, 0.9042423963546753, 0.9027833938598633, 0.9523081183433533, 0.9106583595275879]\n","\n","=============================================================\n","\n","> round 5 average training auc= 0.2490147395978353\n","> round 5 average training loss= 0.038382177047697044\n","Epoch 1/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0094 - accuracy: 0.9960 - tp: 3520.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 21.0000 - precision: 0.9941 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9961 - tp: 3520.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 21.0000 - precision: 0.9944 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9962 - tp: 3520.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 21.0000 - precision: 0.9946 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9955 - tp: 3517.0000 - fp: 24.0000 - tn: 7058.0000 - fn: 24.0000 - precision: 0.9932 - recall: 0.9932 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","36/36 [==============================] - 1s 29ms/step - loss: 0.0089 - accuracy: 0.9964 - tp: 3522.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 19.0000 - precision: 0.9946 - recall: 0.9946 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0087 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0088 - accuracy: 0.9955 - tp: 3517.0000 - fp: 24.0000 - tn: 7058.0000 - fn: 24.0000 - precision: 0.9932 - recall: 0.9932 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9960 - tp: 3519.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 22.0000 - precision: 0.9941 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","> model 2 retrained, original loss= 0.11919430801644922 , retrained loss= 0.008965074084699154 epoch count 20.0\n","> round 5 average epoch count= 11.428571428571429\n"," 1/78 [..............................] - ETA: 2s"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["78/78 [==============================] - 0s 5ms/step\n","> round 5 test auc= 0.233145856767904\n","111/111 [==============================] - 1s 10ms/step - loss: 2.0871 - accuracy: 0.8149 - tp: 2557.0000 - fp: 982.0000 - tn: 6100.0000 - fn: 984.0000 - precision: 0.7225 - recall: 0.7221 - auc: 0.8295 - prc: 0.7046\n","\n","> round 5 final model training loss_metric= [2.087085247039795]\n","> round 5 final model training TP_metric= [2557.0]\n","> round 5 final model training FP_metric= [982.0]\n","> round 5 final model training TN_metric= [6100.0]\n","> round 5 final model training FN_metric= [984.0]\n","> round 5 final model training accuracy_metric= [81.49298429489136]\n","> round 5 final model training precision_metric= [72.25204706192017]\n","> round 5 final model training recall_metric = [72.21124172210693]\n","> round 5 final model training auc_metric= [0.8295177221298218]\n","> round 5 final model training prc_metric= [0.7046399712562561]\n","\n","78/78 [==============================] - 1s 8ms/step - loss: 1.5998 - accuracy: 0.8552 - tp: 1938.0000 - fp: 536.0000 - tn: 4422.0000 - fn: 541.0000 - precision: 0.7833 - recall: 0.7818 - auc: 0.8735 - prc: 0.7697\n","> round 5 final model loss_metric= [1.599827527999878]\n","> round 5 final model TP_metric= [1938.0]\n","> round 5 final model FP_metric= [536.0]\n","> round 5 final model TN_metric= [4422.0]\n","> round 5 final model FN_metric= [541.0]\n","> round 5 final model accuracy_metric= [85.51835417747498]\n","> round 5 final model precision_metric= [78.33468317985535]\n","> round 5 final model recall_metric = [78.17668318748474]\n","> round 5 final model auc_metric= [0.8735008239746094]\n","> round 5 final model prc_metric= [0.7697172164916992]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 6 start, random seed= 6\n","\n","> client 1 started learning...........\n","\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.2520 - accuracy: 0.9100 - tp: 4887.0000 - fp: 751.0000 - tn: 10579.0000 - fn: 778.0000 - precision: 0.8668 - recall: 0.8627 - auc: 0.9347 - prc: 0.8770\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0502 - accuracy: 0.9899 - tp: 3131.0000 - fp: 42.0000 - tn: 6330.0000 - fn: 55.0000 - precision: 0.9868 - recall: 0.9827 - auc: 0.9992 - prc: 0.9984\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0157 - accuracy: 0.9978 - tp: 3171.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 15.0000 - precision: 0.9981 - recall: 0.9953 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9985 - tp: 3174.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 0.9998 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0055 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0050 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0047 - accuracy: 0.9984 - tp: 3174.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.2732517421245575; accuracy of 95.30516266822815%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0493 - accuracy: 0.9889 - tp: 3129.0000 - fp: 48.0000 - tn: 6326.0000 - fn: 58.0000 - precision: 0.9849 - recall: 0.9818 - auc: 0.9980 - prc: 0.9963\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0284 - accuracy: 0.9931 - tp: 3149.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 38.0000 - precision: 0.9912 - recall: 0.9881 - auc: 0.9998 - prc: 0.9996\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0101 - accuracy: 0.9979 - tp: 3173.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 14.0000 - precision: 0.9981 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9982 - tp: 3175.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9984 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0164 - accuracy: 0.9964 - tp: 3166.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 21.0000 - precision: 0.9959 - recall: 0.9934 - auc: 0.9999 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0055 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.011135227046906948; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0050 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0051 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9978 - tp: 3171.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 16.0000 - precision: 0.9984 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0048 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.00936892256140709; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0038 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.02446567639708519; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0056 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.0036721620708703995; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3175.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 12.0000 - precision: 0.9997 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.8783495761454105e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0188 - accuracy: 0.9969 - tp: 3170.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 17.0000 - precision: 0.9959 - recall: 0.9947 - auc: 0.9989 - prc: 0.9980\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1236 - accuracy: 0.9700 - tp: 3038.0000 - fp: 138.0000 - tn: 6236.0000 - fn: 149.0000 - precision: 0.9565 - recall: 0.9532 - auc: 0.9945 - prc: 0.9900\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0440 - accuracy: 0.9888 - tp: 3131.0000 - fp: 51.0000 - tn: 6323.0000 - fn: 56.0000 - precision: 0.9840 - recall: 0.9824 - auc: 0.9995 - prc: 0.9990\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0198 - accuracy: 0.9946 - tp: 3161.0000 - fp: 26.0000 - tn: 6348.0000 - fn: 26.0000 - precision: 0.9918 - recall: 0.9918 - auc: 0.9997 - prc: 0.9993\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0073 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.24128839373588562; accuracy of 94.16195750236511%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0197 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9994 - prc: 0.9989\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0125 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0063 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0055 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.008041691966354847; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0030 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.015654562041163445; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0048 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 4.340985105955042e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.2732517421245575 - Accuracy: 95.30516266822815%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.011135227046906948 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.00936892256140709 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.02446567639708519 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0036721620708703995 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.8783495761454105e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.24128839373588562 - Accuracy: 94.16195750236511%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.008041691966354847 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.015654562041163445 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 4.340985105955042e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.8148844242096 (+- 2.059518805700151)\n","> Loss: 0.05869405712910521\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 4ms/step\n","111/111 [==============================] - 1s 8ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.5143 - accuracy: 0.9438 - tp: 2268.0000 - fp: 207.0000 - tn: 4751.0000 - fn: 211.0000 - precision: 0.9164 - recall: 0.9149 - auc: 0.9652 - prc: 0.9362\n","\n",">round 6 client 1 evaluation training metrics:\n","[0.003786359215155244, 0.9987762570381165, 3530.0, 2.0, 7080.0, 11.0, 0.9994337558746338, 0.9968935251235962, 0.9999945759773254, 0.9999892711639404]\n","\n",">round 6 client 1 evaluation metrics:\n","[0.5142844915390015, 0.9437945485115051, 2268.0, 207.0, 4751.0, 211.0, 0.9163636565208435, 0.9148850440979004, 0.9651898145675659, 0.9361619353294373]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.1728 - accuracy: 0.9516 - tp: 5242.0000 - fp: 399.0000 - tn: 10931.0000 - fn: 423.0000 - precision: 0.9293 - recall: 0.9253 - auc: 0.9786 - prc: 0.9600\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0560 - accuracy: 0.9863 - tp: 3114.0000 - fp: 59.0000 - tn: 6313.0000 - fn: 72.0000 - precision: 0.9814 - recall: 0.9774 - auc: 0.9990 - prc: 0.9980\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0221 - accuracy: 0.9931 - tp: 3150.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 36.0000 - precision: 0.9906 - recall: 0.9887 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0145 - accuracy: 0.9951 - tp: 3160.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 26.0000 - precision: 0.9934 - recall: 0.9918 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0130 - accuracy: 0.9958 - tp: 3163.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 23.0000 - precision: 0.9947 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0127 - accuracy: 0.9962 - tp: 3165.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 21.0000 - precision: 0.9953 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9953 - tp: 3161.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 25.0000 - precision: 0.9937 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0124 - accuracy: 0.9955 - tp: 3162.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 24.0000 - precision: 0.9940 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9954 - tp: 3161.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 25.0000 - precision: 0.9940 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0111 - accuracy: 0.9951 - tp: 3159.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 27.0000 - precision: 0.9937 - recall: 0.9915 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 0.0554419569671154; accuracy of 98.40375781059265%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0173 - accuracy: 0.9945 - tp: 3158.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 29.0000 - precision: 0.9925 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0142 - accuracy: 0.9953 - tp: 3164.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0154 - accuracy: 0.9951 - tp: 3163.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 24.0000 - precision: 0.9928 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0142 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0160 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 0.9995 - prc: 0.9990\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0120 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0504 - accuracy: 0.9873 - tp: 3126.0000 - fp: 60.0000 - tn: 6314.0000 - fn: 61.0000 - precision: 0.9812 - recall: 0.9809 - auc: 0.9985 - prc: 0.9970\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0153 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0105 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0101 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.025760993361473083; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0117 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0087 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0086 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0089 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Score for fold 3: loss of 0.014479676261544228; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0084 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0085 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.011587999761104584; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0080 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0075 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0075 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.028224298730492592; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0094 - accuracy: 0.9962 - tp: 3168.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 19.0000 - precision: 0.9947 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0085 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0087 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.008127833716571331; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0083 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9960 - tp: 3167.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9943 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0084 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0088 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.010860441252589226; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.1150 - accuracy: 0.9786 - tp: 3084.0000 - fp: 102.0000 - tn: 6272.0000 - fn: 103.0000 - precision: 0.9680 - recall: 0.9677 - auc: 0.9941 - prc: 0.9886\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1268 - accuracy: 0.9704 - tp: 3042.0000 - fp: 138.0000 - tn: 6236.0000 - fn: 145.0000 - precision: 0.9566 - recall: 0.9545 - auc: 0.9940 - prc: 0.9885\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0660 - accuracy: 0.9828 - tp: 3104.0000 - fp: 81.0000 - tn: 6293.0000 - fn: 83.0000 - precision: 0.9746 - recall: 0.9740 - auc: 0.9981 - prc: 0.9962\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0226 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9999 - prc: 0.9997\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0122 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0169 - accuracy: 0.9951 - tp: 3163.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 24.0000 - precision: 0.9928 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0132 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0102 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0093 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.08313193917274475; accuracy of 97.55178689956665%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0257 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9992 - prc: 0.9986\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0146 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0118 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0099 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0094 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0085 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Score for fold 9: loss of 0.03265518695116043; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0432 - accuracy: 0.9896 - tp: 3137.0000 - fp: 49.0000 - tn: 6325.0000 - fn: 50.0000 - precision: 0.9846 - recall: 0.9843 - auc: 0.9989 - prc: 0.9977\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0250 - accuracy: 0.9936 - tp: 3156.0000 - fp: 30.0000 - tn: 6344.0000 - fn: 31.0000 - precision: 0.9906 - recall: 0.9903 - auc: 0.9994 - prc: 0.9987\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0103 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0097 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0094 - accuracy: 0.9959 - tp: 3166.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 21.0000 - precision: 0.9943 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0090 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 10: loss of 0.007414216175675392; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.0554419569671154 - Accuracy: 98.40375781059265%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.025760993361473083 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.014479676261544228 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.011587999761104584 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.028224298730492592 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.008127833716571331 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.010860441252589226 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.08313193917274475 - Accuracy: 97.55178689956665%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.03265518695116043 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.007414216175675392 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.1247433423996 (+- 0.6573584266505823)\n","> Loss: 0.0277684542350471\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0084 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","78/78 [==============================] - 1s 9ms/step - loss: 0.4383 - accuracy: 0.9439 - tp: 2268.0000 - fp: 206.0000 - tn: 4752.0000 - fn: 211.0000 - precision: 0.9167 - recall: 0.9149 - auc: 0.9697 - prc: 0.9454\n","\n",">round 6 client 2 evaluation training metrics:\n","[0.008417606353759766, 0.9966111183166504, 3523.0, 18.0, 7064.0, 18.0, 0.9949166774749756, 0.9949166774749756, 0.9999718070030212, 0.9999439716339111]\n","\n",">round 6 client 2 evaluation metrics:\n","[0.438325971364975, 0.9439290165901184, 2268.0, 206.0, 4752.0, 211.0, 0.9167340397834778, 0.9148850440979004, 0.969741940498352, 0.945410966873169]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.1662 - accuracy: 0.9565 - tp: 5290.0000 - fp: 365.0000 - tn: 10965.0000 - fn: 375.0000 - precision: 0.9355 - recall: 0.9338 - auc: 0.9808 - prc: 0.9643\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0246 - accuracy: 0.9962 - tp: 3167.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9947 - recall: 0.9940 - auc: 0.9998 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0105 - accuracy: 0.9987 - tp: 3179.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9984 - recall: 0.9978 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0057 - accuracy: 0.9990 - tp: 3180.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0047 - accuracy: 0.9985 - tp: 3178.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9981 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0054 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9998 - prc: 0.9995\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0060 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9998 - prc: 0.9995\n","Score for fold 1: loss of 0.06423766165971756; accuracy of 98.8732397556305%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0128 - accuracy: 0.9980 - tp: 3177.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 0.9993 - prc: 0.9986\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0128 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0106 - accuracy: 0.9973 - tp: 3173.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 14.0000 - precision: 0.9962 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0047 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0147 - accuracy: 0.9964 - tp: 3169.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 18.0000 - precision: 0.9950 - recall: 0.9944 - auc: 0.9995 - prc: 0.9990\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0239 - accuracy: 0.9944 - tp: 3160.0000 - fp: 27.0000 - tn: 6347.0000 - fn: 27.0000 - precision: 0.9915 - recall: 0.9915 - auc: 0.9994 - prc: 0.9988\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0164 - accuracy: 0.9953 - tp: 3164.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9980 - tp: 3177.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.04542824253439903; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0166 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 0.9997 - prc: 0.9994\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0218 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9996 - prc: 0.9993\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0077 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0044 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0016045146621763706; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0032 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.00239075836725533; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.0001058033449226059; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3179.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 8.0000 - precision: 0.9981 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 2.7332336685503833e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0023 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.013214008882641792; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0038 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0100 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9994 - prc: 0.9992\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1094 - accuracy: 0.9812 - tp: 3097.0000 - fp: 90.0000 - tn: 6284.0000 - fn: 90.0000 - precision: 0.9718 - recall: 0.9718 - auc: 0.9939 - prc: 0.9883\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.1677 - accuracy: 0.9573 - tp: 2973.0000 - fp: 194.0000 - tn: 6180.0000 - fn: 214.0000 - precision: 0.9387 - recall: 0.9329 - auc: 0.9918 - prc: 0.9849\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0317 - accuracy: 0.9953 - tp: 3163.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 24.0000 - precision: 0.9934 - recall: 0.9925 - auc: 0.9997 - prc: 0.9994\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0068 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0046 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0066 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.12279491126537323; accuracy of 97.45762944221497%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0105 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0047 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.014823470264673233; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0021 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0018 - accuracy: 0.9993 - tp: 3183.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.014121094718575478; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.06423766165971756 - Accuracy: 98.8732397556305%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.04542824253439903 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0016045146621763706 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00239075836725533 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0001058033449226059 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 2.7332336685503833e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.013214008882641792 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.12279491126537323 - Accuracy: 97.45762944221497%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.014823470264673233 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.014121094718575478 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.4635945558548 (+- 0.7531033911496213)\n","> Loss: 0.027874779803642013\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0029 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.5764 - accuracy: 0.9290 - tp: 2214.0000 - fp: 263.0000 - tn: 4695.0000 - fn: 265.0000 - precision: 0.8938 - recall: 0.8931 - auc: 0.9587 - prc: 0.9250\n","\n",">round 6 client 3 evaluation training metrics:\n","[0.0028808030765503645, 0.9990586638450623, 3536.0, 5.0, 7077.0, 5.0, 0.998587965965271, 0.998587965965271, 0.9999977350234985, 0.9999953508377075]\n","\n",">round 6 client 3 evaluation metrics:\n","[0.5763521194458008, 0.9290036559104919, 2214.0, 263.0, 4695.0, 265.0, 0.8938231468200684, 0.8931020498275757, 0.9587389826774597, 0.924950122833252]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 10s 30ms/step - loss: 0.1870 - accuracy: 0.9486 - tp: 5226.0000 - fp: 434.0000 - tn: 10896.0000 - fn: 439.0000 - precision: 0.9233 - recall: 0.9225 - auc: 0.9748 - prc: 0.9538\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0356 - accuracy: 0.9931 - tp: 3151.0000 - fp: 31.0000 - tn: 6341.0000 - fn: 35.0000 - precision: 0.9903 - recall: 0.9890 - auc: 0.9996 - prc: 0.9993\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0063 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.17587031424045563; accuracy of 96.98681831359863%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0248 - accuracy: 0.9956 - tp: 3165.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 0.9989 - prc: 0.9979\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0179 - accuracy: 0.9962 - tp: 3167.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9947 - recall: 0.9940 - auc: 0.9997 - prc: 0.9993\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0101 - accuracy: 0.9984 - tp: 3178.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.3456e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3838e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8069e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1339e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6580e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.011028070002794266; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 8.71233714860864e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9648e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7665e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 2.2467904273071326e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.3939e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2630e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8705e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3211e-04 - accuracy: 0.9998 - tp: 3184.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 2.0000 - precision: 1.0000 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4301e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.2169e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0104e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4427e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5220e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2256e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.008592100813984871; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.9991e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.9209e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.8114e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.2049e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.2327687727520242e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.9710e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4558e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4782e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8431e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 9.0679e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.537064599688165e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6899e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.5832e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5096e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.9078e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5370e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 4.4908092604600824e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.3620e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.7050e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.2051e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5619e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1952e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0821e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7065e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.6694e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9767e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.9213e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.02320709638297558; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0031 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9722e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 9.7526e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.8129e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.6038e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 1.3779220353171695e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.17587031424045563 - Accuracy: 96.98681831359863%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.011028070002794266 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 8.71233714860864e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 2.2467904273071326e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.008592100813984871 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.2327687727520242e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.537064599688165e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 4.4908092604600824e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.02320709638297558 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 1.3779220353171695e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.64218378067017 (+- 0.889119811845821)\n","> Loss: 0.021885314107930754\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 8.0279e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.3275 - accuracy: 0.9583 - tp: 2323.0000 - fp: 154.0000 - tn: 4804.0000 - fn: 156.0000 - precision: 0.9378 - recall: 0.9371 - auc: 0.9794 - prc: 0.9612\n","\n",">round 6 client 4 evaluation training metrics:\n","[0.0008027919102460146, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999996423721313, 0.9999994039535522]\n","\n",">round 6 client 4 evaluation metrics:\n","[0.327455997467041, 0.9583165049552917, 2323.0, 154.0, 4804.0, 156.0, 0.937828004360199, 0.9370713829994202, 0.9793639183044434, 0.9611697793006897]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.2623 - accuracy: 0.9566 - tp: 5292.0000 - fp: 365.0000 - tn: 10965.0000 - fn: 373.0000 - precision: 0.9355 - recall: 0.9342 - auc: 0.9813 - prc: 0.9646\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0480 - accuracy: 0.9900 - tp: 3135.0000 - fp: 45.0000 - tn: 6327.0000 - fn: 51.0000 - precision: 0.9858 - recall: 0.9840 - auc: 0.9992 - prc: 0.9984\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0113 - accuracy: 0.9985 - tp: 3178.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9981 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.1854933202266693; accuracy of 96.89265489578247%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0304 - accuracy: 0.9941 - tp: 3157.0000 - fp: 27.0000 - tn: 6345.0000 - fn: 29.0000 - precision: 0.9915 - recall: 0.9909 - auc: 0.9991 - prc: 0.9982\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9982 - tp: 3177.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 0.9998 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2809e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.3841e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.7219e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.4295e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.2651e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.015612689778208733; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.1516e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.6226e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.0370e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 32ms/step - loss: 6.0471e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.4769e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.0506e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.3810e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0655e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2526e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0002729768166318536; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4276e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9844e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8442e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7536e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1013e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1046e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4442e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.0176e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.2127e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 2.557574953243602e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.0224e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.5991e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.2291e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0797e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9561e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.4456e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9220e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7633e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6922e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.4843e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 1.2379815416352358e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7348e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4077e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6619e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3638e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3573e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.4535e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2581e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2091e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.8636e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.9514e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.6828742445795797e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8194e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9555e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1290e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4539e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5119e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0256e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0488e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9941e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9225e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7515e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 7.83059931563912e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.4029e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3298e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1441e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1461e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3478e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3695e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2183e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.5748e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1414e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.6147e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 7.1631452556175645e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1499e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7091e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6326e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.8004e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4160e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.9675e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.9554e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.0286e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2738e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6621e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 4.646370143746026e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.8054e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1689e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1638e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.7756e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.5928e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.5522e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.9257e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 2.6929e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 2.3585e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.2316e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.011057263240218163; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.1854933202266693 - Accuracy: 96.89265489578247%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.015612689778208733 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0002729768166318536 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 2.557574953243602e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 1.2379815416352358e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.6828742445795797e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 7.83059931563912e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 7.1631452556175645e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 4.646370143746026e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.011057263240218163 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.65160012245178 (+- 0.9226430969766741)\n","> Loss: 0.021251067448383766\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 1s 6ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.4000 - accuracy: 0.9586 - tp: 2324.0000 - fp: 153.0000 - tn: 4805.0000 - fn: 155.0000 - precision: 0.9382 - recall: 0.9375 - auc: 0.9741 - prc: 0.9516\n","\n",">round 6 client 5 evaluation training metrics:\n","[0.0011250704992562532, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999998211860657, 0.9999996423721313]\n","\n",">round 6 client 5 evaluation metrics:\n","[0.40001824498176575, 0.9585854411125183, 2324.0, 153.0, 4805.0, 155.0, 0.9382317066192627, 0.93747478723526, 0.9740872979164124, 0.9516094923019409]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.1007 - accuracy: 0.9706 - tp: 5412.0000 - fp: 246.0000 - tn: 11084.0000 - fn: 253.0000 - precision: 0.9565 - recall: 0.9553 - auc: 0.9859 - prc: 0.9732\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0287 - accuracy: 0.9934 - tp: 3153.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 33.0000 - precision: 0.9906 - recall: 0.9896 - auc: 0.9998 - prc: 0.9996\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0091 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0035 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0015 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0015 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9024e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.08574047684669495; accuracy of 98.30508232116699%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0122 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0120 - accuracy: 0.9974 - tp: 3173.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0049 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 8.6363e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.6892e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.2839e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.0253312811255455; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.5613e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9617e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3616e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9872e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4668e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4438e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8083e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9185e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 7.042595825623721e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 3.1478e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 1.6831e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.2404e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.2194e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.1980e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1544e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1296e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.4588e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 3.7120e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.3085e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.011894836090505123; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.8228e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6981e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3577e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9921e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1791e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.5395e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.2061e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.1992e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.8544e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 3.1526375096291304e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 4.6396e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.3744e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.2816e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.8669e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.5518e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0409e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6779e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1266e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7513e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1616e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.5753468687762506e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8600e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6803e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0955e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7434e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.9078e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.7963e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1583e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.8009e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.3514e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2574e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.0891292731685098e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9611e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4972e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3466e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.6935e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3699e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.3594e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8027e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5544e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4963e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.5147e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 3.7620909552060766e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.9384e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.0472e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.9496e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.4898e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.9351e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 32ms/step - loss: 3.3954e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 2.7664e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 2.4616e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.1123e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.8404e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.008884016424417496; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.5255e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2980e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6973e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3853e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6532e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8562e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8214e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.8627e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 3.3369287848472595e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.08574047684669495 - Accuracy: 98.30508232116699%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0253312811255455 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 7.042595825623721e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.011894836090505123 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 3.1526375096291304e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.5753468687762506e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.0891292731685098e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.7620909552060766e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.008884016424417496 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.3369287848472595e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.75517809391022 (+- 0.49861465813751454)\n","> Loss: 0.01319863066016751\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 3.9755e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.4677 - accuracy: 0.9523 - tp: 2301.0000 - fp: 177.0000 - tn: 4781.0000 - fn: 178.0000 - precision: 0.9286 - recall: 0.9282 - auc: 0.9674 - prc: 0.9394\n","\n",">round 6 client 6 evaluation training metrics:\n","[0.0003975524159613997, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 6 client 6 evaluation metrics:\n","[0.4677168130874634, 0.9522656798362732, 2301.0, 177.0, 4781.0, 178.0, 0.9285714030265808, 0.9281968474388123, 0.9673767685890198, 0.9393534064292908]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.1572 - accuracy: 0.9616 - tp: 5333.0000 - fp: 321.0000 - tn: 11009.0000 - fn: 332.0000 - precision: 0.9432 - recall: 0.9414 - auc: 0.9800 - prc: 0.9623\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0193 - accuracy: 0.9961 - tp: 3167.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 19.0000 - precision: 0.9943 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0057 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.027129318565130234; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0045 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0052 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.0033004479482769966; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 5.744252848671749e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 8.5732e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9261e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0037e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2344e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2816e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1514e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3147e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7809e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9250e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5100e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.01626063697040081; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0017 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 2.999129719682969e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 3.2607851608190686e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.736817830533255e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 9.606344974599779e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 8.2595e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.0445e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0316e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.2567e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.5549e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8995e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6627e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2342e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.009017186239361763; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.2388 - accuracy: 0.9588 - tp: 2982.0000 - fp: 190.0000 - tn: 6182.0000 - fn: 204.0000 - precision: 0.9401 - recall: 0.9360 - auc: 0.9840 - prc: 0.9690\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0679 - accuracy: 0.9861 - tp: 3115.0000 - fp: 62.0000 - tn: 6310.0000 - fn: 71.0000 - precision: 0.9805 - recall: 0.9777 - auc: 0.9984 - prc: 0.9969\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0119 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0030 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0016 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5906e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.8532e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.5570e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.21619954705238342; accuracy of 95.38606405258179%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.027129318565130234 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0033004479482769966 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 5.744252848671749e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01626063697040081 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.999129719682969e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 3.2607851608190686e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.736817830533255e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 9.606344974599779e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.009017186239361763 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.21619954705238342 - Accuracy: 95.38606405258179%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.38794612884521 (+- 1.3614462523836999)\n","> Loss: 0.02720541529761249\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0225 - accuracy: 0.9952 - tp: 3514.0000 - fp: 25.0000 - tn: 7055.0000 - fn: 26.0000 - precision: 0.9929 - recall: 0.9927 - auc: 0.9995 - prc: 0.9990\n","78/78 [==============================] - 1s 10ms/step - loss: 0.5600 - accuracy: 0.9286 - tp: 2212.0000 - fp: 264.0000 - tn: 4694.0000 - fn: 267.0000 - precision: 0.8934 - recall: 0.8923 - auc: 0.9585 - prc: 0.9247\n","\n",">round 6 client 7 evaluation training metrics:\n","[0.022505182772874832, 0.9951977133750916, 3514.0, 25.0, 7055.0, 26.0, 0.992935836315155, 0.9926553964614868, 0.999508261680603, 0.9990414977073669]\n","\n",">round 6 client 7 evaluation metrics:\n","[0.5599969029426575, 0.9286002516746521, 2212.0, 264.0, 4694.0, 267.0, 0.8933764100074768, 0.8922953009605408, 0.9585428833961487, 0.9246687889099121]\n","\n","=============================================================\n","\n","> round 6 average training auc= 0.2476576976499047\n","> round 6 average training loss= 0.02826824552598412\n","Epoch 1/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3529.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","> model 1 retrained, original loss= 0.05869405712910521 , retrained loss= 0.003835549345239997 epoch count 20.0\n","Epoch 1/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9959 - tp: 3519.0000 - fp: 22.0000 - tn: 7060.0000 - fn: 22.0000 - precision: 0.9938 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9953 - tp: 3516.0000 - fp: 25.0000 - tn: 7057.0000 - fn: 25.0000 - precision: 0.9929 - recall: 0.9929 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9964 - tp: 3522.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 19.0000 - precision: 0.9946 - recall: 0.9946 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9959 - tp: 3519.0000 - fp: 22.0000 - tn: 7060.0000 - fn: 22.0000 - precision: 0.9938 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9949 - tp: 3514.0000 - fp: 27.0000 - tn: 7055.0000 - fn: 27.0000 - precision: 0.9924 - recall: 0.9924 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9961 - tp: 3520.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 21.0000 - precision: 0.9944 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","36/36 [==============================] - 1s 29ms/step - loss: 0.0088 - accuracy: 0.9960 - tp: 3520.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 21.0000 - precision: 0.9941 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","> model 2 retrained, original loss= 0.0277684542350471 , retrained loss= 0.008803974837064743 epoch count 20.0\n","Epoch 1/10\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","36/36 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3533.0000 - fp: 8.0000 - tn: 7074.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0038 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9984 - tp: 3532.0000 - fp: 8.0000 - tn: 7074.0000 - fn: 9.0000 - precision: 0.9977 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3535.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 6.0000 - precision: 0.9986 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","> model 3 retrained, original loss= 0.027874779803642013 , retrained loss= 0.002998737385496497 epoch count 20.0\n","Epoch 1/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0231 - accuracy: 0.9942 - tp: 3509.0000 - fp: 31.0000 - tn: 7049.0000 - fn: 31.0000 - precision: 0.9912 - recall: 0.9912 - auc: 0.9994 - prc: 0.9989\n","Epoch 2/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9991 - tp: 3535.0000 - fp: 5.0000 - tn: 7075.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0016 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9991 - tp: 3535.0000 - fp: 5.0000 - tn: 7075.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","> model 7 retrained, original loss= 0.02720541529761249 , retrained loss= 0.0012364172143861651 epoch count 20.0\n","> round 6 average epoch count= 15.714285714285714\n"," 1/78 [..............................] - ETA: 2s"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["78/78 [==============================] - 0s 5ms/step\n","> round 6 test auc= 0.24231071725790373\n","111/111 [==============================] - 1s 8ms/step - loss: 1.9647 - accuracy: 0.8057 - tp: 2507.0000 - fp: 1030.0000 - tn: 6052.0000 - fn: 1034.0000 - precision: 0.7088 - recall: 0.7080 - auc: 0.8339 - prc: 0.7069\n","\n","> round 6 final model training loss_metric= [1.9646553993225098]\n","> round 6 final model training TP_metric= [2507.0]\n","> round 6 final model training FP_metric= [1030.0]\n","> round 6 final model training TN_metric= [6052.0]\n","> round 6 final model training FN_metric= [1034.0]\n","> round 6 final model training accuracy_metric= [80.57045936584473]\n","> round 6 final model training precision_metric= [70.87927460670471]\n","> round 6 final model training recall_metric = [70.79920768737793]\n","> round 6 final model training auc_metric= [0.8338630199432373]\n","> round 6 final model training prc_metric= [0.7069113254547119]\n","\n","78/78 [==============================] - 1s 8ms/step - loss: 1.5032 - accuracy: 0.8511 - tp: 1924.0000 - fp: 552.0000 - tn: 4406.0000 - fn: 555.0000 - precision: 0.7771 - recall: 0.7761 - auc: 0.8752 - prc: 0.7720\n","> round 6 final model loss_metric= [1.5032280683517456]\n","> round 6 final model TP_metric= [1924.0]\n","> round 6 final model FP_metric= [552.0]\n","> round 6 final model TN_metric= [4406.0]\n","> round 6 final model FN_metric= [555.0]\n","> round 6 final model accuracy_metric= [85.11496782302856]\n","> round 6 final model precision_metric= [77.705979347229]\n","> round 6 final model recall_metric = [77.61194109916687]\n","> round 6 final model auc_metric= [0.8752000331878662]\n","> round 6 final model prc_metric= [0.7719994783401489]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 7 start, random seed= 7\n","\n","> client 1 started learning...........\n","\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 31ms/step - loss: 0.1496 - accuracy: 0.9170 - tp: 4951.0000 - fp: 696.0000 - tn: 10634.0000 - fn: 714.0000 - precision: 0.8767 - recall: 0.8740 - auc: 0.9416 - prc: 0.8890\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0280 - accuracy: 0.9952 - tp: 3158.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 28.0000 - precision: 0.9943 - recall: 0.9912 - auc: 0.9996 - prc: 0.9992\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0087 - accuracy: 0.9980 - tp: 3172.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 14.0000 - precision: 0.9984 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0053 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0050 - accuracy: 0.9984 - tp: 3174.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0046 - accuracy: 0.9984 - tp: 3174.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3174.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.10063761472702026; accuracy of 98.21596145629883%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0309 - accuracy: 0.9946 - tp: 3157.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 30.0000 - precision: 0.9931 - recall: 0.9906 - auc: 0.9989 - prc: 0.9980\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0369 - accuracy: 0.9913 - tp: 3142.0000 - fp: 38.0000 - tn: 6336.0000 - fn: 45.0000 - precision: 0.9881 - recall: 0.9859 - auc: 0.9996 - prc: 0.9992\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0171 - accuracy: 0.9955 - tp: 3162.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 25.0000 - precision: 0.9943 - recall: 0.9922 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0058 - accuracy: 0.9985 - tp: 3177.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 10.0000 - precision: 0.9987 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.013193408958613873; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 4.7568562877131626e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9982 - tp: 3174.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.002036821795627475; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0043 - accuracy: 0.9983 - tp: 3174.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 1.1966933016083203e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0030 - accuracy: 0.9991 - tp: 3179.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 8.0000 - precision: 0.9997 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.014249762520194054; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0068 - accuracy: 0.9980 - tp: 3173.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 14.0000 - precision: 0.9984 - recall: 0.9956 - auc: 0.9998 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0778 - accuracy: 0.9826 - tp: 3097.0000 - fp: 76.0000 - tn: 6298.0000 - fn: 90.0000 - precision: 0.9760 - recall: 0.9718 - auc: 0.9966 - prc: 0.9937\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.1203 - accuracy: 0.9736 - tp: 3046.0000 - fp: 111.0000 - tn: 6263.0000 - fn: 141.0000 - precision: 0.9648 - recall: 0.9558 - auc: 0.9951 - prc: 0.9907\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0263 - accuracy: 0.9947 - tp: 3156.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 31.0000 - precision: 0.9937 - recall: 0.9903 - auc: 0.9996 - prc: 0.9992\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0093 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0053 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0048 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0047 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.10792211443185806; accuracy of 97.17513918876648%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0248 - accuracy: 0.9946 - tp: 3157.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 30.0000 - precision: 0.9931 - recall: 0.9906 - auc: 0.9998 - prc: 0.9997\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0068 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9992 - tp: 3179.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 8.0000 - precision: 1.0000 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3179.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 8.0000 - precision: 1.0000 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9992 - tp: 3179.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 8.0000 - precision: 1.0000 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9992 - tp: 3179.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 8.0000 - precision: 1.0000 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9992 - tp: 3179.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 8.0000 - precision: 1.0000 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0030 - accuracy: 0.9992 - tp: 3179.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 8.0000 - precision: 1.0000 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3179.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 8.0000 - precision: 1.0000 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3179.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 8.0000 - precision: 1.0000 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.021410642191767693; accuracy of 99.52918887138367%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0051 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.011122273281216621; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3174.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 13.0000 - precision: 0.9994 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 4.6387489419430494e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.10063761472702026 - Accuracy: 98.21596145629883%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.013193408958613873 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 4.7568562877131626e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.002036821795627475 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 1.1966933016083203e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.014249762520194054 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.10792211443185806 - Accuracy: 97.17513918876648%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.021410642191767693 - Accuracy: 99.52918887138367%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.011122273281216621 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 4.6387489419430494e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.38845098018646 (+- 0.8918911486053375)\n","> Loss: 0.02706785608916107\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.4742 - accuracy: 0.9418 - tp: 2259.0000 - fp: 213.0000 - tn: 4745.0000 - fn: 220.0000 - precision: 0.9138 - recall: 0.9113 - auc: 0.9685 - prc: 0.9405\n","\n",">round 7 client 1 evaluation training metrics:\n","[0.0037932314444333315, 0.9987762570381165, 3530.0, 2.0, 7080.0, 11.0, 0.9994337558746338, 0.9968935251235962, 0.9999946355819702, 0.9999892711639404]\n","\n",">round 7 client 1 evaluation metrics:\n","[0.47416555881500244, 0.9417775869369507, 2259.0, 213.0, 4745.0, 220.0, 0.9138349294662476, 0.9112545251846313, 0.9685191512107849, 0.9404525756835938]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 28ms/step - loss: 0.1025 - accuracy: 0.9599 - tp: 5315.0000 - fp: 332.0000 - tn: 10998.0000 - fn: 350.0000 - precision: 0.9412 - recall: 0.9382 - auc: 0.9833 - prc: 0.9679\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0233 - accuracy: 0.9936 - tp: 3152.0000 - fp: 27.0000 - tn: 6345.0000 - fn: 34.0000 - precision: 0.9915 - recall: 0.9893 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0137 - accuracy: 0.9953 - tp: 3160.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 26.0000 - precision: 0.9940 - recall: 0.9918 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0113 - accuracy: 0.9951 - tp: 3160.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 26.0000 - precision: 0.9934 - recall: 0.9918 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0117 - accuracy: 0.9950 - tp: 3160.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 26.0000 - precision: 0.9931 - recall: 0.9918 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0101 - accuracy: 0.9959 - tp: 3166.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0100 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0103 - accuracy: 0.9954 - tp: 3164.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0097 - accuracy: 0.9952 - tp: 3162.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9931 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 0.042185377329587936; accuracy of 98.8732397556305%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0330 - accuracy: 0.9925 - tp: 3148.0000 - fp: 33.0000 - tn: 6341.0000 - fn: 39.0000 - precision: 0.9896 - recall: 0.9878 - auc: 0.9991 - prc: 0.9982\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0631 - accuracy: 0.9828 - tp: 3103.0000 - fp: 80.0000 - tn: 6294.0000 - fn: 84.0000 - precision: 0.9749 - recall: 0.9736 - auc: 0.9982 - prc: 0.9966\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0340 - accuracy: 0.9924 - tp: 3146.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 41.0000 - precision: 0.9899 - recall: 0.9871 - auc: 0.9994 - prc: 0.9988\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0152 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0113 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0103 - accuracy: 0.9956 - tp: 3165.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 22.0000 - precision: 0.9937 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0100 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0101 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0097 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0097 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.026737412437796593; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0182 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9997 - prc: 0.9994\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0239 - accuracy: 0.9905 - tp: 3141.0000 - fp: 45.0000 - tn: 6329.0000 - fn: 46.0000 - precision: 0.9859 - recall: 0.9856 - auc: 0.9998 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0154 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0131 - accuracy: 0.9952 - tp: 3163.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 24.0000 - precision: 0.9931 - recall: 0.9925 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0353 - accuracy: 0.9905 - tp: 3141.0000 - fp: 45.0000 - tn: 6329.0000 - fn: 46.0000 - precision: 0.9859 - recall: 0.9856 - auc: 0.9995 - prc: 0.9992\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0261 - accuracy: 0.9924 - tp: 3150.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 37.0000 - precision: 0.9887 - recall: 0.9884 - auc: 0.9998 - prc: 0.9996\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0140 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0091 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 3: loss of 0.03694339841604233; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0294 - accuracy: 0.9926 - tp: 3151.0000 - fp: 35.0000 - tn: 6339.0000 - fn: 36.0000 - precision: 0.9890 - recall: 0.9887 - auc: 0.9993 - prc: 0.9987\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0171 - accuracy: 0.9939 - tp: 3158.0000 - fp: 29.0000 - tn: 6345.0000 - fn: 29.0000 - precision: 0.9909 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0116 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0133 - accuracy: 0.9953 - tp: 3164.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0104 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0092 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0088 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.008808606304228306; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0072 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0094 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0069 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0072 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0076 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0070 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0066 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0068 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.03133954480290413; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0102 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0093 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0089 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0089 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0096 - accuracy: 0.9949 - tp: 3162.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 25.0000 - precision: 0.9925 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0089 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0090 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.001976007129997015; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0096 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0087 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0088 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0086 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.003811726812273264; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0075 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0075 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0073 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0075 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0076 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0075 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0074 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.018331145867705345; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0088 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Score for fold 9: loss of 0.010331072844564915; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0084 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0079 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9965 - tp: 3168.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 19.0000 - precision: 0.9956 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0080 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 10: loss of 0.010528362356126308; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.042185377329587936 - Accuracy: 98.8732397556305%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.026737412437796593 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.03694339841604233 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.008808606304228306 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.03133954480290413 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.001976007129997015 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.003811726812273264 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.018331145867705345 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.010331072844564915 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.010528362356126308 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.36001598834991 (+- 0.39643097838121577)\n","> Loss: 0.019099265430122615\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 0s 6ms/step\n","111/111 [==============================] - 1s 12ms/step - loss: 0.0079 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","78/78 [==============================] - 1s 14ms/step - loss: 0.4435 - accuracy: 0.9478 - tp: 2285.0000 - fp: 194.0000 - tn: 4764.0000 - fn: 194.0000 - precision: 0.9217 - recall: 0.9217 - auc: 0.9714 - prc: 0.9466\n","\n",">round 7 client 2 evaluation training metrics:\n","[0.007918410934507847, 0.9966111183166504, 3523.0, 18.0, 7064.0, 18.0, 0.9949166774749756, 0.9949166774749756, 0.9999727606773376, 0.9999456405639648]\n","\n",">round 7 client 2 evaluation metrics:\n","[0.44354963302612305, 0.9478284120559692, 2285.0, 194.0, 4764.0, 194.0, 0.9217426180839539, 0.9217426180839539, 0.9714401364326477, 0.9466215968132019]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.0963 - accuracy: 0.9658 - tp: 5371.0000 - fp: 288.0000 - tn: 11042.0000 - fn: 294.0000 - precision: 0.9491 - recall: 0.9481 - auc: 0.9848 - prc: 0.9710\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0208 - accuracy: 0.9949 - tp: 3161.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 25.0000 - precision: 0.9925 - recall: 0.9922 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9984 - tp: 3178.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0072 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0051 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0049 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0050 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0059 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0041 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.03164979815483093; accuracy of 99.43661689758301%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0134 - accuracy: 0.9968 - tp: 3171.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 0.9997 - prc: 0.9994\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0139 - accuracy: 0.9974 - tp: 3174.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0084 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0115 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0153 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0199 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9997 - prc: 0.9993\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0106 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9997 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0060 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.028609253466129303; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0213 - accuracy: 0.9940 - tp: 3158.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 29.0000 - precision: 0.9912 - recall: 0.9909 - auc: 0.9996 - prc: 0.9993\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0044 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0065 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9998 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9998 - prc: 0.9995\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9991 - tp: 3182.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.021882886067032814; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3180.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 7.0000 - precision: 0.9984 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.013137107715010643; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0032 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 3.351204577484168e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.018801512196660042; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.009904210455715656; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0033 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 2.14252904697787e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0031 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 1.465675450162962e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0026 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.0022200134117156267; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.03164979815483093 - Accuracy: 99.43661689758301%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.028609253466129303 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.021882886067032814 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.013137107715010643 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 3.351204577484168e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.018801512196660042 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.009904210455715656 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 2.14252904697787e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.465675450162962e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.0022200134117156267 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.69883918762207 (+- 0.2940298239140133)\n","> Loss: 0.012627437555784127\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 1s 7ms/step\n","111/111 [==============================] - 1s 12ms/step - loss: 0.0024 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 11ms/step - loss: 0.4654 - accuracy: 0.9474 - tp: 2283.0000 - fp: 195.0000 - tn: 4763.0000 - fn: 196.0000 - precision: 0.9213 - recall: 0.9209 - auc: 0.9665 - prc: 0.9403\n","\n",">round 7 client 3 evaluation training metrics:\n","[0.00240191537886858, 0.9988703727722168, 3535.0, 6.0, 7076.0, 6.0, 0.9983055591583252, 0.9983055591583252, 0.9999972581863403, 0.9999945163726807]\n","\n",">round 7 client 3 evaluation metrics:\n","[0.46538421511650085, 0.9474250078201294, 2283.0, 195.0, 4763.0, 196.0, 0.9213075041770935, 0.920935869216919, 0.9664669632911682, 0.9403257369995117]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.1648 - accuracy: 0.9575 - tp: 5298.0000 - fp: 355.0000 - tn: 10975.0000 - fn: 367.0000 - precision: 0.9372 - recall: 0.9352 - auc: 0.9800 - prc: 0.9637\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0280 - accuracy: 0.9954 - tp: 3162.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 24.0000 - precision: 0.9937 - recall: 0.9925 - auc: 0.9996 - prc: 0.9992\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0064 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0036 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.07493084669113159; accuracy of 98.30508232116699%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0253 - accuracy: 0.9935 - tp: 3154.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 32.0000 - precision: 0.9906 - recall: 0.9900 - auc: 0.9994 - prc: 0.9991\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0092 - accuracy: 0.9990 - tp: 3180.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.021946657449007034; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0135 - accuracy: 0.9974 - tp: 3172.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 14.0000 - precision: 0.9965 - recall: 0.9956 - auc: 0.9995 - prc: 0.9990\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0241 - accuracy: 0.9937 - tp: 3155.0000 - fp: 29.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9909 - recall: 0.9903 - auc: 0.9997 - prc: 0.9995\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0407 - accuracy: 0.9909 - tp: 3139.0000 - fp: 40.0000 - tn: 6332.0000 - fn: 47.0000 - precision: 0.9874 - recall: 0.9852 - auc: 0.9994 - prc: 0.9990\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0165 - accuracy: 0.9963 - tp: 3168.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.049968745559453964; accuracy of 98.49340915679932%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0097 - accuracy: 0.9977 - tp: 3174.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9969 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.4347e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1717e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7820e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5126e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6625e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6853e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1555e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.009144450537860394; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1849e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.1604e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1390e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2144e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6124e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3293e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9273e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.1392e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.9469e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.021614424884319305; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9902e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9490e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9557e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3220e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.0227e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.8218517652712762e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.7132e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.3900e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.4022e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.6926e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0361e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9268e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5119e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6976e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5954e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1080e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.009215951897203922; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.4331e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.4488e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 32ms/step - loss: 9.0360e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9422e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 1.3078557458356954e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.3462e-04 - accuracy: 0.9995 - tp: 3182.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 4.0000 - precision: 0.9997 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7702e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3954e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7067e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.3198e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.9470e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.9851e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8834e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.5384e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 1.2307778888498433e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.6425e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.8093e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.8718e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.5402e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5429e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1936e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8390e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9065e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9635e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.3299e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.015726150944828987; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.07493084669113159 - Accuracy: 98.30508232116699%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.021946657449007034 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.049968745559453964 - Accuracy: 98.49340915679932%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.009144450537860394 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.021614424884319305 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.8218517652712762e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.009215951897203922 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 1.3078557458356954e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.2307778888498433e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.015726150944828987 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.56685364246368 (+- 0.5958301538605767)\n","> Loss: 0.020259083281780478\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 0.0020 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9999 - prc: 0.9999\n","78/78 [==============================] - 1s 13ms/step - loss: 0.4615 - accuracy: 0.9496 - tp: 2290.0000 - fp: 186.0000 - tn: 4772.0000 - fn: 189.0000 - precision: 0.9249 - recall: 0.9238 - auc: 0.9717 - prc: 0.9479\n","\n",">round 7 client 4 evaluation training metrics:\n","[0.001975616440176964, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9998584985733032, 0.9998722672462463]\n","\n",">round 7 client 4 evaluation metrics:\n","[0.46152088046073914, 0.9495764374732971, 2290.0, 186.0, 4772.0, 189.0, 0.9248788356781006, 0.9237595796585083, 0.9717419147491455, 0.9478908777236938]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 31ms/step - loss: 0.1762 - accuracy: 0.9596 - tp: 5315.0000 - fp: 336.0000 - tn: 10994.0000 - fn: 350.0000 - precision: 0.9405 - recall: 0.9382 - auc: 0.9812 - prc: 0.9651\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0339 - accuracy: 0.9940 - tp: 3155.0000 - fp: 26.0000 - tn: 6346.0000 - fn: 31.0000 - precision: 0.9918 - recall: 0.9903 - auc: 0.9996 - prc: 0.9994\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 0.9998 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0023 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0020 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0017 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0015 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.14200636744499207; accuracy of 97.26930260658264%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0287 - accuracy: 0.9957 - tp: 3165.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 0.9984 - prc: 0.9969\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0219 - accuracy: 0.9953 - tp: 3163.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 0.9997 - prc: 0.9993\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0058 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0168 - accuracy: 0.9969 - tp: 3171.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 0.9995 - prc: 0.9990\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0422e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.3459e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2372e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7084e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.014356797561049461; accuracy of 99.52918887138367%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0026 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0955e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.2908e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1047e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7717e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5871e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 9.937319555319846e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.2412e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 32ms/step - loss: 6.5896e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.5303e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.4812e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.9809e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6533e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8190e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5096e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3144e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5974e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 1.6650898032821715e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3409e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7276e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6069e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.7055e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3372e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8931e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8127e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.9822e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.7113e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.0535e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 2.661840699147433e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.0792e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.2686e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.5079e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.1679e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9417e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.4965e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.3015e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.9190e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.4047e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.2365e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.012014742940664291; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.6156e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.0525e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.3101e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 32ms/step - loss: 5.0217e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.2397e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7138e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2763e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6601e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.6489e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.0635808393999469e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.4577e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.1012e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.1860e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6013e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7357e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.7662e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.3150e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 2.9205e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 2.5662e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 2.5030e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.010094333440065384; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4860e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5191e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4659e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6910e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1104e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6305e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2916e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2040e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5895e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 5.9898716244788375e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.5910e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0850e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8869e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6889e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8785e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9018e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.3474e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.9959e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7661e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8279e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 6.951119303266751e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.14200636744499207 - Accuracy: 97.26930260658264%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.014356797561049461 - Accuracy: 99.52918887138367%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 9.937319555319846e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 1.6650898032821715e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.661840699147433e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.012014742940664291 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.0635808393999469e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.010094333440065384 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 5.9898716244788375e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 6.951119303266751e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.64218378067017 (+- 0.804299751282378)\n","> Loss: 0.017863846068667043\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 4.1023e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 13ms/step - loss: 0.3090 - accuracy: 0.9613 - tp: 2335.0000 - fp: 144.0000 - tn: 4814.0000 - fn: 144.0000 - precision: 0.9419 - recall: 0.9419 - auc: 0.9798 - prc: 0.9626\n","\n",">round 7 client 5 evaluation training metrics:\n","[0.0004102328384760767, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 7 client 5 evaluation metrics:\n","[0.3090282380580902, 0.9612746834754944, 2335.0, 144.0, 4814.0, 144.0, 0.941912055015564, 0.941912055015564, 0.9797735810279846, 0.962603747844696]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.1041 - accuracy: 0.9711 - tp: 5417.0000 - fp: 243.0000 - tn: 11087.0000 - fn: 248.0000 - precision: 0.9571 - recall: 0.9562 - auc: 0.9883 - prc: 0.9778\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0187 - accuracy: 0.9975 - tp: 3173.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9965 - recall: 0.9959 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3650e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.1520e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.8581e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.04835665598511696; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0078 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0156 - accuracy: 0.9967 - tp: 3170.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0131 - accuracy: 0.9971 - tp: 3172.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 0.9997 - prc: 0.9994\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0069 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0045 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.2293e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.4627e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.9281e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.5096e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.017504923045635223; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0037 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0111 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0060 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.3892e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6466e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7071e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6297e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0031e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6398e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0004149604355916381; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.2469e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.4079e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.1829e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.8587e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2098e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.4161e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 33ms/step - loss: 5.9400e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.9899e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 7.1670e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.6668e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 4.0681541577214375e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0835e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3987e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5268e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7747e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8959e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0584e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7279e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6026e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8128e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2780e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 2.5842260583885945e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 5.6213e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.0841e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0646e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6736e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3615e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2749e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5604e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4844e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7635e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9688e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.1490020369819831e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.5064e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.5659e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.4683e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.3014e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.7619e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 3.7961e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.8844e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.3901e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 2.0592e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.9531e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.010978312231600285; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9591e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1158e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5508e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.2745e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2407e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.5555e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 32ms/step - loss: 6.0312e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 32ms/step - loss: 5.3381e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.7755e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 4.86519866171875e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6510e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2628e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3160e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2571e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7931e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8595e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8113e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3827e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2133e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7509e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 4.990145043848315e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.7440e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.5578e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 32ms/step - loss: 6.8486e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.4063e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.4649e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 3.8700e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.3428e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 3.1715e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.6962e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.4372e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.008564521558582783; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.04835665598511696 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.017504923045635223 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0004149604355916381 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 4.0681541577214375e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.5842260583885945e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.1490020369819831e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.010978312231600285 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 4.86519866171875e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 4.990145043848315e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.008564521558582783 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.83050763607025 (+- 0.2849865528583017)\n","> Loss: 0.008590724242276337\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 8.7708e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.3845 - accuracy: 0.9587 - tp: 2325.0000 - fp: 153.0000 - tn: 4805.0000 - fn: 154.0000 - precision: 0.9383 - recall: 0.9379 - auc: 0.9741 - prc: 0.9524\n","\n",">round 7 client 6 evaluation training metrics:\n","[0.0008770828135311604, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 7 client 6 evaluation metrics:\n","[0.3845359683036804, 0.9587199091911316, 2325.0, 153.0, 4805.0, 154.0, 0.9382566809654236, 0.9378781914710999, 0.9740614295005798, 0.9523507356643677]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.1061 - accuracy: 0.9696 - tp: 5406.0000 - fp: 257.0000 - tn: 11073.0000 - fn: 259.0000 - precision: 0.9546 - recall: 0.9543 - auc: 0.9858 - prc: 0.9736\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0190 - accuracy: 0.9958 - tp: 3165.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.04662416875362396; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 35ms/step - loss: 0.0294 - accuracy: 0.9934 - tp: 3154.0000 - fp: 31.0000 - tn: 6341.0000 - fn: 32.0000 - precision: 0.9903 - recall: 0.9900 - auc: 0.9996 - prc: 0.9991\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0209 - accuracy: 0.9954 - tp: 3164.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9997 - prc: 0.9993\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0146 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0124 - accuracy: 0.9971 - tp: 3172.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0064 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.048057835549116135; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0052 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0051 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0021808508317917585; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0816e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7677e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2972e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.4074e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1101e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1687e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0164e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.7352e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.0455e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.012119419872760773; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.5446e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3480e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2021e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.1796e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.8201e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2938e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0825e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.9071e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.8849e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.008914057165384293; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.6792209862614982e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2525e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.4454e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9819e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8136e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9506e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2948e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.5428e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.1299e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.8946e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.010132490657269955; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.1172e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.0017203378956764936; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 9.047866114997305e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 8.000693014764693e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.04662416875362396 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.048057835549116135 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0021808508317917585 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.012119419872760773 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.008914057165384293 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.6792209862614982e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.010132490657269955 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.0017203378956764936 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 9.047866114997305e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 8.000693014764693e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.774010181427 (+- 0.3240051662537598)\n","> Loss: 0.012978300149461575\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 9.6132e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.4261 - accuracy: 0.9540 - tp: 2308.0000 - fp: 171.0000 - tn: 4787.0000 - fn: 171.0000 - precision: 0.9310 - recall: 0.9310 - auc: 0.9704 - prc: 0.9452\n","\n",">round 7 client 7 evaluation training metrics:\n","[0.0009613201837055385, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997019767761, 0.9999992251396179]\n","\n",">round 7 client 7 evaluation metrics:\n","[0.42606621980667114, 0.9540137052536011, 2308.0, 171.0, 4787.0, 171.0, 0.9310205578804016, 0.9310205578804016, 0.9704372882843018, 0.9452207088470459]\n","\n","=============================================================\n","\n","> round 7 average training auc= 0.24949388698483574\n","> round 7 average training loss= 0.016926644688179036\n","> round 7 average epoch count= 10.0\n","10/78 [==>...........................] - ETA: 0s"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["78/78 [==============================] - 0s 5ms/step\n","> round 7 test auc= 0.2370545145271475\n","111/111 [==============================] - 1s 9ms/step - loss: 1.5095 - accuracy: 0.8603 - tp: 2798.0000 - fp: 741.0000 - tn: 6341.0000 - fn: 743.0000 - precision: 0.7906 - recall: 0.7902 - auc: 0.8814 - prc: 0.7834\n","\n","> round 7 final model training loss_metric= [1.5094525814056396]\n","> round 7 final model training TP_metric= [2798.0]\n","> round 7 final model training FP_metric= [741.0]\n","> round 7 final model training TN_metric= [6341.0]\n","> round 7 final model training FN_metric= [743.0]\n","> round 7 final model training accuracy_metric= [86.03031039237976]\n","> round 7 final model training precision_metric= [79.06188368797302]\n","> round 7 final model training recall_metric = [79.0172278881073]\n","> round 7 final model training auc_metric= [0.8814428448677063]\n","> round 7 final model training prc_metric= [0.7833713293075562]\n","\n","78/78 [==============================] - 1s 9ms/step - loss: 1.1129 - accuracy: 0.8942 - tp: 2084.0000 - fp: 392.0000 - tn: 4566.0000 - fn: 395.0000 - precision: 0.8417 - recall: 0.8407 - auc: 0.9142 - prc: 0.8396\n","> round 7 final model loss_metric= [1.1129233837127686]\n","> round 7 final model TP_metric= [2084.0]\n","> round 7 final model FP_metric= [392.0]\n","> round 7 final model TN_metric= [4566.0]\n","> round 7 final model FN_metric= [395.0]\n","> round 7 final model accuracy_metric= [89.41777348518372]\n","> round 7 final model precision_metric= [84.1680109500885]\n","> round 7 final model recall_metric = [84.06615853309631]\n","> round 7 final model auc_metric= [0.9141608476638794]\n","> round 7 final model prc_metric= [0.8395564556121826]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 8 start, random seed= 8\n","\n","> client 1 started learning...........\n","\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 10s 31ms/step - loss: 0.0720 - accuracy: 0.9456 - tp: 5196.0000 - fp: 456.0000 - tn: 10874.0000 - fn: 469.0000 - precision: 0.9193 - recall: 0.9172 - auc: 0.9619 - prc: 0.9269\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0157 - accuracy: 0.9970 - tp: 3167.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 19.0000 - precision: 0.9969 - recall: 0.9940 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0060 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0050 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0042 - accuracy: 0.9988 - tp: 3176.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9984 - tp: 3174.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.04329731687903404; accuracy of 99.06103014945984%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0540 - accuracy: 0.9878 - tp: 3122.0000 - fp: 52.0000 - tn: 6322.0000 - fn: 65.0000 - precision: 0.9836 - recall: 0.9796 - auc: 0.9980 - prc: 0.9967\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0474 - accuracy: 0.9876 - tp: 3121.0000 - fp: 53.0000 - tn: 6321.0000 - fn: 66.0000 - precision: 0.9833 - recall: 0.9793 - auc: 0.9994 - prc: 0.9988\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0162 - accuracy: 0.9961 - tp: 3164.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 23.0000 - precision: 0.9956 - recall: 0.9928 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0072 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0049 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.008867166936397552; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0048 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0037 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9991 - tp: 3178.0000 - fp: 0.0000e+00 - tn: 6374.0000 - fn: 9.0000 - precision: 1.0000 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.030104082077741623; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0053 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.003628486068919301; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0036 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.006635789759457111; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.0034139365889132023; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.3177578694012482e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.009321731515228748; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.0051393997855484486; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.00379921798594296; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.04329731687903404 - Accuracy: 99.06103014945984%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.008867166936397552 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.030104082077741623 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.003628486068919301 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.006635789759457111 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.0034139365889132023 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.3177578694012482e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.009321731515228748 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.0051393997855484486 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.00379921798594296 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.76485908031464 (+- 0.2562837731910008)\n","> Loss: 0.0114220305175877\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.2604 - accuracy: 0.9677 - tp: 2357.0000 - fp: 118.0000 - tn: 4840.0000 - fn: 122.0000 - precision: 0.9523 - recall: 0.9508 - auc: 0.9836 - prc: 0.9692\n","\n",">round 8 client 1 evaluation training metrics:\n","[0.003768532071262598, 0.9987762570381165, 3530.0, 2.0, 7080.0, 11.0, 0.9994337558746338, 0.9968935251235962, 0.9999945759773254, 0.9999892711639404]\n","\n",">round 8 client 1 evaluation metrics:\n","[0.260385662317276, 0.9677289128303528, 2357.0, 118.0, 4840.0, 122.0, 0.9523232579231262, 0.9507865905761719, 0.9835714101791382, 0.9692056775093079]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 30ms/step - loss: 0.0632 - accuracy: 0.9761 - tp: 5455.0000 - fp: 197.0000 - tn: 11133.0000 - fn: 210.0000 - precision: 0.9651 - recall: 0.9629 - auc: 0.9915 - prc: 0.9838\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0187 - accuracy: 0.9945 - tp: 3158.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 28.0000 - precision: 0.9921 - recall: 0.9912 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9958 - tp: 3166.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0098 - accuracy: 0.9959 - tp: 3166.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0126 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0098 - accuracy: 0.9967 - tp: 3170.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0089 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0094 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0087 - accuracy: 0.9969 - tp: 3171.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 0.021564055234193802; accuracy of 99.24882650375366%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0190 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0378 - accuracy: 0.9898 - tp: 3137.0000 - fp: 48.0000 - tn: 6326.0000 - fn: 50.0000 - precision: 0.9849 - recall: 0.9843 - auc: 0.9994 - prc: 0.9988\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0414 - accuracy: 0.9893 - tp: 3135.0000 - fp: 50.0000 - tn: 6324.0000 - fn: 52.0000 - precision: 0.9843 - recall: 0.9837 - auc: 0.9993 - prc: 0.9989\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0189 - accuracy: 0.9951 - tp: 3163.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 24.0000 - precision: 0.9928 - recall: 0.9925 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0141 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0144 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 0.9997 - prc: 0.9994\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0151 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0105 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.024390606209635735; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0141 - accuracy: 0.9941 - tp: 3159.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 28.0000 - precision: 0.9912 - recall: 0.9912 - auc: 0.9999 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0111 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0091 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0089 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0106 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 0.9998 - prc: 0.9998\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0085 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0086 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 3: loss of 0.01600806973874569; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0093 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0077 - accuracy: 0.9972 - tp: 3173.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 14.0000 - precision: 0.9959 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0076 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0075 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0075 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0075 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.028845487162470818; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0118 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0095 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9951 - tp: 3162.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 25.0000 - precision: 0.9931 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0087 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0089 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 5: loss of 0.0022071285638958216; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0087 - accuracy: 0.9956 - tp: 3165.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 22.0000 - precision: 0.9937 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0086 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0085 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9957 - tp: 3166.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0084 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.0037099644541740417; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9950 - tp: 3163.0000 - fp: 24.0000 - tn: 6350.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0080 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0080 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0078 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.009775076061487198; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0082 - accuracy: 0.9969 - tp: 3171.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 16.0000 - precision: 0.9956 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0086 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0084 - accuracy: 0.9956 - tp: 3165.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 22.0000 - precision: 0.9937 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.0052962834015488625; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0082 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9956 - tp: 3165.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 22.0000 - precision: 0.9937 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9961 - tp: 3167.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 20.0000 - precision: 0.9947 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Score for fold 9: loss of 0.009873123839497566; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0069 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0068 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0066 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0067 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0100 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.1064 - accuracy: 0.9794 - tp: 3085.0000 - fp: 95.0000 - tn: 6279.0000 - fn: 102.0000 - precision: 0.9701 - recall: 0.9680 - auc: 0.9949 - prc: 0.9902\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.1243 - accuracy: 0.9683 - tp: 3028.0000 - fp: 144.0000 - tn: 6230.0000 - fn: 159.0000 - precision: 0.9546 - recall: 0.9501 - auc: 0.9942 - prc: 0.9894\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0379 - accuracy: 0.9889 - tp: 3132.0000 - fp: 51.0000 - tn: 6323.0000 - fn: 55.0000 - precision: 0.9840 - recall: 0.9827 - auc: 0.9996 - prc: 0.9992\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0144 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 0.9999 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0107 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Score for fold 10: loss of 0.4311602711677551; accuracy of 93.5969889163971%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.021564055234193802 - Accuracy: 99.24882650375366%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.024390606209635735 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.01600806973874569 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.028845487162470818 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0022071285638958216 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.0037099644541740417 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.009775076061487198 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.0052962834015488625 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.009873123839497566 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.4311602711677551 - Accuracy: 93.5969889163971%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 98.86085212230682 (+- 1.778908939013906)\n","> Loss: 0.05528300658334047\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.1145 - accuracy: 0.9797 - tp: 3433.0000 - fp: 108.0000 - tn: 6974.0000 - fn: 108.0000 - precision: 0.9695 - recall: 0.9695 - auc: 0.9921 - prc: 0.9850\n","78/78 [==============================] - 1s 9ms/step - loss: 0.5747 - accuracy: 0.9330 - tp: 2230.0000 - fp: 249.0000 - tn: 4709.0000 - fn: 249.0000 - precision: 0.8996 - recall: 0.8996 - auc: 0.9586 - prc: 0.9226\n","\n",">round 8 client 2 evaluation training metrics:\n","[0.11446236073970795, 0.9796667695045471, 3433.0, 108.0, 6974.0, 108.0, 0.9695001244544983, 0.9695001244544983, 0.9921293258666992, 0.9849836230278015]\n","\n",">round 8 client 2 evaluation metrics:\n","[0.5747363567352295, 0.933037519454956, 2230.0, 249.0, 4709.0, 249.0, 0.8995562791824341, 0.8995562791824341, 0.9585551023483276, 0.9225916862487793]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 30ms/step - loss: 0.0655 - accuracy: 0.9636 - tp: 5354.0000 - fp: 308.0000 - tn: 11022.0000 - fn: 311.0000 - precision: 0.9456 - recall: 0.9451 - auc: 0.9807 - prc: 0.9635\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0143 - accuracy: 0.9969 - tp: 3170.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9956 - recall: 0.9950 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0068 - accuracy: 0.9981 - tp: 3176.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9975 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0051 - accuracy: 0.9983 - tp: 3177.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9978 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3178.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0046 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.01979568414390087; accuracy of 99.24882650375366%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0082 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0178 - accuracy: 0.9952 - tp: 3163.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 24.0000 - precision: 0.9931 - recall: 0.9925 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0148 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0222 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 0.9997 - prc: 0.9993\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0123 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 0.9996 - prc: 0.9993\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0065 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0041 - accuracy: 0.9984 - tp: 3179.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.0049212113954126835; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.039868198335170746; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0071 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9995 - prc: 0.9991\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0053 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0470 - accuracy: 0.9891 - tp: 3135.0000 - fp: 52.0000 - tn: 6322.0000 - fn: 52.0000 - precision: 0.9837 - recall: 0.9837 - auc: 0.9989 - prc: 0.9979\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0355 - accuracy: 0.9923 - tp: 3149.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 38.0000 - precision: 0.9887 - recall: 0.9881 - auc: 0.9995 - prc: 0.9989\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0100 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0062 - accuracy: 0.9980 - tp: 3177.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0061 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0031 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0433100201189518; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0070 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0074 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0125 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9995 - prc: 0.9990\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.015595515258610249; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0040 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0090 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0061 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9984 - tp: 3179.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.017296504229307175; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0110 - accuracy: 0.9972 - tp: 3173.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 14.0000 - precision: 0.9959 - recall: 0.9956 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0114 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0089 - accuracy: 0.9978 - tp: 3176.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 11.0000 - precision: 0.9969 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0033 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.0012014094972983003; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0018 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0018 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.01879321038722992; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0020 - accuracy: 0.9993 - tp: 3183.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.013295025564730167; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0031 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 4.9775415391195565e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.01979568414390087 - Accuracy: 99.24882650375366%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0049212113954126835 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.039868198335170746 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0433100201189518 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.015595515258610249 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.017296504229307175 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0012014094972983003 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.01879321038722992 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.013295025564730167 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 4.9775415391195565e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.67064499855042 (+- 0.24965872663163527)\n","> Loss: 0.01741265543460031\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0023 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 11ms/step - loss: 0.5136 - accuracy: 0.9447 - tp: 2273.0000 - fp: 205.0000 - tn: 4753.0000 - fn: 206.0000 - precision: 0.9173 - recall: 0.9169 - auc: 0.9641 - prc: 0.9339\n","\n",">round 8 client 3 evaluation training metrics:\n","[0.0023030999582260847, 0.9990586638450623, 3536.0, 5.0, 7077.0, 5.0, 0.998587965965271, 0.998587965965271, 0.9999978542327881, 0.9999957084655762]\n","\n",">round 8 client 3 evaluation metrics:\n","[0.5135512351989746, 0.9447357654571533, 2273.0, 205.0, 4753.0, 206.0, 0.9172719717025757, 0.9169020056724548, 0.964063286781311, 0.9338584542274475]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 9s 31ms/step - loss: 0.1020 - accuracy: 0.9638 - tp: 5355.0000 - fp: 306.0000 - tn: 11024.0000 - fn: 310.0000 - precision: 0.9459 - recall: 0.9453 - auc: 0.9814 - prc: 0.9656\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0160 - accuracy: 0.9973 - tp: 3172.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9962 - recall: 0.9956 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0015 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000 \n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.11610285192728043; accuracy of 97.92843461036682%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0292 - accuracy: 0.9957 - tp: 3165.0000 - fp: 20.0000 - tn: 6352.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 0.9983 - prc: 0.9968\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0100 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0065 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.5033e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.01044128742069006; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0034 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5292e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 8.136614633258432e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.4935e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.2076e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.7290e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 32ms/step - loss: 5.3178e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.0052e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.8891e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9870e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1610e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1657e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9885e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.011344742961227894; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.4673e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.8245e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5684e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2535e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8346e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.8902e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.4726e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9119e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.9593e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.015723897144198418; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5415e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8855e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.3738e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.2621e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4401e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.8483e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.3041798410995398e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.1967e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9649e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4211e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8245e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0853e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5724e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7996e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7008e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.5950e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.4528e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.02078777179121971; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4417e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.2758e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.9696e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.6535e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.5609e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.1014e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1279e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.8600e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1210e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.007977516390383244; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4519e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4859e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.3929e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 32ms/step - loss: 8.9803e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.5200e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 4.547300704871304e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.5381e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.6174e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9038e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.1094e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7230e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7142e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3129e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4766e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6933e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.4520e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 3.510863052724744e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.11610285192728043 - Accuracy: 97.92843461036682%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.01044128742069006 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 8.136614633258432e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.011344742961227894 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.015723897144198418 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.3041798410995398e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.02078777179121971 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.007977516390383244 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 4.547300704871304e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.510863052724744e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.69868004322052 (+- 0.5967227987170097)\n","> Loss: 0.018248053374350093\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 7.9263e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2266 - accuracy: 0.9711 - tp: 2370.0000 - fp: 106.0000 - tn: 4852.0000 - fn: 109.0000 - precision: 0.9572 - recall: 0.9560 - auc: 0.9864 - prc: 0.9742\n","\n",">round 8 client 4 evaluation training metrics:\n","[0.0007926341495476663, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999996423721313, 0.9999994039535522]\n","\n",">round 8 client 4 evaluation metrics:\n","[0.22659356892108917, 0.9710904955863953, 2370.0, 106.0, 4852.0, 109.0, 0.9571890234947205, 0.9560306668281555, 0.9863758087158203, 0.9742456674575806]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 34ms/step - loss: 0.1322 - accuracy: 0.9731 - tp: 5433.0000 - fp: 225.0000 - tn: 11105.0000 - fn: 232.0000 - precision: 0.9602 - recall: 0.9590 - auc: 0.9900 - prc: 0.9811\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0227 - accuracy: 0.9955 - tp: 3162.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 24.0000 - precision: 0.9940 - recall: 0.9925 - auc: 0.9999 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0049 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0022 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0916e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.9357e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.4496e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7314e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.06755366921424866; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0101 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0264 - accuracy: 0.9935 - tp: 3154.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 32.0000 - precision: 0.9906 - recall: 0.9900 - auc: 0.9996 - prc: 0.9991\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0232 - accuracy: 0.9953 - tp: 3163.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 0.9996 - prc: 0.9992\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0050 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.5495e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.5281e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.4980e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.0515e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.9714e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.014773941598832607; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0051 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0151 - accuracy: 0.9962 - tp: 3168.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0070 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9998 - prc: 0.9995\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0059 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 0.9998 - prc: 0.9995\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0196 - accuracy: 0.9950 - tp: 3162.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 24.0000 - precision: 0.9925 - recall: 0.9925 - auc: 0.9997 - prc: 0.9994\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0104 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9997 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0079 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0051 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.013701410964131355; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 32ms/step - loss: 9.1792e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.3387e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1805e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.3124e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6103e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.4495e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6001e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3345e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 5.503975989995524e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1963e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1698e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1327e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7923e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7542e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9132e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7819e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.7446e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.1650e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.4258e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 1.9843821064569056e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 2.5760e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.5669e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 1.1540e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.0505e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1868e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3988e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8257e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1742e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9267e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6450e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.008553086780011654; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.2016e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.2065e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 32ms/step - loss: 6.6861e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.2568e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2293e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6244e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6978e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2245e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7358e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.7559887055540457e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4138e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0206e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8225e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0444e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7980e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.7437e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.4175e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.7219e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.7430e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 1.5139825336518697e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.5895e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2789e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2407e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1225e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4201e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0720e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.3846e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3282e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2346e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.5531e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 7.371356332441792e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 33ms/step - loss: 2.2361e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.5927e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.0336e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0430e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6745e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7906e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.3039e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.9209e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.5759e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.3732e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.008836032822728157; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.06755366921424866 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.014773941598832607 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.013701410964131355 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 5.503975989995524e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 1.9843821064569056e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.008553086780011654 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.7559887055540457e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 1.5139825336518697e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 7.371356332441792e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.008836032822728157 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.77401077747345 (+- 0.3347717409845286)\n","> Loss: 0.011353309602964146\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 9.1251e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 12ms/step - loss: 0.3238 - accuracy: 0.9613 - tp: 2335.0000 - fp: 144.0000 - tn: 4814.0000 - fn: 144.0000 - precision: 0.9419 - recall: 0.9419 - auc: 0.9797 - prc: 0.9609\n","\n",">round 8 client 5 evaluation training metrics:\n","[0.0009125114302150905, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 8 client 5 evaluation metrics:\n","[0.3237841725349426, 0.9612746834754944, 2335.0, 144.0, 4814.0, 144.0, 0.941912055015564, 0.941912055015564, 0.9796807169914246, 0.9608574509620667]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.0681 - accuracy: 0.9748 - tp: 5450.0000 - fp: 213.0000 - tn: 11117.0000 - fn: 215.0000 - precision: 0.9624 - recall: 0.9620 - auc: 0.9895 - prc: 0.9796\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0104 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 8.9313e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.7416e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.7068e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.5677e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.0000e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.028815994039177895; accuracy of 98.96422028541565%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0254 - accuracy: 0.9930 - tp: 3151.0000 - fp: 32.0000 - tn: 6340.0000 - fn: 35.0000 - precision: 0.9899 - recall: 0.9890 - auc: 0.9998 - prc: 0.9997\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0216 - accuracy: 0.9955 - tp: 3164.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 0.9998 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0184 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0074 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.2425e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.5915e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.2903e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1260e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.0065e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.03198123723268509; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0050 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.8385e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.4643e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9044e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1679e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8138e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.4366e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8350e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.00025723539874888957; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.1559e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2808e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.6835e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.0803e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.9330e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6836e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6105e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6654e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2267e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1518e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 4.633683420252055e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9762e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7047e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3480e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0699e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1616e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7049e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4944e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8518e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.5561e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.7306e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 2.4260687496280298e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.3056e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6019e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5784e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.5669e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4713e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.0167e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5025e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2502e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6586e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0069e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 8.794264431344345e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7808e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.8458e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.0761e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1268e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4491e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2049e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.1081e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8753e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2003e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.6190e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 9.781247172213625e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9644e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.8666e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1210e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2057e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0532e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4594e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.6767e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.7538e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.8661e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2594e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 6.326130460365675e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2156e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1397e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0544e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.8519e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8733e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7133e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7529e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.5976e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.1117e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 9.10351809579879e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9171e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.2140e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.5969e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.8987e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.1153e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 4.4222e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7442e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5846e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.2267e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.4126e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 3.6250214634492295e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.028815994039177895 - Accuracy: 98.96422028541565%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03198123723268509 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.00025723539874888957 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 4.633683420252055e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.4260687496280298e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 8.794264431344345e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 9.781247172213625e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 6.326130460365675e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 9.10351809579879e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.6250214634492295e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.82109248638153 (+- 0.3633475780925267)\n","> Loss: 0.006116269437393384\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 3.9706e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2801 - accuracy: 0.9642 - tp: 2343.0000 - fp: 130.0000 - tn: 4828.0000 - fn: 136.0000 - precision: 0.9474 - recall: 0.9451 - auc: 0.9816 - prc: 0.9661\n","\n",">round 8 client 6 evaluation training metrics:\n","[0.000397062161937356, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 8 client 6 evaluation metrics:\n","[0.28008708357810974, 0.964232861995697, 2343.0, 130.0, 4828.0, 136.0, 0.947432279586792, 0.9451391696929932, 0.9816098809242249, 0.9661165475845337]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0515 - accuracy: 0.9783 - tp: 5477.0000 - fp: 181.0000 - tn: 11149.0000 - fn: 188.0000 - precision: 0.9680 - recall: 0.9668 - auc: 0.9908 - prc: 0.9828\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0052 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0096 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0118 - accuracy: 0.9971 - tp: 3172.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 3.9191e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.0710e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 1.6132e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 1.2805e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.1631e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.11232306063175201; accuracy of 98.49340915679932%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0165 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9995 - prc: 0.9990\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0145 - accuracy: 0.9967 - tp: 3170.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0055 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.0012429597554728389; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 8.476737275486812e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 1.4786597603233531e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 1.851298839028459e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 7.607989118696423e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.2372e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9759e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.8182e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.002149091102182865; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7862e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5252e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.8290e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.0359e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1368e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.2171e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.0838e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.0827e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.7566e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1705e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.010290736332535744; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 5.323609912011307e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0014 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 5.295359187584836e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.11232306063175201 - Accuracy: 98.49340915679932%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0012429597554728389 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 8.476737275486812e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 1.4786597603233531e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 1.851298839028459e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 7.607989118696423e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.002149091102182865 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.010290736332535744 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 5.323609912011307e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 5.295359187584836e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.79284346103668 (+- 0.4492224557536983)\n","> Loss: 0.012614214173891015\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 9.5159e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 11ms/step - loss: 0.2865 - accuracy: 0.9667 - tp: 2355.0000 - fp: 124.0000 - tn: 4834.0000 - fn: 124.0000 - precision: 0.9500 - recall: 0.9500 - auc: 0.9808 - prc: 0.9638\n","\n",">round 8 client 7 evaluation training metrics:\n","[0.0009515907731838524, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997019767761, 0.9999992251396179]\n","\n",">round 8 client 7 evaluation metrics:\n","[0.2865140736103058, 0.9666532278060913, 2355.0, 124.0, 4834.0, 124.0, 0.949979841709137, 0.949979841709137, 0.9808242917060852, 0.9638149738311768]\n","\n","=============================================================\n","\n","> round 8 average training auc= 0.2483660854698127\n","> round 8 average training loss= 0.01892136273201816\n","Epoch 1/10\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0266 - accuracy: 0.9925 - tp: 3501.0000 - fp: 40.0000 - tn: 7042.0000 - fn: 40.0000 - precision: 0.9887 - recall: 0.9887 - auc: 0.9994 - prc: 0.9989\n","Epoch 2/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0534 - accuracy: 0.9880 - tp: 3476.0000 - fp: 62.0000 - tn: 7020.0000 - fn: 65.0000 - precision: 0.9825 - recall: 0.9816 - auc: 0.9984 - prc: 0.9978\n","Epoch 3/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0360 - accuracy: 0.9906 - tp: 3483.0000 - fp: 42.0000 - tn: 7040.0000 - fn: 58.0000 - precision: 0.9881 - recall: 0.9836 - auc: 0.9996 - prc: 0.9993\n","Epoch 4/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0178 - accuracy: 0.9952 - tp: 3512.0000 - fp: 22.0000 - tn: 7060.0000 - fn: 29.0000 - precision: 0.9938 - recall: 0.9918 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0116 - accuracy: 0.9960 - tp: 3516.0000 - fp: 17.0000 - tn: 7065.0000 - fn: 25.0000 - precision: 0.9952 - recall: 0.9929 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0108 - accuracy: 0.9958 - tp: 3514.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 27.0000 - precision: 0.9949 - recall: 0.9924 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0106 - accuracy: 0.9967 - tp: 3521.0000 - fp: 15.0000 - tn: 7067.0000 - fn: 20.0000 - precision: 0.9958 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0101 - accuracy: 0.9962 - tp: 3515.0000 - fp: 14.0000 - tn: 7068.0000 - fn: 26.0000 - precision: 0.9960 - recall: 0.9927 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0097 - accuracy: 0.9958 - tp: 3516.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 25.0000 - precision: 0.9943 - recall: 0.9929 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0099 - accuracy: 0.9955 - tp: 3514.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 27.0000 - precision: 0.9941 - recall: 0.9924 - auc: 1.0000 - prc: 0.9999\n","> model 2 retrained, original loss= 0.05528300658334047 , retrained loss= 0.009949577040970325 epoch count 20.0\n","Epoch 1/10\n","36/36 [==============================] - 1s 27ms/step - loss: 8.4543e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","36/36 [==============================] - 1s 25ms/step - loss: 8.6924e-04 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","36/36 [==============================] - 1s 27ms/step - loss: 8.6792e-04 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","36/36 [==============================] - 1s 28ms/step - loss: 8.8242e-04 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","36/36 [==============================] - 1s 30ms/step - loss: 8.6533e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","36/36 [==============================] - 1s 30ms/step - loss: 8.6778e-04 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","36/36 [==============================] - 1s 28ms/step - loss: 8.7243e-04 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","36/36 [==============================] - 1s 26ms/step - loss: 8.5890e-04 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","36/36 [==============================] - 1s 25ms/step - loss: 8.9195e-04 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 9.0854e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","> model 4 retrained, original loss= 0.018248053374350093 , retrained loss= 0.0009085397468879819 epoch count 20.0\n","> round 8 average epoch count= 12.857142857142858\n"," 1/78 [..............................] - ETA: 2s"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["78/78 [==============================] - 0s 5ms/step\n","> round 8 test auc= 0.25533942403541016\n","111/111 [==============================] - 1s 8ms/step - loss: 1.3457 - accuracy: 0.8665 - tp: 2829.0000 - fp: 706.0000 - tn: 6376.0000 - fn: 712.0000 - precision: 0.8003 - recall: 0.7989 - auc: 0.8919 - prc: 0.8072\n","\n","> round 8 final model training loss_metric= [1.3457342386245728]\n","> round 8 final model training TP_metric= [2829.0]\n","> round 8 final model training FP_metric= [706.0]\n","> round 8 final model training TN_metric= [6376.0]\n","> round 8 final model training FN_metric= [712.0]\n","> round 8 final model training accuracy_metric= [86.65160536766052]\n","> round 8 final model training precision_metric= [80.0282895565033]\n","> round 8 final model training recall_metric = [79.8926830291748]\n","> round 8 final model training auc_metric= [0.8918861150741577]\n","> round 8 final model training prc_metric= [0.807220458984375]\n","\n","78/78 [==============================] - 1s 9ms/step - loss: 1.0552 - accuracy: 0.8977 - tp: 2097.0000 - fp: 379.0000 - tn: 4579.0000 - fn: 382.0000 - precision: 0.8469 - recall: 0.8459 - auc: 0.9202 - prc: 0.8514\n","> round 8 final model loss_metric= [1.055188536643982]\n","> round 8 final model TP_metric= [2097.0]\n","> round 8 final model FP_metric= [379.0]\n","> round 8 final model TN_metric= [4579.0]\n","> round 8 final model FN_metric= [382.0]\n","> round 8 final model accuracy_metric= [89.76737856864929]\n","> round 8 final model precision_metric= [84.69305038452148]\n","> round 8 final model recall_metric = [84.5905601978302]\n","> round 8 final model auc_metric= [0.9201986789703369]\n","> round 8 final model prc_metric= [0.8514086604118347]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 9 start, random seed= 9\n","\n","> client 1 started learning...........\n","\n"]},{"metadata":{"tags":null},"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"output_type":"stream","name":"stdout","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0906 - accuracy: 0.9435 - tp: 5181.0000 - fp: 476.0000 - tn: 10854.0000 - fn: 484.0000 - precision: 0.9159 - recall: 0.9146 - auc: 0.9636 - prc: 0.9306\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0222 - accuracy: 0.9948 - tp: 3160.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 26.0000 - precision: 0.9925 - recall: 0.9918 - auc: 0.9999 - prc: 0.9997\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0062 - accuracy: 0.9978 - tp: 3172.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 14.0000 - precision: 0.9978 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0048 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3175.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3176.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.026642611250281334; accuracy of 98.96713495254517%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0121 - accuracy: 0.9969 - tp: 3168.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 19.0000 - precision: 0.9965 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0284 - accuracy: 0.9933 - tp: 3150.0000 - fp: 27.0000 - tn: 6347.0000 - fn: 37.0000 - precision: 0.9915 - recall: 0.9884 - auc: 0.9993 - prc: 0.9987\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0137 - accuracy: 0.9968 - tp: 3167.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 20.0000 - precision: 0.9965 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0054 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0037 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.012466831132769585; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0049 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0041 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0032148577738553286; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.004023959394544363; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3175.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0044 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 2.6831214199773967e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.015158945694565773; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.011680775322020054; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 8.272613740700763e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.00861230306327343; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.0035958748776465654; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.026642611250281334 - Accuracy: 98.96713495254517%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.012466831132769585 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0032148577738553286 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.004023959394544363 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.6831214199773967e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.015158945694565773 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.011680775322020054 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 8.272613740700763e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.00861230306327343 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.0035958748776465654 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.76488649845123 (+- 0.2855671536224762)\n","> Loss: 0.00854312623368969\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.1764 - accuracy: 0.9745 - tp: 2382.0000 - fp: 93.0000 - tn: 4865.0000 - fn: 97.0000 - precision: 0.9624 - recall: 0.9609 - auc: 0.9904 - prc: 0.9815\n","\n",">round 9 client 1 evaluation training metrics:\n","[0.0037558558396995068, 0.9987762570381165, 3530.0, 2.0, 7080.0, 11.0, 0.9994337558746338, 0.9968935251235962, 0.9999945759773254, 0.9999892711639404]\n","\n",">round 9 client 1 evaluation metrics:\n","[0.1763976663351059, 0.9744520783424377, 2382.0, 93.0, 4865.0, 97.0, 0.9624242186546326, 0.9608713388442993, 0.9903725385665894, 0.9814804196357727]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 30ms/step - loss: 0.0339 - accuracy: 0.9835 - tp: 5523.0000 - fp: 138.0000 - tn: 11192.0000 - fn: 142.0000 - precision: 0.9756 - recall: 0.9749 - auc: 0.9954 - prc: 0.9911\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0153 - accuracy: 0.9951 - tp: 3161.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 25.0000 - precision: 0.9931 - recall: 0.9922 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0110 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0087 - accuracy: 0.9971 - tp: 3172.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0147 - accuracy: 0.9948 - tp: 3160.0000 - fp: 24.0000 - tn: 6348.0000 - fn: 26.0000 - precision: 0.9925 - recall: 0.9918 - auc: 0.9999 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0175 - accuracy: 0.9940 - tp: 3157.0000 - fp: 28.0000 - tn: 6344.0000 - fn: 29.0000 - precision: 0.9912 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0116 - accuracy: 0.9959 - tp: 3165.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 21.0000 - precision: 0.9943 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0099 - accuracy: 0.9954 - tp: 3164.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0118 - accuracy: 0.9956 - tp: 3165.0000 - fp: 21.0000 - tn: 6351.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9961 - tp: 3167.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 19.0000 - precision: 0.9943 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Score for fold 1: loss of 0.06974061578512192; accuracy of 97.93426990509033%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0294 - accuracy: 0.9909 - tp: 3143.0000 - fp: 43.0000 - tn: 6331.0000 - fn: 44.0000 - precision: 0.9865 - recall: 0.9862 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0346 - accuracy: 0.9909 - tp: 3143.0000 - fp: 43.0000 - tn: 6331.0000 - fn: 44.0000 - precision: 0.9865 - recall: 0.9862 - auc: 0.9992 - prc: 0.9985\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0231 - accuracy: 0.9932 - tp: 3154.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 33.0000 - precision: 0.9900 - recall: 0.9896 - auc: 0.9996 - prc: 0.9993\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0147 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0099 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0104 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0115 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 0.9997 - prc: 0.9995\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0092 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.018241019919514656; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0156 - accuracy: 0.9952 - tp: 3163.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 24.0000 - precision: 0.9931 - recall: 0.9925 - auc: 0.9997 - prc: 0.9994\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0147 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0100 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0082 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9955 - tp: 3162.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 25.0000 - precision: 0.9943 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0078 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0078 - accuracy: 0.9968 - tp: 3171.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Score for fold 3: loss of 0.01959952712059021; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0098 - accuracy: 0.9954 - tp: 3164.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 23.0000 - precision: 0.9934 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9956 - tp: 3160.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 27.0000 - precision: 0.9953 - recall: 0.9915 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0090 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0090 - accuracy: 0.9953 - tp: 3164.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 23.0000 - precision: 0.9931 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0088 - accuracy: 0.9948 - tp: 3162.0000 - fp: 25.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0091 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0091 - accuracy: 0.9944 - tp: 3160.0000 - fp: 27.0000 - tn: 6347.0000 - fn: 27.0000 - precision: 0.9915 - recall: 0.9915 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.0019504798110574484; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0083 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0082 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9960 - tp: 3167.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9943 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0082 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0082 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9958 - tp: 3166.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 21.0000 - precision: 0.9940 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Score for fold 5: loss of 0.01354808360338211; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0083 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0085 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0082 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0080 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0080 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0081 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0081 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0080 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.009368034079670906; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9955 - tp: 3161.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 26.0000 - precision: 0.9947 - recall: 0.9918 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3168.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 19.0000 - precision: 0.9953 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9955 - tp: 3165.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9934 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.002409956883639097; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0077 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0077 - accuracy: 0.9970 - tp: 3172.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0075 - accuracy: 0.9971 - tp: 3172.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 15.0000 - precision: 0.9959 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0074 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0074 - accuracy: 0.9971 - tp: 3171.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 16.0000 - precision: 0.9962 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0075 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0074 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0076 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.016984861344099045; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0073 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0074 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0073 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0071 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0071 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0072 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0070 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0071 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0071 - accuracy: 0.9968 - tp: 3170.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 17.0000 - precision: 0.9956 - recall: 0.9947 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.018515480682253838; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9957 - tp: 3165.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 22.0000 - precision: 0.9940 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0085 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0084 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 10: loss of 0.004292783327400684; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.06974061578512192 - Accuracy: 97.93426990509033%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.018241019919514656 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.01959952712059021 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0019504798110574484 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.01354808360338211 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.009368034079670906 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.002409956883639097 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.016984861344099045 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.018515480682253838 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.004292783327400684 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.37911331653595 (+- 0.5314065091683404)\n","> Loss: 0.017465084255672992\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0078 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2698 - accuracy: 0.9650 - tp: 2349.0000 - fp: 130.0000 - tn: 4828.0000 - fn: 130.0000 - precision: 0.9476 - recall: 0.9476 - auc: 0.9853 - prc: 0.9725\n","\n",">round 9 client 2 evaluation training metrics:\n","[0.007752928417176008, 0.9966111183166504, 3523.0, 18.0, 7064.0, 18.0, 0.9949166774749756, 0.9949166774749756, 0.999973475933075, 0.9999471306800842]\n","\n",">round 9 client 2 evaluation metrics:\n","[0.26976484060287476, 0.9650396704673767, 2349.0, 130.0, 4828.0, 130.0, 0.9475594758987427, 0.9475594758987427, 0.9852973818778992, 0.9725072383880615]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0539 - accuracy: 0.9781 - tp: 5478.0000 - fp: 186.0000 - tn: 11144.0000 - fn: 187.0000 - precision: 0.9672 - recall: 0.9670 - auc: 0.9923 - prc: 0.9854\n","Epoch 2/10\n","32/32 [==============================] - 1s 24ms/step - loss: 0.0128 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0060 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3181.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9991 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9992 - tp: 3181.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9991 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0025 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.0571134053170681; accuracy of 99.06103014945984%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0173 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 0.9997 - prc: 0.9993\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0163 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0164 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0231 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9995 - prc: 0.9991\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0134 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0061 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0036 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.024027101695537567; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0057 - accuracy: 0.9979 - tp: 3177.0000 - fp: 10.0000 - tn: 6364.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0030 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0027 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0026 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.010621370747685432; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.013647355139255524; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0051 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.001351518789306283; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9984 - tp: 3179.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 8.0000 - precision: 0.9978 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.010421939194202423; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0027 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0023 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0025 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.018312396481633186; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 0.018312396481633186; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 3.8237893022596836e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 3.8237893022596836e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0032 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 1.4832310625934042e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 1.4832310625934042e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0023 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0023 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0025 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0025 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.011241781525313854; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.0571134053170681 - Accuracy: 99.06103014945984%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.024027101695537567 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.010621370747685432 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.013647355139255524 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.001351518789306283 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.010421939194202423 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.018312396481633186 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.8237893022596836e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.4832310625934042e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.011241781525313854 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.717777967453 (+- 0.28186802744374984)\n","> Loss: 0.01467899390936509\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 0.011241781525313854; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.0571134053170681 - Accuracy: 99.06103014945984%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.024027101695537567 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.010621370747685432 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.013647355139255524 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.001351518789306283 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.010421939194202423 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.018312396481633186 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.8237893022596836e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.4832310625934042e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.011241781525313854 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.717777967453 (+- 0.28186802744374984)\n","> Loss: 0.01467899390936509\n","------------------------------------------------------------------------\n","111/111 [==============================] - 1s 6ms/step\n","111/111 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0030 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0030 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2905 - accuracy: 0.9626 - tp: 2339.0000 - fp: 138.0000 - tn: 4820.0000 - fn: 140.0000 - precision: 0.9443 - recall: 0.9435 - auc: 0.9824 - prc: 0.9669\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2905 - accuracy: 0.9626 - tp: 2339.0000 - fp: 138.0000 - tn: 4820.0000 - fn: 140.0000 - precision: 0.9443 - recall: 0.9435 - auc: 0.9824 - prc: 0.9669\n","\n",">round 9 client 3 evaluation training metrics:\n","[0.0030111661180853844, 0.9990586638450623, 3536.0, 5.0, 7077.0, 5.0, 0.998587965965271, 0.998587965965271, 0.9999976754188538, 0.9999953508377075]\n","\n",">round 9 client 3 evaluation metrics:\n","[0.29050391912460327, 0.9626193642616272, 2339.0, 138.0, 4820.0, 140.0, 0.9442874193191528, 0.9435256123542786, 0.9823732972145081, 0.9668770432472229]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","\n",">round 9 client 3 evaluation training metrics:\n","[0.0030111661180853844, 0.9990586638450623, 3536.0, 5.0, 7077.0, 5.0, 0.998587965965271, 0.998587965965271, 0.9999976754188538, 0.9999953508377075]\n","\n",">round 9 client 3 evaluation metrics:\n","[0.29050391912460327, 0.9626193642616272, 2339.0, 138.0, 4820.0, 140.0, 0.9442874193191528, 0.9435256123542786, 0.9823732972145081, 0.9668770432472229]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 10s 29ms/step - loss: 0.0828 - accuracy: 0.9735 - tp: 5438.0000 - fp: 223.0000 - tn: 11107.0000 - fn: 227.0000 - precision: 0.9606 - recall: 0.9599 - auc: 0.9902 - prc: 0.9816\n","32/32 [==============================] - 10s 29ms/step - loss: 0.0828 - accuracy: 0.9735 - tp: 5438.0000 - fp: 223.0000 - tn: 11107.0000 - fn: 227.0000 - precision: 0.9606 - recall: 0.9599 - auc: 0.9902 - prc: 0.9816\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0114 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0114 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000 \n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.07473830133676529; accuracy of 98.11676144599915%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.07473830133676529; accuracy of 98.11676144599915%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0168 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 0.9995 - prc: 0.9990\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0168 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 0.9995 - prc: 0.9990\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0484 - accuracy: 0.9880 - tp: 3128.0000 - fp: 57.0000 - tn: 6315.0000 - fn: 58.0000 - precision: 0.9821 - recall: 0.9818 - auc: 0.9987 - prc: 0.9975\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0484 - accuracy: 0.9880 - tp: 3128.0000 - fp: 57.0000 - tn: 6315.0000 - fn: 58.0000 - precision: 0.9821 - recall: 0.9818 - auc: 0.9987 - prc: 0.9975\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0165 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9999 - prc: 0.9998\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0165 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0047 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0047 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0031 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.9440e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.9440e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4869e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4869e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1784e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1784e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2169e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2169e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.06663002073764801; accuracy of 98.68173003196716%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Score for fold 2: loss of 0.06663002073764801; accuracy of 98.68173003196716%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9995 - prc: 0.9990\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9995 - prc: 0.9990\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 32ms/step - loss: 9.1512e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 9.1512e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.9263e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 6.9263e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.4578e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.4578e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2909e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2909e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.0051e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 6.0051e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7785e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7785e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5559e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5559e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5666e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5666e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.007513531018048525; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 0.007513531018048525; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.3047e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.3047e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2873e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2873e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7102e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7102e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3425e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3425e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.1583e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.1583e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.0900e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.0900e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.9598e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 4.9598e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 33ms/step - loss: 4.7443e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 33ms/step - loss: 4.7443e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 32ms/step - loss: 5.0154e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 5.0154e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.012396818958222866; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Score for fold 4: loss of 0.012396818958222866; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6974e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6974e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9170e-04 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9170e-04 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7850e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7850e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.9684e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 9.9684e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 2.0218842109898105e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Score for fold 5: loss of 2.0218842109898105e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.5375e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 9.5375e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.8096e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 9.8096e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 9.4449e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 9.4449e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.0808e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.0808e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.0446e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.0446e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3182.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9994 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.9066e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 9.9066e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.0145136002392974e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 1.0145136002392974e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.3487e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 8.3487e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6093e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6093e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6358e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6358e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6245e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6245e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8190e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8190e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8414e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8414e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.9859e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 4.9859e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.1440e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.1440e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.7982e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 4.7982e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 32ms/step - loss: 4.4588e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 4.4588e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.012274992652237415; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 0.012274992652237415; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0019 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.4096e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 9.4096e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.9087e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 8.9087e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.5319e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.5319e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4485e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4485e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.8960e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 8.8960e-04 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 9.607736501493491e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 9.607736501493491e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.0784e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 9.0784e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.8047e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 9.8047e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 9.4731e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 9.4731e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 32ms/step - loss: 9.1349e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 9.1349e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.3385e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 9.3385e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.2752e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.2752e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.1156e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 9.1156e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.6175e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.6175e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 6.3959064391383436e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 6.3959064391383436e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.1091e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.1091e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9665e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9665e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.3859e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 9.3859e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.9904e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 9.9904e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.9551e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 9.9551e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 32ms/step - loss: 9.9618e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 9.9618e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.5618e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 9.5618e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 6.199332347023301e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.07473830133676529 - Accuracy: 98.11676144599915%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.06663002073764801 - Accuracy: 98.68173003196716%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.007513531018048525 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.012396818958222866 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.0218842109898105e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.0145136002392974e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.012274992652237415 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 9.607736501493491e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 6.3959064391383436e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 6.199332347023301e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.62335109710693 (+- 0.6302523455287472)\n","> Loss: 0.017360623165632205\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 6.199332347023301e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.07473830133676529 - Accuracy: 98.11676144599915%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.06663002073764801 - Accuracy: 98.68173003196716%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.007513531018048525 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.012396818958222866 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.0218842109898105e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.0145136002392974e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.012274992652237415 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 9.607736501493491e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 6.3959064391383436e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 6.199332347023301e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.62335109710693 (+- 0.6302523455287472)\n","> Loss: 0.017360623165632205\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 7.9839e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 10ms/step - loss: 7.9839e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2076 - accuracy: 0.9732 - tp: 2375.0000 - fp: 95.0000 - tn: 4863.0000 - fn: 104.0000 - precision: 0.9615 - recall: 0.9580 - auc: 0.9887 - prc: 0.9786\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2076 - accuracy: 0.9732 - tp: 2375.0000 - fp: 95.0000 - tn: 4863.0000 - fn: 104.0000 - precision: 0.9615 - recall: 0.9580 - auc: 0.9887 - prc: 0.9786\n","\n",">round 9 client 4 evaluation training metrics:\n","[0.0007983944960869849, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999996423721313, 0.9999994039535522]\n","\n",">round 9 client 4 evaluation metrics:\n","[0.20763015747070312, 0.973241925239563, 2375.0, 95.0, 4863.0, 104.0, 0.9615384340286255, 0.95804762840271, 0.9886736869812012, 0.9786272644996643]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","\n",">round 9 client 4 evaluation training metrics:\n","[0.0007983944960869849, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999996423721313, 0.9999994039535522]\n","\n",">round 9 client 4 evaluation metrics:\n","[0.20763015747070312, 0.973241925239563, 2375.0, 95.0, 4863.0, 104.0, 0.9615384340286255, 0.95804762840271, 0.9886736869812012, 0.9786272644996643]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.0913 - accuracy: 0.9781 - tp: 5473.0000 - fp: 180.0000 - tn: 11150.0000 - fn: 192.0000 - precision: 0.9682 - recall: 0.9661 - auc: 0.9923 - prc: 0.9854\n","32/32 [==============================] - 8s 31ms/step - loss: 0.0913 - accuracy: 0.9781 - tp: 5473.0000 - fp: 180.0000 - tn: 11150.0000 - fn: 192.0000 - precision: 0.9682 - recall: 0.9661 - auc: 0.9923 - prc: 0.9854\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0169 - accuracy: 0.9961 - tp: 3167.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 19.0000 - precision: 0.9943 - recall: 0.9940 - auc: 0.9999 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0169 - accuracy: 0.9961 - tp: 3167.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 19.0000 - precision: 0.9943 - recall: 0.9940 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9990 - tp: 3180.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9990 - tp: 3180.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9987 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0015 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5075e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.5075e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3554e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3554e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4174e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4174e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3029e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3029e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.04367497190833092; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.04367497190833092; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0147 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9992 - prc: 0.9990\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0147 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9992 - prc: 0.9990\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0111 - accuracy: 0.9974 - tp: 3173.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0111 - accuracy: 0.9974 - tp: 3173.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0101 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9995 - prc: 0.9991\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0101 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 0.9995 - prc: 0.9991\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0047 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0047 - accuracy: 0.9988 - tp: 3180.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0019 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0019 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0033 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 0.9998 - prc: 0.9995\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0033 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 0.9998 - prc: 0.9995\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 2.7332e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 2.7332e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.7118e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 1.7118e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.4426e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 1.4426e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.2260e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 1.2260e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.011438590474426746; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.011438590474426746; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7582e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 26ms/step - loss: 7.7582e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7317e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7317e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0203e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0203e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6299e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6299e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0776e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0776e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6788e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6788e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6761e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6761e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.1223e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.1223e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 3.472678145044483e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 3.472678145044483e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 2.6273e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 2.6273e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.5216e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 1.5216e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.0633e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 1.0633e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6709e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6709e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.4493e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 6.4493e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3502e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3502e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7756e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7756e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.0299e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 4.0299e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.7356e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 3.7356e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.2512e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 3.2512e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.012334753759205341; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Score for fold 4: loss of 0.012334753759205341; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 0.9998 - prc: 0.9995\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 0.9998 - prc: 0.9995\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.5417e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 6.5417e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.8534e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.8534e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1037e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1037e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0707e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0707e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5578e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5578e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.9973e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 4.9973e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.8186e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 31ms/step - loss: 6.8186e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Score for fold 5: loss of 2.1704436221625656e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Score for fold 5: loss of 2.1704436221625656e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 8.0390e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 8.0390e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5643e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5643e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1135e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1135e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7209e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7209e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.4669e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.4669e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3160e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3160e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.0468e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.0468e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.9440e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.9440e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.3924e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.3924e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.5096e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.5096e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.00011131409701192752; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 0.00011131409701192752; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.6198e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 7.6198e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9852e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9852e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8001e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8001e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.1308e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.1308e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2587e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2587e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6379e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6379e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6328e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6328e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8346e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8346e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9433e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9433e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4451e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4451e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 4.17692990595242e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 4.17692990595242e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.9795e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.9795e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.6104e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.6104e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5056e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5056e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9288e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9288e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0845e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0845e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1752e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1752e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5501e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5501e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7433e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7433e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6828e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6828e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7950e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7950e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 3.808786004810827e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 3.808786004810827e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7320e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7320e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.5295e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.5295e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2065e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2065e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.6157e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 4.6157e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.3514e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.3514e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.8988e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 4.8988e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8406e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8406e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1023e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1023e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.5799e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.5799e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 4.432077275851043e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 4.432077275851043e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1192e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1192e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6561e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6561e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2796e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2796e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1064e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1064e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2408e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2408e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8115e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8115e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7898e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7898e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.5838e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.5838e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2055e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2055e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.6372e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 4.6372e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 2.4571772883064114e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.04367497190833092 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.011438590474426746 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 3.472678145044483e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.012334753759205341 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.1704436221625656e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.00011131409701192752 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 4.17692990595242e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.808786004810827e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 4.432077275851043e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 2.4571772883064114e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.8870050907135 (+- 0.2259888251653086)\n","> Loss: 0.006763093642712192\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 2.4571772883064114e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.04367497190833092 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.011438590474426746 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 3.472678145044483e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.012334753759205341 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 2.1704436221625656e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.00011131409701192752 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 4.17692990595242e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.808786004810827e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 4.432077275851043e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 2.4571772883064114e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.8870050907135 (+- 0.2259888251653086)\n","> Loss: 0.006763093642712192\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 4.0006e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 9ms/step - loss: 4.0006e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2130 - accuracy: 0.9734 - tp: 2379.0000 - fp: 98.0000 - tn: 4860.0000 - fn: 100.0000 - precision: 0.9604 - recall: 0.9597 - auc: 0.9882 - prc: 0.9777\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2130 - accuracy: 0.9734 - tp: 2379.0000 - fp: 98.0000 - tn: 4860.0000 - fn: 100.0000 - precision: 0.9604 - recall: 0.9597 - auc: 0.9882 - prc: 0.9777\n","\n",">round 9 client 5 evaluation training metrics:\n","[0.00040005563641898334, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 9 client 5 evaluation metrics:\n","[0.2129736989736557, 0.9733763337135315, 2379.0, 98.0, 4860.0, 100.0, 0.9604359865188599, 0.9596611261367798, 0.9881799221038818, 0.9777307510375977]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","\n",">round 9 client 5 evaluation training metrics:\n","[0.00040005563641898334, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 9 client 5 evaluation metrics:\n","[0.2129736989736557, 0.9733763337135315, 2379.0, 98.0, 4860.0, 100.0, 0.9604359865188599, 0.9596611261367798, 0.9881799221038818, 0.9777307510375977]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 30ms/step - loss: 0.0709 - accuracy: 0.9797 - tp: 5490.0000 - fp: 170.0000 - tn: 11160.0000 - fn: 175.0000 - precision: 0.9700 - recall: 0.9691 - auc: 0.9932 - prc: 0.9869\n","32/32 [==============================] - 8s 30ms/step - loss: 0.0709 - accuracy: 0.9797 - tp: 5490.0000 - fp: 170.0000 - tn: 11160.0000 - fn: 175.0000 - precision: 0.9700 - recall: 0.9691 - auc: 0.9932 - prc: 0.9869\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0102 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0102 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.9559e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 9.9559e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.5882e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.5882e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9873e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9873e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0223e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0223e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6361e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6361e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.04503178596496582; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.04503178596496582; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0069 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9998 - prc: 0.9998\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0069 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9998 - prc: 0.9998\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0133 - accuracy: 0.9970 - tp: 3171.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 0.9997 - prc: 0.9994\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0133 - accuracy: 0.9970 - tp: 3171.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0289 - accuracy: 0.9930 - tp: 3152.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 34.0000 - precision: 0.9896 - recall: 0.9893 - auc: 0.9992 - prc: 0.9986\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0289 - accuracy: 0.9930 - tp: 3152.0000 - fp: 33.0000 - tn: 6339.0000 - fn: 34.0000 - precision: 0.9896 - recall: 0.9893 - auc: 0.9992 - prc: 0.9986\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2327e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2327e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7486e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.7486e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9091e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9091e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7911e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7911e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5133e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5133e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.004300692118704319; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.004300692118704319; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 0.9998 - prc: 0.9995\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0188 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9997 - prc: 0.9994\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0188 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9997 - prc: 0.9994\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0051 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0051 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0045 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.9144e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 7.9144e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.2491e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.2491e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8913e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8913e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2458e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2458e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.007684545125812292; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 0.007684545125812292; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0045 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.8900e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 1.8900e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.3603e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 1.3603e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1035e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1035e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 8.7955e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 8.7955e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 7.6814e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 7.6814e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.9077e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 6.9077e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0176e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0176e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.01115486491471529; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Score for fold 4: loss of 0.01115486491471529; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.6428e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 6.6428e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.0140e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 7.0140e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1663e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1663e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8763e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8763e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2398e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2398e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6549e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6549e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5475e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5475e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3887e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3887e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.5368e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.5368e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 5.2210707508493215e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Score for fold 5: loss of 5.2210707508493215e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7480e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7480e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.6713e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 6.6713e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.1867e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.1867e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.8958e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.8958e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.0460e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 6.0460e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.1854e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.1854e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.8697e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.8697e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.9874e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.9874e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.8417e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.8417e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5095e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5095e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 3.27179477608297e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 3.27179477608297e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4573e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4573e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.8893e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 4.8893e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4230e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4230e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.7537e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.7537e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4149e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4149e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3622e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3622e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1087e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1087e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.4322e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.4322e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.9179e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.9179e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.5231e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.5231e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.3650885193783324e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 1.3650885193783324e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 2.0396e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 2.0396e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1360e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1360e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6677e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6677e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0800e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0800e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9703e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9703e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.3420e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.3420e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.7742e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 3.7742e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.3472e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 3.3472e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.0369e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 3.0369e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.8064e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 2.8064e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 0.008551414124667645; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 0.008551414124667645; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 9.8710e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 9.8710e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7015e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7015e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3486e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3486e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9193e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9193e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8372e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8372e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7915e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7915e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8697e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8697e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7932e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7932e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.7399e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.7399e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7396e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7396e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 7.512842330470448e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Score for fold 9: loss of 7.512842330470448e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7368e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7368e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1709e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1709e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.8397e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 6.8397e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.9906e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.9906e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 4.6040e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 4.6040e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2170e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2170e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6707e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6707e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 32ms/step - loss: 6.0340e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 6.0340e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8489e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8489e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 5.13176337335608e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.04503178596496582 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.004300692118704319 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.007684545125812292 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01115486491471529 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 5.2210707508493215e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 3.27179477608297e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.3650885193783324e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.008551414124667645 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 7.512842330470448e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 5.13176337335608e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.84933972358704 (+- 0.21962167274494288)\n","> Loss: 0.00768345263950323\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 5.13176337335608e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.04503178596496582 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.004300692118704319 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.007684545125812292 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01115486491471529 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 5.2210707508493215e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 3.27179477608297e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.3650885193783324e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.008551414124667645 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 7.512842330470448e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 5.13176337335608e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.84933972358704 (+- 0.21962167274494288)\n","> Loss: 0.00768345263950323\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 3.9997e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 9ms/step - loss: 3.9997e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 11ms/step - loss: 0.2958 - accuracy: 0.9614 - tp: 2335.0000 - fp: 143.0000 - tn: 4815.0000 - fn: 144.0000 - precision: 0.9423 - recall: 0.9419 - auc: 0.9818 - prc: 0.9656\n","78/78 [==============================] - 1s 11ms/step - loss: 0.2958 - accuracy: 0.9614 - tp: 2335.0000 - fp: 143.0000 - tn: 4815.0000 - fn: 144.0000 - precision: 0.9423 - recall: 0.9419 - auc: 0.9818 - prc: 0.9656\n","\n",">round 9 client 6 evaluation training metrics:\n","[0.00039997402927838266, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 9 client 6 evaluation metrics:\n","[0.29583701491355896, 0.9614091515541077, 2335.0, 143.0, 4815.0, 144.0, 0.9422921538352966, 0.941912055015564, 0.9818130731582642, 0.965595006942749]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","\n",">round 9 client 6 evaluation training metrics:\n","[0.00039997402927838266, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 9 client 6 evaluation metrics:\n","[0.29583701491355896, 0.9614091515541077, 2335.0, 143.0, 4815.0, 144.0, 0.9422921538352966, 0.941912055015564, 0.9818130731582642, 0.965595006942749]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0581 - accuracy: 0.9763 - tp: 5462.0000 - fp: 200.0000 - tn: 11130.0000 - fn: 203.0000 - precision: 0.9647 - recall: 0.9642 - auc: 0.9908 - prc: 0.9824\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0581 - accuracy: 0.9763 - tp: 5462.0000 - fp: 200.0000 - tn: 11130.0000 - fn: 203.0000 - precision: 0.9647 - recall: 0.9642 - auc: 0.9908 - prc: 0.9824\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0064 - accuracy: 0.9985 - tp: 3178.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9981 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0064 - accuracy: 0.9985 - tp: 3178.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9981 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.027776336297392845; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.027776336297392845; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0082 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 0.9997 - prc: 0.9995\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0082 - accuracy: 0.9979 - tp: 3176.0000 - fp: 10.0000 - tn: 6362.0000 - fn: 10.0000 - precision: 0.9969 - recall: 0.9969 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0176 - accuracy: 0.9962 - tp: 3168.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 0.9997 - prc: 0.9994\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0176 - accuracy: 0.9962 - tp: 3168.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0057 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0057 - accuracy: 0.9980 - tp: 3176.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0170 - accuracy: 0.9957 - tp: 3164.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9940 - recall: 0.9931 - auc: 0.9995 - prc: 0.9990\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0170 - accuracy: 0.9957 - tp: 3164.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 22.0000 - precision: 0.9940 - recall: 0.9931 - auc: 0.9995 - prc: 0.9990\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0046 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0046 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.03590864688158035; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.03590864688158035; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0241 - accuracy: 0.9937 - tp: 3156.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 30.0000 - precision: 0.9906 - recall: 0.9906 - auc: 0.9996 - prc: 0.9993\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0241 - accuracy: 0.9937 - tp: 3156.0000 - fp: 30.0000 - tn: 6342.0000 - fn: 30.0000 - precision: 0.9906 - recall: 0.9906 - auc: 0.9996 - prc: 0.9993\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0145 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 0.9997 - prc: 0.9994\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0145 - accuracy: 0.9960 - tp: 3167.0000 - fp: 19.0000 - tn: 6353.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0071 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0071 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0012047589989379048; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 0.0012047589989379048; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6460e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.6460e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0354e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.0354e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.9033e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.9033e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1026e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 6.1026e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.7363e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 7.7363e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.7544e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 6.7544e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.9427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.9427e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.3119e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.3119e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.4168e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.4168e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.010822132229804993; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Score for fold 4: loss of 0.010822132229804993; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 3.045952871616464e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Score for fold 5: loss of 3.045952871616464e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0015 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0015 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.6576401321799494e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 1.6576401321799494e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9012e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9012e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9725e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.9725e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 9.2626e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 9.2626e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.001779409241862595; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 0.001779409241862595; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 7.357430149568245e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 7.357430149568245e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.6459e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 8.6459e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 8.6327e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 8.6327e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.9398e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 7.9398e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.7430e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 8.7430e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.5198e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 26ms/step - loss: 8.5198e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.5112e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.5112e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.0520e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 7.0520e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1232e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1232e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.3877e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.3877e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.009093067608773708; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 0.009093067608773708; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.5653e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 7.5653e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4889e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4889e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1124e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1124e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7099e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7099e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.4508e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.4508e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.3195e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.3195e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.8441e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 29ms/step - loss: 4.8441e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.7569e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.7569e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2295e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.2295e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.010095687583088875; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.027776336297392845 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03590864688158035 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0012047589989379048 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.010822132229804993 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 3.045952871616464e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.6576401321799494e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.001779409241862595 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 7.357430149568245e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.009093067608773708 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.010095687583088875 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.86817240715027 (+- 0.147085976488014)\n","> Loss: 0.009673443220162881\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 0.010095687583088875; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.027776336297392845 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03590864688158035 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0012047589989379048 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.010822132229804993 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 3.045952871616464e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.6576401321799494e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.001779409241862595 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 7.357430149568245e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.009093067608773708 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.010095687583088875 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.86817240715027 (+- 0.147085976488014)\n","> Loss: 0.009673443220162881\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2978 - accuracy: 0.9632 - tp: 2340.0000 - fp: 135.0000 - tn: 4823.0000 - fn: 139.0000 - precision: 0.9455 - recall: 0.9439 - auc: 0.9798 - prc: 0.9627\n","78/78 [==============================] - 1s 10ms/step - loss: 0.2978 - accuracy: 0.9632 - tp: 2340.0000 - fp: 135.0000 - tn: 4823.0000 - fn: 139.0000 - precision: 0.9455 - recall: 0.9439 - auc: 0.9798 - prc: 0.9627\n","\n",">round 9 client 7 evaluation training metrics:\n","[0.0014281374169513583, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997019767761, 0.9999992251396179]\n","\n",">round 9 client 7 evaluation metrics:\n","[0.29781100153923035, 0.9631571769714355, 2340.0, 135.0, 4823.0, 139.0, 0.9454545378684998, 0.9439290165901184, 0.9798272848129272, 0.9626730680465698]\n","\n","=============================================================\n","\n","> round 9 average training auc= 0.24860325394267196\n","> round 9 average training loss= 0.01173825958096261\n","\n",">round 9 client 7 evaluation training metrics:\n","[0.0014281374169513583, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9999997019767761, 0.9999992251396179]\n","\n",">round 9 client 7 evaluation metrics:\n","[0.29781100153923035, 0.9631571769714355, 2340.0, 135.0, 4823.0, 139.0, 0.9454545378684998, 0.9439290165901184, 0.9798272848129272, 0.9626730680465698]\n","\n","=============================================================\n","\n","> round 9 average training auc= 0.24860325394267196\n","> round 9 average training loss= 0.01173825958096261\n","Epoch 1/10\n","Epoch 1/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9955 - tp: 3517.0000 - fp: 24.0000 - tn: 7058.0000 - fn: 24.0000 - precision: 0.9932 - recall: 0.9932 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9955 - tp: 3517.0000 - fp: 24.0000 - tn: 7058.0000 - fn: 24.0000 - precision: 0.9932 - recall: 0.9932 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0081 - accuracy: 0.9960 - tp: 3519.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 22.0000 - precision: 0.9941 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0081 - accuracy: 0.9960 - tp: 3519.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 22.0000 - precision: 0.9941 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9960 - tp: 3520.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 21.0000 - precision: 0.9941 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0081 - accuracy: 0.9960 - tp: 3520.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 21.0000 - precision: 0.9941 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0084 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0080 - accuracy: 0.9962 - tp: 3519.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 22.0000 - precision: 0.9949 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0080 - accuracy: 0.9962 - tp: 3519.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 22.0000 - precision: 0.9949 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","36/36 [==============================] - 1s 29ms/step - loss: 0.0081 - accuracy: 0.9962 - tp: 3520.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 21.0000 - precision: 0.9946 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 29ms/step - loss: 0.0081 - accuracy: 0.9962 - tp: 3520.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 21.0000 - precision: 0.9946 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3522.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 19.0000 - precision: 0.9946 - recall: 0.9946 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0083 - accuracy: 0.9964 - tp: 3522.0000 - fp: 19.0000 - tn: 7063.0000 - fn: 19.0000 - precision: 0.9946 - recall: 0.9946 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0081 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0081 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9960 - tp: 3519.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 22.0000 - precision: 0.9941 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9960 - tp: 3519.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 22.0000 - precision: 0.9941 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9958 - tp: 3518.0000 - fp: 22.0000 - tn: 7060.0000 - fn: 23.0000 - precision: 0.9938 - recall: 0.9935 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9958 - tp: 3518.0000 - fp: 22.0000 - tn: 7060.0000 - fn: 23.0000 - precision: 0.9938 - recall: 0.9935 - auc: 1.0000 - prc: 0.9999\n","> model 2 retrained, original loss= 0.017465084255672992 , retrained loss= 0.008289181627333164 epoch count 20.0\n","Epoch 1/10\n","> model 2 retrained, original loss= 0.017465084255672992 , retrained loss= 0.008289181627333164 epoch count 20.0\n","Epoch 1/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0035 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0935 - accuracy: 0.9814 - tp: 3441.0000 - fp: 98.0000 - tn: 6984.0000 - fn: 100.0000 - precision: 0.9723 - recall: 0.9718 - auc: 0.9964 - prc: 0.9935\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0935 - accuracy: 0.9814 - tp: 3441.0000 - fp: 98.0000 - tn: 6984.0000 - fn: 100.0000 - precision: 0.9723 - recall: 0.9718 - auc: 0.9964 - prc: 0.9935\n","Epoch 3/10\n","Epoch 3/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0851 - accuracy: 0.9804 - tp: 3433.0000 - fp: 100.0000 - tn: 6982.0000 - fn: 108.0000 - precision: 0.9717 - recall: 0.9695 - auc: 0.9979 - prc: 0.9960\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0851 - accuracy: 0.9804 - tp: 3433.0000 - fp: 100.0000 - tn: 6982.0000 - fn: 108.0000 - precision: 0.9717 - recall: 0.9695 - auc: 0.9979 - prc: 0.9960\n","Epoch 4/10\n","Epoch 4/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0489 - accuracy: 0.9894 - tp: 3483.0000 - fp: 55.0000 - tn: 7027.0000 - fn: 58.0000 - precision: 0.9845 - recall: 0.9836 - auc: 0.9989 - prc: 0.9978\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0489 - accuracy: 0.9894 - tp: 3483.0000 - fp: 55.0000 - tn: 7027.0000 - fn: 58.0000 - precision: 0.9845 - recall: 0.9836 - auc: 0.9989 - prc: 0.9978\n","Epoch 5/10\n","Epoch 5/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0059 - accuracy: 0.9986 - tp: 3533.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 8.0000 - precision: 0.9980 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0059 - accuracy: 0.9986 - tp: 3533.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 8.0000 - precision: 0.9980 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0039 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9983 - tp: 3532.0000 - fp: 9.0000 - tn: 7073.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9983 - tp: 3532.0000 - fp: 9.0000 - tn: 7073.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0034 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","> model 3 retrained, original loss= 0.01467899390936509 , retrained loss= 0.0031778982374817133 epoch count 20.0\n","> model 3 retrained, original loss= 0.01467899390936509 , retrained loss= 0.0031778982374817133 epoch count 20.0\n","Epoch 1/10\n","Epoch 1/10\n","36/36 [==============================] - 1s 29ms/step - loss: 8.6500e-04 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 29ms/step - loss: 8.6500e-04 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","36/36 [==============================] - 1s 30ms/step - loss: 8.7034e-04 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 30ms/step - loss: 8.7034e-04 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","36/36 [==============================] - 1s 30ms/step - loss: 8.5869e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 30ms/step - loss: 8.5869e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","36/36 [==============================] - 1s 29ms/step - loss: 9.0004e-04 - accuracy: 0.9993 - tp: 3536.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 4.0000 - precision: 0.9992 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 29ms/step - loss: 9.0004e-04 - accuracy: 0.9993 - tp: 3536.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 4.0000 - precision: 0.9992 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3537.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9995 - tp: 3537.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","36/36 [==============================] - 1s 26ms/step - loss: 9.0361e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 9.0361e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","36/36 [==============================] - 1s 26ms/step - loss: 9.0899e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 9.0899e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","36/36 [==============================] - 1s 26ms/step - loss: 9.3767e-04 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 9.3767e-04 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","36/36 [==============================] - 1s 25ms/step - loss: 8.4386e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 8.4386e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 8.7888e-04 - accuracy: 0.9993 - tp: 3536.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 4.0000 - precision: 0.9992 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 8.7888e-04 - accuracy: 0.9993 - tp: 3536.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 4.0000 - precision: 0.9992 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","> model 4 retrained, original loss= 0.017360623165632205 , retrained loss= 0.0008788753184489906 epoch count 20.0\n","> round 9 average epoch count= 14.285714285714286\n","> model 4 retrained, original loss= 0.017360623165632205 , retrained loss= 0.0008788753184489906 epoch count 20.0\n","> round 9 average epoch count= 14.285714285714286\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n","/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"output_type":"stream","name":"stdout","text":["78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","> round 9 test auc= 0.2626688432238653> round 9 test auc= 0.2626688432238653\n","\n","111/111 [==============================] - 1s 9ms/step - loss: 1.1861 - accuracy: 0.8784 - tp: 2894.0000 - fp: 645.0000 - tn: 6437.0000 - fn: 647.0000 - precision: 0.8177 - recall: 0.8173 - auc: 0.9074 - prc: 0.8284\n","111/111 [==============================] - 1s 9ms/step - loss: 1.1861 - accuracy: 0.8784 - tp: 2894.0000 - fp: 645.0000 - tn: 6437.0000 - fn: 647.0000 - precision: 0.8177 - recall: 0.8173 - auc: 0.9074 - prc: 0.8284\n","\n","> round 9 final model training loss_metric= [1.186104416847229]\n","> round 9 final model training TP_metric= [2894.0]\n","> round 9 final model training FP_metric= [645.0]\n","> round 9 final model training TN_metric= [6437.0]\n","> round 9 final model training FN_metric= [647.0]\n","> round 9 final model training accuracy_metric= [87.83770799636841]\n","> round 9 final model training precision_metric= [81.77451491355896]\n","> round 9 final model training recall_metric = [81.72832727432251]\n","> round 9 final model training auc_metric= [0.9073945879936218]\n","> round 9 final model training prc_metric= [0.8284363746643066]\n","\n","\n","> round 9 final model training loss_metric= [1.186104416847229]\n","> round 9 final model training TP_metric= [2894.0]\n","> round 9 final model training FP_metric= [645.0]\n","> round 9 final model training TN_metric= [6437.0]\n","> round 9 final model training FN_metric= [647.0]\n","> round 9 final model training accuracy_metric= [87.83770799636841]\n","> round 9 final model training precision_metric= [81.77451491355896]\n","> round 9 final model training recall_metric = [81.72832727432251]\n","> round 9 final model training auc_metric= [0.9073945879936218]\n","> round 9 final model training prc_metric= [0.8284363746643066]\n","\n","78/78 [==============================] - 1s 9ms/step - loss: 0.8594 - accuracy: 0.9122 - tp: 2152.0000 - fp: 326.0000 - tn: 4632.0000 - fn: 327.0000 - precision: 0.8684 - recall: 0.8681 - auc: 0.9359 - prc: 0.8785\n","78/78 [==============================] - 1s 9ms/step - loss: 0.8594 - accuracy: 0.9122 - tp: 2152.0000 - fp: 326.0000 - tn: 4632.0000 - fn: 327.0000 - precision: 0.8684 - recall: 0.8681 - auc: 0.9359 - prc: 0.8785\n","> round 9 final model loss_metric= [0.8594245314598083]\n","> round 9 final model TP_metric= [2152.0]\n","> round 9 final model FP_metric= [326.0]\n","> round 9 final model TN_metric= [4632.0]\n","> round 9 final model FN_metric= [327.0]\n","> round 9 final model accuracy_metric= [91.21958017349243]\n","> round 9 final model precision_metric= [86.84422969818115]\n","> round 9 final model recall_metric = [86.80920004844666]\n","> round 9 final model auc_metric= [0.935916006565094]\n","> round 9 final model prc_metric= [0.8785238265991211]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 10 start, random seed= 10\n","\n","> client 1 started learning...........\n","\n","> round 9 final model loss_metric= [0.8594245314598083]\n","> round 9 final model TP_metric= [2152.0]\n","> round 9 final model FP_metric= [326.0]\n","> round 9 final model TN_metric= [4632.0]\n","> round 9 final model FN_metric= [327.0]\n","> round 9 final model accuracy_metric= [91.21958017349243]\n","> round 9 final model precision_metric= [86.84422969818115]\n","> round 9 final model recall_metric = [86.80920004844666]\n","> round 9 final model auc_metric= [0.935916006565094]\n","> round 9 final model prc_metric= [0.8785238265991211]\n","(17,)\n","\n","##############################################################################################################\n","\n","> round 10 start, random seed= 10\n","\n","> client 1 started learning...........\n","\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n","/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]},{"output_type":"stream","name":"stdout","text":["------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 30ms/step - loss: 0.0572 - accuracy: 0.9545 - tp: 5272.0000 - fp: 381.0000 - tn: 10949.0000 - fn: 393.0000 - precision: 0.9326 - recall: 0.9306 - auc: 0.9717 - prc: 0.9453\n","32/32 [==============================] - 8s 30ms/step - loss: 0.0572 - accuracy: 0.9545 - tp: 5272.0000 - fp: 381.0000 - tn: 10949.0000 - fn: 393.0000 - precision: 0.9326 - recall: 0.9306 - auc: 0.9717 - prc: 0.9453\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0116 - accuracy: 0.9972 - tp: 3168.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 18.0000 - precision: 0.9972 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0116 - accuracy: 0.9972 - tp: 3168.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 18.0000 - precision: 0.9972 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0082 - accuracy: 0.9979 - tp: 3168.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 18.0000 - precision: 0.9994 - recall: 0.9944 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0082 - accuracy: 0.9979 - tp: 3168.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 18.0000 - precision: 0.9994 - recall: 0.9944 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0046 - accuracy: 0.9986 - tp: 3175.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3174.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0045 - accuracy: 0.9984 - tp: 3174.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0050 - accuracy: 0.9985 - tp: 3177.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 9.0000 - precision: 0.9984 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0050 - accuracy: 0.9985 - tp: 3177.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 9.0000 - precision: 0.9984 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0052 - accuracy: 0.9983 - tp: 3173.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0052 - accuracy: 0.9983 - tp: 3173.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0046 - accuracy: 0.9983 - tp: 3173.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0046 - accuracy: 0.9983 - tp: 3173.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 13.0000 - precision: 0.9991 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0041 - accuracy: 0.9982 - tp: 3173.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0041 - accuracy: 0.9982 - tp: 3173.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 13.0000 - precision: 0.9987 - recall: 0.9959 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3174.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9985 - tp: 3174.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 12.0000 - precision: 0.9994 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.01997137814760208; accuracy of 99.34272170066833%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.01997137814760208; accuracy of 99.34272170066833%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0094 - accuracy: 0.9978 - tp: 3172.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 15.0000 - precision: 0.9981 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0094 - accuracy: 0.9978 - tp: 3172.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 15.0000 - precision: 0.9981 - recall: 0.9953 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0335 - accuracy: 0.9908 - tp: 3138.0000 - fp: 39.0000 - tn: 6335.0000 - fn: 49.0000 - precision: 0.9877 - recall: 0.9846 - auc: 0.9995 - prc: 0.9990\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0335 - accuracy: 0.9908 - tp: 3138.0000 - fp: 39.0000 - tn: 6335.0000 - fn: 49.0000 - precision: 0.9877 - recall: 0.9846 - auc: 0.9995 - prc: 0.9990\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0381 - accuracy: 0.9912 - tp: 3141.0000 - fp: 38.0000 - tn: 6336.0000 - fn: 46.0000 - precision: 0.9880 - recall: 0.9856 - auc: 0.9989 - prc: 0.9979\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0381 - accuracy: 0.9912 - tp: 3141.0000 - fp: 38.0000 - tn: 6336.0000 - fn: 46.0000 - precision: 0.9880 - recall: 0.9856 - auc: 0.9989 - prc: 0.9979\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0135 - accuracy: 0.9969 - tp: 3168.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 19.0000 - precision: 0.9965 - recall: 0.9940 - auc: 0.9999 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0135 - accuracy: 0.9969 - tp: 3168.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 19.0000 - precision: 0.9965 - recall: 0.9940 - auc: 0.9999 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0048 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0048 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9988 - tp: 3178.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 9.0000 - precision: 0.9994 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0035 - accuracy: 0.9986 - tp: 3177.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 10.0000 - precision: 0.9991 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9990 - tp: 3178.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 9.0000 - precision: 0.9997 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.03141825273633003; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.03141825273633003; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0105 - accuracy: 0.9978 - tp: 3172.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 15.0000 - precision: 0.9981 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0105 - accuracy: 0.9978 - tp: 3172.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 15.0000 - precision: 0.9981 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0070 - accuracy: 0.9980 - tp: 3173.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 14.0000 - precision: 0.9984 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0070 - accuracy: 0.9980 - tp: 3173.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 14.0000 - precision: 0.9984 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0058 - accuracy: 0.9983 - tp: 3175.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 12.0000 - precision: 0.9987 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0058 - accuracy: 0.9983 - tp: 3175.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 12.0000 - precision: 0.9987 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0041 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9983 - tp: 3175.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 12.0000 - precision: 0.9987 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0042 - accuracy: 0.9983 - tp: 3175.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 12.0000 - precision: 0.9987 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.0038835874292999506; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 0.0038835874292999506; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 3s 32ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 3s 32ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0037 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0036 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.01611255295574665; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Score for fold 4: loss of 0.01611255295574665; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0051 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 0.9998 - prc: 0.9995\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0051 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.003704522270709276; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Score for fold 5: loss of 0.003704522270709276; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0042 - accuracy: 0.9987 - tp: 3176.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 11.0000 - precision: 0.9997 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9984 - tp: 3175.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 12.0000 - precision: 0.9991 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.485552274971269e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 1.485552274971269e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0040 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0040 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3177.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 10.0000 - precision: 0.9997 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.0076560163870453835; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Score for fold 7: loss of 0.0076560163870453835; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0047 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0044 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0042 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0043 - accuracy: 0.9986 - tp: 3176.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 8.171430636139121e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 8.171430636139121e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9985 - tp: 3176.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 11.0000 - precision: 0.9991 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0039 - accuracy: 0.9987 - tp: 3177.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 10.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.0035423317458480597; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 0.0035423317458480597; accuracy of 99.90583658218384%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3179.0000 - fp: 2.0000 - tn: 6372.0000 - fn: 8.0000 - precision: 0.9994 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0030 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3178.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 9.0000 - precision: 0.9991 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0028 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3180.0000 - fp: 1.0000 - tn: 6373.0000 - fn: 7.0000 - precision: 0.9997 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3180.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 7.0000 - precision: 0.9991 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3180.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 7.0000 - precision: 0.9991 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.01706639491021633; accuracy of 99.52918887138367%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.01997137814760208 - Accuracy: 99.34272170066833%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03141825273633003 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0038835874292999506 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01611255295574665 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.003704522270709276 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.485552274971269e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0076560163870453835 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 8.171430636139121e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.0035423317458480597 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.01706639491021633 - Accuracy: 99.52918887138367%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.76477921009064 (+- 0.22740276195884276)\n","> Loss: 0.010337806353618362\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 0.01706639491021633; accuracy of 99.52918887138367%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.01997137814760208 - Accuracy: 99.34272170066833%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.03141825273633003 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.0038835874292999506 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01611255295574665 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.003704522270709276 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.485552274971269e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0076560163870453835 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 8.171430636139121e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.0035423317458480597 - Accuracy: 99.90583658218384%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.01706639491021633 - Accuracy: 99.52918887138367%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.76477921009064 (+- 0.22740276195884276)\n","> Loss: 0.010337806353618362\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0041 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0041 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 10ms/step - loss: 0.1942 - accuracy: 0.9750 - tp: 2383.0000 - fp: 90.0000 - tn: 4868.0000 - fn: 96.0000 - precision: 0.9636 - recall: 0.9613 - auc: 0.9878 - prc: 0.9769\n","78/78 [==============================] - 1s 10ms/step - loss: 0.1942 - accuracy: 0.9750 - tp: 2383.0000 - fp: 90.0000 - tn: 4868.0000 - fn: 96.0000 - precision: 0.9636 - recall: 0.9613 - auc: 0.9878 - prc: 0.9769\n","\n",">round 10 client 1 evaluation training metrics:\n","[0.00405979435890913, 0.9987762570381165, 3530.0, 2.0, 7080.0, 11.0, 0.9994337558746338, 0.9968935251235962, 0.9999942183494568, 0.9999883770942688]\n","\n",">round 10 client 1 evaluation metrics:\n","[0.19418922066688538, 0.9749898910522461, 2383.0, 90.0, 4868.0, 96.0, 0.9636069536209106, 0.9612746834754944, 0.987765908241272, 0.9769186973571777]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","\n",">round 10 client 1 evaluation training metrics:\n","[0.00405979435890913, 0.9987762570381165, 3530.0, 2.0, 7080.0, 11.0, 0.9994337558746338, 0.9968935251235962, 0.9999942183494568, 0.9999883770942688]\n","\n",">round 10 client 1 evaluation metrics:\n","[0.19418922066688538, 0.9749898910522461, 2383.0, 90.0, 4868.0, 96.0, 0.9636069536209106, 0.9612746834754944, 0.987765908241272, 0.9769186973571777]\n","\n","=============================================================\n","\n","> client 2 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0418 - accuracy: 0.9824 - tp: 5510.0000 - fp: 144.0000 - tn: 11186.0000 - fn: 155.0000 - precision: 0.9745 - recall: 0.9726 - auc: 0.9943 - prc: 0.9891\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0418 - accuracy: 0.9824 - tp: 5510.0000 - fp: 144.0000 - tn: 11186.0000 - fn: 155.0000 - precision: 0.9745 - recall: 0.9726 - auc: 0.9943 - prc: 0.9891\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0180 - accuracy: 0.9945 - tp: 3155.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 31.0000 - precision: 0.9931 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0180 - accuracy: 0.9945 - tp: 3155.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 31.0000 - precision: 0.9931 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0185 - accuracy: 0.9944 - tp: 3157.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 29.0000 - precision: 0.9921 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0185 - accuracy: 0.9944 - tp: 3157.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 29.0000 - precision: 0.9921 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0113 - accuracy: 0.9964 - tp: 3168.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9950 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0113 - accuracy: 0.9964 - tp: 3168.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9950 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9970 - tp: 3170.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9959 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9970 - tp: 3170.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9959 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9968 - tp: 3169.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9956 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0086 - accuracy: 0.9968 - tp: 3169.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9956 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9970 - tp: 3170.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9959 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9970 - tp: 3170.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9959 - recall: 0.9950 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0085 - accuracy: 0.9967 - tp: 3170.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0085 - accuracy: 0.9967 - tp: 3170.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0075 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0075 - accuracy: 0.9975 - tp: 3174.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0075 - accuracy: 0.9971 - tp: 3172.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0075 - accuracy: 0.9971 - tp: 3172.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.027505449950695038; accuracy of 99.24882650375366%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.027505449950695038; accuracy of 99.24882650375366%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0108 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0108 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0112 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0112 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0101 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0101 - accuracy: 0.9954 - tp: 3165.0000 - fp: 22.0000 - tn: 6352.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0189 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0189 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9999 - prc: 0.9998\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0315 - accuracy: 0.9908 - tp: 3143.0000 - fp: 44.0000 - tn: 6330.0000 - fn: 44.0000 - precision: 0.9862 - recall: 0.9862 - auc: 0.9995 - prc: 0.9991\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0315 - accuracy: 0.9908 - tp: 3143.0000 - fp: 44.0000 - tn: 6330.0000 - fn: 44.0000 - precision: 0.9862 - recall: 0.9862 - auc: 0.9995 - prc: 0.9991\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0271 - accuracy: 0.9927 - tp: 3151.0000 - fp: 34.0000 - tn: 6340.0000 - fn: 36.0000 - precision: 0.9893 - recall: 0.9887 - auc: 0.9994 - prc: 0.9991\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0271 - accuracy: 0.9927 - tp: 3151.0000 - fp: 34.0000 - tn: 6340.0000 - fn: 36.0000 - precision: 0.9893 - recall: 0.9887 - auc: 0.9994 - prc: 0.9991\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0244 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9994 - prc: 0.9988\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0244 - accuracy: 0.9935 - tp: 3156.0000 - fp: 31.0000 - tn: 6343.0000 - fn: 31.0000 - precision: 0.9903 - recall: 0.9903 - auc: 0.9994 - prc: 0.9988\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0159 - accuracy: 0.9940 - tp: 3158.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 29.0000 - precision: 0.9912 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0159 - accuracy: 0.9940 - tp: 3158.0000 - fp: 28.0000 - tn: 6346.0000 - fn: 29.0000 - precision: 0.9912 - recall: 0.9909 - auc: 0.9999 - prc: 0.9998\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0116 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0116 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 2: loss of 0.017479801550507545; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Score for fold 2: loss of 0.017479801550507545; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0108 - accuracy: 0.9956 - tp: 3165.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 22.0000 - precision: 0.9937 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0108 - accuracy: 0.9956 - tp: 3165.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 22.0000 - precision: 0.9937 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0099 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0099 - accuracy: 0.9959 - tp: 3167.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 20.0000 - precision: 0.9940 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0087 - accuracy: 0.9957 - tp: 3166.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0087 - accuracy: 0.9957 - tp: 3166.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 21.0000 - precision: 0.9937 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0087 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0087 - accuracy: 0.9956 - tp: 3166.0000 - fp: 21.0000 - tn: 6353.0000 - fn: 21.0000 - precision: 0.9934 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0086 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0086 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0086 - accuracy: 0.9959 - tp: 3166.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 21.0000 - precision: 0.9943 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0086 - accuracy: 0.9959 - tp: 3166.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 21.0000 - precision: 0.9943 - recall: 0.9934 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0089 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0085 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0085 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0085 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0085 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Score for fold 3: loss of 0.004829348996281624; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 0.004829348996281624; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9968 - tp: 3171.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9968 - tp: 3171.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9962 - tp: 3168.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 19.0000 - precision: 0.9947 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9962 - tp: 3168.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 19.0000 - precision: 0.9947 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9973 - tp: 3174.0000 - fp: 13.0000 - tn: 6361.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0080 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0080 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Score for fold 4: loss of 0.019256820902228355; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Score for fold 4: loss of 0.019256820902228355; accuracy of 99.4350254535675%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0090 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0082 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0076 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0076 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 5: loss of 0.01826341822743416; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Score for fold 5: loss of 0.01826341822743416; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0092 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 0.9997 - prc: 0.9995\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0092 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 0.9997 - prc: 0.9995\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0079 - accuracy: 0.9961 - tp: 3167.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 20.0000 - precision: 0.9947 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0079 - accuracy: 0.9961 - tp: 3167.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 20.0000 - precision: 0.9947 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0079 - accuracy: 0.9960 - tp: 3167.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9943 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0079 - accuracy: 0.9960 - tp: 3167.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9943 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9957 - tp: 3165.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 22.0000 - precision: 0.9940 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9957 - tp: 3165.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 22.0000 - precision: 0.9940 - recall: 0.9931 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0078 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9960 - tp: 3167.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9943 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9960 - tp: 3167.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 20.0000 - precision: 0.9943 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 6: loss of 0.009802027605473995; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 0.009802027605473995; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0077 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0077 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0078 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0078 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0078 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0078 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 34ms/step - loss: 0.0077 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 34ms/step - loss: 0.0077 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0079 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0079 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Score for fold 7: loss of 0.0101004121825099; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 0.0101004121825099; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0088 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0088 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0091 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0091 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0088 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0088 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0087 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0087 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0087 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0088 - accuracy: 0.9960 - tp: 3168.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 19.0000 - precision: 0.9940 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0089 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0089 - accuracy: 0.9952 - tp: 3164.0000 - fp: 23.0000 - tn: 6351.0000 - fn: 23.0000 - precision: 0.9928 - recall: 0.9928 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0086 - accuracy: 0.9964 - tp: 3170.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Score for fold 8: loss of 0.002346731722354889; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 0.002346731722354889; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0080 - accuracy: 0.9961 - tp: 3168.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 19.0000 - precision: 0.9944 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0078 - accuracy: 0.9965 - tp: 3170.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0079 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0079 - accuracy: 0.9963 - tp: 3169.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 18.0000 - precision: 0.9947 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0079 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0079 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0079 - accuracy: 0.9962 - tp: 3168.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 19.0000 - precision: 0.9947 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0079 - accuracy: 0.9962 - tp: 3168.0000 - fp: 17.0000 - tn: 6357.0000 - fn: 19.0000 - precision: 0.9947 - recall: 0.9940 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0081 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0081 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0077 - accuracy: 0.9964 - tp: 3169.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 18.0000 - precision: 0.9950 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0077 - accuracy: 0.9964 - tp: 3169.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 18.0000 - precision: 0.9950 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0078 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0078 - accuracy: 0.9962 - tp: 3169.0000 - fp: 18.0000 - tn: 6356.0000 - fn: 18.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0079 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0079 - accuracy: 0.9958 - tp: 3167.0000 - fp: 20.0000 - tn: 6354.0000 - fn: 20.0000 - precision: 0.9937 - recall: 0.9937 - auc: 1.0000 - prc: 0.9999\n","Score for fold 9: loss of 0.017192546278238297; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 0.017192546278238297; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0092 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0092 - accuracy: 0.9967 - tp: 3171.0000 - fp: 16.0000 - tn: 6358.0000 - fn: 16.0000 - precision: 0.9950 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0562 - accuracy: 0.9874 - tp: 3127.0000 - fp: 60.0000 - tn: 6314.0000 - fn: 60.0000 - precision: 0.9812 - recall: 0.9812 - auc: 0.9978 - prc: 0.9961\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0562 - accuracy: 0.9874 - tp: 3127.0000 - fp: 60.0000 - tn: 6314.0000 - fn: 60.0000 - precision: 0.9812 - recall: 0.9812 - auc: 0.9978 - prc: 0.9961\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1417 - accuracy: 0.9674 - tp: 3026.0000 - fp: 151.0000 - tn: 6223.0000 - fn: 161.0000 - precision: 0.9525 - recall: 0.9495 - auc: 0.9936 - prc: 0.9877\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1417 - accuracy: 0.9674 - tp: 3026.0000 - fp: 151.0000 - tn: 6223.0000 - fn: 161.0000 - precision: 0.9525 - recall: 0.9495 - auc: 0.9936 - prc: 0.9877\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0534 - accuracy: 0.9886 - tp: 3132.0000 - fp: 54.0000 - tn: 6320.0000 - fn: 55.0000 - precision: 0.9831 - recall: 0.9827 - auc: 0.9986 - prc: 0.9972\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0534 - accuracy: 0.9886 - tp: 3132.0000 - fp: 54.0000 - tn: 6320.0000 - fn: 55.0000 - precision: 0.9831 - recall: 0.9827 - auc: 0.9986 - prc: 0.9972\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0376 - accuracy: 0.9925 - tp: 3151.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 36.0000 - precision: 0.9887 - recall: 0.9887 - auc: 0.9992 - prc: 0.9983\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0376 - accuracy: 0.9925 - tp: 3151.0000 - fp: 36.0000 - tn: 6338.0000 - fn: 36.0000 - precision: 0.9887 - recall: 0.9887 - auc: 0.9992 - prc: 0.9983\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0430 - accuracy: 0.9926 - tp: 3150.0000 - fp: 34.0000 - tn: 6340.0000 - fn: 37.0000 - precision: 0.9893 - recall: 0.9884 - auc: 0.9978 - prc: 0.9968\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0430 - accuracy: 0.9926 - tp: 3150.0000 - fp: 34.0000 - tn: 6340.0000 - fn: 37.0000 - precision: 0.9893 - recall: 0.9884 - auc: 0.9978 - prc: 0.9968\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0136 - accuracy: 0.9955 - tp: 3163.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 24.0000 - precision: 0.9940 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0136 - accuracy: 0.9955 - tp: 3163.0000 - fp: 19.0000 - tn: 6355.0000 - fn: 24.0000 - precision: 0.9940 - recall: 0.9925 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0083 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0085 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.09401248395442963; accuracy of 96.61017060279846%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.027505449950695038 - Accuracy: 99.24882650375366%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.017479801550507545 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.004829348996281624 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.019256820902228355 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.01826341822743416 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.009802027605473995 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0101004121825099 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.002346731722354889 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.017192546278238297 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.09401248395442963 - Accuracy: 96.61017060279846%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.3222451210022 (+- 0.9194965701360676)\n","> Loss: 0.022078904137015343\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 0.09401248395442963; accuracy of 96.61017060279846%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.027505449950695038 - Accuracy: 99.24882650375366%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.017479801550507545 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.004829348996281624 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.019256820902228355 - Accuracy: 99.4350254535675%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.01826341822743416 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.009802027605473995 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0101004121825099 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 0.002346731722354889 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.017192546278238297 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.09401248395442963 - Accuracy: 96.61017060279846%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.3222451210022 (+- 0.9194965701360676)\n","> Loss: 0.022078904137015343\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0162 - accuracy: 0.9945 - tp: 3511.0000 - fp: 28.0000 - tn: 7054.0000 - fn: 30.0000 - precision: 0.9921 - recall: 0.9915 - auc: 0.9998 - prc: 0.9997\n","111/111 [==============================] - 1s 9ms/step - loss: 0.0162 - accuracy: 0.9945 - tp: 3511.0000 - fp: 28.0000 - tn: 7054.0000 - fn: 30.0000 - precision: 0.9921 - recall: 0.9915 - auc: 0.9998 - prc: 0.9997\n","78/78 [==============================] - 1s 10ms/step - loss: 0.3492 - accuracy: 0.9515 - tp: 2295.0000 - fp: 177.0000 - tn: 4781.0000 - fn: 184.0000 - precision: 0.9284 - recall: 0.9258 - auc: 0.9772 - prc: 0.9572\n","78/78 [==============================] - 1s 10ms/step - loss: 0.3492 - accuracy: 0.9515 - tp: 2295.0000 - fp: 177.0000 - tn: 4781.0000 - fn: 184.0000 - precision: 0.9284 - recall: 0.9258 - auc: 0.9772 - prc: 0.9572\n","\n",">round 10 client 2 evaluation training metrics:\n","[0.016238350421190262, 0.9945401549339294, 3511.0, 28.0, 7054.0, 30.0, 0.9920881390571594, 0.991527795791626, 0.9997868537902832, 0.9997339248657227]\n","\n",">round 10 client 2 evaluation metrics:\n","[0.34923022985458374, 0.9514589309692383, 2295.0, 177.0, 4781.0, 184.0, 0.928398072719574, 0.9257765412330627, 0.9772431254386902, 0.9571551084518433]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","\n",">round 10 client 2 evaluation training metrics:\n","[0.016238350421190262, 0.9945401549339294, 3511.0, 28.0, 7054.0, 30.0, 0.9920881390571594, 0.991527795791626, 0.9997868537902832, 0.9997339248657227]\n","\n",">round 10 client 2 evaluation metrics:\n","[0.34923022985458374, 0.9514589309692383, 2295.0, 177.0, 4781.0, 184.0, 0.928398072719574, 0.9257765412330627, 0.9772431254386902, 0.9571551084518433]\n","\n","=============================================================\n","\n","> client 3 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 32ms/step - loss: 0.0264 - accuracy: 0.9746 - tp: 5445.0000 - fp: 211.0000 - tn: 11119.0000 - fn: 220.0000 - precision: 0.9627 - recall: 0.9612 - auc: 0.9904 - prc: 0.9819\n","32/32 [==============================] - 7s 32ms/step - loss: 0.0264 - accuracy: 0.9746 - tp: 5445.0000 - fp: 211.0000 - tn: 11119.0000 - fn: 220.0000 - precision: 0.9627 - recall: 0.9612 - auc: 0.9904 - prc: 0.9819\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0087 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0087 - accuracy: 0.9977 - tp: 3175.0000 - fp: 11.0000 - tn: 6361.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0035 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0035 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3181.0000 - fp: 5.0000 - tn: 6367.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.02625572867691517; accuracy of 99.24882650375366%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.02625572867691517; accuracy of 99.24882650375366%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0087 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9996 - prc: 0.9994\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0087 - accuracy: 0.9977 - tp: 3176.0000 - fp: 11.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9965 - recall: 0.9965 - auc: 0.9996 - prc: 0.9994\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9975 - tp: 3175.0000 - fp: 12.0000 - tn: 6362.0000 - fn: 12.0000 - precision: 0.9962 - recall: 0.9962 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0120 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 0.9997 - prc: 0.9995\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0120 - accuracy: 0.9969 - tp: 3172.0000 - fp: 15.0000 - tn: 6359.0000 - fn: 15.0000 - precision: 0.9953 - recall: 0.9953 - auc: 0.9997 - prc: 0.9995\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0298 - accuracy: 0.9933 - tp: 3155.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 32.0000 - precision: 0.9900 - recall: 0.9900 - auc: 0.9987 - prc: 0.9975\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0298 - accuracy: 0.9933 - tp: 3155.0000 - fp: 32.0000 - tn: 6342.0000 - fn: 32.0000 - precision: 0.9900 - recall: 0.9900 - auc: 0.9987 - prc: 0.9975\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0448 - accuracy: 0.9900 - tp: 3138.0000 - fp: 47.0000 - tn: 6327.0000 - fn: 49.0000 - precision: 0.9852 - recall: 0.9846 - auc: 0.9986 - prc: 0.9972\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0448 - accuracy: 0.9900 - tp: 3138.0000 - fp: 47.0000 - tn: 6327.0000 - fn: 49.0000 - precision: 0.9852 - recall: 0.9846 - auc: 0.9986 - prc: 0.9972\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0149 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 0.9997 - prc: 0.9995\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0149 - accuracy: 0.9971 - tp: 3173.0000 - fp: 14.0000 - tn: 6360.0000 - fn: 14.0000 - precision: 0.9956 - recall: 0.9956 - auc: 0.9997 - prc: 0.9995\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0056 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0056 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0026 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.05763303488492966; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.05763303488492966; accuracy of 98.87005686759949%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0071 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0071 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0056 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0056 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0023 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0023 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.015380819328129292; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 0.015380819328129292; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9998 - prc: 0.9995\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0029 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.00228505558334291; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Score for fold 4: loss of 0.00228505558334291; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0033 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0032 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 3.752356133190915e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Score for fold 5: loss of 3.752356133190915e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9986 - tp: 3180.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.02215316705405712; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 0.02215316705405712; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0048 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0048 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0022 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3184.0000 - fp: 3.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0021 - accuracy: 0.9988 - tp: 3181.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 6.0000 - precision: 0.9984 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.029266012832522392; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 0.029266012832522392; accuracy of 99.62335228919983%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0049 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0049 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 0.9998 - prc: 0.9995\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0037 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0028 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0034 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 2.4593622583779506e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Score for fold 8: loss of 2.4593622583779506e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0030 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0028 - accuracy: 0.9983 - tp: 3179.0000 - fp: 8.0000 - tn: 6366.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0029 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0031 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0031 - accuracy: 0.9981 - tp: 3178.0000 - fp: 9.0000 - tn: 6365.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0028 - accuracy: 0.9985 - tp: 3180.0000 - fp: 7.0000 - tn: 6367.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 1.8942420865641907e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 1.8942420865641907e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9987 - tp: 3181.0000 - fp: 6.0000 - tn: 6368.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0024 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0026 - accuracy: 0.9992 - tp: 3183.0000 - fp: 4.0000 - tn: 6370.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0025 - accuracy: 0.9990 - tp: 3182.0000 - fp: 5.0000 - tn: 6369.0000 - fn: 5.0000 - precision: 0.9984 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.005017123185098171; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.02625572867691517 - Accuracy: 99.24882650375366%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.05763303488492966 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.015380819328129292 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00228505558334291 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 3.752356133190915e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.02215316705405712 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.029266012832522392 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 2.4593622583779506e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.8942420865641907e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.005017123185098171 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.68006074428558 (+- 0.3474981751910294)\n","> Loss: 0.015807200114977604\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 0.005017123185098171; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.02625572867691517 - Accuracy: 99.24882650375366%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.05763303488492966 - Accuracy: 98.87005686759949%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.015380819328129292 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.00228505558334291 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 3.752356133190915e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.02215316705405712 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.029266012832522392 - Accuracy: 99.62335228919983%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 2.4593622583779506e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 1.8942420865641907e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.005017123185098171 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.68006074428558 (+- 0.3474981751910294)\n","> Loss: 0.015807200114977604\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 1s 6ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 0.0024 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 11ms/step - loss: 0.0024 - accuracy: 0.9991 - tp: 3536.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 5.0000 - precision: 0.9986 - recall: 0.9986 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 11ms/step - loss: 0.3725 - accuracy: 0.9570 - tp: 2317.0000 - fp: 158.0000 - tn: 4800.0000 - fn: 162.0000 - precision: 0.9362 - recall: 0.9347 - auc: 0.9745 - prc: 0.9525\n","78/78 [==============================] - 1s 11ms/step - loss: 0.3725 - accuracy: 0.9570 - tp: 2317.0000 - fp: 158.0000 - tn: 4800.0000 - fn: 162.0000 - precision: 0.9362 - recall: 0.9347 - auc: 0.9745 - prc: 0.9525\n","\n",">round 10 client 3 evaluation training metrics:\n","[0.0024426737800240517, 0.9990586638450623, 3536.0, 5.0, 7077.0, 5.0, 0.998587965965271, 0.998587965965271, 0.9999976754188538, 0.9999953508377075]\n","\n",">round 10 client 3 evaluation metrics:\n","[0.37254467606544495, 0.9569718837738037, 2317.0, 158.0, 4800.0, 162.0, 0.9361616373062134, 0.9346510767936707, 0.9745094180107117, 0.9524945616722107]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","\n",">round 10 client 3 evaluation training metrics:\n","[0.0024426737800240517, 0.9990586638450623, 3536.0, 5.0, 7077.0, 5.0, 0.998587965965271, 0.998587965965271, 0.9999976754188538, 0.9999953508377075]\n","\n",">round 10 client 3 evaluation metrics:\n","[0.37254467606544495, 0.9569718837738037, 2317.0, 158.0, 4800.0, 162.0, 0.9361616373062134, 0.9346510767936707, 0.9745094180107117, 0.9524945616722107]\n","\n","=============================================================\n","\n","> client 4 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0705 - accuracy: 0.9724 - tp: 5427.0000 - fp: 231.0000 - tn: 11099.0000 - fn: 238.0000 - precision: 0.9592 - recall: 0.9580 - auc: 0.9873 - prc: 0.9761\n","32/32 [==============================] - 8s 29ms/step - loss: 0.0705 - accuracy: 0.9724 - tp: 5427.0000 - fp: 231.0000 - tn: 11099.0000 - fn: 238.0000 - precision: 0.9592 - recall: 0.9580 - auc: 0.9873 - prc: 0.9761\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0112 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0112 - accuracy: 0.9983 - tp: 3178.0000 - fp: 8.0000 - tn: 6364.0000 - fn: 8.0000 - precision: 0.9975 - recall: 0.9975 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0022 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0019 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3183.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 3.0000 - precision: 0.9997 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.0059103877283632755; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.0059103877283632755; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0029 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0029 - accuracy: 0.9991 - tp: 3181.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 5.0000 - precision: 0.9987 - recall: 0.9984 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0031 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3432e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.3432e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7320e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7320e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2824e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.2824e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9068e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9068e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0994e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0994e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4313e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4313e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6178e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6178e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.0053404089994728565; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.0053404089994728565; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4893e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4893e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8581e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8581e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.0644e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.0644e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8558e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.8558e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 1.1848303984152153e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Score for fold 3: loss of 1.1848303984152153e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 7.0719e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 7.0719e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0614e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0614e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5412e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5412e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5140e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5140e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2670e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2670e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1505e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1505e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.0956e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.0956e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8203e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8203e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 4.9235e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 4.9235e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.7331e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 4.7331e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.01442680787295103; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Score for fold 4: loss of 0.01442680787295103; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0020 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0317 - accuracy: 0.9939 - tp: 3157.0000 - fp: 29.0000 - tn: 6343.0000 - fn: 29.0000 - precision: 0.9909 - recall: 0.9909 - auc: 0.9985 - prc: 0.9971\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0317 - accuracy: 0.9939 - tp: 3157.0000 - fp: 29.0000 - tn: 6343.0000 - fn: 29.0000 - precision: 0.9909 - recall: 0.9909 - auc: 0.9985 - prc: 0.9971\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1796 - accuracy: 0.9615 - tp: 2995.0000 - fp: 177.0000 - tn: 6195.0000 - fn: 191.0000 - precision: 0.9442 - recall: 0.9401 - auc: 0.9901 - prc: 0.9810\n","32/32 [==============================] - 1s 27ms/step - loss: 0.1796 - accuracy: 0.9615 - tp: 2995.0000 - fp: 177.0000 - tn: 6195.0000 - fn: 191.0000 - precision: 0.9442 - recall: 0.9401 - auc: 0.9901 - prc: 0.9810\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0907 - accuracy: 0.9805 - tp: 3087.0000 - fp: 87.0000 - tn: 6285.0000 - fn: 99.0000 - precision: 0.9726 - recall: 0.9689 - auc: 0.9967 - prc: 0.9939\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0907 - accuracy: 0.9805 - tp: 3087.0000 - fp: 87.0000 - tn: 6285.0000 - fn: 99.0000 - precision: 0.9726 - recall: 0.9689 - auc: 0.9967 - prc: 0.9939\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0094 - accuracy: 0.9979 - tp: 3175.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9972 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0094 - accuracy: 0.9979 - tp: 3175.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 11.0000 - precision: 0.9972 - recall: 0.9965 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0048 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0048 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9995\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3117e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.3117e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 8.0244e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 8.0244e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.0985383689403534; accuracy of 97.74011373519897%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Score for fold 5: loss of 0.0985383689403534; accuracy of 97.74011373519897%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0107 - accuracy: 0.9974 - tp: 3173.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0107 - accuracy: 0.9974 - tp: 3173.0000 - fp: 12.0000 - tn: 6360.0000 - fn: 13.0000 - precision: 0.9962 - recall: 0.9959 - auc: 1.0000 - prc: 0.9999\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0031 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0016 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0013 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 0.0005787322879768908; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 0.0005787322879768908; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9068e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9068e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9695e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9695e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.8286e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 9.8286e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 6.212510197656229e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 6.212510197656229e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.6367e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.6367e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.4746e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 9.4746e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4917e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 9.4917e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9101e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9101e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 3.4361426514806226e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 3.4361426514806226e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 9.8290e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 9.8290e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 9.7337e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 9.7337e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 9.7880e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 9.7880e-04 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 9.7789e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 9.7789e-04 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9350e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9350e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6126e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.6126e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9112e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9112e-04 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.5959e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 9.5959e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 2.602441054477822e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 2.602441054477822e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8037e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8037e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.1905e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.1905e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.8725e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 27ms/step - loss: 6.8725e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6903e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.6903e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7591e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7591e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5289e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5289e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1714e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1714e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5263e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5263e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.0985e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.0985e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2900e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2900e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.016529735177755356; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.0059103877283632755 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0053404089994728565 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 1.1848303984152153e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01442680787295103 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0985383689403534 - Accuracy: 97.74011373519897%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.0005787322879768908 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 6.212510197656229e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.4361426514806226e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 2.602441054477822e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.016529735177755356 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.7175133228302 (+- 0.6644922642973232)\n","> Loss: 0.01414588002498931\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 0.016529735177755356; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.0059103877283632755 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0053404089994728565 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 1.1848303984152153e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.01442680787295103 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.0985383689403534 - Accuracy: 97.74011373519897%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 0.0005787322879768908 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 6.212510197656229e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.4361426514806226e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 2.602441054477822e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.016529735177755356 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.7175133228302 (+- 0.6644922642973232)\n","> Loss: 0.01414588002498931\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9999 - prc: 0.9999\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9999 - prc: 0.9999\n","78/78 [==============================] - 1s 11ms/step - loss: 0.4055 - accuracy: 0.9516 - tp: 2299.0000 - fp: 180.0000 - tn: 4778.0000 - fn: 180.0000 - precision: 0.9274 - recall: 0.9274 - auc: 0.9728 - prc: 0.9496\n","78/78 [==============================] - 1s 11ms/step - loss: 0.4055 - accuracy: 0.9516 - tp: 2299.0000 - fp: 180.0000 - tn: 4778.0000 - fn: 180.0000 - precision: 0.9274 - recall: 0.9274 - auc: 0.9728 - prc: 0.9496\n","\n",">round 10 client 4 evaluation training metrics:\n","[0.0020644834730774164, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9998584985733032, 0.9998722672462463]\n","\n",">round 10 client 4 evaluation metrics:\n","[0.4054718613624573, 0.9515933990478516, 2299.0, 180.0, 4778.0, 180.0, 0.9273900985717773, 0.9273900985717773, 0.9727617502212524, 0.9496058225631714]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","\n",">round 10 client 4 evaluation training metrics:\n","[0.0020644834730774164, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9998584985733032, 0.9998722672462463]\n","\n",">round 10 client 4 evaluation metrics:\n","[0.4054718613624573, 0.9515933990478516, 2299.0, 180.0, 4778.0, 180.0, 0.9273900985717773, 0.9273900985717773, 0.9727617502212524, 0.9496058225631714]\n","\n","=============================================================\n","\n","> client 5 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.0825 - accuracy: 0.9699 - tp: 5408.0000 - fp: 254.0000 - tn: 11076.0000 - fn: 257.0000 - precision: 0.9551 - recall: 0.9546 - auc: 0.9857 - prc: 0.9733\n","32/32 [==============================] - 8s 31ms/step - loss: 0.0825 - accuracy: 0.9699 - tp: 5408.0000 - fp: 254.0000 - tn: 11076.0000 - fn: 257.0000 - precision: 0.9551 - recall: 0.9546 - auc: 0.9857 - prc: 0.9733\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0079 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0079 - accuracy: 0.9986 - tp: 3179.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 7.0000 - precision: 0.9981 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0022 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0016 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.4005e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.4005e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.8575e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.8575e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.5624e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.5624e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9203e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9203e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6294e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.6294e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.032703593373298645; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.032703593373298645; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0361 - accuracy: 0.9925 - tp: 3149.0000 - fp: 35.0000 - tn: 6337.0000 - fn: 37.0000 - precision: 0.9890 - recall: 0.9884 - auc: 0.9987 - prc: 0.9976\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0361 - accuracy: 0.9925 - tp: 3149.0000 - fp: 35.0000 - tn: 6337.0000 - fn: 37.0000 - precision: 0.9890 - recall: 0.9884 - auc: 0.9987 - prc: 0.9976\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0225 - accuracy: 0.9954 - tp: 3164.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9996 - prc: 0.9993\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0225 - accuracy: 0.9954 - tp: 3164.0000 - fp: 22.0000 - tn: 6350.0000 - fn: 22.0000 - precision: 0.9931 - recall: 0.9931 - auc: 0.9996 - prc: 0.9993\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0120 - accuracy: 0.9965 - tp: 3169.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0120 - accuracy: 0.9965 - tp: 3169.0000 - fp: 16.0000 - tn: 6356.0000 - fn: 17.0000 - precision: 0.9950 - recall: 0.9947 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0030 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0030 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.2758e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 8.2758e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.2572e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 4.2572e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 1.7699e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 1.7699e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 1.4001e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 1.4001e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 1.2828e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 1.2828e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1845e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 1.1845e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.0269923135638237; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.0269923135638237; accuracy of 99.24670457839966%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0028 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0974e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0974e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7094e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.7094e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7939e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7939e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1801e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1801e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.7343e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 6.7343e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1358e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1358e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.5216e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 6.5216e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.0391e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 7.0391e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.7337e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 4.7337e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.00032572486088611186; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 0.00032572486088611186; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 2.0480e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 2.0480e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 1.2963e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 1.2963e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9763e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.9763e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.8065e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.8065e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.6215e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 7.6215e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4186e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4186e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7800e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.7800e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9155e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9155e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.6005e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.6005e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.2776e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.2776e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 0.0103178471326828; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Score for fold 4: loss of 0.0103178471326828; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 6.5243e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 6.5243e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3759e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3759e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7800e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7800e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.3592e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.3592e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.5458e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 6.5458e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 4.9925e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 4.9925e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.3074e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.3074e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5263e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5263e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3463e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3463e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 1.3075700735498685e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Score for fold 5: loss of 1.3075700735498685e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6249e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.6249e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4164e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4164e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2307e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.2307e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5353e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5353e-04 - accuracy: 0.9997 - tp: 3184.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 2.0000 - precision: 0.9997 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5670e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5670e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5543e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.5543e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9003e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9003e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4183e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.4183e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 32ms/step - loss: 5.6858e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 5.6858e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 32ms/step - loss: 4.9783e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 4.9783e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.4067745723878033e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 1.4067745723878033e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.3344e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.3344e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.1292e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.1292e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 6.3737e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 6.3737e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 33ms/step - loss: 5.3963e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 33ms/step - loss: 5.3963e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 30ms/step - loss: 4.7366e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 4.7366e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8478e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8478e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.7542e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 4.7542e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8677e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8677e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0619e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0619e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8539e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8539e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 1.0497538823983632e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 1.0497538823983632e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.0667e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.0667e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.0154e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.0154e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8028e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8028e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 32ms/step - loss: 5.1116e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 5.1116e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 31ms/step - loss: 4.8452e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 31ms/step - loss: 4.8452e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0584e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0584e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0007e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0007e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2952e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2952e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0848e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0848e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0581e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0581e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 2.5312920115538873e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Score for fold 8: loss of 2.5312920115538873e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8735e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8735e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9157e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9157e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.5617e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.5617e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7708e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7708e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.9425e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 4.9425e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7757e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7757e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.4054e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.4054e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.6828e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.6828e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.4614e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.4614e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6517e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.6517e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 4.314255875215167e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 4.314255875215167e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8113e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8113e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2451e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.2451e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9921e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9921e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6988e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.6988e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7582e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7582e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6098e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6098e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7469e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.7469e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3932e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3932e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0044e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0044e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9309e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.9309e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 3.435443204580224e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.032703593373298645 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0269923135638237 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.00032572486088611186 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0103178471326828 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 1.3075700735498685e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.4067745723878033e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.0497538823983632e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 2.5312920115538873e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 4.314255875215167e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.435443204580224e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.8305082321167 (+- 0.29717005024485404)\n","> Loss: 0.007038740090706597\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 3.435443204580224e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.032703593373298645 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0269923135638237 - Accuracy: 99.24670457839966%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.00032572486088611186 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 0.0103178471326828 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 1.3075700735498685e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.4067745723878033e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 1.0497538823983632e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 2.5312920115538873e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 4.314255875215167e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.435443204580224e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.8305082321167 (+- 0.29717005024485404)\n","> Loss: 0.007038740090706597\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 6ms/step\n","111/111 [==============================] - 2s 6ms/step\n","78/78 [==============================] - 1s 6ms/step\n","78/78 [==============================] - 1s 6ms/step\n","111/111 [==============================] - 1s 11ms/step - loss: 4.0271e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 11ms/step - loss: 4.0271e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 13ms/step - loss: 0.2086 - accuracy: 0.9755 - tp: 2388.0000 - fp: 91.0000 - tn: 4867.0000 - fn: 91.0000 - precision: 0.9633 - recall: 0.9633 - auc: 0.9872 - prc: 0.9763\n","78/78 [==============================] - 1s 13ms/step - loss: 0.2086 - accuracy: 0.9755 - tp: 2388.0000 - fp: 91.0000 - tn: 4867.0000 - fn: 91.0000 - precision: 0.9633 - recall: 0.9633 - auc: 0.9872 - prc: 0.9763\n","\n",">round 10 client 5 evaluation training metrics:\n","[0.00040270763565786183, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 10 client 5 evaluation metrics:\n","[0.20860280096530914, 0.9755277633666992, 2388.0, 91.0, 4867.0, 91.0, 0.9632916450500488, 0.9632916450500488, 0.9872007966041565, 0.9762563705444336]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","\n",">round 10 client 5 evaluation training metrics:\n","[0.00040270763565786183, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 10 client 5 evaluation metrics:\n","[0.20860280096530914, 0.9755277633666992, 2388.0, 91.0, 4867.0, 91.0, 0.9632916450500488, 0.9632916450500488, 0.9872007966041565, 0.9762563705444336]\n","\n","=============================================================\n","\n","> client 6 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 7s 29ms/step - loss: 0.0525 - accuracy: 0.9839 - tp: 5527.0000 - fp: 135.0000 - tn: 11195.0000 - fn: 138.0000 - precision: 0.9762 - recall: 0.9756 - auc: 0.9932 - prc: 0.9872\n","32/32 [==============================] - 7s 29ms/step - loss: 0.0525 - accuracy: 0.9839 - tp: 5527.0000 - fp: 135.0000 - tn: 11195.0000 - fn: 138.0000 - precision: 0.9762 - recall: 0.9756 - auc: 0.9932 - prc: 0.9872\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0126 - accuracy: 0.9972 - tp: 3172.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 14.0000 - precision: 0.9959 - recall: 0.9956 - auc: 0.9999 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0126 - accuracy: 0.9972 - tp: 3172.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 14.0000 - precision: 0.9959 - recall: 0.9956 - auc: 0.9999 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0019 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.8452e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 2.8452e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 1.6947e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 1.6947e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 33ms/step - loss: 1.3575e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 33ms/step - loss: 1.3575e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 1.0425e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 1.0425e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 8.3417e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 8.3417e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9454e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.9454e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.019968777894973755; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.019968777894973755; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0027 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0027 - accuracy: 0.9995 - tp: 3183.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 3.0000 - precision: 0.9994 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0171 - accuracy: 0.9970 - tp: 3171.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 0.9997 - prc: 0.9994\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0171 - accuracy: 0.9970 - tp: 3171.0000 - fp: 14.0000 - tn: 6358.0000 - fn: 15.0000 - precision: 0.9956 - recall: 0.9953 - auc: 0.9997 - prc: 0.9994\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0154 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9999 - prc: 0.9999\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0154 - accuracy: 0.9964 - tp: 3169.0000 - fp: 17.0000 - tn: 6355.0000 - fn: 17.0000 - precision: 0.9947 - recall: 0.9947 - auc: 0.9999 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0025 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0032 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0021 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5268e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.5268e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5359e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5359e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4712e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4712e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9359e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.9359e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.0013148626312613487; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.0013148626312613487; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 7.2186e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 7.2186e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8838e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8838e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.7155e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.7155e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.2745e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.2745e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2801e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2801e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8835e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8835e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0650e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.0650e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3500e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3500e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9780e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9780e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8489e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.8489e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 3.15023135044612e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 3.15023135044612e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1259e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.1259e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7708e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7708e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7948e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.7948e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0527e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0527e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6764e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6764e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8616e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8616e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3492e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.3492e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2512e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.2512e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.8209e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 4.8209e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.1400e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 6.1400e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 2.4979071895359084e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Score for fold 4: loss of 2.4979071895359084e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 29ms/step - loss: 2.7159e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 2.7159e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 1.5349e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 1.5349e-04 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 9.2182e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 9.2182e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 6.7558e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 6.7558e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 25ms/step - loss: 5.6097e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 5.6097e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.4898e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 4.4898e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.9310e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 3.9310e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 3.4072e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 3.4072e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 3.0582e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 3.0582e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 2.6941e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 2.6941e-05 - accuracy: 1.0000 - tp: 3186.0000 - fp: 0.0000e+00 - tn: 6372.0000 - fn: 0.0000e+00 - precision: 1.0000 - recall: 1.0000 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.009126915596425533; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","Score for fold 5: loss of 0.009126915596425533; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2210e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.2210e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9590e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.9590e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.9201e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 4.9201e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4044e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4044e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8664e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.8664e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 6.5136e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 6.5136e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.1702e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.1702e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1409e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.1409e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1181e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1181e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.2651989891310222e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 1.2651989891310222e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4702e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4702e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7744e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.7744e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9951e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.9951e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.4655e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.4655e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2548e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.2548e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8138e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.8138e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 4.5979e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 4.5979e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5022e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5022e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8888e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8888e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3285e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.3285e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 5.8880041251541115e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 5.8880041251541115e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.8822e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 30ms/step - loss: 5.8822e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8949e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8949e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0058e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0058e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5599e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5599e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3051e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3051e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4551e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.4551e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3850e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.3850e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5704e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.5704e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1673e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.1673e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6302e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6302e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 3.5461778224998852e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 3.5461778224998852e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 34ms/step - loss: 6.4460e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 34ms/step - loss: 6.4460e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.6839e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.6839e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 30ms/step - loss: 4.7124e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 4.7124e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 5.0902e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 5.0902e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4630e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.4630e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9122e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.9122e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7473e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.7473e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 25ms/step - loss: 4.9840e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 4.9840e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0000e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0000e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8079e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.8079e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 5.541855443880195e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 5.541855443880195e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 4.4418e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 4.4418e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6146e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","32/32 [==============================] - 1s 26ms/step - loss: 5.6146e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000 \n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0550e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.0550e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4248e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 5.4248e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 29ms/step - loss: 4.8220e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 4.8220e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 32ms/step - loss: 4.5651e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 4.5651e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 32ms/step - loss: 4.6942e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 4.6942e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 4.5476e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 4.5476e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 31ms/step - loss: 5.9607e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 5.9607e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2790e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 5.2790e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 3.184261686328682e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.019968777894973755 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0013148626312613487 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 3.15023135044612e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 2.4979071895359084e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.009126915596425533 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.2651989891310222e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 5.8880041251541115e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.5461778224998852e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 5.541855443880195e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.184261686328682e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.95291888713837 (+- 0.09648733643285073)\n","> Loss: 0.003049784979702963\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 3.184261686328682e-06; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.019968777894973755 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.0013148626312613487 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 3.15023135044612e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 2.4979071895359084e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.009126915596425533 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.2651989891310222e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 5.8880041251541115e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 3.5461778224998852e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 5.541855443880195e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 3.184261686328682e-06 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.95291888713837 (+- 0.09648733643285073)\n","> Loss: 0.003049784979702963\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 4.2263e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","111/111 [==============================] - 1s 10ms/step - loss: 4.2263e-04 - accuracy: 0.9998 - tp: 3539.0000 - fp: 1.0000 - tn: 7079.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","78/78 [==============================] - 1s 9ms/step - loss: 0.1431 - accuracy: 0.9781 - tp: 2397.0000 - fp: 81.0000 - tn: 4877.0000 - fn: 82.0000 - precision: 0.9673 - recall: 0.9669 - auc: 0.9908 - prc: 0.9829\n","78/78 [==============================] - 1s 9ms/step - loss: 0.1431 - accuracy: 0.9781 - tp: 2397.0000 - fp: 81.0000 - tn: 4877.0000 - fn: 82.0000 - precision: 0.9673 - recall: 0.9669 - auc: 0.9908 - prc: 0.9829\n","\n",">round 10 client 6 evaluation training metrics:\n","[0.00042263470822945237, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 10 client 6 evaluation metrics:\n","[0.14310258626937866, 0.978082537651062, 2397.0, 81.0, 4877.0, 82.0, 0.9673123359680176, 0.9669221639633179, 0.9908452033996582, 0.9828596711158752]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","\n",">round 10 client 6 evaluation training metrics:\n","[0.00042263470822945237, 0.9998116493225098, 3539.0, 1.0, 7079.0, 1.0, 0.9997175335884094, 0.9997175335884094, 0.9999999403953552, 0.9999998211860657]\n","\n",">round 10 client 6 evaluation metrics:\n","[0.14310258626937866, 0.978082537651062, 2397.0, 81.0, 4877.0, 82.0, 0.9673123359680176, 0.9669221639633179, 0.9908452033996582, 0.9828596711158752]\n","\n","=============================================================\n","\n","> client 7 started learning...........\n","\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","------------------------------------------------------------------------\n","Training for fold 1 ...\n","Epoch 1/10\n","32/32 [==============================] - 8s 31ms/step - loss: 0.0442 - accuracy: 0.9845 - tp: 5533.0000 - fp: 131.0000 - tn: 11199.0000 - fn: 132.0000 - precision: 0.9769 - recall: 0.9767 - auc: 0.9951 - prc: 0.9906\n","32/32 [==============================] - 8s 31ms/step - loss: 0.0442 - accuracy: 0.9845 - tp: 5533.0000 - fp: 131.0000 - tn: 11199.0000 - fn: 132.0000 - precision: 0.9769 - recall: 0.9767 - auc: 0.9951 - prc: 0.9906\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9968 - tp: 3170.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0123 - accuracy: 0.9968 - tp: 3170.0000 - fp: 15.0000 - tn: 6357.0000 - fn: 16.0000 - precision: 0.9953 - recall: 0.9950 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0024 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0018 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0016 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 1: loss of 0.007840699516236782; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","Score for fold 1: loss of 0.007840699516236782; accuracy of 99.71751570701599%\n","------------------------------------------------------------------------\n","Training for fold 2 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 33ms/step - loss: 0.0040 - accuracy: 0.9987 - tp: 3180.0000 - fp: 6.0000 - tn: 6366.0000 - fn: 6.0000 - precision: 0.9981 - recall: 0.9981 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0043 - accuracy: 0.9985 - tp: 3179.0000 - fp: 7.0000 - tn: 6365.0000 - fn: 7.0000 - precision: 0.9978 - recall: 0.9978 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0194 - accuracy: 0.9948 - tp: 3161.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9999 - prc: 0.9998\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0194 - accuracy: 0.9948 - tp: 3161.0000 - fp: 25.0000 - tn: 6347.0000 - fn: 25.0000 - precision: 0.9922 - recall: 0.9922 - auc: 0.9999 - prc: 0.9998\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0213 - accuracy: 0.9950 - tp: 3161.0000 - fp: 23.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9928 - recall: 0.9922 - auc: 0.9996 - prc: 0.9993\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0213 - accuracy: 0.9950 - tp: 3161.0000 - fp: 23.0000 - tn: 6349.0000 - fn: 25.0000 - precision: 0.9928 - recall: 0.9922 - auc: 0.9996 - prc: 0.9993\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0182 - accuracy: 0.9961 - tp: 3167.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 19.0000 - precision: 0.9943 - recall: 0.9940 - auc: 0.9995 - prc: 0.9993\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0182 - accuracy: 0.9961 - tp: 3167.0000 - fp: 18.0000 - tn: 6354.0000 - fn: 19.0000 - precision: 0.9943 - recall: 0.9940 - auc: 0.9995 - prc: 0.9993\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0119 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9997 - prc: 0.9995\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0119 - accuracy: 0.9973 - tp: 3173.0000 - fp: 13.0000 - tn: 6359.0000 - fn: 13.0000 - precision: 0.9959 - recall: 0.9959 - auc: 0.9997 - prc: 0.9995\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0033 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0018 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0016 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0016 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Score for fold 2: loss of 0.04298052191734314; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","Score for fold 2: loss of 0.04298052191734314; accuracy of 99.05837774276733%\n","------------------------------------------------------------------------\n","Training for fold 3 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0081 - accuracy: 0.9981 - tp: 3177.0000 - fp: 9.0000 - tn: 6363.0000 - fn: 9.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0023 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0023 - accuracy: 0.9993 - tp: 3182.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 4.0000 - precision: 0.9991 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 3: loss of 0.002913055708631873; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","Score for fold 3: loss of 0.002913055708631873; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 4 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 4: loss of 3.476937490631826e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","Score for fold 4: loss of 3.476937490631826e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 5 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 32ms/step - loss: 8.4605e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 8.4605e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 31ms/step - loss: 6.8942e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 6.8942e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 32ms/step - loss: 5.4618e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 5.4618e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 29ms/step - loss: 5.9975e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 5.9975e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.5966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6810e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.6810e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3630e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.3630e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8903e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.8903e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0359e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.0359e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0460e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 5.0460e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 5: loss of 0.010681109502911568; accuracy of 99.81167316436768%Score for fold 5: loss of 0.010681109502911568; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","\n","------------------------------------------------------------------------\n","Training for fold 6 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0015 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 31ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0013 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 6: loss of 1.0361013664805796e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","Score for fold 6: loss of 1.0361013664805796e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 7 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4757e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.4757e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7107e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 9.7107e-04 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0011 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0010 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Score for fold 7: loss of 0.0020069368183612823; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","Score for fold 7: loss of 0.0020069368183612823; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 8 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 0.0012 - accuracy: 0.9992 - tp: 3182.0000 - fp: 4.0000 - tn: 6368.0000 - fn: 4.0000 - precision: 0.9987 - recall: 0.9987 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 29ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 0.0012 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 28ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0011 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0014 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3183.0000 - fp: 3.0000 - tn: 6369.0000 - fn: 3.0000 - precision: 0.9991 - recall: 0.9991 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 0.0012 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Score for fold 8: loss of 1.1051940418838058e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","Score for fold 8: loss of 1.1051940418838058e-05; accuracy of 100.0%\n","------------------------------------------------------------------------\n","Training for fold 9 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0861e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.0861e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.2324e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.2324e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2769e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.2769e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.5211e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.5211e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 32ms/step - loss: 7.2393e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 7.2393e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 30ms/step - loss: 8.4478e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 8.4478e-04 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 32ms/step - loss: 7.2973e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 32ms/step - loss: 7.2973e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 30ms/step - loss: 7.1411e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 30ms/step - loss: 7.1411e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0733e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0733e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 9: loss of 0.008807457983493805; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","Score for fold 9: loss of 0.008807457983493805; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Training for fold 10 ...\n","Epoch 1/10\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3184.0000 - fp: 2.0000 - tn: 6370.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1908e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 8.1908e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","32/32 [==============================] - 1s 25ms/step - loss: 7.8301e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 25ms/step - loss: 7.8301e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4023e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.4023e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7717e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 6.7717e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0593e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 27ms/step - loss: 7.0593e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 7.1966e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9464e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9464e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9881e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","32/32 [==============================] - 1s 26ms/step - loss: 6.9881e-04 - accuracy: 0.9998 - tp: 3185.0000 - fp: 1.0000 - tn: 6371.0000 - fn: 1.0000 - precision: 0.9997 - recall: 0.9997 - auc: 1.0000 - prc: 1.0000\n","Score for fold 10: loss of 0.022092901170253754; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.007840699516236782 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.04298052191734314 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.002913055708631873 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 3.476937490631826e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.010681109502911568 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.0361013664805796e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0020069368183612823 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 1.1051940418838058e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.008807457983493805 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.022092901170253754 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.78342592716217 (+- 0.2597578768660122)\n","> Loss: 0.009737886494622216\n","------------------------------------------------------------------------\n","Score for fold 10: loss of 0.022092901170253754; accuracy of 99.81167316436768%\n","------------------------------------------------------------------------\n","Score per fold\n","------------------------------------------------------------------------\n","> Fold 1 - Loss: 0.007840699516236782 - Accuracy: 99.71751570701599%\n","------------------------------------------------------------------------\n","> Fold 2 - Loss: 0.04298052191734314 - Accuracy: 99.05837774276733%\n","------------------------------------------------------------------------\n","> Fold 3 - Loss: 0.002913055708631873 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 4 - Loss: 3.476937490631826e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 5 - Loss: 0.010681109502911568 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 6 - Loss: 1.0361013664805796e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 7 - Loss: 0.0020069368183612823 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 8 - Loss: 1.1051940418838058e-05 - Accuracy: 100.0%\n","------------------------------------------------------------------------\n","> Fold 9 - Loss: 0.008807457983493805 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","> Fold 10 - Loss: 0.022092901170253754 - Accuracy: 99.81167316436768%\n","------------------------------------------------------------------------\n","Average scores for all folds:\n","> Accuracy: 99.78342592716217 (+- 0.2597578768660122)\n","> Loss: 0.009737886494622216\n","------------------------------------------------------------------------\n","111/111 [==============================] - 2s 5ms/step\n","111/111 [==============================] - 2s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","78/78 [==============================] - 0s 5ms/step\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0028 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9996\n","111/111 [==============================] - 1s 10ms/step - loss: 0.0028 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 0.9998 - prc: 0.9996\n","78/78 [==============================] - 1s 10ms/step - loss: 0.3242 - accuracy: 0.9613 - tp: 2333.0000 - fp: 142.0000 - tn: 4816.0000 - fn: 146.0000 - precision: 0.9426 - recall: 0.9411 - auc: 0.9800 - prc: 0.9627\n","78/78 [==============================] - 1s 10ms/step - loss: 0.3242 - accuracy: 0.9613 - tp: 2333.0000 - fp: 142.0000 - tn: 4816.0000 - fn: 146.0000 - precision: 0.9426 - recall: 0.9411 - auc: 0.9800 - prc: 0.9627\n","\n",">round 10 client 7 evaluation training metrics:\n","[0.002756301313638687, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9997878074645996, 0.999589741230011]\n","\n",">round 10 client 7 evaluation metrics:\n","[0.3241795003414154, 0.9612746834754944, 2333.0, 142.0, 4816.0, 146.0, 0.9426262378692627, 0.941105306148529, 0.9800313711166382, 0.9626948237419128]\n","\n","=============================================================\n","\n","> round 10 average training auc= 0.24888904482247748\n","> round 10 average training loss= 0.011742314599376054\n","\n",">round 10 client 7 evaluation training metrics:\n","[0.002756301313638687, 0.9996233582496643, 3538.0, 2.0, 7078.0, 2.0, 0.9994350075721741, 0.9994350075721741, 0.9997878074645996, 0.999589741230011]\n","\n",">round 10 client 7 evaluation metrics:\n","[0.3241795003414154, 0.9612746834754944, 2333.0, 142.0, 4816.0, 146.0, 0.9426262378692627, 0.941105306148529, 0.9800313711166382, 0.9626948237419128]\n","\n","=============================================================\n","\n","> round 10 average training auc= 0.24888904482247748\n","> round 10 average training loss= 0.011742314599376054\n","Epoch 1/10\n","Epoch 1/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0043 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0039 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0038 - accuracy: 0.9988 - tp: 3530.0000 - fp: 2.0000 - tn: 7080.0000 - fn: 11.0000 - precision: 0.9994 - recall: 0.9969 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0038 - accuracy: 0.9986 - tp: 3529.0000 - fp: 3.0000 - tn: 7079.0000 - fn: 12.0000 - precision: 0.9992 - recall: 0.9966 - auc: 1.0000 - prc: 1.0000\n","> model 1 retrained, original loss= 0.010337806353618362 , retrained loss= 0.003821873338893056 epoch count 20.0\n","> model 1 retrained, original loss= 0.010337806353618362 , retrained loss= 0.003821873338893056 epoch count 20.0\n","Epoch 1/10\n","Epoch 1/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0218 - accuracy: 0.9935 - tp: 3505.0000 - fp: 33.0000 - tn: 7049.0000 - fn: 36.0000 - precision: 0.9907 - recall: 0.9898 - auc: 0.9995 - prc: 0.9989\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0218 - accuracy: 0.9935 - tp: 3505.0000 - fp: 33.0000 - tn: 7049.0000 - fn: 36.0000 - precision: 0.9907 - recall: 0.9898 - auc: 0.9995 - prc: 0.9989\n","Epoch 2/10\n","Epoch 2/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0129 - accuracy: 0.9957 - tp: 3518.0000 - fp: 23.0000 - tn: 7059.0000 - fn: 23.0000 - precision: 0.9935 - recall: 0.9935 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0129 - accuracy: 0.9957 - tp: 3518.0000 - fp: 23.0000 - tn: 7059.0000 - fn: 23.0000 - precision: 0.9935 - recall: 0.9935 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0094 - accuracy: 0.9960 - tp: 3520.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 21.0000 - precision: 0.9941 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0094 - accuracy: 0.9960 - tp: 3520.0000 - fp: 21.0000 - tn: 7061.0000 - fn: 21.0000 - precision: 0.9941 - recall: 0.9941 - auc: 1.0000 - prc: 0.9999\n","Epoch 4/10\n","Epoch 4/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9957 - tp: 3518.0000 - fp: 23.0000 - tn: 7059.0000 - fn: 23.0000 - precision: 0.9935 - recall: 0.9935 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9957 - tp: 3518.0000 - fp: 23.0000 - tn: 7059.0000 - fn: 23.0000 - precision: 0.9935 - recall: 0.9935 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9957 - tp: 3518.0000 - fp: 23.0000 - tn: 7059.0000 - fn: 23.0000 - precision: 0.9935 - recall: 0.9935 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0092 - accuracy: 0.9957 - tp: 3518.0000 - fp: 23.0000 - tn: 7059.0000 - fn: 23.0000 - precision: 0.9935 - recall: 0.9935 - auc: 1.0000 - prc: 0.9999\n","Epoch 6/10\n","Epoch 6/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0089 - accuracy: 0.9966 - tp: 3523.0000 - fp: 18.0000 - tn: 7064.0000 - fn: 18.0000 - precision: 0.9949 - recall: 0.9949 - auc: 1.0000 - prc: 0.9999\n","Epoch 7/10\n","Epoch 7/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9962 - tp: 3521.0000 - fp: 20.0000 - tn: 7062.0000 - fn: 20.0000 - precision: 0.9944 - recall: 0.9944 - auc: 1.0000 - prc: 0.9999\n","Epoch 8/10\n","Epoch 8/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9968 - tp: 3524.0000 - fp: 17.0000 - tn: 7065.0000 - fn: 17.0000 - precision: 0.9952 - recall: 0.9952 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0087 - accuracy: 0.9968 - tp: 3524.0000 - fp: 17.0000 - tn: 7065.0000 - fn: 17.0000 - precision: 0.9952 - recall: 0.9952 - auc: 1.0000 - prc: 0.9999\n","Epoch 9/10\n","Epoch 9/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9959 - tp: 3519.0000 - fp: 22.0000 - tn: 7060.0000 - fn: 22.0000 - precision: 0.9938 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9959 - tp: 3519.0000 - fp: 22.0000 - tn: 7060.0000 - fn: 22.0000 - precision: 0.9938 - recall: 0.9938 - auc: 1.0000 - prc: 0.9999\n","Epoch 10/10\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9953 - tp: 3516.0000 - fp: 25.0000 - tn: 7057.0000 - fn: 25.0000 - precision: 0.9929 - recall: 0.9929 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0085 - accuracy: 0.9953 - tp: 3516.0000 - fp: 25.0000 - tn: 7057.0000 - fn: 25.0000 - precision: 0.9929 - recall: 0.9929 - auc: 1.0000 - prc: 0.9999\n","> model 2 retrained, original loss= 0.022078904137015343 , retrained loss= 0.008474254980683327 epoch count 20.0\n","> model 2 retrained, original loss= 0.022078904137015343 , retrained loss= 0.008474254980683327 epoch count 20.0\n","Epoch 1/10\n","Epoch 1/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3535.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 6.0000 - precision: 0.9986 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0027 - accuracy: 0.9990 - tp: 3535.0000 - fp: 5.0000 - tn: 7077.0000 - fn: 6.0000 - precision: 0.9986 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","Epoch 2/10\n","Epoch 2/10\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0027 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 28ms/step - loss: 0.0027 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","Epoch 3/10\n","Epoch 3/10\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0027 - accuracy: 0.9985 - tp: 3533.0000 - fp: 8.0000 - tn: 7074.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0027 - accuracy: 0.9985 - tp: 3533.0000 - fp: 8.0000 - tn: 7074.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0031 - accuracy: 0.9987 - tp: 3534.0000 - fp: 7.0000 - tn: 7075.0000 - fn: 7.0000 - precision: 0.9980 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3533.0000 - fp: 8.0000 - tn: 7074.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 31ms/step - loss: 0.0031 - accuracy: 0.9985 - tp: 3533.0000 - fp: 8.0000 - tn: 7074.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0026 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9988 - tp: 3534.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 7.0000 - precision: 0.9983 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9988 - tp: 3534.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 7.0000 - precision: 0.9983 - recall: 0.9980 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3533.0000 - fp: 8.0000 - tn: 7074.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0030 - accuracy: 0.9985 - tp: 3533.0000 - fp: 8.0000 - tn: 7074.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0027 - accuracy: 0.9989 - tp: 3535.0000 - fp: 6.0000 - tn: 7076.0000 - fn: 6.0000 - precision: 0.9983 - recall: 0.9983 - auc: 1.0000 - prc: 1.0000\n","> model 3 retrained, original loss= 0.015807200114977604 , retrained loss= 0.0026875759940594435 epoch count 20.0\n","> model 3 retrained, original loss= 0.015807200114977604 , retrained loss= 0.0026875759940594435 epoch count 20.0\n","Epoch 1/10\n","Epoch 1/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9985 - tp: 3532.0000 - fp: 8.0000 - tn: 7072.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 0.9996 - prc: 0.9992\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0080 - accuracy: 0.9985 - tp: 3532.0000 - fp: 8.0000 - tn: 7072.0000 - fn: 8.0000 - precision: 0.9977 - recall: 0.9977 - auc: 0.9996 - prc: 0.9992\n","Epoch 2/10\n","Epoch 2/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0109 - accuracy: 0.9982 - tp: 3530.0000 - fp: 9.0000 - tn: 7071.0000 - fn: 10.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0109 - accuracy: 0.9982 - tp: 3530.0000 - fp: 9.0000 - tn: 7071.0000 - fn: 10.0000 - precision: 0.9975 - recall: 0.9972 - auc: 1.0000 - prc: 0.9999\n","Epoch 3/10\n","Epoch 3/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9976 - tp: 3527.0000 - fp: 13.0000 - tn: 7067.0000 - fn: 13.0000 - precision: 0.9963 - recall: 0.9963 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0077 - accuracy: 0.9976 - tp: 3527.0000 - fp: 13.0000 - tn: 7067.0000 - fn: 13.0000 - precision: 0.9963 - recall: 0.9963 - auc: 1.0000 - prc: 1.0000\n","Epoch 4/10\n","Epoch 4/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9981 - tp: 3530.0000 - fp: 10.0000 - tn: 7070.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0082 - accuracy: 0.9981 - tp: 3530.0000 - fp: 10.0000 - tn: 7070.0000 - fn: 10.0000 - precision: 0.9972 - recall: 0.9972 - auc: 1.0000 - prc: 1.0000\n","Epoch 5/10\n","Epoch 5/10\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9983 - tp: 3531.0000 - fp: 9.0000 - tn: 7071.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9998 - prc: 0.9995\n","36/36 [==============================] - 1s 27ms/step - loss: 0.0093 - accuracy: 0.9983 - tp: 3531.0000 - fp: 9.0000 - tn: 7071.0000 - fn: 9.0000 - precision: 0.9975 - recall: 0.9975 - auc: 0.9998 - prc: 0.9995\n","Epoch 6/10\n","Epoch 6/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0021 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 30ms/step - loss: 0.0011 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","36/36 [==============================] - 1s 31ms/step - loss: 9.4107e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 31ms/step - loss: 9.4107e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","36/36 [==============================] - 1s 30ms/step - loss: 9.2307e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 30ms/step - loss: 9.2307e-04 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","36/36 [==============================] - 1s 30ms/step - loss: 9.5472e-04 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 30ms/step - loss: 9.5472e-04 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","> model 4 retrained, original loss= 0.01414588002498931 , retrained loss= 0.0009547227527946234 epoch count 20.0\n","> model 4 retrained, original loss= 0.01414588002498931 , retrained loss= 0.0009547227527946234 epoch count 20.0\n","Epoch 1/10\n","Epoch 1/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0826 - accuracy: 0.9837 - tp: 3452.0000 - fp: 85.0000 - tn: 6995.0000 - fn: 88.0000 - precision: 0.9760 - recall: 0.9751 - auc: 0.9963 - prc: 0.9927\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0826 - accuracy: 0.9837 - tp: 3452.0000 - fp: 85.0000 - tn: 6995.0000 - fn: 88.0000 - precision: 0.9760 - recall: 0.9751 - auc: 0.9963 - prc: 0.9927\n","Epoch 2/10\n","Epoch 2/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.1030 - accuracy: 0.9765 - tp: 3411.0000 - fp: 121.0000 - tn: 6959.0000 - fn: 129.0000 - precision: 0.9657 - recall: 0.9636 - auc: 0.9960 - prc: 0.9925\n","36/36 [==============================] - 1s 26ms/step - loss: 0.1030 - accuracy: 0.9765 - tp: 3411.0000 - fp: 121.0000 - tn: 6959.0000 - fn: 129.0000 - precision: 0.9657 - recall: 0.9636 - auc: 0.9960 - prc: 0.9925\n","Epoch 3/10\n","Epoch 3/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0256 - accuracy: 0.9942 - tp: 3509.0000 - fp: 31.0000 - tn: 7049.0000 - fn: 31.0000 - precision: 0.9912 - recall: 0.9912 - auc: 0.9996 - prc: 0.9995\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0256 - accuracy: 0.9942 - tp: 3509.0000 - fp: 31.0000 - tn: 7049.0000 - fn: 31.0000 - precision: 0.9912 - recall: 0.9912 - auc: 0.9996 - prc: 0.9995\n","Epoch 4/10\n","Epoch 4/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0103 - accuracy: 0.9972 - tp: 3525.0000 - fp: 15.0000 - tn: 7065.0000 - fn: 15.0000 - precision: 0.9958 - recall: 0.9958 - auc: 1.0000 - prc: 0.9999\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0103 - accuracy: 0.9972 - tp: 3525.0000 - fp: 15.0000 - tn: 7065.0000 - fn: 15.0000 - precision: 0.9958 - recall: 0.9958 - auc: 1.0000 - prc: 0.9999\n","Epoch 5/10\n","Epoch 5/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0029 - accuracy: 0.9992 - tp: 3536.0000 - fp: 4.0000 - tn: 7076.0000 - fn: 4.0000 - precision: 0.9989 - recall: 0.9989 - auc: 1.0000 - prc: 1.0000\n","Epoch 6/10\n","Epoch 6/10\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 26ms/step - loss: 0.0020 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 7/10\n","Epoch 7/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0017 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 8/10\n","Epoch 8/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9996 - tp: 3538.0000 - fp: 2.0000 - tn: 7078.0000 - fn: 2.0000 - precision: 0.9994 - recall: 0.9994 - auc: 1.0000 - prc: 1.0000\n","Epoch 9/10\n","Epoch 9/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","Epoch 10/10\n","Epoch 10/10\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","36/36 [==============================] - 1s 25ms/step - loss: 0.0013 - accuracy: 0.9994 - tp: 3537.0000 - fp: 3.0000 - tn: 7077.0000 - fn: 3.0000 - precision: 0.9992 - recall: 0.9992 - auc: 1.0000 - prc: 1.0000\n","> model 7 retrained, original loss= 0.009737886494622216 , retrained loss= 0.0013164947740733624 epoch count 20.0\n","> round 10 average epoch count= 17.142857142857142\n","> model 7 retrained, original loss= 0.009737886494622216 , retrained loss= 0.0013164947740733624 epoch count 20.0\n","> round 10 average epoch count= 17.142857142857142\n"," 1/78 [..............................] - ETA: 2s"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n","/usr/local/lib/python3.8/dist-packages/numpy/lib/function_base.py:492: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," a = np.asanyarray(a)\n"]},{"output_type":"stream","name":"stdout","text":["78/78 [==============================] - 0s 6ms/step\n","78/78 [==============================] - 0s 6ms/step\n","> round 10 test auc= 0.2740564441639917\n","> round 10 test auc= 0.2740564441639917\n","111/111 [==============================] - 1s 10ms/step - loss: 2.1291 - accuracy: 0.8138 - tp: 2548.0000 - fp: 985.0000 - tn: 6097.0000 - fn: 993.0000 - precision: 0.7212 - recall: 0.7196 - auc: 0.8323 - prc: 0.7063\n","111/111 [==============================] - 1s 10ms/step - loss: 2.1291 - accuracy: 0.8138 - tp: 2548.0000 - fp: 985.0000 - tn: 6097.0000 - fn: 993.0000 - precision: 0.7212 - recall: 0.7196 - auc: 0.8323 - prc: 0.7063\n","\n","> round 10 final model training loss_metric= [2.129120111465454]\n","> round 10 final model training TP_metric= [2548.0]\n","> round 10 final model training FP_metric= [985.0]\n","> round 10 final model training TN_metric= [6097.0]\n","> round 10 final model training FN_metric= [993.0]\n","> round 10 final model training accuracy_metric= [81.38002157211304]\n","> round 10 final model training precision_metric= [72.12001085281372]\n","> round 10 final model training recall_metric = [71.95707559585571]\n","> round 10 final model training auc_metric= [0.8323444128036499]\n","> round 10 final model training prc_metric= [0.70634925365448]\n","\n","\n","> round 10 final model training loss_metric= [2.129120111465454]\n","> round 10 final model training TP_metric= [2548.0]\n","> round 10 final model training FP_metric= [985.0]\n","> round 10 final model training TN_metric= [6097.0]\n","> round 10 final model training FN_metric= [993.0]\n","> round 10 final model training accuracy_metric= [81.38002157211304]\n","> round 10 final model training precision_metric= [72.12001085281372]\n","> round 10 final model training recall_metric = [71.95707559585571]\n","> round 10 final model training auc_metric= [0.8323444128036499]\n","> round 10 final model training prc_metric= [0.70634925365448]\n","\n","78/78 [==============================] - 1s 9ms/step - loss: 1.6059 - accuracy: 0.8546 - tp: 1936.0000 - fp: 538.0000 - tn: 4420.0000 - fn: 543.0000 - precision: 0.7825 - recall: 0.7810 - auc: 0.8755 - prc: 0.7740\n","78/78 [==============================] - 1s 9ms/step - loss: 1.6059 - accuracy: 0.8546 - tp: 1936.0000 - fp: 538.0000 - tn: 4420.0000 - fn: 543.0000 - precision: 0.7825 - recall: 0.7810 - auc: 0.8755 - prc: 0.7740\n","> round 10 final model loss_metric= [1.6058977842330933]\n","> round 10 final model TP_metric= [1936.0]\n","> round 10 final model FP_metric= [538.0]\n","> round 10 final model TN_metric= [4420.0]\n","> round 10 final model FN_metric= [543.0]\n","> round 10 final model accuracy_metric= [85.46456694602966]\n","> round 10 final model precision_metric= [78.25384140014648]\n","> round 10 final model recall_metric = [78.09600830078125]\n","> round 10 final model auc_metric= [0.8754945993423462]\n","> round 10 final model prc_metric= [0.7740361094474792]\n","(17,)\n","Model: \"model_63\"\n","> round 10 final model loss_metric= [1.6058977842330933]\n","> round 10 final model TP_metric= [1936.0]\n","> round 10 final model FP_metric= [538.0]\n","> round 10 final model TN_metric= [4420.0]\n","> round 10 final model FN_metric= [543.0]\n","> round 10 final model accuracy_metric= [85.46456694602966]\n","> round 10 final model precision_metric= [78.25384140014648]\n","> round 10 final model recall_metric = [78.09600830078125]\n","> round 10 final model auc_metric= [0.8754945993423462]\n","> round 10 final model prc_metric= [0.7740361094474792]\n","(17,)\n","Model: \"model_63\"\n","_________________________________________________________________\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n"," Layer (type) Output Shape Param # \n","=================================================================\n","=================================================================\n"," input_64 (InputLayer) [(None, 100)] 0 \n"," input_64 (InputLayer) [(None, 100)] 0 \n"," \n"," \n"," embedding_63 (Embedding) (None, 100, 300) 6855900 \n"," embedding_63 (Embedding) (None, 100, 300) 6855900 \n"," \n"," \n"," conv1d_63 (Conv1D) (None, 97, 512) 614912 \n"," conv1d_63 (Conv1D) (None, 97, 512) 614912 \n"," \n"," \n"," batch_normalization_63 (Bat (None, 97, 512) 2048 \n"," batch_normalization_63 (Bat (None, 97, 512) 2048 \n"," chNormalization) \n"," chNormalization) \n"," \n"," \n"," max_pooling1d_63 (MaxPoolin (None, 24, 512) 0 \n"," max_pooling1d_63 (MaxPoolin (None, 24, 512) 0 \n"," g1D) \n"," g1D) \n"," \n"," \n"," attention_63 (attention) (None, 24, 512) 536 \n"," attention_63 (attention) (None, 24, 512) 536 \n"," \n"," \n"," bidirectional_63 (Bidirecti (None, 24, 200) 490400 \n"," bidirectional_63 (Bidirecti (None, 24, 200) 490400 \n"," onal) \n"," onal) \n"," \n"," \n"," global_max_pooling1d_63 (Gl (None, 200) 0 \n"," global_max_pooling1d_63 (Gl (None, 200) 0 \n"," obalMaxPooling1D) \n"," obalMaxPooling1D) \n"," \n"," \n"," dense_63 (Dense) (None, 3) 603 \n"," dense_63 (Dense) (None, 3) 603 \n"," \n"," \n","=================================================================\n","=================================================================\n","Total params: 7,964,399\n","Total params: 7,964,399\n","Trainable params: 1,107,475\n","Trainable params: 1,107,475\n","Non-trainable params: 6,856,924\n","Non-trainable params: 6,856,924\n","_________________________________________________________________\n","_________________________________________________________________\n","> average epoch count= 12.428571428571429\n","> 10 ROUNDS 7 CLIENTS ENDED..........\n","\n","Federated Model Took: 8149.079129934311\n","\n","\n","> average epoch count= 12.428571428571429\n","> 10 ROUNDS 7 CLIENTS ENDED..........\n","\n","Federated Model Took: 8149.079129934311\n","\n","\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n","/usr/local/lib/python3.8/dist-packages/numpy/core/fromnumeric.py:2007: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n"," result = asarray(a).shape\n"]}],"source":["start_time = time.time()\n","federated_learning_evaluation(clients_number)\n","print(\"\")\n","print(\"Federated Model Took: {}\\n\\n\".format(time.time() - start_time))"]}],"metadata":{"colab":{"collapsed_sections":["S2h9vDxwy3mD"],"provenance":[{"file_id":"1CtQM2LuZRc8Nz8bpmwbixf_jFpXtPcI9","timestamp":1678101101677}]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"},"accelerator":"GPU","gpuClass":"standard"},"nbformat":4,"nbformat_minor":0}