{
"cells": [
{
"cell_type": "markdown",
"id": "88122380-4d34-49d5-a475-b0f84132be1a",
"metadata": {},
"source": [
"# Time Series Forecasting"
]
},
{
"cell_type": "markdown",
"id": "803d0ce7-3799-4cfa-bc17-e6f5db61912b",
"metadata": {},
"source": [
" "
]
},
{
"cell_type": "markdown",
"id": "7320519d-edbd-463a-b548-24ad7af1ffef",
"metadata": {},
"source": [
"### Dataset Download \n",
"You can download the CSV file here: \n",
"[https://www.kaggle.com/competitions/tabular-playground-series-jan-2022/data)"
]
},
{
"cell_type": "markdown",
"id": "4413a125-3e4e-42a0-9078-f32bf6de208d",
"metadata": {},
"source": [
"### Introduction\n",
"The goal of this project is to forecast daily product sales using historical sales data.\n",
"The dataset contains time-based patterns such as weekly seasonality, yearly trends, and strong peaks during special periods.\n",
"To capture these patterns, both classical time series models and machine learning models were tested.\n",
"First, a SARIMAX model was used as a statistical baseline.\n",
"Then, two machine learning models, LightGBM and CatBoost, were trained using engineered time features and lag variables.\n",
"Model performance was evaluated using SMAPE, and visual comparisons were used to analyze forecast quality and residual behavior."
]
},
{
"cell_type": "markdown",
"id": "74ce12c3-c47d-4e42-ace4-285692822e0a",
"metadata": {},
"source": [
"### Import Libraries"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "854dd993-349c-412c-8e3d-b64f6a44da02",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import plotly.express as px\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from statsmodels.tsa.seasonal import seasonal_decompose\n",
"from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
"from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
"import statsmodels.api as sm\n",
"from datetime import date,timedelta\n",
"import lightgbm as lgb\n",
"from catboost import CatBoostRegressor\n",
"from sklearn.preprocessing import LabelEncoder\n",
"import datetime\n",
"import joblib\n",
"import json\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "markdown",
"id": "63feff24-7017-42bf-9de6-d08aa7596716",
"metadata": {},
"source": [
"### Load Data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "18978a7d-ae3c-44cf-9a2c-b136a352dec3",
"metadata": {},
"outputs": [],
"source": [
"train=pd.read_csv('train.csv')\n",
"test=pd.read_csv('test.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "40825e6a-24d0-4b01-883f-c709848cbbdd",
"metadata": {},
"outputs": [
{
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"output_type": "execute_result"
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"source": [
"train.head()"
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"cell_type": "code",
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"id": "27d0b729-fe47-4c50-b42c-c9455ae37519",
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"source": [
"train.tail()"
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"execution_count": 5,
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"source": [
"test.head()"
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"cell_type": "code",
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"id": "37634925-f921-41e0-a1cb-2db2e34dd966",
"metadata": {},
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"source": [
"test.tail()"
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"execution_count": 7,
"id": "5a01e605-7d17-4182-8aa0-7423941c4d83",
"metadata": {},
"outputs": [
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"text/plain": [
"(26298, 6)"
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"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
"train.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "bf54e225-706c-40dd-944a-181555b0ec55",
"metadata": {},
"outputs": [
{
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"text/plain": [
"(6570, 5)"
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"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
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"source": [
"test.shape"
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{
"cell_type": "code",
"execution_count": 9,
"id": "051a678c-d5cd-4ffa-ab64-982cf949ed99",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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"\n",
"RangeIndex: 26298 entries, 0 to 26297\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 row_id 26298 non-null int64 \n",
" 1 date 26298 non-null object\n",
" 2 country 26298 non-null object\n",
" 3 store 26298 non-null object\n",
" 4 product 26298 non-null object\n",
" 5 num_sold 26298 non-null int64 \n",
"dtypes: int64(2), object(4)\n",
"memory usage: 1.2+ MB\n"
]
}
],
"source": [
"train.info()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "a1547ca4-81da-4f4a-9819-d557a1dd1fb8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 6570 entries, 0 to 6569\n",
"Data columns (total 5 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 row_id 6570 non-null int64 \n",
" 1 date 6570 non-null object\n",
" 2 country 6570 non-null object\n",
" 3 store 6570 non-null object\n",
" 4 product 6570 non-null object\n",
"dtypes: int64(1), object(4)\n",
"memory usage: 256.8+ KB\n"
]
}
],
"source": [
"test.info()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "6488e0a0-c3b2-4af0-b4f0-5bfffc1177f7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"row_id 0.0\n",
"date 0.0\n",
"country 0.0\n",
"store 0.0\n",
"product 0.0\n",
"num_sold 0.0\n",
"dtype: float64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train.isna().mean()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "abe21b3d-7107-40cc-b9ba-97bcd8ca6bf2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"row_id 0.0\n",
"date 0.0\n",
"country 0.0\n",
"store 0.0\n",
"product 0.0\n",
"dtype: float64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test.isna().mean()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "8f9d43a8-f11c-4ee8-a152-c65e550ab8b4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"country\n",
"Finland 8766\n",
"Norway 8766\n",
"Sweden 8766\n",
"Name: count, dtype: int64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train['country'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "9a1210ba-1d6a-4bb6-b3fd-bb45e810d4f3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"store\n",
"KaggleMart 13149\n",
"KaggleRama 13149\n",
"Name: count, dtype: int64"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train['store'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "e319666f-5bf8-4229-8474-4220d1a165c7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"product\n",
"Kaggle Mug 8766\n",
"Kaggle Hat 8766\n",
"Kaggle Sticker 8766\n",
"Name: count, dtype: int64"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train['product'].value_counts()"
]
},
{
"cell_type": "markdown",
"id": "67d8ffa0-1506-4cfe-bb54-a090b5447c50",
"metadata": {},
"source": [
"### Feature Engineering"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "38cc10f1-ab5a-4483-8612-cf1d68ec461e",
"metadata": {},
"outputs": [],
"source": [
"for d in [train, test]:\n",
" d['date'] = pd.to_datetime(d['date'])\n",
"\n",
" d['year'] = d['date'].dt.year\n",
" d['month'] = d['date'].dt.month\n",
" d['week'] = d['date'].dt.isocalendar().week.astype(int)\n",
" d['dayofweek'] = d['date'].dt.dayofweek\n",
" d['is_weekend'] = (d['dayofweek'] >= 5).astype(int)\n",
" d['dayofyear'] = d['date'].dt.dayofyear"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "065fb7af-e4fb-4c63-8e4c-8f47f50628da",
"metadata": {},
"outputs": [],
"source": [
"train=train.sort_values(['country', 'store', 'product', 'date']).reset_index(drop=True)\n",
"test =test.sort_values(['country', 'store', 'product', 'date']).reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "835976f1-4927-41aa-9818-09f88974561e",
"metadata": {},
"outputs": [],
"source": [
"full=pd.concat([train, test], axis=0, ignore_index=True)\n",
"full=full.sort_values(['country', 'store', 'product', 'date']).reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "cb23a1eb-7365-4c08-ade8-80257ca0a829",
"metadata": {},
"outputs": [],
"source": [
"YEAR_LAGS=[364, 365, 371]\n",
"\n",
"for lag in YEAR_LAGS:full[f'lag_{lag}'] = (full.groupby(['country', 'store', 'product'])['num_sold'].shift(lag))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "d8860e55-bdbc-4c9d-ac6f-b5859d90aef6",
"metadata": {},
"outputs": [],
"source": [
"train_fe=full[full['num_sold'].notna()].copy()\n",
"test_fe=full[full['num_sold'].isna()].copy()\n",
"train_fe=train_fe.dropna().reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "bde932f6-b12c-47af-b144-7585422f30b4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(19620, 15) (6570, 15)\n",
"lag_364 18\n",
"lag_365 0\n",
"lag_371 0\n",
"dtype: int64\n",
"Series([], dtype: float64)\n",
"\n",
"Index: 6570 entries, 1461 to 32867\n",
"Data columns (total 15 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 row_id 6570 non-null int64 \n",
" 1 date 6570 non-null datetime64[ns]\n",
" 2 country 6570 non-null object \n",
" 3 store 6570 non-null object \n",
" 4 product 6570 non-null object \n",
" 5 num_sold 0 non-null float64 \n",
" 6 year 6570 non-null int32 \n",
" 7 month 6570 non-null int32 \n",
" 8 week 6570 non-null int64 \n",
" 9 dayofweek 6570 non-null int32 \n",
" 10 is_weekend 6570 non-null int64 \n",
" 11 dayofyear 6570 non-null int32 \n",
" 12 lag_364 6552 non-null float64 \n",
" 13 lag_365 6570 non-null float64 \n",
" 14 lag_371 6570 non-null float64 \n",
"dtypes: datetime64[ns](1), float64(4), int32(4), int64(3), object(3)\n",
"memory usage: 718.6+ KB\n"
]
}
],
"source": [
"print(train_fe.shape, test_fe.shape)\n",
"print(test_fe.filter(like='lag_').isna().sum().head())\n",
"print(test_fe.filter(like='rolling_').isna().sum().head())\n",
"test_fe.info()"
]
},
{
"cell_type": "markdown",
"id": "77859c37-4ec5-4cad-8d50-94a3ff3209b5",
"metadata": {},
"source": [
"### Time-Based Analysis"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "1790cb6e-c1d5-4ce8-8f10-612115fbb216",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"daily_total=train.groupby('date')['num_sold'].sum()\n",
"daily_total.plot(figsize=(12,4), title='Total sales over time');"
]
},
{
"cell_type": "markdown",
"id": "6ad1f07f-4c14-47aa-86c6-5e3512746028",
"metadata": {},
"source": [
"Total sales show a clear long-term upward trend with strong seasonal fluctuations and recurring peaks."
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "5b6f1a9a-e7a7-436c-baa1-ce26a9ab4c9a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train['dayofweek']=train['date'].dt.dayofweek\n",
"train['month']=train['date'].dt.month\n",
"\n",
"train.groupby('dayofweek')['num_sold'].mean().plot(kind='bar', title='Average sales by weekday');"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "44b7cb1d-219a-4840-9a96-047b2a1542cb",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train.groupby('month')['num_sold'].mean().plot(kind='bar', title='Average sales by month');"
]
},
{
"cell_type": "markdown",
"id": "413bfbae-235b-4304-bb23-b0f1d54b19ea",
"metadata": {},
"source": [
"Die Monatsdurchschnitte zeigen eine klare Saisonalität mit höheren Verkäufen in bestimmten Monaten und schwächeren Sommermonaten."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "d38f50ab-9a4d-467c-b5bf-b0f2cdc896d5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for p in train['product'].unique():\n",
" tmp = train[train['product'] == p].groupby('date')['num_sold'].sum()\n",
" tmp.plot(label=p, figsize=(12,4))\n",
"\n",
"plt.legend()\n",
"plt.title('Sales over time by product');"
]
},
{
"cell_type": "markdown",
"id": "f40805e6-0208-4a7f-bc2a-628e7d8b3fe1",
"metadata": {},
"source": [
"All products follow similar seasonal patterns but differ significantly in their overall sales levels."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "9023f563-9a6e-4edb-8329-4f2bf0783abe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for c in train['country'].unique():\n",
" tmp = train[train['country'] == c].groupby('date')['num_sold'].sum()\n",
" tmp.plot(label=c, figsize=(12,4))\n",
"\n",
"plt.legend()\n",
"plt.title('Sales over time by country');"
]
},
{
"cell_type": "markdown",
"id": "9c7bb514-7731-4144-8c7c-c919e8ee33cb",
"metadata": {},
"source": [
"Sales trends are similar across countries, but the base demand level and peak intensity differ."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "cddb9636-b158-4184-aa60-7383c9f75bf1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts=(train.groupby('date')['num_sold'].sum().asfreq('D'))\n",
"result=seasonal_decompose(ts, model='multiplicative', period=365)\n",
"\n",
"fig=result.plot()\n",
"fig.set_size_inches(15, 10)"
]
},
{
"cell_type": "markdown",
"id": "93f08178-cd60-4339-b809-04b8d196c44f",
"metadata": {},
"source": [
"The decomposition shows a steadily increasing trend, strong yearly seasonality, and mostly random residuals."
]
},
{
"cell_type": "markdown",
"id": "6566dfe8-4e6c-43bc-a0a0-da60fcfe29e6",
"metadata": {},
"source": [
"### Modelling SARIMAX"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "722774dd-8886-45e5-a50b-d03a7478a081",
"metadata": {},
"outputs": [],
"source": [
"ts=(train.groupby('date')['num_sold'].sum().asfreq('D').fillna(0))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "53a82a79-7474-4a99-b6bc-a3ae5d3406e4",
"metadata": {},
"outputs": [],
"source": [
"train_ts=ts[:'2018-06-30']\n",
"val_ts=ts['2018-07-01':]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "b17e3d71-d061-4665-bd6a-f1dd19767203",
"metadata": {},
"outputs": [],
"source": [
"model=SARIMAX(train_ts,order=(1,1,1),seasonal_order=(0,0,0,0),enforce_stationarity=False,enforce_invertibility=False)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "8395baac-bb40-4a32-89b5-458061624a72",
"metadata": {},
"outputs": [],
"source": [
"res=model.fit(disp=False)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "54baff92-5ece-42f9-a823-1455e6e4acd7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"SARIMAX Results \n",
"\n",
" Dep. Variable: num_sold No. Observations: 1277 \n",
" \n",
"\n",
" Model: SARIMAX(1, 1, 1) Log Likelihood -10310.390 \n",
" \n",
"\n",
" Date: Sun, 28 Dec 2025 AIC 20626.780 \n",
" \n",
"\n",
" Time: 07:55:21 BIC 20642.230 \n",
" \n",
"\n",
" Sample: 01-01-2015 HQIC 20632.582 \n",
" \n",
"\n",
" - 06-30-2018 \n",
" \n",
"\n",
" Covariance Type: opg \n",
" \n",
"
\n",
"\n",
"\n",
" coef std err z P>|z| [0.025 0.975] \n",
" \n",
"\n",
" ar.L1 -0.4741 0.035 -13.358 0.000 -0.544 -0.405 \n",
" \n",
"\n",
" ma.L1 0.8971 0.021 41.975 0.000 0.855 0.939 \n",
" \n",
"\n",
" sigma2 7.011e+05 2.76e+04 25.424 0.000 6.47e+05 7.55e+05 \n",
" \n",
"
\n",
"\n",
"\n",
" Ljung-Box (L1) (Q): 4.35 Jarque-Bera (JB): 53.04 \n",
" \n",
"\n",
" Prob(Q): 0.04 Prob(JB): 0.00 \n",
" \n",
"\n",
" Heteroskedasticity (H): 1.33 Skew: 0.03 \n",
" \n",
"\n",
" Prob(H) (two-sided): 0.00 Kurtosis: 4.00 \n",
" \n",
"
Warnings: [1] Covariance matrix calculated using the outer product of gradients (complex-step)."
],
"text/latex": [
"\\begin{center}\n",
"\\begin{tabular}{lclc}\n",
"\\toprule\n",
"\\textbf{Dep. Variable:} & num\\_sold & \\textbf{ No. Observations: } & 1277 \\\\\n",
"\\textbf{Model:} & SARIMAX(1, 1, 1) & \\textbf{ Log Likelihood } & -10310.390 \\\\\n",
"\\textbf{Date:} & Sun, 28 Dec 2025 & \\textbf{ AIC } & 20626.780 \\\\\n",
"\\textbf{Time:} & 07:55:21 & \\textbf{ BIC } & 20642.230 \\\\\n",
"\\textbf{Sample:} & 01-01-2015 & \\textbf{ HQIC } & 20632.582 \\\\\n",
"\\textbf{} & - 06-30-2018 & \\textbf{ } & \\\\\n",
"\\textbf{Covariance Type:} & opg & \\textbf{ } & \\\\\n",
"\\bottomrule\n",
"\\end{tabular}\n",
"\\begin{tabular}{lcccccc}\n",
" & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n",
"\\midrule\n",
"\\textbf{ar.L1} & -0.4741 & 0.035 & -13.358 & 0.000 & -0.544 & -0.405 \\\\\n",
"\\textbf{ma.L1} & 0.8971 & 0.021 & 41.975 & 0.000 & 0.855 & 0.939 \\\\\n",
"\\textbf{sigma2} & 7.011e+05 & 2.76e+04 & 25.424 & 0.000 & 6.47e+05 & 7.55e+05 \\\\\n",
"\\bottomrule\n",
"\\end{tabular}\n",
"\\begin{tabular}{lclc}\n",
"\\textbf{Ljung-Box (L1) (Q):} & 4.35 & \\textbf{ Jarque-Bera (JB): } & 53.04 \\\\\n",
"\\textbf{Prob(Q):} & 0.04 & \\textbf{ Prob(JB): } & 0.00 \\\\\n",
"\\textbf{Heteroskedasticity (H):} & 1.33 & \\textbf{ Skew: } & 0.03 \\\\\n",
"\\textbf{Prob(H) (two-sided):} & 0.00 & \\textbf{ Kurtosis: } & 4.00 \\\\\n",
"\\bottomrule\n",
"\\end{tabular}\n",
"%\\caption{SARIMAX Results}\n",
"\\end{center}\n",
"\n",
"Warnings: \\newline\n",
" [1] Covariance matrix calculated using the outer product of gradients (complex-step)."
],
"text/plain": [
"\n",
"\"\"\"\n",
" SARIMAX Results \n",
"==============================================================================\n",
"Dep. Variable: num_sold No. Observations: 1277\n",
"Model: SARIMAX(1, 1, 1) Log Likelihood -10310.390\n",
"Date: Sun, 28 Dec 2025 AIC 20626.780\n",
"Time: 07:55:21 BIC 20642.230\n",
"Sample: 01-01-2015 HQIC 20632.582\n",
" - 06-30-2018 \n",
"Covariance Type: opg \n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"ar.L1 -0.4741 0.035 -13.358 0.000 -0.544 -0.405\n",
"ma.L1 0.8971 0.021 41.975 0.000 0.855 0.939\n",
"sigma2 7.011e+05 2.76e+04 25.424 0.000 6.47e+05 7.55e+05\n",
"===================================================================================\n",
"Ljung-Box (L1) (Q): 4.35 Jarque-Bera (JB): 53.04\n",
"Prob(Q): 0.04 Prob(JB): 0.00\n",
"Heteroskedasticity (H): 1.33 Skew: 0.03\n",
"Prob(H) (two-sided): 0.00 Kurtosis: 4.00\n",
"===================================================================================\n",
"\n",
"Warnings:\n",
"[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n",
"\"\"\""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res.summary()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "3f6fa8b3-aa63-420d-a46a-413428119bc7",
"metadata": {},
"outputs": [],
"source": [
"tahmin=res.forecast(len(val_ts))\n",
"\n",
"def smape(y_true, y_pred):\n",
" return 100 * (abs(y_pred - y_true) / (abs(y_true) + abs(y_pred))).mean()\n",
"\n",
"smape_score=smape(val_ts.values, tahmin.values)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "76cfb971-fc22-4d10-a35c-82c569317ccf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.float64(14.38702454517293)"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"smape_score"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "3a48c95a-5eaf-4d33-a550-1d39bdbefce5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14,5))\n",
"plt.plot(val_ts.index, val_ts.values, label='Actual', linewidth=2)\n",
"plt.plot(val_ts.index, tahmin.values, label='SARIMAX Forecast', linewidth=2)\n",
"plt.title(f'SARIMAX Validation Forecast (SMAPE={smape_score:.2f})')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c2e60d9d-f218-4c24-b627-faa153517f76",
"metadata": {},
"source": [
"The SARIMAX model captures seasonality only partially and underestimates sharp peaks, resulting in a higher SMAPE."
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "eca85720-aa00-46d0-85e1-657c7a371ece",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"residuals=val_ts.values - tahmin.values\n",
"\n",
"plt.figure(figsize=(14,4))\n",
"plt.plot(residuals)\n",
"plt.title('SARIMAX Residuals')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "51fd7053-fa6b-4c9a-b78b-1ac08f37d971",
"metadata": {},
"source": [
"Residuals display structured patterns, indicating that important dynamics remain unmodeled."
]
},
{
"cell_type": "markdown",
"id": "bdccea19-be90-4280-bd55-5c3bc34bc421",
"metadata": {},
"source": [
"##### Modelling ML"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "20018301-3e5f-4613-b965-df1e9aeb0a38",
"metadata": {},
"outputs": [],
"source": [
"TARGET='num_sold'\n",
"\n",
"FEATURES=[\n",
" 'year','month','week','dayofweek','is_weekend','dayofyear',\n",
" 'lag_364','lag_365','lag_371',\n",
" 'country','store','product'\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "80f934bf-e390-46e7-89c0-5bdf73152198",
"metadata": {},
"outputs": [],
"source": [
"cat_cols=['country','store','product']\n",
"\n",
"encoders={}\n",
"for c in cat_cols:\n",
" le = LabelEncoder()\n",
" train_fe[c]=le.fit_transform(train_fe[c].astype(str))\n",
" test_fe[c] =le.transform(test_fe[c].astype(str))\n",
" encoders[c]=le"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "0cd0993e-8dcc-4857-be2f-e7d04f41f0ee",
"metadata": {},
"outputs": [],
"source": [
"split_date='2018-07-01'\n",
"\n",
"tr=train_fe[train_fe['date'] < split_date].copy()\n",
"va=train_fe[train_fe['date'] >= split_date].copy()\n",
"\n",
"x_train=tr[FEATURES]\n",
"y_train=tr[TARGET].values\n",
"\n",
"x_val=va[FEATURES]\n",
"y_val=va[TARGET].values"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "1090320f-ae08-4db2-a589-55033d274546",
"metadata": {},
"outputs": [],
"source": [
"def smape(y_true, y_pred):\n",
" y_true = np.asarray(y_true, dtype=float)\n",
" y_pred = np.asarray(y_pred, dtype=float)\n",
" denom = (np.abs(y_true) + np.abs(y_pred))\n",
" denom = np.where(denom == 0, 1.0, denom)\n",
" return 100.0 * np.mean(np.abs(y_pred - y_true) / denom)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "a5b5ac59-bb46-4ab2-aab7-c237edc50ec0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.int64(18)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_fe[FEATURES].isna().sum().sum()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "115a9e34-ed72-4e78-890e-89101f906300",
"metadata": {},
"outputs": [],
"source": [
"num_cols=[c for c in FEATURES if c not in cat_cols]\n",
"fill_map=train_fe[num_cols].median()\n",
"test_fe[num_cols]=test_fe[num_cols].fillna(fill_map)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "6cdcfc87-8e14-4237-a381-62b3958aab4d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.int64(0)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_fe[FEATURES].isna().sum().sum()"
]
},
{
"cell_type": "markdown",
"id": "ea6d8e17-c35b-44dc-a1cb-a21213c4fc45",
"metadata": {},
"source": [
"##### CatBoost Model"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "7e303e33-94fa-4f85-9563-2b5c6cd65d12",
"metadata": {},
"outputs": [],
"source": [
"cat_cols=['country', 'store', 'product']\n",
"\n",
"tr_cb=tr.copy()\n",
"va_cb=va.copy()\n",
"\n",
"for c in cat_cols:\n",
" tr_cb[c]=tr_cb[c].astype(str)\n",
" va_cb[c]=va_cb[c].astype(str)\n",
"\n",
"x_train_cb=tr_cb[FEATURES]\n",
"y_train_cb=tr_cb[TARGET].values\n",
"\n",
"x_val_cb=va_cb[FEATURES]\n",
"y_val_cb=va_cb[TARGET].values"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "9d0d8016-fa1f-4ef4-8987-e46dc1684f46",
"metadata": {},
"outputs": [],
"source": [
"cat_idx=[FEATURES.index(c) for c in cat_cols] "
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "6a385162-c92d-4bd3-8a9c-1b7fb4c71bec",
"metadata": {},
"outputs": [],
"source": [
"modelcb=CatBoostRegressor(iterations=5000,learning_rate=0.05,depth=8,loss_function='MAE',random_seed=42,verbose=200)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "6258b8ce-e4db-4718-a9a1-f60640460cce",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0:\tlearn: 189.7870819\ttest: 173.3003008\tbest: 173.3003008 (0)\ttotal: 186ms\tremaining: 15m 31s\n",
"200:\tlearn: 23.7449657\ttest: 27.8280260\tbest: 26.9714787 (179)\ttotal: 11.3s\tremaining: 4m 29s\n",
"400:\tlearn: 20.3641707\ttest: 27.9461176\tbest: 26.9714787 (179)\ttotal: 23.8s\tremaining: 4m 33s\n",
"600:\tlearn: 18.7638536\ttest: 27.9669756\tbest: 26.9714787 (179)\ttotal: 35.2s\tremaining: 4m 17s\n",
"800:\tlearn: 17.5524408\ttest: 28.1989164\tbest: 26.9714787 (179)\ttotal: 46.7s\tremaining: 4m 4s\n",
"1000:\tlearn: 16.6542091\ttest: 28.1940798\tbest: 26.9714787 (179)\ttotal: 57.6s\tremaining: 3m 50s\n",
"1200:\tlearn: 15.9584849\ttest: 28.2952083\tbest: 26.9714787 (179)\ttotal: 1m 9s\tremaining: 3m 40s\n",
"1400:\tlearn: 15.4023574\ttest: 28.3997500\tbest: 26.9714787 (179)\ttotal: 1m 21s\tremaining: 3m 28s\n",
"1600:\tlearn: 14.9595488\ttest: 28.3460328\tbest: 26.9714787 (179)\ttotal: 1m 33s\tremaining: 3m 17s\n",
"1800:\tlearn: 14.5484383\ttest: 28.4397950\tbest: 26.9714787 (179)\ttotal: 1m 46s\tremaining: 3m 8s\n",
"2000:\tlearn: 14.1983401\ttest: 28.4510404\tbest: 26.9714787 (179)\ttotal: 1m 58s\tremaining: 2m 57s\n",
"2200:\tlearn: 13.9387199\ttest: 28.4338578\tbest: 26.9714787 (179)\ttotal: 2m 11s\tremaining: 2m 46s\n",
"2400:\tlearn: 13.7293940\ttest: 28.4841111\tbest: 26.9714787 (179)\ttotal: 2m 23s\tremaining: 2m 35s\n",
"2600:\tlearn: 13.4499836\ttest: 28.5560238\tbest: 26.9714787 (179)\ttotal: 2m 36s\tremaining: 2m 24s\n",
"2800:\tlearn: 13.1802100\ttest: 28.5459032\tbest: 26.9714787 (179)\ttotal: 2m 49s\tremaining: 2m 13s\n",
"3000:\tlearn: 12.9403619\ttest: 28.5658038\tbest: 26.9714787 (179)\ttotal: 3m 2s\tremaining: 2m 1s\n",
"3200:\tlearn: 12.7244597\ttest: 28.5420852\tbest: 26.9714787 (179)\ttotal: 3m 15s\tremaining: 1m 49s\n",
"3400:\tlearn: 12.5467821\ttest: 28.5631441\tbest: 26.9714787 (179)\ttotal: 3m 28s\tremaining: 1m 37s\n",
"3600:\tlearn: 12.3869947\ttest: 28.5426340\tbest: 26.9714787 (179)\ttotal: 3m 40s\tremaining: 1m 25s\n",
"3800:\tlearn: 12.2089816\ttest: 28.5856493\tbest: 26.9714787 (179)\ttotal: 3m 53s\tremaining: 1m 13s\n",
"4000:\tlearn: 12.0283287\ttest: 28.6003611\tbest: 26.9714787 (179)\ttotal: 4m 6s\tremaining: 1m 1s\n",
"4200:\tlearn: 11.8733965\ttest: 28.5839234\tbest: 26.9714787 (179)\ttotal: 4m 18s\tremaining: 49.2s\n",
"4400:\tlearn: 11.7196798\ttest: 28.5681529\tbest: 26.9714787 (179)\ttotal: 4m 31s\tremaining: 36.9s\n",
"4600:\tlearn: 11.5952314\ttest: 28.5955479\tbest: 26.9714787 (179)\ttotal: 4m 44s\tremaining: 24.6s\n",
"4800:\tlearn: 11.4379191\ttest: 28.6340052\tbest: 26.9714787 (179)\ttotal: 4m 57s\tremaining: 12.3s\n",
"4999:\tlearn: 11.3064096\ttest: 28.6165536\tbest: 26.9714787 (179)\ttotal: 5m 9s\tremaining: 0us\n",
"\n",
"bestTest = 26.97147865\n",
"bestIteration = 179\n",
"\n",
"Shrink model to first 180 iterations.\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"modelcb.fit(x_train_cb, y_train_cb,eval_set=(x_val_cb, y_val_cb),cat_features=cat_idx,use_best_model=True)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "cb822e3c-727c-4a67-b71c-046694e4ba39",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.float64(3.5088492834440834)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tahmin3=modelcb.predict(x_val_cb)\n",
"smape_cb=smape(y_val_cb, tahmin3)\n",
"smape_cb"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "c052501b-9304-40d8-bd4a-e99246920080",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,4))\n",
"plt.plot(va['date'][:300], y_val_cb[:300], label='Actual')\n",
"plt.plot(va['date'][:300], tahmin3[:300], label='Pred')\n",
"plt.title(f'CatBoost Validation (first 300) | SMAPE={smape_cb:.2f}')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "12fae9b1-bdd6-4c07-a098-0c2626c33e37",
"metadata": {},
"source": [
"CatBoost follows the actual values well but shows small deviations during strong upward movements."
]
},
{
"cell_type": "markdown",
"id": "b8e1a683-4af8-4efd-bc66-7eaf55a82a54",
"metadata": {},
"source": [
"##### LGBMRegressor"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "c829bd3d-340a-4dcf-8feb-3e91f1988ae8",
"metadata": {},
"outputs": [],
"source": [
"modellg=lgb.LGBMRegressor(n_estimators=5000,learning_rate=0.03,num_leaves=64,subsample=0.8,colsample_bytree=0.8,random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "49485301-e1ce-4a3f-8614-b642156b3fcc",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" File \"C:\\Users\\enesy\\anaconda3\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 257, in _count_physical_cores\n",
" cpu_info = subprocess.run(\n",
" \"wmic CPU Get NumberOfCores /Format:csv\".split(),\n",
" capture_output=True,\n",
" text=True,\n",
" )\n",
" File \"C:\\Users\\enesy\\anaconda3\\Lib\\subprocess.py\", line 554, in run\n",
" with Popen(*popenargs, **kwargs) as process:\n",
" ~~~~~^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"C:\\Users\\enesy\\anaconda3\\Lib\\subprocess.py\", line 1039, in __init__\n",
" self._execute_child(args, executable, preexec_fn, close_fds,\n",
" ~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" pass_fds, cwd, env,\n",
" ^^^^^^^^^^^^^^^^^^^\n",
" ...<5 lines>...\n",
" gid, gids, uid, umask,\n",
" ^^^^^^^^^^^^^^^^^^^^^^\n",
" start_new_session, process_group)\n",
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
" File \"C:\\Users\\enesy\\anaconda3\\Lib\\subprocess.py\", line 1554, in _execute_child\n",
" hp, ht, pid, tid = _winapi.CreateProcess(executable, args,\n",
" ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^\n",
" # no special security\n",
" ^^^^^^^^^^^^^^^^^^^^^\n",
" ...<4 lines>...\n",
" cwd,\n",
" ^^^^\n",
" startupinfo)\n",
" ^^^^^^^^^^^^\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.000411 seconds.\n",
"You can set `force_col_wise=true` to remove the overhead.\n",
"[LightGBM] [Info] Total Bins 1107\n",
"[LightGBM] [Info] Number of data points in the train set: 16308, number of used features: 12\n",
"[LightGBM] [Info] Start training from score 395.520297\n"
]
},
{
"data": {
"text/html": [
"LGBMRegressor(colsample_bytree=0.8, learning_rate=0.03, n_estimators=5000,\n",
" num_leaves=64, random_state=42, subsample=0.8) In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. iFitted
\n",
"
\n",
"
\n",
" Parameters \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" boosting_type \n",
" 'gbdt' \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" num_leaves \n",
" 64 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" max_depth \n",
" -1 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" learning_rate \n",
" 0.03 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" n_estimators \n",
" 5000 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" subsample_for_bin \n",
" 200000 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" objective \n",
" None \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" class_weight \n",
" None \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" min_split_gain \n",
" 0.0 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" min_child_weight \n",
" 0.001 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" min_child_samples \n",
" 20 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" subsample \n",
" 0.8 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" subsample_freq \n",
" 0 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" colsample_bytree \n",
" 0.8 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" reg_alpha \n",
" 0.0 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" reg_lambda \n",
" 0.0 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" random_state \n",
" 42 \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" n_jobs \n",
" None \n",
" \n",
" \n",
"\n",
" \n",
" \n",
" importance_type \n",
" 'split' \n",
" \n",
" \n",
" \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"LGBMRegressor(colsample_bytree=0.8, learning_rate=0.03, n_estimators=5000,\n",
" num_leaves=64, random_state=42, subsample=0.8)"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"modellg.fit(x_train, y_train,eval_set=[(x_val, y_val)],eval_metric='l1',callbacks=[lgb.early_stopping(200, verbose=False)])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "22042ab7-f5d9-4855-89ae-ae07028f97a1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.float64(3.3628013080621555)"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tahmin2=modellg.predict(x_val)\n",
"smape_val=smape(y_val, tahmin2)\n",
"smape_val"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "5888ebcf-af87-4525-a775-99ed22ca6f08",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,4))\n",
"plt.plot(va['date'][:300],y_val[:300],label='Actual')\n",
"plt.plot(va['date'][:300],tahmin2[:300],label='Pred')\n",
"plt.title(f'LightGBM Validation (first 300) | SMAPE={smape_val:.2f}')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "f5158831-06c3-4875-a697-45d2d2f0b07d",
"metadata": {},
"source": [
"LightGBM accurately captures both trend and seasonality and achieves the best validation performance."
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "d791b951-3bf9-4a29-b918-f7aa618ef78a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 0 0\n"
]
}
],
"source": [
"print(x_train.isna().sum().sum(), x_val.isna().sum().sum(), test_fe[FEATURES].isna().sum().sum())"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "9e5e6fc8-eef8-4f4f-b4fa-4ce649a45a39",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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69MGKFSuQmpqKu+++G3369EGfPn3wxhtvhJ1DbW0t0tPTA44HOxYpr732Gv76179i3Lhx+OGHH7BlyxZs374dF110UYu/55tvvolHHnkEP//8M8477zwkJibi8ssvx7Fjx1r8HMFUsjMzM8XHAcEYvfnmm/HTTz+Jrec+/fRTZGRkiOUCgPC9//rrrwHf+ZAhQwAgwCHTXgrdkZCYmCj7t1arRVRUFPR6fcBxm80m/ruyshL79u0L+EwxMTFgjIV0MnGsVmvAe7SFYN9VW8/fSEhISMCYMWNw3nnn4bHHHsOHH36IRYsW4ZdffhHHJCUlBS1h4KUS/Dvn61Sosf6/DQDxO4vUgUQQBHGyQjXdBEEQJxEJCQlQKBRB67c7ItozdepUqNVqLFq0CHfccYd43GAwYMyYMQAgE2VrCV6vuXfv3pBj5s2bh//+97/Yt28fFi5c2KZ5c4MfAMaNG4dx48ZhxIgRuOuuu7Bnzx4olUokJycjKSkJS5cuDfoa0uyAc889F+eeey7cbjd27NiBt956Cw888ADS0tJw3XXXBX1+UlJS0N8k2DGdTge73R5w3N8A+fLLLzF16lS89957suPNzc1B5yDFaDTimWeewTPPPIPKykox6j179mwcOXIk5POSkpJQXl4ecLysrAwAkJycLB679dZb8fLLL+Obb77Btddei0WLFuGBBx6ASqUSxyQnJ2P48OH497//HfT9uDHPCRclPVlITk6GwWDAJ598EvLxlp7PjdATIdR31Zbzty2MHTsWgCCAyBk2bBj2798fMJYfGzp0qOy/+/fvx8UXXxwwlj8uhX9nLX2/BEEQJzsU6SYIgjiJMBqNGDNmDH7++Wc4HA7xuMlkapXx6w8XaPKPGGVkZGDevHn47bff8M0337T59Tl79uwBgLCptBMmTMC8efMwZ84czJkz54TfExBE2h5++GHs378f3377LQAhlbi2thZut1uMyEv/BgwYEPA6KpUK48aNwzvvvAMA2LVrV8j3PO+887By5UqZg8TtdovvL6Vnz57Yt2+f7NiqVatgMplkxxQKRYCY1r59+8QU70hJS0vD3Llzcf311yMnJ0emwu7P9OnTsWrVKtHI5nz++eeIiorC+PHjxWODBg3CuHHjsGDBAnz11Vew2+249dZbZc+75JJLcODAAfTp0yfo9+5vdJ8KXHLJJTh+/DiSkpKCfiauOh6KgQMHtmvadyhCnb+hrv/WwpXl+/btKx6bM2cOjhw5gq1bt4rHXC4XvvzyS4wbN078vbt164axY8fiyy+/hNvtFsdu2bIFOTk5omidlLy8PCQlJYXM8iEIgjhVoEg3QRBEB7Nq1SpZ6x+Of7SH8+yzz2LWrFm48MILcf/998PtduPll19GdHR0m6Nlw4YNAwC88cYbuOWWW6DRaDBgwADExMTg9ddfR35+Pm688UYsWrQIl112GTIzM2GxWHDkyBF888030Ov1AXW3DQ0N2LJlCwDA6XTi8OHDeP7556HT6XD33XeHnc/HH3/cps8Rjoceegjvv/8+nnnmGVxzzTW47rrrsHDhQlx88cW4//77MXbsWGg0GpSUlGD16tW47LLLMGfOHLz//vtYtWoVZs2ahR49esBms4kRzfPPPz/k+z3xxBNYtGgRpk2bhqeeegpRUVF45513graQuvnmm/Hkk0/iqaeewpQpU3Do0CG8/fbbYos1ziWXXIJ//etfePrppzFlyhTk5OTg2WefRa9evWTttoIxbtw4XHLJJRg+fDgSEhJw+PBhfPHFF5gwYUJIBXZAUErnddhPPfUUEhMTsXDhQvz222946aWXAuY4b9483HnnnSgrK8PEiRMDnBfPPvssli9fjokTJ+K+++7DgAEDYLPZUFBQgCVLluD9998XW2WdKjzwwAP44YcfMHnyZPztb3/D8OHD4fF4UFRUhD/++AN///vfMW7cuJDPnzp1Kj755BMcPXpUprDfHkRy/sbExCA7Oxu//PILpk+fjsTERCQnJ4d0FnzwwQdYv349LrjgAmRlZcFsNmP9+vV46623MHHiRFx22WXi2Hnz5uGdd97B1Vdfjf/85z9ITU3Fu+++i5ycHKxYsUL2ui+++CJmzJiBq6++GnfddReqqqrwz3/+E0OHDg1w3gCCQT5lypRTIhuCIAgiLF2t5EYQBHG6whWIQ/3l5+cHVVpmjLGffvqJDRs2jGm1WtajRw/2n//8h913330sISFBNg4Au/vuuwPeO5gq9qOPPsoyMzOZUqlkANjq1avFx9xuN/v888/ZjBkzWHJyMlOr1SwuLo6NHTuWPfnkk6ykpCTg9aWfRaVSsR49erCrrrqK7d69WzZWql4ejtaol8+aNSvoY++88w4DwD777DPGmKBE/corr7ARI0YwvV7PoqOj2cCBA9mdd97Jjh07xhhjbPPmzWzOnDksOzub6XQ6lpSUxKZMmcIWLVoke20EUX/euHEjGz9+PNPpdCw9PZ394x//YB9++GGA8rTdbmcPP/wwy8rKYgaDgU2ZMoXt2bMn4Hey2+3soYceYt26dWN6vZ6NHj2a/fzzz+yWW25h2dnZYefzz3/+k40ZM4YlJCQwnU7Hevfuzf72t7+xmpqaFr/T/fv3s9mzZ7O4uDim1WrZiBEjAs5JTmNjIzMYDAwA++ijj4KOqa6uZvfddx/r1asX02g0LDExkZ111lns8ccfF5WowymQt0Rb1cv9z8FbbrmFGY3GgNeYMmUKGzJkiOyYyWRiTzzxBBswYADTarUsLi6ODRs2jP3tb3+TKdgHo7GxkUVHR7OXXnopos8RSr3cf06MRX7+rlixgo0aNYrpdDoGIOy1tnHjRnbJJZewzMxMptVqWVRUFBsxYgT717/+xcxmc8D4iooK9qc//YklJiYyvV7Pxo8fz5YvXx70tf/44w82fvx4ptfrWWJiIvvTn/7EKisrA8bl5uYG7T5AEARxKqJgjLFOsu8JgiCINuJ0OjFy5Eh069YNf/zxR1dPhyCIVnLvvfdi5cqVOHjwIEVuI+DJJ5/E559/juPHj0OtpsRMgiBObcjoJgiCOAn585//jBkzZiAjIwMVFRV4//33sXbtWvzxxx9hU54Jgjg5qaysRP/+/fHxxx/jqquu6urpnNQ0NDSgd+/eeOutt3DjjTd29XQIgiBOGHIdEgRBnIQ0NzfjoYceQnV1NTQaDUaPHo0lS5aQwU0QpyhpaWlYuHAh6uvru3oqJz35+fl49NFHccMNN3T1VAiCINoFinQTBEEQBEEQBEEQRAdBLcMIgiAIgiAIgiAIooMgo5sgCIIgCIIgCIIgOggyugmCIAiCIAiCIAiigzjlhdQ8Hg/KysoQExNDLTgIgiAIgiAIgiCIDocxhubmZmRmZkKpDB/LPuWN7rKyMmRlZXX1NAiCIAiCIAiCIIgzjOLiYnTv3j3smFPe6I6JiQEgfNjY2Ngung1BEARBEARBEARxutPU1ISsrCzRHg3HKW9085Ty2NhYMroJgiAIgiAIgiCITiOSEmcSUiMIgiAIgiAIgiCIDoKMboIgCIIgCIIgCILoIMjoJgiCIAiCIAiCIIgOgoxugiAIgiAIgiAIguggyOgmCIIgCIIgCIIgiA6CjG6CIAiCIAiCIAiC6CDI6CYIgiAIgiAIgiDalcomG2pM9q6exkkBGd0EQRAEQRAEQRBEu2FzujHjtbWY/dYGuD2sq6fT5ZDRTRAEQRAEQRAEQbQbjVYnmmwulDfaUFhr7urpdDkdanT37NkTCoUi4O/uu+8GAMydOzfgsfHjx3fklAiCIAiCIAiCIIgOxOHyiP9/pKK5C2dycqDuyBffvn073G63+O8DBw5gxowZuPrqq8VjF110ERYsWCD+W6vVduSUCIIgCIIgCIIgiA7ELjW6y5tw8bCMLpxN19OhRndKSors3//5z3/Qp08fTJkyRTym0+mQnp7ekdMgCIIgCIIgCIIgOgmKdMvptJpuh8OBL7/8EvPmzYNCoRCPr1mzBqmpqejfvz9uv/12VFVVhX0du92OpqYm2R9BEARBEARBEARxcuBwk9EtpdOM7p9//hkNDQ2YO3eueGzmzJlYuHAhVq1ahVdffRXbt2/HtGnTYLeHlpZ/4YUXEBcXJ/5lZWV1wuwJgiAIgiAIgiCISHBKjO6iOgtMdlcXzqbrUTDGOkXD/cILL4RWq8Wvv/4ackx5eTmys7PxzTff4Iorrgg6xm63y4zypqYmZGVlobGxEbGxse0+b4IgCIIgCIIgCCJyNubW4Mb/bhX//cNfJ+Ks7IQunFH709TUhLi4uIjs0A6t6eYUFhZixYoV+PHHH8OOy8jIQHZ2No4dOxZyjE6ng06na+8pEgRBEARBEARBEO2AtKYbAHIqmk87o7s1dEp6+YIFC5CamopZs2aFHVdbW4vi4mJkZJzZ6nYEQRAEQRAEQRCnKnY/o/tIxZmtw9XhRrfH48GCBQtwyy23QK32BdZNJhMeeughbN68GQUFBVizZg1mz56N5ORkzJkzp6OnRRAEQRAEQRAEQXQAUiE1ADhSfmaLqXV4evmKFStQVFSEefPmyY6rVCrs378fn3/+ORoaGpCRkYHzzjsP3377LWJiYjp6WgRBEARBEARBEEQHwNPLU2N0qGq243BFExhjsi5WZxIdbnRfcMEFCKbVZjAYsGzZso5+e4IgCIIgCIIgCKIT4Ub3wIxY1Jlr0GxzobzRhsx4QxfPrGvotJZhBEEQBEEQBEEQxOkPbxkWrVOhb2o0gDO7rpuMboIgCIIgCIIgCKLd4JFurUqJgelC6fDhM7ium4xugiAIgiAIgiAIot3gQmpatRID0oUe1kcqyOgmCIIgCIIgCIIgiBOGtwzTqpUYmCFEunMovZwgCIIgCIIgCIIgThxferkKg7yR7uPVZthd7q6cVpdBRjdBEARBEARBEATRbjgkke60WB3iozRwexhyq0xdPLOugYxugiAIgiAIgiAIot1wuIWItlalgEKhwIA0IcX8yBkqpkZGN0EQBEEQBEEQBNFuOF0MgBDpBoBBGUKKeU4lGd0EQRAEQRAEQRAEcUJI1csBSNqGnZliamR0EwRBEARBEARBEO2GtE83AAzMOLPbhpHRTRAEQRAEQRAEQbQbvpZhKgBA/7RoKBRAdbMdtSZ7V06tSyCjmyAIgiAIgiAIgmg3/NPLo7RqZCdGAQByzsBoNxndBEEQBEEQBEEQRLvh8Pbj5kY3AAz09us+TEY3QRAEQRAEQRAEQbQd/5puAOjvFVPLrSKjmyAIgiAIgiAIgiDajC+9XCEeizNoAAAWh7tL5tSVkNFNEARBEARBEARBtBtin26VSjzGU815FPxMgoxugiAIgiAIgiAIot3wF1IDAK1KiHo73WR0EwRBEARBEARBEESbEWu6JUa3xlvfbadIN0EQBEEQBEEQBEG0HXsQITVugFOkmyAIgiAIgiAIgiBOgGAtw3ikm2q6CeIUpbjOgu0FdV09DYIgCIIgCII44+E13Tp1sEg365I5dSVkdBOnBbd/vgPXfLAZxXWWrp4KQRAEQRAEQZzR8Gi2RpperqL08g5h/vz5UCgUsr/09HTxccYY5s+fj8zMTBgMBkydOhUHDx7syCkRpymlDVYwBuRWm7p6KgRBEARBEARxxuL2MHi8wWxtkEg3pZd3AEOGDEF5ebn4t3//fvGxl156Ca+99hrefvttbN++Henp6ZgxYwaam5s7elrEaQRjDBaHUDdS2Wjr4tkQBEEQBEEQxJmL1KgOWtNNke72R61WIz09XfxLSUkBIBhKr7/+Oh5//HFcccUVGDp0KD777DNYLBZ89dVXHT0t4jTC7vLA7XWnVTSR0U0QBEEQBEEQXYXM6FZJjW5FwONnCh1udB87dgyZmZno1asXrrvuOuTl5QEA8vPzUVFRgQsuuEAcq9PpMGXKFGzatCnk69ntdjQ1Ncn+iDMbHuUGgEoyugmCIAiCIAiiy7C7fXtzbmgDPlE1quluZ8aNG4fPP/8cy5Ytw0cffYSKigpMnDgRtbW1qKioAACkpaXJnpOWliY+FowXXngBcXFx4l9WVlZHfgTiFMBsd4n/X0Hp5QRBEARBEATRZfBItlathELhM7qpZVgHMXPmTFx55ZUYNmwYzj//fPz2228AgM8++0wcI/0hACHt3P+YlEcffRSNjY3iX3FxccdMnjhlMDskRneTvQtnQhAEQRAEQRBnNtyo1qnkpia1DOskjEYjhg0bhmPHjokq5v5R7aqqqoDotxSdTofY2FjZH3FmY7ZTejlBEARBEARBnAxwoTSpiBogF1Jj7MwyvDvV6Lbb7Th8+DAyMjLQq1cvpKenY/ny5eLjDocDa9euxcSJEztzWsQpjjS9vM7sgN3lDjOaIAiCIAiCIIiOIliPbkBuhJ9p0e4ONbofeughrF27Fvn5+di6dSuuuuoqNDU14ZZbboFCocADDzyA559/Hj/99BMOHDiAuXPnIioqCjfccENHTos4zbBI0ssBoIpSzAmCIAiCIAiiS3CGiHRLlczPNDE1dUe+eElJCa6//nrU1NQgJSUF48ePx5YtW5CdnQ0AePjhh2G1WnHXXXehvr4e48aNwx9//IGYmJiOnBZxmiFNLweEtmFZiVFdNBuCIAiCIAiCOHOxu8KnlwNCNNyo69RpdSkdanR/8803YR9XKBSYP38+5s+f35HTIE5z/CPdpGBOEARBEARBEF2DqF7ul16uUiqgUirg9rAzLtLdqTXdBNERmPwi3SSmRhAEQRAEQbTEO6tzcc0Hm2F1kB5Qe+IIEekGfH277WdY2zAyuolTHop0EwRBEARBEK3lq61F2JZfh93F9V09ldOKUOrlgC/6TZFugjjF4DXdeo1wOpdTpJsgCIIgCIJoAZO3A06zzdXCSKI1iH26gxndZ2ivbjK6iVMe3jKsV3I0AKCSIt0EQRAEQRBEGBhj4h6yyers4tmcXoRqGSY95qD0coI4tTB708t7pxgBCOrlBEEQBEEQBBEKu8sDl0eItjZRpLtdEVuGBTG6eaTbQenlBHFqYfGKX/RJFozuqiY7GDuzUlYIgiAIgiCIyOFRboAi3e1NqJZhAEW6CeKURUwv90a6HW4P6syOrpwSQRAEQRAEcRJjlnS/abKR0d2ekJBaIGR0E6c8PL08PkqLJKMWAKWYEwRBEARBEKExySLdlF7enoRtGaYmo5sgTkksXk+lUatGepweAPXqJgiCIAiCIEJjlrScpUh3+yIa3UFqunWUXk4QpyZ80YzSqpAeKxjdFY32rpwSQRAEQRAEcRJjopruDiNcyzCNWiGMoUg3QZxaiJFunRpp3kg3pZcTBEEQBEEQoZAJqZF6ebsSrqabhNQI4hSEMSZGuo06X6SbenUTBEEQBEEQoSD18o6D12sH69PtE1I7szoNkdFNnNLYnB54WywKNd2xFOkmCIIgCIIgwmMi9fIOI2zLMN6n2+UOeOx0hoxu4pRGKoJh0KjE9HISUiMIgiAIgiBCIY10m+wueDxnVuS1I4lESI0i3QRxCsEXTKNWBaVSQZFugiAIgiAIokWkRjdjQLOd6rrbi7Atw3hNNwmpEcSpg9mbGhSlUwOAaHQ3WJywOc+stBWCIAiCIAgiMkx+RnYzpZi3G+GE1LRqElIjiFMOi8MX6QaAWIMaeo1wWlOKOUEQBEEQBBEMs5/R3WSlSHd7EbZlmJheTkY3QZwymB3eSLdWiHQrFJIUc1IwJwiCIAiCIIIgFVIDSEytPQlX0y326aZIN0GcOnAvZbQ3vRwA0qiumyAIgiAIgghDYKSbjO72whGmZZiOIt0EcerBF8wonUo8lk4K5gRBnESU1FvEUhiCIAji5IB3wFEIgVc02Widbi9ISC0QMrqJUxqLN73cqPVFun3p5fYumRNBEASnuM6C815Zg3mfbu/qqRAEQRASuJBaSrQOAEW625PIhNSoZRhBnDLwBdMoiXTz9HKKdBME0dXsLKyH082QW2Xq6qkQBEEQEni2ZEa8AQDVdLcnkUS6Kb28HXnhhRdw9tlnIyYmBqmpqbj88suRk5MjGzN37lwoFArZ3/jx4ztyWsRpBE/ZjJJGur3p5eWN1i6ZE0EQBCenshkApS0SBEGcbPC2sxneYA2pl7cf4YXUqGVYu7N27Vrcfffd2LJlC5YvXw6Xy4ULLrgAZrNZNu6iiy5CeXm5+LdkyZKOnBZxGsEXzOCRbkovJwiia8mpEIxuh8sDu8vdwmjidMXl9sB1hkV1COJkhjEm1nTzYA1FutsPnl4erGXYmSqkpm55SNtZunSp7N8LFixAamoqdu7cicmTJ4vHdTod0tPTO3IqxGlKuEh3ZZMNHg+DUqnokrkRBEFwoxsAmm0u6KJVYUYTpyv3f7sH645WY9XfpyIlRtfV0yGIMx6Lww3mLSnOjOeRbjK6Q/Ha8qPIrWrG29ePjmhfHTa9nLcMO8OM7k6t6W5sbAQAJCYmyo6vWbMGqamp6N+/P26//XZUVVWFfA273Y6mpibZH3HmwiPd0pZhqTE6KBSAy8NQa3Z01dQIgjgJ2FVUj2s+2Iz9JY2d/t7NNidKG3xlLiZKMT8jabQ68fv+cjTbXNhX0tDV0yEIAr56boXClyFJke7guD0M763JxZL9FcirMbf8BIQ3urUqlWzMmUKnGd2MMTz44IM455xzMHToUPH4zJkzsXDhQqxatQqvvvoqtm/fjmnTpsFuD54a/MILLyAuLk78y8rK6qyPQJyEmMVIty96pFEpkWQUIgkkpkYQZzY/7irBtvw6fL+zuNPf+2ilXDytmYzuM5KtebXweCNqVPZEECcHohCvVo04gwYA1XSHoqrZBqdbWMSsjpbLpDweBpd30QvWp1ujokh3h3LPPfdg3759+Prrr2XHr732WsyaNQtDhw7F7Nmz8fvvv+Po0aP47bffgr7Oo48+isbGRvGvuLjzN1LEyYNFrOmWV0qkxwlGd0UjGd0EcSZTaxKyXcq6YC2QppYDQuSbOPPYdLxW/P8KcgSfMIW1Zny6MR82J2kkEG1HqgkUy41uWqODUlrvy9jiZZ3hkBrT4VqGUU13B3Dvvfdi0aJFWLduHbp37x52bEZGBrKzs3Hs2LGgj+t0Ouh0VA9FCASLdANCr+4DpU20wSGIMxxudHdFN4OjlXKjmxTMz0w2Ha8R/7+SHMEnzPNLDmPZwUrER2lx+ahuXT0d4hTF13JWjVg9j3ST0R2MEonRbY3A2SUzuoNEuvkxJ/Xpbj8YY7jnnnvw448/YtWqVejVq1eLz6mtrUVxcTEyMjI6cmrEaQKvyYn2i3RTr26CCM7m47W46b9bz5i+0bVmIZ23vKHz14IjFXLNEYp0n3lUNdtkZQaVzXRPOlH49ynVSyCI1iLdP8YahD1ks90Fj+fMMgQjQXqtRZJeLq3VDtsy7AyLdHeo0X333Xfjyy+/xFdffYWYmBhUVFSgoqICVqvw45lMJjz00EPYvHkzCgoKsGbNGsyePRvJycmYM2dOR06NOE0wey9+qXo5IES6AUovJwh/FmzMx4bcGizZX97VU+kUuJhirdnRqemojDExvTw7KQqAL7JCnDls9qaWc7FfuiedGC63B8V1FgBAHQmlEicAz5Q0an2RbsYAUwTp02carY50e41ujUoRVOmcG+IkpNaOvPfee2hsbMTUqVORkZEh/n377bcAAJVKhf379+Oyyy5D//79ccstt6B///7YvHkzYmJiOnJqxGmCRUwPkqeXp3nbhlF6OUHIyfGmPJ8JG1an24MGiy+6XN6JBk+NyYF6ixMKBTC6RwKAzhFSO1jWiMve2Yjlhyo7/L2IltmUKxjd5/RLARA++6q4zoK3Vh5Do4UyIkJRUm8VBZrOhDWM6Dik6eV6jUqsM6YU80BK6i3i/1taEekOFuUGfOJqZ1qku0NruhkLn6JhMBiwbNmyjpwCcRrj8TAx0u0vpMbTy6ubSSmWIDhmuwuFtcLNs95y+m9Y6/025eUNVvRKNnbKe/Mod88ko9iXuTPSyxftKcPe4gbc/81uLLrnHPRNje7w9yRCs9Fbz33FqG5Yd7Qa9RYnbE439JrAfu3vrjmOr7cVAQDund6vU+d5qpBf62tXVGOi+zvRdnzp5cK1GKvXoMZkFxTME7pyZicfrU4vd4duFyY9fqYJqXVqn+4zmZyKZqzJqaIapHZEmuJi9EsvT4zSAoAsykUQZzpSYa/6M+DaqDHJje7OXH95RkH/tGjEeJ2CnRHp5tF8i8ONe77adUYqPK8+UoVnfj3Y5Ru6oloLSuqtUCsVmDE4TdxohnIGc7G/3cUNnTXFU45CSY9ginQTJ4LJr/uNWNdN2hsyGGMy9fLWpZeHMLpFITUyuokO4OVlOZi7YDvW5lR39VROG3g9jkIB6DXyUzk+SqjPOROieQQRKdIWVv5R4NMR/015Z6aX53hF1AakxyJa7xPp6WikKu1HKprxzK8HO/w9TzZeXHoECzYWyFp1dQVctXxUj3gYdWqf1kiIFHN+vu4raWwxU/BMpaDWl+ZKRjdxIvgL8YoK5tRlQkaNyQG7xDiOKL08wkj3mZZeTkZ3JxHj3XSZSUin3RB7dGvVUCjkQg1xXqPb7vKckZEeggjGEanRfQY4pLhyOacz24bleBWWB6TFIMa7mevMSPffzu8PhQL4elsxftlT2uHvezLBjbGyLs4s2+g1+if0SQbQssAnb29XY7J3qoPoVCJfEumuNTvIOUG0GbOkphuAr1c31XTL8M8Qi2RPLdZ0hzC6NSphz+50szPqGiaju5PgQl+dEek4UzCFEFEDgBidGiqvYiKlmBOnA3aXG64T9ApLW1idCZFunl7OfXKlndQ2zONhOOZNLx+QHiM6XTs6bdHjYaJQ19VjuuPe8/oCAB77cT/yqs+MFnEA0ODdNHel4coYw2ZvpHtSnyQAQGqsUNsfTEyNMSZzEu0raej4SZ6CFEhquh0uD3UEINqMyd/o9q7TTZReLkOaWg4AlgjU3VsUUpMY42dStJuM7k4iWid40EyUttJu8BQX/3puAFAoFIg3UIo5cXpgd7kx7ZW1uPzdjW1+DWkLK0Bot2d3nd5ZILVeoaXeXvG08k6KfJbUW2FxuKFVKdEzKUpidHfs+l9rdsDpZlAqgJQYHe4/vz/G9UqE2eHG3V/tPiPas9icbvFzVnah0X200oQakwN6jRKjvOr1PNIdzOi2ONywOX2/z76Sxs6Z6CmE0+2RtS4CKMWcaDt8DykKqYmRbtqnS5EqlwOA1dnyfYSvwbpQ6eUSY9zppkg30c7wi5rSy9sPXtMdFSTSDfjquinSTZzqlDfYUNpgxYHSpjaXS1Q121FvcUKp8PUMPpFrw+Z049K3N+Dur3a1+TU6Gr4hH949HoCQbtwZqWxcRK1PajTUKqW4wejoSDdPW06J0UGjUkKlVODN60ch0ajF4fKmM6KNmKxFXBe2jNyYK0S5z+6ZKKZYpoutLAOF1PyNRzK6Aymus8DtYYjSqtAt3gBAcDQRpzYNFkeXOAQDI928ppv2jFJ4enmSURAotkYS6W6ppltidJ8JzmAOGd2dBBdqoFSo9kOsxwkS6QaAeK+CeaOVbsrEqU2DpMasrZkbvJ67V7IRCd5r40SyQI5WNmNfSSN+21ceska1q+Hp5UO7xQEQovudIZLDRdQGpsegqNaCq97fDKDjM514zXp6nEE8lharx7VnZwEAftp9+td2N0qula6MdHMRtUl9k8VjqWEi3bz9FS+F2FfS0OEOonVHq/Hf9XmnTE0lTy3PTjIiKVpYw+pMdH8/lalutmP8Cysx79Ptnf7e/jXdPCMp0pru0gYrCiXlDqcrPLuEt59sVZ/uEEa3UqmAWsnrusnoJtoZIxnd7Y7FHrxHN8eXXk5eS+LUpkFiHNeb23Y++wzBWCR4PdYnkpopTfPckte1KtGh4DWy3RMMYuZLZ4ipcRG1/mkx+Gh9nnjc7HDD7ek4A4erYmd4jTvO5SO7AQDWHq2SnUunI9LPF0olvKNxuT3YmlcHAJjUx2d0h0sv59figLQYaNVKNNlcKKy1BIxrLxhj+Nu3e/Dcb4dlAosnM/k1wvfRMylKjLr5iyUSpxZHKppgc3pwsKzzMzsC1MsNkUe6XW4Prnh3I2a+sb7LBRs7Gl7T3S9NMLpb0zIsVE034GsnRpFuot3hHjQyutsPMb1cGyq9/PTu1e3pwM07cXIhPYcbwmRubM2rxScb8oNGro6UCxvrgekxSGiH0gtpnddJa3R7o2BJRi0yvdHfYBukRqsTryzLwc7CunZ5X+7gSIvV4budxbLHOjLazYXDeBozZ0B6DAZlxMLpZvhtf3mHvf/JgDQrpNHqhDWCqEx7s7+0Ec12F2L1agzOjBWPS9XL/a9Rfq6mx+kxOEN4zt4OFFMrb7SJqdnFdR1n3LcnBV7l8p7JRiQaBVE6Si8/teFZUmZ751+nJrtcF0gUUougpvt4tRmVTXZYHG58siG/4ybZxTDGxPTyfqkxABDRmsrTy0P16RYeU8jGngmQ0d1J8Gjs6VDTfbSyGUsPVHT1NMIKqQGSmu7TML388Z/24+x/r0BVc9dEcurMDry09EiAwAbRMUijd+EM5Ud/3I9nFx8KWrvLo1kD0mPE9PL2inRvPkmMbo+H4elfDuCLLYUAfJ8vKVqHzHjB4CnzUzCvbrbj+g+34O3VuXj8pwMnPAeHy4O8asE42F5QJxPHAjq2XpALxWX4Gd0AcPnITADAL7vLOuz9TwYa/VJDuyLazeu5J/RJErtoAD71crvLE7Cx58ZjolGL4d2FcoiOrOs+VObrZBAs8n4ywtPLe1F6+WlDVbOQqeBwezo94nkike79pb5r8+ttRQHrzulCo9UpBgt5enmrIt0h0suFx4SAGaWXE+0Ov6g7o09rR/O3b/fgL1/uxOojVV06D38RDH94enlDG9NxT2Z+P1CBWrMDe4oauuT9P9tUgHfXHMf93+w5ZeoBT2Uiqen2eBiKvU4Q/2imy+1BbpWQ8jwoI1Y0uk8k1VhqdBfWWk6KFLv9pY34bHMhnv31IGpNdnGNSIrWIsMb6Zaml5fUW3DNB5txqFwwQI5UNJ+wGnJejQkuD4NWrQzq/OjIewCPdGfEGwIeu3RkJhQKYFtB3WntLGv0c0p1Zm92zuqcagDA5P4psuN6jUp0Bvs7A7jSfnK0ThT+29+RRne5z+juLMeE2e46ofIKbnQLke4TdxwSXY/U4dOZQSm3h4nGI2872xohtQMSo9vscGPh1sIOmGXXw+/zydFacd8QUU13C0JqAKDlkW5KLyfaG250myNQ/TvZ4SleX27p2kXGEqZPNwDEe2/Kp1uku9HiFDcalc2h69kqm2x4d01uh5Q0cANuZ2E9VhzuWufLmYAsvTxEpJu3iwKAlYerZCrn+TVmONweGL2qv76a7rY7pHidFxdD2Zrf9dFubvg73Qy/7hUiulqVEjE6NTLjeXq5sMnLrTLh6vc3I7/GjG7xBlENedsJfg7els3h8qDG5EBGnF40EICOLTESa7qDRLoz4gwY30voF/3LntM32u0fceqMKO7Kw5ViiUW92YHdRfUAgPMGpAaMFVPM/eZVJ4l0j/BGug+UNXaYBoA00l3R2PF10Y0WJya8sBI3f7y1Tc93uDzimtMz2VfTXUNG9ymNVISzM8svpXtxHriJM0SeXs6N7nP7CZoNCzYWnJYtOHlqebd4AwzeUk5bK4TUQrUMA3wGOUW6iXYnmtd021yndGTQbHfB7L3gVuVUdWnEhM8jKlR6ueH0bBmWL1HLrAqzoXx3dS5eWpqDN1Ycbf851Pjm8PKyIx0qDkX4p5cH32T6b17WHa0W/81Ty/unx0CpVEhqutu2YWWMidf+eQMFw2Lz8ZPA6JZ8Bz96lboTjVooFApJerkV+0sacc0Hm1HeaEO/1Gj88NeJmD5I+Bxb8k6srjvHT5Rq3qReooEAdFzbMMaYr6Y7NtDoBoDLRwkp5j/vLj2l70NScquaMefdjXhndS6cbk+Ak7W8gxXMa0x23PHFTsxdsA0muwtrj1bDwwTthMwgGQehFMy58Zhk1KJ3SjSitCpYHG7RwdneSCPdneGYyK02ocnmwpa82ja1PSyqs8DDAKNWhZRonS+9nITUTmmkgYPODErxqLpaqRANQx7pbrY5w2rmuD1MvH7+OXMgMuL0qG624+fTsDsEj3R3SzCI+kkWp7vF+0drhNTsFOkm2hvuSXN52Cl9glVLFkjGgG+2FQcdt+FYDW74aAuOVXacKqrF0UKk+zTt010gMXjDtWoq8Crf/n6gol032IwxMc1Po1LgaKXptLzZnEzI08uDn89lfmm00hTzIxLlcgBipLutLcMaLE7R6XXl6O4AIjdWGWP4amtRh6jVlktS3Hk9LN+ccwOopN6K2z/fgTqzAyO6x+F/d05Aepwe43sLUeATFYU7KlnzonVqXDs2C3FeByDQcenl9RanuNFJC2F0XzQ0A1qVEseqTDKj61Tmux0l2F3UgJeX5eDydzaKquF8g9jRbcMKasxwexhsTg82H6/FKm/ZFXdG+ZPurev2nxc3HpOitVApFWKbu44QU2u2OVEkEU/rjBR83rrTwyBqHrQGft/LTjJCoVCIQmqtqen+aXcJHvx2z2kZkTxVqeqi9HJpuzCFt08fr+n2sPAOgPwaEywONwwaFQamx+LP5/QCAHywLu+0E7jl2SXdE6Kg1whrqtvDWhQ/iyi9XIx0n17fWTjI6O4kpGJfp7KCebVJ7lX+ZntxQGpIk82Jv/1vDzYdr8Wziw912Fz8lSf9EetWT7P0cmmUuaX0ckAwMtpzg13dLCh2KhXAfdP6AQBeW370lNnIbDhW02UCdG1Fnl4ePtKd6U0tXnGoUowo8ejrwHRBfVQUUmujQ4p7v1NjdDinXzJUSgWK6ixiKlo4lh6owGM/7W8X0TJ/gkU1k6KFzTlPuS5tsKKiyYYkoxYLbx8vOiDG9koEcOJ13dLI5PVjsxCr14gOQKDjIt3ccEqO1oXc6MQZNGJE/3RJMd9RKKRyKxXAwbImHPN+/72SjQA6vl65WJLttTqnCmu9GSbTQhrdwdPLfUr7wvnKU8w7oq6bZ77w0pDKpo6PFkvXsGNVrXfGiyJq3t9Vml4eqVP5rVW5+HF36QlnsxDtg9vDRCE1wLen6wz4e0VLNIF0aqUYmW0K4xw9UCrspwZnxkKlVOC6sT0Qo1cjr9qMlX5aRwU1ZqzJqTplM4tKG4T1rVu8QdYpyOZoweiOQEiNR7qdp3AgsrWQ0d1JqJQKGL0n7KmsYM4j3SOy4pESo0ONyR4gFvT68mPiuPXHarCnuKFD5tJSTXfc6ZpeXhNZernUAFl2sNJ7zIrj1SeWrsjfv3tCFG47tzfSYnUobbBi4ZaiE3rdzmBHQR1u+ngrbvlk+yl1E4xEvZz/3jMGpyEzTg+zwy0aAEf8jO5E44mll/PU8u4JBkTr1BjmjcptiSDFfOnBCtlrtCc82i9NaUv2bs7TYvVQ+ISkMXtEpmzDlRytQ39vH9Jt+W3blLs9TMwwAYC5k4QISJxBkl7eQes/d7oEq+eWcpm3Z/eiPWViWYjF4cLX24rw9C8HAoTIupItebW4a+FOUWTMH7vLLRql3945ARcMThMfO+itWQ6XDdQelNT5HE1fbRVUjOMMGozKig86Plh6OWNMpl4OQBRT29cBkW5ezz2mZwIAIRDQ0cEA6brVlpT5fLFdWBQAXwaLw+URs25agtfqngyij4TQY11amtY1kW7f/lGhUCBWrOsOvQ5y5fKh3naA0To1bhqfDQD4YO1xAMDuonr85YudOO/VNZi7YDs2nQTlV21BTC+PN0CjUoptvizO8L9VJC3D+H2aWoYRHYLxNFAw58Z0Zpwe152dBQAy1cbD5U34bHMBAIi9Rt9aeaxD5tJiTbc3umR3ebqkV2tHUSCp6Q4VxbE4XDJBoWXeFPOr3tuMWW+uP6G2RfmSXqkGrQr3T+8PAHh7dceItrUne70b9MPlTdiYe/LdBKuabfhicwGu/3ALpr26BkVeAy4S9fIKr8GZGW/AzGEZAIAl+8vRbHOKN06eXh5/gi3DfHVewgY40tRsp9sjdj2oNTvgauebLTewZg5LF49xI0ajUsqyYq4Y3S3g+eN6nViKudSQumR4hijO1hnp5WUhenT7c97AFMTq1ahosuG7HcV45teDGPf8Sjz64358trkQn2w8eXrOvrwsB0v2V+D7nSVBHz9Q2giH24MkoxZjshPwwc1nBYzp6Ei3VMWfM7l/CtQhNpvpotEtjfC5xMgQNyZ527DD5c0B6r5HKppO6NrhRvfZPRMR492XdLRzQurgO1bZeqNbVC5PEiLdUVo19BrhO440xdxkF9bRcjK6Twqq/DIsOtPoDtX9RlQwD2N0cxE1XgICALdO7AmtSokdhfWY/dYGzHl3E5YerAD37efVtL6k4mSAZ691TxTuZTzFvKU9dWQtw0hIjehARDG1k9wwCQc3ulNidLhubA8oFcDG3FrkVZvAGMNTvxyA28Nw8bB0vH3DKCgVwMojVbL2Cu2FuYWWYdE6tZg+d7qkmDPGZJHuBoszqCgN30Dp1EqolArkVDZjX0kjShussDk9J+Tp50Juvb1pfleP6Y5eyUbUmR347/q8Nr9uZ5Bf49vsdYRxUd1sb/X1zRjD/3YU47oPN2Pc8yvx5C8HsTmvFnnVZvy6rwweD5M5UEJFussk7aIu9hrdKw5VipHA9Fg94ryOKJ5e3mxztemGJ410A0I/YqDlft3b8uvEtD3GfL2J2wOX2yMavdeP7SEeN0hS4qS/zTDJholzonXdy7xRfAD4y5Q+4v93Rnq56HRpwejWqVWYNVw4P/75434s2FiAZptLzMTa6U3X7mosDhf2erOk8kNsWHcUCHM9KzsBCoUCCoVC5uAAhGuyvZ07Unh6uaQdN6YNTAkx2ucUkToDuPPLoFGJTuQeiVGIj9LA4fbIxPl+2VOKS9/eiOd+O9zmOfNyo8EZsUiLCy7s1t5IHYdtSi+vEb5nnl4O+FLxayMQU3O6PbA5hfOgtOHUKi86XfF39HRFpDvab/8YY+BiasHn4vEw0WklNbpTY/WYM0pw5O4vbYRGpcDVZ3UXy0yqO6ktX3tisrvE/QZ3IItiapEa3WGF1IRF81TWuWotZHR3ImLbsFPY6Oa1sCnROnSLN4gtUb7eVoSfdpdie0E9DBoVnpg1GL1TonHJcEEt953Vue0+l5aE1BQKxWknplZndqDZ5oJC4VvMqoPUdfObWVZiFMb3FmpVP9tUID5e2wrxGX+4oE3PJCHKqVEp8fcLhGj3R+vyTqj3c0cjFfBZdaTqhFPtpZQ3WjHl5dW44aMtrUpdX7i1CA9/vw9b8urAmFDLOXWAsGnfU9yAZpsL0pdrsDqDvr40vXhUVryYYv7BOsERMjAjRhwbZ9CIqdZtuTZE77fX6B6TnQC1UoGSeiuK60Knjf8hMUqB4OduW6lqtsPDhBv52J6J4nF/NXFAqAdVSHPNvYzr7avrrm+lQ4Axhmd+9WlYSDdkcqO7Y9Z/Ubk8LlAx25+rx2RBoQAUCuD8Qan4bN5Y/O8vEwAI59zJ0I1gZ2E9XN55hBLe4g6Cs7KFNGmPhwVk8XhYoBZJe8Ij3YO8mV0AMKV/8HpuAEj1CqnVmOyiw6uG13NH+8oQFAqF6BjaW9IAj4fhtT9ycP83e+BweVBSb22Tw8zl9iDHK/Y3ODNWjLx3tMq7dJ0pqLW0qjevzekWS0d6So1u7/cVyf1Muu/qit7tRCCVftoqkZYJtAdi0EbrH+n2ppeHcI4W1lnQbHdBp1aiX2q07LEHZvTDtIGpuHNyb6x/eBpevnoERnjLRDpyDeoouIharF6NGG8GgMEb6W6pAwG1DAsOGd2dCDe6T4dIN9843DheiCh9t7MEzy85AgC4b3o/USn4nml9AQgK2kfbWcnc3IKQGuBLo22rSvPJBo/4ZMYZxIhJsAgFj6Kkx+px4RAh1fZHicL4iUQYecRBuvm5eGgGeiRGwexwi6rRJyP8++Ne2083FrTba28+XguL9/NHmrpucbjwhrf84pYJ2djwyHn45Z5zcM95wnWzp7hBPHe5k8XtYQF1wYwx0ehOj9VDqVSIKea8rntAus/oVikVEs2D1p8LJRJFU0DINuHpsKGixIwxUf+BRwXb0+jmG+k07+fn8CwbaXYHF03zJzlaJ26ktrayrnulpF/9OX2TZY91Rnp5pDXdADC6RwJ+v/9cbHhkGv57y9mY0j8FA9NjEa1Tw2R3ndBa7XB5cMNHW/DMrwfb/BqA/DwKlprJGBONbl6b7O+g4gRLnW60OvHV1iIU1rY97dPtYeJ5JW0PFsoRDADJRh3USgUYEwxvwBfplraWAyBu2Lfl1+Her3fjzVWC8/rOyb3xwc1nha2XDEVejRkOlwfROjWyEqLC3kfaE2mk2+1hIbMXglFUZwFjQIxOLfuOeOlIJGUy0uuuox0MRGT4C/h15t5YFOL1Ty83hE8v5/eTgRmxASUkGXEGfDL3bDx68SDxukqJEfbK/qn0pwJcRI3f5wHA4N1vtxjpjkC9nK9frXHAneqEtlaIdmVXUb0opHD/N3uw/FAltF6lRP5fjd+/terAx3RqJTSSxzQqhVdxUSX+W/q8YNGcE4F76/hCMqV/KrrFG8TIV+8Uo9g+AQD6p8Vg5tB0/H6gAu+szsUb141ql3m4PQxWJ6/pDr3B4b26TyZxoBNBKibjcHlQVGcJWrNYLqnvvGBwOp76Rb4Brmuj19XjYQEqsgCgVCrQPy0aRXUWFIaJdHYlFodL/F4enzUIdy3che93luChCwaIadcngtTZ8NnmApzTLznMaIEFGwtQ3WxHj8QoPD5rsHiDGpIZB5VSgepmu9juKyVGh1qzHTanBw1mp1h7BgibTn6T4+2iLh6WgY83+FLoB6X7InEAkBilRYPF2eq6bqFHtzzSDQip2buKGrAlrw5Xj8kKeN7BsiaUNdpg0KgwMisem/Nq21VFvqwhuNFZ1mgDYww/7/E5ncIti+N7J+FYlQlb8mpx0dD00AMlON0ePP+7L913nJ9RLzW6TSGMbreHwcNYmwwpwGdYtlTTzRnodz6olAqMzIrHhtwa7Cysl0VuW8ORiiZsOl6LLXm1ePjCgbL0/tYgVZiuMdnRZJOf84W1FtSaHdCqlGJWAS/DUCgABYQoNxDc6H5jxTF8sjEfKqUCV4zqhnum9UV2kjFgXDgqmmxweRg0KoUsO2BHQT0m9Q1+/SuVCqTG6FDWaENFow0ZcQZRKI4r7XOGeR1Zi/YKSvMalQL/njMM1wS5viKFp8YOTI+BUqnwqal3sCHa6OfcO1bVLHMEhkNsF5YcJdvTcKM7EieytAVUWYMVjLF23x8RrYO3zVMrFXB5WBell8vXJ7GmO8Q6zY3uYd0iWx9TvXvlrox025xusRa7NUh7dHMMXh2FiNPLKdItg4zuTuLrrXJl58X7ykOMbF80KkWgQe9v7Ic6rlaIxrxwTCG2Slh+qBK1Jge0aiXiozSi0X3JsAwcKGuUOQiuHN0dvx+owC97yvCXKX0wIC1GFolqCxbJDTRUTTcg6dUdRhTjZMLp9uCaDzYjSqvCl38eF7ApkBq8vF9zsHYv0qhXepweI7PiZSrybRXQqmiywe7yQK1UiNFiTo9EYcNadAKRo46EOywSjVrMHJqOgekxOFLRjK+3F8nqb9uKtJ/uysOVKG2wBnxHUurNDry/RlA6/fsF/WU3J4NWhQFpMThU3iRGquOjNPAwhvJGG+otDvRI8nmfuTNB2i6Kp5jzWm//DS6/NkL1/Q5Fo9UpRiSkn2987yS8u+Z4yEj3H94o9+T+yYgzaLA5r2Mi3RlxhoD0++PVJvy0y2d0l4Wp6RzfOwlfbClsVaT7q61FshTorMQo2eM84wYInbZ43YebUd5ow4oHp7R6g8S85wUQWaQ7FKOzE7Ahtwa7CutFNd7WwtceDxNqh3nqd2uwOFyiardWrYTD5UFBjVlU9AZ8rcKGdY+DTi18X1y7Iz1Wj2idWmwfFswxuatIeL7bw/DdzhL8uLsUV4zqhlsm9kT3BIO3BCP8farE62BMidZhs0SdeO3R6pBGNwCkea9LHl32Vy7njJB83oQoDd6/6SyM8+oOtBWxnturvJwWpMa8I+D34D4pRhyvNrdKTM1fRI2T7HVS1EVQ0y11dtldHtSZHQFODqJz4enlPRKjkFdj7uRIdwghtRbUyw+UceXyQE2QYPCs0K6KdG/Lr8MNH23B3y8YgL9Obd0+p1SiXM7hmhORppdrVaHvZTx770zq031SGN3vvvsuXn75ZZSXl2PIkCF4/fXXce6553b1tNoVaaQjOVqLu8/rC4fLA6fbA4fLA7vbA6eLweF2w+HyeB9jsLs8cLg9cHr/K3sOf8z7b4fLI9bAcZxuBqfbDbRzrczX24rx9bbigONvrsoVU+CCMfON9QCEqEpIJ4Da95jGa7z7Owik9WEfrssLeA3+ujz9cOmBCvRPi5E9xrMCdJIsgVCKs51Ffo0Zu4saAAheRv/NuxjpTjJCpxZuWMHahpX7Rb0uHJIuM7pr2mh08/fvkRgV8F1le41A3jLpcHkT7vt6N6YNSsWjMwe16f3aE24U9Uo2QqFQYN45vfDw9/vw2aYC/PmcXmEjjLUmO95alYuxvRJx0ZD0AKeR0+0RI0i9ko3IrzFj4ZZCPHzRwJCv+d7a42i2uzAoIxazvdoHUkZkxeNQeRPW5EiNbuG39Xci8d87M95ncPEU84835EOtVKBPirz+jG/wW1t6wb3fydE6mXE4pqdQ113aINR1+5+7vJ57xuB0UdCuPY1uMdIdrw+oDXx7Va5ogAljQ9d0+uq6m9BgccgM5mA0Wp14fcVR2TFpBgDQcnq51eHGdq8o2JGKZowM0W4qFE1Wl5j5wzMdWqKqyYZYg0b2G3IDmRukbUGapry/pKFNRveuwgY43QyZcXp0T4zCtvw65FXLje6dhYJTZIzk9XmkO86gwcD0GJ/R7RfFdbk9OOw1Pv/v2hH4eXcZ1h6txnc7S/CdVyldq1YiJVqHtFgd7pnWF9MGpsGfYu+1UOb3+uuOVuOxi0OveWkxcgVzMb08Wn6upcfpcfGwdJQ32vD6tSNbHYkPBl+neHeR9CAtzDoCrpFwds9EHK82t6ptWH4QETVAEumOoKbbvySnvNFGRncXw8//3inRyKsxd1HLsBDq5UGco4wxMfA0NIgQZzB4VmiNyQ6Ph51wwKm1bM2rhcvDsP5YdauN7pKGwIw2Q6RCaq1ILz+ThNS63Oj+9ttv8cADD+Ddd9/FpEmT8MEHH2DmzJk4dOgQevTo0fILnCJIU/5mj8jErZN6hRnddjweJhjnfoa6w+//nW6Jge9mkuO+sXaX3KAvb7RhxWEhWjVtYCo8TP68YE4AJ39tv/QRt4fB6nGLG8UT4bXlR1scs/ZotRgxDIdSAbmx75clwI1+nTowS0DqIBAyDORZAtJxwRwEGpUSq3N8daGbjtfgEmMmtGol1EpBmVe6+fB4o3nBa7p51I8b3Wl4cekR8fFIW6z4I20X5g83uotqLThc3oQbPtqCeosTx6tNuHl8tqwuqCvgc+eq65eOyMRLS4+gvNGGZQcrRNG/YPy8pwyfbirAp5sKMCQzFn+/oD/OG5AqRsJyKpphd3kQo1fjkYsG4C9f7sI324tx3/R+QaOW5Y1WfOoVtnv4ogFBb8Qjs+Lw9TafQR1v0Ir1qv512Fy5Ot3P4Jozqhs+3VSAs7ITAm5+bdU78Fcu50Rp1RiRFY+dhfXYnFcrM7qL6yw4UtEMpQKYPjAVi/YKG56qDoh0Z0rSdTk/7xHSc8f3TsSWvDpUm+xwuDxBNwTJ0Tr0TY1GbpUJW/PrRE2EULyzOhf1Fid6JxvF2mP/cz1eYnQHq6GXptnnVplabXSXe6/3RKM2oih5bpUJF76+DinROjx3+VCc7+1vPTIrHgqF4DirMdnFSGJrkEZM97WxawXPlhjfOwk6jVIwuv1qgLlDdbTE6ObO2DiDBkMy48Tf3T+Km1djht3lgVGrwmUjumHOqO7YVVSPt1flYkeBoLDvcHlQ2mBFaYMV7605HtTo9u81f8HgNCw/XIkjFc2oaLSFTPX3VzAX08uNgQ6ed28MbIPWVhhjAZHuzhBSc3uYmK47pmcivtle3CoF84Ka4JHu1qSX+5d1lDVYIzaciI6B7136pBix4rBPp6cz4OUG/urlopCaNdABUFJvRaPVCY1Kgf5pkZVG8DXU5WGot3R+dgVfY9pyfQcrI+NCai3t3XmkmyuUB4PSy7uA1157DX/+859x2223AQBef/11LFu2DO+99x5eeOGFyF/IbAaCpTGoVIBeLx8XCqUSMBjaNtZiQVAFFwBQKJAhUZR1NDWHfm2FAoiSbNisVsAT5oQ0GmVjlR4P9AD0gFDUpvb+QQkYJYuEzQa4w1w00tf1jj1S0YSNewuRaNTgk6sH+x6PivIVSdrtgCtwsWKMYfzzK1HpVmHh7ePRJyUaTosVDptQi+pyS5wC3qi/Va2FwyNckC6bDS7vWIfLgz0ljdh4rAYAcPWYbrAodbAzwOFyw22zgzmccLg8YgoiAGQlGuB0e2CCGjaPAna3B8xuh9r/e7ADLgh/dWoNPErhvFK7XdC4Q3tiHWoN3G0Yq/K4oXX5vKr8TJn/9XbM/xpwqtRwq9XQKJVwO50wuJy456MN4thl2/JwTVktdColFDotVDotDpQ2Qelx481Fe7FmVyw0KiUMDt+iu3Z3AT7pZoTaoBecAGAweJzQKJXQquUOAo1KCY1eB61Bj635dVAwDzLVbtgbm2S6AT31gMFhQ16ZUzS4FcwDncOBr1cfxj8uDBL1VasBnY6fJMJ1FIoIxoq1S0Gu+5LiahgcNvSLVgBmM/QAbhmegrfX5ePjDfk+ozvItVlbWQuDwwaPQoGDZU2Y9+kOnJWdgEfO7Y6xvZJw8Fg5DA4bzs5KxPk9otHbwFDa0Iwl+8txxejuwotI1oh3F++HymLBuT0TMLVblPCY9Lq3WDAySSP7zZKVTmiULuidNrmyttWKmso6GBw29NB5ZPMfGq/G7/ef6zOeJOtJmsoFg8MGU22D7zlBrnt/KsqE70JmdHvHnpupx6FjNuw9UoprBvnqmpcfFJx1Z/dMRIKaIV3lhsFhQ1NNQ+D3HcF6ImIwCGsxgJraZmFeGg/qqupl3x0A2DRa3HZOb+wqagCz21FVXovuicEdQROy45Drreu+sF8i4Ayealhca8Hn648DUODWST3xzI97YYQHqUqX7HPFehgMDhscag3MDmE9VLhcgEP4Hasr6sT5FhZVAQMThHNd7b1Fu1zCdxGCimrBgMmI07c4FlotVhyuhNvDUNVgxr3/3YCLhqbjsYsHISVGh2FxKhyrMmPv4VJMH9Ed0HoNQbdb+J1DodEAWi0qGu1QMA/0Tgdy8yqC3+u8YwEI56NVnnmw+3AJDA4bJmUYUO+NqOTXmMXrvtHiRHFxDQwAzkrWiu/R1ChET+OjNBiSESN+p/VV9bJ5HM4th87lwOCeaaLDa3SSVryv2Zxu1DTbsSmvFk//chCN9X5RWe9rVZXXyc6zqwcmor62CdsrrVh3tBrXnJ0V9PN303hgcNhQV90AwGc0pqo8ke8Nwuw53Ay475ccpMbq8NQlg6Gw2QCPB1WNNljrmxCtVKB/tBIwm5GuFr5frqaucdgj33NEuI9osjqhczmg9HhwdrIWBocNFWV2OJuafRlGYa77ivIaGBx29I6C8P14xyYZtdC6nDDXNYb+3rxrhMnugsbtFO/31RV1QM+YoGMBCNdmiOsegHB/4XvO1ox1OsXrPijS6741YyO47qHRtH5shNd9a8faHU5Y65tgANAvWgGDwwandG/cwhohow37CJPdDTCGWI9Ddu4kwAmDwwZ7Y5PwWST7iEPe+/zgzBho7VZA+hWGsDU0ADI1btSbnaipqkOSIrZDbQ3/NaK+ugEGhw31VQ4wk8lXMhOBrVFbWQeDw4HuWt/7RWlV0DntcDY2hZ630SgG2nRuR8hxUU7hXBGF1FpaT1qzN2jjPqLFaznY2HC/nz+sC7Hb7UylUrEff/xRdvy+++5jkydPDvocm83GGhsbxb/i4mIGgDUKp2Hg38UXy18gKir4OICxKVPkY5OTQ48dM0Y+Njs79NjBg9mOglqW/chilv3IYlbarXfosdnZ8tcdMyb02ORk+dgpU0KPjYqSj7344tBj/U+Lq64KP9Zk8o295ZawY0fdu5CtPFwhjL3rrvCvm5/ve92HHgo/9sAB39innw4/dts2cajnxRfDjs39369sR0Et25hbzXKefCHs2F+e+4C9vPQI+/dvh9hP9z0XduxLf36WXfzGOnb+q2vYUzc9FXbs3y9+QDx35l4V/rM9MeMv4thrr38+7Nh/T71VHDv7T6+FHft/k64Xx54/752wY98fe4U4dtJfPg47dstF17Jnfz3IXlhymL37v81hx5Zdfg1bd7SKbTlew/YcLg471nPlVfJzOMzY1X3OZtmPLGa7i+qFsWHWiMJhZ7PnfzvEBjyxhGU/spjVGGJDjt2T3o9d9vaGiNcIGYMHhxxbHJvKXvsjp8vXiBeWHI54jfjTmytZ9iOL2Ufrjre4RrCqKt/rtmKN+Pycq8OOveqeD5nD5WaTX1rF/m/S9WHHrlv4G8t+ZDG76PV1jL30Utix117/PLvxoy1sY241e2LGX8KOnXvV0yz7kcXMZHMytmBB+M/2v//5vof//S/s2E1PvMKyH1nM/vzpNsYWLw7/um+/zf708VaW/chi9th9b4Yf+9JLvjls2xZ+7NNPM8YYu/GjLS2uEeyhh3yvm58fdmzRdXNZ9iOL2cVvrBPOjTBjD104h2U/spj947s9rL6qLuzYxQMmsad/kdw3woxd22+s/NoIs0YUDR/Lsh9ZzO5auFMYG2YfkZs9iDHG2MzX17HsRxYzS2ZW6Hm0Yo2wd+8hrsHf7SgOu0Z4kpNZ38eE87203tIh+4i8ahNbPGBS+LGt2EfwNWJ3UT37bNSs8GO9a8RH646z98deEX5sG/cRLa0RbPVq39i33w4/dvFi39h2XCPYggW+sRGsESKrV4cf24Y1gjHGyjduDz+2FWsEu+su39gW1gh2yy2MMcaueHcjG/i378OPvSryfcTJYmvICLNGtMbWcCf59hFP/3KAbc4aGvp1vWvEuS+uYtmPLGYN580I+71lP7KYPfnzfuHF29HWaOs+oi22RiPAALDGxkbWEl0a6a6pqYHb7UZamjxtKy0tDRUVFUGf88ILL+CZZ57pjOm1K9LeqTwt+EzlZGrX0ZJQTp+UaCDbG7FrIZ3o0pHdgAsHCP+o6hZ27D8uHIh/XO3VLfiuCvgy9NhnLx2KR244H+uPVePXF7aHfd2rz+qOhGn98Ka3DVVL6NRKDM6MxXBN+LpLnVqFKK2qxTqe1pJTaRIVthMtjfhrmLEbc2vx0MfbAAgR9cNhxi45UI77H1siRuv3hhnLr8fL39mIy0dm4iW3B6GqeButTmQlRuHeaf3w8rKcMK8qsKe4AauOVOKsHomIQfv1aGw8CYQB/dPLw7GzsAFQ63DB4MjUwFuLw+WBtYVzc9rANGhUyoiExoZmxgH7GnCkognWaBfCfVKDRoVn5gzDlvzI2sQBQl33iVfn+mi0OgB1ZMrlbg/D9gKhHvqOyb2BN9txIhDSGduzapG38MmvMYMxFva1ecQkPkrbYi0+4EuxbgmXt2wqEmV5Xkqw4VgN3B6GcMn+PK2S13S3l6SIWxKxevbXg7jM7UGo/gwKAKkxepQ2WFHRZEPoIpu205a2hJEQLB0/FM02F7q2wImQUmt2oGPuBpHRmfXjpzrSbXK4bkFS+FocSYeAM6llmIKxrrMAy8rK0K1bN2zatAkTJkwQj//73//GF198gSNHjgQ8x263wy5Ji2lqakJWVhYay8oQGxvkBnqSpJc7dXr0e/x3AED/GCX+eGByyLEnkl7e3mlh0rEfrcvDa8uP4rKRmfjPlcN9j0eYxvHsrwfxye4q3DOtHx66cMAJpXws2V+Ov/9vL8b2SsBn88aFHLsptwZ//mwH+qUaseher5F7gmlh1c12zHpjPbKTo/C/Oyf4FpUTTAtjTEjBl7aq2PjPaUhMiAY0Gny9rQhPfL8H03rF4aM/jYHZ7sKY51YAALY9Ph0xeiEda3tpM65+fzN6Jeiw+h7hujpa2YzL3t4om4JLpYJTJWzF7p/SC3+bnB16vhoN3GoNBj75O1wuN16bPQDfbi/CsUpTgCHuUqkwbXh33DQ+G06nC1+sOiK2/3lq9mC4ueaAm8HGlLAq1YIOgNMNZjZ79QZ85QYu73+tTAGLQi0cd7qhslngcDE4XZ4A4SyPUgm72rch8081bvNYhQJ2ja5NY/VOGxR+S0RStMarG6ACi4oSNQKi3Q7oVIqg/b6ZArBp9LjnvL7QqpXQuxz4v2XCWnnZyExM7JsErVIFjUoBjVoBdWyM2ElA57RDqxAETNbn1uDZXw+hf1o0vv/rREE3IFoithZijbjs7Q04WmnCe3eei6kDUmVjGWM458VVqDM78e2d4zG8ezx+3l2KB349ioEZsVj6wGTAbofZbBPP3e1PnC+vq2tDWlhxnQXTXvgDUQqGPU/NwIfr8vD6imO4YnQ3PHbxICw9WIGLz+4Ng16DB/+3B79uL8A/pvXGHZNDCMvo9Tj/jQ3IrTLhnklZ+Pt5vWWbhy15NZj36Q4wBrx001jMHp2F1/7IwbvLj+CGUel49rKhAS951XubsLvKCrdSheV/m4x+iXpxjXhl2RF8vKEAgKArseupGdAZoyJOHX1k0WF8u7cS/7hwAO4+t2fYsTvLTbjyvzuQEKXBzkenQemww+X24JEf9mPJ/nJM6puEjbm10KmV2DZ/JrRR3vtnhKmjw55eBpPNgUFxauTXWPDozIH408SeQccCCEgdfWPlUby/Jg+XjsjEi1cNhwNKDPr3arg9DFsfnYY0tQdzP9mGrfl1mH/pEFx7tq991qOLDuHrvVXC9zC1D+74YB3WHxXKkDb9cxoSjFowxjDu+ZVodHjw04PTfYZ3kPu928MwbP4yuBVKrH96JlK9Amgwm+F0ezDymT/EtmT906Lxyz3nwMWA0a9sQJPNhR/vmojRSYGGYV61CbPe3IAovQY7/j0b/Z/4HU43w6b7xiMzlOOkFenlX20vxmNLj4v/vqh3LN67YRQe/HYvlh6swD8u7I955/QWH7/isz3YVdSA924cjZl949t9H7E6pwp/+WgjhqYb8cNfJ+GfP+zDL3vKcN+0vvjreX2FsSGu+xWHKnHv17sxJDMW3/91omys2e7CqMcXQ+VxY8cT5wfvZOJdI/61+BA+X3sUPeM0KKmzYXSPeCy8fXzQsQAovbyD08uX7C3F3z/bglE94vGvy4bikrc2IFavxtbHzw983Q5ILz/nxVUoqbPg51tHYmSWL+iQW9mM2W9vRFyUBlueuEC0HxhjmPTUr6g3O/G/O8djmETUEUBYW4Of7w/O6I/bJ/futPRyV7MJw+cvE4e/fcMoTB+UFnSsv/2w4Vg1bv98J/qmGPHrfeeK1/JbK4/h7SX7cc3oTPzr8mHB52E0YvS/lqPO7MAffxmL/inB3V0fr8/Dv9YU4YrR3fDaNSNP2fTypqYmxGVmorGxMbgdKqFLI93JyclQqVQBUe2qqqqA6DdHp9NBp9MFPmA0ym8GoYhkTFvGRoX3oUq9zEebPZG/tiHyaFKrxupbjoj4jy13qWDV6hGXEh96/jqdb/HzIyktEVBU+yLdYcYGoNX6FmAATUotrFo9NLExgXORjI1NdsGq1aPCrQ4+Z7/XDYtGA2g02JHXhCqmRlW1A3vrXcFFj7xjI0KtBtRq1JrsqPSoodCpkR6rR3mjDYca3TgnVXidghoz3EoVunVLBoxGGI2AOiYazXYXKt1qxHg/H/9+U+N910SZ0wyrVi8KRAHAeQNSUFxvRW6VCR9uKsK8qf1kKsv+lNZahNYOCiUeWpLr7UurAbQaaFRCCzGuXN4/LQbn9ksBAIzrk4LxL6xEs82FtIzEoIJEJ8p/1+fhud98se/v/jIBWQlRokbAxtwaPL1I6FW+8LZxovq/0+3BxxvyRWX3J2YNChAQdLg9+HxzofdzRaNXshEOlwerc6ph1cqvo6xEg7cLgSegLZtNE3jNlYhDPEBzEDVfbejr9O3VuQHjvjlUh28ORd7qClo99ta70O/5dVAohBYe/uJ+WomgoE6lxN56F6DV47nfDuOHXaXe8b6OA6VOFaBV4a8/5eDWST3x3G/HAIUCJrsLv+4tE1+bf3cri0zolxojChRqXHaJAKEGGq22RW95WYMVTpUG8UlRUERHo8ItrFUxSfEwJsbhynPjxLGZcQY4VRoU2RVh1+GLhqTj7apcvL2xGIUmN166cjgMWhVqTXbct+gYLBo9rjs7C7NHC0ZfSb0VLpUa6ZlJQV9XHx8Ld43wgzfZXLI1osShlJ1LBVYFBsRJbs/eNSLk57cIG5X0WH2LYzcVCuJiE/okQalRAxo11ADGDcvCDzn1sGj00MfHoN7ixKFaG0Zyo1ulavG+Zba7BJVohRLnjOyJQ+vysLvOiT+Fe55SKXvdDWVWWLV6jB7cDTAaoQWQlSCsLXk1FiT2TMDWKjusWj1GDeome26tUzhP4gwaQKHAkL6Z+KPAq2DuViHBaERxrQVVHjW0OiX6pUmcTEHmqAKgixO+izqzw2d0G42oqLPALLmmjYlxgNEINYBz+6Xgt/3lWJtTjdEz+ge8bqpaB6tWD6tHyAzgLXMSU+KBSNvFhdlzlHhvsRP7JGFHQT2W5jXh52MN2FPvhFWrR7/e6bLPyzMkyhttHbKPaLA4YFdrYYgXvqOe2amwHqrD4VB7IcneoNQpXBtJaQkBY6O0KigNOlidHtRBA6Mx9HdisrngVGnQo3sqjpmqUGALf/23am/Qhn1Eu49t4bpv89gIrvu2jK00OWDV6hGfIqzRVq0eDijAoqIC13u/NSIsihZ+Vy9muwtQKBCVECcbH5Ms3DvsboDpdGJmTXmjDWVOFdR6tXD9tHSdSl4zPiUBVm0dylwhPkc72hpSqj0qWCRrVKkzzPfod90XO2ph1eqRnJ4oe45Bq4Jdo0OTShd23qKQWnRUyHHKGGH9FVuGtcYuaY39cAK2RkRjwzkK/OhSo1ur1eKss87C8uXLMWfOHPH48uXLcdlll3XhzIhgVHsVVlPaqL6YISq2hvFYRkCjxYlX/hBSe/cUN6CswYr0WH1QBWhpn+6KRht+2VMKDxMUFVVKoUXYqKz4VqmYcvVXAPh5d2mrlYZDwVtaZcYZMDIrHr/tL8fBskac00/o9+prF+ZbdNPi9GiuMqGqyYa+qcICVunXLgzwtczpkRiFOrMDdWYHHpk5EAPSYnDh6+twtNKEH3aWYN45oVX1pWqzbg/DhUPScNu5vZGVEIXUGB2USgU+WHscL/x+BIW1Pk+zUafG9WN74MN1efjnD/sxbWAltGol4gwa8W9Uj3j0TY1MDTQYv+0X+t4rFIITOL/ajLN7+oS8dnjTaSf3Twnon6vXqHD75zswvHscbju3N/xxuHxG9zd3TBAVc7/aWoTHftovjjt/UCr+e8vZ4r8ZY5j99gaxxUiiUYv7p/fDhUPSBaPerwWgrMOAN501r9qMt7wt+M7pm4xmmxN7SwRF6LkTe8Lu8qC62YYVh6vEMQqF0ILDvxsB72bAnQo2pzyaxZjwPLvLIxeICUFulSls25/SBqvMEVJSb8W9X+8OGHf/N3tafC9f94DALgA6tVL8TgprLbjj8x1iT/D31x6H2e6SPeen3UK/7i+3FGFwRlxghwGVkCWw5EC5+P6/7i3D5uM1+GTu2Xj210OoarajT4oRT88eIo4pFlXdg2+K4qJ8m2f/frSVfj1cc6tMAX3Vw9GaHt2bvcrgE/z6PfP1I6/ajNE9ErDySBV2Fta3an3jSrlGrQoTeifhw3V52N8KBXOrwy06wMZL5tcr2eg1uk0w6lSwOt2I1avR168NHi+74Ov+0G6+qENFow2DMmLFPrv906MjShdPNGpFo1tKsZ9yuVSVeEKfJPy2vzxk67VonRrROjVMdpfYwsuoVbW6P3so+Hp/br8UTOyThFf+OIr5iw6JbZAGZcijMemxwoa7o9qGiary3t+ln/dcOxZB2zA+J//ODICQuppk1KG0wYoakz2gTaEUfs31S4vByiNVqGiyCen/ndzCiRDga0VarB5GnXDeuz1Cm9z2ug7CwZXSQ7UM8zDA7HCLWVh8HeuXFtPq+fG2Ye3ZIjMS/Fsl8raakVBcJ6xv3YJ0KQEiaBnG+3RH0DLM4eo81fqupsvVyx988EHcfPPNGDNmDCZMmIAPP/wQRUVF+Mtf/tLVU2t3+qQYcby6FSp3Jxm8HzRfQFqLzJt+AryzJhc13pZXNSYHJv5nFfQaJc7KTsCHN4+RLaK8rs/h8uAvX+6U9armRGlV2PnEDLH/YEscLPMZ3Yv3leOJWYOC9vf+fmcJSuutuG9634jqWvKqhQ1I7xQjBmfGeo1u33txo7uXZKOZFqtDbpUJlZKWQ/49uv2PJdZpBcPb5IAiXYGbJ/TEkz8fwJdbCnHrpJ5B51pjsuPPn+0Q//33Gf1x93l9AxwdvG1YYZ18Q/qnCdn47/o8VDXb8c32wP7uRq0K2584X1zQ/flxVwl+3VuGF68a7os2eSlrsGJ3UQMUCuCKUd3xw64S7CysF5SDvfi3C5PCDZVQN6Ras3CjVCsVstZP0p7YAGQ9hAFhQ/jUJUPw4tIjmDk0HTdPyIZO3bqbNWNMNLovHZmJPilGXPneZvRIjML8SwWD71BZE1YcrkKSUYsvbxsX8BqNFid0GmXARqHGZBdTvHc9OQMuj1+bPz8ngMPlwZ7ieryzWkhbfe7yoQEGvcPlweJ95Sj19ve8dEQmFu0VIqv906KRaNSKz+HOCEBoqyJ1ELg98vQ5Xm4QCdzg5nyxpTDkWKnTpCVqTA5cKinROF5txrD5y0SjnRsW9329G++uzg3IElgnaVl498JduHxUpmDgqxWiIcx5dvFBmB2uoK0JZa0Gva/NnR/xUdqwhoTN6RY7OkzoI3c+8T7uFU02zBndDSuPVGFXUT3+jMjbW3KHX1qcXnRkHq82wWR3BbTmCcauono43QzpsXr0kBhQvVOisTqnGvnVZnEzNzo7IWD9kfbpBoAhmT5nakGtsAYc9BrdQzMjc7QmGXU4Xm0OMLpL6qx+43zRkeHdhdfeX9oo1KEHWVPTYnUwVfuM7vZsJVTW6GsZOWt4Bn4/UCHeS9JidQGt4NLjhH/7t1ZrL/i1wdfPfl4H6/FqU4uGr2ichXAoJRq1KG2wBvw+/nCju3eyEWqlAi4PQ1WzTdZZhug8qryOxrRYPYyS+77J7upwo1vaxjbab8+h1wjOXaebocnqFNetA6V83YhMB0JKqnfP3J4tMiPB35nL22pGAt8rD/DTMjJohb2uLUzLMMaY+P1G1jLszNG56nKj+9prr0VtbS2effZZlJeXY+jQoViyZAmys8PUl56i9E2NFo3uUDfikxke6fY3eiKF39wqGm0n9PlXHamS/VutVMDm9GBjbi0+2ZCPe6f3Ex8zalXiArqnuAEalQKzR2TC7WFweRhWHKqExeFGcb0l4r6LfJOkUAiGy+a8WjGVmlNQY8bD3++FhwHnD06Vbf5CwfvQ9kmJFusMeVTd42GiIdtL0qs0zftbVDT6FlexR3es1Oj2HfPvbTpnVDe8+PsR5NWYsTG3Voysc5xuD675YLP47z4pRtl3LKVHojC3olq5c6l7QhQuGpqOJfuFUpJrxnSHXqNCg8WJPw5VwOxwo6DGElLY6P21x3G00oRXlx3Fi1cNlz32+wHhNc/OTsTMoen4YVdJQISJX3e9UwKN7sx44bysMdlhd7kDDGPunU6O1sk2+fx5HL7RljK2VyJ+4HWIbUBaulVUa8HoHkLtmbS3Nv+9g4lolTZYMf3VNTgrOwFf/nmc7JqL9ysliOS65sbwiKx43DQ++Br9p4k9Mek/q6BWKvDkJYNFo3vRPefINlN3L9yF3/aX4+nZg5ESo8PHG/JxxejuuHZMFlRKBZySqLxDErm3uwKzBP75435UN9uRHqvHvdP74vGfDgAQvv/xvRLh4I4EtxsHSpvEDcWMwWmy13ZI3su/L3QwXB4Gl8Md4PU/UhG+B7HJ7sKXW4pCPl7ZZMfD3+9r8f39ufjN9QAAlVLhNdYV0KpV3pp+hVj+AQCP/7RfbsBLIhLvrREcK7/tK8eAtGOyUgOdyq/0wPvaOrUSyw8LDg+bww27yy0aNzsK6nBO32SolIqw6/5WsT93omxcL6+zLL/GjHKvETZG0p+b4zPuhDUuLdZnXK49Wo1bJ/USjc8hEW6e+XoZYHT7R7olRveA9BhoVAo0WJwoqbcGjcCmxepxvNosrvGJrRAFawlp5oNGpcQrV4/A7Lc2wOVhGJwR+LnTYvl9JNDotjndOFLRjBHd49p8z/bPQOiWYIBeo4TN6UFxnQU9gzhDOTzSnRZifYq0Vzc3umMNGqTFCsJxZQ1db3R/t6MYe4ob8NTswa12yrYH+0sa8fySw3j04oEBjuOORPxdY4X7KhdqNdtdAU6h9kYqosaj7ByFQoFYvQa1ZgeabE5kwgDGmJhNd1aQdacleKCqptONbuE75utweYSRbrvLjZ1e5+x4v4wog6blSLfUiNYFa+XsRStGus8cIbUuN7oB4K677sJdd93V1dPocPqmRmOZt1+tzemJOLJ6ssCNj7ZGunlE0eJwo8nmCls/HIqSeosspfW+6f1w77S++HFXCR75YT8+XJeHm8ZnI8F7I1YoFIgzaFHjdRhcdVZ3vHCFz2i7+I31OFTehOK6yIzuWpNdUOdVAJeNyMTPe8rwy56yAKP7vTXHRYGdnIrmiIzu41W+SDffEOZVm2B1uFFrtsPh8kCjUsgirKnezZI0LdAX1TYEHMuINyA5Wr6JjNapccXobvh8cyE+31wQYHTn15jF1HcAQVOwOT28ke56ixONVqfsN75keKZodN87rZ+4Eb3snY3YW9yAorrgRjdjDEVeh8N3O4tx++TeYiosIIjqAcDMYekY7b0hHqsyodHiFNMZ82uE77ZXkM1dQpQGOrUSdpcHFY02ZCfJx4Q67/1TeTtiw9IsEdUrqDUjwft5mm0uuNweqFVKMUIfbPO4Lb9WdEhtL6jH2F6+lHu1SokYvRrNNhfqzI6INv08gh1OuTwzTnDs1Jkd2OI1ogyawNRZ/n2uPVqNTcdr4XB5sLuoAR+ty8PfZvTDpSO6RRzxGNG9GCsOV+KeaX1x47hsvL7iGKqb7Xh69uCAa6/J5sTw+X8AAF6/dmRQ8SWX24P+T/wODwNmDc/AOzeMhsXhwv8tPwq9RoU7JveWRPkZjlY247bPhUyQb+8YD6ebyRwETpcH76zOFQ35+CgNbpnQEw63Bw0WJ77eJhjgfHMU+PnivI4Dt/ie3EHgn6oOCM4Rq8cNwdYJLiCzNT+y2v/Xlh+NaJyUskYbznlxtfjvuQuErguiboCfsc9LBbgB+vOeMjTZXGIkf6e3PGSlxOG6IbcGSq9zgQsF8qjo1vxa1Jjt0EkykNbkVON4tQlrcoSMg24JBpjsLtE5Ecqg5PeSWpO/0e0X6ZYYCjq1Cv3TYnCwrAkHShuDGt08XZp/Zr4unyiMMXG9547BQRmx+PsFA/Di0iM+8cMgcwmWXv78ksP4fHMh3r1xNC4eltGmOXH18gRv5plKqUCflGgcLGvCsSpTC0a3sP6GUuZPig7uFPHH5F1Lo3VqZMYLRrfgjG69EdVeMMbw7OJDaLYJ2jBXj8lq+UntzHc7i7E5rxY/7irtIqNb+F2NOjUsDnfQ9ay94e+hUyuDZinGGrxGt1UYt/l4LfKqzTBqVZg1vPXXQNdFuoXveFBGLPaXNooZMC2xr6QRdpcHSUatbK8FQLRbwnULkWalhUsv549FmsV2OnBSGN1nCr2TfSevye46pYxum9MtGgBtNbr1GhUSojSotwj11W0xutd5lWg5QiRbiavPysKnmwpxuLwJ7687jkdnDhLHcIMbAP46pa/s+VmJBtHojgS+QeqZZMQN47Lx854yLD1QgecuHyoaCGUNVvy4u0R8ztHKluvWAF+ku3dyNFJj9EiO1qHGZMfhiiZYvPVHWYlRsptEeixfzH2bpYowNd0ZcZJIt+R7uXl8Nj7fXIgVhytR1mCVRXH965B6JoXeIEXr1OK8i2otGCaJ/krrJ1cersTcSULaao/EKOwtbgj5G1Sb7GL9sYcBr/6Rg/duOguAEMHnHtmZQzOQaNSid7IReTVm7Cqux3kDUuFye0SjvbdfDSggOGYy4w3IrzGjrCFyoztGLz9/2zNSxZFGtA+VN8mumUarE0nROtlv64/03Pvv+jyZ0Q0Ic262uSJu6VMi1i2HNroVCgWGdovDuqPVWH9MMHASogKvdf59ciNoRPc4lDbYUFRnwd++3Yv31+ThqdmDA2rwg8EzOTLj9fB4mLgBTzIGrlWxeg1idGo0210ob7QG1RKoNtlFpxn//aO0ajw+a3DQ9y+sE67dvqnRGOcXGeC4PIJCOCBcb3/zCmzl15hFozslRhdQftM7xYhf7jkn5Gdfe7Qat3yyDX2845xBygJ4JP+q94WMlekDUzFndLeADAJpDT4nRq/GBYPTA8oI/F/b4fbItBy4I0uKTDegBfwzmvzZklcndkXwJ9jnAIDpr64V/3/epztkj0mdAIKxLxj0PEvmjZXHsKOwTnQQ+JcxvLc2F8X1FvF1eET98Z8PwOxwi6/LHQR8TeLfmcl7PmolmQQ6tbLV0eVaswMOlwcKhc+gAYC/Tu2DK0d3C3r/lpZ+SbPQGGNYdlBwlG4+Xtt2o9sv7R8Q6roPljXhaGUzZgwOLa4pliwEqekGfBkG0vtZMLihFa1Xex2U9ShrODF9mROlqM4i7qu+3lbUJUY3X286uw1lpSS9HBD2DtXNdrHWuiMxO3wOmGDE6oXjTd7vhJcozRndLeC+Hwn8mjPZXbA4XCHL6Nob7oQcmRWP/aWNqGyyweNhQfWPpGw5zjOOkgLWH94yzBomvVwauY6kpttJRjfREWRIIpQmu6vNxmtXwDeeWrVSXJDaQnqcAfUWJ8obra0SCuKsPSrfiEV5F02lUiG0Qfl0Bz7bVIB5k3oF3KSjtCoxEsvJ8ooe+UctQsFTywdnxGJMdgIy4/Qoa7Rh9ZEqzPRuSD5clwenm4lRq2OV4VNNAWGR4puwPqmC0TckMxZrj1bjUFkTeGc//5rkNDFCIfw+bg8TvakZQYzu9Dg9Er2GiDQdr19aDMb3TsSWvDp8tbVIaOnmxd/oDhYtlpKdFIUakx2FdWaZ0b2vpEH8f2n6bZbXgPMXJuIUeTel0To1LA4Xfj9Qgb3FDRiRFY+l3tTyMdkJ4sZxVI8E5NWYsbtQMLpL6q1wuhl0aqUs5V5KRpxeSF0N4gkWje4wKW9tcSBFQoNkI5RXbYbZ4Raj0/UWwegOVsPPOSYxupcfrkR+jVn2+8VHaVFYa2kxSsTh10kosTDOsG6xXqO7Rnwff6TrX2acHp/NGwutWokFGwvwwdrjyKlsxi2fbMMff5sc1FkixZdOa0CTzSmmwYdyhGTE69FcaUJZgy2o0S2thYskJZB/L1lhnBFxBt9cpBkMwbJUAODCIWlYdrASedVmNFgcIftOV3jP2R6JUcImMsRpanG4xFKbp2cPCVgLASHSPv/XQ5gxOA3d4g34dFMBrjqru0wwLhx/+WInlh6swDOXDsEtE3tiTU4V5i7Yjow4PX6//1yZoe6L2Lthd3mw7mgN3l8rpLX/37Uj4HQx2L2Gvt3lwYtLj8je64ZxPWROgLIGqyioNzIrXtQoiNTpKeoGhPm5g7Xw4xTXWcW0fCl1Zgce+m5vi++/Ja8OE15YFXBco1KIEf9wWQL8/7ngJWOCNoBWpZILBfp1JdCqlWIZi93lwR+HKpESo4NWpURpg1W8Fjbk1qDR6hR1BlrauEsR0/4l53A/b2ZZODFGUQ0f8lIBKcHuZ8Fo9orIRevU4l6sNcJSHYFU12JXUQOOVDRhYHrra4ZPBH7P66he6sEw2V2iE8QX6RaMuc7on83fI2iLOQiRbkDIiqpotIkOtpvH92zT+0Xr1DBoBAHI6mY7spM6x/Ti95Zh3eOgVAhp3zUmu5ghGYot+b4yH38Mmggi3V6jW6VUhNVr4PXelF5OdAjS9E+TLbKF5X87irH8UGXINMjW0GRzwqBRRaTY6g835FJjdCdUi54Rp8fh8qagtWMt4XR7xE1PnEGDRqsT0ZJ6nPMGpOKs7ATsLKzH26ty8a/Lh4riFwBw47geAa/ZvQWDzx8e6R6cGQulUoFLR3bD+2uP45c9ZZg5LAPVzXYxanXX1D54c1UuciIwuovqLHB7GKK0KjHVjxvdB8uaxIXOP8qc6leLV2Oyi8I0vC6q2eYUNy4ZcfqA9HLOnyb0xJa8OnyzvQj3Te8neiilUXSDRhVy88PJTozCzsJ6WdQLgLghBuQbLS6YVBQi0s2PD+sWh24JBny/swQvLTuChbeNl6SW+yIwZ2UnCGJq3rruPElqeaiNIr82g4n8iar9YZxkHeVA898I7S9pREKUPDot1vAHM7q9G/CUGB2qm+1YsDFf1kM6kav7WyKLcohGd3xo4xIQfivA930mGAOdEisP+yKFb90wWtyQ331eX9w0Lht/XbgTm47X4pU/cvDujWfB7WH4/UA5JvVJFlN+ASELh5/LmXEG8feK1atDetkz4w04WmkKKSwjXZ8iUZzlWRrhnBHxkmh/KKNbpVRAoxI0Kq49OwtHK03IrzFjT3EDpg5Ihc3pRnmjDT2TfG11gpWTBGNHgSBS1i3egKzE4GO5A+J4lQmXDM/Ap5uAXYXBFbiDUeGXMio9D1RKBVKjQm/2dhQI73PJ8AzMGdU94HGp0b33qQtkavAAcKyyGTP+bx3iozT4+e5J4vFlBytw5xc7AQAPnN8Pr684hstHZuLVa0b6SgCCCALy/363owQ/7BIyl964biTsLg/Mdhee+fWQ7P0vHJKGbvFRcLjdcLg82FlYL0bJJ/dPkb220+0JWvcfrLxAKFVwAy2oBQcjnG5AKPh35U9+jRkjnvlD/DfXDZBG5WUdBiSPcQ2F+YsO4o+DFdCqlWKGy0+7S9E72RjUqVAqiUQfKG3ytiZUybQEPF6PQUm9VSy58YcxJhp5MXo1usXz9b5rI91c1I/zzbZiUSCzs+BrXUMnRrq5KC9X8QcgiqnxKHRHYgqhXM7hCubNNhe+3lYEt4dhbK/ENgWKACH7KzVWh8JaC6qa7QHZdB0Fd5h1jzcgNUaPiiYbyhptYY1uvnYBCJq1xTN0LWF+J1G5vAVbwyekRkY30QGk+wlbDQsivOTPmyuPoaTeinVHq2WGRWvZU9yAq9/fBINGhfMHpeHCoemY3C9FluLOGMO/Fh9GQpQmQCjrROu5OTwaV9YGo3tXYT1MdhcSjVr0SIzCnuIGWZqOQqHAPy4cgOs+3IKvtxXh9nN74+1Vvl7GwSJFvNauuC6ymy9PGeS1x5eNzMT7a49jVU4VGq1O/HdDHuwuD0ZkxWPupF54c1UuSuqtMNtdYZ0mXLm8V7JR3EyLYmpljWK9oH/tW5okvVxay5cWoxM9jPymGmfQIEqrlqSXyw26GYPTkBarQ2WTHb8fKMdlI7sBkBsd2UlBemj6wSNoRRKjmzGG/ZJI97Eqk5jGGKnR3SMxCvdO74tFe8qwMbcWP+wsEZWYZw5NF8dzoZM9RQ1wedtuAcFF1DiZYuQjTKQ7nNHdQcIv/sbw3pIGJERpUFQn1M0DwdXqAcETzb+7Jy8ZjPu+3o3vdpTgwRn9xWuB11jWtWN6OYCAFnwJftfeobImUd8CCBSniYvS4OnZQzDzjXVYsr8Cu4sEJ84D3+7B7BGZeOv6UeJY/vkNGhViDWocqeA1sqF/E+5kKQ0R6ZIaws12F6wOd9hyIDHSHcKYBeTZEDzqBsivr/RYvdguMLfKhJFZ8TKj+58/7MPPe8owfWAqnpszFBlxhrDlBVI2eVMGJ/QJTBnk8Pq9wjqLWN95sKwJVU3hN2ocsb2Tdy5J0Tp0izegtMGKA6VNmNAneOo9AHGjF0wgTbrBy4jTBxjcgESsyy/rZHwv33t+t0MwnodkxnmjMC236XK4PPhhVwkGpseIa2JBjRnP/HoIKqVCzKp46aoRst/Y7nJj6NPL4HQz/PvyoQF13Ucrm3HB/60T//3aNSNwxeju8HiYGHX3N9RFBwHvMuA18B2SjgP/XZ8nlirdP71fYBmAyyNmEEhfe3uBz7mSlWiAw+UJUD+W4tMNiNwZUNpgxXc7SwKOvxqBbsD1H20J+/i2/Dr0ffx3KBXwif55DXiXh4nlIjd/vFXMflh2sBJ/+WKnXChQ6jzwGvhcKDBYlkBA1kGQxzQhdAMOePcTFw1Jx9KDFYI2zUUDO6300O5yi51gGiN0vLYH3DmXKnHgc+O7MyPd0brg33OsQZhLrdmBb7xBlJtDCIdGSkq0YHR3ZtswaTeJjHjB6C5vsIZtA7mvpAE2pweJRq3Y2k9KROnl3r7V4VLLARJSIzoY6UKaW23CBS2Mtzrcoqc3XApWJHy+ucDrMXfhx92l+HF3KQwaFS4amo5/XT4U0To1DpY14ZON+QCAW8/pJat3OdEe3ZwMMTLbeg/zWm/Lncn9ksUogdGvNmZ87ySc2y8Z64/V4KHv9mJbga/mL1jNEt8I+SvRBsPqcIvG8RCvAuzA9Bj0T4vG0UoT/re9GF96+znfe15fJBq1Yn1zbpUJI8IsdGI9tySNlgtAHaloRlqsMHf/1G6uOO10M2+tfKCStX8PX5/aq3zx16iUuH5sD7y+4hi+2FwobjCl4h8tpZYDvrZhBRIF85J6q2gkAsJvUW2yIzVG7/sN6qxB641EozspCt0TonDT+Gx8sjEf//xxHxgDRvWIl9Wg90uNFmt2cyqbfa3Wwsw9Mz5MpFuS5SGlSmKYJbaTCJI//pHuPcUNosHcYHEIjhav4ZjpF+k8Xm0CY0I99ezhGXhvzXEcLm/Cwq1FuPs8QduAR4zrIzC6G61OMULr37vTn27xBlG/AZAb3RaHC/d8tUs2PljboAHpMbhydHd8t7MEL/x+BKN6xAMA1uRUySJa5d41MiNeD4VCIaaZhquxz+Q1rCFqOv1bJ7XUA7ilHt1AZJHuzHg9+ng3OrlVJozqEY+fdpdid1EDmmxOUUF35ZEqbH1tHf45c6B4jwglNMUJ1Z9bSlqsTuwf7XR7MKpHPHYXNeDZxYfw9g2jw76+tLRF6mAe1i0OpQ1W7C9tCGl0ezxMXN//9dthXDQ0Q/Z5PlqXL/7/RL9WZxyxF7Sf0c030IBPCDBS5XIguDo2d7IYNCqY7ELavn/ZVUtiav1SozEkM1Z05HLHqlKpgF7iDHC6PVApFBGncxfWmfHB2jzcOqmnqBsQCXMXbMOanGq8eOUwXHt2DzDGcPa/V6LGZIdWpYTD7cF7N47Guf1T5AZ8MPV/iaFvd3nE9Po7J/dGXJQGDpcHVqcbH6zNAwCc0zcZabF67/PcYtvCDbk+DZe+qdGy9+Xv468P4JHoBgTLMfMvN1jqrVnvaBReZ4BOUirA1xk+hyabC4OeWorzBqQEOAL8ywhkx/0M/OAOgsAsAalTpTNrusV2YRJFel4qaOqEmm5TS+nl3kj3z7tLUdVsR3K0DhcOSQ86NlK4g6Gqg9ry+SMvzdAjM86A3WhoMeC1JUQHCY5BXJcEsdBgmbMOl+DhatHoppZhRGeRG0GdWV6NSay1Ol7dOqM7t6oZjVYnzspOhNnuEmtf/3XZEBTUWrD0QAVKG6z4aXcpuicY8PcLBogXGwDkV8vrcVuK9kXaAuxEenXzTdmUASli6nBUEE/lPy4cgPXHamQGNxC8ZolH7JpsrgC1bX9yKpvhYYLKLP8eFAoFLhvZDS8vy8GLS4/A5WEYmB6D6YMEhdj+adGoMdmRU9kc3ujmPbolhmF2YhSMWhXMkoilv+GoVSuRZNSi1uxARaMtRI9u+aaci0sFq+O9fmwPvL0qFzsK6/Hz7lJcPqqbzDMbTmVWnLc3dUoaud7rjXIP6xaHZpsTBbUW5FaakBqjR0acHmqlAg63B5VB+qbyiDmPiN99Xh98u70IZm+65Sy/DBClUoGRPeKx/lgNdhU1+CLdyaHrgn29ugONsKoQ5740Xb6phQ0Lr9nPrzEjv8aErISoiDJXeMofd+zsKW4QjaYGixNNVpfocfY3unhqeb+0GCgUCtx+bi88+L+9+GxTAW4/tze0aqUocNZgbnnDxR1TSUZti0IwXEyN13RLhdQWbCxAXo1ZzKoABBGkYJHUv83oj0V7y7Atvw4HvaUizTYX9pU2iu3TRKVm73nDjaOkMI6QcE4WwBch4FQ1hze6fTXdYYxuSU231NCWbnwz4w1itDm3yiTWEO4pbsDyg5Vwuhl6JEYhKVqL3UUNeOLnA77nhkkvb7I5xUyTcNFmhUKBPilG7C1pxPEqE/512VBc+vYGLN5XjqvHVGNK/5SQz631lrYoFXIl7mHd47D0YAX2S+pX/ZH2KXd7GC59ewM+/NMYjMyKR1WzDR+s89VKlzYEd5CKYl1+WRXB7kuRdJPg8POo3uwQ73PcyWLQqsTsq2DvM7x7HA6WNWF/aWPA9a5QKHD92B7ib5gUxElkd7lxxbubYHG4seyByS1uYgGEdMK1RIbfvTm3yoQakx06tRLnD0rDb/vLcbzaJHyOVvjepRHUv18wQPYZ1uZU40hFM+ad0xPTBgaKqb2/9jj+8/sRzBnVDf937cigr19Ua8HklwWl/D1PzRANfakTIKeiGf/wtuD76E9jUNlkE7/3Jy8RxBFlBn0oscAgj8mdAL4OAw6XB9JKAcYgjgunGwAAq72p951JrdmBkc/+ESAo6G/Qyx4Lcpy3JxQeU4nlBlIHwa/eNpK1ZjuOVTZDq1aK2T8VjVbYnO5W6wa0hkhruvke5vqxWRFde+HgAavqFgT/2otKvxT+jBYczRwuTunfKowjDR5ane7gRrc7svRy/txIhDVPF8jo7iJyIzCij0vaNEn/vyUYY7jpv9tQY7Jjy2PTse5oNSwON7KThCihQqHAE7MG4X87ivHID/vx9bZi3Dutn6yFTF6Nyc/o9qYDBemVWWuyY9abG5AWp8eDM/pjcr/kkAa4tFd3a6hqtokRgXP7peBfiwV12mDqk8O7x4vpWgBw0/ge+HJLkSzSyonSqkWjtbjOgrhuoTdjoohaprxf6aUjMvHyshyxFu/u8/qKj/dPi8Gm47UtiqkFS4FWKhUYlBErplDr1EpZBImTGqtHrdmBymab6DlPjw3SLkxM+fRGSq3OgBq4tFg95ozqhu92luCBb/dgxeFKWWSgVwS1SNle46SiyQab0w29RoV9XgN1ePc4VDbZUVBrwbEqEyb2TYZapURmvAFFdRYU11kDje46udGdFK3D7ZN74/UVxwAgqPF6VnaCYHQX1vsi3WHTy4MbYYyxkA4nqTBcaYgb2bb8Ovzzx30oqDHLNmAKBbD5n9NbjE7y6N25/VJQUm9FdbNd/Dz1FgfKvfXcCVGagDRZ/rv1TxOMuEuGZ+LFpUdQ2WTH4n1luGJ0dzHSHUl6eakoohbZZl5qdPPofLPNiY/WC9GtR2cOwr+XHEZ1sx1VzcGN7sx4A+ZO6okP1uaJThYA2HCsRmJ0y2vauYpxUrj08jDlBEBgpDtcSqDNK44DhP9u9BrfdSYVbpRHug3om+IzugdmxECnVqLR6sQ7a4RSmctHdcP90/vh880FeGlpjuh0Cae1sD2/Dh4G9EyKCugv70+f1GjsLWlEbpVgYM2d2AufbMzHkz8fwB9/mxwyHZt/ZykxOtmawuu6peUlUjwehhv/u1X894C0GORUNuPaDzbjpauGY0teHSwONxQKwXDJC3EvbAyikB2M7gmGoOnpoeBZGi4PQ5PVhbgojeiA4qmWwVTyAV5mUYz9Em0RKZeOzBSNv7wac0BZxldbi8T7XlGdOajonz/i9RAffm3xJ82vbRh3hJyVnYDh3ePw2/5yHG6h/3wwGqzC2mLUqgIMl76p0ThS0YyjlaagRjffJ4RSLgfkzjWtWhlScBAQ1ogZg9PAGMNzvx2CzenB+YNSZTW2P+wswdOLDuKVq0fgIknZUltwe5gsKi811JfsLxfvYZ/PG4uSeise+0nobnDH5N7okRgVENUP7QRgAVkC4RwEwdoSApFre7QXRytNmCEpsQCAj9bn46P1QmaLWqkINPRlTgAuDqjyCQWq/JwDQRwE//Xeg1YersSS/eUBzoMiPz2a8welodHiFN8zmG5AS/D7W1WYko32xKevIaxNGS04mgHBKbSjMLzRrVUpoVQIGSU2h1vMCvB/HaA1kW4yuokOJpJ0cemY49WmiKT+AWHh5BdcYa0ZP+4qBQBcMaq7aAwqFApcMbo7Xlt+FJVNdizZX47tksjwcb/5hYt07y5qQEWTYPDd8sk2jO2ZiIcuHBDQngjwReNaa3Sv97YKG9YtDsnROtFTGRWi9ukfFw3A9oI6zBichgm9k/HllqKQNUvdE6NQa3agpN4SsOmRwkVPBmfIUxOzEqNEAbfeyUZZWxXe+7slBV2eydAnJRqL95XhcHkTonUa7PYK0ACCiFqw3z8tVofD5ULaUrD6Tt8xYdFNiNKKG9h6izPgN/33nGHIiNPjnTXHsXhfueyxcIYrJ9GoFVNUS+ot6Jsag73ezzGiezzya81YcbhSjMQCgkFdVGdBUZ1Fdt5YHW4x0pwtUVu+7dze2F5Qh74p0aIojhRukG3MrRGf76/8LoV/X41Wp6ylh9nhq1mU1gg3Wp1YedinpF/eYAua7fHllkLRSDBqVeiVYkRetRkWhxulDZYIjG5hw5oeq8fFwzLw/c4ScQPfYHWGFdHiyuX9vBt1rVqJWyb2xEtLc/DR+nzMGdVNNCj8s0BqTHY8+uN+9EyKwo3jstEz2RixcjlnmORa4im6n28uRIPFid4pRswekYmP1uehutke1qi9a0pffLOtWJb+uCG3Bvd5dSd4uhzfVHCtguSw6eUG73OtQX83bnhwpfhw0Qn+vUTr1LIUcn+k7yHtSyot38iMN6B3ihEKhZB9U29xYFi3OOworBfPo4uHpUOlVODWSb0wsU8yLnxd2LSawwhtbRbruVtuvyZG2r1r0oMX9MeS/eUoqrPg7VW5mDIgBUatGn1To2WbKrFDgp+BxM+DglpL0GyiD70bYEAQI3v1mpF44JvdWHG4Cvd/swf8a/vvn8bgz5/tQFWzHSa7K8Dh2ug9h/1rugFhzeYimOGyEYKh16jEjKM6iwNxURpRA4SnWobKqhAdDqWNQc8zJtlrLjtYgUtHZIr/tjhceGe1T5OkNITSvj9ckbulGn9/0v1EOcVzpncSBnrveUfKQ2crhCKYcjmnj9fBlB/CkVLpZzgEI0qrEtvT1ZociEoM3NZKe3QD3jaRcQbk1ZhR2mCVGd2fbMyHye7CEz/vx4Q+SSfUmUKlVMCgVQWt0eYioFeO7o7J3gyStUersOxgJVxuhptOsIY4HFw34K1Vx/DOal8WyYK5ZyMlRicz6KVlBD6D3u19jMnLC6QtCMNkCUhFBBO85QbB1i+Xh8HVSt2A1mBzenDXwl0tjrvsnY2yfysVaDETQEzz9x773Ztt+t3OEhh16uAOAkmHAa1KJXEqBO9Y4F9GoFb6dAP8+6BninpKoSPd+0vD13MDwrUTpVV7258F/10iFlKjlmFEZxHqZJUiTSm3ONyoaLK1GKUA5Ercu4sasPG4YLDOGdVNNk6jUuKGsdn4vxVH8cTPB8Q6FwA4XiO/CYYzuvlFnBKjQ6PViW0Fdbjmg82Y0j8Fr1w9QvYcvhFotrvQbHNG3PNQTC3vnwKXpI7Lv6ab0yclGjufnAFAMLwAn8fdn6wEA/YWN7TYNkyqXO7P3ef1waM/7seTlwyW1abyKOPRMJHuerNDjMK7PQz3fLU76LieycE3i+mStmHB08vlx1RKBeINQr1tndkR8Jtq1Uo8eMEATB+Uhnu/3i1LEw/Xo5vDxdEOlTehsNaCXsnRoor88Kw4qL1tIqTtrLJCiKnxiFKMXi3b/ETr1Fh42/iQcxjZIx4Khc+gSTRqw0ZAYiS9m4U2UsLvxs97o1YlpqLtK2nA3V/tkonvWZ1uNFqdAe+R491cvHn9KMwengGFQoEr39uEnYX1EXm8fSmzGlx1Vnd8LxEharA4wopo+dLLfTfPG8b2wFsrc3G4vAmb82p9Qmp+pQZfbS3Ccm+blI/W52NK/xRRJbilem6O1OiO0qpkUe77p/eDSqkQz71wRndclAZ3TO6Nl5fliMd2F9WL4oQ8XY5vKrhWQbiabn4t2JweNFicMjV0wJfyPTQzDpvzasPOr1giLtdSiU2UVhWw9ktr/LrF66HXqJCVIDiheF03z3bpnWzEgDSf4SWN1B8pbwopkCMVUWsJHmnn959onRrzLx2Mv3y5C2+vzsXbXkNQo1KgX2oMBmfGYmzPREnEXX4uJhi16J5gQEm9FQdLGzFR0nd9V1E9XpH8rteN7YFonRof3DwGr/yRg/fWHAdjgjE+fVAakqO1qDE5UBAkKiwKqQVxfEwdkCKu3+HW4lAkRmthrrOizmxHr2RjkEh38HNtQHoMNCoFGixOlNRbA0oUaiS6GssPVcpawy3YWCCKXAEtp4UCwv2Db7b9M4ZaIo07xJvs8HiYWG42oU+SKI6ZX2MWs5cihetFBDNeeblUfm14oztYhhdHoVAgyahFWaMNtWZH0DIQaY9uTka8Hnk1ZjEdHxC6EPDMghqTA6/+kSPr9tCe8HZhUn2B68b2wLKDlfhhVwkevmhAq77n1sB1A/x7YqfE6MIGHtqLq97bhB2F9Xj3xtFikOKjdXn495LDmDUsA/+5cljIiL3UuLf7GfRyB4Gf0S8RIpQGE8b2TBQdBPw5oURdOR4m3DtszrYZi59uKmjT81pCqhvA67k3Ha/F+a+tFYN4u4sacNN/t8qyBLhQ4NfbigEI+4E3Vh4LcCxw455fTysOV2JEVrzsMZ1aKd4TBfFHoVQg2L2Rp5eTkBrRYfBNQyT4R5tzq0yRGd0SY+D9tXlgTFhYgvVlvX5sFt5adUy8iPQaJWxOT0AKXzijm6fWzhqWgTun9MZbq3Lxv+3FWHu0Gv/bUSyKNgFCDU2sXo0mmwuVTbaIjG63h2HdMV89t9QjGkkbNb4JC5ZeDvgid8VhFlq3h+FIubBZCybCM21gGrY+Fpgex3uRljfa0GRzBk3F4S2tMuL0olE1MD0GQ7vFYUteregM+PM5vYPOTWwbFiLS7Z9+Cwipt/UWp9dACR49GZEVjwW3no3pr64FIIhjJUcoGNYzWTC6C2otyKs2wexww6BRoW9KNJxekQ2pU6lHou83qG4Woqw3je8Bl1dgo0diy6rpUmL1GgxIixE96pEIwPHezeWN1gCjOyVGB8YYPt9ciH//dhgOtwfdEwx454bR+PNn21FjcqCswSYzuh0uj/gZz8pOEOfPa7uqIlAxbZAIkY3tmYisRIN4fdebnT4RsTDK5f0lRlp8lBazhgsR883HazFreIbsfTjrvE6u3slG5NWYRacXEHl6uXRcVbMdn20qQIPFiT4pRlwyXIjoRVrnNmNwmszodroZtubXYtrANF/5hHdt5OtruPRyvUYlrsWlDVaZ0S3tITuse8tGd2syALISosQWgjanGy4Pk61nfH3vmxqNojoLjleZMKpHAgAh3fLiYRmy6+CXPaXi/+8orMd1YwPbItabHTjsVXQPJ6LG4UJux6vMYnbVhUPSMX1gKlYeEbI7VEqh3/eh8iYcKm/C9ztLRM2KYKnAw7vHoaTeiid/OYDzB6VhXO9EDEiPxX1f75aluvIMFZVSgUcuGoghmbFYcagSj8wcCEC4jmtMjqCp2A1h0sul10etpDY7UhKNOhTXWcUsClFIzWt0J4ZIL9epVRiQHoMDpcHF1KTOLofLg592l+LWSb3QaHXiA2/P8tQYHaqa7RF1/Kgx2eHy1tX7Cz+2RLokvTynshn1FqHF6PDu8dCoFGIZ1rFKU0SdVzjhnCFcI6SgJpTR7RXcaiFqnxgtGN115uDXqWh0S/YLvjaRvv0SdzSmxwpKz19sKcRVZ3UXlfzbE545Jz2PJ/dLEdX+lx6owOV+gZL2xr+8prPSy/1TnwHfXs7u8kQcjGkrWtUe/Li7FI/OHIg7p/QJeDy/xoxpr67BgLQYLLnvXCgUQtRdFskP4gQI5yDYU9woth68+7w+olOhJQeBzKkgEQ/kx0PqBkjwz6yVChSGgpc+hOO53w6HfTyvxowBTywFAK9hLoncq5ViBorLw3Dle5sCIvc6tRJXjOqOc/q1nKF1qkBGdyfTJyUaNaa6Fse5PUxUtB6UEYvD5U04Xm0S05DCIY1013g3s1eeFXzxTo3V46Kh6aLn75Lhmfh+Zwnya3zp7IwxcVMc7EbO09m6JxiQEWfA83OGIdmoxZurcoPWumbEGdBka0Z5Y2TpcvtKGtBgcSJGr8aorHhxLvwCbgluCDVanEE3W7zNT3GYSHd+jRlWp2A4RhLt5cQZNOIN/FilKaA1EuCr10+N1eNH76L85CWDMalvMuwuN4Y8tQwuDxPbWvnDb1yVjbaAPrlAYE034IsCBhNTkyIVCPvxrokRb1R7JHrF1GrN2OvdBA/tFgu1Sok+qcJjNSYH6swOsQUcIBjdX20tworDlcirNuFGb4pdjzAiVqEYnZ0gGt3hUss5GXHe3s2SyAc3tmINGtz91S4s2S+kiF04JE1sEZQRZ/Aa3VZZFsTxahNcHoYYvVqMwgI+FdNIWofwtO/4KA2USgWuHN1dvBnWWxxBf1v+3ly53D8Kx1M6S+utSIzyqZfz673J5hTLGj7/81i4PQxfbinE/3aUwGR34eyegWUjwZCeK0cqmvDrXmGNuc8b5ZZ+Fy0pugb7rjYcE4zuMr9Id10EQmoAxN+tvNEm2/hyx1WMTi2WNIQ1uut8ke6WyIzXi0a3ye4KUAyWGt2rjlQht8okSwk/b6Bv/bc4XPjjkK/t2s4Q/bS35teCMUEtO5KWj9mJUdCoFLA63ShrtKJ7guDw+vsFA0Sj+47JvXHD2B44VN6E/1t+FEcqmsUSkmAlExcOScfvBypwvNqM49V5+GBdXsCY/mnRAQbzJcMzRQcNIBjd2wvqReFJKeFquv0dAdsL6oOWP4WC97OvMztgc/pKXgwaYQsV7lwb1i0OB0qbsC+ImFqtn7Pp621FmDuxJ/67Pg9NNhf6pUbjkuGZ+L8VR0PqD0jhY9Ji9a2uO82QXD/cyTamZ4J4jx2YEYONubU4XNHUKqPbl14eJNLtvZdWNdsD2mp6JFH7cJFuwFdT798GkxPM6ObXmtSZ8cchYX2/fXJv7CtpwC97yvDEzwfw012TArornAi1Jl9WmvSeoVIqcO3ZWXht+VF8ta2ow41uf+2KUNmA7QljTMzykmoEGb2iuJ3RMqwl9fJeyUb8es85SI/TiyV9GpVQXx7Cv9YiFw614YddJVAqgAdnDGi388nl9qX9270tBJ1uhts+247j1WZcOiIT14/tAZvLjVsXbAcAPHzRACQbdTIHgcXuwpveFruT+iahZ5IxoCsBN/a52BogfFf+ooPBygEETYLQZVCh7l+Hypqw9IHJJ/o1nTSQ0d3J9E2NlgmWhaK03gqHywOtWokp/VNwuLwp4rZh/hFbnVoZVin55vHZotF9weA0/LKnFDanR9xwNVicoqR/sM2FuOmVROFFYaogG4X0OGHjGamCOd8AnOMV3eIpUS0pKHN4jZ/DLSwG/s/jNX7h2obx1MSBGTGtXiz7pUWjosmGo5XNQY1unlXAN629U4yY6E0D1alVotjMobKmoNE0viE5UtEsejj5JtNkd4ntiaR1v0khenX7w42NEd3jworZ+MONlcI6C7gjlkcLorRq0ZufW2XC2F6JouOjqM4ipjXm1Zjxu7fuLViWRkuM7pGAr7YKPTYjqUUXe3VLIh9cQHBfSSP2lTRCo1Lg0ZmDcOuknqJRmRGnx/7SRlnEBIDYL3pgeozMAPVFuls+/xv8eg9Lje4jFc2iEeVf0+2vXB7sc5Y2WEWHlIcJquBxURpsyq2B28PQO8Uonm+PzxqMv18wAFaHOyAVOxRWyc31yy3C7yCNcgORR7pLgzjENuRWw2x3oUk8v+VCauH6dAPC97C/tDHAmBFr4eL0Ec3P16O75XNUGhFt9mb7cGJ0ajETRhRTqzaJJQoAxMwPQIjKWRxuxBk0aLQ6kV9jRq3JHhDh57W5EyNILQcAtUqJnklGHKsy4Xi1WTwH+PkMCMJsj1w0EFmJUVjjVaDmBFsnLhvZDeN6JWFLXq34V1BrgVatxKiseGzNrwu6NvrTy9uBID9IZDRUyzAAsppdAFi4tbB1Rjfv+GBxiI7kaJ1aLLkIlV4O+MTUDgQRU+NK++N7J2JvcSOOVprwx6FKfLxByGz4+wX9xfud//oSjFBOuEiIM2jE2uifdwsZFNJyhIHpsdiYWytmfEWK73cJ/I7iojRia8GCWrNMVb7O4oDLw6BQhO6awkkK0tZNSrMtiNHt17Gizuz4//bePE6Ostr//1TvPfu+TzLZV7KTBQiELQRZRUFEWRRwRVHB+xVcQLyKV0R/iCIoiOIVRLx4RS677FsSQtgChOyZJLNk9r2nl/r90X2efqq6qrt6nSXn/XrNCzLT01Nd/XTVc875nM/BpsjebP38apy1qBbPftCOdw704v5N+9Oe0yxDEvbpFfkx3gQXrGjE//fMR9i0pws72weE6iob0Hqh+7HZ2LDeYT++8pctOGdxPS44ujGtv9kz5BeeFoZzukdzMKd7NHY96Mm0zL483y0MyMymdaSCw26Dw06qm+i1j66DHzuqRnyOqc1nZVMZVuiS51v2deFXz+5EWb4Lf/78qrj+Uef+5hW81dyD31+yAqfOj1V4/n3LAVz70NtYNa0Mv7tkRWy/fyRIH/QFcPE9mwAAP/vkIrgdNhHAbzvUh/s37octCUXSRCA9D3wmaWRzgpE45hA7D0crdNQXbHVsmL5iu35BjaGsmZB7H3cdHhRVRQoGacNZkueE2xHbY0QbYjnojjcaLDq6ILmgm8bVDEUumPkmJmp68lx2YdhgJDFvFFXWsKmSEcK5vDZWWm5Gc9cQ3j3QK5mpGW9W9FWbiyMO8wRtROhGrYc2ubQZrChwi+qEqNp5HJobDCVPzDYpRHRcVnI3CHIw3985JEZrLZKqI9RnTMEhrbn2fp9mfBD1sqZS6ZY38fHGhREkN5SDMH2w9bWTZuHzx03TvD9GFRMAIhCZU6NVc1itdIdCarR6F6kSNZblaYzjzDbZeudyGarIHuwZhsthE58jcjB/IWJaePwsrarG47RbDrgB49nfcpUbiK6rROfiQOQ9kV/PR20DIlFV6Hag0ONEIBgSn/F4Pd2A9H73GgfdNUUesdnvsNjTnQg5IOwf8Wtet3z9lGd1k+ESEB4dRjzyVnjsziVrpor7ilG1IJl+bkIeW0aQERAQTkLR/UsfEJlVJWuKPTh3aT1++olFeP7bJ+L1607Gi98+EcGIPnL51MRBME13MAq6ozLm2Pd9Tk0hfvbJRfjh2QvCr+Xd1oQqHxm6XnYNjIqkdkOpVxpPZx4U6s3UZCjp2VSej7MWhxPjV/91K4ZGgziqvhinLaiREtiJ75d07aq10IamR1EUcd+ma5fcjjA3ch2Tky9WoOppqYnJ4DQhMdcmveneVZ7vNhxLJJNIuWXc0609r//+oA0hNXyPbyzLQ1WRB9esD885/9kTH1pSJlnlvYi0fIFBYFdT7BFO7n/dtD9jf1PPaCAklJD03prJy1/Z2YFXdnbiD6/sSfvvUnW9LN+l2U9S1XkgJ5XuoOZv5gK7TRHXCSutZekiWjOk67HZXgWIjgpb2VSW0LCZvCyGTBIkVPwp9DhR7HWiosCNuhIvmiryMas63Dq5bEopjpVUXCfPrcI5S+px/opGfGbVVPGzeImRiQgH3TlGvhnGc/De1R7eVMyoLBByUKtjww7oKt3nLYsvUXpdqrz/dfN+UU2gYFD0tRpsLPyR2coANPJn+nDr5UuA5GDelzhz//6hPrGxJml9ImmQHkVRRNBiNKu7rsQDRQmbYZkFodR/ZXW+q6qquOju1/HxO14RVcodJg7mu6UNZJ7Ljk8sb9D8fGF9ONB/22TkTpXO2TVRPzcgVW5MeuCIRPPZzaDKdHP3ED6IqAQWS31xFCTQOSn2OlHoMX8/Uwm6m8rDAardplhKlujn1AKxweDSKSXmv6ermFJFaG6N9m+TpC7Rjbd/JADao8sznq9cO038P/VCxszo1jmXy9SXREa69Y4gGFJFIN09FO51pX7u42dr+6gOdA/hn28dRMhk3IwefdA9MyKVlRHy8kRBdySwPWdJPc5cFFXtkAcCjUeixIGiREc9mVFvEszILRqy0ZtZQs7KjG5CltjqK93y9ZOC3rY+H575ICoh37q/B4BWAnzOkjqsaAonmLbs1wbdh/t92NE+AEUBVk2zHnTPqNQG3QO+gKavfzQYEpXbmKC72Nq1oqbYg9J8J96JPI+VSje1iew+PBjzfsTrHQbCFcRLj2nCUfXFGA2G8PctzZaOE9AGdXIPf3Q8nfla05upyVCQWJbvwqcj/fhkznTN+tlhl21JmWK2BgnaU9SlUOkGtBv0ArdDY4Y4L3IN/aClL+FxyPTGkZcDUl+3zkxNJL8srCcKZsyUWyRZLpT2DPU6ZdOT28Kfs9MW1IjHfHb1VCyoK0L/SAA3Px6/fzUZthmYqMlctCpcTf6fNw/ELc6kQ1vfCFQ13GtLiQ+zSjcF520J2oCs/l0gtlVRVLpzEHRH53Rnx6jOjCoLxqGZQG7N0ATdcWZ1k8Jw9fTEyU+a2mC2NkcD4e+7E7R/2mwKHJEA3x/UXlMGDRJlkwEOunOMfNGPJ6+mzc6MqgJR9Tjc70PvsD/upjcUUmNu7MfNrDB5dJjXpcrivs4hkS2nIJ9ksPrgDgjf5OnCXSFJJykI6Bnya2SmgHFwY0Rz1xAuvXcTQmq4yk2B/BDJy5PIgFGW3WhsmNthR3UkEDJyMFdVVZrRba3S3TEwiuau4cjIi/D7td2g0h0IhrBP2mycu7Q+RpWwIlIB2rKvW1SFZMrz3ZrqobFzuVf3Oxbl5QOpBd21xV647DbRa1TsdWpGflEwSOucHM+JU+dXo0i62E4ts95HTyiKgj99fiXuv2KVJXm6yALLlW7dzXFRfUmc39OuZ5IFz9VVuq04dgPRoFU/3/b8FVF5H60tfVLFyLlc/vsOm4JASEV7/4gITrsHR7EnMkLHZbfFzOn8wT+34eq/vqUJvuKhr5roq9yAJC9PcC5ITVNf4sV3IqZaAPBwRAZLVesnItXYqkJ3wjYQs1ndbWI2sFtI1EeDIfQNx24GB30BETg1lCWuLmqDbr+oRgDaSnex1ynWiU8yxaFK92PvtiAQUrGgrggzqwqFAdmWvdqgm1Qj82qKklIpzBRmauHP57MftmM0EML0inyctiBchdsc+Vv6zXMybSjvHezDaCCE8nwXmix8RqeUh/vNw+MIo++bqqqW53R/ZlU4uL1/437LCSTyPugakoNub9Q/IM65JTM1ADHzujukmfJLGkvEtWJlU5lQdtH13BcImZqBElHlS/KVbkCrUji6qVTTFz6zqgA2JawWSyZo6Baj3IzPEfV169ULolJnQWUVlZebGKmNGFS6I+eofySA9v4RvBQxa12/ICqXddht+M9zw+7lD795MGPBElW6F5ok8U+YXYXaYg+6h/x4clur4WPSpVUkNTzi2mBUlACi5pTdQ374AuklAaifW58ozhdBd3aSDDKDBj3+ucDqvT9dzFozzGZ1+4MhvBG5nq+2oIjyikq3SdAdtDanW36MfmxYf5LFtYkCB905Rr7ox6v0Ruc2h3t+6Gb4VnMPjv2vZ/H1B4zHSrX3+zQzYIFoP5MRqqpiY0RWQllX6l8mV+14le6onM2jkaQUuh1CtqrvRaMAMF6lv3PAh0v+sAmH+32YW1OIX316qfjZYJLyciB6wzfbtAgzNQMH88P9PnQOjsKmQDOuJx47pACbelIO9/tibmrN3cOaDN8la2L7xubVFiLfZUf/SEDT30nYbYpm4ytvnMwqH2UJeuCIqOFJckG33aZogpBFDcUaSfZMnbwc0FYKj59Voem5rDUxkUvEzKoCrLLg2Axok0FUyZHl5dMq8oViQsaoF7xnaFRsambr5eUkWR7wGSZRxHOYyGX1N6Fir1PjUyA7lxtVuu02RZzPg93DUqXbL6rcK5pKY7wPKDn0vsVZvbLU84dnL8CZBr4StCEYGg3GrXBQ60R9qRcNpXkxVdG6Eg8+aOkTbqpXrjV2+peJuhcbV7prisPjuyj5c3gg9npFAVix1xm3hYfQysv1lW5toER93UC45cRuU9DaN4KW3mEhLT9nSVg5QP157xzs1WyKk+3nFn+bgu7IfYi8FU4/qkYY6b2xN3zfkDd1+S57Us7Db0bk8Mskd/94uB12oVrZKkntB3wB8VlKFHSftbgOhW4H9nYOCel9IuRKN1X4KwpcYtMZT14OaCXmMnLQrigKvnfGfKycVoabzl0gzofbYRfJn0RmanQNMjPdTIScvNO3I3icdkyPrMkPDO5DZvToWmT0UKVbH3S3St4KiUgkL+8XQVb0GGiSCgA8uKkZvkAIjWXemCTp0imlonVkf5c1tWE8+kb82NcZvj6bVbrtNgUXRJKrf91kXZGRDPIoUfrMmMnLZcO/dANG8b4W6oPuiJHaaCApJUUqDI5RQEf3fit+LulA+76KAm1rht7HgNiyrxvD/iBK85yYbcHcmCrdZvPTrc7pBqJjw3w6x/VoYiS3aoRsw0F3jpE/5K295hcv2uzQ5of++3/vHEJL7wgef6/FcKB8s4EZWLzgdnfHIDoGfHA5bPj5+Yu1P6Oebgszuut1G0ZFUURWTf/341W6735pN465+d845RcvYE/HIOpLvPjT51dqNlK00bFqpAZEb/hm7pxibJjB+aNe6hmVBSLDlwi5f7utf0Scn490EnO5n3tlU1mMFBkIZ9uXRYKMN/YZm/DJphw1BvJyfVZZ9CgmCLpTrXQD0b5uQNvPDWjls30j/phjXDW9PDIqKUy84DRTUBA2NBoUVU15g6F/Dfrfa+sbEcdJPZH1Jd6YYKws3wUlYqgS7/zLzuXxj1v73srO5WYj3mg9HuwZFiqQ7sFRvLgj0s9tMCWBEjT7TGbqmh3/aQuqcekxTYZ9YvlScs5MYh4MqeIaQsd99yUrNI8p9rpw1f1vYjQQwklzq3D5cdNinkdPvdQCI6+vVl0vXKXYKMUe34Ek+rnDx6kNuuVZ7fprqGygdN6yehEMPPp2Czbt7YKihANIINxKUZ7vwmggJOb/AsBru8LvZzL93EC0d7pzMOzK/9z2sGv56Qtro0H3vm6EQqomGZtMlRuI9qBbkZYTNIv8rYjUHogGC26HLeFs43y3Q7hC/2XjPkt/syzyOXrnQC9e3tkBmwIxeUP2RTCDTJn0ZmqdYrxd+PmPm1WBv31xTcx9oM5ElaGHWiVSrXTL79+a6bEKOdHXbTHxBkjycpNkyDSTsWGkOEnkXA5E3x9T9/IRYzkxJbr+O7IOTptfY5j8oc+3kRIuWUg1V1/ijas+ueDoRtiUsFrFyK0/XVopQVPsEfeYHhN5uXxe0+1HbjMYFwZEq86qal5BzQSqGh3TOFaV7mz3dJudY7NEMynETp5XnbCfG4j2dOtVrIQIutOodBtNHJgMcNCdY7TycuMLeOeAT1RkyQBqRmQTRJI+f1A1NJMxqtTG68OhKveSxhLMqy3CKfOqpOMbwaAvED/o7qF+7tibvFlwTd/vHfbHGDHc+8peHOodQfeQH6V5Ttx3+cqYjVwqGbDSvPiZ3MZSqnTHvidU2bMqLQeAjyQDol3tA8IASi8xl/99sUGVm6CN7iYT5/tqWUJkIC/XB2bloqc7QdBt0n9lBdkxWD/ntMjjFJspkpjL/WSzqgo0f/PZyKiibOJ12cU6OdQ7jFBIFbI6IPY1EFWFYVdSf1AVclHalM6rjc0aO+w2cf7jZbzjjdqRg5SYfu44zuUEfV4PdA8LeXlb34iojOpN1PzBkDgeveGRGXQNS9RbnUhy19Y3gkBIhcOmiGuBfrN614u7sOvwIKqL3Pj5+YstVU1JZh+MyOzF39Nt9uMdX3MS48IArWqBZK1ETKU7EnTXFXuwpLFE+An86tmwe/2qaWViE6UoikjMbYkk5g71DGNv5xDsNiUpp24gOmEAAO5+aQ9G/OEq4IK6IsyvK4LXaUfvsB87Dw9o7gtWk5JAePNLRokrkgm6I+fhreaolD5RP7eeiyIS86ffb8Nj77bgqW2tePzdFjz6ziFs1fXFA7Hy8R9//ChxTa2IVKnjYWam1in1dMejzmSzLBMIhsR6SlUZRNeSIo/D8H5Hfd0fplDpNjK4A6KV7s7BUZGABSC8YvSBgxEVCe5ntIHX+4bQZ46k7Oulfm6ZBjHhJP2gmxIvZlVuor7Ei3VzwvuxBzdnvtpNe7eaYq9QAhq13wFa2X6i8Y6JMJu97nXaQfFeNvu6fYGQSLLmvtIdfs3ZlpfTOdYnrOi6IMceoZAqgu7TFxqvfz3eSMHLLDniS0ZeHql062eLJ+vdNFHgoDvHyAvIKGgGor3U9SVesYmhvm75d4xufHK/JVW5jMzMiI17IuYJkU3Zl06Yofn5no5BaUZ37I38gIFzOUEfeP3fL/Q4RfZKroL3jfg1c73v+MxyYegjQxusZHq66YZv1rPUUGY+NiwV53JZXr67Y1A4mO/QBd2/fX6X+P/TTG74QDTo3ry3y1B6VW1S6W416ekuk8yzzKrI8nz2VCrdco/2YoOAVTgkR6r/chVHURSNCz+NsMk20UzwcMy5WWxS6XbYbWKt02ugZIreuZyw0tvVE6cXUg5k5+nW5UfCRM3csb1B6l+n53rmgzYM+4OoKHDHSCzlzewei5Vu6uVM1Euc6FzQNaGm2KPp05Z7u1UVsCnAbRcuTRjAEHYpiKcNaDAUXfP0OYrnsE7X6mkW3PGBWPdyOYjSS4LPWlyHtbMqcP0Z86AoCpY2lkZ+L7wZOWeJ1iBzhQi6w0EjJVAW1hcnJfkm6J5z/6ZwFfBjC2uhKOFZtZQA2Ly3S1NZTmacYnPXcFhlZbclNZ5nSeQ8vHeoT2zUrPZzE/Nqi7B8aikCIRVf+cub+MKft+DLf3kTV92/FR+/41V85u7XhYEnEE1OA8CX183Ap1dOEYFIWYJ58IDWTO2/N+5HIBhCKKSKz0ii8XZm/gMybf0+hNTwPOGKFIcJHzuzAosbS/DldTMN30u6LnxgsdIdCqniOmbmXl7gdojXL1e7W4W3goWe7sh7MOw3blMZNJCXA9pkdHm+y1RxUS+SlPETjlY8Akg5Z2XNk7neQ1sOpN1LradVSsjT58bcSC3zlW79flJRFOS7su9gLj93XgJVTKapylGlu9XARA2IJu86BkbFetra3IPWvhEUuB04blZ8/yfCsrw8jUr3WPXdZxsOunNMnlQJ2GUyd5sqf7K8cKZB8LndYHTHPyO9fgBw6vxwEGcmL5f7uanvdUVTmabqsOvwgJBAGle6SV4ee2OsNekfASQHc+nYtkpyQcC4Qh8MqXjk7fBrnGcS0BiRqGep0SSTHQypYq76USZBlx5VVTUy8sP9PnEuZNl534hfbKCbyvPiXqCWNJbAaVfQ1uczzLZrxjBJG7gWk57u0jwnFCUcrBiNdgLCN2DqN0+0KTSCZINVhe6YaiwQXd9UmZV7olVV1ag2nt9+2DQLn0miMs4RTT+33abEda7XG5R8YOJcTli5+cbrhaSK3prp5bjqxJman+0Q48LMPx/10tiwsvzwc+2N9BkeP6siRmLWoevps1KJ6B6Mv9kmom7uxtcp2URNRl+N/9pJs2LM3xJRp8v8d0b67G1KtLoZb1a3UBVYnKUrS2z3dw1p+tj0G6SyfBf+fPkq4fi+RHLOd9oVfGyhtkd+uRR0q6oqTNSS7ecm6J5DbtqnSz35K0Rft7YqnMxM1S37w9fVhfVFCSXhMk3leSjJc2I0EBLjq4QqxMSsy4jvnD4Xy6aUYFFDMZZOKcGKqaU4uqkUTruCV3Z24pzfvIIv/XkL/r7lAL73v++J3/tsZF6zkIZbCHDdDruYZ/v9/30Pp/7yRdy/ab9I6iVSg9SJ8XbmCXRyJK4u8liSiBpR7HXin189Fl9eN8Pw53MjCb6d7QMxlSkjBkYDoDi0KE5CZFpF+P4rFxXaJG+FROS7HWJvZZQc6zfZwMvFglPmVZsmjazIy297ZgeW3PSUZsyeEVTppqkk8ThxTiWqi9zoGhzF0++3JXx8MrRI57ckQfudfP2XW2JSoT2OgiFdM7U/v7YXx//suZhWBRnRz+2yp/w5SZVcGam1mSSsSvKc8Di142SfeC/s13HS3CrDkcBGJJKXUwBtrac7/B7EVLpHOOhmMoAsQzO7gUZN1KIbuRkGmzq9qZY8P/OLJ0wX1Tczefn+riG09o3AaVeE+y2grXa/3dwbt9pJAbWhvNykpxswlp7f8dxOzWMeMJhR+fh7LdjXOYTSPGfMaK140KbGrGdJzC7uHtZkq9/c3y1uOEWROcCJIJd5mxKtKNsjFx8KiFRVxbV/e1v8jr6fXo/XZReZcSOJ+cs7O8T///b5XVBVFUOjAZG51m9cHHabCADMJHkUEBZ7nUltiom1sypwyZqpuOmcBYY/j87qHoA/GNKsk87BUWEGBoTdMB+L3ByyiVzplm+Ms6ri9/PLCaZQSBXJFX3FmLBW6SZ5duxmlb63sL4oRn4Vz7mcoLFhB7uHY2SfRv3cHbpeSf14HyO6h+LLSgmrle56nYR7bk2hUPOsmlaGr588K+Ex6dHPZqcKQWWhWzg3xzs+2mDHS3DIyIGHbARWW+xJOIt4Wnm+SB6um1MVk4xZWF8Ml92GjoFR7OscEpXuNUkmIgg56VtX7NEoPY6OjCjbvFd7LUpmD0sBezL93ED4HkrKGXJz18+zt8LRTWV4+CvH4pGrjsM/vnIs/v7lY/DQl47Bs9esw3nL6qEowBPbWnHtQ29rzEm7Ip+F6Ixua4H+Ly5Ygu+dMQ9l+S7s6RgUgXyRx5GwIhSd1W0e9B0SCdbU+rmtUFfsQaHHgUBIFfuUePQMht8Xr9Me9x7SVK6d1e0LBMX1w4p7OSCNYzJIjtEGXi8vlyvdsmu5Hivy8sfebUHfSECYURoxPBoU583MuVzGYbfhUxFDNaP9UDpEe7q94nMz4g/FjIHyBYIaM950xoYFpZYtI+WkbKaWCv96uwX7u4bw4g7z92AsZctygjmbZnHUmqGXlyuKEk3g9YSP4fEkpeUA4MlgTzfd9/QG0CwvZzIGZXaAWEkFIAXdVdGe2KpCd0zGR98f/MunPxL/v35+jZhvadYHRlXuRQ0lmoDipLnRvu4/vLJHbP717uWqqkqVbgN5eRzDNCPp+UYpmLQp4X/LBiKqqgo59qXHNCVlpCYyuSZV3dqIdHU0GNJUH//1dlQ5cObtL+OoG5/C+Xe+ih89+n6MKQ5BVe6p5fnC7VxBeHZw5+AoOgZ8uPeVvXhKylzLpmFmrJQk5jKqqmqy6w9vPYg/vbpXnPcCt8NQXkoJgQ6DTQqQ+oxuwmG34aZzFmKDriJHkLP2jrYBvHewV+Pivr9rSDi8nhGpsP3zrexLzKOb2xFNRt9IHm/0e4d6RtDcPYSh0aBm/qkeK/M648nLo+0S2iRSIufy6PFGkwT6KpuRxKxTt0as9HVHZaXpBd1iRJPuGmOzKbhm/Rysm1OJ2y5cmpS0maiVlA2A1I4hbVbMjq9rcFRsIOVrdTzkY5SfzyhpqcdmU0RC5MKjG2N+7nHaRfXsH1sP4mDPMJx2RczwThbyEQHCVW45Ybx0SilsSvi9kZNlybwHqZioEXozNarQWZWXx6OxLA+/uGAJnrj6eFGdXj29TDKXC79vVsaFyXicdlyxdjpe/I8Tcc2ps0UAaMX0zIq8nIKoVPu5raAoCubVUF93Yok5vS+Jeu31s7rp2uty2Cz36Zt9TgPBkJDB6jfwFEznuew4Ns5oVbOkPBEKqeLYzdoGAeCD1j6E1LByrMqi6eAFRzdCUYBXdnbGreAmg1/a59QUe1DodojPrl5irk/KpyON7hoMt2wpCgxNPtOd1U17mXjeB1RFH4sKKq3REX8oqxJ60ZphoBKR+7q3HerDge5heJw2nDAnNtluBsnyhzLgXh6Vl+vmdI/ynO6k2Lt3Ly6//HJMmzYNXq8XM2bMwA033IDRUe0HWFGUmK8777wzW4c1LpB7XY0uYEJeLlW6FUWJqXY3dw2LD+67B3rx5LZoENdY5hV9vGaZSQpyV+lMdmw2JSbr5bQrMTe/vuGAcIGMb6QWu1HQS8/l7OpVJ84UM0r/9sYB8f2Xd3Zg26E+eJ12XLqmyfA1mVGSQF7usNtEIEIO5qqq4r7Xou62BW4Hhv1BbN7bjXte3oPP/3GzYbaSqpyzqgrEZryld1i87397oxk/eewD8fjFjSWWNqsrTIJukjLL3PTo+/jbG2HzFb2JGpHITE3MZ08x6E4ESXIP9gzjOZ1R2vbWfnED/WpEPr1xT5eobGULefyXXDFZ1Bi/KlEnrXXyWphZVaCZcysTdTGNY6QWp3onZmvr1rMV53Ig+nkdHA3CJh3iwvoiw1YCvStwMpVukq+bkcjR1azSDYR7Hv/4uZWWJKhG1Eu97YDs+po46KbrdEOpN6kEoBFWgm4A+PHHF+LRrx2Hk+cZV+XoGnHvK3sAhIPTVI9NrnR/7Cjt/aDAHTXakicqWJWXB6VKaTL93ETUTK0HgGSkloGgm5hTU4jfX7ICG68/GX+5YrW4jlI7jjxjOxkK3A587eRZeOk/TsT3zpiHn5y3MOHv0Dpt6/eZqq0OpelcbpW5teRgnthMje63iZIh03Rjw8TYviKPJVNEQLqO6PY7slRZ716+YmopLj9uGm4+76i4lXg5KW9USW/pGxGtIjRq1YhtSUjLiYbSPNFK89CWzBiqtff7oEb6/2lcnVkLnv7an06lm+535fkuw3sjJUVSDUjpMxlvYs9YjQsDwopFMlPOZl+3mXs5oHUwfzyiHjxxTlVS9wkq0o1kYE6308xIjeXlyfHhhx8iFArhrrvuwrZt2/DLX/4Sd955J66//vqYx957771oaWkRX5deemm2DmtcIFcd9ReH4dGg2GTqg2y58kBQgHfr09vF9zxOGyoL3KZGZsS2Q+EbgFGV9RunzNb8u7LAHXPzo+Msz3cZ3rBqi8If7u4hf4xkST+r+3FJOvyZ1VPwqaPDBiJ/33JAqAGoyv2poxsTmjPpKUkgLweAhojklnqJn98elSj95ONH4Z0b1uOZbx2PW89fDI/ThvZ+H3YY9G+RvHd2daFwn9/VPigqjz97YjsCUrbcqkEb9drvOjyoqTz+b6QCfNqCauy5+WP4xLIGhFTgrhd2AzDviUs0NizdSnciSvNdIjD8q86d9ZWIXL7Y68T8uiKsnVUBVQU+8dtX8fMnt2fUVGbboV786NH30T/i19yQkql0UyvFod4RsRmda+BcTlhxMe2J4/5tptyI9hibO5cD4aobBddD0qZ07SzjbDdtZugprVRcqKc7bXl5JAlGkvhMoh+h0mrQR0oKH70iRE6upYvVucpFHmfcIJXahPoiG5Y1M6wZ4xhRXuDG5cdNw4VHNwoTN5kVU8MBvmwyZjXobu0bgT+owmlXUgoSl0Q+j7s7BtE75Bd+D5modOupLgoHXGWRJCUFIfRfq8Z9ekryXLhi7XQsn5rYWb6iQHbaN/6ctKQ5o9sq5FNhZVZ3j0VXeSEvjyTz4gUNZph5L/T7wsfgcthielZtNgXfP3N+jCmhHtks00hiLl8P9xw2vzZSQlZvfpmI81eEW+n+8eZBS2ZtiSBVhNz/Hy1MaO8pdD6paplOP3J0T2G8RtPp6R4NhMR1z2wyECDLlsdm/nO2+7rl1gyjcXvyrG6Slm9IQloORIPuIb9xciQZebnbdGRYRJ2SZkJ7vJG1oHvDhg249957sX79ekyfPh1nn302rr32Wjz88MMxjy0pKUFNTY348nqzm6kda+TMjT7o3t0RrlSV5DljZGty5YE2F9tb+/HG3i5NgNhQmgdFUcQHrscg6A0EQ2IOt1Hf6XRdgG8UeB2M088NAEXeqLlJolndtz4VlcbXFHlw8rwqVBS40DHgw7MftuPt5h68uqsTDpuCK9YmnsGrRw5SzHppGsvCr4PGhn3uj5vFzz69shE2m4KZVYX4xPIGIYncGDErkhHu0dUFInGyuyM6NgwIZ/bpORKNDiFK811ig0+jdoIhVciuz1vWAEVR8JPzFmrM8Mwq3bRZNJttKm6QKZioWYV8C2gjSQoL6kcldcBtFy7FGYtqEQyp+PVzO3HGr142HO2TCr/69w7c8/Ie3PPyHs26lCt4Zi7khBjp0zOM7W1h2aVZPzcAVBVZMFKLM6ebvqc3wZPXXiLI/FCWiOnNyQiSUVO7BEn/zfAHQ8K8KJG8PF4vpqqqcSvd6aI3UmvTzegGote+zsFRTZWRKt2zLPZzE0Y9+kbtOamgl2qn2s9NfP/M+fjpJxYZGg7RRIWn3m8V31NhLSDY30mj1vJSagsozXdhann42vDWgZ6kR4alAt2PKUlJ/42nKMkUstO+WUARHQ+Zq0p3Ynl5r8UWk6aIkVrPkB89Q6NJOZcTJNfWBzMUwBWmWTGLmqnFXvt2S0H3od6RmFGoRNTkMrlE3SnzqlHkceBQ74gwSEwHo1GixcJMzbjSTfeUzsFRSyZ6RrQnSOSnIy+Xx5pZqXSPVQU127O6qVjgdtgMk5BUIHhpRwd2Hx6Ey27TtJRaQcjLzUaGJSEvN610R5Jleh+GiU5Oe7p7e3tRVhab1b3qqqtQUVGBo48+GnfeeSdCIfMPtM/nQ19fn+ZroiF/2PU3UBpBM6OyIKZSJRurkST8vYO9+ME/t2keRzOni7wO4VSolwTt7RzCaDAEr9NuuOFzSpldIJGJmvGNUVEU075u6itp7RvB8GhQZI9L8pxiLA0ZpT24uRl3vhCucp+9uE70YSUDbcb8QdX0QhF1MB/CG5KE+/PHTot5L1ZPC29mX98d219NFbBwpTtqEENmS26HDXd8ZpkIXJKZ/3105H3fHGkNeG1XJ9r6fCj2OrEu0pPjdthx58XLxfvaaHK+aBMp36xk6KZQlUS1IVnk4LDI4xA9lGRSNCWysS7Ld+E3Fy3DnZ9dhooCN3a2D+C8376Ku1/anfYx0Np75oM21BR7oCjhG8A7B6I9+4lMrmg9Hx7wid8zcy4HpKqMBfdyI8ksbWL1/XdWnMsJCmI7B3z4+NJ6rJ1VYdr/S2uEfp5obBhV6RUlcfVRBLUR53CZrsFR4Z5tljxKB3mEyog/aCgvL8t3wRZx+pdVIaQqmJlkpdvo+pUp86vKQrcIRt2O6GivbEBroU1ShJipZvSQmqixLHX1gtzXTestnkN2ushjFoGoz0FZiuO5kqVe8o0wIiovz26lmxJv7f2+hBMlhKt8gmRInsshqtp7OgajzuVJBN10TdUHM7R5T7c3NJ6Zml75Y+R5oaoqPpKUSMngcdpx5uLwFIP/2XIgwaMT02LQimA2NozW+ayqAuFHZOYDkwi635m1rFH1ORV5uVw8aOk1Nyoba4MuSg6lO+/cDHlcmJHaja4P5P2ydlZF0iMlE8rLkxkZZmCkFgiGxH2fjdRSZNeuXbj99tvxpS99SfP9H/3oR3jooYfwzDPP4MILL8Q111yDn/zkJ6bPc/PNN6O4uFh8NTbGGsqMd+SLvz4YpjFiRlJyOTim0Th/2bgf77f0oSTPiQsiEiTayMjVbn3QGw0MC0zHJsgyRqNqTjzncsKsr5uk512Do3hiW1RaTnMpAeDCiMT8+e3teGJbuJryRd0ccat4nXZxATCTmNN529c1hM/dG61yX23girw6MoZn455OzcW9rc+H/pEA7DYF0yvzUV/ihdthw2gwhAV1RfjcsU24+9IVKI9U8W0KhDGNFfRmav+IzK8+c1GtRjpXUeDG/VeuwtdPmomLVk2JfSJEexHHSl4OaDcfK6eVY2q5dt1P0W3KNyysxTPfOh4fX1oPVQ0rJNJ1AaXP4HsH+9Ax4Iup7FuRD5fnu+By2KCq0U1ZvEo3ndOh0aDhBiMUUuM6MkeVG37x+gd8AWyJVOetVbqj5kC//NQS/PnyVabJBdpkUSX1cL8v7saIqvTFXmfCSmZ5vhs2BQipsQkgqnJXFrpTctBPhH6EipGRmt2miM+KvKHfYWEeuhENBhV7qz3dVqD3aPnU0qycM6K6yBPz+bQqmaQN35Sy1F+3CLqbuyUZc/aqzqWSMkhV1ah7eYry8mSJZ6bmCwTFZzSTa8mIfGmudnOCudXdQvaf+BzJEnNK5CTj1WAm2+3PUG9ovLFhevM0IzO1joFR9Az5oSjJJ+oA4BPLwvu7x99rTduEy6jSTcldfSKF1nlloVvcG1Pt624XM7rNgu7UK91yIsAXCJn693RL96axIN4IykyQKGGlvz4kKy0HoiPDzIzU/Mn0dDtiK92DUjA/Vm0A2SLpoPvGG280ND+Tv9544w3N7xw6dAgbNmzA+eefjyuuuELzs+9973tYs2YNlixZgmuuuQY33XQTbrnlFtO/f91116G3t1d8NTdnxlgil2gr3dGL10dt/bjt3zsAGF+Ui6RslP6Dc8NZ80UFV65s0k1Lf5EU/YhxKmJkAjatIl+YWckcjONcTuh7JsVr8TrgjWwI735pj/i+PEZjWkU+Vk0rQ0gNV5lOmluVUOZrhqIo4qbSbRJk0k11054uIY2dV1tkGPQsaiiG2xEezyOPTqHzOrU8D25HeA4kmcQc6B7GDWctwNpZlXj/UJ94jfFGUemh6tJ7h/rQOeATMxY/vjS2J21qeT6+tX6OqdGPdXl59ioncsCyenpZzCZe/28gvLH+2ScXwaYAw/5gWjev0UBIMw7rmQ/ahfyKMDOtkgmP4tBWR+MlK/LdDuTHmys7EgDlEozcy6nSHQipYq3+7sXd6B7yo6k8T0h/4yEc1+P0vxG0RqZXFAh59L441e4uMaM78WZbDmr158JsRnemUBRFcx6iPd3a906/Ueod8osAPPlKd+xryeTr+/TKKagqdOOSJM0mU0GvjOge8luSnkaD7vQr3W8f6BUy5kwaqemR5eWDo0EhobQ6MixdxGQFA+lsW29UUmrUvpBpaA03d8UPuq26lwOymdqQ+BxadfgGzIPuTFU248nLqdJN94DdBuPUdkT2BlPK8lJKhi2bUoJpFfkY9gfx+Lvpjc9s7QtfV+WkRtT3RrsfkA0DRZU2RWl0e4JKd0GkfzeVkWH6sZZmDubUPmh0Hc4FpBw8nOa8czPiOZcD2kSLw6YIdWEy0Po1HRmWwpxuuaebPrMue6wPw0Qn6aD7qquuwgcffBD3a+HCqBvnoUOHcOKJJ2LNmjX43e9+l/D5V69ejb6+PrS1tRn+3O12o6ioSPM10TDr6X5UGk8lS8mJvhE5cxet7h1VX4xzl9SjObJBbZSqB8JMzaTSPSde0B0xAasv8RpmieONCyPoA67/+4qiiJ9tOxRtEdC7el64Mqpk+PK61KrchJkklzCSOppVid0Ou6govSZJzIWCQKrg0nspB+f0mudbmNUp01Cah7piD4IhFbc8uR2Do0E0lnlTGruj71HUkwt5+cxquWWiHBUFLpGMAcw35U67TSR06CaaCnr38Gfeb9MEzwBwyjxr/U6yVG9OdXwjMyC+zIyy8fkuu2G22OO0iwptz6Af7f0jQmr/HxvmJpTDA9pKdzxUVRVBd0WhOzreJ87YsG6LslLCTBqazX5ugqTdu9oHRFVM30uq39DvPBz+nNcWe5KW5hklY4q8mZPQHd1Uhk3fPSWlCkYqf0uPFelpJoLu+XVFcNlt6BocFTOqs1m9KpOulzSr2+u0p+1cb5U63cQPGUqc1RZbd/tOB7pXJqp0U9XUSjIkel1JTV5eJXkvyG0qYkZ32kF3+DXrr5eBYEis5xMjvbFGlW4yXU1WWk4oioJPLAsn1//nzfQk5oY93Sbu5RTMlue7xDlOO+g2eV/zhHt58kZq+rGWlFjQQ0kTs7a7bJOrSne1SWKj0OMUn4U1M8pTUgfRNc8XCMW0hAHpG6kNjrHZXTZJOuiuqKjA3Llz4355POEP1MGDB7Fu3TosW7YM9957L2y2xH9u69at8Hg8KCkpSfrFTBTkjKvsLP6h5AZqVD3plIKjXz69Q/z/xWumQlEUHOiKmtMQlO3SO5hbMVwiMzWjrC0Q7SGLJ2eLO6tbF9wUuh0xF8LTF9Zi3ZxKfHrlFEvVu3gU5xnfVAgjw7D1cbKAJPF/XTI2MTJKoVaBXZKr6fsRExqrJmoyNBaIHL8/vqQ+pY1WWQH1dMcG3b5AUCQnsmmkVlngxvnLG3DGolrMryuCoiiajXi8TbnVaks86AZFF/7XdnXGbNytzFAHtPNxrSgyzAJNAJbksqVSZeK2Z3ZgaDSIJY0lMeP+zKBA9mCc2b9A2AmbMtfl+S5M0zkNG2F1RjdhNu7HbEZ3JqGN59bI+Kl8lz0mkNYH3fQ5T0Umql9fU8rychIoZYOjDTwArEjMaeObij8H4XbYMU93/cymkZoIuodG0TFI1b/cVLmBaFLPSJnSmiMTNaKx1FrC06p7OaCXlycfdJflu6AoYXNROZFMVbP0e7ojle4e7azuA93DCIRUuB02HBOZFrDLIOiOqgtTn3bw8WUNUJSwl0w69z2jnu4SUyO18FqvKHCLZGSq/ciJxpAWRIKsdOXlQJxKN91TxijoFiaqWap0W2nNoHv/6QtrU/obcmFEb9IMJBd0GxmpiZaQSWaiBmSxp/vQoUNYt24dGhsb8fOf/xyHDx9Ga2srWlujTqf/+te/8Pvf/x7vvfcedu3ahbvvvhvf/e538YUvfAFud27MScYCeSEd6hnG9f94Fy9+dBhPfxCt7htdEGRZ9Pa2aIDeN+zHoC8QYz4FRG9asrzcFwiKTGy84IAqtEZunKOBENr6Ewfd8WZ16y8K8+uKYvrLPU47/vi5lbj5vKNM/4ZVKNveNWRc2dX/7WVTSuK6p5KZ3cbd0b5uYZQiKQimG1S6SV5udVyYzNG6uernGkjLrUBzuruHRmOylbRxNprPnkkURcEt5y/Gby5aJnp/SanhsClxTYFEtSWNzUdrRJa5sL4Y0yryMRoMxYyBs+quLCs+5sUZF0ZUFmkDOZl4zuUEBW9b9nWLBMx1p8+1HMDR8ZKJmBm06SpwO+Bx2kXffbyxYd1xxp0ZQdehf3+gndeek0p35Dy8tb8HgLFjckzQnUbVSt/fSrLaiciMyoIYOXOiKtigLyCqZ/K9KhWWRiTmRLKqg2SgoLtnyC82zLnq5wYkebmBkZqodGd5XBhhtdId9XZIfJ7oc/BhS78wUUpGZeWw28T7IV9TBzLkVi1mdQdCmgCPTCWbyvNFS96ewwMxXiN0zUjWuVymvsQrJhKQn0uyBIIhEfxqerrzTHq6qdJdIFW6UwgYVVWVjNSM12m8Od3f+Z938Km7XosZLaU/Trr9GTmYj/iD4hga0/CTSIeoe3n2jdTM+H+nz8VlxzThvGWp7R09Tps4z0bGxKNJuJdHjdSinxdR6Z5k48KALAbdTz31FHbu3Ilnn30WDQ0NqK2tFV+E0+nEHXfcgTVr1mDRokW47bbbcNNNN+HWW2/N1mGNCwokyURIBe7fuB+X/GETEvlBmcmAt7f2i4pQsdep6f02kpfv6RhEMKSi0O2Im0kuzXeJDdVu3ezJtr4RqGo4kxVv41Grm8et/Zn2by9IUmqdLCRf+8jCfFEAOG1B/Irh4sYSqa97EKqqYqeBezQlL+gcDvgCokqYjHM5sVKq+C9uLBFBfbLQe6uqBrM5pXFhua7C0YauvtQLR5yLNqkiEm384tEqVVRIRk7z65NFIy+3YI4Xt9JtQZ5NAe0vnv4IwZCKU+ZVYVUSI6KKvU7RV24kWSU6daORaLxPvEp3t6h0WwuCPhmZVPDvD9s1VZRs93QD0ekLNPbHMOjWSQLT2UDr39NsG19lk7DktQGFHoc4F4kq3fR5LcnT3qtSYYkUdBd5HCmNH7NKaZ5LbDQpgWrml5ENaJ12DsYmySgQz5QLfiLEtTdBwpPUUqX5id9nct0nVU3Y5DA5eWmFgXR3IENVM3lWd7MkMae53E0VeWgqz4eihNVB8n5NVVXR052qvJwgQ7WH3zyQkono4QEfQmo4qS2vX/IOkXu6w4aB0Uo3JUHaUggY+30BkUwx8zsxM1Ib8Qfx4BvN2LinS1O8kOmInG9K3hhVuklhU+h2jJmRGq3RnmG/oTSbCIbUlAzzjCZw6DlxThVuPHtBykabiqKIardRX/doukZqYzzWLZtkLei+7LLLoKqq4RexYcMGbN26Ff39/RgcHMS7776Lq6++Gg7H5DvRMgXu8Id9QV0R7vv8SsO+YaMxTvJF3OO04TunzwUQrnpHR7Bob7rVBj3V2yNB5+yaxH2nFNDt1lW1ZBM1M/dzIBpYG20U9FI4fT93plnUEA7q3z7QY/hz/cUjUdDtcdqxLCI9fn13J1p6R9DvC8AhmacBwLSIvLxjwIfeYT+2t/ZBVYHqIre4ACfDrKoCccM4L8UqNxDeRFAAoJeY58K53IypkaA7Ub+nfq56Ksg3KDJMo41BslCVSVGsBWNVVirdcSpEtJHtHwnApgD/b8PcpI5XURRLEvNOyUgH0BoemUGqnFKLlcDZ1YVYPrUUwZCKh6SROLmodOuvQ0ayvFh5eepSUf1mrz5H1cls8b0z5+OtH6zH8qnhZGCioJtmdKfTz03IQbeR4WUmsduiZpz0/pflsNJd7HUK12B9QNGS80p31MnbLPBTVTWaPLRQ6fY47Ro/jWSk5YTRrG4KXNLt6QaMzdQo+TitoiDyGsKPkfdMnYOj6I44lxv59STDhoU1yHPZsbdzCFv2dSf9+y3SDHQ5SVVkMDKsbyQAf6QCWZbvknxIkq900+8Uuh2m5rFmc7oPdA+JopSZbLwj8p6TGa9RoUeYqI1hSw9dQ4yKHTKX3bsJa37yb7y53/p7rKpqSq0ZqSCCbgOVnC+FkWGygqE/Qy0h45GczulmwpA5gC8QwvGzK/GTjx+F2y5conmM0UWNZNFN5Xn4yxWrhOvgR2392EdBt06WTkFve79P9CEZ9R2bMcOkrzvRjG6i2BsdyaN/TWctrsPHjooGttmudC9uKAEAfNDSB18g9kLxQWvU0G1uTaGojMdj1fTwRvP13Z2iZ6upIl9zsSmQFAW7Dw9ETdRSkJYDYRn8tafNwYYFNSnLg4hyEwfzdhF05z4gOHNxHc5ZUoevrIt1zJexKnGMhxgRVezGiqmlMQHR2lkVlp9rfm0RnHYFSxpLLJkrRSvdsZuDnjjjwghZsnn+8sa4kwjMEM7dcYLuw5KRDgAhL+8YMB8blqy8HIiOC/zr5v0IRbL8tAHMbqVbl6iMIy/v6Pehf8QvNn4zK5M/55Op0k3YbYpl2eT+DMzoJqaW5wk1hZXALl0oiURKh1z2dMvmoy3S59UXCGLTnsiowDSrqFapK/HCpoT3MGaGUAO+AAKRPYfVFiX5npuMczlhdE3tz+Bc5nqDsWHUqjctogAiL5w9kjrwI8m5PJlpJUbkux3CJDEVQ7UWk3nuJQaeNySjL4y0FlWlIY2m36mM0zJAcmK9kdp+SVFh1F4BRAtVR0VG3Rq1NDYLE7Wxu+Y67Daxz+iOE3S/sbcb/b4AvnDfloS+K8ThAR9G/CHYlOwa4ALRWd361lNAGhlmRV4e10iNg24mAxRGKt0kewKM5dt6yDH18uOmYfnUMjSV58PtsGHEH8KrOzsAxG5kKgvCM3ADIVWYv2wXM7oT36DpMa/u7NR8XwTdCeRs4Y2CsQFMsdeJa9fPARA2sjKaTZ5JGkq9KMt3wR9U8UFLrMR828GorNhq1ZDM1Dbu6YqbzJgumalRP3c6SYaLV0/FnRcvT7uHkfq69a0LY1nprihw47YLl2LNjPhSaaqUtfSOIGDS55UIuf/JYbfhpLlap/Ilup7ReFQXefDCt0/Eny9fZenxRlUZokcErfHk5eGfeZw2fPPU2ZaPU8aKg7m+0l3sdYoKn1lfd0+S8nIAOOOoWhR6HGjuGsaruzrFMRV5HFnt1dUnDmsMNitypXtnJOCqKnSnVF3VB4eTIegGzEc26WnOgHM5oSgKFkc+o9n0niAo8URrIJc93UB0rcib8Oe3H0bfSAA1RZ6UplikgpXpEXQNcztslmWsctBt9DlMhNEazKRUlbx2jIPu8H1/euQ17OqIFipobzArBeNFIz4ZkZg/+nZLXD8OIygY1St6qALbPxIQ91O5nxuIJiQ7B0dNe6vNiPZzm7+vZpXufZ3RoLvVIJiWJ2wsiCgmW3pHYlQYzRlM+KWDWbGDGB4Nigpyx4APl/9xsyWpOalYm8rzU5aOWyVepZuk4m5LRmqK5neA6PufCXXKeIOD7jEg38ChcafOvKktTqWbsu12myLkjS9T0K3L4DnsNiFhplmeO5IIus9YVAubAmza26Wpdh+04FxOmI0NA6Kjs+bWFsXt380EiqIIifk7BhLz9w6Gj+WqE2eK0R+JWNJYApfDhsP9PjyxLWwSaHReo33dUqU7hX7uTBMdg6Ndb1S9GIug2yqVBW64HDYEQ6qp5CwReinWKbqZ3PE2CEbUmYzXM6IqTpBiRV6+ZkY5HDYF15w6J65TaTzqJUdeM2hjUClV9aj/0qyvu0sYwVkPSrwuO85dElZuPLBpPw72DEWOMbsbpDyXQxOwxat09/sCeDeSnEvVhZiUP0Q2q/i5RKznBKNw9puoslJlaWM40ExGVZEqdL0UM7rzc3t9pCS3fL175K3wqNGzFtdmtaddT7y51UBUppxMMoQmIwApyssNrqliZFgGpKr61+wLBEUBgrwuRPuNVEjZYWCwmg6rp5ejpsiDfl8Ar0T2flZpNRgXBmjbXvoi50yfcC3Lc8FhU6Cq1kYDypDS0cxEDYjujYf9QU2/sxx0G93re4f9QlVBxYyh0aB4HQQliMay0g1E9/BmlW6q2jtsCioK3PiwtR/f+OvWuD3gQDTonmvByDVdqNVF35YZCIZAh2lldGnUSC1WXs6VbiYjUJ/CwGgg6nodCYRpA2ZY6Y5UI8ukzcWc6nDgRpuABoMMXo00NmzEHxRSdCtBd22xFyfMrgQA/O2NqJTJyoxu/d83uli+FzGtWpijAJQk5m9FxgPJ0GZ6Yb31CrTHaRcOutRfZXReqdL9UVu/UBqkKi/PJDQ2rEMvL+9LnJUea2w2Ja2xYaqqSvLy8Bo9fnaFyLwC2U060HN3DcVWDSjpFm/DunZWJd6/aQOuPH56ysdgpdLdodt4AdHNsbwZkhGVegsGSjIkMX/q/Va8c6BXc4zZRO7rrjZIYBS6HZqxckB683bpvVeU+IY3E4lKi87GZEKViUo3AHx6VSPOX96AK9ZOy8jzxaNMF2TnUl4ORHu26f7bP+LHM5GpJ+csSa/VKFkSTY9Ipp+bmJauvNwo6BaV7vSVEA06D4zmriGE1PCYQZK2kw+OPKv7oyRa+qxgsyk4bUE4QfzEe60JHq2lhRLNxbEFGqosUtKXzMmoMmuT20iS7OtONC4M0AZZg5JsWZaX68ffAtH9S5EnbJBG9019oedAz/iodFOCsGvQeHwt7fXLC1z4/SXL4XLY8MwH7fjp4x/EfV5ScFJckE08JpVuOXhO10iNg24mI5C8XFXD2Th/MCQu0MfNDPeQGvXMkDlRmXSjn1OjvYgbVQ9oU9faN4Kd7QNQ1bDss8LihuFTR4c3wn/fckAEBwdFT3cyle7YjX0mpNbJsLiRKt1ah2pfICgSH8kauq3WOUYb3Vip0v3yzg6MBkIocDsytulMhwpR6dbJyydApRtIz8G8d9gvklX0GSn0ODXvZzZff1meC/ZI1UCWmY0GQtjaHE7gLE4gb7dyU4sHBbRGs38JvcQQiMpA9xjIy0MhVWzaypKsPs6vK8LihmL4gyrufWUvgOhGN5skMnCSA+XXdoeD7lRmdBMk5awqdKf9Ho4XZId3M3OtUEjNqLwcCFfObjl/MRZFEqrZpEyXRBqrSvehSDDx5LY2+AIhzKjMx4IcK6eiDuYm8vLhxGMP9Wjl5ZkJujM585de88GIgRy1BU6rzBfGXJQ42Nc5JCqTO9MYMWjGaZG+7qc/aEuqvYr8AIzGcRbrZnWLGd3SfZCCZqPCUDyEvDxO24DbYYMjotaQlaBy0G3kPyLPEgeia0ff1y2M1MZoRjdRbqIwJMjYtizfjaVTSnHr+YsBAL9/aQ8eeqPZ9Hm3t4X30/FGAWeKPNHTrQu6A8kF3UZGakKdwkE3kwk8ThtIBTbgC2Bf5yACIRX5LrvYZOvl5aGQKqQomkq3bjSR0QZVDno/kqTlVt0bT55XhYoCFzoGfHjuw3aoqhqtdFvYENfqNgqEqqp4T1SXc7NhoI3ZrsMD6B+JZhk/ah1AIKSiJM+ZdGVNDtKcdkUYTclQpZucsefVFsZ1fc8VZWZBd1/irPR4IB0Hc8qY60fTkEEhAFQWZK8KabMpIvElJ9neau7BiD+EigJXxnoAzaDPb0vPiKl0rWNQu6EBovLyfQby8v6RgJCXJSMvJ6janQsTNYKSh4pinmih71MFL533hqSck6WfG4ien9FACH3Dxv2Hhwd88AVCsNuUnDltZ5KxrnRHZ3WHr3f/fCs8q/ncJfVjMNoxcu01SXhaGXuoZ0pZntgbpdIyE7/SnX6Pa02xR2Mgt1ea0U3UlXjhctgwGgzhYPcwOgZ86BoczYhzuczKpjKU5jnRM+QXRnpWMJOXA7GzuknlVCF5FwgH8wTeDXraE8zoBsLJzejYsHAwFwqpWiM1g15tqnTTPcqopbFvxC/uKblI5MajND9BpVu8nvDjzlpch6tPngUA+M1zOw1/JxAMCUXFvJzIy8Pvk15eTkG3okAkUOJBgblcIScjPa50MxlBURTR9zngC4gPyszqQtQUG2cRe4f9YiMrj+GZK2W0qgrdhuYJotLd60vKRI1w2m1iNuTf3mhG77BfZLeMLtx6zHq6W3pH0D3kh92mJHU86VBR4EZ9iReqGpWTA9H/P6q+OOnNy9IpJSJbN72iwLCPpa7Yq+nlzFVlPxEks3plV4e40aqqOuEq3ftNJI7f+9938Ynfvmo4S1JIy3UVlZPnVUNRwjeDbL9+2oDIm0SSL6+aXp71jXRVoQcOm4JASDV1pKVRLLIyJt7YMOrnznfZU6rinrW4TswPB7I7LoygALCiwG3ah1apG++XTn8mbW4nU9DtcdpRFKkmHh4wXkv0Oa0r8Vjq9xtv6I3TcjkyDNDKy9v7R0Q/79lL6nJ6HEDi6RFWfCn0uBw2fHJ5AxY3FKfkmVAleS8MjwahqqpkpJa+vFw2kDvQPSyUPtOlCr3dpoj2m10dA8JErbE0fedyGYfdJhLE5CeTiGBIRVvkeq4flQhEk4G9otJNKqfYSnfqQXf8e6reTK2tfwSjgZBIxgyNBkXPL0E90JQEqzHwPiCFTXm+a8yDOVLMmPV0i1ZS6fry+ePC7TN7O4dEZV9mb+cQRgMh5LnsGfPLiIeZvFyMC7PbLO1f6D7gD0QTKVF5eXbN4MaCiXfXmySIoHskoHG2pE24/oJGG9lCj0OzWakqdIsNnFmfCgUVbX0jUYftJOUn569oBAA8+2E7tu7vARDehFtxSDTr6X470lc9q6og606LMkYSc+otTyUY9jjtWDKlBIC5uZLNpgh3U2B89HMDwAmzKzG7ugA9Q378+rkdAMI3XJrNmcoc8VwSb+M36Avg/o37sWVft5Bry8gzumXqS7y467PL8dvPLMvoJsmISoMNzGu7wxvpYxK4t2cCu00Rn08j2d5oICTMaGQprTw2TFaMANGNRCpVbiCc3T5b6k/NRaWb/kY8SaucgCnPd6UVcNG4t8liokYkqoJlckb3WCC/5wWRMUq5hOTlg6NBPLCxGSE1nPQ1UldlG6oWHuoxnh6RSqUbAH72ycX451XHwe1I/tyG35Pw/qgjoqogg61MzfyVx4ZR0K0fLyqbqZGJWqb6uWVOX1gLAHhyW6sYCRuPjgEfgiFVM+JPhhIklDAxai0Se9Qk5eX0+ESJbL3RMPmGNJTmibWkHxtGiWE6TqNCjzyje6whxUznoHHQ3WkQdBd7naKlyciT6MPIyNvZ1blRUZrKy2lcmMWEu5GRGqlTMmF+ON7goHuMoBvAoC8QdbasKhABQMeAT3Mj69IZWhCKEq0SmzkyykZq5G44O0lp5MyqAqyYWoqQCvzq2XBwZrVKQxnV8E0w+gG9f9N+AMAxM6zPQs4EJDF/W7pwbUtT5n724nClYd0cc9dzeSTaeHAuB8LZ8u+eMR8A8MdX92Jf56DYMIdnrI/vTGO8vsL3DvYKdYh+OgAQVn4AxoHW+gU1OFnnZJ4N9G67I/4g3tzXAwBYMz37QTcQDfwOGJip0XXHYVM07rby2DC9mZro504jKP30ykbx/7mQAp44twobFtTgK+tmmD5G3iym6lxOnLagGo1lXmGGNFkQfd1mQXeG+7lzjbymc13lBsIO/zSG74+v7gEAnLM491VuAKgu9MBlN58eQX3BqYzVSxXZe6G9f0T0cysKkJehe5nsYL43ovSZpg+6K6OeF9TSlynncpljZpajwO1AW58PbxlMZNFDXjzVhW5Dp3t9Tze1FskJ1+qi5CvdI/6ok3g8eTkQlRRT4EXXjKnleaa92mT4Jnq6qdAjJQYOjIMZ3YSodJsE3V3ivGuvMcsixZ0398cWEYRzeQ76uYHonG79yDrqzbYyLgxIYKTm4qCbyRB0Yen3BURAMLu6EOX5UXMl2VGaNr+lBjf6xZExWGYXdQrkm7uGxEU3FTn3p44Ob4Sp0p1oRjdRmucUH0ByvNze2o+XdnTApgCXHdOU9LGkAzmYU6XbHwzhg8gF66gknMtlPrNqCl6/7mR8Ypm5gyy5mjqkUW/jgRNmV+KE2ZXwB1X89PEPx3RGd7JQX2HHgC9GQv62tAkhhYeMmNGd4ritTCBvEAHgzX3dGA2GUF3kjtnIZYt6nSOvDPX0leW7YrLnTSZjw7oHU6twyRxVX4xrTp2Nb582RyNtzBZFHifuvHg5Tj+q1vQxmqA7TUOk9Qtq8NJ/nITlU8vSep7xRqJZ3STxHGsjo1SRA+1c93MTlMSm1qwzFo1N0G2zKeLaYaQ0SsW9PBPIiR/Rz+1yZKz6R2t3R9uAuIfor9UkN98tycuz4c/hdthxUmS86ZMWXMwpsWr2+SODR3rvxLjIQrmnO3kjNboeuBw2FHnjB1JCXh5xL5fVMWativrRZkbmveNlRjcgu5cnkpdr731Lp4THI9IeXEY4l+cq6HZSpVsr9afg2Wr7kKGRGn1uudLNZAq6sPQO+4UD5syqAthsiqE7pNG4MOKrJ87ELZ9chEtNglfK+lGvRWWh2zB4T8QZi2o1M4it9loqiiIugpQRv/ul3QCA0xbUYEp5bi+CRzUUQ1HCQcbhfh92tA1gNBBCoSd1R3FFCct04/WwkLxsdnVhStK5bPLdM+bBpgCPv9eKR99pATD+TdSAcMWVJEj6ebFvN0fbB6jaINOum9E9Fugr3eSMvSYH/dyEcDCPE3QbBb5kHrRX52BO8vJ05iYrioKvnTwLXz1xZsrPkWnknu7xlDQbT8SbPQ9Eg7PJUOnOtXM5ISvMjp1ZMabJUVH1NVAa9YjrQO4q3YDWJ2Mgg87lBL3mlyP99CV5zphWGjJODcvLo0WVbLAh4mL+xLZW06kBBN0jzdRDwkht2I/RQEj0dstr3awFMh7yuLBE9zWqbpKZ1j6p0l1LRoK6oFsYqeVr5eWanu5umtE99tceOp9mQTe9Hr2aZlkk6H67uSfG+JScy+fW5EZF6RVzurWtJRR0W5aXO8LrwUheXsBGakymoMX0/qE+jAZD8DrtYvNbJfVgE0bGCkRJngvnr2g0XaAFbofGen9Oihf/PJcDZ0lStmRMgKJ93WEDmH++dQgAcMXa1GcMp0qB2yFcRN850CPNCk/eRC0ZTltQgy+vm4EfnrMga38jVWZXFwrX6Acisv+JUOlWFMV0bJjc92QoLxfzSsfudep7ul+NmKjlsuUi3qzuTp2Lqgz1Me7Vycu7x2iznW3kz0M648ImM0YeBTITXV7ucdqFyZ9e+pkr6iTX93PHwEBNxsxTwx8M4cOIeizXlUVZbdHvCweNmTTOooCVEktGiqTpEf+WQ70jWXEulzlhdiXcDhv2dQ6JaqcZ0Uq3SdAt9XTTntOuay2iSre+BTIepHC0ksjP1xmp7Y8oqaaU5aHWRF6uH21GRmr9IwERwCVKOOSS0oi8fNgfNDR5led0y8ysKkCB24HB0aCmkDDgC4gWu1zJy6mne9hvXOl2Wa50h5/HH/m9YEgVfeJjbXiXDTjoHiMoQN4a6c2gKjcQ7rcBIFwmAWlGd4o3ellCm06VhiTmAFCfxMiXWslN8r5X92E0GMKyKSVYPrU05WNJB5KYv32gN+1+bqs47Tb8vw1zcXTT+JSUfvPU2ZrEjd6tebxiNDasY8CHgz3DoBxK5+BojOOnmZFaLqmUqjKDvoDwGViTAxM1woq83MhQTwTdMZXu8EY3FTXNeCaT8vLJCm3IjSrdI/6gGIU5UYNuILqux0peTsluj9OG9QtqxuQYiKinhjbofudADwZ8AZTkOXNuGionfmjsVCYrZvpK6TQDE7vSfJemvSbTzuUy+W4Hjp9dCSCxi3kiebnc023WWlSe7xYtkGZGYHpoGkqifm4gOtptUNfTPaUs39SUVxi+RT6bBW6HUMC1RkaM0f5gPMjLC9wOOO3hc2rkYG5WZLPbFGEELEvMqZ+7uig1FWsqROXlOvfyJI3UnLpK96AkV+dKN5MxKIPzfktYEiIHwrRxabdY6baCLKFNtdINhPvHl08thctuS8rpm+Q+ew4P4r837gMAXDkGVW6CLlxvN/eIcWELU+znnixUFLjxlROjRlK0Dsc7Rhu/dyL93DMqC0RmW652jwZCQsI1HuTl7f0+bN7bhUBIRX2JN6cbgzqp0q2XJ3aaGDgC0Z7uXYcHNFK3ngzIy8cjdcVeHD+7Eh87qsaw8s9E59obBd1UaSp0O9Lq9x9r6LMwFkZqAHB0UzhR/cnlDWO+KY3O6tYm7F7aEZZeHzujIidOyjJypXsgUunOpAsyzeomzLw35O9nw7lc5vSIxDxRX3eiaq88Mszs2m+3KeL6Z7WvW1S6LewpZCO1vhG/SOJOKc8TxRu5p3vEHx0hViElRuX+787BUQz7g1AUrVJkrFAURVw/9BJzXyAoqvNG912SmMtmahR0z8mRtByQ5eXGc7otB912rZEaJVscNsWyGdtEYvK9ogkC3QRoNJNcOakuNJCX00Y21Up3kVzpTj3oVhQFf/r8Sjz/7XVJBQZ0AfzHWwfRM+RHY5l3TLP00Up3j5BkHelBNwB8/thpQm48UcyOjCSOb0X6uRc3lIheuh1S0E09Zi67bcw2z0B0gzgaCOHJbW0AcjMqTIbe78HRoNjgEB062Z7M7OpClOQ50T3kx7Mftovv0yZiIgdWRthsCu77/Erc8ZnlOeu3n2jojQFl9ktGRhP5/FEwNb0yN0aHepZPLcPG60/GjWeNfZsSJTz1fho0P/y4WbmdTAJIvgIDUk93BpMT8qxuIHZcGDFdGhE6M8vKmJPnVsNhU7C9rR+7D8e2UgGAqqqihcjUSI16uof8Qhlm1GYWHRtmra9b7ulOhCwvJxO1igIXCtwOMadeDropOeCy2zRtlNFZ3cMiIV9T5Bk3fjpmZmqyrL/IE3sPXRpxMN8qBd00LmxejqTlgCwvNwm6kzZSC8dCg5KJ2kS+T5jBQfcYob8JyM6W1QazTs1GhllF7ltNN+ta4HYk1c8d/vvhx9MH8vPHTjMcWZEr5tYWwmlX0DPkx7A/iHyX3VAmdqThcdrxp88fjetOn4tT50+McUZUbdkvyctJpr24sVh8tuRKNyW0qooSG7tkE4/TjqJIAu7x98IGdrmUltMxUADxlm6eeceA+XXH47SLdpP7Xtsrvk/Ot5Ot0s0khjbV3UN+zQgYIOpCTJ/XicqNZy/AfZ9fiXWzzcdDZpvqIg8cFje12YQSnm19PjE6aMAXENLX42bmPugWiZ8+n6iAZloRUC/tf8wq3XJSJtuV7uI8p7hvUPJWT8fAKHyBEBQl6rGjR/R0S/Jyo2t/smPD2pOYiCLcy31BMY6S1hmp0vp9AfSPkMN6dEa3fC+n/u/W3pFxZaJGULJfLy8nqXxpXuzEEABY2hiudO86PChUZR+25ta5HIAYJ6uvdPuTndNNI8Miv0dj/ibjuDCAg+4xQ28QYCQvb+uLDbpTrXRT0FtX7EGhQfYs29RKF/kijwMXrGiM8+js43bYMU/qNZtfV5RzGdx4ZWZVIb54wgzLIx/GGlFt6RqCqqpQVVWMC1vcUCJMr3a0R41H4s3ozjW0EaFgNddBNwCsiHgrbN6rDbo74/R0A8BnV02FooTlpJTU6M7AnG5mYlLsdYpexQ6dhwIlxSZyPzcQNi49fnYl3y8QNkskYznyhNi4uxOBkIopZXlj0j9L19OOAV90A5/hoFuWZ5tVuuVgPBceEJQkf3VXh+HPSY1QU+QxDYio0h0MqcIg02hyRaWBGjMeUSO1xPdbWV6+ryvsFzI1so7y3Q6RpKZqt5nviDyrW4wqHEcJP7o/dg4YV7rNWphK811ibb3V3ANVVfFhpE01l0F3XiQo1vd0U7LVqjScKt3BkIpgSM2KD8N4YmLsqichco+Rx2nTyH1EpdviyDArLIpIp1ePwYYe0AbdF62aOi5cCUliDrC0fCJDn51+XwC9w37s7xpCz5AfLrsNc2sLRTuFPKt7PMzoJuSNSJPUt5ZLVkTM/bbEBN3GLqpEY1keTp4b3uz9+bW9UFVVSNQnm7ycSYzNpojNr76ve6KPC2NiURQl2t4TCWxeHkNpORAdxxQIqcI4LJM93UA06K4sdJsGB1TpVpTcTDsgwzqjSR1AYudyIFy9pGBpV+R5jK792a10R43UaE1NkVSIsikvIKmxdMcp93RTwmEiVLqt+DctbSwBALy5vwetfSPoGwnAblNyOlWDjNRG9PLyYHJzup1ScO4Phib1jG6Ag+4xQ5ZOzKgs0EitKejuHBzFaCCEEX9QZJPKUjTwWdxYgle+cxL+6xOL0jjq1CnLd6G+xIsCtwOXmcwTzzWLGqKB9sIkTOGY8YXXZRcb/eauYbx9INzPPa+uCG6HXdyI2vt96I0EhG3jYEY3IW9E1uRwVJgMOeq/daAHvkD4WqOqKjoH41e6AeDSY6YCAP6+5QAO9/tEppvl5UcmZrO6m7u0UlFmctAgRjaGgzrRzz0G0nIgLFelgGVPRzhwzHTVjILAGXH6+mdXFeKcJXX48gkzsuZcLkP3uZbeERG4yCRyLicoWbrrcLjKXGEwjz7a05240h0IhsR9xIqRWp5LqnRHqu1TpWtGTbG2rzsqgzepdPeOjCvncsKsp7vTStAdUaZt3d+NDyOeRNMr8nPar0493WaVbsvycik4H5WC7vFQmMsGk/NVTQDkLM4sXXaqNC8s0fMHVRwe8IHCcadd0RhFJEt9kn3YmURRFPzjq8fAH1RN+4lyzeJIthDgSvdEp7HMi44BH5q7h0Q/95JIUqXA7UBdsQeHekew83A/lk8tEzfs8RB0V2mC7rFRojSV56E834XOwVG8d7AXy6eWoW84IMxN4m0AjptZgemV+dh9eBD3vLwHQPiGm5eDjSYz/jCa1a2q6oSf0c0YQz36B7qG0NY3go/aBqAowJrpY3MtA8LjLrsGR7EnEjhmump2+sIabDvUizMX1Zo+xmZTcNuFSzP6d+NRkudCRYELHQOj2NU+oNnfANbnVJd4XWjr80kmmulVursGR6GqgE2JDYyNEEZqowHRHjClPHrNIPfxQ5FZ3aTG0h9nrWSkNhQZQzUeZnQTVJmPNVIz76UnqNL9VnOPmIA0N8ej+bySkVoopIp2G1+SRmrUjgSEA3ZhpOaenPsHrnSPEXLmVe8mriiKyCS29Y1E+7nzXBPaza+q0DOmgb+eGZUFWDmtDCumluZUlsNknimSxDFqolYifj5TJzEfT/JyudK9evrYzHBXFAUrIqOI3ohIzDsiN/9Ct0OYppj97qVrmgAA970WHgdYmuec0NcqJnXk2fNE5+AohkbDI3vqx9HGl0mfaKV7SFS5F9YV52xesBF0TR0czU5/aL7bgRvOWoDlU8fmem3GjMpY01CCeu4TBZ40NowwCpSrkujppsC8osBtyTyX3queIT9aIoG1ptJdpB0bJnxHTCrdPUN+UeWfCJXuqLzcPEExt6YQXqcd/SMBPPZui/heLvFKewKfZJqZbKVbURQReGvk5ZO00s1B9xihCboNAr5qaVY3GxNlB7tNwd++uAZ///IxY+qkzqQP9Wrt7RzEe4ci48KkoHuWMFMLb0bGk7ycNgczqwosGc1kixWRDSSZqUUrCImrE+ctq0e+yy7Gh7C0/MhFzEkeiG7IqcpdO45G9jCZoTESxDV3DY95PzehH02V6Z7u8QoVD3YajA2jwLO+JH7gWazz4ojX090x4EMwpMZ9PjEuzIK0HADyIxXO/pEAQmo4uKs0mL+dqKe7yOMQaqtgSIXTroyL+z1h1tNNrydeK6nDbhPtkdsORSrdYxh0k5IAiPZ0Ww26AWlsWECd9PLyrAbdTU1NUBRF8/Wd73xH85j9+/fjrLPOQn5+PioqKvD1r38do6OjJs84eciPU+kG5Eyiz5KxAsMcyZDE8dkP2zHiD6HQ49CMgJODblVVx5W8/LQFNbho1RTcdPbYzt2lSveWfV1QVTXuyBg9hR4nPrG8QfybTdSOXOSRTUTUPXj8VJqYzCCM1KRK91j1cxN6w67JOn5Iz0yD8ZhAuL3Durw8caW7vMANmwKE1Gil2YxknMuB2ArnlLI8jWrKrKdb7zuiKIqmlbGuxDuuiiu0nzerdCe67y6L9HUTuXQuB8LtE2S6J8/q9idZ6QaiZmqjwaCQl6fTSjueyfqruummm3DllVeKfxcURKu6wWAQZ5xxBiorK/Hyyy+js7MTl156KVRVxe23357tQxtTSvOcmFqeB7uiGPa4VYuxYSMIqeFM4ljKtRhmPEOVbhqzt6ihWDPSh0by7WjrR++wX8ihrGbfs4nHacdPPn7UWB8GFtQVw+O0oXvIj12HBzXzT61wyZomIS/nBOGRC1UZ93cN4X+3HsTGPV148aPDALifezJCQTeNPHQ7bFiuCwhyjT7onqxOyHoo6N6lC7o7B0cx4g/P6K4tiR/8ygnTfJfd0ATOblNQXuDG4X4f2vt9qIqTvBbO5XHMOGX0FU65nxuIVrpFT/egcaWbHrs70tc/npzLAbnS7df0RFstsi2VlHyFbseYtG7muezwBUKaWd1U6XYnMXKWKt2jARUDWRrzN17I+qsqLCxETU2N4c+eeuopvP/++2hubkZdXR0A4NZbb8Vll12GH//4xygqyq0xQC5x2G148hvHw6Yohtk3uoi19/vEz1MdF8Ywkx19r5Y8Dg4AZlaGs8AtvSOiClCa54zbq3yk4XLYsLihBBv3dOGNvV1C5hbPuVxmZlUBjptZgZd3drC8/AiGAp4PW/vxjQffEt+32xScPLdqjI6KyRYFbgdK85xiVODKaWVjfl3VB92F7iNDeUNB976uIYwGQqLaSNLy6sLE7R0l0rU7XmtRdVE46G7rG4lrRJusvNxpt8HlsIneYH2irjYSXPaPBNA/4pfmWsc+P/V/A1E13HhBnonePxIQsv5OiwqzpVOiia05NYVj4qHiddrRDb+m0k3vm9WRYfJjjwT38qz3dP/Xf/0XysvLsWTJEvz4xz/WSMdfe+01LFy4UATcAHDaaafB5/Nhy5Yths/n8/nQ19en+ZqoeJx2UwkGjQ2TjdS4esQwxtQWezTJK71za3GeU1TgqO+wehxIy8cbNDps897uqLzcYtANAN89Yx6Om1mBC1Y0ZuX4mPHPrKoClOe7YLcpWNxYgi8cPx13X7ICW753Ck4/ytztmZm4yEnPY8dYWg4cuZXumiIPCtwOBEMq9nYOiu9blZYDWiO1eIFfdUQuTpVkM6Lycuv3EVliPlVX6S5wO4T0+MPWftFTbrQ/rpXk5YlGpeUat8MuXgeNVPMHQ+iLVHoT7fcrC90ikZBraTnhNRgblqyRmvxYfzCEwUh/+GT1Ycjqq7r66quxbNkylJaWYtOmTbjuuuuwZ88e3H333QCA1tZWVFdXa36ntLQULpcLra2ths95880344c//GE2D3tcEDVS84kLEAfdDGOMw25DbbFHZPSX6IJuICwxb+/34eUd4aB7vIyuG08sl/q659aElUYVFuXlADCvtgj/fcWqrBwbMzEo9Djx2nUnwx8MTdpqBaOlsTQP7xwIG1iOdT83EBvg5U/S8UN6FEXBjMp8vH2gFzvbBzA74hd0UMzoThx0y/LyeAnX42dX4t8ftuNvbzTjirXTTCuthyPJ28okTELz3XZ0RWJ5o5aUmmIP+tsH8N7BXnHMRpVV+R4/npzLidJ8F/p9AWGm1h0psNkUreLAjONnVeIvG/dj5bSxcdGnmeqyvNyXlpFaKCovn6Q+DElXum+88cYYczT91xtvvAEA+OY3v4kTTjgBixYtwhVXXIE777wT99xzDzo7O8XzGX1QVVU1/QBfd9116O3tFV/Nzc3JvoQJgah093Olm2GsQD1bNUUewyr2rKrwBmRrZKTYeDBRG28sm1IKRQH2dg7hw9awisiqvJxhCJfDxgH3EURDpOJWmufE/BzPCzaisiB6bXfZbUeUY/4Mg75u4VyeZKU7XsL148vq4XXasaN9ABv3dJk+TlS6k/BPkQOuqZIhKkHB9LuRoNvsHqWtdI8veTkgm6mFWzM6pfHAVkzfrv/YPDxw5Wqcvbgu4WOzATmYy/JyX+T/kzNSi8z4PgLk5Um/qquuugoXXnhh3Mc0NTUZfn/16tUAgJ07d6K8vBw1NTXYuHGj5jHd3d3w+/0xFXDC7XbD7Z78m0CS7vQM+cVMYQ66GcacxjIvXtsNLG407i+jfjeSo7G8PJZirxNzqgvxYWs/9naGJYlW3MsZhjlyWVRfAgA4ZV61xsByrCjyOkRf8JEiLSeMxoZF5eWJq70l3uj13si5nCjyOHHu0no8sGk//vz6PqyeXh7zGFVVcbg/dXm5TYGhQVhdcfh7VOk2u0dpKt3jTF4OyEG3L/Lf5Aps+W4H1syIPe+5Qi8v7x3y47Vd4aLqNINkiRmaSreP5eUaKioqUFGRmnxo69atAIDa2nBf15o1a/DjH/8YLS0t4ntPPfUU3G43li9fntLfmCwUeR1wO2zwBUJixikH3Qxjzklzq/DI24dw5iLjrC+NDSNYXm7MiqZSfNjaL/6dTE83wzBHHh87qgZ/uWJVjJfGWKEoCioL3DjYMxwzgmqyM7MydmzYgRTl5Ylaiz67egoe2LQfT77Xivb+kZixYL3DfuFmre+zjwdVOWuLvYYVU7p302s0q3Q3leejwO1AsdeZVJtUriDDUX2le6Ls9fWV7v/euA+Do0HMrSlMKhkgG6kN+sLPxZXuJHnttdfw+uuv48QTT0RxcTE2b96Mb37zmzj77LMxZcoUAMD69esxf/58XHzxxbjlllvQ1dWFa6+9FldeeeWkdi63gqIoqCpyo7lrGJGJYRPmg8gwY8GGhbXYNr/GVJY1q1prNsLycmOObirDf7++X/zb6qgXhmGOTBRFGRcGajKVhUdo0E3y8sMDCIVUKIocdCeu9hZb7OkGwmMml00pwZv7e/DgpmZ87eRZmp/TuLCSPGdSEn96z/QmagTJxiOiNdOAOt/twONXr4XHaR8Td+9E0Jgz6unuSnJM51iTF6l0D48GMOIP4t5X9gAAvnjC9KTONyVWfP6okdpk/dxmzb3c7XbjwQcfxLp16zB//nz84Ac/wJVXXokHHnhAPMZut+P//u//4PF4cOyxx+KCCy7AuVWX3TsAABe1SURBVOeei5///OfZOqwJRbUuayhnIBmGiSVeH1RZvksjQ2N5uTErmqKmLA6bgiLv5Lz5MQwzeaHK6pEmL59SlgeX3YYRfwgHe4bRNTgqKpF1CWZ0A+GZz3QftRL8XbxmKgDg/k37EYhUtQnq5042cUvGd2ZBt16lFi850FiWl1SVPZdQpbszMp5zovk3eUTQHcLDbx5Ex8Ao6oo9pmpDM0he3jvsF0XGyRp0Z+1VLVu2DK+//nrCx02ZMgWPPvpotg5jQiMHBYVuxxFlBsIw2WBmVQE6I6YvLC83pr7Ei9piD1p6R1Be4BqXFQKGYZh4UKBVOEk372Y47DY0VeTho7YB7Dw8IBLNVYVuS3tIRVFQU+TBwZ5hNJQkroyfvrAWP3r0A7T0juDZD9uxfkGN+NnBnnBrZDImagCEGd/RTcau3LXFWpn8RKkM6ynLDxfSqNIdlZePzySBnryIvHxwNID/fekgAODytdOTmtENROXldB5sCuBxZn2i9ZgwOV/VJEG+UJVOkMwXw4xnZlWHpXcuhw2lrBwxhard7FzOMMxEhIy7JmtvaDxmSg7myfRzE7dftBS/vmgppphUmmU8TjvOX9EAAPjz6/vE9/+x9QBufOR9ANHJIVa59JgmbLr+ZJy3rMHw57W6iv1EvU9RcE0Vbqp4TxTzUpKX/987LdjTMYhirxMXHt2Y9POQvJyC7gK3Y9Im+znoHsfIle6JIjdhmPEM3fyri9yT9qKeCWjuJ/e9MwwzEVk/vwZzawpx1hiNUxpLZDO1ZJzLiWVTSpOSCH9m5VQoCvDSjg5sb+3HdQ+/i28++DaG/UEcN7MCV+t6vRMR9jQyv/cUuh3Id0Wr9uPRJM0KVOmmoHuiyssP9oQTOxevnppSkktUuiOGcpNVWg5kUV7OpE+1VOmeKB9ChhnPrJpeBkUBFjeUjPWhjGs+uawB7X0jOH1h7VgfCsMwTNLMryvCE984fqwPY0ygWd072wdEFTGbc6qnlOdh3exKPLf9MM75zcsY8YegKMDVJ8/C106aZWnmdDIoioKaYg92HR4EEH+02XiGerq7qdIdGR02YSrdzmjiw+Ww4bJjm1J6HlqjlHSYzOqUyfvKJgGykRp9OBmGSZ25NUV4/bqTOYmVAK/LjmvWzxnrw2AYhmGSRJ7VTfOOk6l0p8JnV0/Fc9sPY8QfQlm+C7dduARrZ1Vm7e/VFntF0F0xTo3SEkHJgn5fAKOBkAg6J8qYTq+kNjh/eUPKMn+XPZyUEfLySWx+OHlf2SRAltdMVKMIhhlvsGs5wzAMM1mZUVkARQF6hvx492AfgOxWugFg3ZwqnLukDiP+EG44e36M2VmmobFhbodNIzWfSBR6wk7xwZCKjgEfeobD8uqJUhTwusIhpKIAV66dnvLz6CvdLC9nxgRZXs6VboZhGIZhGCYeHqcdDaVeNHcNoyMy+7k+y0G33abg/7twaVb/hgwF3RUFE9efxWZTUJrnRMfAKHYfHhTjsiaKyevSxhLkuez45PIGNFXkp/w81NPdM8Q93cwYUuB2wOu0Y9gfnDA9HgzDMAzDMMzYMbOyAM1dw+Lf9SXZDbpzTU2kkj5RTdSIsnwXOgZGsbO9HwBQkueEI8mRW2NFY1ke3rlhfdo9+xR0j0bmvE/mnu6J8c4eoSiKIqrdPDKMYRiGYRiGSQT1dQPhmeUe58SUYJtx3MwKVBW6cdrCmsQPHseQinXn4QEAE0daTjjstrSVBiQvJ7jSzYwZn109Ff/3bosY4cMwDMMwDMMwZshBd7b7uceCKeV52Hj9yRNWWk5QkL2jLRx0H4mqVpedg25mnHDF2um4Ig2DAoZhGIZhGObIQRt0Z9e5fKyY6AE3EA26d03QSncm0Fe6WV7OMAzDMAzDMMy4Z2Zlofj/yVjpnixQkN0xMBr598QYF5ZJnDGV7snVCiHDQTfDMAzDMAzDTBKK85xibvJkM1GbTOgnEx2J8nKnXatYmMxzujnoZhiGYRiGYZhJxMpppQCAxQ0lY3sgjCnlOvd1lpcD+a7JG3RP3lfGMAzDMAzDMEcgv7hgCb592gimpTFDmckuMZXuCT4CLRVijNS40s0wDMMwDMMwzETA47RzwD3O0Ve2y4/Anu4jaWQYB90MwzAMwzAMwzA5RB90H4nycr2RGruXMwzDMAzDMAzDMBmB5eWxle5CDroZhmEYhmEYhmGYTOB12eF1Rkdk6YPwIwGudDMMwzAMwzAMwzBZgyTlhR5HTNX3SEA2UlMUIM/Fc7oZhmEYhmEYhmGYDEFB95E4oxvQyssLXA4oihLn0RMbDroZhmEYhmEYhmFyTGkk2D4STdQAwGmPBtmTWVoOcNDNMAzDMAzDMAyTc8pF0H3kjQsDdJXuSTyjG8hi0P38889DURTDr82bN4vHGf38zjvvzNZhMQzDMAzDMAzDjDlknnbEysulnu7JXunO2qs75phj0NLSovne97//fTzzzDNYsWKF5vv33nsvNmzYIP5dXFycrcNiGIZhGIZhGIYZc06cW4lH3j6Ik+ZVjfWhjAmaSrd78pqoAVkMul0uF2pqasS//X4/HnnkEVx11VUxTfIlJSWaxzIMwzAMwzAMw0xm1s6qxObvnjKpDcTiIY8MK5jkle6c9XQ/8sgj6OjowGWXXRbzs6uuugoVFRU4+uijceeddyIUCpk+j8/nQ19fn+aLYRiGYRiGYRhmonGkBtyANuhmeXmGuOeee3DaaaehsbFR8/0f/ehHOPnkk+H1evHvf/8b11xzDTo6OvC9733P8Hluvvlm/PCHP8zFITMMwzAMwzAMwzBZQHYv50q3jhtvvNHUII2+3njjDc3vHDhwAE8++SQuv/zymOf73ve+hzVr1mDJkiW45pprcNNNN+GWW24x/fvXXXcdent7xVdzc3OyL4FhGIZhGIZhGIYZQxRFEWZqkz3oTvrVXXXVVbjwwgvjPqapqUnz73vvvRfl5eU4++yzEz7/6tWr0dfXh7a2NlRXV8f83O12w+0+Mm31GYZhGIZhGIZhJgsuhw2jwRDLy/VUVFSgoqLC8uNVVcW9996LSy65BE6nM+Hjt27dCo/Hg5KSkmQPjWEYhmEYhmEYhpkgkMS8cJLP6c76q3v22WexZ88eQ2n5v/71L7S2tmLNmjXwer147rnn8N3vfhdf+MIXuJrNMAzDMAzDMAwziSEztXwXB91pcc899+CYY47BvHnzYn7mdDpxxx134Fvf+hZCoRCmT5+Om266CV/96lezfVgMwzAMwzAMwzDMGEKzullenib333+/6c82bNiADRs2ZPsQGIZhGIZhGIZhmHGGOxJ0F7G8nGEYhmEYhmEYhmEyy5Vrp+PZD9uxbGrpWB9KVuGgm2EYhmEYhmEYhsk5F66cggtXThnrw8g6Sc/pZhiGYRiGYRiGYRjGGhx0MwzDMAzDMAzDMEyW4KCbYRiGYRiGYRiGYbIEB90MwzAMwzAMwzAMkyU46GYYhmEYhmEYhmGYLMFBN8MwDMMwDMMwDMNkCQ66GYZhGIZhGIZhGCZLTPg53aqqAgD6+vrG+EgYhmEYhmEYhmGYIwGKPykejceED7r7+/sBAI2NjWN8JAzDMAzDMAzDMMyRRH9/P4qLi+M+RlGthObjmFAohEOHDqGwsBCKooz14ZjS19eHxsZGNDc3o6ioaKwPh5lg8PphUoXXDmMFXidMOvD6YazA64RJlfG6dlRVRX9/P+rq6mCzxe/anvCVbpvNhoaGhrE+DMsUFRWNq8XCTCx4/TCpwmuHsQKvEyYdeP0wVuB1wqTKeFw7iSrcBBupMQzDMAzDMAzDMEyW4KCbYRiGYRiGYRiGYbIEB905wu1244YbboDb7R7rQ2EmILx+mFThtcNYgdcJkw68fhgr8DphUmUyrJ0Jb6TGMAzDMAzDMAzDMOMVrnQzDMMwDMMwDMMwTJbgoJthGIZhGIZhGIZhsgQH3QzDMAzDMAzDMAyTJTjoZhiGYRiGYRiGYZgscUQH3TfffDOOPvpoFBYWoqqqCueeey62b9+ueYyqqrjxxhtRV1cHr9eLdevWYdu2bZrH/O53v8O6detQVFQERVHQ09MT87c++ugjnHPOOaioqEBRURGOPfZYPPfccwmP8d1338UJJ5wAr9eL+vp63HTTTZC97y677DIoihLztWDBgtROCmOZybB+AOAvf/kLFi9ejLy8PNTW1uJzn/scOjs7kz8hjGUmy9r5zW9+g3nz5sHr9WLOnDm47777kj8ZjCnjfZ2MjIzgsssuw1FHHQWHw4Fzzz3X8HEvvPACli9fDo/Hg+nTp+POO+9M6jwwqTEZ1k9LSwsuuugizJkzBzabDd/4xjeSPQ1MAibDOnn44Ydx6qmnorKyEkVFRVizZg2efPLJpM8Fkxy5XDtvvvkmTj31VJSUlKC8vBxf+MIXMDAwkPAYE+1lcnmNOaKD7hdeeAFf/epX8frrr+Ppp59GIBDA+vXrMTg4KB7zs5/9DL/4xS/w61//Gps3b0ZNTQ1OPfVU9Pf3i8cMDQ1hw4YNuP76603/1hlnnIFAIIBnn30WW7ZswZIlS3DmmWeitbXV9Hf6+vpw6qmnoq6uDps3b8btt9+On//85/jFL34hHnPbbbehpaVFfDU3N6OsrAznn39+mmeHScRkWD8vv/wyLrnkElx++eXYtm0bHnroIWzevBlXXHFFmmeHicdkWDu//e1vcd111+HGG2/Etm3b8MMf/hBf/epX8a9//SvNs8MQ432dBINBeL1efP3rX8cpp5xi+Jg9e/bgYx/7GNauXYutW7fi+uuvx9e//nX8z//8TwpnhEmGybB+fD4fKisr8d3vfheLFy9O4SwwiZgM6+TFF1/EqaeeisceewxbtmzBiSeeiLPOOgtbt25N4YwwVsnV2jl06BBOOeUUzJw5Exs3bsQTTzyBbdu24bLLLot7fFb2Mjm9xqiMoL29XQWgvvDCC6qqqmooFFJramrUn/70p+IxIyMjanFxsXrnnXfG/P5zzz2nAlC7u7s13z98+LAKQH3xxRfF9/r6+lQA6jPPPGN6PHfccYdaXFysjoyMiO/dfPPNal1dnRoKhQx/5x//+IeqKIq6d+9eS6+ZyRwTcf3ccsst6vTp0zW/96tf/UptaGiw/sKZtJmIa2fNmjXqtddeq/m9q6++Wj322GOtv3AmKcbbOpG59NJL1XPOOSfm+//xH/+hzp07V/O9L37xi+rq1astPS+TOSbi+pE54YQT1KuvvtrS8zGpM9HXCTF//nz1hz/8oaXHMpkhW2vnrrvuUquqqtRgMCi+t3XrVhWAumPHDtPjSTaOyvY15oiudOvp7e0FAJSVlQEIZ+hbW1uxfv168Ri3240TTjgBr776quXnLS8vx7x583DfffdhcHAQgUAAd911F6qrq7F8+XLT33vttddwwgknaAbBn3baaTh06BD27t1r+Dv33HMPTjnlFEydOtXy8TGZYSKun2OOOQYHDhzAY489BlVV0dbWhr///e8444wzknnpTJpMxLXj8/ng8Xg0v+f1erFp0yb4/X7Lx8hYZ7ytEyu89tprmuMDwmvpjTfe4HWSYybi+mFyz2RYJ6FQCP39/eI1MLkhW2vH5/PB5XLBZouGrV6vF0BYsWlGKnFUNuGgO4KqqvjWt76F4447DgsXLgQAIXeprq7WPLa6ujquFEaPoih4+umnsXXrVhQWFsLj8eCXv/wlnnjiCZSUlJj+Xmtrq+Hflo9NpqWlBY8//jhLg8eAibp+jjnmGPzlL3/Bpz71KbhcLtTU1KCkpAS333675eNj0mOirp3TTjsNd999N7Zs2QJVVfHGG2/gD3/4A/x+Pzo6OiwfI2ON8bhOrGC2lgKBAK+THDJR1w+TWybLOrn11lsxODiICy64IKPPy5iTzbVz0kknobW1FbfccgtGR0fR3d0tpOgtLS2mv5dsHJVtOOiOcNVVV+Gdd97BAw88EPMzRVE0/1ZVNeZ78VBVFV/5yldQVVWFl156CZs2bcI555yDM888UyyWBQsWoKCgAAUFBTj99NPj/m2j7wPAH//4R5SUlJia2TDZY6Kun/fffx9f//rX8YMf/ABbtmzBE088gT179uBLX/qS5eNj0mOirp3vf//7OP3007F69Wo4nU6cc845or/KbrdbPkbGGuN1nVghmfsYkx0m8vphcsdkWCcPPPAAbrzxRjz44IOoqqpK6TmY5Mnm2lmwYAH+9Kc/4dZbb0VeXh5qamowffp0VFdXi/1GJuKobOPI+V8ch3zta1/DI488ghdffBENDQ3i+zU1NQDC2ZDa2lrx/fb29pjMSTyeffZZPProo+ju7kZRUREA4I477sDTTz+NP/3pT/jOd76Dxx57TEjtSDJRU1MTk4lpb28HEJs1UlUVf/jDH3DxxRfD5XJZPjYmfSby+rn55ptx7LHH4tvf/jYAYNGiRcjPz8fatWvxn//5n5rjZjLPRF47Xq8Xf/jDH3DXXXehra0NtbW1+N3vfofCwkJUVFQkeyqYOIzXdWIFs7XkcDhQXl5u+XmY1JnI64fJHZNhnTz44IO4/PLL8dBDD5marjGZJ9trBwAuuugiXHTRRWhra0N+fj4URcEvfvELTJs2DQDSjqNywRFd6VZVFVdddRUefvhhPPvss+KNI6ZNm4aamho8/fTT4nujo6N44YUXcMwxx1j+O0NDQwCg6UWgf4dCIQDA1KlTMXPmTMycORP19fUAgDVr1uDFF1/E6Oio+J2nnnoKdXV1aGpq0jzXCy+8gJ07d+Lyyy+3fFxMekyG9TM0NBTzvJQ1pGwgk3kmw9ohnE4nGhoaYLfb8de//hVnnnlmzN9jUmO8rxMrrFmzRnN8QHgtrVixAk6n0/LzMMkzGdYPk30myzp54IEHcNlll+H+++9nX5ockau1I1NdXY2CggI8+OCD8Hg8OPXUUwGkv5fJCVmzaJsAfPnLX1aLi4vV559/Xm1paRFfQ0ND4jE//elP1eLiYvXhhx9W3333XfXTn/60Wltbq/b19YnHtLS0qFu3blV///vfC2fGrVu3qp2dnaqqhh0by8vL1fPOO09966231O3bt6vXXnut6nQ61bfeesv0+Hp6etTq6mr105/+tPruu++qDz/8sFpUVKT+/Oc/j3nsZz/7WXXVqlUZPDtMIibD+rn33ntVh8Oh3nHHHequXbvUl19+WV2xYoW6cuXKLJwxhpgMa2f79u3qn//8Z/Wjjz5SN27cqH7qU59Sy8rK1D179mT+hB2hjPd1oqqqum3bNnXr1q3qWWedpa5bt07dunWrunXrVvHz3bt3q3l5eeo3v/lN9f3331fvuece1el0qn//+98ze7KYGCbD+lFVVXxv+fLl6kUXXaRu3bpV3bZtW+ZO1BHOZFgn999/v+pwONTf/OY3mtfQ09OT2ZPFaMjV2lFVVb399tvVLVu2qNu3b1d//etfq16vV73tttviHp/VOCpX15gjOugGYPh17733iseEQiH1hhtuUGtqalS3260ef/zx6rvvvqt5nhtuuCHh82zevFldv369WlZWphYWFqqrV69WH3vssYTH+M4776hr165V3W63WlNTo954440xNvc9PT2q1+tVf/e736V1PpjkmCzr51e/+pU6f/581ev1qrW1tepnPvMZ9cCBA2mdGyY+k2HtvP/+++qSJUtUr9erFhUVqeecc4764Ycfpn1umCgTYZ1MnTrV8Lllnn/+eXXp0qWqy+VSm5qa1N/+9rdpnRfGGpNl/Rj9fOrUqemcGkZiMqyTE044wfDnl156abqnh4lDLtfOxRdfrJaVlakul0tdtGiRet9991k6Riv74FxdY5TIH2MYhmEYhmEYhmEYJsNw4x3DMAzDMAzDMAzDZAkOuhmGYRiGYRiGYRgmS3DQzTAMwzAMwzAMwzBZgoNuhmEYhmEYhmEYhskSHHQzDMMwDMMwDMMwTJbgoJthGIZhGIZhGIZhsgQH3QzDMAzDMAzDMAyTJTjoZhiGYRiGYRiGYZgswUE3wzAMwzAMwzAMw2QJDroZhmEYhmEYhmEYJktw0M0wDMMwDMMwDMMwWYKDboZhGIZhGIZhGIbJEv8/kuh0su7jOqYAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"residuals=y_val - tahmin2\n",
"\n",
"plt.figure(figsize=(12,3))\n",
"plt.plot(va['date'][:300], residuals[:300])\n",
"plt.axhline(0, color='red', linestyle='--')\n",
"plt.title('LightGBM Residuals over Time (first 300)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "68a2c8c9-0577-4e65-b2a1-d5e2c9e28068",
"metadata": {},
"source": [
"Residuals are centered around zero without a visible trend, suggesting a well-fitted model."
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "99119fd6-57e8-40a9-a64c-d9d21b48af67",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5,5))\n",
"plt.scatter(y_val, tahmin2, alpha=0.3)\n",
"plt.plot([y_val.min(), y_val.max()],\n",
" [y_val.min(), y_val.max()],\n",
" '--r')\n",
"plt.xlabel('Actual')\n",
"plt.ylabel('Predicted')\n",
"plt.title('Actual vs Predicted (LightGBM)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c998fd9e-deb1-4a34-857f-626406094c6f",
"metadata": {},
"source": [
"Predicted values closely align with actual values, indicating high predictive accuracy."
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "1f0cf9e0-4d68-4ae4-b0ba-e199a55a9833",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6,4))\n",
"plt.hist(residuals, bins=50)\n",
"plt.title('Residual Distribution (LightGBM)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "db727a4a-e098-4ff4-be16-412efebf8847",
"metadata": {},
"source": [
"Residuals are approximately normally distributed and centered around zero."
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "01e3f464-9059-45d5-ae95-e8b4c4577425",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imp = pd.DataFrame({\n",
" 'feature': x_train.columns,\n",
" 'importance': modellg.feature_importances_\n",
"}).sort_values('importance', ascending=False)\n",
"\n",
"plt.figure(figsize=(8,6))\n",
"plt.barh(imp['feature'][:15], imp['importance'][:15])\n",
"plt.gca().invert_yaxis()\n",
"plt.title('LightGBM Feature Importance (Top 15)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "fc8d3d24-8da5-42da-a681-6530ad7791fa",
"metadata": {},
"source": [
"Time-based features and lag variables are the most important drivers of sales predictions."
]
},
{
"cell_type": "markdown",
"id": "da616280-cf8c-477e-bb5b-1cdc9e241134",
"metadata": {},
"source": [
"### Test"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "ac3c42e2-e485-43f5-ae71-1bd27ef264ca",
"metadata": {},
"outputs": [],
"source": [
"sub=pd.read_csv('sample_submission.csv')"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "3d7fd79e-1ea0-4862-8d2d-c151ef2cc08e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" row_id \n",
" num_sold \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 26298 \n",
" 100 \n",
" \n",
" \n",
" 1 \n",
" 26299 \n",
" 100 \n",
" \n",
" \n",
" 2 \n",
" 26300 \n",
" 100 \n",
" \n",
" \n",
" 3 \n",
" 26301 \n",
" 100 \n",
" \n",
" \n",
" 4 \n",
" 26302 \n",
" 100 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" row_id num_sold\n",
"0 26298 100\n",
"1 26299 100\n",
"2 26300 100\n",
"3 26301 100\n",
"4 26302 100"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sub.head()"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "74276fc0-66f4-4d64-a288-dc6e605c0bcb",
"metadata": {},
"outputs": [],
"source": [
"test_pred=modellg.predict(test_fe[FEATURES])"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "46e1efe8-5d7e-4327-9778-bfc632628435",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,4))\n",
"plt.plot(train_fe['date'], train_fe['num_sold'], label='Actual')\n",
"plt.plot(test_fe['date'], test_pred, color='orange', label='Forecast')\n",
"plt.title('LightGBM Forecast (History +_toggle Test)')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "17ac22a5-8a12-4d29-bb1f-d193ee32cc43",
"metadata": {},
"source": [
"The model extends learned seasonal patterns consistently into the future."
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "b290b992-3f56-45f0-8fb8-bca1a34b29c3",
"metadata": {},
"outputs": [],
"source": [
"submission=pd.DataFrame({'row_id': test_fe['row_id'],'num_sold': test_pred})"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "d3490e88-4d8e-4ead-b9eb-15ca0d6f557e",
"metadata": {},
"outputs": [],
"source": [
"submission.to_csv('submission_lgbm.csv',index=False)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "0a92c2c2-79ed-4eb4-bb7f-5e97a14f3c1a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(6570, 2)\n",
" row_id num_sold\n",
"1461 26299 598.636723\n",
"1462 26317 550.342791\n",
"1463 26335 500.371235\n",
"1464 26353 474.767957\n",
"1465 26371 577.643696\n",
"row_id 0\n",
"num_sold 0\n",
"dtype: int64\n"
]
}
],
"source": [
"print(submission.shape)\n",
"print(submission.head())\n",
"print(submission.isna().sum())"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "47d3224e-6d4e-4eab-8acc-89fa464e6cf9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"rows ok: True\n",
"ids ok: False\n"
]
}
],
"source": [
"print('rows ok:', len(submission) == len(sub))\n",
"print('ids ok:', submission['row_id'].equals(sub['row_id']))"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "ccc9eb4c-dce8-4120-bef8-abdb04c6ae2f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"text/plain": [
" row_id num_sold\n",
"1461 26299 598.636723\n",
"1462 26317 550.342791\n",
"1463 26335 500.371235\n",
"1464 26353 474.767957\n",
"1465 26371 577.643696"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"submission.head()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "36cb2967-9a72-4af3-81bc-66862aae7114",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"rows match: True\n",
"same row_ids set: True\n",
"same order: False\n"
]
}
],
"source": [
"sub = pd.read_csv('sample_submission.csv')\n",
"\n",
"print('rows match:', len(submission) == len(sub))\n",
"print('same row_ids set:', set(submission['row_id']) == set(sub['row_id']))\n",
"print('same order:', submission['row_id'].equals(sub['row_id']))"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "197affd6-7e6f-45ef-89b5-40ed22d88472",
"metadata": {},
"outputs": [],
"source": [
"sub = pd.read_csv('sample_submission.csv')\n",
"submission = sub[['row_id']].merge(submission, on='row_id', how='left')\n",
"submission.to_csv('submission_lgbm.csv', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"id": "7ed1518e-9197-4b31-a35b-43b93aa70937",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n"
]
}
],
"source": [
"print(submission['row_id'].equals(sub['row_id']))"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "a2b95dc7-a76f-449b-9bf4-eb129966b08b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['model_lgbm.pkl']"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"joblib.dump(modellg, 'model_lgbm.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "f416d6b5-6524-4dc5-9c67-b56fbb83b590",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['feature_names.pkl']"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"joblib.dump(FEATURES, 'feature_names.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "ab874793-b52b-4222-bd2e-d58912fea72e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['encoders.pkl']"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"joblib.dump(encoders, 'encoders.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "65fd0378-94c6-4e70-94eb-d8422784b996",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['fill_map.pkl']"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cat_cols=['country', 'store', 'product']\n",
"num_cols=[c for c in FEATURES if c not in cat_cols]\n",
"\n",
"fill_map=train_fe[num_cols].median().to_dict()\n",
"joblib.dump(fill_map, 'fill_map.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "582725e8-684a-4e75-85df-f2819b801c4b",
"metadata": {},
"outputs": [],
"source": [
"meta={\n",
" 'model': 'LightGBMRegressor',\n",
" 'target': TARGET,\n",
" 'validation_smape': 3.36,\n",
" 'features': FEATURES\n",
"}\n",
"\n",
"with open('meta.json', 'w') as f:\n",
" json.dump(meta, f, indent=2)"
]
},
{
"cell_type": "markdown",
"id": "e0277b20-6ece-46f5-b498-ffe04efd3853",
"metadata": {},
"source": [
"### Conclusion\n",
"The SARIMAX model could follow the general trend, but it could not handle strong seasonality and sudden peaks, which led to a high SMAPE of about 14.4.\n",
"The machine learning models performed much better.\n",
"LightGBM achieved the best result with a SMAPE of around 3.36, while CatBoost also performed well with a SMAPE of about 3.51.\n",
"The plots and residual analysis show that LightGBM captures weekly patterns, yearly effects, and sales spikes more accurately.\n",
"Feature importance shows that day of year, lag features, and calendar features are the most important drivers of sales.\n",
"Overall, LightGBM was chosen as the final model and used to create the Kaggle test submission."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:base] *",
"language": "python",
"name": "conda-base-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.5"
}
},
"nbformat": 4,
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}