{ "cells": [ { "cell_type": "markdown", "id": "279b741d", "metadata": {}, "source": [ "# 0. Load Model and Example Data" ] }, { "cell_type": "code", "execution_count": 1, "id": "92d47512", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len(dataset_train)=129600\n" ] } ], "source": [ "import torch\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from model_and_pretrain.engine import PretrainDataset\n", "from model_and_pretrain.normwear2.normwear2 import NormWear2\n", "\n", "# declare device\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "\n", "# construct dataset\n", "dataset_train = PretrainDataset(\n", " None,\n", " # window_size=args.window_size, # 1024, 4096\n", " window_size=4096,\n", " nvar=3,\n", " data_path='../large_dynamical_system_model/data/pretrain_data/merged_dynamic_dataset_float32.h5'\n", ")\n", "print(f\"{len(dataset_train)=}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "1237b75b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model Load Success!\n" ] } ], "source": [ "# Construct Model from Local\n", "# 0.1B\n", "model = NormWear2(\n", " # basics\n", " patch_size=16, \n", " mlp_ratio=4.0, \n", " # encoder configuration\n", " embed_dim=768, \n", " num_heads=12, \n", " depth=12, \n", " # decoder configuration\n", " decoder_embed_dim=512, \n", " decoder_num_head=8, \n", " decoder_depth=2, \n", " # position embedding\n", " trainable_pe=True, \n", " max_in_length=4096 // 16, \n", " # others\n", " mask_prob=0.0, # 0.5\n", " use_casual=True,\n", " token_level_fuse=True,\n", " use_cls=False, \n", " jepa=False,\n", ")\n", "\n", "\n", "ckpt = 'data/normwear2_latest.pth'\n", "\n", "# load ckpt\n", "state_dict = torch.load(ckpt, weights_only=False)\n", "if state_dict.get('model') is not None:\n", " state_dict = state_dict['model']\n", "model.load_state_dict(state_dict, strict=True)\n", "print(\"Model Load Success!\")\n", "\n", "model = model.eval().to(device)" ] }, { "cell_type": "code", "execution_count": 2, "id": "c9bba0c9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[transformers] A new version of the following files was downloaded from https://huggingface.co/mosaic-laboratory/normwear2:\n", "- configuration_normwear.py\n", ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n", "[transformers] A new version of the following files was downloaded from https://huggingface.co/mosaic-laboratory/normwear2:\n", "- utils.py\n", ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n", "[transformers] A new version of the following files was downloaded from https://huggingface.co/mosaic-laboratory/normwear2:\n", "- layers.py\n", "- utils.py\n", ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "17487cd90a9c4df09f88202a2f262c84", "version_major": 2, "version_minor": 0 }, "text/plain": [ "latent_bayesian.py: 0.00B [00:00, ?B/s]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[transformers] A new version of the following files was downloaded from https://huggingface.co/mosaic-laboratory/normwear2:\n", "- latent_bayesian.py\n", ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n", "[transformers] A new version of the following files was downloaded from https://huggingface.co/mosaic-laboratory/normwear2:\n", "- normwear2.py\n", "- layers.py\n", "- latent_bayesian.py\n", ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n", "[transformers] A new version of the following files was downloaded from https://huggingface.co/mosaic-laboratory/normwear2:\n", "- modeling_normwear.py\n", "- normwear2.py\n", ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d98941f3f8cf42779df0777f6a0c27f5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Loading weights: 0%| | 0/277 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# config\n", "context_length = 2048\n", "pred_length = 2048\n", "\n", "\n", "# samplling\n", "sample_idx = np.random.choice(len(dataset_train))\n", "# sample_idx = 120806 \n", "# sample_idx = 120892\n", "if sample_idx < dataset_train.dataset_num_samples['chaos']:\n", " system_set = 'chaos'\n", "elif sample_idx < dataset_train.dataset_num_samples['chaos'] + dataset_train.dataset_num_samples['signals']:\n", " system_set = 'signals'\n", "else:\n", " system_set = 'series'\n", "print(f\"{sample_idx=}\", f\"{system_set=}\")\n", "\n", "# fetch data then forward\n", "sample = dataset_train[sample_idx]\n", "print(f\"{sample['sample'].shape=}\")\n", "\n", "\n", "# find dominate period\n", "def mean_centroid(x, sr=1.0, patch_size=16):\n", " # x: nvar, L\n", " f = torch.fft.rfft(x, dim=-1).abs()\n", " freqs = torch.fft.rfftfreq(x.size(-1), 1/sr).to(x.device)\n", " return int(((1 / (((f * freqs).sum(-1) / f.sum(-1)).mean())) // patch_size) * patch_size)\n", "\n", "max_pred_length = max(16, mean_centroid(sample['sample']))\n", "lookback_window = max_pred_length*6\n", "\n", "# max_pred_length = 8\n", "lookback_window = None\n", "\n", "print(f\"{max_pred_length=}, {lookback_window=}\")\n", "\n", "\n", "# model forward\n", "with torch.no_grad():\n", " base_out = model.predict(sample['sample'].T[None, :context_length, :].to(device), \n", " pred_length, max_pred_length=max_pred_length, \n", " lookback_window=lookback_window)\n", "print(f\"{base_out.shape=}\")\n", "\n", "\n", "# plot\n", "plt.clf()\n", "C = sample['sample'].shape[0]\n", "\n", "fig, axs = plt.subplots(C, 1, figsize=(12, 1*C), sharex=True)\n", "for c in range(C):\n", " axs[c].plot(sample['sample'][c, context_length:context_length+pred_length].cpu(), label='true')\n", " axs[c].plot(base_out[0, :, c].cpu(), label='model pred')\n", " axs[c].set_title(f'channel {c}')\n", "\n", "axs[0].legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "id": "9e38e3c9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([3, 4096])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample['sample'].shape" ] }, { "cell_type": "markdown", "id": "71173ce8", "metadata": {}, "source": [ "# 2. Example Inference w/ Latent Bayesian Mechanism" ] }, { "cell_type": "code", "execution_count": 18, "id": "5abfe7d4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sample_idx=19821 system_set='chaos'\n", "sample['sample'].shape=torch.Size([3, 4096])\n", "auto-num-states: 10\n", "bayesian_out.shape=torch.Size([2, 2048])\n", "regularized_transit_p.shape=(10, 10)\n", "regularized_centroids.shape=(10, 2304)\n", "type(centroid_std)=, len(centroid_std)=10, (2304,)\n", "enc_out.shape=torch.Size([128, 2304])\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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45Y230bVjCb7//nvstNNOyMvLwzHHHIPy8nIAwMiRI/Hee+9h/PjxOqH9euKPUFUVmzdvxvDhw1FUVIR27drh5JNPxoYNGwAAK1asQDgcxotvvIvyxii21kfx6aefIhQKYdmyZdx6J0+ejJZYEpvqIlhd1WI5Nyhe+nk1nv9plT7WbeGk/07Fy7+sxX3jl9oqP2dDHU57dTr2f2KSrfKqquKCd2bjmtHzbMt0wn+n4p1p6/H4d8ttlV9W1oQ9Hv4Rl743x1b5WFLGAU/+jKOf/9VWeQA47dUZGDV9A174aZWt8pvrIjjsmckYNW29rfLljVEc8ewUDH30J9synfHaDLw6eS3embrBVvnGSBIPTliKBZsbbJVftKUBF4+agyP/Y7+f/v3KdDz27Qp8+ftWW+XLG6N4e+p61LXai6n/YVkl7hu/FCe/PM22TEc//yuu+/h3zFxXa6v8jLW1uPrDeahqitkqP2b2JrwwaTVOf22GbZmGPTYJx784Feuq7a3tD2ZswIFP/owNNfZ+B1+dvAZvT12PMxzI9K//TMEuD3yPppjNLPkTrgOe7AWU/W6v/KSHgVmvAW8dYVsmfHEV8MGpGhm3g9cOBt44FNgw1V757+4Epr8IvLq/fZnmvqNt+Ozi5aHAJ+cB66bYK//1TcDPDwPvHG2vvKIAs98Ets6zL9Oo44CvbwQ2TrdX/qvrgfHXAOMut1c+Wg98egGwbLx9mT45D/jhHqBsgb3y394KvHMU8P09bZcFgJrVwH92Bma+aq+8qmpt/vE+jXjYwbQXgce7AUs+t1d+zSTg6b7Ad7fbK5+MavPju9s1Ym0Hy74CXj1AIyp2MP2/wLvHAp9faq98S5Um05dXa8TdDiqWAD+N1JQJdvDd7Vr9n15gr3zNGuDLq4CPzrBXHgDWTdbWtc19Cj69AJj0kH2ZKpcCo08HXj/IvkyTnwAm3Gj//TfqBO199vll9spXrwJeGQY8089eeVXV3sfvHK0pUuzgtQOB2a8DE26wV75xK/BoJ+DT8+2V/4fDEUGeOHEiLrroIuyyyy4YPHgwRo0ahU2bNmHePAcvfwdQVRWRROov+aeqKmrTG8MKi81YXV0dvv/+e1xzzTWoSxcrb9Q+dOrUCeeeey4++eQThoA8/fTTGDx4MGbOnotLrr0RT428C9//8CMA4PPPP8dzzz2H119/HatXr8aXX36J3XbbTb/3uuuuw+/zZuPFN0Zh0aJFOOOMM3DMMcfoZBIAIpEInnzySbz11lsYN2kGjjv1DOQVFOLzz7M/DLIs45NPPsG5554LAFi7di2OOeYYnHTyqfjsx6l46pV3MHXqVIwYkdUYX3TRRdi8eTN++eUXjB07Fq+88gqqqqpQ25JAbWsC9QZFgqIoGDNmDM4991x06ZK1EDVGtRd10huAz+fT6547dy6++uorzJgxA6qq4rjjjkMymURS1l5A0WgUzzzzDD744AP8+uuv2LRpE2699VYAwK233orhw4frpPnneSvRecBg1DVHcfTRRyM/Px+//fYbpk2bppPrRCKBQYMG4ZlnnsGDd96M8q2bsWrdBlx11VV48sknsfPOO5vqLS8vx/77749IwlkiuVhSxjM/rMLzP63G0rImW/e0pp8xZ32drfJTVlZr/Srb+xGpbo7j11XV+HZxBapb4rbuyWB5ub02fDBTi8f+JS1bW1hT1YK61gTWVbcikkg5ksmusuL2sYuwvqYVIyfY25TQtvKUQFZYY1Omaz6ah3enbcCtny10LJNT2O2nZ39YhYe/XoZrRtt7v6+qsLmh4mBdtT1yedl7c/DdkgpcM3q+PZkq7SuwjFi0pdFWufvGL8WW+iju+HyRrfIrtqGfNtRGAAALNjXYu+H3D7X/pzxlr3yVzQ16Bk3lwMKPgbU/A032FC5o3KT9v8RmCIwTUgloG/uvb9I2ewmHSvvNs+yVW/Oz9n9zub3yG37TyOKbh9vf3GdQu8ZeuaXp/lzzExTVxmZ9wUcaObZLHqjcLVX27skoKWa/bq/8b89q82jinfbK0/G1S+R+vE/7/4ur7ZX/+WHt/9lv2CufIvvEpM1cOp+eD1QuASY/Zq/8rHR/rvzWXnnaNymbv/GvHQBMfQ5YPNZe+YUfa/9v+M1e+YYN2c9218RnF2vreqnNd8fmmdr/m2wqIe0qEjNQVWDy48C8d4F1v9i7J/Oe3GhTgbwhrfy2s6YBbc6t+0V7l1XaM6pATe9j7Sq+fv9A+3/5BHvl/+H4Q/6IjY3aBoK6D1PE43HE49lF2dTkbFMXTcrY+f7vt13AP4BlD2U1xFaG+NWrV0NVVey0007weiQkDbxpp512Qn19Paqrq1FaqrkwHHDAAbjzzjsRS8o45+IrsGDOTLzw/HM45uijsGnTJnTq1AlHHnkk/H4/evTogX322QcAsGnTJoz/dDQmzlyMQX17oltxGLfeeismTpyId999F489pr1kk8kkXnnlFQwePBhLtjZCUVUcc9K/8dFHH+HSSzXN46RJk9DQ0IDTTjsNgOY+f+655+La667HuppW9OzdF8+/8AIOO/RQvPrqq9i0aRO+++47zJ49G0OHDgUAvP3229hpp530tiYN5KGmpgb19fUYNGiQZV+vXr0aX331FaZNm4b999esBaNHj0b37t3x5Zdf4l/HnwwASCWTeO2119C3b18AwIgRI/DQQw8BAPLy8hAKhRCPx9GxY0dUpTQ3508/+wSKouCtt97SXSreffddFBUVYfLkyTjqqKNwzTXXYMy48bj7+ivhDwQwdOhQXHfddaZ6O3XKusXIDpPJxZPZl1xVcwzA9nffVBxuwOKprExb66MozbfvGm7XXdopofR5s/VWNMbQp0Oe7XvtNn9zfcSRTDn+rIt0YzSJ4lz7MeZ2vZDmrK8HYJ9QU/dzWVEduUzbLTp23hYAwMx19hQ0dudEBjHysszPsfdTlFEa/W7T0q7CISkhcOpBtqXe3jvB6TqlylXHrvExeyTf6ldOVmR4PYYwgaay7Ge7G7gMknbXn8Oxa6nIfk7FgUCu/XtlmycPOG1r42byjCTga+PdQeeGw2c92L4Ykz87Al+c9AWKcorEBZ0qD+h4STvoZFCnbtgJ+p50uCaMc1kEqz7kgRJQxZlyFymb888fclZvej5t9vlw94+X45Ldr8BhPQ6zd2/ZfAA23Py9AVY50Bbo/EvFAb+NfUc0/RtUY1Np5BSc96SqqmI3XGqNt6sg1GFzvnJ+J6KpKBJyAoVBzv6RjkGrTUVWBnbXhF3L9P8ItvltpygKbrzxRhxwwAHYdddduWUef/xxFBYW6v9EGaz//mh7Qtt1UQWA/fbbL32P9vfgvfbB8hUrAABnnHEGotEo+vTpg8svvxxffPEFUintZbt48WLIsoyTDhmKgd1LkZeXh7y8PEyZMgVr167V6w8EAth9dy2OIrOfOu6UMzB58mSUlWkbm9GjR+P444/X438XLlyIUaNGoVNJMfYd2A37DuyGY485BoqiYP369Vi+fDl8Ph/22msv/TmDBg1i4oeNvWS3TzJ1Dxs2TL/Wvn17DBw4EMuXZ115c0Jh9OnTR/+7c+fOqKoyvwgoJ1u2eDHWrFmD/Px8vb/atWuHWCzG9NmDz7yE1SuWYvlirR/aik9wagyIk6PLJIc/6HY36g65KOKprEwphzfbjWeXHXZUlFjmY0mHm1GbcDp2Mukb2y6uDuG0n3yEIDdFnclkd+ycglZrRzHSGs9uIoM+Zz9FOyKGGmDfWU6TB1LljhVkh2uNKrJ21NiJsLJuJQ4ccyBGLRnFfkE3Y07JgF0y6hQykWOHyeTw5UE3lHZkoiTLIUEeW5CPmmgNPlv1WRsyOewbSmgsZJq4YSJO+vIkrKq3F+rCwPEPKiHITsgZAEg2yYDHof2IyuFUJotnpZQUaqJpl22fw9wi6Xn9UEkxFtQuwfW/8OO1uXs1r01FsMehcoPOcdmGVTst22q/H680LkJrcgeEdDLrTsXC6oU46JOD8PkqgTs+HV+7/ZSBjXd4SklxyehFEy/CkZ8dmZ0PBPMr5qAmsy9wup7sEmT1/xdB3mYL8rXXXoslS5Zg6lRxPNFdd92Fm2++Wf87kz3MLkJ+L2PJ/TMR8tubMP369YMkSVi+fDl23u9I0/fLly9HcXExOnToYPqO91Lq3r07Vq5ciZ9++gk//vgjrrnmGjz99NOYMmUKWlpa4PV6MebbX9AuP4ROBVnNWyaWFwBCoZC+ucs8Ytche6Jv374YM2YMrr76anzxxRcYNWqUfk9LSwuuvPJKXHLl1dhSp1lC+pbmwe/1oEePHli1qu0fPeOy79ChA4qKirAiTf63FZle8vt9UNXs+0WSJG4f0mstLS3Ya6+99Hhpo3wZrFq2BNFIBJLHg/LycnTu3PkPyWwEtSA7JaN233VOrWXRRFYmp5t2u9t0p9ayKLEqOra02SznWCZC2ndUPzmtN0lIUyYEwS7+DI4VTcptJpSixM/pmvDbJMhO9wk0PMEpB7ebVM6pTZslyA5v/oMJkh6e+TBaki14dt6zuGjXi/TrC+pXIJkTxNBY3BTbWNlaidJwqVjBwNlQrm1Yiw+WfYDLd78cXfO6ahczeTlgcx3RzbadeEtKqO2SJqcTihJKxYZMxFq7IlqJJavG4rT+pzlS1kRSbVjoKUFWFKCNs0AZa62F9f+2KbcBAB6Y9gA+Jtenb52O95a9h/v3uz87tmnURGvw4vwXMTxRB6OZRVVVvL7odezcfmcc3O3gNmWqjlSjvLUcu3cwJ1mSFRmb/D70SqYg2bWC2yFvFMk/QJAlCZFkBBubNmJQu0HMeN80+SZM3jwZn534GQbZjSPW5dD2cg0WBGhl3Upc8eMVuHL3K3HOTiSRVxv9pKoq5lbOxSCocJD2jF0THMv55qbN6JjbEYHMeyLd5n936ww0LEJ04Wu4Ze9bnDzRjlDZj3ICD814CI3xRoycMRKnDTjNXJyOr913h01ML5uO63++HneV7Av65MZ4I5bVaqEwK+pW4MCuB+rfzamYg0t+uxW53bpg5sYtzBpfWrsUY1eNxbVDrkVJqIT/UDLWjfFGXPDdBTiq11G4dsi1bDnXgtw2RowYga+//hq//PKL5TlSwWBQz1jNy1zdFiRJQjjg+0v+0RcU/W1SVRW1LXF909y+fXv861//wiuvvIJolP3xqKiowOjRo/Hv089AfST7Yps5U4uPyLwmFs2fg4EDs27IoVAIJ554Il588UVMnjwZM2bMwOLFizFkyBDIsoy6mmr06dMX/fr1Q79+/dCnb194cosQ5cRs0p/zc889F6NHj8aECRPg8Xhw8BHZDIJ77rknli1bhj59+qFH7z7o0bsP+vbVnhEIBDBo0CCkUikm3nzlypVs4i/ST7KioqolgdPPGI7Ro0frlmuKSGsLUqkUdtppJ6RSKfw2bbpOkGpra7Fy5UrsvPPOTCMU8ofRShUIBCDLMtPmwUP2wOrVq1FaWoreffogt0NXdOvZG/369UNhoeamUldXh/tuvhaXXXcLTj7jbJx77rn6edwpWYHP74csi18MlJDXtsQxd4PZJTUhUzKa/VzfmsDT36+wTAhktJaJrHOivduqymb8uKzSdD1GLMi0zrrWBF6ctBpbG8Quo7bJqEDW2evruMmiRIqE+tYE3mkjYZRdjwURQf5pWSU+nbvZdJ2SdkpkG6NJjF+w1VGsdHMs6cjbZPyCrfh0jrVMtJ8iiRRmrqs1EW7GMmq4vqqyGYmUfZL9yZxN+Dztfk2RIuSSypSSFZRx5lJCQPITKQWTV1ZZ9qtxTYyetRHfLDLHhdJeMM5F3jhQrwovefE3x5IYO2+Lnj+BByNB/nj2JkxeafZwccpxqUwMmiuB6S8BEQsXeCMZXfgJsJmTMM8BAYumojh/0fO4pHNHtEoSQ/w+nPsCjhx7JP472xD7rGrqOxkwk/aVE3H+t+fi89Wf496p9zJffZ0bxgE9umFm+czsxUSEH09JN9uUjFat0BL2GN0oKdkz9tOWefx+FVlQG7cALVVQVZWdV6oMGcBrRQWYVUH6vXyhJlPc8N5Py6QAOGPdR3hwxoNYVJOObW8qZ0m9ANE0KcKWuUDtWnMBQrJUOYkxK8ZgQdUCLev0L4+zRA8wED9Dv3PWUExm77/ypysxvWw6np7zNLDiG6A8G6t//7T78cWaL3B2ZLGpnq/XfY2XF7yMayddy2zMY6kYaiJkXaXjfY/+/Gic++25WFFnVsg/MusRnNStCz7Lz2MVAqqqZRbewol3F5HR8kVajL+x7UwMspggyzySIXlw8fcXY/jXw/HblilaDPDm2QCAyZsnAwB+2viTmLTXrAbWcJJIpsfLb5RVVfX5/ezcZ1EXq8Pjsx9n20SJXyqhZbkn744J6ybgku8vwXXtzaEMSSWJM8f/G7f/cJXhsSpe2PoTvshL30Pbk4hgzrJPcdwXx+HuqXdnrxvavLxuuV4ekx7S44dTdjwjEhEg2mC+Tttt9CZZM8k81jTGnFpV483Az48CVVZJTLV3bWVrJe6dei+W1bDxwtf/fD3ichwjK0niQFXNrmsAWD+VkennTVpuhNbM3CZz7Kyvz8LYVWPx8swnmOe89PtLOLdzR0Qkianr63VfY13jOry28DWz6CIL8qZZzpIj/kPgiCCrqooRI0bgiy++wM8//4zevXvvKLn+tmiMJrG1IYrVVdnkBy+99BLi8TguO/vfmDdzGirKtmDixIn417/+ha5du+LC6+7ElvqI7lI4bdo0PPXUU1i1aiXGjHoTP34zHteM0GJeR40ahRdefg0TJs/E0hWr8OGHHyIUCqFnz57oP2AAjjv1DNxz09X4dsKXWL9+PWbPno37H3wEn44bz02+Q3+szz33XMyfPx+PPvooDj/2JJQ1p5BIb77uuOMOTJ8+HbfedD1WLF2MjevXYvz4r/QkXQWdeuCAQ4/E5VdcgVmzZmHevHm47LLLEArxY2Kqm2OoaorhguvuRPfu3TFs2DC8//77WLZsGTauX4svxnyIM485BC0tLejfvz9OPvlkXHr5Ffhkwg+Y9/vvOO+889C1a1ecfPLJzCaXvqdq0omlMv3aq1cvLFq0CCtWrEB9XS2SySROG34WSkpKcPLJJ+PLiZPw+9JV+OjL73D99ddjyxZtk3/VVVehU5euuPz6W3HrA49BlmXceuutUFQVy8ubkde+MxYtWoSVK1eipqYGyWSSlYl8vvz9uTj9tRmYZcjKS4kftVLd/cVivPzLWgx/fSZEoGQgmpBx/H+nYvjrM0wbfJEV8qjnfsXl78/FvI3shi8mIFk3fbIA//lxFS5/b65YJrKhrmtN4Ow3ZuKJ78wbE1G+sOGvz8CNnyzAkq3spjUmIKNXj56Hh75ehtvHipNYUaXW5roIDnjiZ7z8izlmSWRwvez9ubh97CKTskJE2q/6YB5uGLMAT01caSFT9vPs9XUY8tCPeGKiPY+KpKzghjELcPvni9Jx60SmFN/6P+Kj33HWGzPxYTo5WgZUQUP76auFZTjquV9xp80EU7Utcdzx+WLc8tlCZqwAtm+oTHeNW4z9n/gZU1axidpoG+jnl35Zg4venYMbxiwQykHJ6IaaVtzzxRJc+9F885ogE5C6sT/34yrs/uAPpphvkVv/fV8uwa2fLcSNY8TJXPzExXrxlkbcNW4xLnrXTEZFxvInvluB4a/NMJ2aIPQ++fQCLbPwlxZJhyjx2zAN+OIK4G2zpxNXu6aqkGpWmy5vatqkf270epgN5ZNL3wIAvLuC9dhRkzGc37kjTuvaCTFqmVr7C/DxmWhOu02urKNrScVdpSVo9nowcvpI7ZIiA6/uh/Uv74VvVo9nx5sSFEokXz9ISwL1Pdl0AwzZa1TlrNvi2p+Btw4H3j/J1HZKkPVnJ1qB53aB8kx/XPDdBTj323OzybLkJKaGcvBycREum3ITkelg4LdnEfnlUXy84mNUtFYwMkXJGq1ordDG7j+DsOHLy/HGojdMbqZ09GKpmBYj/tYRwH/3BAD8uPFHPDLzESSVJLN5nlMxC4/OehTnf3c+8OZhwJQnzIm1KEFJb5BVVdVI5TMDNCUNQY6XH1Pa0LwVGHMOkyl4QdUCblkAmF9FEvEt+gQAoKgKTp9wOv41/TZsyRyfJyehqIrWNgALx10IrPyOqWvsKi3h1MvFhSzxW/szGr+9CY98cRqW1CwxtFugjH39IGD8tZgx7xVc+v2l2TlLlQd0Lv7+IfDMQGDjdKxtWIsDxxyI1xca+ljy6NbBr+e/pmWRfvtfzPzO9eeKLXgv7Q18eJqWqI4iTeT8RpX2TyOBp3oDa3+BnyqsaBvoOp39BjDlSebd8cEyLWHTvByz2/fa+jVY1rAa35VPQ2NdVkkzv2o+3qqehfs7tDc/b+zFeOk3Lev59xtI7iGDUibkS+85f31KW9dvHIrpW6djn9H76OPMhaIAL+8DvDgESESQlJO4b9p9mLh+IlgLclLr6ww+/Lc5KRUTYqKNyebmzbj88xMwffaLwGtsNuxPVnyCazp20Mho2p3+vmn3Yfza8bjo67OBd47Vs2HHeUoQRdbWdRqx6c8zc9yolOIR2S1r2XxOry96HYtygprSiIx1iNDCJFE0bmrahKtrZ2BBkONS/s5RWhK1tT+bv/sHwxFBvvbaa/Hhhx/io48+Qn5+PioqKlBRUaFb2/5XQXXrvA1U//79MXfuXHTr2Qu3XXMJjj9wT1xxxRU47LDDMG36dBQWa2dRptIL4JZbbsHcuXNx0L774M3/Potb7n8UR/5Ls+YWFRXhnbffxjknHYV99toTP/30EyZMmID27dtDVVU89OzLOPG0s/DQvXdh4MCBOOWUUzBv7lx07sK35NPXYr9+/bDPPvtg0aJFOO5ULcV+hqztvvvumDJlClavXo2LTzsOZx5zCB5+cKSefbq6OY6Hnn0JxSUdccghh+Df//43rrjiCj3xmBHRdD8VFhdj5syZOO+88/DII49gjz32wMWnHYeJX32Om+55SLfivvbGW9h5t8G4/uKzcNABB0BVVXz77bfw+/3MjwTdD2UySVc3ay+Uyy+/HAMHDsT++w7DoYP7YcHcWQiHw/j111/Ro0cPXH7+2Tj18GF44NbrEIvFUFBQgPfffx/ffvstHn3hNfh8PuSGc/Hhhx/izTffxPgJ30CFilPOvgADBgzA3nvvjQ4dOmDaNDYLIZUvY2GasIi1mLMW5Gz5DGmoscgi7SME+dfV1Vhe3oTZ6+sYUgGwllGedWyWIRs23XhT8pCRaZlFpmRK2icuqcCMdbV4bYrZWtGWO/OqSjYDKW0TvTeTKOqn5eLkE9Tt9utF5djaEMXT35vJK69vqDUzk4Vel0kwdjPSSpAJC9mxpmVoP308exNkRcXrU+wdS0JjdBsjrDUjIXBP/nmF1j+fGKzO9L1FSfsbv2qyjLN59BPNVN8cYzX21DOC9sFnaWvzx7M2MeVpG+jnj2Zp5J7n9ZAB7deyxuzvj/H9TOc1lemFSavRHEvha8M6pdZamnTwywVaOats7JS0UwWqXUXWa1PWYvaGOny7uIK5TmWi7xE9U+uqiUz55TVLcUNpCTb7vGxso1WmZiWFiCSx2+hUHFK0zlS0MZ5VajVLHq5VM2XYkMcSTViYE8TaQAAzUw3ZL1Z8w5QLUELPIwPps5TPKVBx5/R7MWEd2bimN5ZbfF40xckzMkRngyF7bLq8CuDUsq9w2KeHaW2b/ab2fcViPDTjIdw25bbsGKaJ70q/H4d+eig+WfEJ0KyN1yafDwuqF2BxzWI0ZJ6fiqOJWCwjBhfl5yp/xWOzHsMVP17ByJoyWvQn3gEAOLV5Dv77+3/xwvwXmK/pCERSETaJWqQON0++GZ+s/ESLqSSWtvpYdnx1Ul6lKfA2Nm3UiDhjmU/hyzVf4qBPDsKCcedryYB+YI9yCghiMgN0nqSts1wykHkUtdanFTXNiWZsbNqIlKpgZSD9HFVGcyK73sL1m4RKIxVg4y3r1uGx9u3wSUE+zv7mbIMAKSQBXF9akiW0ZC1fsfQ1zK6YjY9XpB3KiYVvVv0KfLMuPbe/u0NLIPf+yXhqzlNoSbbgpQUvsfObyJSTyM4RSlAkSPrYNXokPDjjQU3BkC6fAvDg/Ofw7TqS4TpNqvzGV86057X/P78UYR85T5mOB7W0V5stojELN/IkyXZeVZlVape1ZOdlEmCVEKsmIsXzrzEQZJ+UfqcRa/aVP12JpJLEgzMeFMqE2tVa0rxoPdBcjk9XfYov13yJ2369jX2HpeJMn8gAsPhT/e9ft/yKyWXkCLY0Gb37t7sxM1mHKzuXMh4sqqrikVmP4LdwCD/lhvV38rxKzWshKqnApunamd4iyAlmrUQlCViftTAnjd4OnHenlOLztM1+H/M74anOhlMmY9k94KsLX8XURBXO72I+w3lJIIAJuWGoZfZO4finwFEM8quvamfUHXroocz1d999FxdddNH2kulvDdY7J5vlrmfPnnjsuVd1Erx7tyIAmhWoPE00JEnSz98FgIZIApvqtJdb5v11yimnoM/ehwLQNoG7dCnUyysq4Pf7cc0td+H+B0aiS5GmSdtaH0Vtq7Z4LrroIsuxmDVrFmJJ2URMAGDo0KEY+9U32JrOxtq/NA+hQHaKlJR2xOsffIYBnbIRJ8PPPgcr08eWMN45pN7CwkI8/vjjePzxxwFoZ7jq5dL9l19YhEef11w6BnTMZzIHKypw8vBzcPLwc5g428OPOR4LN9frRKpDhw744YcfEE2kdGu6qmrHbb333ntYUdGkb8Qz43PBBRfgggsu0GWSAOyzzz5IJBJojiWxvqYV7dqX4JvvJiLgy8q0lWSs5XFAGt8LAHGBtdZIcnmg2YEpkYglZaafGC8hRTUlDaKEC2A323aSKomIH3WFTckKk0CKVy91p201HJfFED+O+TlgSOZEyQdtr5XCgZcQi00OJpaJR27yDBmYKaHxkReG09hn2jdW/cSTqTDEurHS+UcTPeW1ESdsRAMh6s2xJDrkZ60HbckUCrCxWgwZJXOiIMePmhbrpEl0/tHxaomnmOdQOXhxzlHDWNP1SOO8Q36vqaxJJtKvtGw8pTDrNEUUCZnfEJG7OcCS/syakBUZowvy0S+RxP4xdqM6/JuzgNwwfKqKZykZSEbwclEharwe3G/I0LpAacWFPbvh0sYm6Gl8Eq1cd3BqrWjxeGzF1sbi2Y1WjJJnw6YtpRoTbWny62QpbRFrSa+riesn4qS+aUtvKo4KrxfHdu+K0t9uxqSz2DPCl0sy3vvtTly3x3VaLGx6450CUC1r9c6tmIsj0iQ2LkFPeHX9nteje353naDc26E96mJ1eGTWIzjzWG3zXEV+H1qTrWiX0860uY+kIgj7s5vvb6H9Tq1vXJ9ug9a3SdLxKSWlk9QMcTZaXmNkLJNykv0xaM0qddY2rGUIcogkWIpJEkKqCvhzsLB6Ic779jzs23lfvNnvvGxdSgr3TdOOS7otV8KP9hLcAwBkSvpba4CCzlp2dONPYCbRCG1DQOuzBCFU1J2UkoeYRwJa68WCUMtoIBczQ4IsyoqM73PD+CU3jF8WvIQrB1/JPVJqcU3aPTw91jKAy5a+AgDYs3RPdM7ES8sJVkEisNb6CFmJExIqSZJOfB5t3w7frRqLsavGYvGpmmVwfF4uxlbPxtjq2Tiuz3HpZ2j3+0hfJpUk9FFXZFYRwcxXCVO3TsXkzZNxu+SBUe3hs0gs1tKaVW6mVLr3IUpfjwclBmLHtdgZiHjWO8NeYr1xq8dhdsVsPNzjpGy75UR2zQGG/AVxRsnT4pFQmB736ki15vIPYK4EBFXo62lD0wbu86lrtFdVdWWI3+tHQiFtSLfTK3khGy3AcoJ578Y8EhOeYRoLDkHmKh+QXn7kfpX0ayrZCkCz9ptCF0hCoCs6laLZ6wEal+FE7lP+mXC0O3ISO/e/BFGCDBWGeD5OZCZj/TRs0Jg/OX1rzHYs7H6HQW20HuOmnQmfsvEspvwfmB60n8wyWQtlzOyqtNUGK9BMvCr/s1YvGVdONQEfKxMloyny2StJkNuQkm68EwK3VIAlA4k0UaXP8hmSsYiskCLQ8pSgGAm/z3AEkRH0DGlj0iFKmniE0vgOov0qeq7xuAYeaW8lJN9ohWwr27exjdQyT0m700RcEaLQaDZkz6Yy8eo1vrJELtlOk2M1MzKxChc26ZZZ8WOUSUSok5x7jaBrno5XSzzFkHZab8bdOsmsCVYoNhSC72FBoQiURlS+1niKVfjRvE0q4JVYJZPxuKw4hzx/tuozPN1e80xavJ61zGdQ4WMtA60AXivWFK6XNW5E16Je+nd3+pqgSBLeLCokBLkFEqfZJjJiI3EQJchRlZQ3bOw8dIssJ5EhyHrcptX5sqk4lqbd/6ri9WhONCM/kFXmXligIrruG2xu2ozRx4/WyUCcvl+VhP5DRhMbZd872v81XqJ4SGQINVEaZoiQHEfUaEEmUUkx47s/Q4TJD1FCTphin41W2rjxRUpdsMn4JJQEQ5BTdDOcqUJV8P7S9wFAi/3uPTxbF9l4J+zsOyT6TqYWZK3vuSRLVTQ3aNrmdP/Tuadb5lWFIc6RtpJwMUmVJGbcGMhJzbrGXDOTMn9GyZAmOGVEURKV2fkaNxCxDFQy7ym1iTPHWUEfu+mU1Kdl2mSUFdBjoek3LYkWFGf+8HjZfStzVJWMq3/SLPEdQ/1wuaFqr0VyqtZ4VkGRIkoBo3KtxEAEPby9kKHPdYJsM2/CA9MfAAAcHugIPetOMipWVigyM59SkPRQlbWNWS+5qORBUFX0NSGyqLNeANAJsunM8oyChRfnKycZmeKSB/BmR5WORQqAj1NHyqq7SF0yQ5CJd5axfZlj6+SURo4BLI3X/U8R5B10qN3/LqwIIW8PZUmyKHnmPMu4/llX47Y/i8CQOwuZeEIZ1xjbhm1nyFb95JTwMnoHhzJRpYSVy7LKPsR0zZiwRxRHKDoaRmitpZYpA5HjxYDS8kbra1yQpEsESmgosZANBJmC14eUDBiVQCIil0HSYFWm5amLNSU3xnt4TWWs4AaC1pZl1HgtJkiq9EcsyEarYsIhGY0JsoOnHGbAjjm0tNN5ZVRkicY6mWq7n7wCrwqjlwTtm8xnqqDxmmQiigdqdRH0E6ug4SuNWuNsP9F6MzLRsZYNz6LW/4wceqIaCwRVlSEDW+TshlBOsJawFh4TTrRC5bye6EYpBTCEyyOY49FkdqMfoYTasMlmCBPZWOrnMBtib5lNeirOWMqiBut0xoV4aW06KU66HZQgeSQPMi/0RkJsjXUptF+SZoLckmlvKq7FHaZhzDBt6l6OBZlHkINeNu6TPjupJHXSDrAWoaA3yBCOBBlLOSONnGQTHnHiLQHxbzFjUCAWag9tg1WyscyzqRUsLTMlmHEpW56SB9mCCPhVlXUDtDqTW0mZrW4cgqzP2TQZbaVeQ/TdbFQGEFKWImZ0hZCbBJnvNH6c+SVPK1UivGzk6bGLGedHBpKXTRrGEMVsudUpEm6VXmOKyfSfRQtJiJckJIuuo5QksdpCEVIGNZJk+iBEnBSRZNZaa6UYoHImpSxBpq7Mep9mCLIxDjhzP+lHWYI+D0xJxawynysp5r2rJTvMKsnomksQTwOmeqv+InMzSceIzD9TOES6P5OxBv1S2PBe+qfDJcgCsOdh0uv8MuJ6sp+NG+S2OImJjIo+OyWQNmWyU5ciEMopGaDlzTJZWxKtFQl8+UQQneVqJu1mxQB94ZqstQILsggMGSUbb5qp3JjdNsW4TGfKk/OXLSx4diyJomy6McadlC1DyWnmEZSgmMioDaud6NnU8kbHJ2Hob958oiTGSKjbIsjGvmNiuwWJq+y8OyjZSxhIIxOrrZjrNCoeYgKZjG3lgRqnYilxP/EIb5Rx7Ya4PIc0GiFSGjFrSzGOHen/9DPomjAOp6ifRMMVF3hVUPfshCEDPk+RRde1cb7y+tUqdjODoKoyyVqiZKMWNxBkD699yUiWNFF5yLNTEmtBFm3BYsQ1NULdCg2kgSHIpN4sCWGJqpe6kMtx3fUaEGe11S00GdLFKPtkfbAjNDmigSB76YRIy0RJiN5HqThTfyQZYTavHgEBSxrrMliE/IZM4CaCTIhfnPSZ3+NnyECSbLqThHgw5IchD9k+Ff2K0XdPyksJMt0gpMeWN++UTCIw6iWjfTbNvXR56qpqRQRyVJU9tzfRKixr7HPN1d287nQlDUfhwoQMSF52fpO6KMGncytOCEpCzlr/mazUVq7GaZmiIoLs8bKWTMFRaa3U6yMtg2JBblvJ+yVJ2kCttrIEGM/k5unpkEqA+qjo88tG1upyYhnNpXWnYuxvJHMOsswospIS9Mz7dJ4lMn3axtnArOVX0pWCJksxLzM/kYmd+2AIMv3tT3H6FWDfzaZM6mReJhiCnO0Hk8U7LX9zJBvCkeP07PC/OVyCLABdS4wbtYXVl5sI1MIVV0jkBFAE5Z26ObPuzOLveDC6m4v6w6m7tWLRBp6FnBkfk0zkM/ifRfWLZWLL8J5BrxmPRBW56Yo33sTKxcRbKtzPAN8llCGjFoTGjkJDRGhEyZYAPkGMWJBRhlzaIG+0vMgKbpSJpwxoNcRRM89ogyAbt2Oi8rRaOwoJSpCtrNqZ7+hzTRZkgWVUREYpRPPP6ArNUyRYxe0y1lqZP59E9VOybRW/y0uOJ0x6ZZTJodKIWsgTFh4MMmPV1r6j/Wr0DOHJRDddtHa6iQmoKrNRohaOhIFocilFKs4lQcxGDWhzgwgAMWJBThjKU/l9TCwcjyCzFj8PdadNxRnrnYgg63VxXKxlNUuQ4xaWX8bunSYADDHKPDsVQ4K6SysJhuSbwmv0uGjDPQYEPWlLDUdWI0GmG16vx8sSZB7hlAy/d5SACQiyqK/jxBXdyxCxZLoOzgzLZMomm/gMqWPnXpagcIlzpjrSloCqsseMJSNiO6jByp2QE7rc3DdDul8TdCwM4QfMXoUSZEKkJcaCTCyZSlLvfx8VIN12quTS3wMZguzhzE0AkLwGZQj1FqCk2Dx2DPk3gBLkFDnyirEgQzK9O6jHik7iUjGmT50Q5Ap/lkRSsmc8hks1eElQIp+UJF2pQt+7RguyCCaCnH7/mF2srSzIMvP+liEx4QuUZ/D61SST8Z1CPHGS1BujDZkAIEG8BbhHmP2D4RJkAVgLJd8yZXxL8mOQ+Z+1uoRVCWQSXGdIeNs1scuSLc8jqlakmdYlIqOi+2m/WrmJ8/qJkiHj5k4RdLqoGbR+RhlCz1y2fIa5vNFILLJCisZLRBIoAbCy1mbdSbed+JlkEmRzpvVYkvYMQbaQyakFOS6wgqcsCBevrdE/wZ1ZESgVRIhYycTpV3rNeE4wc3yWzO8nESjxY/opJZ5PmbFIMp4T7LMSAoWLyKotioFn3enF7smZ5zNx/BZJumytCaGbuFgm2g+8uGhjmAJdU5k5RN+RJnKUhgdgNm9xSpANFlEm9i8zx+UE113VREZsuN3GiBUpRTeG6UzBuhxk0xdX+RZk+gyji3XCSFI5GzY9zplDkFNKSndntiI6DDIWZB4JkROMNVizQhKrrYkga9/ReMFMXdRdVI9BzmSDZpQzCcbFmlqJJUiMldAUa5kGm7iJkgdKrrIfEwIrZtxjbUHm7g0yz1DpuyZulld3sZb51zP3kjVhtiC3mDOGEzkoYYvLcb3vKDXTLYHpNZUUWZBhOCObjgPpV5V8ThDFjOZqz49PBdg1rLvjJjkWZJm1IFNLppqk3gLkfcsZu5SFN0ELtcASMmayguokWCtDZ4M+bnKCJchtEVP6bvRQ4sfGf9P9Z5y+D5UUa0GGlLUgyxwLchtEnc4/jSALYrcFWaYzz4gThYpM+w7sWNB3somEc2QygraRuseb9qrpZySpt4CNhI3/JLgEWQARaWLJWtsbKKsYXZVDKa0t1PzvnLoRW8dRm+Vl+sLkzsz/Q2QdZ91ABTJZyJuB1d5VXBf/Jjvu9GZliPkzLW8kUiIiZ8d105h8KwOziyuNKdb+ZwiNyf3UoYu10E1XTAa4Vm1BRm+jTHbiokVk1EqRwCM+bLyvhUycAbOKrWXIEB1HGwS5hViQrcZaJ6MWdcYER3qJEmJRxQWNp49ZJCzjWTppPLFx/sUFYy2yaseJqzJ1j2MtyIaxa0ORYCWTU4Iscus3ysS4WKuqqYyJ5HP6nBJJUwbjNFSA2VDHqCXDYEFmXKx1F+SkPRdrPWZUgSIgG1GSbIhmtTUSSDqu1HahH+2SjDLkhLEgy3EmcZQWi2t2odU3xrKZICeVJJcgGy2kzAgl2rAgG68zm04DOC7WGdLeStpqTAxlZUFOEsWIoioG114ST04IJ2tVJOSXbLh9zHznE+SEL0tGZbp5TltnuXuo9PpXGU+LdL+QOnRCz0uqREAtb14VLEFJRMRbJiWlkaM0NIJsHp/sgznziZJRVTUoHgjZopmeGYJClFokFp3JDcBxzdX7SXexJmfbMkc5+RhXaZl6ShCZeNZ/SqyNVJUZD+r+TokctXSm5yt934jWkG6lFFlJSZ8naWwtnaNyipE/ZXSxJusnJUnZdwJpi64Qc2CtlWFBkK3i8lWFmccpSIyFn1kXhDzT/qZTxuSBRL0WaF1WSRHT9yTjLkH+fwcRGRW5OQvrYepkv7NyKwZ4llG+fGLX67YJobEEb09o5X4rJO3MZypr9rrIWmvuJ/N3Vu7piogI25CbKW+hDOG605NrliRLafvZQoJsYc3kkSDWxVpshbSVpEsQ62lFkNtysTa7fYsJGGA/OzNLOMRty7SbxoBaEhROXUaCzFhrRa7o5BmidRrjJGfi1ZVpQ1JAxo11MWRUpuso+1kcWysmcjxrKo2/Nc0/gYLGjgVZ1K9Wz+CRUWN50diJIFKGJCzWBK+frJLK8RQJdHOXIG7Fpg2KQuccJUbGjQ95ZmYDarAgq3r/UZKCLGmycMeLkY0WS5CTLEGm2cmph1FGvmSE2SxbWpDVFFcmnVSLXKzTzzJZAkW/Gem28Qlywnxkk42Y0ZSRKKis67ApjtqKINOkaoY4Wia5FUnSxfw+JlnrWgZe0glUaUKJMLUgM0oGzkZar07NbO4JUZQtLMi8+EwCeo8EmFysrQiyqV9TGYKcLaYrddL9REeXdWeWGIKsGt2n05AZCzK/DCNzun2UXJoIMvVuoJmxDTHI1B2ahjh4eO7x5N1iVBgkmLEjWdSN45dpa7ovaLuybWDXtX5d9H4m8z1BXPypJRtKklUMUCWSnDIk6YLeZlYRo9/Al4P3vpQAY8I9KpMQBiWQTGQCOIqjDHkV1MmMCVVyAohTJYZiERedLsdakF0X6/8XEJNRct3i/sw9dmNrRWWY74QWUH4ZW8TPQqbMRyulQFsk3/w8PkO2IqM8gs5LksV/nkAmprxAwWBB2nn3MHEgVu7MVubyNISumxYJiXhZqVmSZSgvsCqKQN1RRWTUKBOPtDGkySKOlTfuRqURKxOph+knsWU1I6+VNZ1nhaTttyLtlIxGBYRXZL1PWrhCt+XObCb5bZNRel2UsZyOnZW1NtuvYuIrXBMCiPrVbrt5ZNQyLt+pi7WQtIuVZXo/WczXGGfdJRhCQKwkdKMNGGKQ+dmLAYNFVCdfcSgwkzKhBdmC+MWoyyJDkNnNL32vxniEMxllyhtjkE3WWksyKnCxTj/LXFe2b2m/cAmyamFBtpTJTMC0tqtct+sMGaDPSMhsnLOJIJPxM23eAUBOMOMgU4sjzVhOxGZcTwkBjxGCwpDFTCwv9WYxPINa/DJy0vmtkzJDki6j1wN9rjbzaEfGhHsBKDISRrf5jAWZ1KH/7mfcwKlCkYn1ZAmyTJRUCeouS5VfhLjRtjPrNS0T18qabh/jYk29Kjw+xluAWpATjDKEEuT0UWTEfdzk1s6QNzI36DjRLNZphU6Kq2TirGsAws0TnTf0PsaCnGQtyDS2OBVl9nIageQQ5LZcvTPzmHkns2SUlduKIKdYCzKRCeCsY44FmcI8DuZ4fwCQU/x3lYrsM2jW66RFXPo/ES5BFsCW9VVE/ETlrYhc+n/G+mnhzmyHyG1LzDJvT8jWY2yDHdIuups8V/wIbpucKh6s5BMpPax4LM/VnnWxtrfxFik9RJZUasGzR5ooATJakJ0lJBJZkC2tZRxymbQgTW1ljDYmZGMJELGWCQiKOb49Qzj45MYkk64Vzl6ztiDzr1OZjDGnGTglflbuwXbiou3JxCemAN8FP2lB/Jy604vIaNzC+sqbB0x8sCkDubUHg0kmgReG1dgxa4ITF22lyMqua7pRI881EgiyCYxTK4NhM8b87ugW5CQ3EZMwjtBigxejyXkMbqZmMghAVfkxvckoQ0RZl9U4Q1xEWYd1ix/HxZoS4YRRLtIG1sWVk72YKA1M1i8rgpyJceVYr1McZUWmfVSZ0JxohigRl6zKoK69lLxkCWeKIU1JgQXZR0kEPX6JxroTBYYx9hyAmYgA2Y03Q5DjaXl5LtYpvmVZl81AagxEnYYFMJmFlZRZSZMhhwIyCoBJypaiBENis4PLpF8TJN6eykCVGyI3dl5yMJ28JmOISxJUOgfpUWlKikmsRC3IcUJ2fJyxMxE/goTgXWOywBrmMTefAi90AhATU+ohAfpOZjNxM5nPST8bE/LFJEl3f+a68gtdvRPmeyQAimJKZmVUZmagS6/KbAwywLhki977Iq8DsxcQUcqQuUi9OJhM2eQeJhO+jcRp/yS4BFkAIWliPqvc6/RvEeHSnmEmtlbcTrRfExM8Ppmll5967BEMGTKELxOnHhMZFX7m32PlDn7pGSfgqZF3teEyrVo+11Qv+BCeIy2qx9Ru682zlZuuLOgDkSu10ILslKA4JKNGsPWTDZSFtYyxautk1KINHJkYa61RphSfjIoIijFrMTeZlEX8OI+MWrt98+VICcg8hWVsrUM3XZ4VEmDnPu2bbXJn5ilDrOYfo6ABF4qdNWHh9s3PAG1v/mWebUXeReebi9zptXvMHhSW65rjVcFYkKlrpWzYKCl8gszEIcLwniTkjpKNzMbdtEk0uPvq5cmzoyKCLCdYUpvZlPPICWByyWaSIMk8C7KZtFu5WNN7TNcJeaAWZJVDUqmF15ykq22rttnFWhFYkM3kqDnRrMsEsERTI8h80qX3pJxgFA9JJoFRdkxpDDI9jog+j+ZBp2f96m661L3XcGwOQ4bTn7kWb9WYpMtA1owExRADT8G4pCop83zKjA9nXfCs+UzfSR6WZDAEmfQ30/eE7JFxo+tV1udA9hqdf3HD7xMlNCZLKmNBJse3MRuVBPsM0LFIv/cVPnlLGBUyBu8TfpiCwMU6/Q4zvZ0FSfCMBJn+LZPPUUOm/FaPJ2tBVjiKmDYswjwLsvGYPjld3qTAJ/KaPXcsXKzTMpnGKJN5WmTJh8GbQXD0FP1tob9FSZGy4B8KlyALYCRHDZEEkrIiJE3l5RV48oE7ccKBe2Jov07o1LET9tt/f7z9xuuIRrUFZ0XkmmNJbG2IWrozG4lcNJGCoqhCS7bx/pqWBFrjKdsJrkaOHAlJkhAO+jG4ezEGdy/GgE4FkCRJ/2fMGK31kbVMc2ZMxeDuxWhsaEBlUwyt8ZTteN/GWApVTTEhwQXM7vH6hlOoSCD3KirKGqJoiacMJF8sU1MshfrWBGtBtiA0rXEZa6tbTHKIiFxDJIF7vliMORvq2kgwlH05zVhbg++XVrSR1Cv7XUVjDHM31MEKtK7q5jju/HwRft9Ub00uCYFYsLkB803lxf20rLwJX/6+lblmzhhN2xDFXeMWYWlZo/AZRjK6uS6CyqaYIeuwuJ+mranBBzM3WibZomR0a30U9325BGurW4Rx0cYkYk2xJKIJ2doKSZ7/7ZJyvPXbOtskf3NdFI9/uxxlDWwcKiVmRmJZ35qArKgsibZQhnwyZxNem7LW0ruAzo0t9RG89PNq1LUaN6xUJpa8LitrQlJWDHHO4vn0zrT1eH3KWsv4dPqM8sYYRs/aiKaYVcZP1m3+lxVViCRSlu7xtE9e/mUt3p663nboxJRV1fhgxgZE4vS4FDK/jed0RuuBOW8DLdWIU3LBHN3DHrajTn4SmPuuRpQ4SXNMm8REBKhYwrjuAix5ZdwDkxFgytNAc6WJ1OqkOhlliWW0Dlj0GSAn+JtoIL2RJn9G6vSNN+1R3YLMI8ixBq4brdGCzFjW9c09JxY8xVqQU4lWW27fjFU93gRjwii9bwWJxmJMvDnZWBtcvBOxBv2zrCcvSzLKDZrkS94yW/9ME7slaFIjJYX5wSCeaVeEJpK+KclYITUywCZtSmPDNKBiMbPpb5HjaIw3GpIRSXr5+IKPzPVknmsiKAqwYSrQUi0myKoKKElG6SGXLwQvSZcx3pchc/EmUrtkiPflu1hvQhK3dWiPpYEAo8iin5l1mZ6XXDdkg4s/ALTEyO+80fpOyGWMklxD3gBVVbOZskEUOr88Cqz5iXG1TcpJNMYb9c96NQCw9hdgylPceU9jkJl3QabfOJ4e2nXqIUHjaWmSuCQbN08+RzbPYKpr8UhZsitz5l+sCShfBBN4ccsSgHgzYt/dzhTNEF5jzLBOwrfMQ6xmVbZqUr/WTqoYBdC4FVj2laG/Jb5VG9B+JybcAGyYyhw5Rj1M6H44KQGoXQNULGHmZep/jCD/b53qvB1BrZaRRAqb6lLIDfq41sZ169bhgAMOQCivANfdcR/6D9oZgUAQq1csw9effoBAQXscetRxXPfOZDIJv9+Pxqg2kelat4r3bY4l0RxLokNeUGjJNiarKm/UXiydCnOED6F1nXnJ1TjxzAtQnBtAfWsC55xwOM4872LcdfMI7u3Vja1oiCbRqSBH7GJt6L/KphgqAbTPC1q0O3uhtkVbjB3ySXm2ONOGutYE6loT6FYcZjeBlBQbnlXTEkdNSxzFYXIQu+EZVKaqphjUVMK2S+yo6RswavoGvHDWEDYGS1aQ49ditih5qI8kMXrWJoyetQlH79JRv25OMJT9+77xSwEANx05IFvewsX19V/X4fVf1+HFs/dgyqiqqrs10/KVTXGMmbMZY+ZsxgH92hOZxJbLKz+YZ5LJyv303WkbAABPnba7fk0y2JApeVhV2YJVlS34fP5W7NS5gPsMo+vwsS/8hs6FOfj3nl2FMtF7Pp27BZ/O3cLE5Vq5ui/c0oiFWxrxy8oqxuppdQzV3o/8hD4ludivL+1XsWV03PytGIetuOvYQUKZ6DjMWFeLGetqMX9TPXs0FvlM29AcS2GvR37EAf1K0Kkg++6wSoj15YIyYEEZ7j1+J279ADvWPyyrxA/LKrG6qoUpk5JVBH3m+ssaYzjuxd9wUP8SdCkMces0tuOL37cCAO4/YWcik9i6+9m8Lfhs3hasrmRlYtpA6l9a1oSLR83Bnj2K0JnIROeToqgMef58/hZ8Ph8YeeLO3PIAu66nranFtDW16L0rISRQtE2/x2PeKJUtAL5ZAMx/D7EQ3UDTeDw21vi51WNQukLGefvdxbVamqx1398FAFCP/w8jd0pJIejV3tPMZjrWAPzyCLDyG8CXw3exNm6K483AuMuA/a9nNsSMq6IxVvHzS4EjHtP6ggqWKcKzWi0dRzbeBkKa5FvwJkY3o3NOUGjBS5CcUKmfHgAOexw8KKoCj37MEyFZG6fBmDDNaEGOG0hQQo4jMwOpFdLodp5cOwkoyNe+I0m6GOJKrZhb5gC9ugNgXazjNCmYksSFXbTfqd9jcQDaHEgZEj2lVFYJrbd5/DVaPbseqH93fnItMOZAXD346mz5zIe1k5AsyAfaF7P1pNeESaFTuRgYdTzQ+xAoSpIxE+mEghPXm5pwHXDsC2xfwezuztyz8htQMASZxCAnq5cBnUoBAOskGevycjEpN4x7mKPZsuPAnBcsm4k5a0Fm50bzmh/JzSwpo+feJjb+BnTrolVjGLukkjSMXfrDr09r7Rk0VP/ulcbFeHLMgfjv4f81vzvmvq39EdFIuy0LcvUyYN573PXrkTxiCzLjHZAUJhKL/P4+0KWT/ner5NEtsqYz4AFg3rtQ5r0L9O4BBhmvB6OCJtmK5MKPgB5kzyEBkJMmN/oUJAShAt/dhnhJeyA/V6vHECpgUhzNexeY9y5Sh99NrmvPgD9kLt9cBswbBcwbhWTfXbLyMqcikPGGBHx8lvbsfS/OyvE/RpBdC7IAPFfn1niKJUrpQtdccw18Ph8++uZnHH3iqejTfyC69eyFw44+Dh98Og6H/OtYvbgkSXj11Vdx0kknYdeeHfHWf58FAHz6/ts4/oA90Ku0ECcdMhQTPh+jT8gNGzZAkiQsXrRAf3RTYyMGdy/Gtz9OYqyyP0/6GXvvvTfC4TAOOehAbFi7mmnD2y8/h1369sR+g7rjgVuvQyzOav3pHjacm4eS0o4obl+KktKO8Hq9COfloVOnTujUqRPOOuss3HXrjXhq5F04ZPe+uOq807B18yZ0LAxh+ZKFej319Q2QJAmTJ0/G+vUbcNnwEwEAB+3aC4O7F+O+m67JJjVTFDx4391o164dOnXqhJEjR3LHgo0rbXvsyhujwnhwW3HUNp7BHp8jtmRl8MKk1Ux/042zcaPPK2PlzpxBdQvZmFpY1zIYNW298Hm8+gHWxdUq9tqOTPGkufy3S8r1z0bvAl79iZQidPvmtbm8MYaGSJJbXnTP9LW12fIWSZUy2FIfZRUoAsto5nkrKpoZYmS01vLmx7LyrLXCTLLMMs3ZUC9U6hhlUlTgt9U1trMzZ7CxllqW2h7rKauqmb/ZzNDmNhhlsiLtGWQUhcb6Af58+nFZJfO36AzwDOZvahD2k2hdlzdZrAnOugv4DK6pHBdUanFE+ULmXGHW8hpjNtzvFhXgyfbFUJsrze7BMGQsppasZV8wMtJnUIumXmfZ72YirCe3ijKkVieHiVZ+rCVgrgsKsGYS+0xQF+uY6btU01Y+OTJakEl/3d26DBd37si3KspxJiY1Kcd1mYyjKqsyiXElzWqp1AilgDwAQNxw7jljeaTulKrMEGSmjbrLKGtdY+JgaT9SCzKTCCzbsvV+ksWaqqINLq7M8zPPJdlxM5hdkbVgpyQJ5V4vkmDbn80ubLbgMbGy66cwpFOTXax4SEqSZjUD+EqdpNmSm2wqyxY0WAjlJL9f6fMSxB1fNlgX9XLNlVn5TDKZLchNreR9piTFFmQmNpu1/lOPEABmt3Yia3P6vXPz5JsNygpyT+NmcRuMoROQgAnXIxOqQNeXBAlMjD3PIg0AMms5l8nnqIelRXFiQRbJb/Ra0Cy8ZmvtgpwgLutUiiXBAFM+4xadUAwEmchPXeVTAGtBNsYUZ64vHcvKy7GEG8+6TzBKHP4RXcy7rrUq+9klyH8iVBVItP4l/1RB5lujZbS2thY//PADrrz6aoTDuabyspK1wGVuHTlyJE499VRMmDwDp5x5LiZ99zWeHHkXLrjiWnz36yycfu5FeOCWEZg99Vfhs0XXH3zgPjz77LOYO3cufD4fHrg1a+39fsIXeO25J3HHvSPx8Tc/o0NpR7z39huGugQPEeDTj0fD7/fjvS8m4r7HsxYExmpM/uravTuefeN9AMD4KXMwad4K3P7g43oIxISxHyMczsWsWbPw1FNP4aGHHsLUKT+bnmuVxZqX/diK4NpJZma0IfPuYV2sxZYsUR0iF1cKJi7Vwo02g/pW+hJtu7zR/Z7Z3ItiZQVkQFXVtmUytoFDIIwZs5lMtxziZ5QpZUFGM6AE2Uz8zM9IMaSsbZKl1WOftANAU5SS9raJn1Um7hiHjAKsAiRpQyZKaq3ckzOoj5AfWAtvgQxkQ52MIkHQBlEYgayo3ERbFU3UbVFsmaf1MDJZKBJ0mQQu+6I2VDRSgmFjnZJtUAqSvqHnZvnN1ENjy6ilIhkzecgAQKq5jCEI36z/Bq3JVuGROok4S2ioLFFRjKgxplhJ4Z6p9+DxhS+bN8UA0FrFd8kGTBvppCQhkx2XXje6WDMZoCUJizwpJA3XzTHIZkR4ScWMpF2CTrSNxEVWsuSVKjeSULV4cHDaLbAgswmuEux9PGUFyLjICZYg0wRcHCIHAAkSu0qVFl5qdWLiWJOcOExDGziEkMayz80J4qgeXXFraQlDkqiruCa/wauCym2Qgbr1AgaLJqBbOi2VFYwCh3VNFpFRHkHWZKfHZxmzcafraa02PZe6fRvrZla7LE5Wxa4/ek+CSRilfS+ef1QmU5b9DNKkjM5HapmntSXJPOXdowrawORdMCgGKEE2zjp65jCrbCFlDH2sW2vBzuPlwQBmhXJwV4f2TPnNfh/WRqu4FuQMYoS4W8YgC4g70w465kavPBqTLrCy03WUoMc8iY6w+ofi7+1inYwAj3X5Sx6t3LAB5pRA5njaNWvWQFVV9O8/kCl3yO59EY/HIUnA8AsuxU13P6jfe8455+Diiy/GqopmxFIy7hxxGU4+4xyceeFlyA34cMEV12Lx73Px7usv4eK0tdX4bEYm8vK6/8GHcMghhwAAbr71dpx2ykmIx2II5uRg9Nuv4tQzz8Pwcy9EQzSBEbffi7nTf4VCNG68+GQ2qQ/7Xe8+fXHTPQ/pf2/dvMlUjn72eDwoLNJcodq174CCwsL0c7VC/QftgpvvvBudC0Po378/XnrpJcz8bQqGHXgo89yUhUx88moguOSz6JxnUaZsVVW5SbpELrQAn2RZuRfbIaN2iFltK3Wva9syauwnO2RAlIhJVJ7Gmdqx1hohKyp8Xm1tigiHKGGVqH5K5OwQPwqzZZRP2hl3ZhvKkIYolalt0iQ6k9fqGbJDmZrjVooEs0wtcULkbMjUHGd18XasryKlkWisW0hMsR2rdrMhBpmGQoieIYoHj3Os4ACrDLFKsDZMWo6DvIswLpndlDCbMQsykGQ2PqRNqRiX8MUitcwG87l5z+H3yt/5mVwBxBMtGW/a9DOyYxllNmQEMksgo6kovlr7FQAgP5C1suhEvLWWf5wSoG2kfYbNoR7byN94a99lq/iwsAAfArjQV8RugA0WZKPyAQBqeUcapeJISiQsARIQazQ9V5dLTwJFiasXUJJISdnOpdY1wExcZyRqkJMbxnGtEXYzbIhBZixBuiApVtGS4hNkKmOcJmEjSgsqFUOyDLGvWn3Mn9yMuJQgN6b7++fcMHoks94zWRdrM0ExWzoN7xtDAihTe9NKoCRXWZHxSKD10TaqBoJMYpBFigeFEmQBCUrLZNfFmjnizUQUyRFdzDpjXayNyg1T5nBB4ipTEsEMog1QIV6nrOIrU8BMkAEglYzCr5clbaCk3qisUMWKRdH7lY6BcfxSkBDkEOQMjFbq87t0AjaNxQt9DzI8O1tvC1HAGbNYs7H8dNyIAlxCts+oosL0O6HoCzeVfoaqqsJ1xJyD7FqQ/39ATEZFn9nyoydMwqcTf0X/gTshmUgnCkkX2XvvvQFkY4TXrV6FIXsPY64N2XsY1q1ZydQp2qZTUXfZZTf9c8eOWhxFXa2mYVy3ZhV222NvxhV4z6H7GOriED9V1Gpgt8F78GUSfRZYazMb9QE77cLc0LlzZ9TWVJvKM5llTQSZY0E2XVDF33GewRJqfnkmntiGFchIGOwQOZFLbEpWuJmorSyjXGutiSC3TXiFZMAGGTVby+xY8GzIJCCLIuJXb2lBbouMtj3WxnqTbbjpAkZLe9uKBErkrOJYRbAz/xhXdCKTyFrbSgivcU3YUYbYUbgwz0i13QaWtBv6iTM/WhPsNTsyMVmsBZ+FMlm8O/b0rMYI33j27ElJQkNEe0cyGWONG2Pm3E+WIPMIXyTRbCIUk7dMZjaWrCXBGD9uw4KcipssNhls9pPznTP3xJsFZ6LCtJFOSRLisQbIAD8+WDaT5wzeKywwu3Knsllzjf0CiAky82xJ0hLigHUN1e+RzaQ945rMbnytY5Af8NTjjtISfJyfx27q5QR+CIdQ49W2fow1XmBBTgksyHRjHacu1vRoMZEVkutOKp6vGdBYdooIz8U6czSPwrf6ATCRdEsLsiQB6aRbjAs8OfMaEBBVY/0A48XBm4OAgZCRutjEb03pOvgyGd8DzFm1Jqu2wP3eMHZtWv8F5+GKLLCIN5vdlInigevpkJbJ5IlB341MeANNTGhot8VYbPX58Jy3FbXRWrH3DJdUm12s28LM8pnmetKIkCSAsqUFOXtPkvQydbEWKTkBg4t1ul5ZldkkXbRfybnaSYceqH93/L0tyP4wcHdZ2+V2AJSYF4D5Zcwci5JSUNixGyRJwqqVq7Dzfkfq33Xr2QsAEMzJao8zd3r8wXRd5ucaPRQiiZSeRVWl1p4UCZ6n7y7Jg8qmGEryAroWyHhMifHvlKKiJZZCXo6PS/6MRLElntKvhcJhpqwn/UNF+6klovWjrKhCa22GmPn8fiiqlvgqN+gDJInr7s4clQQVLbEkFBUoCPkts3RnEEnIaIylUJoXFCpD6DMUVUVVcwz5QR/8Xr5eiT43JauYsLAM7fMC2L9vCXdjbNyMz1lfhy9/34oRh/cTbryjZLPeHEvhtSlrceROHdnEawRGC94nczahd0ke9undjmvpNMo5bU0NNtVFcO1hYpkosaqPJPHWb+tw9C6dEPTz+4nKlJRVjJq2Hrt2LcTevdrx+8kg5y8rq7CxNoKrDulj4WKdlam2NY53p63Hcbt1tuXOnEgpeG3KWgzr3Q579CjmWi4ZMqqo+GVlFdZVt+KSA3oJZaL9VNYQxZjZm3Dsbp2F/dpIZIolZLzw02ocPqgUu3Ur5N7THCMueIqKH5dVoqo5hnOH9bRFRjfUtmJJWSNO2F0sEyXIzbEUnvl+JY7fvTN6tTeHlxhlSskqJi6pQCSRwr/37NamZR4AlpY14tfV1Ri+d3dbMjVGk3jiuxU4bc+uKAz5ueWpTElZxbeLyyEB2ljYUCTM3ViPyqYYzhra3ZYiq641gce/XY6z9+lhUkBl0BKnWYNVfL2oDLlBHw4bWMrIFE/bRrTkM9q79qbSEsS+PQPv9xqOZM9helkj4aDub6l4E/DDvcA+V0JJRriErynRxN0hiGKQNUtj1up7yTfn4JC8nrjnhA8QFWzgjC7WFBW+LOHUeyfexJK6lkqgYjHQabe0tTZrZf0sPw/35TQi2LMb3i3PxsnFUlHs9p6mSP7e5xVa7xhyFG9GyheBD2YXzAyaiFVoQ/ViPDrzUZzlkc1xvmmCbHLLpMcIwXAP2H5LNZdr1kwBQc7g95wg9iOu71PLp2Nqxw7IlxVM37SFIe9r/X58lp+Lk5UE4uQeuvlm4yAlfJafix7JFBLpGFIATBZcIclqrUYyk6ApjRbJg29zw9grFkdHWWYsWRlESNZtiq2+7ERNSZJ2ykfZPIRr1yFR0pX5jkKLlSVzeM47wP43c/tVBnQLMmPBTUaRUlLwpqKQDPckZZb2UZfuJ+vmoKSkHUbW1Jm8CfT7I9lcFxmLqtHSmkoTFGZdbJkLdN4XmXOQ2TbLeKh9MdrJCkY0NCJBs5SLLMh07KpXIrL2O6ZOk/WfM3baswWKsnij6T3QuO5nqKV7QjKeJQ5tfGOShJCqmvqOOaqKkkUmrCSKRDqztlEWoxzf5eUCSOLH8f9GzxBJkkoaaMyknYIEbJ0HLP8KiXasO7UVWsvmMX/T92uLUQkkJ4GFY4C8jkLLdopamQFg0wxg4Rgkug0k5YEajwdFigIfgAQ9mi3RAsx8Dck+B7Ptk6D/AiVTMf21nxSa8f6Z+HsTZEkCAvyN146GGuNrKun+prIpBsWXiwMOORyvv/oKjhp+oTkOmZTPbKorm+JQ1SxZ7NN/ABbMnYWTzjhb30AtmDsLffoPxJqqFsS8edp9FeXo3FfLCrty6WLyiOxDKpriiEgxRBOyiYD36TcAi3+fizPOPle/Nmf2bKRkBetqWrBb18I2LciqCqxLH1GkqGZH4+J2JQCAmqoKALsDAKbMmANAy0CtqoA/nbhDIa5YlIRn3IIlSRKanGn5pKxiXY32IzGwU34bJxRr2Jo+4kZRVAR8AsJLnlHdrMlU7/OiTwf+nKR9t6GmFdd9/DsAYO69R3I390Yidfvn2lEBInkAoDWRfeG9MElLwDZtTQ2eP3MIvzwho0vKGjFjnfaDu+TBo7nEL2qQ6cZPFgAASvKCts7rfeK7FQC0I53uOGYQtzwlyNPX1OhJkFY9ciz3Ga1xVqZrRs8HAPQuCduy1t6fzui9orwZJw3hh2xQmSYurcDEpRUAgPWPHydwuyWbwJSCi9/V5viuXQpsEb+7xmnrd2VlM/btw/8BpTKNS2dgfu6nVVj72HFcbwFavrY1gcvfnwsAGNqrndByTnHLpwsRTcpYVdHMZAEXPePj2Vo4xUu/rMHC+49qs/yW+giu+lDbAAzr095WP93y6UK0JmTUtyYQCvB/rqjb9zvpJHMfzNiAiTcezC1P19DKymZ9Pi24/1+2ZLr5kwVojqcQTynCNUEt9q9MXgtASzb3xvl782Ui/TRvYz1mr69DwOvBopFHMYo0nSBT78Q0MftlwZsYqLKuzNNzclDu8+K0llZm45Nc9zO+SSSxy6ap6HzEw1yZmpOt4DmZmY4tycimxAHk63+XJxowpq4Bd636HlGaIIzunA1xwxSNhHCqkgQZgDfehLiXbADr1gLvnwzcvk5z10ZWUbgoRyPLcY8HawJZZQldOSNL2qFXQmDtInJ9t2oc3lViuC8vF0e3Rrjl6cZ0UuVsoHI2xnXuiGIa+w1JJ1kmy1ftWvDiojP9RTfuLdFaXP7lvzEotytugZggxyRJy4JdzP5mNXs9UAzPGVWkrfmyhgYkU/lAuv8nKI14r7QED1azLvdb/T48VNIeAUXF1fNHAe2KLPuEIVmzXkNCiQBdO2efX5iPyblhDIon8FlZBZdkNaUi5rP+ADQSpXUKwBPtivHp9FvxydYKJPe/Uv9OBtAiSUhKEooVJR07ne2bsgWj8P2mH3HywQ+iL9h+/SovF++iHI/6fIwFrUmO4uQvT0JhKIHRhj5NqSnUeD1oL2u+gdS6Pj1eBeTn4YSWVuEaSG6cBqTHZWXLZozo2AFPV9UwZXgu1q/PfwE/JKpwbyrOrBcAWOmRsSCdufzklhbGHfrV1jUo6NAej1TXmuKvy71e1Hs92PnH+9AUytGzbgNmUpkQxKKK3h2IN5uI7o2rP8CVcgtGGKzgKQl4sKQdJuaG8Z+qGuQZDCi/1S1HS34uTmtuZeSa50ngqo4dcE5TMw6e8xbiPbvpczwFYKPPh+6plPnYqDQ2x+vQpaEMCGnvmLeLCjCqsACPVdegoyF05p4O7YG5j+OFqmokdz2SVx0XNRULgXD2BATaR63GGOS6tcAX2txODsx6jlIFnnZEW45+T/SrEQiqKpJDz9bLLAsGcVjPbrigsQm31TUwY9e8eiI2LPwC7Xodysh5VpdO6JNM4uOyynQSP+0ZonH/p8J1sRZAZIWk1zME986Hn0ZKTuGc4w/HxK/GYd3qldiwdjW+HvcJ1q1ZBY/Ha6onJWfPCr7wyusx/rOP8On7b2P9mjV4/42XMem7CbjwyusAADmhEPYeOgwvv/AfrFu9EnNnTMNLTz9qKX9TLGniludcchW+/GQ0xn70ATasW4NXnn0ca1et0L+XFV5kLXOGuLkvDDfkhELYfc+heOfl502yRpOam0bnrt0hSRJ+/el71NXWINLawrWsqBwCnpWVykFcHpOK0ErNQ4SjSNCfwfkinpLFMcvkM42lXFvVIrCM8jt2ydZG4Ua9JWbezP22ukZcnshBSd2m2ogjmVZVNgvJgJFUA8DXi8qFpIy2gbqvVjTGuO1oifM3sOtqWm0lM8vgk7mbbbm4UjREkgILMr/82mqxTDyMmr7B1tgx1wXPFpVfUdEsjN+lyIzjN4vLhTIZ43EzELWZEj/67lxV0WyLjGbmx0/Lqyxiis3tbk3Iwja3GCztGayparE1dpm1PWd9nThWm9NPm+uittzEMzIlZAUbaltNFmQV/JjFJo8HycYt2b+9XlzZuRQjO7THGr+f2by8WVSIO0tLcIdSxiRZYepL8YkgPdInJUlYHvBjSiiHyVxLUV+1BBFCDJjNtIUFudkQp5eSAMRYC/KSYBBnFfnw6ZL3uO6kels8/K3OgmBQbL2jZFCJQoaKkR3aC5/BQ8IjsXG+ErJxrIZq5NrVkOU4opJkcO1N10WuVfh8mBmrwKjaeajzeMRKBq8HSSXO/a7a6zW5VwLAzFAO8/xPvFH8mBvGF/l5jFWRtpEqIESISRJ2690Du/XugWSs0STznDTxWJHO8MuzRqk25kpKkvBRYT5SkoTn2xUhUZs9Pzbm8eCo7l1xQrfOaPB4GPdQAPikIB/v+hM4ZYZ2dBklS7/khrHIq+CRknYmi+mm5s1Y7JewxedlxvvDkBeH9eiGh9oXm1yI9Xv9fjbjPIGxj6aEQ5iQxyo7UpxEdL/n5GDcmi/wddBcx3pCmGeEQsx3v6bq8HVeLhYHAyZSemGXjjiza2d8lJ9nWk/Gt6DIksgkjKNtjjdz++D1dV/AeJZ4UpLweX4eWj0e3FNiXo+3bxqPh0raY3ZOkPlujReYFg7h2jSxp+P0cEk7nNC9C8bn5QrHAmDnQ73XixqfFy8VF5numRYOYVo4hBk5ISQatwrrM8L4zqP1tjIu1tBzGQBgEpDVer24ubQEP4dDiNPjqzwe7NezG14qLkSycYPp2e8XFqBZkhhF6tPti3Fi9y74qYI9G1qVJKwNBDAzlMOMacqWeeqfA5cgCyCiZrzr3Xv1xm/TZ2PYgYfgxScfwhlHH4Szjz8cH7/7Ji686jpce9vdpntSxN348GOOxx0jH8d7r7+Ek4/YF2NHj8KDz76EoftlzwF89qXXkEqlcPZxh+GpB+/CiNvusdEGFsec9G9cccOteOaR+3H2cYehfMtmnHH+xfr3xjhHqzYDYgL74DP/hSybZdWs5kDHzl1w9c134YUnHsThewzA4/feLiTh9jJMZ5GUFeE9IohcrIVKEoeyVjTFHJEmRVUdEzk77s8U5Y38zXo0wZczpShiwiuQSUS2ebGqgNZPvHY3CUhZcywlfAaPtAP2klVRbG2Icr8TEcX6SMJWvG8GqiqOSxXJtLmeT1xExLkhkrDlYp1BSlG5SeUA8ZoQjZFobtS1OpNJUdVtmH/Oyte0JGyRdiqTqA0iBYqwvECm2pYE0+6E6hdutFs8HiSTrdzvqnxebobRZcEgEkn+fGoSEKsIzVgMCcO7dsaITqX4PSfILV/TvBlR4nabkoDNPh/eKcxHlZoUEtRWw2bxrg4l+DXHb9oQLw0G8fC8Z7DQsKln2iIgyDslEsJ7eGQQECdUEiHJuEtLiKgyfgiH0GhQnKeidbhcLcdR3bugjrGImi3IFHVer1DWWq9XuOHf4vNx2+JT+US0TFAeAMp9ZiOAFVYHzOPIutGKXdl5YAly9nqt12NKktTs9aDJ68X8nCBDBgBgBSH6KWjeB0Y0eTzCsajxehnlQmvaLXZsQb6w71o9kjhJF+fyMwZLfSrZki5rLrzS5zF5F1Bre5WXP25f5uchRlx6WzwelKfd2KeGQ6b1lJIkfB8OYV06b4Ao6pY5e1gCZuUEMScnCCgpbpgHAESTETa+mpQLqqpwnlT6fMI6ZUM9m9JejT+HQ8KxBfieGrVer/CeKp/Xkdtxi6Ffv8sLY6Xfr2XVZ5J0SWj0ePBQ+2Ks9fuYhHZf5+Xix9wwbujYATFDnL8sSXizqFBo6Z2Xk8PtzzEF+ZyrWlgGPWv6f40g/71drP9C2IljpSjt1Al3PfwU7nr4KctyCzen448MLGv4BZdi+AWXCu/rO2AgPv92ErMRzdQFAEP3O5D5GwB23X1307XLrrsFl113C3Ptprsf1GRqw8r03YxFzN+ff/09WhMyY/0AgD79B+L9L39gri3cXA+PJOkk8sobb8OVN96mf69CxduffW165kefjsX6Gv6mjwdZVYWElwdFVS2Sn/HrMY5dW2iKpRyRgVhS7LopIrw0XtWeTMk2sw5TNESSCPn5P6bCI4EcKAUArQ08q5+VTE6f4YQAAUBVMz/UQiRTY9SZTF6P5LgNIplEigetn+y3O+D1OO6nikY+mRLN1waH/eTzSI7XBM2Wbqd8UzQpJNX8ehShlVpEeCMid16LOHQ6FnGYiYX+TI5FLIM6jyedYdT8ky8i1Y0CUtlCkuA0kM32a0WF3PJV0WpEyYYsCQmPti/GtHAIE+MJnNLcwr3PSJB/zA3jx9wwbqqr55b/Oi/Xsm94SEKybcHW73FIkOmm+vP8PH2zuVOcnZ9L6ldhjicJwIvfGDdL7X6R62eThQW5ziPevP9usLBlICLbzR5J6MotIloilPt8CBmTL5K6Ix6PUHHCly07VlT+mORBQrAmGj0e5Bp+yylpahCMv1aOf73FYixE16OSuK28sTNmQM6seWPSN+2Z1gqdGoFi4/P8PGadbfKzIQpGgvxrKISPC7V5vXD9JmF76HnK6/1+vFJcBACYvWGzcJ42KmLPEL+qiu+zGIt6wdj6YfbsoODV54FqGSbiJLNzi+E887eLCjExNxdjyiqY6ykJOL5bZzR6vVgRCDDPKCPx+DNDfKVltczfQ/yeE+C+Z7wC4tvk8cDzP0yQXQuyAE7PA3ZKqI1ZZtuCVYIrEf4MmbaXtVYE0WZWBKcyqeqOl6k55oygOCUPgBYP70wmZ6TdKckC2CzMtspHElyrqWh4GiLOLH6A+FgoEWpa+CRLtLYaHFqQrYifUKZm+1kxNZn4yhARVAvLqAjljdG2CxE0Rp3JFEnIjmWiZwvblcnJfGqKpbbbfBKhIZJk5pMVQW7yeJBI8cehzitORpUkrnoUIoJIvXc2kUzTovL18SZEaeIXSXNBBLRzQZ0SThFxb7UgGk2CxIpRj5ggi54jIqoiUMsPfdbyYIApd3vVZP0zdadcHgzgtg7tsdYvSDpnQVwjFtbJcp+X21/GTXoGTR6zNTIDozW8LTS3QYBbPJLQ+sdDkiG2WVkUQLgmWjjtoUqZegvSL7LKt1q0SzTPopYWZPP1Xgn2d/X8Lh3xbmE+M8+ydYtJIqBZvEVoEIxpk8djIsjf5WWTtU4P5djyslhK5v/cHHGoQ7MsJsiKJO7XGq9XaF2uFigGar3W/WVU2gFIh7zwyzd4PUgoTgiyuf6tfh9WG0IYUpD0Y84W5wT1028AzUMig1WC0IetMt9rKCJY41FBn7QY3p8i76Z/KraJIL/88svo1asXcnJyMGzYMMyePXt7y/WXwynxc2pV3NHEDxCf7yuCc5mckUsV4qOqRGjLqm2WSWVeFnbKOx5rhzI1RZ2R0XqH7qcAUNXMt+CJ0BxLOSLh9Q7ddAGgUmDpFKHWIXnQ3JmdKRJqBVZFEWpanPVrvUOrdjylCN3BhTK1OpOpIepMkdAUSzlWPDhV0DQ6nE9NDsnrtsjUEE04IrzNMb7Hw/aUyeiREIdfuCFs8nqY458o6r1it9ByTjwaIHZLpthISJsskivVyrjhNRg25XaeQ7FeQBStyKCICEQl6/hdHkSKAKeQLH54mg3PnpiXiw8L+Ynzmrxi4ipLEnMEEkWrgDzVCvqq0etBXFCXUd62wCOnFHUOCTcF9WqIeCTmCCqKVgvlCADGzZ0iYUHKIpJYWSGeg2I5eNfrOXL9p10x9/4WSdIzj3s5863aYtxqBd/VeT0mhRNd02v9flvKDWqVXhkQh0e0yAlhn7ZYuLtv8vuE31ULxoJ6XAQ5e3reu8rqHdLgEecA4MHoHZDBb4ZYcbpGC2Xx/kE056oU/j4oIvEVUyJlUavHwx759P/dgvzJJ5/g5ptvxgMPPID58+dj8ODBOProo1FVVdX2zf8gOCWXxjNt28I2WWsd3fEnyJSOKbYLVVVNR0y1LdOOVSSkFGdJvbR7dqwFuT6ScLzxrnK48a5vTTgau21xZ65qckbknJLRbbFqVztUJDgl7Y2RpGOrotNnbItMTshoSzyFiCAWXYRKh2Pd4JDwOvV4ALSYdidw6h6/TTL9Qat2XPULrRXNHk86o6gZtV6v8L4NzZu4150SVxEqDcm+jFaSKofxq+sEVhGrWM4Nfn40WUyShP0isiCLCLpTiBJOOQW17Po4v2WicWwVEDPRJr3R47UktU7QYjFWAHsGtlNQRY3Vmmi1IDYAsE4wzuUWsdj1FhbI5UF+ffUWMaw8a36jA3f2euI5Eub84FtZkEVW1gav1/LdIFIsWKHB6xFa5ZsVcab7eo9HaN2ssxgLEUGupf3FWUs8C3Kj1yMMS2j0eh2dgyzCFsN6oDH/VvNB1M4qif87J6pLNN5GN/b/9xbk//znP7j88stx8cUXY+edd8Zrr72GcDiMd955Z0fI95fBuQV5xxLqbXGx/jNkckrbHcvk0DKvEWTn7XACp4oEpzHILfGUMFmWCDuajDYJ4oOtIIqVFaF2W2TaTjHFIjiVqSHqXLnhlLQ7ViRsg8t+rUMrtdPyTt2+WxIp07nhbcq0De7Mjizt29CvzpVArKU9DutEVPScVea5Fi7WlXF+TK/ILdkpNinWa060iROBnnlLYRWLK4qRjXok4cZcEfWXQ0K/o9Ho8eqWXWNMLWBt/XGScMwqptMprCx/ABtH+UcQ9XjQKrCWWSlUADZ8gCLi8QiVJ9Ven3A+VXn59ZX5xInUeC63TkCtqGFOYiartTc/yI9fbfF4LEmwlWu68B6L+dCspITjpEqScD02evghBIBYKdfs9aDVQqHAQ0qShAqdeo9HmLDMCerS8yBj1Ra9m4wQKeGaBLeXCfpF5BGgzS9azpZY/xg4Wn2JRALz5s3DkUdmz/XyeDw48sgjMWPGDIs7/3lwbkF2til2ShT/DFfgv6VMTkm7Q6v2tjzDaXmn5FJVNSuyE1Q73Hg7dTVuSYgzRovglLQ7lWlbLHjOyahzmZxakJ2TdqcyObe0O1a4OIyL1mSyTy5VVZx0SyiTU4VLLOXIZb81ITt2j3c6dsY2xCF2G0xJEuoFRy3VeL3CTU5Zsol7vUngTusUWyTNruAR/Fg4tSCLN2ti107RRjHi8QhdikVwSuh3NKgFOY/z4zcjJ8d0DUjHIDt5joWlzCmsklkBYvfebUGd6RAiDZqCQHyf1bxYKfBiqLZwQxeRqAaP2Lvjj7rz13u9ejw7j/BZeTHwMnhnkFE48VokSoBlhUavmMy2qEnLuSJSpjRYWJArBcoKQMt+DQAhB2f6iizxVhmunSCjdOBZtbcFMcEYrQ4EuNdF2Oz3o4L0//9rC3JNTQ1kWUbHjh2Z6x07dkRFRYWpfDweR1NTE/PvnwLHJGsHW0YVh9mZtWfseGvtDrdqOyyvKH+C9d9heafWNcD5Rtop8XNa/s8gKE5lakmknBOUHdyG5ljKsQX5j5KmttAUdR5T7HTObot7vNN37I5WbjgNOwB2/NhVG+qPw8/NVptBpYffgBqLzeI88BU028vFul7SZCoU/L44zYAswrZa2zbYOMOXQmTBtgueG3QGpQ49EgDNxTOhE2RzH/OSNwHaWcpOLMJJSdpuc6JFsrbebk8lhIjotmVBr7OQYXJumHu9xucVrs/ZgmPQrI6N2h7x7hVpBZQTwtcWMjHHuZypbNVvIlhakFV5mwhyndcrlEXkPg5k3ZftWpAB8Ryrtcj94ASZuHpj5ve/A2aHsgo4WZKgbMd59ldjh2axfvzxx1FYWKj/6969+4583HaFYzK6g62QiqpC/hvK5NyCvGMt89vm9u3U0r5jsw4DzjfSzstvg0w7mKA4Lb8tpN2py7RTmbbFPd45aXdurXWcKXuHEz/nSiPHMu1g13Xtnh3r6WFsQ1y1zvoscjestTgrt1ywC9huBDldj9H9t0NKszc4ian8O2CFQyuLEe0skupYfSdCDbHs5jrYnKYkyXEc9Mo/2PYMWtqw3m79AzHIRtQIrNFtkfRl29DWaotQhioBkWuxyEK+PQhyJgOyE8LXFjLKKF6dTmKQMy7DjRZEshmKnmiMhwoLsisiyFZKuYx12claEr13Yx6P5XFhdlGnW5D//uQzJTs7veTvDEcjV1JSAq/Xi8rKSuZ6ZWUlOnXqZCp/1113obGxUf+3efPmPybtn4gdncXaqeUVcB4ru6NlUtRtsSA7TwS2I+sHnPer0/LbsvFuijlzVnH6jG2xaovOdhXBudu3c5mcJpOqjzh7eW/L2Dm1ajsm+Q77qdVhHwHOZXI6X5sdlgect9vpfN2WsXYsk8N2G9eQdsyTuLxo46cIspNawcnmvMiC2KUE7r/tHCo/twUit+4/gto/GIMcVlSEBL9TIiu7FZYGgsI+3t6YJ7CCOkVzG9Zb0ZFW2wKxdc866ZjTzNxAJtbf2T2qJAm9EraH9XFzui/tuucWO1DShAkZKkjf5yQGuTRzj8cjdPdvgbUFudzCXVoEqzwCmXF3olCwUppZEXin2J5Kjj8KkTIvlXR25OPfGY7eAIFAAHvttRcmTZqkX1MUBZMmTcJ+++1nKh8MBlFQUMD8+6fAyVFBLlxYwalL9rbAabbvHbBvNMGp1fLPkOl/Af9f+2lHt9vpGgJ2vEzGNWR1DjKwfa2xojg1I4KKglwb7zijBbmdg/NBtxX5FoST5478ZyCoqggJJo4TcpIBJXK8JF3bE3aTA7WFtpJ0iTJpO0HGlV1UV7VPbO3dVkQ9HlPsrh2vAKdu/tuCsM25UehAcUXXffv0fbxMzyJkQgqaPR7h+6YtZYoohMAKdki8EzIasWhz03Z8JxstyCWCkIyuSecKaKvQDx76JPgqjaT8/5QgA8DNN9+MN998E++99x6WL1+Oq6++Gq2trbj44ot3hHx/Gf6/bkJduHDhwsXfEwmLc5BFEG2ieOd8bgtCqmrL9c9IVrenBVlEDAss2uiECAAQWn2dIqiqQrLi1IJcmmI3wpT052/H/rXyENgWtHXM0/ZAW8S01eKIoG2tk4deyb+Hyym1IAcUFQEBAbSag8b2U0XPtvRNxoKsSpIwMVuzx8ON63ZK6NqC8ZxoO++0nD9ZyWYk7R0EfV4qOyfIVu9KHjoLfldSSWdJR//OcEyQzzzzTDzzzDO4//77MWTIECxYsAATJ040Je76p8OJ6/B9N12DGy89d5ufNf7Tj3DgLj23+X4r2JXtvpuuweDuxaZ/m9av2yFy/RnYkf3qwoULF382FHgQk8wWCSNRouiR4m/Qu1nc4wQ5qmrPgmz4TW2/HUmXiOxaWZC314bQKUKqKrROFTsgtV5VxU7EiuNTVeSQPrZWDjhry/aaKxm0CEiPU7ms0N5GX/Li7NtbjHM3C8uciLAVycp2U0Y5QQfDmFGlTFBVkSMggFYEucjQp7TOdtvQxrCq6oocUWI2UcbzHhZj0UkwX61IdV+DRdSOBbmfhfKjxw5QjBjd5EsF66VkG5RjBQ7vEXkApVL/jy3IADBixAhs3LgR8Xgcs2bNwrBhw7a3XH85/j9akA849AhMmreC+de1x7YRzGRie5z+5sKFiz8TO9io42I7ICqZY+66W24W+RuZzikZ0jb+0FFrS44itohSGF2at8XiJIKIDOZbbHKdE+TtQxKDqiqMBy1y4HYeMFiiA6oKv02CXOSw7VbEcFsQ8XgQ47jGdknJeizrH4Wd+ZVJfkSJUztFFnoLdLeYAyJSlqcoJuVQBke3tLYp47aia0ps7fWDVaZQWHkLGOdn+A9akAOKiuJ0nWKCzPc2sCKgomzwXS3Gz2jpt2NBHhwT73N3jm//PbDxPWtUgmSvOx8LUdiHCCIFZzL1/9iC/P8BqoPkU34biRzef+NlnHbk/hg2oCuO2mcXPHr3LYi0tgAA5syYivtvuRbNTU261fbV/zwBAEjE43j24fvwr6E7Y9iArjj3xCMxZ8ZUvd6MhXTa5Ek45bBh2HdgN1x93umor64CALz6nyfw1diP8csP3+p10/uNbQgEgigp7cj886ZfWnNnTMM5JxyBvft2xBF7DcJ/n3gQKbI4Lz3jBDx27214auRdOGT3vrjqvNMAAKtXLMM155+OfQd2w2F7DMDdN1yJ+rpa/T5FUfDuqy/ghAP3xN59O+LoYbvizRef0WV67rEHcOLBe2NY/y447oAheOnpR5EkL7KVyxbj0uEnYr9B3bH/Tj1w1nGHYunC3y37NQOfwzgn3zYk7ehY4CypSbtcZ5kznZYHgPygs6QWxWFn8VHtHcqU4/c4JmZFDmXqVMA/C1SEPId9BACl+c7GunPhjpepg0OZnPaT07EGnMvktJ+2ZU04bYdTmZyuIUBbFzzEPOZ50NdisyiyohZ4gtuUFApgrSshC8JHYTyixK611E6iLREZtCKJTglylz9AkKkiwsrF2okVx0i0c1QVftJVVtZzp+7lfWxaw5y4odcHcwGwfRNSle3mem/HQyFzfA5V3uQqqnBuWCmiOgpISZ6iCuPdh8V2HJkwkkG6ZoMWXgxW7wTjmqXtMn5nZy4EVVW3SovOQ68jydRonVbKio6Cse+RTJlcqTMwWmPtWJCtlGY7IgmhUSaRBTlXVRyHhDg9BkzkofH/3oL8Z0FVVUSSkT/9X2syYvuYJzsE2ePx4I6HnsS4STPw6POvYvb03/Dcow8AAIbstQ9uH/k48vLzdavthVeOAAA8ft/tWDR/Np5//V2M/WEqjjr+ZFxz/unYuH6tXnc0GsX7b7yER59/De+O/QYVZVvw7CP3AgAuvHIEjjrhVMYyPGSvfUzy+dpIclBZXoZrLxyOXQfvgc++/w33PPosPh/zAd588Rmm3ISxY+D3+/HeFxNx3+P/QVNjIy4/62QM2mV3fD5xCl75YCxqq6tx29XZePUXnngQ77z8PK644TZ8MWkmHv/vm2jfoVSXKTc3Hw//52WM+3kmbh/5OMZ9/D4+fOsV/f67rrsCHTt3wUdfT8KXP/6KS665ET6/z7Jfs2PnjJX5tyEZRHHY2cbbKUHp6LA8ABSEHJLLwpCj8qUOZQp4PY5Je2eHMnVySGiKwn44HW6nz3A6dk6VLcCOn0/GNttRdOxwmQzl7azzQocE1nk/sfM1YON3Iz+HLxPPgmzlbiiKz83zh7aZINPNVI6q2LIgB00xfvZ+Y+2UE1uQt5+bcam87Rb3sNHiLqjHyuJtRFBls2EHVBV+2LMgO1UO9LGZcNFJ4rNanza/6RiFFNXR8ToURvdZKxfrzDhmsr7TEIFcRREqEERWYkDsYpyripPYibw7jDijqRkhRcEBEfvkw5ioiXGxVsQWZKt3gvFdQgmbybosaDNdQwFV1b0ZagQW5DqvF42czNIihQRgbc0XKU6MZNNOwrsSWRYS7pLtHLcPsFZtj6oKSXhQVS3ffTzkOEwmK+rHVMr5aRB/V2y/w+Z2AKKpKIZ99Ne4b7996A/I8ba9Cbez+Trvsqv1zz169sQNd9yLB++4Cfc89iz8gQDy8gsgSRJKSrNx3OVbN2P8p6MxceZi9O/dA43RJC686jpMmzIJ4z8ZjevvvB8AkEomce9j/0H3Xr0BAGddeBneeOFpAEA4Nw85OTlIJuNM3UZ4PRIgAb9O+h77DuymXz/wsCPxzGuj8On7b6NTl66465GnIUkSevcbgJb6Kjz+4P248sbb4UlbYnv07oOb7nlIv/+NF57BoF12x/V33o/8HD+aY0k89Ox/cdQ+u2LT+rVo36EUH73zOu56+CmcdMbZAIDuvXpjz332g9/rQTQp44obbtXr69q9BzauXYOJX43DxVffAACoKNuKi666Hr37DUB+jh+l3Xrp5Xn9SpF5ht4PkmR5rJSxvB0UCDa5InQuzMGy8ibb5TsWBLG83NEjUBDyY2uD/R/azoU5WO5Apk4OZfJ5PQgHvI6OCnIqU+fCHCwgp8xJknUYRdDnQUHIj4b0sVA5fg9iSesfHI00Ndqqf1tkKskLYm111iUvHPC2ecxVx4IcLN7aaC0IgR3ySuXsVJCDpWXZccgN+NDSxvFKTi28xn6yU56uoZDfi2QbSUtEZHR7yWRcE6GAF4moxQZeAvJzfKjmnOUc51iQRRYTAMLNea4/H8Fos4XUYtA6cwxZmYOKYsrkCwA5hthpu1l1w4qin7sqgtE6nZVTgaSq3PN+nZLEfEVBgaJsU6bwsKLo2X1zVAWSwt83hFQFPlW1dSSXMRt20IGLtdNs1/1gb33kKSqq2yiTLyto9npQ7ckeTdXkzcrl9DiyDEKKimayHzNu4EOKome07plMYUPAr59NTPsjT1GECcQKFIWph0KkcMlXFKHiwK6V8Yb6RtxVW483iwoxLWxPOWyMG6dKGUsXawuiROdbSFGY+ZY5vizTN2FVQS3MayWsqmhN969mQdb6jXdEXUBRkfBkj6hLkWERJagCxOQ5X1FQqCio4nxndEu2q5jLVRRupuo/QpD9qspNxmj03BGt43DaC4LXThFE80EEMUH+33Gx/lsT5L8rJEnSLcxGC7JHkkzu2TN/m4y3X34O69esRmtLM2Q5hXgshmg0gtxwLvcZq1csgyzLOOmQocyGNJmIo7ConV4uJxRG91699eeWlHZCbQ37EyVxkmEY2+ORJAzd/yDc8+izel2hcBgAsG7NKuy+51BIZMHus+9+iLS2oLJ8K7p26wEA2Hm3IUy9q5YvwZwZv2Hfgd1Mm/+tGzegsaEBiXgc+xxwiEkmr0eT6dvxn+Pjd1/H5o0bEGlthSynkJuXr5c7//Jr8ODt1+PrcZ/g0MMOx0FHnagrC3ig42NUbng8EmSLo158xvKcsTaiINT2EvN5JP0oKKNFLuD1IGHxI2okNG2VB4CCnKxMuQEv95zcgM+jHzHj1DLqtA1+r4TCkB9b6jXSLiJ+tB76DDtE0ShT2G9ut98r6Uf9BHxeFBKCnBvwIZa0jimiFl5e/dsiU8jv1ZUyoYAX+Tk+/SzdcMDXZrs75GfJ6Lb0Ew+UBLfLDTD9lhv0tkmQ88n8E8nkkYDMXsCOtwCVoaOxXwO+NpUvdE3Quiis1mlbMhktyLkBLxqjYrdVv9fDkHY69+OSFzAcQ9jRwrIlssjlBQuRE9lq2QY7dYYU1l0zV1XBsyEEPSzJMhI4ETG04+ooSjgUSCeu4mUrdpIQKyNHWwRZ2AYDkRXVkJP+zo6q0NjvQYV1sS6w6Ldch4bw7pI9UmbHatVJTqHZG0BV+uTbMn927eWoKlLb6NUQVFVQdY8xzpru1HqmUszRSnlk/uRayJCbTkgX5ehrRHHdeWkSxUOI4w3Cg19V4YczxYaJIBu8DYRJuiSxMiRsUIz5wP4dJn0jWre5RFkUVFXdYs075ilXVZAgq4WuvQ5pjw6e8ksUDpGnKKZEYxmUGtptR4FXoCiMgsfp/SL5cxUFDZz3jFEhJoptDysKsxYDqtpm1njq4RNWFMujqwDx6Qgp2SXIfwpCvhBmnTPrT39uUlawoTopJEAeCcjsn4wky+uRoJDN1dbNm3DdxWdh+HmX4Lrb70X7du2xYO5M3H3TtUgmkvDk8idtpLUVXq8XY779BR0Lwqhuiev1B0NhvZw//eOS2VBS8p4B7wm8cqFQGD1694HP42nzR8pDFlvmc4ZQZxCNtOKQI4/BjXeNREleEDUt2W1Tl66dsX4tmyGb9rcEYPH8Obj7+itw9c134qDDjkQoLx8Tx4/DB2++pN9z9c134thTTsdvk37AjF8n4T9PPoonX3ob/zruRKHcWYJsVG5Yl/d6JMbKbIsgk01u0OdBnOOqRq2nxtjGgM9MLil5Nbozt2WZCng9jIt1OOjjErncgFd/RmfyDPpsCkoGSvMNBCXoRSIilsnn8TD9lBfkEz+fV0LmMpVJRLIooTH2ayhgbnfA60EyrRUN+DzweWg/eVHbRj6VDnnZZ/Dqz9SrKx5MY2e+JzeYJcgBrweFIb9OkHODXtS0WMtE+9WO4sHYTzzLeSiQJcE5fi/yc/yoa02kn+EDuPSIyBRqW6bcgA/NccGa4ChcwgGfTjjbhQNMmXCwbYsfS9p9XPJqtU551n9aj3n+WcvkkVjSTtdQwuMBwPaZlQU5T7RRDbVDsG4bXYYNG+WwgTDzGGCOgQwYrWf5isI9n9QHOwSZujAr+mY7pKoIqip4/jLFNjaw1JLjQ9vZuo1WzAyM/SX63chRVHjaUGhnUKAojKt7UFUZN+N8C/IVtknMMggEcpEvR5kzlzPy0mRbgxIJLMqxDgXJjHtG8t1icSxO39Pk8Ti27OsyGvrUSNapK6yW4ClL+ql7aa6iMAoKqvTITVuDazgTXES8CmQFeYLxDnjtedNk2mYncVQGnVIyPKqqn11NlTRelW1zjuRFTNXeIUUesUxsaIUKH2lWMP0eyFiNRUoYuhYCqjnee6d4AsuDAfjhQa6SFJ5ZXCLLyFWBFs5yESor4BN+10Fi223HgpyvKMIxsZP0KqSqiHAJsooGTrOpgsSvqswxU9RzJ6yqTLiGXwUSFq8Vn8EbJU9REeHw427JJLb4/dgzFjPNaa+qQpYkJFP/Owl6/9YxyJIkIewP/+n/gt4QJEkSxtN5yRc8CzLF8sULoCgKbrn/Eey+51D06dcfNZUVpDzg9/shG16ug3bdHbIso66mGn3790OP3n3Qo3cf9O7bl+sybHyuLl8gAIWTGdNIBuntxu/69BuARfPnMIR63qyZyM3LR8fOXSFSNO2y22CsXbUCXbr3wIAB/fU29OjdB3m5eejRuy9yckKYPW0KgLSrty4QsHDebHTu2h2XX38rdt9jT/Ts3RflW81+jb369MP5l1+DMV9+jSOOOQHjPx0NSdCvVFZj0i2J04dUJo8kwcP8zW83hZEM8JBL4m9pbKMkGfokDZrwp13YzyTzyW1j4y1JMJFRHmjfUGtZ0McfbBpr3bXIaC0zP4PGvfu9EmNpF8lE38e0n4KC5B7FxJXXaMELBczt8JO2BQwy8dpgRCEpz6sfYMfOZEHmjF2OP3st4NMIshOZKPGjdVEUWsjEu4fKGfB5WCLXxvyzKxNdNyaPBM4cpPM+N+hzPHb5QdqvfJmorHQ+idYEncfFuQFG7tw2Yu49ksQqN9LP9uYtw0f55ve5yBpamkox7p10cxoOlzBWA48DrkytI8Zji0Qbxhwva6ExZr0VuaHakYsSZEpiQ4rKtJHGPxaT5wcYS2xWjs6pFLoHiuBXVQyJxZkNKi95mMiCaiSyYZUlZNlyKnwOCLKRbDAxyF6xl0OYuOnT9lKrUAePRlo7pVJAIJfridBOZfuht41s18Ysyec3Ze2+qiTZOjKMByNBNsah0hVndH+lFscmr48hC3R8ci1ipIsEc6OjLDN17B7ugq7JFG6rrUfQ27brugeSLntbfdOF9H97WWbiielc8cJAiDxZpUaRV6zgYBQ9itmCTOUrFNALoxXUGO99WCSCd8or8X23f1u2t0NKRq5grYhiyNt5c4RZutv5QowSxYkFmQc7BFnk1izMG2EgyEZSm0FYYfNCtKWGCaoqozApIP1KFZsnt7Tio0YVz1fWIKiqzPs0oxD5X3Kx/lsT5L8KGSIoIp3U1TYTv9vc3IQVSxdjxdJF6f8Xo6JsC7r36o1UMomP330DWzZuwFdjP8ZH772t3+/xSOjSvQcirS2YNXUK6utqEY1G0KtPPxx36hm456ar8e1X47Fl00Ys/n0e3nzxP/h10vcmmXhECgC6dOuOlcuXYsPa1aivq9UzQEsSS/So1tpjqGv4BZeiomwrHr/vdqxfswq/fP8tnn78EZx/+TXweDzCfjrvkivQ2FCPO0dchsW/z8PmDesxbfIk3HfztYCiIJiTg4uvuQHPPfoAJowdgy0b12PR/DkYN+YDeCQJvfv0RUXZFnw3/nNs2bgeo995HT9P/FqvPxaN4rF7b8OcGVNRtmUT5s2agaULf0fv/gPglfj9SpUbAYOmn9cK2q9GwmrsJx4oeQgJyADtP0ougz4PN1lcUSj7uisM+xlXzHAbG++krLDkQWBdo1bizgwZEJBRQpDb5QaYtvKsZXQNJWWVIX4ii1+cbN5oFuugINtvOyJTR0Pm5LDf3E9U2SUrrExtERqAjWPl1Q8A7XKzchgtyDxyaSSDhTYULkKZBOVL8rIyGZNP8ZJJUcLp9UjMM+yQUaNVmwcap0ytrx6Jr5ii4xMOeG21m4KxIAvGmhLeTgWs0oi3z6HPLQz5HSkSvJLElckbzEaV9SbndmquudmxuiqqoliW8XB1HbNR6qZmy5Tkd0cOeevxg334YFyGFdaCTC1HYWKNCpLPvrR7ICVnoo2mnU0KjUFm3L9VhdmE0l6nZJb9zJLOD/e+D99sLkP3lMxYTXibdxFBNpL2sMLfiOeo9i3IR7dGmA2yMYt1caBAeG+IeMdQN00aV3h8bm88X1mNL7aUA4E8bhKf3oqHUUDYOQrLaLmnZOCgSJRxdxYlQOLBTJBZIkQVD0ar5b9asz4GPo+fGZ+9YlmPmO6pJHeeHhKJMsSLEvBeyRTyyC3DigZg4pYyXNDUjICFEiODgMcHpC3NTAwqZ64dGI3iYjkXj/t7pq2I7FrQ61RZApfny8pR6BHLZJxvjAVZUZlEXSKCbLSCGpOChRUVQ2NxdMjrbFJGvFNeCZ+q4t6aOuSpKnLJM0r82flOx5daWTt6Q0ILcoEvbFJWZZBPCDc9hqydzLrPn9akuXRd3NBkK+mViAiLlDBhw7uMvtvoWIdVlVEI+dsQxehyX0hIcYk/nym3myeMYkWBBPZ9+kGwPyZFCzCk/c7WD/sHwSXIHGTmtciCTI8H8nkkSJKEuTOm4sxjDsYpRx6IM485GGceczBee+4pDNx5N9z+wKN495UXcNqR++OrcZ/izvsf1O/3SBKG7D0MZ5x3MW6/5hIcOrgfRr36IoI+Lx569mWceNpZuO/uO3DyoUNx02XnYfHC+ejcpZtJJpEl+9/nXIg+ffvj7OMPx6GD+2HBXM1l3TjwrAWZbXjHzl3w8nufYunC+Tjj6IPwyN0347wLL8Ll19/KLZ9Bly5d8N4XEyHLMk458Tic/q8D8PSDd6OgoBDetLxX3HAbLrjiWrzy7GM4/uChuP2aS1BfUw1JAo467gScd9nVeOK+23HKEQdi4dxZuOKG2/T6vV4vGuvrcO+NV+GkQ4bi8ovOxwGHHYlrbr5L2K9UMWAie5xmUELtlSTmb1G7KYzuzDxQEtS5iCWjvP1BcS61APtNMZ1WMFqmRISGzieGjAqsZZTQFIVZmdqyans8sCUTtWob4zPbkqk4N8D0DY+003p8Xo8tIkfBWEaFxC9bZ5cio1XbWiaPJBkUCTbIKGPVFhG/7HON1n+etZb2hQQjubTuJ6PFWSQTJcGmNcEpT0m+oqqO1sRePYttEWqawK99XnZuiazg1PLtNygSwoJ2Z/p7YKd87hpS1eyzjmqN4LEWYFRZJSQAub5sP/1LDuDXTVuxfyzGbOhzvEE8VlWD6+sacGDHvZm44LCD7QDd2PmgGjbu2c+lwWLybJYgS2Az/4piIu3QRZEFOUdhLSNewwY/A7qhpp8Dqop2HXdD5/SmmEnmxJFXZAVnMgirxvOLaTsU5jeGhxcrq/HYXrfjmNaI5TnIJb4w73ZIqoogsRLSNlGCnOMP44hIVFMKBMJMf53b2Iyd4gncLOcxm2Q7WdGNrsh+VcXYreW4QynC6c0tQpKSgejYL2OWdCMJZuQ0HlekKrilth5dg8W4LBViyGTvZBLvl1Vg/JYyBFW2v25rTuLi3L54rLqGaXunlIznK6vxflkFihQFeaH2+ncBf57+OcfTtgXZ7/EDOUUAWOLEU9AEVRU3owgn5PU2lTEe85RDyHmIJKQNWViQQ4zyic0cnqOyWZXzRQTZYEE2jpPexpwCRmafqhHn3zdsxpnNGhHNI/138+CrcVZTM8ZtKWfGKKiqKE0rbvaUcpij1ALk7SIFcpk5LsrQvUc8gftq6vCBUgoPWNJ6UDSKydEC3FTfYMuCLAonYC317BrPwOgmT+dGWFGZdeJv4y0aMFijC4lHQQlRtAVUAIGsKpV693Q78xOUXjUN/u7mk3L+qXAJMge6BVkwqfy+rNU06PPiyRdew8LN9Vi4uR7rq1v0zyOffhEAcOEVI7Bg5TrMWl2Gb775DsPPPhcLN9ejoLBQJ6b3Pv4fTFm0Fgs31+Pqm+9ESV4A+eEcPPHow1i6cjXmravCT/OW45V3P0L/nXYBAJw8/BxMXboxLYc2lIcfczwURdHla9e+BB9+/hVmrNiMhZvrMXS/AwFoFuQO+UFI0DaXz73yBp5/e3T6O3Ob997vAEz+bToWbqjG6vWb8NAjj8Hny8Y/v/3Z17h95OPMPeGAFz1798Xzb32I+vp6zFpdhi9/mYXbRj6mZ772eDy4/Ppb8d2MRVi2pRbzl67C5dfdgnbhALyShJvueQhTFq3FovXleOqVd3DeZVfrbfYHAvhg9Ef4YfZSVDe0YPma9bjr4acQzMnRrbvGfs1YgXwej9nqznmfSZJ2vm0mdtdoUebh3uN3AgD89+w9DMSPv5E+YffOAIA+HXJNyYJ4r9iCHD+uOqQvdu1agGF92jEbb5GV+voj+gMAnjtzCEOyRO7MF+7XEwCwb592zEZdRJA7F+Xg3GE9cMwunTC4e5EpptMIRQXOGdYDAHDPcTsxigSRTLceNQAAcPKQLrZk6luai0MGdMApQ7qgf2lem6TJ4wGO2lkLX7j60L6MTCLS/vApu8IjARft34tVhgjGYZcuhdilSwFO2L0zuhWHGPd43tj5vR7s00tLynfOsB4GF2v+M148ew/kBry4+7hBjOtwSGBp36d3O5TmB3HC7p1NpJ1HkP1eD3bqrP1onji4iy0y+vr5e6FTQQ4eO3U3g6WdX/7InToi4PPgyJ06MmcUi3IjBP0e9CnRfrgPG1ja5vwDgHcvGoqBHfNx7WF9mfKiNTR87+4AgEMHdmDGgddHgKYc61as9edevYptWZBfPGsPDO1VjHtP2Jld15nyaraOgKrixF0vwF7xONDrIOT6s4Qo4CMEiGycfL4gTgx2wuVRFVLHXZgNuoggH57Xx3Qt17BxZdw3i3vpnzsSYsBYkNP/U6IiCTbmNHOtHXKUZ7CkMG7kxLXYFkH25wF52ZAmWjfPQhQWEB66ifaBTa7jC2Y3oDmKasr2bcRu3Q/GiTufAwlmix4lyMWCUzi8AIJEmUIVKO3bD9Q/B/zEpyCQy2zOr2hoxKdlFRgw5EJIpE/tuKUW5bIhYgEVGJhI4rxAZ3gN8vAUDj4B7/Abfi19Rz7I/O2xsCAH/bm4qKkZE08ej27BIkbJE1A1UtQn7b5MZRq6zwjcXLIfChRzRvEjIlHsEdfiMXO77ZuVk/RrwNe2BdnvywFyCgGw/cuzMgZVAAffBqTnlJEo0s853bJEJuALkM82XawhMUqHHFVhwiZyBXHuRmWRUVkRViXglFeBYIFQfr1ssFD/3L6oN+6prUf/ZJJZbylJwudbK/Dbxi0Ie4MoGJTNT3OGrwOGRWN4sbIa8IeZ9lCvGKPSbHhzC4YES7R2M7G+Ktr3PwYSgJxwh+w9AmuyyOOEvpuo0oH2gU9VkXv4A1l5mQzXCnN2uSeYtQLzEFBVZs4XkvdDSVFvphxDkMma89tQ9vzT8LdO0vVXITMdRQTII2kafkBzszXGqRohSZqbYEleEAGfBzFyVJDIChkKeDEgna05SpLYCOOiPRJ26lQASYIpflokU6eCHHTID8Ln8aApll1MIg12XtCH9mlLTSvJVCt2RfdgUKd8/vM55SVI6FiQg44FOZAkCdQwKHpGYciP9rkBSJKEJpJYR+T9HPB5MLBTPryGeGIRJElCp8KQHnNI7xH102UH9cEZe3VHYdiPiUuy8eai84cHdMzH5FsPRfu8AGPVTqQUbjIXv8+DO48dBGCQVi+1NAnI5U1H9sdZQ7ujS1EIY+dtabP8bt0K8dvth6FDfpBJoiRy5Q94PXj01N30v9uKvVZVFQ+dtAsuP6gPerUPo6JxQ5sy7dmjGLPvPgLtcgMoa8jGuYjcvnN8Xrx3SXYTkJ/jR2VT3EImjVxurougf8d8LCPHF4kso3v3LMbv9x+Fghwfc7RQjoCM5gV9+Ob6g/S//R4PYuk3Do9o+bwSRl0yFFvqoxjQMR+/rMi62IqI3149i7HkwaMhSRJmratts3z73CBm3X0EVNUcNsA7I93v8+Czq/ZDRWMU/UrzbVlG9+3THjPvPgIA8POKSlKe36+9SnIx994jkRvwMXMuKavgLaOA14PxIw5AXWsCPdvn2rL+HzygAw4bVAoAttbEzl0KMCs9/+iyTIrOovR6MPHGg9ESS6E0P8eWlfqYXTvhmF07AQAWbKon5TWZVIUlyOh1IHD970BBV+ROOAOIaicY+MnmlJLZgOQFrpoGpGJATkHakqi5lwYlfv7kM/e7A6cpKSytWYpXFmpn0NPNo18F+iaTCKaPUOnbaU9M3fANAKA03BGoW5buj+zGO2N5ohusQLdhQOVs0/NTNPwH2d9nihBjWWMtkHSz6QvkAgkt5jUkIGJ00+rrPFjTnHmDgBw3HW9lRLD/UcCmSabrjAJBZUmCN78j0LgeAOAH0N0TRpksTnQTOO0twONN18tu3OnMzfcGuZ3lU1WE/CE9zxtte0nPg4AVmqKcIch+NtpT36iHiuENFgDxBu1PG1azwkPuBGaMNNcV1CyrdPyKZAUVhuXog4oEZwdBCbzP4wMOvBFYmw1nUy0IcuD8L4FwZyBUDISKEGpmSQ8FnQP+/scAK38EwBIlo7t3Xrs+QNWv2nfBrAVZ8gUBWGdaDHqDQDCTJEwsFwAEDrgR6HcEsHUeAFYxQ2XyqypyinsDdfMBACFfdqyp8sSI0KmvA9PvBQDkSB5GhqDBgqwlgjO/T4xx8yYX6zM+AHoeDmyYyoQ08Mhknj8fiGu/iX7ioULfrglJyrpVewMo2OU0YPJUAEDPQBHurJirfecPw0PEpWTU23kP/T2m92NAG0fWdV0FinsCNy5GSJWBr07S6+LNWdG553Qn0EGW9UzvjAW5dCcUD7saWP2m6f6wouLsphaU+3w4MBLDEz2KuM/R61LZtVviCervh5LcTmz7CEGmLeLl8Pmnw7Ug86DCkkBJkOD3enQ3VIaMcnpUhTZ5MhtgO4me6GTz2SBlkqRtXDNuqIZ8V5w2aM/IuIvTekXznF6nm1YRaZKgHZfj0/spW473WsiSe62cvX7K1mtHJo+kESpjgi6hTIa/adiy1fsgk/iIuriKCHLA50Gvklzk5/gZkpSQ+QQ5aJCdWthEm3tJknTrIEuo+Rv1gNeD7u3C6SzF2fIiMmB08afxv/T+DBRVU6D0LsmFJElMoiihTD4PSgtyNPdn0q+iJHF+A+GkpIR3PrWqau6y/Tvmp8u0negpkzhLMriui6yKxn6i8dMiS3g44MOAjEyhtvvJ782uIVpeZBn1+zzaUW92ss5Bi93PC/rQr1STyY47fUDgHi/K5uxPu7iL1rGpvE87Fqln+1yzTII1Qeuma0jkwRDwetCxIAd+r4cZX15m+kwb8oI+3dXajlWbgiaZ0+cisSAHVVWLTWzXB/AFkRvIWgn8clZZSAmQAgkIhIGw5pUQJJtKP7Fc0uQrYV8YB3c7GJ3IRolucv1Q0T2Vwg+by/DllnJmg10cLs22gZD2jBWQJheTJf5mMUl/dwQELIdxhyQEWVGYjW4uIX05hs29Lie5X05n9kXaqpZr3Awb4BNakFmXdBof66H9DuCQYCmsQBUNRqsljbrNFcS3+qBZTDMopTGVZLx8AdaCTIMb9LYbkkyJ4i4p6e1e3I/5Tu/vNOHIE7i26nIJvQjI53QfeaTsOlXAH2MACOaWAvlpy3awgM3KbiS7dA54A7q1NmQgoBS5xK3aT6ye4JxpbkRRsAhIr6lcJj7bXNafsRSmLc4BAUGWAOQRmYpC2aNDvQHW2jg8nUTtvKJdUdxugH49F16DBVlFsUItyPx3O+3boGoei9xMG0LF6EmsoBU+c1+FibVbZMFkzhP2BlBAXIaDjJdEGNRnj8bttsvNrossQdbuDTF9DE2ZVtQDOXnW6xhgz87O9/OtvDSZIKNo84XgI+uPvvcKFAVhVcW9tfU4NBpFVLHODZCUJOZ92Nmb9UbqQCzhIUXR5zvwv08g/9fbt00oCPmxS9dC9O2Qx/3eSIzon1xLp+FFJrI4UwJJa/F6rYml8V7e323BKyDh9AxlEWkXwShDW7cYy9tJiEXdpvzG5Gm8Z1iLwJGJ/ZvWa6cPKGkqFBFkQQxtLKlwY5BNZJQkfioSPIORyYbrMCUA9HnGI39EMuURMsBrt5H4O42LpiSGd+wUT6YcYmnmkSaTTDYSh9Gxo23gKWA0mdg5Qwkib6yN+002SRe/n4LkWAxKyoQKGoNMbc1r49qyExdN201lovHtFCJlgQhGpVGBDRJOQWOKRevUOJ8yEM0/o5KEmeM2jp7qQOKqdZkIQc5VVYC4RoaIi7U/lU0sRDdwCcMvCM1Q6iebdbrZCqfr9ZPNGN1MZUq2UxTkqypDEgvJ5qpQzm7Souk5dEVDE0KSD2cOPBMJgdWUnitMe3Sndlooy0H5fRl5aIKkgMqSFUoKqEVKJs+gyY/kzIY//X1eGy6fot/dsKLq9/ZPJNGdJLPyGUjSOXkDcG19A94rqwQPAeKqzpw/rbBnnYYEBNmrqggFsv3QnWQ+zifkLUg2wgiEDUqRTGWBbB9BfCTXTXUNAIDjA53QLY/NoaKT4DQxoiSwgKOQFVFKSpwzfUT3LzkW9TLHLQVy2aRvBgLHZBL2+HUySuv3AxpRytxD+jtA+zUREbQmi3Y57XQFDbU4RjnvaX1upJ/htyDI7XOy4Q8leV2zlSjsEXd31tZjVFklbu54ELrmZ8uFPT7GQSGosBbkEFFOUPJKreBBVUW+yrYjnImdz+uIHm1kRc8jYQR+r19PZiaEN4AC0v+F6dhuTeB2zNm/HgAPV9figC4H4JJdL8nKl5E/PV9DhvZklEZUkSULflJLaPIvIleuwTNEfzaZY7H0ecPt0oT/gEgUo9sdiHfLK01HVEUV66OXkhL7zI4kf0FhIPtOyFVVIFSk/+3k5IN/IlyCvA0w/gayJLft++kGlMmIbcgszatfEWhojY+lf9uZwwxB9vLbIwnK8zItG+/V7rfuHJO11gYZpc+gydNET3KqOLAi7d42DlIH2M22kCBbkAEuQfaxMuXZIBwU7Ea9bTJKIQvG2igTJTj5AmstI5PDZGaUgMqCNWEkWTRxFlePZSFTng1FAiV+smxPJprtmtcM49qic4hnmQfYsaDZxUWk05hkis4J3po19lN7QuR4lnmAXTfFjHeBMzIqgrE8tb4W21gTNKGb03VqlyDTv6lSS4T2HIJMk3TlKgqzIaSb/ECKhJuQOmXDxA8SK0+Y3E9JQMbqSokZ3Uw1Gd6Dp/Y+Dl7Jiz1L90QpiTctSCXQPm05HZSOzdwzHseMPhfi3n3vZTaUFEPSWYTbyTLTlv8e/l/csOcNeHSnixhS3Idk905J7AZzZ5Jhlc56SooV0kcpNb1BT/dTWy6u1GJJEVRVjNtSjjFbyzEokURIVfHiYS9gxJARuHTXSwFkCZ7X58dVDU3YMx7Hqc0t8KkqE9tJf5Ooe2dYVRiCLAliSb0ASnOyFsMCRcEV9Y04vakZ/Yv769cL8zpnbwq148cXewNZKzvE2XKHN7dgzNYKPFQ4hCGLACF9ugU5+5xBiST8Hj9CxCshIfgNZw0V2jics9M5AIDdY3Em2ZHxDFdm7nn9jFLJaEGmFk+/1w/karGoYeMLnMR95hKSQV2BkWybIBfnFOukiyqCUpx3s/4OCGvkN06PJDWULSFW0TMGnYWB8QRObW4BEq1MOT+AveJx+L1BxvqakNgcKTmGeZqrAt3ztbwNp/Q7Rb9uDIfwGuKwvenwAYTaMUnjrqlvMLWXJiYMeAI2CLIfxSRxYB5ZBwi3Q4th/Z7S0orX/vUaSkIl+rXCjELHrz2bylisyLoygyq+RJH5NMSE9u1u8QQpQ0RUsmedZ9bqZ4e8gKeranBSSyt2z+uOvUnW9Qx2ze/Jff55jVpY2E11DehA2tHNl499Ou2DwR0Go2dh9t48RdETxgEAP0vO/w7+dgRZRLb+TjBuGtuSWDUmj6BnwFKNFRkNEZHjudzyyrctEwtKOBiiKSDq9HmibPbGFtB+4I2z8QrtGy9DfvlyUCuz2NIu+AJ8Mmom7VQm8q2qAlBNfUEtU6JNvxUZ4I13wMsSGhrvKiJNFCX5204GRMvT6L5L54odN1lKUDoW8Dd2Iku7iOQbiR+VgtevxmvUTdx4Fi9PJjr/REdPBY0yMV3TtkxUAWI8JioDun5p39AEVzkWrt1tDZdxjufT448K+WNH1yl1ZxYp/KyURrx3o7E8nXMd8m2QUUJY6b2sJwW/Y1KCNhjXNa23rczuAPvu0MeRWJDDimJycc0gxHFNBQCfYQOYT0hvnkSy1RtcrAGWROQpKvbI0VyuT2iJMNayTnldMeXMKXjjqDdwcLeD0TeRwGUNjfBDwnvllTizqRmP1WRj473pjSZ14aZ4sKYOFzU04cXKamYNd8ztiMt2uwzFRX3QI5nSE+EMiSd0F/HeySRjDb996O04vs/xeL1ci1s82KNtSo+IZI/5SZKn6L9T+Z3S7bZ2sfbAg14FvQAAx7VkiUZQVdFZlrELIe+H9TgcVw6+Ekf0OAIP7/8wfty0VfuCWNpH1tRh6sYt2IOz6UVRD0OWX8PZ0pLEuJTrbQLQqaCH/rdfVXFdQyMeqK1HDiErRaQMAJNVSntokPld5ykNAO3du0sigYAvh5lHR4S6ZXs7Teqoi3X3VApfnfIVvj8te7RlC90LkOfRJ2dkGjFkBG6prceLldU6wTqxudX0u04JOOSk4exjQ4ysYlgbuZqXBP0VikuSHlMNAHk5WVJGPTFg48zYdjntAOJdcUPBrhgci2MkWUMZ5Gfco9PuvZS8ScgqYfaNxrBLye7wST50CHVA94LuGFtWgYdq6oBUTFdgMWcGp8nnkT2ORMgXwkVxiVlbfgC7xBMYEoujfyKBvVMSxpwwBt+c+g0GFGdds3smUxgUbI/9olH0TKUAL/v73beor/bB40HPtAXZg/R7xoAwGbf8QD4gyISvQ1VRGi7FkA5DkB/Ix6CSXbPfhYpxaER7Bj1CD2BDM/TxT7stdyXeICUpmUvSZUnCpQ2NKFJU/Ls5G3O+J1nX1Mp+anMLLm5own+7HMPMKx+AsVvLcd5O5+H2obcDAErbD8QxrRFNAeLnx48/ttOlOLDrgXj9yNdxQJcDAABHt7Ti9oYW/LhpK05ojaBfIon2KRmD4gn0yinBW0e9hQ+O/YDxugkrKqP4ceqR+U/D34Yg+/3a5IhE2tao/dUwbiAz8ZBCImBULPq88EgSPJLEbKQp8TO6amdcSulxJhTGPWNmIy06FsV4MeT36Jmd6YaZJaPsPZkNoMhqadzIZjahuQGRI5ZBpoDWTwGfh9mcWpHczFfU+se0wVA+05+aVYvnMsf+nYljDQW8rBU9lUBSVlEfM/yYEsvj3j2zP5KUWBk39+emsztfc2jf/2PvquPlqK7/d1afW9wTIEAgBAgEt+Lu0gJtoS1Q3NpSQYtLseJavMElSAIRSJAQJAHi7nnua7Mz9/fH7Oyce+feeTOPvPxC2fP5BPbt3p05c23P93zPOVfaT2KBn323sn6gxwyu9MVq09DNbQc4mx1fQZu/zim7WGFx5x+wpfSaIkA+dseBAIDRgyp8RVUMq3FCekb0dn6M6NwS++nknE7H7zwIMhELZZ2Ua7/j4ErIUqlFnDOyHwlDrKEVgtVj98txlsf8iNGOsU+3BRG027rvPLRKwSDzf2/b3/EyD1CAdhHIHbRtX4RDGo4ZMzD/Hi1sJoL2k8Za/bTnFr0gE9G5tTMpAELZYZVEwiGMGVyJaFjDUWMclsoLjB63k6X7kTv0lzrXxL13v5HWmuhbHudC61VSHAvnq2DvO9JhC2gov+ig2W9r6x6n5apbiyLODbta/Y6DK32tieqSWN5xtPNQa+9gBlkbAoNsEuMwtMNJ0mvuUcLrOnibY53vkN0xSYC0bSBR5q+UmXhit6sxcfVabJ/JAFEyF8NRVMYrEQ/HUVNUgzeTpbi0uRXY9igMy2ZxdWMzBtIzanOMy+W7XI4d++yIm7c4hdOxhDFc2dyCHXPHqwDA+Tue7zSoHIxSxvD4hjo8t+MVGJLN4tOVazB1dS0qTIbzWlqx98C98Nfd/orKeCVu2/c27BWpAgDcO+r3+O/aDTi007E7aOh1nhHe5wpLl62PyH92TksbRmYyuI4AlayZxROHPoEHd7+OM4Rl4di2RMNRHD/yePS2QdSWv3DuDyus8ZiOTsRDUfxtt785X9ztPI4VLGYm9k2m8IeWVtxTWw+A4do9rgUAXDb2MkdHaKgoc/YCOkspeO1VNgCwQ65H7IszW61c1ANIX1nFu0ik137OMYxSERw6hw09yPnDzvMWnBCDywdbLCqRC3Ng96bcfBDFZrVLoiU4a9SZ6GWa+MVeV+HDVWtxowRYcmHuWx3M5YjT6AQA2CuZQk1RDY4YcYSVflA1DCgfAISiGFth/T7um0gCJJe3lOT4RrUosM2R1h97XyrVn0pNUQ2w/QnWH2X98IfSLfH8+lrsmUrjw1Vr8dR6JxS/0h6vXlsBJb1xSWcWh/feGbfUNQAAJrSHcWddA47p6ERpSQ0mnTwJLx/zsgXO+lhFP7HzmXiotg6Hd3Tiwdp6R5HcXnP7frdj0kmTsMVOZ2HPZAqDTA275xxNUQDPra/Fq2s3oAIaKmIVGFoxlAOYFfFqvLLTX/DohpzDKxzDOS2tAIB/7PZ3DihWR8vx/LoNeHjLM7i0hHxfkvlUHisH9rnc+mPbo+Wdmatx8/ihj+Ojkz9C5eDdrTzwXlsB5f1xbWMzzm1uxZMb+PSGqniV0w32i2EW0Nw7mcKFzS24tqERMdJPVBiAy7Y5A9ObGQ4k62fXVBoPVeyCCSdM4KJPotBwBapwQK8xGJ3mnWNb6llctdtVDqtNK1QP2Ml5TeZ0/7L+ePjgh7HXoL1w2S6X4fzSrXFtYxO0/f+K/rn5XcIY3luzDs+ur0UoVpqvB0T1GlQ6gLvuZgMge0g2myrW4XAYVVVVqKuzPLslJSWbRVU0lnXH7uuZEFIp4kUMMfQtCaEkGkZLMu36jqFpSKV4T+HwqihMxmDqmXx7k4XBcpM1k05xz9+3JITKeATFYVOuUzqEVIhU4owwmCUhlMRCqG9PgQmbi8HCLp2GVUXAGJDRnWdgoRBY7gcrLSzUQeVhpLMa4pqh6KcwUprz41IRY0BJCKXxENa3JMGy/A+PoZtIpXhjdkS1dVJdgtNJA8uhCfEZhlZGkckaiIHopGl5ozqTiSBFSplUx4EowiiOAu2dGTABOWUzDKkUvw0Mr4ohEtbQkUqB5fRqbmrA5GUdSGXdhtB7l+yLFY2d2G0ECWsrjqChw9JPZPD+edxoHLJdP+w2ogaPfLzUdT0RvO4wuBIfXr4fhtSU4BVSjVclmqbhzQv3xobWJEYRwFVdGkNbyponYt7m7SeNwanjhmDHwVW4ccI81zXF9ntt1RuvX7AXtulXjsc+WdalTpFwCK/+cU+0JHQMqXbAaGksgpaE5c0VHQN3nDQGf9h3BEb2LcdfXv3OrZMA/I4ZMwDVJVHsNKQKN02Y72ovAq+SWATjz90D6azJMdxFkVA+rFbU6eYTdsDFB43kzhOOhkP5Qk5FwlifvfdwDK4uxt5b9sblL8926SSC5j7lcbx0zh4IhzSX08hWX9w3H//NrmhL6agqkUcziPPvikO3xqgBFThoVF+c8sjnEp14pYb1KsWbF+6N4mgYDR0Spksi/z13D3Sks5yzJhZ2+lUEl/88bjT23KIXjhg9AHvd5q4SLOq03cAKTLh4H1QURbFgQ5svnV7+455I6QbnXPNyZO2mf4fnbj8HR874HOMl1xP7ddfhNZh0+X6oKoliyvw6yTd4CYc0vHXh3siaLH9vpjvrdaDAVmRpIZYD/gZ89u/8n6+sXY9Xy8vwy23GcfcYu9PZ2Gb1+0AogtoPV+OHB3/A1ndujfW9nT6wjVAaAlh1yvOIlfRxgC4XoioYiGe9Cyz5CNjhFGDyDe4HzQHv3sW98fyRzwMAbl/9Ptr0DvTVeEB1ZGcC29e2YdCYc503S2qAs97F2FgZkCtOVs4YykNRAGn0Nkw8csij/D3PmQKs/BTR7U/A9hMso/qW+ga8UVaG81pa8WpVNTIsix377Gi1H3MKsNVBGJLtAN44CgCwla7j9bXWKQX31fRCSwgYN2Ac+pX2Q79tT8bcw9qA7+4BwBfaUcoFXwDrZgNbHez66KBEEp/vez+iw/dx3tzjAmDbI4F3jgMADNetoNtLmy2wAcZw5BZHYlz/cehd3Bv3fnMvACAbK4YWjuKQzgRmFcU550AJyT0cUj4EuPhroHExMHBnbKPrmLpyDaro8VHRYuw1cC98tOojDK8Yjug+VwAv/hcAcGJ7J14vL8UuSTdL+uShT2Jtx1ocvtXxQMkwoO8oYP0cq68UR249esijuHLalbhm7OU4onIUTo4Xo/f9u+AffSxHHmX0B5Y6DgAceDWw/fHAkN3R/6Pr82+f0taOVyrKcWXvPXnltj8BffQktlz2PLLpNmyVWcV9XGWamHbqNIc5D0eAi2YBiUbckWrC0mePwJ7JFEAioWgob0gLAcc9CGz4DhixP+LzH0A659gentGxIhbFKTU74pUmqz8sgHyctcaG7AbMeiJ/rf6GgRTZ7/NALl4GXDoHVUYGd7atA2a9BQAYpMUxyB7vSDH60EJsZ74OrJ5pPf+Ey3FnveBIyO0DsXDMCuXe4wIUlfbFhKF7IDTpGgA/OM8IcN5dDiD/8iUglXDcKuEYLmqux2GdCYzc9jT+nudOxY7rvgVGnwR8xB8jCgAaPaYuUmIdcTVgR2DQrnh0/In4K+pxLXWi5CJr8pESVSXApXOA4hpg+SeoNE1cnAPrVChI3PHoh4FUKr9OQwD+2JFxogEkR3dlNc3ak+e+iZ1ydnSvrIEwgH2jNUDFMCSzThQLLvgCqBgALPwAp7V1IK1p2CfhEW1w3nSgYVEetAOwKrJ35hwcpP+3rdkW2570KrDH10C/0cDUm5w+lBTfG1k9EmP6jMHwSDlKT7kF+P7V/GfpzQCj9aRsNgAZAPr3t1gXGyRvDlLXnHS9l22NolmSk9gMoCWRQUea/zEMaUA0IQ99yBom6nJHz8TCGjK53MVYUl1qX6aT0RaTVqltBtDYkUFS53WKhjWgQ85AZbIm6totnSIhLR9CqNKpgehEDXXWHpMewdMMoK497crdK4qGoLfIGfK0bqA+ByjDGmCnePrRKRzS8nmqWkdcGdJc25pyhUt2xsJINslZsaRuoLEjDd1gmLysA6/P75S2225gBbYbWMHlylYUR/MAWSyeFA5pOGAbK0RKxioaklwwu/KyqlKxKDsNqQKGVKGdHO9Fv1shhGqHQhrGDa+BSmTF6cbmWC8/xcwAC0AAwPpWZ35TkCEW7wqFNI5RFUUslKVpGvYd2UfRWp5fvXuORV1a77BBRdFw3pEgy1EfJJ4lTAGyMD7xSBhH55jdrCRvWdZze25p6fTdmhZynZCygFoopHHgGOAZWlGnklgkz7bLwodl62enIVUAgKal3sVA6D3EImPFsTA6csfHiWxtZXEUv9xtqFIn2fwbPchiUxbXtfvSyY4moZXaaRSCOJ9sdlmdx+/Wya5G7jeRyI5caOrMOQeNchwZ3haDGmdax6MQMLrXwL3wxfovrD9ifGjtthkdVzc2AyX8GbRFkSL897jXEdbCeOyTo/EMgLvr6jGppBpTSkvyoZaAE76pt+h49NFJ+PqzGfhqVhs6MsDUC2pwgL20xNzXigHA2F+rH1JyRuczRzyHGz6/Aee3JwHwTsJhBnNX/7WB49pvnPcU4ecAgMpBwJhTubeO6UjgmFwY5yu7Xo0JqbU4a/RZToOSGgxBDc5nFdBaVnG5qa8l4vji8Gtx+PDD8++VbnFgHiDnj7LRQuow0LK+wNaH8u/FyoCMtfdE48JeFwoBNVvgxr1vxNLJ12IvEYjm8lvtKrTFkWIks0ls22s7IBzDv+oakAWfm9qnpA9u2ecWVMYrLcdIWR/rX056myZQVgXoud+6WAn+scc/sEXVFjhp5EkIRYtx6tanYl7jPFyxZgrObmnFABIyDt3ScbcBzvF7GJOLGNhgOTk1AE+tr8W8WAy7kBDUvQbuhU9/9WkerPQWClyFAPxnXS0e2/lo/HXPa5wP4mXA0D0gyhVNLTiyM4FdRo7hP9A0hHc+A6+MORX49F5EF/3g+q6maXyqXbwciJejX0cJ+tnjQOZovKgKvxjyCzSnmrH3oL2tdbvFAQCsuVGXA8hPr6/FnKI4tt1ufx4gh0LATr+yLiZUJB6YzWJQ1kRpn22xTbVzjnU+xDtBACJdE2K0WeUgoPJE17PmRcgdRygM7HiaBSKYxAFE0zRIAcHKsv5Adh25TgQhWGdhQ8zh77Wl9U/UI7cm9uw7FtqKt7H/kP2d3+KtDwMA7GWE8fHatfxvqEzPylzROEV4si2vHvMq1rSvwQ7DDnJ/WFwNtK+3XhdVuj8HgKIKgJmoNBmmrVzjRJXkxnN45XAsbF5ovdd327xOEQC/a+3iN2zAGOsftQ2LKh2AXCTsHZoGDN5VfT2SohMNRfHCkS84n5HCkMP0LObHY77OP/8pymYFkDVNw4ABA9C3b1/out71FzaB/OH1aa73/nHUdjhwhLyE+z0fLsKE73iAHw5pmHT5/tL2de0p/PEty6jZpl85FtZaC2HylQd0qVNpLILOjLW47v3lThgxqEra/sk3vsfny3hvYL+KIrx4zihp+5WNnbj+7VkALKPRZoX86NS3LI66XPunzhqXP3ZFlDue/xqLavlFv8OgStz7y22l7eeta8X173wLwDKuE7nn9qPTiF6lWN5o/aD/99w9lTmJVz36GRo7eAP/2B0H4tKDR0jbz1rehGunfIfmlClljkXhcxC9qzx7X0cd2BI0hz+qYMhUlaRVklUc/wSoc9RVQvuJVo/2cwwRdej4xOX+dKKFcXzkj3I6EaCkOv8WkKcOqGoOAHw/FUfDSoDc1XfLFQBPJaqcW4B/1lg4hIzHvBCFOmi81oSsS1RHLYnti6Nhl7NQlKgir5zmTvsRr/Gg49qvIp4/n1sldN78KjoGOzVPsv4gxtip25wK3dRx9BaK8EIAMNz3scNL47n/b5/RsUVLK3obBs5tcdj3/qX9cfHOF2P17NW46bKbMHLLLbBD3zA+X2Pkj6EBkD+j11Ny5woDcBvFALaq3grPHfkc8Pp57u96pZFQsB0vB5LNXetiS3F1vv0WlSNwyXbyMPULtBqghQdNfUNxHLvlsdx7/Uv7o6aoBhHGsHVmdU6nCiDVEkynHBgQnR62HL/V8cB7EmZeAOIvHPkCnp//PP445o/A+h+gIQeOtTAHHI7Z8hhvnYoqgbZcvnS0BL2Le+PinS/Of3yNDU6/6Y1K8XgZL8aJtB2XSmOcJO+aK4ImOGLKTRO7pNN49MAHrKPMupAyxqyCRorCatFwlAccfoTqRPKGtUgM9x94v/QrR3d04qmqSgzSs+htmjgokUQrmcf0mB0ALoAcA/DuujoYZ33L5zfnH4QQIVl/ET55IWtCCfwADlDlhcyp4RXDEdbCiIVj6FvSF+gk6zKoTiW98mtiZO/RmHrqVC4Emurkmm0l8rQhAAAB8eKaAIBtarbBNjXbQCqlvbsGyABs12gvOq9y++Xp256OZa3LuIrZXYF2l9C9kTo0JE5IT/E4h53uK7fVN+ChqkqcR34n/pdkswwhD4fDKCoq2iz+rW03sLbdQH2S5V8P6V2pbJ9BON9ui/7VWNtuYNct+ynbl5WU5NvvufUArG03MGpwL186pZhzrz6V5cr2bbrm0mnfbQcq2xcXFefbH7j9YKxtN9C/psKXTmY4mn/du7JM2b4+aebbbTekN9a2Gzhm7HBl+1jcucf+owZibbuBXh7XpzqxiKNTnyr1d9Z3ODrtMXJAl/2ka2Gs7zCQyjKcuqvlhaR5xl5C80e9CvbQHNwjd+iPWCSEg0apz9ejgOTgXLs9tlAzv5Sh3aqvs6H6PRN37NAq1JTGcOQOA5RtKOO9Q47V+8U2aiaXVkLebbjHD5pEiqJhDO9Vglg4hD0UObQAXzDOLnblxS5TUHziztZY+yn+BPAVlUcNUDPelI22GdRdh6vnE2VZLz7Qqmh56Hb9VM05oQW+hveWG96AnAUdPVD9DBR433j89oiEtHxedldC9fDqW1k17m37qw0Aiqf/edz2iEVCuOpwuSNOFHrUn8i0dyVb9FH3azLjGF/n7bclQpqVMqAS+syd5cRhR+ZMabQU5445FwNJfqlLquXOPgAcGBi1x2W4prEZ/Y74F9fk3DHn4i8n/AWNjY1YNO87XLFnbm6LLE9XQo4K8dSJhh2OygHQA/6ubk9Z1hH7BdOpcojF+oXjQPVwdTta5bd3rvjQLme5mhVFivDeie/hvV887LDNdu6pXxm4s6VXSW8rz1UlOmGP7crkJF8asEIlb9jrBgwoG8CDbZtJ9wIPVPqPsXQZuLP3d0wJyTF4nPs9W6iTZcfTnXupJAcs7q2tx16x3jinPQVs8Qtf4JiTPgrQA3BsGXbI9ZMqvxXgw2vtUPnB4zwdAxc2t+LqhiY81eCAjLLqLVBTVIOwFnaKVuWFXCunU3iP8/mjqlQ6bX+89f+aLdTPQKWY/P54zg+yy9prYa9L8m/1L+2P1497HZNOmmQ5OahOo3OOqEp/vxOg5wsXV6NXcS+n8jWnEgG4e15k/X97D4acFgvbKTf/anzua2Xkd5fsbff/4n6EtBCu2SPnNKJreOxvLBC785nWn/3G4vVjX+cdnNQZYuveR05suaSG7Ksi+6+SEftZdQd2OkPdhgDkLQbvjbvqGzGyr8c6/QnLZsUgb84SCWl46ve7Y01zAjsMVnuIaHjlA6ePxXvfr8eRo9U/bJQZOGHsIBw1ZgD6+jS8QxrwyJlj0diZ8TRydxxShUnzrKIDD50xFtMXN+DAbdUgix4Tc85+I7DXVr08DXsqsUgI9/1yJ6R1kzumRJQjRg/AD2vbEI+E8NAZYzF3XRvGDFL3Kw1P/tNh22DX4TXKIkKiVBZHcdcpOyIa1jyN3PP33xL/nDAPp+wyGHecPAZ/OXwb9FNUCgaADGGNrz1me4wdWo1Dt5dXYhVlYFUx7jx5DKpKYp659lccsjWufWsuLj1oJC47eCR0g3lW+KVhunecvCNe+3oNThgrL2IF8KBsVP8K3HNab89nBoCz9hqO/3y2An/YZwT+esS2yJrMs18p4/jYb3bBq1+twem7D1W2p9faZVg1dh1ejaE13kZPn/I46tvTOGbHgfjbkdtCz3rPP8oq/vfcPfD6N2tw9t5qQ53myu63dW+MHVaF4YroCFF2G16Dx3+zK8KapgzHBXjG+91L9sHbc9bhnP3UhszQXk6fHDVmAPYd2Rt9uxg7W7YbWIGrjtgWpbGIZxV1+tn7l+6LD37YgPP2V+tkA8rK4iiO22kQDhrVz1fhLgDYYVAFzth9KPqWxz3XRHEsjPZcKPa7l+yDTxY14Fe7qefTNv3KEQ1rGFxdgpPGDsaJYwf7qqyebW/A/PHPoO3Lj9HR1oIR4wfi8MMPx3333YdYzHmmdDqNjmlPovm7yWDZNA486BAcf/H13L7/1ltv4bHHHsO3336LxsZG9Ok/EB1D90blnqfid/uMwCm7DkZ5URQHHHAAGhoa8PLLL+PCCy/EzJkzUV1djUsvvRTA9gCA+v4HYFqfs/CLi+7H+O1exuLFi/Hwww+joaEBe++9Nx599FFstdVWFuDIJoHiaswccxuuu+k2fH7PkdB1HePGjcMtt9yCvfcmOWslxJG2/1WW4SYBiuXlOWcEXURbHggM2Q8Yvq93p8YrgHSbBSx/9wHQuhbovZW6PSluhOMeBHY7x/selCnZ/Y9AxWBg5KHq9gBQORRoXWU9w5mvW6HJJWqnIsc0/eYtYM0sB7wLUhot5UHGgVcDVUOBbY/y1mnEfsDyT4AxpwEnPGoZpV7Aj66XC74A1nwJ7PhLj2cgYPSI260iRdsd563TkD2sZ93rYmssQmF/51oCVs732m+871FC+unIO4H+OwDbyfs1L1oYByWSOOiAe4ETRvgHAgDw23eA2rnWuKukapjz+ph7gS3293ZyUJC6w8nWGipT21qAxQCf1t5hzavTXwGaliI8ZDdMOGECGJj7+LNBuwBfPWm9PvZ+YPSJwAh5hCIAfqx3OcsK7e67nao1L8wETn0O6Kj1XqejjgEWfWDtOUfdA4w7x8orJ7JFJfndoKz9/n8Ghozj82e9RAsBJz8N6Eku/N8le18GvPZ7C4AfdjOw75Xe69ogDp3DbwUGjXU5mZQSr7B00kJcf/9i6C8w8/SZTs7zzmcC62dbzoNDb7T6KuwBwyiTe/TdwMCdgNEn+9Opaqg1dvEy73W60xnA7BesfjrhMWv/E0OyqVD2+8THga+ftsD+/6KwTSitra0MAGttbd2Ut/1R8tjHS9mwqyaw979f56t9Ip1lv3rsc/bwtCW+7/HOnLXsve/8XZ8xxm55bx4bdtUE9tG8Db7ap3WD/fW179gHP6z3fY87PpjPHvt4qe/2/3jjOzbsqgns0yX1vtpnDZM9/slSNm+dv7lgGCb7/X9msZvfnedbp7++Zun0/ZoW39/5ZmUTa0lkfLVNZrLs4H9NY395ZY7v69/w9lw2+toP2KrGTt/faepIM9M0fbfd+Z+T2KUvfeP7+re9P58dcOdU1tyZ9tW+NZlh0xfV+9ZpVWMnG3bVBHbus7N86/TQ1CXsN0/OZCk966v9og1t7N4PF7FE2l/7uWtb2bCrJrA/PveVb51enrWK3TRhru/nnrqgll304jesNelvPn21ookNu2oC+9PLs33rNGNxPXvz2zW+2z/7+Qp2/IMzWFOHv7H+YmkDG3bVBHbHB/N932NNcyLQ/L7lvXlsr1sns4b2lK/2Xy5vZNte/T579rPlvu9R355iyYy/ucEYY2c/OJFFy3uxkpISdtlll7FHHnmEXXPNNWzUqFGsubmZMcbY008/zQCwnXfemY3ba182/JiL2Im/PY+Fw2F26qmnctc7/vjj2amnnsruvPNO9vDDD7NTTjmFAWAXXHI5127//fdnAwcOZEOGDGGXXnope+ihh9iBBx7IALC9LryLbfG3d1lTR5pNnTo1f+9ddtmF3XPPPez6669nJSUlbLfddrMutuZrxp48nE1+6UEWi8XYnnvuyf71r3+xe+65h40ZM4bFYjE2c+bM/L2ffuJRBoAt/+Jd3/30ylnDGAA2daLP79QtZOzNCxlrWu6vfXstY+N/w9iSyf7amyZjd45k7MZ+jGWS/r7Ttp6xLx5hLOnTLqlbwNjD+zA29y1/7Y0sY3ePZuzeMdZrP5LNMLb2G8YMw1/75TMYu30EY3Ne9n/9B3Zn7Kkj/bVnjLF0J2Ptdf7bz3ubsRtqGPv2Rf86PXEIY29c4P8edQsYW/Wl//ZfPs7YdRWMffOcT510xv57JmOf3OX/HnNeZmzWk/7bT7vD0mnOeH/tDYOxiVf7n3+MMfbRDYx9eJ3/9h9eZ+m04D1/7U2TsW+eZ2zDXP/tX/wlY2+c71+nj26wdFo1s+u2ttQvYizd4a+tnmbswT0Ye+l0/9efdjtjtw6x9jU/YpqMNS6z/u9HUm2M3bElY8+e4F+nGfcy9u9xjLX5wwcs0cTY7JcYyyT8tW9bb41DkL1jM5IgOLQAkH1Ie0r//1aBE9M0fYOZTSWbq06b29gxxlgm69Po+RHX9wviNpW0p/TNTqfmzjQzjM1Pp82tnzo2wRoK+sx6D6+h3/zmNywUCrFZs9xOHVtXGyAffPDBnP6XX345C4fDrKXFccwlEm7j47zzzmMlJSUslXIcA/vvvz8DwJ599tn8e+l0mvXv35+deOKJ+bGwAfKoUaNYOu3su/fddx8DwL7//vu8riNHjmSHHXYYp2MikWAjRoxghxxySP49+3mWL1/uu59e+e+LFkCeOtX3d3pc9JR/o3hTiZ62/vWkBN03DCP4d4KK7s/ptUkl6d9hvsmks/H/WwNeTHPz04kxy0nTk9Kd9eDX6dVd0VM9v06DSrK155+7hyQIDt2kIdYsF5LV1vbTS+juoobKJpcQgLa2rg+Z35SyOeoEbH5jBwDuOuT/+9K+mY1DCEBHx+Y1X0MA2ts3L52AzXMN9ZSYpok333wTRxxxBLbeemvl71Uyaa3iM888E+3tTsHBXXbZBYZhYO7cuRg9enT+fbvwZHt7OzKZDHbddVc8+uij+Oqrr7DDDjsAAAzDQFlZGY499ljuvmPHjsWSJUtgpBNoSwOdnVYe7K9+9SukUqn8cXc777wzAOCHH37A0KFDMWfOHCxevBhXXnklVqxYwem/7777Yvz48WhpaUEoFMo/T3t7u+/f6ETaeqbOzs7N73c9tZnpAwDY/NZ2z8vmtnloQGZzmxsRYHNbP5ulTthM13VPy+a2hsDXYvgJif07xXwUtNWYn1YbSdasWYMhQ3wm4hekIAUpSEEKUpCCFKQgBSlIQQqykWT16tUYPHiwZ5tNCpBN08S6detQXl7uWYRlc5C2tjYMGTIEq1evRkWFvwJVBSnIz10K66YgP3Wpq6vDyJEj8ac//QnXXHONst0LL7yACy64AFOnTsXYsWPz70+fPh1HH300JkyYgH333RctLS3YeeedUV5ejvPPPx8jRoxAPB7HnDlzcN111+Xb2Wtn6623xqxZs7h7nX/++ZgxYwa+//577h7PPPMMjj/++Hy7lStXYsyYMXjooYdwxhln4NVXX8Xvf/973HjjjXmWWpR99tkH0Wg0/zzfffcdhg0bJm0ryptvvonf/va3+WcoSEE2tRR+cwpSkO7Jz3HtMMbQ3t6OgQMHIuR1ZCA2cRXrUCjUJWLf3KSiouJnM3EKUpCNJYV1U5CfqpSVlaGiogKLFy/2nMPFxcVce1tKS0vz/6+oqMCUKVPQ1NSEN954A/vt5xw9VFdXx7WzJRwOu+4bjUahaVr+ffseJSUlXFu7wnRxcTEqKiryoLhv37447jjvKsX285SXl/teuyUlJdJnKEhBNrUUfnMKUpDuyc9t7VRWep1V7chmeQ5yQQpSkIIUpCD/HxIKhXD88cfjnXfewVdffeX6PGjQVTgcdn0vk8ngoYce+nGK+pBddtkFW265Je666y50dHS4Pq+vr+9xHQpSkIIUpCAF+alJ4RzkghSkIAUpSEGI3HLLLZg0aRL2339/nHvuuRg1ahTWr1+PV155BTNmzEBVVZXva+21116orq7Gb3/7W1xyySXQNA3PPfdcYKDdHQmFQnjiiSdwxBFHYPvtt8fZZ5+NQYMGYe3atZg6dSoqKirwzjvvBL7uTTfdBACYO3cuAOC5557DjBkzAABXX331xnuAghSkIAUpSEH+H6QAkBUSj8dx3XXXIR6Pd924IAUpCIDCuinI/4YMGjQIM2fOxDXXXIMXXngBbW1tGDRoEI444oh8WLFf6dWrFyZMmIArr7wSV199Naqrq3HmmWfioIMOwmGHHZZvF4/HMWzYsI1en+OAAw7A559/jhtvvBEPPPAAOjo60L9/f+y+++4477zzunVNMTf7qaeeyr8uAOSCbEop/OYUpCDdk8La8ZZNWqSrIAUpSEEKUpCCFKQgBSlIQQpSkM1VCjnIBSlIQQpSkIIUpCAFKUhBClKQgqAAkAtSkIIUpCAFKUhBClKQghSkIAUBUADIBSlIQQpSkIIUpCAFKUhBClKQggAoAOSCFKQgBSlIQQpSkIIUpCAFKUhBAAQEyLfeeivGjRuH8vJy9O3bF8cffzwWLlzYU7oVpCAFKUhBClKQghSkIAUpSEEKsskkEED++OOPceGFF+KLL77Ahx9+CF3Xceihh6Kzs7On9CtIQQpSkIIUpCAFKUhBClKQghRkk8iPOuapvr4effv2xccff4z99tuvy/amaWLdunUoLy/f6Gc9FqQgBSlIQQpSkIIUpCAFKUhBCiIKYwzt7e0YOHAgQiFvjjjyY27U2toKAKipqZF+nk6nkU6n83+vXbsW22233Y+5ZUEKUpCCFKQgBSlIQQpSkIIUpCCBZfXq1Rg8eLBnm24zyKZp4thjj0VLSwtmzJghbXP99dfjhhtukCpWUVHRndtuMmGMoSOdRXlRtMfuYZgMIQ2B2PRkxkBxLNxjOqWzBqKhEEIh/zplsiZikZ6r95bMGIhHgunU09KRzqIkGt6sdGpP6SiNRTYrnTrSWZTGwj0aMZI1TETC/udfT68hxhjSWRNFUf/36Ok1ZJoMqayBktiP8oluVDFMhpRuoDS++eiUNUxkDHOz6ifdMGGYLNB8CiyGDoQD/NYZWYCZQCTWczrpSSBa7L+9aVj/D/VgP6XbgXh5z12/O5JqBYoq/7+14GVz1Kmnx87IAloI6IKV4iToHA8q2TQQigRbE0H3gqCSSQDhGBDefPZYpDuscejJvSOopNuBaGl+PhmmAQaGSOj/sd/SHUCsFPgJRwC3tbVhyJAhaGlpQWVlF3sU66b88Y9/ZMOGDWOrV69WtkmlUqy1tTX/b/Xq1QwAa21t7e5tN5n8a9JCNuKvE9gXSxt8tV/TnGC/euxz9uLMlb7ap/Qs2/+OKeyURz5jpmn6+s4t781jW/39Xfb9mhZf7RfXtrFznpnFJs/f4Kt9e0pnu970IfvVY5/7as8YYze8PZeNuuZ9trSu3Vf7r1Y0stMf/5x9urjeV/vGjjQbfd0H7KynZvrW6aYJc9met3zE6tpSvtpPWVDLjn1gBvt2VbOv9utaEmzbq99nf3zuK986/fOdueywez5mbcmMr/ZvfLOG/eKuqWzeOn9rZXl9Bxv59/fY5eO/9a3TDW/PZb989HOW0rO+2j81Yxnb45aP2KINbb7az1/fyrb827vsmje/D6TTBc9/zQzD35q49b35bNQ177PFtf7m3+xVzWzLv73Lbn9/vq/2WcNkf33tO3bre/7aM8bYX1+bw7a9+n22oqHDV/svlzeyrf7+Lntk2hJf7ZOZLPvDM7PYg1MX+9bpgue/ZqOueZ+ta0n4av/Vika24w0T2evfqPd3Kq3JDDvxoU8D6fTrJ2ey0dd+wBra/a3Tz5c2sL1unex7P6ttS7KD/jWNPeyzXxlj7OSHP2U73TCRtfpcp9MX1bPD7vmYzVre6Kv9ioYOtutNH7JHP/ank2ma7Kj7P2G73fwhS2b8rVO28APGnjqCsfU+192qLxm7sR9jn/zLX3vDYOzBPRi7byfGsv76iX33CmMvnc5Yi7/5xJZMZuz6asY+/be/9tkMY/8exx56fFd20+c3sXQ23fV3Pv03Yy+cxljS3+8pm/smY9dVMjbzMX/tMwnGHt2fsf+e4a89Y4x9eB1jz57AWNKnjfTtC4xdV8HYN8/5a59qZ+yJQxh75zL/Or1xPmNPH2U9jx/58nFLpx9e99c+0cTYf45mbMrN/tqbJmPPnWQ9h+5jnBlj7NP7rbFbNMlf+4566x5fPOqvvZG11sTDe1uv/cjHdzB2Qw1jy2com0xZOYVdM+Ma1pJqYaxxKWMv/sqah35ETzF292hrDvq0MdmUm629YN1sf+3XfsPYU0cytmSKv/apNsZu34KxJw/z154xxqbdzthd2zLWvMpf+6XTGHtob89+5aSjgbFbBjP2zHH+dZp6K2MP7M5Yp799n819k7F7Rlt7rR9pXcvYTf2tPZMxljEy7Lg3jmMHvXwQa0sr7K8pNzP25OGMpf3ZHeyrp62xWPO1v/aNyxi7sS9jr//RX/vNVFpbW33j0G5RFhdddBEmTJiAqVOnelLU8XgcFRUV3L+fitw/eTFMBtzy3nxf7W9+dx4+W9qIf7zxva/2yxs6saIxgS+XN2FtS9LXdx79eBl0g+HBqUt8tb/lvQWYNK8Wl4+f46v97FUtqG9P47OljWhN6L6+89Sny5HIGHhx5ipf7R//ZDk+XdKI05+Y6av9tIV1aE9lMXVhPTJZs8v2psnw+PTlWNeawttz1vm6x78mLcSc1S048aFPfbV//Zu1SOoG3v9hA5iPAIxkxsCTM5ZjwYZ2fLqkwdc9Lhs/G8vqO/Hbp7701f7JGcuRMUy8/s1aX+0bOtJ46tPl+HxZI35Y2+rrOze8Mw/rW1O4+KVvfbW/a+IiZE2GZz9f6av9qsYEnvp0Od79fj2W1Hf4+s4jHy9FImPg+rfn+mp/7Vs/IGsyPDRtqa/2Cze046UvV+GRj5dinc91+tKXq5HUDdz30WJf7S968RvoBsOt7y/w1f67Na34cF4t7vhgIdpS/tbpu9+vRyJj4DmfY3Hqo1+gJaH73js+XliPr1c2444PFkI3/K3TTxbVoz2dxbvfr/d1j18+9gXWtiTx19f87bFvfrsWS+o6cJvPfk3pBmataEZzQscXSxt9fefMJ2diwYZ23P3hIl/tn/50Berb07jlPX86NXZm8MPaNtS2pTF/fZuv76x++VcwVn4KzHrCV3tMvwvIJoHJ7mgvqTQtA+rmWf9vXe3vO6/9HlgwAZj+L9dHJjMxa8MsdOqk2OfEfwDMACb9Q3q5xmQjv/eu+xaJxkV4KJrCfxf+F9/UfdO1TpP+ASx6H5j+L1/7ON68EAAD3vtT120BYPGHwLpvMWPFh3j02wf93WPGPcDSycA3z/q7x5vnW/9/60J/7We/CKyeCXz1FOBHHyMLzH4BWDEdmP+Ov3u8e6X1/1fO8tf+84eA5Z8AH9/ur326DVjyofUcq7/w951JVwNgwITL/bX/+HbrHu//WdmEG8+2ddaa2PA9UK8+2eXDlR/ih4YfrD+m3ASYWWDKjcr213x2Dd5Y8gZu//J24JN/AQvfBV7+jb9naFgEtK4C1n1r6edHPr7d2gs+e8Bf+1lPACtnAM8d76/9mllAogFY9TmQ8refYerNaEhswL+nXIkNnRu6bj/5n0Dt98B/jvR3/UXvW3Nq2VRrvnclpgFMuxWonw/MewsAkDbS+Pv0v+PdZe/Kv/PG+UDLKuDJQ7q8/Mz1M9Hw1ROAnrD2TAC1nbVY2roUtYlaLGqW/NZkOq2xW/UZsMKfHYt3LrXG4oWT/bX/9D4gmwLmvOiv/f+ABALIjDFcdNFFeOONNzBlyhSMGDGip/TabMRv/Hl9u5Vrbfr8QnOnY9jWtac9Wkp08nmPNc0JAEBr0p8R3ZF2Noe69lSX7U3ysH6f+7Ol/gCiLQa5cENH1/3UmXGewZdBAuCHtdZG7fcZQiS8pD3d9YbakszkXyd1w99NctLUmem6EfiIF8PHgzST67b4dIbY0uHjmUWd/EhjpzO+zT6f2xY/zhMA0I1gGSV0vJoTXetE55zhc/6lferutHd0aunseuxoez9zI0g7W+icaE91PT9oXwa9l9/9siPtPDftA5XUtjl7XtB1Os8neE1k/K0dWza0OjrRveCJ75/AA9+6jdgPln+AI4cMwo29aixj1I8YwdYa2olDo92HwUql3m3cvbzwZfxu4u9w2dTLnDdNdf9/uPJDHPDyAXjku0ecNzsb0E5CW3XDvS4MxTXfapyDvV/aG7M2dNFfLNg6hW451M7v3xcPfPcIPlnzSRftyW+ungh2L79Cxzrdjru/uht3zLpD/VuZbHZeZ1PQTR1TV01FR8afA7M+UY/rP7seS1vkDsnmVDPMNLmWx7gDwDtL38FR75yCxdFcCHCypUsdMkYGH5SWoDUUcl2fMYZn5j7jHvuOOgCAAflcWti0EPuP3x8vzs+Bhc568t1aqR7TVk/DFdOuwK/e/RX/gce8ak1bzutlrcuANn/O77x0Elur3Z8TMi9mFslsEi/OfxFrOzzuu9rnHpOTRKLRGgfABdo3dG7A8W8ej2fnEudQbrz+1Kc3Hmufj0umXNL1TdZ+5dxPT+C7+u+8bUE6JxRjZwtjDEaKEApZa82+MP8FvLPsHfx1+l9d39nQuQEvFWlIaBq6QhSTV03GHyb9Aaeve895M92OZNZxzjckJTY0Xadp/reoI9MBUzLH8u9kunEKkRlwL/yJSiCAfOGFF+L555/Hiy++iPLycmzYsAEbNmxAMumPWfkpil/jLRQQDbQS0NTpA3DwYNSfTsUB8+jaCRvlBwQliBGZ9blgguYbJjIGed21Tp3EKKavvSQokKP9n/Bxjw4CGJp8ABoqkbA/5aIkB9ePcU+BfWNAMBrzme9LcyZNH+uojfRTc0DQHo347KeAeb4UePtxNFEAHvaZC+63P2U6+WGQk2QN9VR+Op3j7T50SpFn8MM4d0ey5LodPkA7dVT4dQI59/K3J9N2fkB7xnDr1Kl34r5v7sOj3z2KplQT1/6er+8BALxWUeYCAxs6N2D6muluY1ECAABgWcsyHPPGMfj3t/8WlCIGlU8WaHJJMSaXFEuB3wvzXwAAfLGesIEeoOGqT64CADw0+yFOpw4yt7MmP37f1X+HPV7cA09872bVr04vQ7vejr/P+Lv3Q+R+KNIacNHki/D8vOe922fauT9rE97GN5JkLBW/8W0Zn6ybSki/tLQsx9Nzn8Zz857D/CY+Um7Whln4tu5bIEEiKTKduO/r+3DJ1Etw25e3+brdr9//NV5b/Jq0b6etnob9x++Pv7XNdt7MgQ/d1HHVJ1fhlUWvcN/5+4y/Y1ViPW7uVW29kbb6+IX5L+DgVw6WAvG7v74bf+7bG9f0rgEM3rn23vL3cNdXd+F3E3/HfykUhgnglwP749g3j3WB5Os/ux7N6Wbc+uWt1hsUoCicB7PrZkvf78opAAAGM6zczyCSbpe/Vgm14XL9f+uXt+LBbx9Uf0eh071f34srp13JATPGGA6dcwcOHDLIAos6D8zeWvIWlrYuxZ1f3em8mevLr4uLAMA1T21Z074GGYmj75Ipl+CM987Au8sVzC5g5Wnn76cGi1kzi5PfORlnfngO8qso59xZ0qyO6jzzvTNxS+8aPFHFR9CubFuJVJYnot5ZakVprDeIHukOJLLOvmk7TTih40vW7PLW5djzpT3xt+l/45p/suYT7DZsMN4pLQFCPvPNoyXOa7KPz22Yi1PeOQWfrf3M33V+QhLIMnv44YfR2tqKAw44AAMGDMj/Gz9+fE/p9/8ufgEybeXH4MsQQ8mP8ZYixpRfQFcUEAxQ494PuEwQI9IvaA9aaEbnDEQfYJTolPJhgAJAUaT7OnX6AO2cTgGZKf8OGud1wodxT1k+CqD8iO7TGRIhSvkZCwqs/DiNqKGvZ32ykOQ7fiIMKEDxw4zSueGX1fa7dmT3aPMB2qkeQeefX6HroC3ZdT9Rnfw6soIKvYefsaPtg64Jv84Q6sjys+/rEp2aCJASjULKNEDj9/+j3zgaF0y+AJ+t4w0ZPRzDZX1749mKciDrXG/8wvFY0bYCj333GK8UBQA+mM7WdCsu69cHl/Xrg6as25kuM2wRVhf/0k3JnM+08wyy0OblhS8jZaRw3zf3Ka8b7cpQzBUumlBaio/XfIzbZ/EhwZNXTsZds+5ymOp0B+gsink8k/UMpC/TbiA8YdkE7P3S3g5rSeSFijL8+eM/S/vmzSVv4pBXD8H8xvmcId2ScFjPdgLmG5IN+N3E3+E37/8GWTrW6XY8M+8ZAMBbS9/yfpac2OzjvMZ5rs+emfsMGBjeS61x3szd74t1X+C95e/hn5//U8rgJu31lnue2768DbWJWry99G1XW9sBM7W0hHMQAMCXGxQpTIxhVSSCBfEY1nSswfpOnoFtSAksHtFxddsqKWCi458l6wxaCAubFuL5ec+7AFO+vZkFInFyP/fekTEy/FrKvWYA5jUvkq8zAO8ue9cCZhSwamFMXT0VAPDOMndo/WfrPsPBrxyM/0bdehimgSd/eBKTVk7C9w1OOkxTqgmtRgqZkIY1kUgeXNoSIvtV/rc53XWkwpz6OTji9SPwl0/+ktPduc7MDVYq3+uLX1dfgPaLrgbIzalmLGpehB9aFmFePDeWuf2Pjq3I1tqOsZlFRfn3ZtfNxtFvHI0/f8KH8LdnJI4MPcHt69L9jzoqyZp9Zq61Xt9b/h7X/MLJFyIdCuH2XtWAcL2nf3gaLy982XWLVqbnWHBw+/7fZvwNC5oW4LyPznPr9ROXwCHWsn9nnXVWD6n3/yOMM6L5z0yTdWlY+zFCMx5shez61Ij0a09To80PGNAlbIUtMgaQB37+wEBQAouyOiLwk4FHCqz8Grl+jVtbaD+JDLJcJ6dNUIDiNySYtksIzy0bu2Sm+6DdL/CjURWiTrL5SOeQH0Cte7BxqvlOuyLjw5GlBwSXXgBZxaIHjDDm1oSffsoEnK/dEfrc/saO6JTpel3/WJ38OLK49umu1xAVv1sIDbv34xjgxi63hhpTDkOQFABnhFZhFQByOseecUwtgMlaCpNLS3Bnr2oOQKUMubH+bfMizBYMRFvWdqzFmvY13HvLW5fnXy8OSQx7U2K4R2JYHI3imEED8O4SH7mvmU6kyX4jGpGr24Vcacn+UBYt4/5+ZM4jOOWdUxzWNmcEtxInh8lMgDEwI4vLpl2GZ+Y9g0/XfZrXibLasVAXAJkz1N2OBJsFyrOWRG7rVYMPVnyAyasmO8+XA+rXfHoNNnRuwJ8+/hNnPLcmnXmUJszqkhYH3LVRtsojrLop1YS7v7obK9s8ahwwxrGUlBXLSy7MnBHKQcaaM/AAmerhKUbXthYAwMyihYxzS7qli+s6YPQ3i5/FCW+fgMXNi+2bAOAdMAmqp6bhti9vw+2zblc6cExmAlo4f48/ffwnnP/R+Xn9dVPH0W8cjZPfOdkBaDmdXisvxWlzH8DVM64mF7TaLGtdhr9O/yv+PuPv6MyFlVs38f5t/Pc3/0Ztoha3ay3kO5YutK/ShJ2lERRMg4utjZD9Kj8ffYTyP/GdFRWSn/sSR5e4tg3TwG/e/w0unHwhmIRBzs8Lwu5T50VjOLfP5t6jlaVVTo4wmdNP/fAUACuKgooY+WLp1IEk2Q+yMkcHBfYkVaORrHGZZDQt/wwAUJeow91f340bv7gR9cSBltATOKBuIo4aPDD3Red+UlD/PyI9d67IT1ioUUINmkzWxBH3TcdvuiicRA39GYsbcMcHC1yAkzOkyespC2ox9sYPMWkun9tFwV5KMNqPvG86rhg/26UHZZqpUf3W7LV4cOoS148DZ+QSMPD2nHXY4fqJmLqwjmtPQ3np6850Fsc9+ClumuD2GquO+3lyxnLcPWmhp06dpA9e+nIVRl830ZXTnFYAmvaUjl899gUe/dgdgqX6kbzlvfm4+d15Ep2IkUsM7ydnLMfo6ybi65XNXPuMQfqJPENHOovL/vst3vFZTMw0GX7/n1n4y6vuwkm6xJAGgAenLsGON0zCvHW8kcH3EwkjTui47q0fXMXEVH2UyZo47sFPceXLbp0MYgzR5773o0XY5aaPsKKB/4HMKHSqa0/hng8XYeEGfiOmz0y160xn8Yu7puFPr7h1ooZXKuN8/+5JC7HP7VNQ18b/uNG1SftsSV07bnhnLlY3JZTtqX7NnRnsfutk/PW171w60RVBw4LvnrQQR90/3RVGTfspTfrp65XNuHz8bKxv5Y1rznlC1sSG1hTG3vghrn3rB5dOKrl/8mL8+smZLocEvQd1KkxZUIuznv6Sy+8Vn4Gu65WNndjphkm49X1/xREBa91d99YPrjlKo3RoaPMLM1fi8Hs/cRVdozoldGddL6ptx443TMK/J/NF1+j9RPz83BcrpcUUVfv+vycvxn53THX1E21v77EUzKRmv8C1j1HjkBi5WcJwhQTgnKQ8J7l2dM3X+df2PZPZJM5d8Qp+PbA/1kTCHJDLrPoCh792OI54/QhORwqQW+hKNbLAh9ehU8KWQgvjj/37YEUsir9+SsJz3zjf3RYA9CSyMoC8+kvg37sg2SmEN0uMzPJYufU8b/wRWPAuHpz9IBY0LXDYlFzf0vXanmkHxp+Jtn/vlH8vbyBnU+ggrLbBDEenJw4GVgmFKolOejaFiSsmWuGUiSbguRPlz62FQHeH5lTut+e5E4AHxnHGcku6hQsnpf2uNywGxp8JNC5Fgjg92igwFJnch/a0in4B+N0Hv8PTc5/GXbPukusJAE8fCTy6Xx6kSoFEzuFDgUKixV0AVLcHQRhH84fX8zpJhTpOTBOhRR/k/+T2D0OHTuZTHvSt/ByYdjuimhB1ltNDB9BgWP03u362VXzs9uHAdy9ztk+Chq4zhq9qrbzZT9Z8DDx5GDD+TE6fkBbKG3SdmoaJqydjxtoZFuic+wbWfPgPrO9cj+Wty50Q3JxOz+SK476/4n3r/QXvAbcOBua+gfUdDjOeSBO7RXTQPHOMU3wNQIduAdcsXQy5++XnIIA28poW4UtqGg+Qv3sFoSk3OZ/bjr+sot5ENg28+nvgswecdeUhWTMLfHSDVZjKNLG4ZTG+rfsWn6z5hHcyZjrx1YavsN/4/fDCpMuAWwYBy6YB4B06zfa6zq0Vyhrr3/NpAbakyL5bFHHYZPbfM/POBSbLUc4IDPKUm609hApdm7StJGKHSrHwm9nQ6dj460ju+bLWZciCoSESRqemcY5RLdN1FNFPVQoAWSLUOKfhj3PWtGBhbTumL25wsUlZBbg888mZeGjaUrw9mwdB1PChBuXFL36L5oSOc5/7mmtPjSnK/k2eX4d569vw+rdrXQYiZfCoIX3Z+Nm4c+JCTBRAuMq4v+Slb9GZMXD203xBBmp0poiR++rXazBndQuemLEcolCmxWaKMlkTN06Yh/unLMFnQvVYqgft47+9/j2SuoGLX/xW0Ek+Do9/sgyfL2v0XSm4JZHBY58sw+PTl2NRLe/FpIY0fX3jhHlI6oarknlGwfjd9v58vDl7ne+q0Guak5i8oA4vf7WGK97jdY87Jy5EezqLOybyz00BDXVuXPv2D3jm85W4SgBylNXTiIk4b30b5qxuwWvfrHHlnqruce9Hi9HUmcGjn/DOigzRm47dtW/OxX2TF+PqN/l+VaUyTF/cgBWNCbz69RpuPgB8mhUFQfdPWYI1zUm89CXPNPFglDoeluLpT1fgnGe/UrbPkj6b8N061Len8d9Zq13rNMyFops5PRnun7IEc9e14X2hyrMKtP/jje/xxrdrXetUtdc8/8VKtCb1LquM2/qmdAN3f7gI0xc34ItlPFPD9RO53+/+8xWmLazHBS98o3wG+t0HpixBezqLRz9e5qmTLU2dGdw4YR6e+XwlFng4UOjrf7zxAxZsaMfVb/4gtCcRCWS/vPnd+WhPZ/EvoVJ1VlEXYnVTAte8+QPunLhQ4qyQ6/SvDxdhVVMCd07kK+BmSOqA7WSi7GjqM3XIMIjhmFnn9L8hGL9RwpKYBLRotU7/2MZtQ7IBKWatm1WRKGfkNr3+e1d7AKhPOEZXK8gCXDEd+PRe6IbcCK6LSOpVqCqoGhnokADkZ48DGpcATSv49jnDm+4OZdEyYN7bwJyXgP+enn8/Dxhzv6cGvY+hAwsmQG93jMn8vQ2dC/vOOw2ePMQqoDbhMvxjxj9w/WfX59vbcltiEf708Z9wx6w7rErBSyfLnxsax2gzxixQvGwq0LQUIONeEi3h7pElRm76w6utKtVTbuScG20ZwiCLToW6efkq2ktbrb182pppCj1hVdit/R5oXqFukwP0NBw48YM73DM/BqJOesKp7C0TytA1Lwc6HJaMizow0hxAzod5P3ssMO0Wd05v7vNUSPjOWxcBqRbg9XO4UHGdsudkPXakWqzK3PPfQVbMh819v5mMtwYNePNCNH77n/x7ecY9175cTIkaf6bFOL5yFrdOM3RfEAHy8k+seZjb52RFn2wmks6f5MoZ+dcugEzH7vU/QKdOEbt/FPUR8M2zwA+vApP+gXg4Lm9DJGOkgRl3A1//B1gxnYs0aNbJWGbTeHHBi2hJt+C29ZMtsPmqta/RiJq84ys3X6lDJ/PuZVIddGL7UkY7u+CdfOVzKdgXQqwzZsZVSf/GJS/jlwP7Wf1KnGKsyft3tFjw7LY0OnZihkQUUKdZXSTMpYNkCgzyz0vSilBKevSRWNhIZbTasrxBDbL4UFG50c8zD057r8Ja1GizQVM6a+Sjy9Y0qxkUP6G9qrBK2jdiuCQF7fb9qN5i1WaqhywkVswtzEgYFwCobVNXvpU9Kc2jFCt6qxwJtohjSMeLOl9WNcm9eyq2tj3tjPU6D8NbVjBIfE+Vl7pgvbXZueaGAozStbJeAO3prHc/ib/bPEBxrvv5MstpMmuFyMyTSA8yzyjgFCse02Jydh94hfSq1vUb31oGsRuU8REnttDiWGLlcw4g556bzmsx6kI5djldRJ0yinGg3mr3OnVe289N17XoeFCBcFuWCsd20TZZbm+TzzPVmqCV7cV87K7ywUUGWQVeVcUB6TWpevVEp2ahKJ9qLPLfFearbK+h4CEpsMGcIqRdusNxhmaFsMUYAcgJGmJN9+rctahhmQzxRm4rYWk5BpAYUO0UktKiVKLIDEWvI1iMDGeA5sFI3rATC5NZetOw7HgkDnQ61YvdOjHXd7K5irIUnOcrPBsZOUDOSV3Lcry99G28tvg1ywAlffmybvXl20vfzheukgtzh5bTisUEZDHGuAgBCtIy9jXWzeaY3TStrB202rlKcuOuQXN/lgMCtK8Sqz53NTPzDLLOp8TJrskJ+bxtLTQyLzgmMZvhmHnH6WH1gSkymzl96VikjBQXoktTCTI0NYE8a5pGESiiHlpJGoVu6oDeaQGjnIgMsi5G7ZG1RUFrmgvTVbCCublNgVy+B3N9kiH7SyrVIr1XMhRy5b7S9ZsPKVbNOVI1PELYfMM05EV6KNBONnFj3aKT/dDIcHnTAPLAn66L/N4oma+u/rYvTeYeDclOhDSg3SLQTJP+PuckV1HcuT7/PM2pZrxc/yXmxuNYFItyDDLrIkRdE/bFJBmvDHH60TSHhBbixiWjeN7/BSkAZImkOeNNHk4rHkMjM1rpe6ItpAJ+WYWxrjJAaXPRGKOFi2xGxCuXWWUgqoQ33pyLxUlxMK8iQnaYJi1WI1ZgzijGwhaxyjMX6klex4hOfp6tzaNglN6FI0HcLmh7OrdiigrVKsBGQbuYS8o/t/v5xNAdnQN+zrVU+diqIli0srOYZ6xL5gdXWEtAyBnO4ULApWL/1RUhtC3kCCER3MjmBwWZNBweCF7gSrWGKCPpNXb2c9B1IObe6wrQrhJunSrmllflc/t+NHJFrOitCh22Razyr1qnYdKOzhVxX7RzgunabEup+0mmk7h3qBw6UUWVcX5/J2HsZHxd4fFdrNOYUFhRttdQQzvpWhykn4gRnybhtCnBaNKIEZ+0wWw2I83p7cyILJDzfG2x4vxrDsRTlorqJ8mzzRe4kjFHxHhzfzHLM36yQjY5sYCipV9GsbfQ0GgnJN0NkPVcqCy9d96YNXUOuIghxToZR5OZajDQRT4oBecZI8MX+CKv6XMDgE7mR97INQ3e2Kd56NmNBZAtRyd1/OVXrs0g0zmuSRy+hEGW5m2qhO5DmU4YsnED3AyyMJ9cobA2g0wcVp16JwcCeQY57fqueN2MeOSQxKmj59ZWRjbP8gAZSqGglQvHVa2fhOXcoH3ugMXc2JF1mmYk2oXMf3HvAPjnyo+/ak2QEGUaFZAxMyRc2RFG54ie5MYzyRU2093seM4hwaW22Puu7mbNM9CkxyAZZBzob1tSC+UdWTT9Jd8fhs6Fd+uaxu0J9N5ZCAxyF+BVdCjpxBlHHR0cg62Bmx8FgPwzE2oIZxVGrmhwyQAvNc7FSrUqQ1o11ziGkOZ2El3F4jhpCQjiiljpwUCWWyd5ewpWEsI9qCFps6mUGRXBaFdsrQgmVf1KgZ/X0Uz29SirLVbP7sqRIBrznANEoVNWAiZFoTqJRYe6YmtFgKKKFlAdK6XKy+eO4RLHTsISpjngqwYo9Ltq0C5/ZgquRdAuY/DoOhCdRhmFc0MlqhBrvtiSGsjJdBLXUGDQTp9Z0f9iQTvaDXnQTnK23TUVvPcOcQjV+x9JC/GY03bfUr3FEH8anix3ZImgXb6Hqer46Io1wVf0Fp2WdI5b3+HTF9T3sF9TQzvlYofIawqASLGlhC5EGFBjJ5/7l5SGmFLDMiGwQLrMwIUHQJZUqM0bezLDWJWPmGvvFyAbzMhfi4JLKzzZev5WWUXsnFFK+1zPGf0UhORDMYU8VpFBpjM6a2bV4aRexwAxxhmoaSPN9xN5zcA4kEtD2x2AnOUBctYHg+zF7MskpxNd6879rT6gDpZsrt+5M+ZJDjKda6xLW52GGSS5seQBMj+fMkaG6zsOfBHHA71e1sxyhfLonOTBKO0/smcRZ1TWzDpzlj6CfSyWbO1lFQwyEY7V5sZaMaY5ZlkKkG2wSAByijjBuNSQrgCyPf6qNUGF7l9k3nCrhvZxuoPbQzPUCWTqCIv55Sr9yXV1ETDmHFMUbOedOqaJLCN2eEjrAiBneAYZGiCmedj3EMArB4B9HCem07QLApDT4l5B5odRAMg/L+EMdRoeSwBoWqjaLGMTaPEZ0cBThdqp2AoVW8axX2JorwQEUeNNBFmBQ6wV7C7tJ5dOEoOPPoN49IkKBOXv6wGQswqjPS2whNQA1iVAzsUg07GQeQo9QTsNa3XacDmZCueEV9in7B5iGCwVVXgyfc2xvQpAI6uy66UTXTdeYID2qwqgqPpM9wDIsvmR9FqnPhwXquvLHARd6iQBft7rOpgji/YrlyNO7mdV6iffN90OP891LYk2EPtOBX7pb61XH2TzOpE9WWjTlSNLfE81rymrQ9dEWrLnWzplpW1UOnnpmZGsCWoEugAy0dUkhlKagNGkwNxmKAOTD23UOeBlG4Ac8yIYuTo17sn7CRrGyTHI7iNV8oaYDAx7hfiKIdYCQKahhLqpS8NPs2Y2DwAoQM4bp7lnStM8UzsHUQaEBZAlVgV3FRVTMshehi1zAzk6vgT0MAgMMgUJ9iVCEYFBdh8b5BKPo3GkYgNk8guQn8d2H3MhpdZnFFTke8TQufWQXy2Kowg5Ri2b4kCZK8RaHB/Fc1rODTdA1k2dq6isyxxRuWfI60eWR4ayu4o5q+dSIujcd8ClHSUh7BEkvJf2XVr3wSBnnWJ9tqQIkAMEkEVec3tHKOSaT1IHVxd6AIBhyAEy5xigrHCmgwe7whwXixjK9M/PG3tfpPugBqfvqaPHVsfUufZWwTJrfzaJ24yCcFeItcrxIoBXWUSRO12Jgm3Sf3QcRYBM6iz8L0sBIEuEY5DJRsuHYvIbsMzgo3mUXsYYNR6jKraMC5OU6+SuLOs2rqjxKhqdQUOseWPbee1l2OoSho1neryMVrfhLYJRnsEjOnk4Erjv20YrxxwKzDzHyEnCv8TQYYVOhiQfFnD3gR1OqqpULX4mY2u98ljpd2l30r5Vhfh7HaXTFTNqMI+xowwe5KJ6hqyierb1mTvEO+3h0FHlyqpEpVNG4dSyruvuZ6/5muaeNSBoVziN6P3E0HdZ2Lcrz15RpMsW8Zgk1f6XVegk7rd5R4LvPdZ67RW2rZx/lPRUjK9Bjv+jdQb87LGqvhC/b3/GGXceIda6QR0a5JgQwejMMEk7I8OFH9uGHm/kqgEyZ3gTkJahvKmhw4QEKOY+c4lXKK2h80W6PAw3iw202TgRpFrfS3CF8/iQVS7ENddf9N60PQUuaQH0Z8h3LJClYMhVz2If8UPvITDIjIZbCiHWHHtoP1MoxAM5Qx4KzD+IP4CcH72spLCRwMjRglF5gCwbfyPD6euEastzaLkn0JN8zjDHoKbdOciEQaarLmNm1EW6wlH+b/t1lmctHSFriIJLQ5fPWcn8EwEy/cxkJgfa6TrlmFTVWGfTMEyDC/nNp3mYbudGmswxL+caIKwr+zNl1ALN2xZe26CVDhLn8U0Kz00BcpYDyNZu5Z5/jlPAzSDrmuaMFXk/r44wZzOaBrvolTQ6yNCFEGeN8yTz81/jGWSuJoWlE3U05Vo5ewntF5ozLjqs7HaqXPX/ESkAZImocpCp4SMW8pIxU1yIpQfjoirmo7o+BWUpn0arrYuuALVie385yHJj05PVlgA5CmhE41plPKuEA0CK4meu82kpU5p16+Rp5PpgkDOSuWHdl7Tx6Hv7HqqjdMTv2/fzCr9V6aQp2qgBjXqOpyWOgaARD6JOVFQ66R5gVBb1QEOH3QXWgoJRuR4qMMoYk/Zz2mc/yfLyReEdOvIxpayneE37b6811FWRLlGUudpZeT+5GGQbLCr2UdV1dQ74ekSfyIqlCPqp0my8io5lJOuF3xPUe4eySBcNnaN7GQW+lBUUgEaGVrsmbKmsKjRXXVjjQ6xp+DQHvqgBywHkjIvdEoshceLFIJu6mw0mwsRnkeRnUoAszSkmR/nkvyMJsXYYZN0JqwRcIdYufVWgpIvQa3eINXGGECDjYpAVeYTqXFkVWPGXm5x3hBhu8CAyyBkupNTtGKL35sCOwGa6jn4zs84aEUKseYCsu5l5+pxcdJUzn1x5+6SgFgWgtF9N0t8mdXBlhfBke26S53HmnyTEOtee5r5mjAzHIHNOChptoHJGGWl0ZnmHiMN05uYjfU5yHY41DWkudlh6jrmhQ9TEMJ0UCUBgN7PJPFvMp08I+w6NwuGql2fcYc45vXiWWGCQXSyum0F27qFz/Z4l7eVrIsNF/Ygh8/y1wO0X9NeH2SH3XM673TDnmPJyPOQkQ50bOh8VY/gI4/4pSQEgSySlYCU4pskDXObZWg9DyQ9bSzd3yrKqwJsfQ1r3aeSqwny59j4q0XqyrxIjV2Rku8qtdemkMHK9jFbZc3OGrKE2pO0+4PKjRLZMwZBzjgHPcZH0k4dOMkDjqjqsYLW5GiaSfEnA6iPGgumkS3TyCj81FDqpcrVV81osSiUHHD7XkCJsT/UMflh3EXTbY+cVcu/1/a50UkV9+HHQcM6QgPuZqKXqfnTv5fdhsZ/cOnlVj5extaKo1rypcHSKe5UTAu03Isatk9fekZ8blJXRIIQjU4BM+4+E+okAmVbazcrzZ+17ejLIClaDM7rEs2bBi228MQEUUhAiFSPDnckqgikKYGlIrCuM3HYESPMhJd8x3ACFAmSvHGTuOszj+VRhprnruXQl80EnhrXJTP4zLsQ6dw1m8sa+R4h1ftYqALxoKjsMctrRNSdiyCoFa7oNeDjD3gHUdD3kw99z1xaPzbFyNO1CcGkuXJ5j1rKSIl2kXwzRGZR7JlcOsiJ8lQORFNBQ4E3YORphoEvmn3y+Wu2pkZ8xM9wPKl2bVKesyimTzXCF+gBSmCzv3CBFoyhApvMKmms+ZaQg3+1Ey7IslzpAn4EWIOQcUHRsDZ3fn7izsXUu9N+al5pbf8Gh43I2SRhkWljOFfWQ6wtVVIWLwZUdaWd/Rq5B04PsY91UjibrM5qCQdYVV6Ubzj2EwoN0Lf4vSAEgS6RXWRy7DqsGoAYArhxkSTv+yBd/oIluBdT4VeUOZjwMRFnYrYphFf9WVS1WXd8vqyjL1fYq8NNViLUoKgNWpVPWMDkm1/5O1sPglwEUr/xUWhlZ1f9eACPPavtkpvLAzwOMqnJruRwoD7ZM9tzufvIGKJ4MMi1cxP2gKwCeCgQGDHEVIxhU0SQqUfUrH02i7rOsBIx61TvwE1WhWqeqIlausfbD1kpSN1T57OK1VMXMvPYRe374dW44a8hjnSr6Ve0klRc5zHr1k+x3QpHK4G7vBgoWW0Hy8QjY1cHyuZhcbpkrxFoGkDNSVtEzB5kUt8nSAmH0KChqcZhZLrwacAxEkXlJZBNSIJY3KAUwKj5jVgxBlYWrEhDuCq81DYeZkhbpkoeHuoA5ERrC7ukAMDLyNBMJYLcYZMpUkiNfwPjxIhWG8+HeTDDSTTVAzj+bQu8sP7ROH9l9RnM6Qw4YsJ6DAKDcey6mLHdvuh5oYSPAPY+4IkaG7s4ZtsVIu/N6ScqCTrg567NciLXHHKRF0SiDTCM9GJciQYAmy0rnbFZSuEt06NC5I/YHB5A5nXjd89cw0mgXivylhBBr6tzIUicdBYUC0wmonVJp2R6RpeCNOP/EXN38vSlA5gu7pblx17kxsMaTOffNX5ufry6AbDszxAJaufvzfSFnkGl7roo1wNUlcH2HAmSaUmSH41NHj7CGuTWpqlcAZ983XfOpAJD/52WnIVV49Ne7ALDCYGU5oGKRI1mhI7+spQpcqUBTVvHam/3q2shVgQyVKNlaRci0K5xUxrT7APmqM1Gt9uQHxpT3v1cxMhmr4yec2YuZUoWJq+aT6EyRstouneiGaaQ34tsAAP0SSURBVG/ocsNevLdq7LwqiPsqMCSLYPCKLlDMa/rzqGflYEodbs2vU+oMyadCeIBRP2ytMldbMb7erLt77LyjVYI6shSOBIUDjn7H794ha+9ikBVzWeU4dDkS8gxysD2WthG7Tsn+K5yQotNJ5oT0SnvJ95OP/Yi2p8ZdFg5bYX1GGQiQEEBaFViois4xzTnj1tSljI4LjFDDkLBxBmV4SJtmmkIkFLGy9NRd38m/LzG+qCEtCwnP/60oiOVikHMgyPU+ZcU4MOzO88yzVUKYepaG9wr3yDKvEOusK8zUvr51b0coWAOQLyIG5JwnnNFL5oo9Li4GmQ8/paITRoyK/YRZITkmb/Bn3eDVAba5/s+6w3TlDB4fLqsTZln8Tl6nvAND58+0NgWW0RUCT9cQtTM8QqwZXb+07ylDTupycDnIYoi1pEhX1h1FIObxe4b5c6w2jS4Q7AX7RTbNHQ0FwDnKLO/ckKdzuEGhGiDTZ5ADZLq/0MJSBJxz16Njm+b3MeoMEIq+WXuc6daftAf4daKT97m9Ou8g4o8mo3OSB9TOXHYxyIpIEB1Cv5L5Z0gqkLuYcAqEFdXBaQh5Vgix9jo94Kcoka6b/DwlSs6jfHvOOqSzhmBIq4vDNCcyWFbfIbA1ajCwqimB8577CmfvPYJro2cZECOv7fdNhk+XNMBkzDPPmd5jUW27J4soPseSug6c8+xXOP+ALbk2hsnyx+6IrPHcda2IhUN8OK7AGFNs+/nSRiyubUc8Qg6+99Bp4YZ2nP/81/jj/rxOqvZZg6GhI42iaFjJRol99ua3a1FZHEVxjOYOif3mXGvB+nZcPn42frPnMKVOIiA3TCtATKWT2AdPzliO0lgE8aj6LGc6Fgs3tOH6t+figG365N8TgZ/IjLYmdVQURdQ6Cf30r0mLUBqP8GkAXcyn+ycvxuhBFdLri/fQDYbv1rRguwEVfA6oYQCIutqbDLhpwjyUF0WVfSn22ermBF6etRqVJbRoiRrQtCV1vPHtGhy4bT/Xc4ZzuWYiiLz2rR8wsKpYGWIt6tTQkcZnSxs8Q+6pjutbk3hw6hKcuusQqESMMrn6ze+xTb9ypRNIHOuUbqCuLeW51+jcXtOBGyfMw+m7D1XrJDzf9W/Pxc5Dq5ROLVl0DOti/6M6fb2yGQtfmYMz9xjmq306a+L2DxZg9xE1ypQWEcx2pg0Ux7Le4erk7+mL6zFjSQPOIP3k5WRKZ0088vFSrDNoGCF4Y4kJxs+GH4DS3jy4EJlMyoatngmMPxPY+dc8wynJtcvahtrsl4Bhe0InuXuUyaFMRKumAYsmAuX9cyCEU8Uy3kyDY+gAIPvWxcCYXwnv8oY0xxi1rgFSzhnArlzj/DFPpB9SLQArdp6NtucMRHKtXEintIK2keGuk8108OyuBwDjROJIYIxBkzHItd8DJaOce9DiPkIerZRBNnVhrjjtzXQbQI6fzWgawFg+t9F5H4gzuKMD7HvY5+VSwEmeFR31vEHOJAAZGr6Ox/Gpvg57TPmn8/wCgywNtV80EcgmAdMDIGfT0EEKbLWsBAbS+9PfvYwcILet5xxIWQ4gC4AjJyzXFxGAK+RFnRvcXLND/L2KdJH26ZWfgkpGEaqsC4WcMpqGWK7IW4dwjnoeIC+fDtTN565DnXE8KATQtBR45Sxgz4st3aQMshsg6+l2bh2lKaikjgfOYaYOsU7TzxqXQE815v9MaVqerZU6aHLRJaoQa6nzZtbj0FsWOzprQKvegQrG5PdoWopk2wr+fbrni3uyqQPttUBpHyHEOscgi4AaAD65CwhHhdoR5LVY0K9lFTDjHuh9twOV/zUGuQCQFRIlxzxcNn42AOCgbfvm3/NiEv7xxg8AgHP2dQCvi5XJ8sYbAEycW4vyIlqCX24sZrImznhiJgDg4FGOsU71YIxxxtVN784HAPxynGNIexmIny21NokP59W62sjAQGNnBkfdPwMAsP/WDjDzCtO9c+JCAMBxOw10nsEDjE5eUGf9f34dVEIZpVVNCex16xRs1bcMJQTwcudDC57SB6YuAQAcs6Ojk5eR+/acdQCAaQsdnURmij73/A1t2OmGSdhtRI2SkRPv99gnywAAx+/kT6fnv1gFAJjw3XqpDlZ7R8mZy5uw0z8n4Yzdh6rnnAS0A8DJuwx2riky3+SZ7H4d2bcs/56Xw2bKgjpMWVCHQ7frp8w7FnV6QqKTVz7oDe/MAwDsPqLG0Uk8c5h8Z9K8WkyaV4txw6u5NumsiaKoNb/oMyd1A89+vhIAP8e9APJFL34LADh6zADu+pxO5O+Jc2sxcW4tN9aAFfViF/yj7evb0/n5QfcOr6PLfv3kl0hlDfyagkuP+ffB3A0AgMnznb3D6xz4ZQ2dWNbQif98BuwwqNLRw2PsTn7kc0TDIRxH1qmXw8XWadaKJuU16fe/W9OK79a04uFpSzGid2n+fS/HxX53TkXf8jiO3GGAsg39+73vLZ3mrm11Pvfo18+WNuKzpY2I91uJWG7KisYSF9IIDXjiQOv16COkbQAgQ1iGzOovgM4EULcAmRJ32LDLgFswwfpXMQh6mIbzUVZbMK5ePNX6Y8dfuVhGG4yK4EpfMhFoWS0H1IA7xHrZVKD1fKedouAS953mFUBFb0dPeg9Zvi6AiUvfwYS+vbFnkjKeCtC+bCrAHDDnCmH3yEF2FeZhWUQlIbfp9rXAD6869xDGgRkObNDXzQbK4rlr2BdOK/NGs03LgUrHmWPrrwuMYhYa4mCu/HKHQUtb9omMXfvwGuCj65HZbk9Hh9x85Zkv4KyB/QDoSNTOAirLOZ3y4yuwlFlNA17/g/XHyEMlOcPIhdMbfNjy/LeANAHM5Jq0gBbnWFk7CzBizjWUAJlTERlNQ4QxLieYgcHIZhAGzwjryz/JXcMd7SErOJd56wJAKyZ60EJMFBBJ8uUZkzLI+RDrGXdbbbfaNf9ZlhlY0LQAA0oHuIHcko+sP+a+Yd1fyiBLQqyfPQ6ocmxrGiKd5RxQznf0tOMsE6MO0rSw1Lw3kRk6CAhbv+fpkAZkc2MrzD8AQNMy4M6toPevIp9pkBWiy0dQzHwE+oB+QJG19j4rLsLljVPwh2/vl7PU3zyL5OCBQDTi3NuQA2RdA7B+DvCvrYFRx8Kg5zBLUhvyz/Hlo9bfI52xUzHIGU0DPr3Xat97JFAOabv/BSmEWCskGtZc77UkyYTxUTzq8enLpe29vqMyClXtmzppDok815XKG9+uVV7T6/ijfBsfOnWQc4O9DEpbZixucK7pYVDKdACEIjqSEMV569u4PD8vBtmW79e0kDZq4GdLc4J6MdWGOmNAezqLyQvqlABZVSBtTTMJs/E4DsaWhg7y4+fKY3WfBf38F6s8WG35fKpto8VG1IDXlsV1jvfZCzzYMmlerRCJ0fX8q2tPS9uonmHmcgc0eTHItsxa0cz97SdPviWhS9uocv2pY8orgsGW+evbhDZd9xMNcefnIn/9pG6AMWAqcQKpCslRWdHo5E15nQ2uet8rpLsloaO+PY0ZSxqUbWT9tLKRHp3S9XwV23lFDgHW3JvD7R3B+snXnqyRfV7IQdZpDrLIqNqvKUA2eSCQN0YbF0uPX+IZESJtaznWlzLINOybM3abV7iAX9pIY0P7ao69tp5FA5pXckcjARQgC+fW2uA9r6ucEXZ9J9nifl9kkMm1JoZSmFJagvtqqtw6iZW1NQ344qH8375DrLNpeTEzGQDSNIs9yrcTzrzmmCcJQBULGCmKsFl/W/9PC0e92NdyOTnsPw0ehLuuzQzo9QuInm4Gj55nvDjmAFenSJdHiLUtnQ1KUCbqpGsaMOtx694gYMf+Xr6AFrkXCUUVdeHYWmFO2zrpQjh0VlKkK7vmS9d982s0m4YBwKAOFLFugAq0CzrRXFVXDrJwbnCmZWX+9bcsgVPeOQWnTThNHj5Mv8cx446TyVXpvmU5kGpx/qbMNJ3fnAOKr8bOMciCw9C1now0oGJ3ASDZlB+b/GeSNAJT09AaCkEHP39eqbAQ5hPfP6G8RzIkzEUVg0zHbf7bXKSDrEiXq2/p2cfKEGvSvnkp9/1Cka6fiYQlxy21EoDsB/hR8WMoWe/LDURVcRmqk1fBGlu8Qzd95DNmuwYDbQpHgkonCqi9mFGlTh5HV9nSGRC0q/rVj05eeYRUuFxFH0BONf+87uG0lxcUcusk70vVM3sB5K76yauonOp9PixY/gx1VCcfgJqKX0eW6juqI47qKWj34QwJUaNGZLWFsZTqpAifptLUSY2jrvuJnintxWrLRDeYZzi+7Dp+dPI6mz7oOvXjtPSzx7an6PFKAXUSizlK2msaLRaEvLFkMhNZAlL5XEVSEZcahIbOgU5d0/ImFTWektkk0gKwcQEgaozRY1g4g4x8IdniYs9umXkLDnnnJPy3opx7P5ureiutaAu4cpA7QiH8o3cN/pO7jjLEmgNBABKNLj0pABK/Q++X18mU6yTmEdN7eIZYJ5vdfa3Io7aOpSGpOMLZy65KwqJuQn6mK2SfXiv3d0aoZLskGsVhgwfiRdkYAkA27TKklWwzgIVhE/+Y8Q8sbVkKmSTF5weUIdYUmLBMB9KycZPODY9xJHnfWXE+0b5UhK67nET5fhUAsp3mQOemDaal4cl8ZXcASGgarqwpxX3Vlbm2coeJK2KBjF1KGO+UqD+ZM3W5WuZrO9bK2VH6PSkLnnGd9Z7VNCDhOLXpHOVCrOlY0OSMrMAgewBkWnldtXbEv7kiXcL822fYYJw+sL90DxHbu4A6vVdWErGS+05acyrM61zRN3eRLlPTuGrzHANPjwlUzA3XnuBx/vxPUQoAWSGaprlY5JYEjc8PZnjrhol01sgDFT+gKZN1jtNRtW9NEuCnd228iTolM45O/s4vVYc9OjpRgKw2YGXvZwwTnWknj89f33atkxK0+zHUsyY60tn8tbvSiR6D5NVedSawahwSGZ696kxnSSXwLnTyCWjEnEdbR7XjgQdNyYxh5YYapivUvEudlKCdXxO2Q0U1dnSsdUN+JJVKROAn/i2TTNbMz3nVPZrJ3qEqikYl6QH8/KzttG6iNeGtEw+Qu56vFCAHBX6A1ZdtqRwTqXiGZm6P7VonuiaCOjcyhgnTZM58Uq0JjkHueu9oT/HzL6Vba8I0mTKyh7Y3TUbWnaS9JoCWnCHtxcrp4rE56XYrbMTIIE1+5h6rqsABQwdheTTCAefbvrwNh756KFrSLeT6QGsohA25cERqxL2yaiJ++/5vUZ+o51jtDAHgyHS6DKwVuVy7ZyoruPezGiAevQMArelWNCQbXOHMM4uL8HZ5Gf7Vq9rVF5+t/QzHLH4KM4viPIuraUC6w9WesrXWM8BTdEPH9Z9dj5ciOgdQRJDrDrG27uEacUk/0bBeqk9G0wB61I3AQn4VBdbkan6IQKtd06zK4oojcERnRksojOZQCBmBQb6xdzXWRSN4uoofQyeMOyUPfZa1BTCtKIq3l76Nv8/4O2TSFCb1QihAziQ8GeR0Llog/xkJ1wcE0MPpJowjDdnnnA6aEiDzzDz/PB+VlmBWUZwDrIDTRy6nDvi5lB8PoUgcAHxaUoxJpSV4oqoSCU3jgOKydBP+3KcXVkUi7lQGe90aaVcYbWM4hCv69sYHpSUu/ajQQlOGpI2qirXLKQYNSDpRXNxxdlk5M8/NAiPD5eanCUQ0wc9Fena3tLhV/m/hdTbjYp1tWRCPucYlf39a1I1en7uX5Sy0C/pQverDYRw0ZBAu7WulitBictlsWromnqksx/3VldDBA9wpmXoc8drhmLR8ojvEOq+XZF/6H5ICQPaQaJjvHhomuaKhE7996ku8OHOVko2jktINHHHfdBxy9yfQDdOXkfvUpyuwzdUf4JtVzR5g1Jm4369txXEPfooJ363rklEELOb2oH9Nw5H3TYdpMl9G7mOfLMPO/5yExbXtyiNmKECeubwJB941DRPnblA+M01PbEno2O+OqTjhIauYhB/Q/vC0Jdj3jilY05xQA2RitH40rxbjbv4IUxfWKVlIOqb1HWnsdetknPG4lfftZ+wenLoER90/HU2dGVfIqi2UaXrt6zXY7toPMH1xvRqMZpz261qS2P2WyfjDM7Nc+soklTXx0LQl+PWTMzmwLwq9ziMfL8P2103E9MX1SqBI2f+VjZ3Y5aYPcdn42b7WRDpr4Nb35uOSl75FJmsqx5qG597+wQKMuX4iZi5r9Ogn5wdvaUMnxt74IW5+d55vnf743Nf48ytzXHn8KrnmrR+w8z8nYfbqFl8RDAs2tGP3Wz7Cg1OX+DpOLZE2cNqjnzs6+Vinf351Dsbe9CEWbGhz5fXbQsfu+7WtOODOqXhx5irl9Slob03qOPSej3HVq98B8AeQL3zhG+x640dY2dipbE/XxDcrm3HkfdPx/vfrlc4T+gy1bSnscctk/O11fzplsibOe/5r7HbzR6htSynnBwW8UxfW4eSHP8OMxQ2+nmFJXQd2/ueH+Otr33ORLkqdDBNn/WcW9rh1MloSGfm6IyHWuqZhzQ/jgedOQGbt11yz9ZEIVkVyeWs0T9nQgdtHAO9e6QphrI1E0BQO48GqSq4qNQA0pZrwyZqPnetAw5GDB+CQoYPQEgpxxtKclsX4pu4bXD31Co5RYprmsDKZdlcOskosQ5W5jOXTJpyGA18+EC3Mnbdsixhm+vTcp7Ei04Ibe9dwhqcB4GMtifHlZbxx3VkvFOny1vm7hu/w2uLXcEupxheBEr7GgalEA5jt6BAvmOlwARZ95qOQnYub1jR0ZjowrbjYMniFM2sv7lONI4YMcn3v05Ji7DV8CN4sK4W+fnb+/W/0FlzQrw+WRSOu5/7twH44dMhALJ//Kvd+W0huVubHp6MOmdfP4Z9HxVj6kE4yTzPQsCEcxowv7wduHYTMog8EHZzXaeLsAYDsrMeBzx90Kr9LmFrxfQDIZNqdqr7idyiwIKDOVRWYyO29qvG7Af2gt63j3rfnKpeDbJ/RS8Hl3NcsgCbJ5V9PnAkbImHo7c49PuhcgQ/KSnH2gL4una7tXYMDhg7CstWfQf/0Pu6z5ysr8GFpCf6cA2VizrAtHRknNLstFMLf+vTC3dVV+fe4cPcvHwUaFgNm1sVQ6xqAVKvzN1eFn1abp98hf6RaoC9832lHQam4zuzvffYA9O9e7rodgA4thGVzxwM39UNGKIqWV0ESoSqKFKiDOMSm3gI8dwJ04uh5o7wUreEwppWWgIFnzrPfjQduGQh92TTuPvfUVOPxqkrMKipChuzV7SyLNR1rceUnf+IBshBxRKUAkH9GEhFDO4ihPmleLT5eVI+/v/G9L+NwXWsKy+o7saopgQXr231956UvLWP11vfm+wI0k+bVYs7qFlz04re+DPul9Z1Y15rC0vpOrG1J+tLpqU+Xozmh4+GPlyoNSmrUvf/DBixr6MR5z33ty7Cfu64NjZ0ZzF3XhpZExtd3Hpy6FKubknj5qzVKMJoizM8Hczegvj2Ns5+eBfEsU1vofb9e2Yy2VBZfrmhCJmv60umuSYswd10bJs3d4Iv9mjSvFomMgV8/+aXy+hRkfba0ER3pLKYurHcdMyYTw2S444OFmL64AZ8uURv3FAR9ssi69u+f+crjGRydpi6sRyJj4K3Z63zNv+aEjkc/WYa356zD7NUtvo4Wm764ASYDrnxlji+d3v1uPZoTOh6fvtzX/F7dlMQHczfgla/XYGGtv3Vq63TThHnK56Zj/fo3a1HblsadExf6mksLa9sxc3kTXvl6DdY0J3317bTcvHhw6lIlCKfz6aUvV2FFYwJ/f+N7ZToHnWJzVrdgUW0Hxn+12lqnPnSavKAOGcPECzNXKXWie+x/PluBeevbcPN7831FVXy1shkb2lJ46cvVSOmGL4fIh7l1997365XPQK/zwsxV+GplMx6YuljZT1SnWSuakdQNjP9qta8+ak9l8cmierQkdHyhcAJpIWfcPiotwRGNU/Fg49fQ3/8L1+4ffXrhqCEDsTwagU6K7rRqJk7t3wsvLhxvhdRKDFpTYeS2ph3DtDYSRlvO4J4Xi7mMRgBYV/8DTIETXRWNYGJJMYxMp/Q7MsnmgYD7MwaGWZq7kJUtScX7KU3jAHdrOIyLqotxU+8aLI86xTKb9HZc+s1dmFJSnNPBP3hbF3Guk4UGE5CGsK+Z8xz2b5yCv/bp5b6+jEGecbc0xDqjaXimvBgX9++DP/XtDb1+nlSvplBI6lC4pk8vyyGQk4VmJ6aXFOP8fn2lrFcqFML0hjm8uor+yQO7FdORWTaZ/0wDWkNanqkN0sc0vD0T0nB+/z44P70YE0qKoH9yh3Af57opIbQ227QMmPh3dQ6y/VrMg6+dJ80HbwuFcFN1GT4rtkp/6wQgNmU78VlxEUyPZ+1omM/9bTt56BpoCofxTTzOMdwZPQHUL4B4Djcg9JWmIdPBF2EFgLpIxDWGXxUXoSkcxpTaL5ERHAuiqMa/PeWERc8sLsKEslI8XVWRX5/cPE63AbOekDLISS2E90riaAyFYABcZXtVDnJa03BPdSU+KikG1n3LhQw3awyTS4qR1iRjCyssnX1yB7IJUiuHXFt0wD1WXYnj9MX4Kgron90v7YtG4qhQiX0PU7i+rln7yIZP/wUsnQJ9g7P+kmR820IhLsT66/o5eKSqHMmPb5PeLxnS+PoUVBcVgyw6Cgoh1j8fERlklfgxoqk0dKYDfSeRMZTGmEr8GN5UNrSlfBlwtnSksoHvEeT6ALCuJZhOLYmML5BFxU8ILRUvpkkmzQk9sE5+DHUqde0p6fsqaUvqgZ5BN9Tsruo6lO32I02dmUA6MRa8n4LOv8YOfw4a7h4+wsSpBN07rIgE/9/RPO6h8qkE1akx4NhpCLY/rWn257yjQgvU+RHGgun0xbKmwDq1pYKtiUTGkI51SHMbIY9UV0Kvn+96HwCmFxe7jMz58Rhu7V1j5YPKALJCJ5q/XEfAX0s4JL1OWsIonDxoAP7Urw/eL3Kzkir5T2U5bu5VjaQm/01Os6wrj9WWDgWjWW6ayvvXkmdLhkKYUv8NLu1nnc6gCo+UX4cP/91xxFDsP3QQ0hpvaN6dWo5mpuPdslI0C3YHE3KZAQvcp3LsMP0srWl4Ppf7O6W0RAlWFsaiyv6SAed10YiLAVe1VwJkTd2mKWSFhp42qL+rbVci3n9JzKoc/VxluetIM7GvuM/sP3PH4dDrLopFcUnf3pgdj7nu9+SaSfgT6tAaCnHs7tpoBOMrynFe/7656zufvda+COf174vXykuV49AqzFu7T+h1nq6qwG8H9sOkslLn+aNR3DjnQaw3U675TddCWtOUDiqVTp0hzZPd1+EBkIlzjUpDOAwGgUHWNKBtnbSK9SPVFbiqb2+cI2G6XcWycmJqGp6qqsTl+TXsyMxYGJf164N7q6tcuv8Qj2GPYYNxe001d72EpuGl8jL8EIsp95AnKiuUfeFn32sKh/B1PC6ZpxqeqqzAIUMH4b/lZfmj5kSpDYe5+9zcuwYPVlfh1fIyafuUpnGAmkqG1LD4IR7D1b1rXNcH+OKM/wtSAMge4hcgtyUDGj5pf+yGLWZA4w0IDgYSGcNXkS5bsibzFf78Y3RK6tmAQM5fmPiP0amD5P36kWQm6yuMlkqQZwaA5s5gXruWhB6on0KaFlgnmo7gr30w4BcNa4HmK8DnfPvTSQ+kUyikBZ5/QR1frQGdG0BwwBu0fWtSD7Q/mT7DxDmdAqw5wHJuBJGkbgTfO4I6EgKCdlUqBC3SRUU8O9iWOGNKg4ylO6RGXKePEEAqayNysJuWGFw2wJhRUuw7lHZqaQn+W1GOdwgQoJJihvIZ2xUAOcrkjDQAF0il4pf1BoDasAO0l+eqLTeHw1gcjSmNZ8o6A8CM4iKuUjMAnDR4AI6ffTvaNc3FlBnksqo+aZUYt8535M/it39V7f7ctzcu6tcHhqTNrOI40qEQlsRiUiavu+JmQuP4JMfouopLaRp+PaAfrv7mX9ZzkM/qIhFMLS3Brwf2d/XP/MR6TAyl8UZZqefckD3TK+Xlyv4SQ9WzknBqmSyKx/By7We4qCjluidd12lh7nC6Kt43oQbAgMWMphUftyvAU304jCz4qBUrPF2XnoP8RbEVybE4FnMB+UUda/BOWS68WKFHQogcseX5ygrXc08oKwXTNLxQWc6NR1s4jFt61+Cifn2UzoQ4Y13WK/CSB6urcNbAfnhb2PN0aPmq+XfWVHP1JajURuRrfLmwl9ji5TChhfgWxmN4q7wMf+vTy52DbAT7jdvcpXAOsodEJEc9yYQWlvEjiUw2kOEdDnXPaA2kk0deqlwnrcuCM6IEBaOd6WBGq2kyZYj1xtIpaL8mdSM4GOjhse7MBBtrwwwOaILq1JHOBmLasz5z5qnQPHS/7YPMD6MbOonVxbuS1qQeKOqhO2MX1PEQFIzqRnDnWtD2QRnkpIKt9ZKgzo2g/ZTIyPc/NUBWG7sqIKon6qXGooqpVUlzOCQ1xmwDMcwYoowhRYzMMtMMBDYBoEEBXFPMVOYgdyjAvpex3xySh0B6hcTKpF2h74J4VPnsIjC6IMdAirI23Yyvi4r4atiahjgtEOkRdq4ER6q5onjfzXQq+jQcxsclxfg+HkNYWDomuXZdOKK8RhCJMPfzP15lVW9+an0tigT75auiIswpimN27UzcCHXfqd5PhzSl3uLRPrbInAW2tAphuHkG2afzYFHYfW2RQQ7KcDI4ICqmRbicVcAq2KW6ZocSILu/k9E0IByRMsheev639jP8t09vFJv1yn5qC8n3Kuu+/N81hom6HEraEHHDpUYFCAWAGGMbxdHzSUkx9zfdU0bouhIgd+aOlJLpJZOUprmO0bMlLbnHrOIi6C18VIBeYJB/PuKXQW7vRuhcYAYvIPBrCwqQA+pkdsPwpsWT/OmUDQTCU9meZ4GCMqPdYaZ6GiAnfeZnUulpnfzmjNpidCOCYZPoFLCfgu4dSd3wdcwT1Sko8Avar0H3mmTAvQYIPv+CrtOg+x8QXKegjlTrhAH/AFllmKY8mIFUZ72U5fAySlX3lvW4rVOMMZc3vtPDUFWJCoBYDLL8OyoG2dA8WFHFb39C06QVeIPKqkhUOV6qIlcy0TX3uNPdQbUKkh5zQgnyNoK+gHVusahzI+nvREitWxBJhtROgI9KSlyFkhLkbxXLCKgBakgCyG0R891tCcN/v54xsD9e64KldukqtO0Uc5A9nGoyMcl8KwnHXJ+nNDVAFmsR2NIYDrvY/AwAmEZggGzLF8VFys8SIf+OATonVPNc7UwI5kxTSVwBaAELwOmG/HelU+EEiygul/ZYL+3ZhPR9d4h14Rzkn43IzkKWSXtAZqozEyx/lzH4qoBKJXi+WzBWMZU1etyQDgz8umHkJgOCdlo13N/1zR7PHw/ar6mMoaxArpLAbG23QHvPsrVBUyFSuhmIrTVZ8AiGoKx2OmBEQrobTqNEwPzxoPtfohtRFUGjVYLqlNSzgZnzoM/QHWeIdOxUDLLi58qLLUwlG6XGomiwdiW64h72tSMMiAqGXquiUJSXqMBuEqYSuKhykE1ogRke1bWCipeRLjKyXpIMuQGJqvotlZSHMZxU2D2q+dXqk0iwpTYccTllaNGihMd8DSJJhdMGsNhYsd8SJGqi3cN5o+rTZEiTnu8LWMBU5lixKg2rvqMJf4dwvayIm4eIkSN0/no5zlTv07DsYs3NqKY9QLdKOiVzOKNpSGQ6ACPbBUCWvy+LHrDFyzkkfqeTzAkVQFalo5gbaR57/ZIlNc11HJgtHaGQtNiiKqIm5aFvhyFnqd3nIAerh7O5SwEge4hYxVolQY3cRDoYuAzKZAHdCXENdo/uMC5BdeoOWxsUjAY1WrvHQvZsXnRwnczgYKCnQ9EzZjfCvnsaNAVja3UjeFRFYOeG7u+IOFusdRoUtAdbE0HbdycvPzhoD6pTz4dY0yOp/IjltJSdg6yoNNoNMJRWAGQVSFKJV7gmkGOQBYDcrggB9BKVkZryYIPVADk4wxOULVWJDBTY0hIAcCY1d1gv/VsNEkJKIKNyQihDgQP2iWw+tlCALBS76q4kPEBuIhRyOYGaSL+3hkKBwaOXI0o1B72iGDoVaQ5B5qxX20w3wuyp06FYc6chpD0cPyrpCGkuEDyttAS7YwU2ZDu7xSBba1v+naRiXsRMd0g0BZMqYKk81gze+dp+JemxvhIhTXm0kspxpVrfXjnIql868c6qcO+fqhQAsof4Z5CDGT6dKsNHIUl9c2Vre5Yt6w4Y7WlWZ1PkIAdntTdF2HfPOmis8PiAReJ62EETlK1NdWedBpx/Hemssvq0TDaFIyswg5zp+XUaHIz2vCMr6P6XzMidIaoQa6/jjJQGb0IOkLsVYu3xnSgYosK89WIsVKIy7lKapqx8rDJsdQ+DMOj9g4oXS9rg4wgYW5JdOCY850RAMLexALIXkATs0NBAl5RKUzisLLbWIek37oiccEi5ZlT9nfCIiFCBKC8njYqZ/DEh1lS8nFpe6Rr5EGsJfOjKUSaTzlBIud+8bTZ77kWqSJeM156nDHd3n7OeJuPGVOHHqj0ppP2oIl22JHL3LZJEkSa1ELKm/PdAzXir9tDgKS/uKuKFY57w4IMPYvjw4SgqKsLuu++OL7/8cmPrtVmIXwY5cA5yuhuGd48Dv2Chw5tGp54HfkHvsSnCvtsDGvfd6aegIdZBj8PqTj8FqQ6eyQZjUoHgIdZBc7U7Axa6s3QKCkaDs5BBx67ndQrO1ga9R2BWuxt7R1AQ3hFYJ/l8YgoGWc2uqgFHOtUiNRYTAYt0ebEPgJ2DzK+ljQ2QgwI+VV6ol7QFDCdWyXrJWbO21EUCAOQujHAVi5TsRp6valdQAQeVJD3yVAFvoBlUxIrg9B5eaQReIdaqOZjwCOlWrU0D3XBUBGDXvdZXMqTOp1fdm7KvxZKfxrTmZoO7Eq9oipTpHWKt6lev/POkAjwb6J5jRqWDV5XwIGKPRbEkFzkR0pBRMMgtAR1dXo5UlbhCrH/uDPL48eNxxRVX4LrrrsM333yDHXfcEYcddhjq6up6Qr//V+mpHOTAFaa7wbj0OPDbBGC0ZROA0aCszv9O2HfPhof2NAuZ1I1uVYAOIp3pYKA9uTmu0+44aALOv+6EMwfXKXhV9CDSPdC+CRwJ0hxk+bwXq97a4gUeUwqAnOmBEGsxB7k7xZhUxbOSITXjp8xb9jCilfffSAzy0mhUCWzrAjHI6ucGPABEN4z31EZ69lQXYbiJbhjqKmn0WBNeOrR5hFirQZka2LcrTkTJah7HEQUEODLxesYODyeYnzzVEhlg64bTqUPTkFbcL82yys8A9VgkPBx2Vt6++/2sR7i7l6giKLpyBPkVO5IgKklTMTQNiYAh1ipJd8dpJjLIinzon6oE3vHuvvtunHPOOTj77LOx3Xbb4ZFHHkFJSQmeeuqpntDv/1UiPn8QgrIV7emeB6M9Hc7crRDrgPfoTn5mT+u0KcK+g+rUHUdCUJ06eng+BV1DQHAQ1J1jnoJIYhOs0/8NnbrDtPds4bBuOdc2gU4y0B6YQfZgw5J6x0ZhORo9QlIB68xhsXpqdxhclXix5Kpczu6Eg7YHdByoJBPSUK8Ab3Vh/6dvehX7AtTGe/fY+43z7BaI8vg8FFKGywcVL4DsxUx2eKwZL1Cm0lsd3eG9bmQSZM52dsGSq0TJIJN1Vmy696H6SDhwWHHCg0E2meE5TuoICY89TzH3TU3z7C+VqJx2G5tBjkoKHQJAG5P/DrUqjqpTSXf0FfdcVUXtn6oEAsiZTAZff/01Dj74YOcCoRAOPvhgfP7556726XQabW1t3L+fkvhlkHs6JJGxboCBHtZpU4D27lRC7um8wKBArjuh6D091kGvD/Q8qx30+t35TuAw3YDPYJgscP54T+tk5UX3sCMrMIPcjfD4oAxyt47P6lmdNs4ey4CQXM/uhFi3652BdFLJ+kjEOweZMUSFEOuOUChwKLdKvACfKpfT0DRljq5KNlaRLkDNFKsMbpl0xQSrAETKg3FXycZiz5NdgPqOkCatvtsdUeUgpySFoai0e0QXqPo0EVIz390JBVZJkDnrlRLgVZHdK+rCHrtiw72f1YXDG6VIly2MufOCqXgyyIqxSHiObTBQ6aVDyiPkPojYkQQRMOkRTU2Q2xyqua+S7jgsk8L+/bMGyA0NDTAMA/369ePe79evHzZs2OBqf+utt6KysjL/b8iQIT9O200sEUVYjCg9beRa3+nZHLygz6AbDEk9GBgIzrgEz7fMBj0Oq6dZoG6FWPdseHJ3wGiPs7XdWBPB81J7ntUO+p2eZtqtiuU9WzisvVvFz3o27SBo+01R4K87hcZcEf4K9hhQG8OqnDsAaM0mA+mkks5QCA0eBpkVHsi/Z2oaVkX9s6Ve4g2QgwMBlWxMgLwxAGfSIxQY8Ar/VLOdKtloALkL1jRo0S8v8cpZt0FZicRmaPNwIKjD1j1CrD3GISjjGiQP3mu+ekUEeOXt2/1SLCnI1BIOB85Jp0W64sJYMDObzxWXsaequeKVvtHpMU7dWd/qyJ2NFyEDWM8fk/RBvSb/LQ2SqgF0j0EWn/1nH2IdRP72t7+htbU1/2/16tU9ebuNLr4Z5B7Oj+vOd4IzyMEBSlCWpqcBSro7hZt6Oo8wbQQ+wzV4v/bsOAA9Dwa6M/82Nwa5O/fYFDoF3Tt6uiBWqhtnM/f0ftadvPye3velzjtFBWvA21ALer5ldyTtYVzG4M6fA5APM5Z9FkSSHuxdwpMp/P8DyEGBhEwo66NJAUTwvHSVeDkagkhXTFV3WDyV+AHIparqwAHDpb1AmbKKtaYF7tcgc9BrfnuHWKvCk51w6GLdDYYau1HErlML5VnxcsFWMg09D5DLFI4MmXgd8eXlYLCvF2Q/2ph5/l4SYXBF4QBAi8c5zEGkO3uCGE3xs2aQe/fujXA4jNraWu792tpa9O/f39U+Ho+joqKC+/dTEr9VrG3DJ+qTcbYNSr8AHAhu8HU3TDJImlHPh91a7f3qxJhV2CaIdNfw9qtTBzm/1e/8aA84Fj+mgJHvOZsM9tyB+zXgGgKCj0VPryF6D9/zY5NEnwTUKWCNhKDPrBsMqYDRJ/b8iPk0wIKuoUTAKuqAs4786tS2Eear5sUgdyPEum0TefyjCuPOzhGVsXhBxDMHuZssmkzaNiJ42xhCj6wpk8xfr3DgoJWiN5ZzgIbpxiQ6b0wnhPL8bw4gu3Xwcip5hfWqgL8XGA36vEHGrSPnIAlLAJ9XiLWqgBdlRUt1t3NNlfPtJZ0hLf+9AVn+91A3M/kUiUqJU1XlTPE6Rs2rv+31IruXStTh6Orjq7ojUUmhw40pqlQULxEZ/Kwk7P6nLIFWZiwWwy677ILJkyfn3zNNE5MnT8aee+650ZX7/xa/ANaes0U+j2ewWc7iqP/NxGY34hGfBmI6GAi3dSqJ+Q95s0MSfesU0GhNd6Of7O/41cl2DPh1hqT0YP1E97Min89hj53fe9g6+X0GW6dISPNdiC6oTvY4+AW8+TXUjbH2Oz96eg1Rnfz2U+A1tAl0sueTX52CXp9+x++ctSUeDdZPfucGPQor6Doq8qlTx4/QKT/e3WGQPYzFdkV4ni0ydq07EmMMEebWwWacSn+k4ZcIhZSMrJfh5wUSZNIajgZq39NCwWa5ZKxUz9edcOmNVaQrpWlI5q5VIdFZdTzNxpR0KIRUTodSJmOQ1Q6EFqXTIfjRUEDXAFnmRPArHRFrvsrWsSe77JGukQ9N1xOuz7sTHp8MhbA+ZzsPEgByCizv4KoKwCB7Feny0rE1fy//Dlyv8duYzp6I5Cz5jSnd2RPEvtR/7iHWV1xxBR5//HE888wzmD9/Ps4//3x0dnbi7LPP7gn9/l/FL3iwpSgWzHsWBAx09zslAdsXB3yG7nwniCFtXT94nlpwnXp+7IIA/e7cI+j1o+FQYIAStF+DPkM8wBmgtgSdH4HnxiZYpz29roHgz93TYw0En7OB23dn7+ihsbMxYFCdYnSd5gCyLJzW01gMmE9pS/GPMM6pRBlDVHP3k3100I9lkL2ew6sQWDIgOAl6dIpMijaS0wHI5fPmnk+Wn6iS7hjDG8vYT5PiaDJQrwKgP0a8mGoZ8+7lOFEBrKymKeeaH9ZSJWUSAO9XOnIV0WXP6BlirXgOKyRczbwnurmeF8RiAIAtdT5qJq1peV0qAwDkjEcBPs+xCKnvZYvIxtsh2157sozBV0lI0TaiqGK9saRbADnMP5+uOHLqpyqBe+S0007DXXfdhWuvvRY77bQTZs+ejQ8++MBVuOt/QYKwNEB3QFbwCRncQOxZA7Q73wnaT0HbA93RKZjRWhoPdv2QBsR8MnK2FMd61kETCWsIBwhpBnoe0MTCWjdAe8B+CgjCu+M0Cjpne3pdd+cewfupG/tZD4P27ugUdB31tE6xiAOQ7RBr2RmkyorFJPRTLILTFeiR5f0BQDG5vx/AF2UMEY9jR0p+JBD3CjtV5VP6kWIBnGwMdlMGLAB1X3tJkuS91gVYr105BmSy8UKsQ3kgJWOQN8Z9REBcIgGZdpXfoOyq1/E5qjVogygZULdBmQoYVQSs10DFBvoyltyrWrrXZ7ZTyyu6JC45s9dLNigY5OZQKK9Ln6w7esaLDVbNI3ssiiX62+NX5dHn4lXtuVIkeV7b2RNkfytW9FtMUaRrY0lXe4JsfrYKcyEjKdz2U5Zu7UQXXXQRVq5ciXQ6jZkzZ2L33Xff2HptFhLUUA9qUPrNXaPS08xod8BoYPZrswTIPQtoIt1ha3v4GWKboU7RSCi4YypgJdyeXkNAzwPe0nhwZjTwHA/MtAfXqaejJIJHVWiI9vC+H7SfomENIYFBljG7tjEsGn5ZwvqIAcJdgRGZYQ0AJSRcWgX4qEQZpAyycz0Va/LjDcIfUwxLDGlszV0qKJilxqWMNQW6F86e1DRkctEB57a0Bv6+CpTJpKsCRkH0t68l64uuDHUZsAF45494XRlAqc2xq70MdzitVzh5uwfAskXsVxtEyYB6Sw5wq9aRF5vZlbTn5v6YtDr01cvB5cV8qtYsYKdUuD8X37Ov35zLJRZzfxfGLWa52gR6S3OQ1c4FVSSCDepkYNMJsfbfJ/l91+N6oqPNS1Tse5FwVJ6KTd4Ye6ZMZM8nRmFkfu4M8s9JghrqQZmHaDcAcmCDMiAz2p0wSb+5irb0dEgsAMR7Opy5G2A06HwK3E/dCrEOOnY926+RkBZ4XfS0TpsixD/wGtoEIdaBw8Q3gSMh6LoOOnbRcChwVEXg1Jpu/E44OciWMe/FJMhAh23IiEZVV2F1MqNdYwxFJGTbTwhonDFEQs5YiEy2CmyoQrxVRmR3QxCVYY1CYTFD876/SqhxqeovFXCmIjPOzZxO1R6slwoEqeaRzMi2C5SpgLDqfdm17CNovHRWjaWKjSv2cELIgGltzrElA172uvAEiB6OIRE85plcWahzWA2eATnLLhPZHO4I2bqa6J2V59V6AV0vRxAdb5EZjzEG2c4rrme7D+18YfFZ7X4bzsKutQg4Bfhkz9CsYPq9ALID+EzlnqDaMWV7gu2c2xgMcpzxOciq/eLHpquo9grZdVNChEL6556D/HMSv+cg21IcMGQ6aMgtEDwse1OEfQdls3qare3OPYKGTJcGNry7AfwCjkVgMBrWgoP2HnYkRMMhjxMyFfcIzCpunHXqRUwFn389u4a6853SwOs0WL+GQ1rwtIOg+1/QEP9IN5xGAXUK2p6uCS3HIHsBZJlBbRtqIlhpyxuY8sksAz0xxhCF5tlG+p2Qw1+LrJiqSJeKeVEZnN0NQVSxd2HF5fyw5lQoMFAZtrI8UVHE56ah5V6sl8roVhX98TKyVXqqxkQWemqffy2G1PrRQQUk6f1FJ4RMN7vveksY5A6FQ4mKl0ND5fDx+o6q//wCZPGccQDoyIHKKGPKwlPdGWvre+r+jjMmBZhiJXtxfavY8l6hqCczKuvvdkUIvb0XyuZ+ioDnoHuCeEQVFdWclbZVXEcMW1fNpThjvgq7qcZdtVd4zQXbkZIxf8ZVrH9uIgMPXgadylBXGZqqCr9eYa9lEkPai31SGcWy6wBATBEu6KWT7B5eoEWlkwpwqNqrdKI5e3512lhMu3JMFQyyl0NiY4WTquZsLBySOoG8+8n9mRfIVjkSVHM2FglJ/MTe4E72mdd8VYFR1VjEFY6NMo85E1Qn1fOpdFI5HrxAu2xcPXVS9JNqfqjeV82PSEjuoPGqfL6xHDSqx44q1ml39n2VqOodqPqpKErWRA4gy45MssXLkBHvnGevFOHPZZJLxRgQ0ihA7toYizGGCAHIotGvBEMqMKYwOL0AsldIrCqUXMZaAWpmTVaoBwCKyPVV4+PH0aDSE/AGUiomXjWPvIx91X1UY1IkuZYdRt3fAyCrDHVlVAHXx0KEgse8kIVYGx4gyhavsVDtCF5jJLteiDHf4fyaZCxTuWUaZV7RGN1zAtD+FttFGcAkrm7R4RAX/lbtJUWhqOdYdIcF99orokztnJNbKN5jK+tjFYhV7QNx4Zgn9XO5+1UmqrFV9YsXyC/NOVi/TKzBN7XfdHnvn4oUALKHhCXWpherojLGVAa5ilEMCga82itBu4IxVeXfeTGBMrDYLZ0UhqMKvKruEY/IgZ9nvwYEvGWK/lOCVEW+r8pRAcgNaS/CVzXPVM8dDYfkc9xDJ9k88GLpVPf2cnowyQbtpZMsZDXoGrLeV6zTiLzTSzyiDoKuCdXcV+mkdHwp2muaPDzZW6dgY6fUVTE/iqJh6ZrwKpin2odUQD/oXlMUla8Jz/1M8pknyA/Yr/FI2DkuLtS9EGtbVN8qVQBk2fvWvYMxyHHGEA17AGQlgxzMqPdi/LyAgMrYDKkY1gD6hn2GRvoBQl597cUEqox9FStX1A0grgQ3HtfyYr3VzhEVsKDsmhjKq76PjEG2xcsR5bXOVP3q9R1Z/5WaTMoMy8TLmI+CKZ/FC1yq5ltUmNPi3I0zBlkomLhvidEFSlZT82aQu7O2Vc4vwJtBNhUxbl5jK1szqjVZ5hFiHeMAsnoP9Jq3tqgBsry9129OGZl9sXCsy3v/VKQAkD0kLAm182ILVKyimq2Vd78XGJAZdl4GpcroUrNowQzKeCQkNQa9ALUXsJXfO9gzxCNh6dh5ARqVTiEFJacGoypniJwtCwpGvcK0VaBdBVAiYZnPWX0dQD7/vfJCg/eT3D9b7rkmZMAv2BoCvJ0b0ut46CRb857rNKDDRXUcluo6RZGw1PkVdP4B6jmo2jtUOsUVBdm8wKjqHir2VQlGlToF2/9UOnkVYFSNqXJfjIZg5owTO8Tai02hho/IaKqOeyrR5Of7lmnu546BAeQYGJVBRyUuMMhiMR4lGArIVnoZcZ4MiOL+hsLPoQIOsucQ2RyVwe6nH1VGccxk0lBmL70A9TxSGckAUKkAlEGdHAAPHOKmyc1XFYBQvU/HxJ2DLNchwli3gK51D28GsisdRZFFOBQz0xPIUfFKTYp4VED20skrjJf2jfh3jDEpgyyuBTG6QDVXirSwNKfZFi/2VtUv3gyyfD1FGFNW+K72cLRUS8c2WHRK3GRckUXVM0fBfDHIqu+r4K3Xb05/MjpDEu1d3vunIgWA7CEyFjLkQeEFNxAVRrFH+GRQFkjFvqpAuwqkehu5EjDaDZ1UOd8qnVT9FFeEWHtVj1WHYqoYZAXwUzHzitBNL8Nb1odeoZ7KkFgPoBOUrZU9d8yDLQvKIMciIcj2dk+nkRSMejhDVI4ED51kopoDkZAmnbNeDhp19EQwnTyZUZnDrxusthqMBtUpHDjSY2NVUfdy+JmSCRg0gibi6ciS39szHcFWyUeRru3TGRwU64M/tLS6zhU9OJGQ31vh9S8Nud+PMQZNC8YgRxlDNBzP/y3mGqqAsAo0qsJFvYCdVyi4yihVnYcbhC0tYoyDOF4GMAUZMjZclaMphl+Kos5BDs7Ex8lHNQQUKNk/r3Bt4igpYowDsiojX3U9mscu9rFKt1LGG/5i3qwXKFAyk4whrAC1xYyhXy6svJ8QXi7Lwy81/VWDBrwBcpSp14ZneLLiM6sIl/NZiPFscIwxmBLbSRzTODfe6tD04lCEm5PlgoOtwsMpmFX0TIwB45IpAMD24XLus6jCoeDlhOpFdNojmeQ+q5KAZ1nqAaCeV0W+Q6z9HQelOj4spugvrz1hJ8RxaVML/tTYjMpu1oHYHKUAkD1EZgh6jb3quA+VQaTKL6SGEjUINwVbq2ID6XU4nboRJqlihFXFcbrDasvGzqufyork15IZy4AasKl0ioRD0CQbj1eItewzz9zagKGvsXAIsj06MED2AO1KR4JHqKysz71Ak+we3QF+aoAcNEw3LAVI9Pqi7aACz7JwX6A7jqywdO/ojiNBleesjBbwcK7J1oRniLViL1Dty34cWXQfjncjB16mk1cuuEonOmd5nRxze1RoKQBvY6XKNHFv9R64tLmVAxMRBpzV2oazW9pwS10D953ScJH0WjLgHBXYIT8VWuOMIeIFkAOyW7R9XwI0us8gyz9TXU2Zsyz5gqiTinmMMcaxNzKdRObdlmJmcsDVKwe3WnPuogrFpPNre4Pfa4YTp8tg3el7VR+qw+RNASAxDsiqcyFVwFmdg6ycX4wHm1WmyVWu9lukqxepEB1lLH/uuEt3LYx7axtwb209juro5HWR9F8pM6VzStZWA/C7llYMyGZxWhvP4qkAH+A/PFlkiDnHAvjxiglOIVtcDDKNGPCA+MValAPklULBMToWfQUw2qmwmcpNE3fWNeDFtRtwcukW3GdRyB0TMcawWw5UDxYOzSszTbxk9sXz6zZgKFkXEcakkR+BGWQBIKvY/TDjx0Ll5KFOhSFkTUc9APJxxUNQbpg4sb2D1zlchD+0tuG3be1ARP5b8lOUAkD2EBkYkTFutqhAFjWkaaioknEmhlJVibMIrdBhSaEnj3M4yxU6UTBK26hAOzVaK4upTsHDJMuL5OF89DoiCJcJNSipTqoiXSqQD6hDeFXD7SdMkuoUDWuQ/WTQXHDxmjLAoXlY3n7yVTmdInKdqAEvAjGZTl5h32qdnPdLOWAQlvY51YnO11gkJL2/J9OuchiQ7/BzRRVi7bShOikjGLhn5nVQRTfQiBWv+Su7rriu5etU3t5LJzoF6WtVe3qPCtpP0ZB0/tHnrBB0Uu2ZhsrYUOx/VNeqYgcwFEXDXTpo6BoSP7PFi83x41yjOlFWu1/IArbUABINuXLTBOJlAARWB8DgrIErmluwTYZnlksjxVKdyjQ3QI4wcAPvxxiLhaKIkmNX3CHWXYfNUqFgqB8BJ54AmRiprmOmFN87p81i3EWDUHmkkWQ+i1VvlXmdYIh1cb40LTZOjdpixodViuwQ7a8a4gxR5bdGtRBeXbMeN9Y34hhWwn22fSaDhzbUYYLRj+s3VciminUrNfnw4bjAIAetsB3z0EWdz6xxOhSbjHPeUN1rBOA1TM+ixLRA/U7pNNGbKSMPikNxjM5kcFAiiWLB/JbpWGLK2Wj58WvA5c2tmFTXieE6z05HwZRHVhWF5PYYwIMwmqsthlRr4BnRuAIgi6wp7d8SDzhiMcjO36KDjc73YcKz75ayxqbGMDidq5mGXqaJHTIZFEf5OR5janB0c30j/pSK4F+x4byOjGF0rBd2TGe4sSw1TamjRZmD7FEN3ivvm9ef9KuivgR11A3RqZNRfs0ogBv77ItPV63BrqkUrzP9/YjKf0t+ilIAyB4iZZA92ovGnC3UgK8gxpUajMqNsXhEXkBGVUQI8AgDJWxSRRHVSWV4BwOj1IAXDUiV0UovI7I6MuEM6WJqeIelodG0vaiDn2N2KAPnZ+yoTpbh7W5P7ysa3jLnhrfh3TVopzoVRyNdhjNTB42mycGAF0BW6aRybhRHwwpHAgVZZL4qHDRUJ1FnP/nmVYJOMlGNnZ/QYVEHVT/RR6NAU8WQ0/3FpVMXTiMRtKt0or/LdG2qQqzpvlhZQsdO7gzh9r8SwUsfMNJDtf/R6/BOSHmIPwfyi/lrStephyNLCdrjin2fOI3SmvsMT/GonHKm5Y0UaoDGaWEtwTgri5bKdZXkIGvkvwDPClVL2gM2QCZ96JtBlr9fpWCMvPI1KbCqIa+LTVOZ33hGysSkVWtxQXOrL71kgFOMSaCgkoKWGGOIdRG6Tk8ZrTLoM/AMociWlxAVaiLOWKuM9Ggogm10Hcd3dKJECLOPMYZ9kykMi1dz91SFf6uqh5eavMFvMch8f0ivpwz7dV6LIMMrxJqOWYwxV9j3FU3NGKRncWN9I/fdGsPAu20a3lu9Dv05Jw3QFFb8FhMgUSwAF1mEQ4lpSh0FMmdEvqJIcaVr7lQafGkpemdaVEnsWwrC+pJnjJv8OceakPcaZQyyHhfHlH5H7A8qRaEIz/QLDqAqsu8MEQDyZU0tuLKxGS+t24BicvsqAn9KhP3PK6e5v2Hgt6hAL6FuQwlxTHLnnptMWstAlSrgxSCrnEA05JyB71c1QHa+M9hHFE6EMWjxMmhwO3NKaf9F4vhfkQJA9hCZQakyxACfYLSYNxBlQhnWCs5QCiEsMby9wICKQaZggAvtUxb/kRu5SlabAwOCQalia8lrmp/tJ8SagiYrTFLGAjntxbFSjR0db9o36iJJcp1KYnJmqswDIMtCeEW7W1MAKE4nRT8Vx1RsrdxQL4rIgR/VQVwzKp3o/OPWhEqnooi8fVQeOkyBmzh/VCG/XjrJRAWQ44p8Xzp/3KC9636iThnVmqDjW13Cs5Ay0FbqAbpVOhnkx5Hq4UenGqpTVJ7vq5qvgHo/o5ehj6kKg6fjxe2xkbA0SqiYY7WFdRrwDGvV/kcdMbwjwdnP7NDNKIDfRPqh1DTx58Zm7joVoRiQA6PU2KJaiwCvKMIzKPl2qoqkpEgXNaiqFcW+4uE4X6TLI0c07AH0bKFH8/gx7gCgnHzWmxj75aap9HyHIsUYYBiu3GIVGJSJyCDHFaCy2GSIEZNMPFsWAE7q6EQFA05q6+CM8CLBeO4l5mgSeFQTK8u/Vp4nTUBxUZg3ePP3Kariuk0V/u11LJRY6InOA1V4s7LgGNHGFWJNQEIFmTul4CMwImCcvkXMxNmt7fhgzTpXPn+MMfSOV6KXaXLzNAqGM1vbAADHtXdwwLSCAIliwZkkgj7AchzJQn3lANlWutIFdMVq4QM1Z0xjJCS2l8n/RlBHQz/ab8zkwEOIifnECgZZDLEm1y9RONcAoDgU4xwZ4tFclaEo/r2hHg9tqHN91sswcFZbOwZmDVBus4q4CYqF/a/KMKRkRF6FaImL8a4yTSC3tug8LjNNpDS3PUD7KyYwzjKJMybMcfIdMv+YxkdflCoiBMpUAFnaOrceY9b8FcF9GdlToIhG+ilKASB7iMzIpetbZJZUzAA1TCu4sEe5QUmNtyrBeJOBdm+ALF8cmSz5EaBsrYIZrVIwU/FISMrW0r4RmShVP2UNaniHpK+pqNiyeCQE2R7Ds6f+HAnUgI9zYd9ynco9AHJXbC3VLxrWlPegQkGXn8JrnE5RORjgQj0JoCmOyecfFZFNVrGQ9Doig9yVI6F3GR8SK1un9PoigFbniRNWjIy1ikGmOvUqcwyOItU6JeMg5iir+omaGX7AKJ3HNaUUjMrHmrZ39ZNCpywNpfNwRNhC1ynVScUgl3vskV45+/S6tqir+KvYWnlefpkCtBdF5SH+3Qmxps+q0imTu3KMMfy5bFtMX7kGIwXDvSIcB3JGETWC4iQ+t4TxGhbFFAyywthhZM/nGOSwnD2IheOIclWseSOWMsgUAKnCDasJmBjqIzwQ4MMwqRFdajLpGbIA8oyQCMpkZ+eqJAQ+NLqIjAnVqcI0ESOGtIxhGqhnMU3vjesbm1zhzXSml5gmx9zGCfgYEK/Jv1aGexPHSJmQU5gHyMU8QFZFAVRyz0tBFg9qI4y/hsrZIeafytqLAJKCUQoWSxnPhEYY/10K4MTxiDEGlPR2fRZjDJc1t+DhDXW4prGJi8KoiDnFoERAKDtuqhQhaXSDjBHPj3+8wjWuVQKDvFWkwtGXjG+NAAkoy9gnSwuy8X2hQQB8TO5zEtlwLgfZ43igIi3KzRXRARQLx3FAMol9kyluXWjC+HIMMul/kUGuNlSHOdk3LEGxsIdWGiYQL8/dh3eCbU9C8G2JcG0Mrr1MikzGHTtXppinJgQGWVJoEQCKyV5TQ/pTldoQZXAcAILzrjRMficKDPLPQ2RGLmVLReZUyUIqGRcFGC1RAz8ZGKBGqshsqnTKkAXBsbWKcGYvnWS+Qg4giwyyAoyqmCkVW1tTSlgggUGWgyz5MwBqtoz+DoiFc2RSTQAAD/zkwX88C8kDP3kOPP831UkFBio4toxnDLsK++5bToGffP5RCWn8ulGy2nE5sC+Jyet/0mfrRUFWVF64jjptRADjVSAsf10aOuwjgqG3oJOMaad6+mXa0zpdp13rRMea9pO1JtztqW9LdHSpdErpzo+5PwbZuU51Kc8gy4S2CWu8o0N1Dyp8sSt5ewqiq3zsZ73LeUeRLSWxiHSdij5DeuyTyvFAx5fPaQ/nrc0+rVtg/Nr1OKelFSjtgyjchnt5uAjI5ftSA5eaLbGiSs5AK47xVVxtqYmUud7TwNBqOsG+HECOOtcpB93D49i3dAhGpTM4pr0Tw8QKvhxocV6rjEXavTQXVwRVFEhQUEtzsL0q09qMSRSiQeu/qJdXiDUFY6WmiRjpM1Niofc2DESjNovjfFeskqsBKCK3jREGtSZelX+tArUx4hgpF9i1vNOiqJJ7MtWRSNT45sGpxrGCYfgr0kWZVlp1mjLOIhtLwSjVx9LB+V4YjHO+cDmyTDKORZW5z3jGMM6AfZIpxBlfCb4qXu18X2D2ZKHjpVpY2q+ytjvncm0RKXJFiFSbPCM6nDhJ6FiHNQ3lJAqErsu+hrNmxb7IapoAkOVjJ87pOOm3Yg/msUgLcSCw0jQ48BIjALeEcwryh01RYF8dcnbEYsKAaoxhoLA/2UIZ5Aj4OVdJGWTyXL0NA/ulMvjLiBPw6Po6555CGLYtNYpIjDgzoZOHoXuHeC3a/8UKgNwRcd6nzhklgwyHQab9GGYMRfT3IyqPRvopSgEge4jM8OYKSflka3W64foIk6SsnZgfJzPGIh46qdjaoDr1KnU2Ezcz5W5P9RALJqlAOy20E/fhSKAhpL3KKBjoGmRFhHxi1RFTVPw4N6jhTXUqjoWkFb9E45zeSwZGdWHzpEC9olg+/+g85kB7TJ7vW03mHB0rVTgzdWyYjO8nFRiggEEEWbL5RB0gdH1Y/eQ9dpGQxofd+mAhOQbZBwvJrYlIWForgHf6CAyyj7zoIk6nrvN9ObZWdRY2mWNiMTyVTvTJ6HxXgXZ6rBsNsS6KhKXVnrk5JxQm6yqCwbpu1xEx9H0xV1sWEdOvwmFZxGJp8vnHv0fv5ycVR5wr9jo1jXJsl9ExOGsAlYMsHURQGC3Nh1jTQizVjPRFOMoZ0SWxChzQaRWkGpV2wG+1pLq1BmC34oEAgF2SKT7EutgxvHeMESM8XIQBsSq8vG4DbmlodIF6njVWAz9bKGtMwaoYlkvBTh9yrVGZDNdOOaviDtNGwZLqiBTZ7w4T3o8rAPLArIEYKWQm47DKGMsboHTcxRBaDeCKOw0lPFpZzHkmZQVjUminXGDX8mxXjHee0FldSsAHNb7p6xIt5HZo0Llkmji/bFsA/JFIdEXT/qPvVwksM2XRBpBrlYI/XzeEEGrId+n8iTPGAfIK08z3E+1H1xnMJKqif3EfqU4lpoldU2n0z2YxmGikCjsuMRmG55w8Z7a24WCtHNc2NFkfRotdDJ+Yg1xd3Cv/Ohp1xtHUQlxIrkH2wi0zTr/ZzpmhOedUH8NwAWSZNUJHpdIweAdE1O2My38GjUtziDOgjAD5SqIzPZpKZOVppewqMkerixzHRS/DRAyQRpVQgAzGR2lUmiYQtfZLur/1NgxokWL8esgh2IsUt6L7bzHj59n5za0YXTY0vycD1v5jO/YG6lmuaFyx4FSk66pUkT5ziG7tNaPTac4RElPVJWAsz5DT+VVqmtBoYa5ooYr1z0Jk1ZOpgTawqpgzjlRFusYNdwwFCmhU1ZkHVjoTbNQA58csrsgBpeGaAyr5yanS6dDt+gGwjOgiH/m+FOxt1cfZyGKKAk0USFEW0jojVn6PM3YfCgA4ZseBvJHr4/isoTXOJmCdpevNalN2zTK85c9xyUEjAQBn7jHUF4OsCnEtiUWkDJ6qIFGxotATAPxu7xEAgLP3Hs7ppDK8KaDkCj0pwCgNF64QigWpwOg+W1mhZqfsOpjTSczXlOlKwYMKZA3r5YyvGKarAk323Dxw235Kdo4KB7x9hA6P7Od4TSmAKorKjwqioHmPLXtxn6lAe79K/rq2qPrJ3i9ikRD6c9+VO0Mou77zkKr8a+vMdfma2KKPYzDHfaRCjB5k6dS/ooibW/GoPD2DjueW5F7FMfnxWVSnWDjEOxIU/bT7iF55nekaVKWM0GiBgVWOMVAUDUn3Dk0DBuXajexbxumh0mmPLZw5IdY7sHVKU7OzzNrDxaNTtGiJNAe5NzSg3AK2GDyOO6+yd2l/3F3XgEmr1jpMFIB4763dzwbgz/32xUXNLfhnQxN3/9Li3rirth431zdiu+J++fdjkaK8ToCbtaXAiAKMEbqcydk5ncY1DU14KjKCY19ijOGsFiv/86LmFg4UUwaZVr4G1OcdY4eT8y9pX1aYJsavXY8rG5txKjlSh0m2oqymQaeOLoF1OqdqR5zV0obtMxlECNN7KHFYPDfwSExIW2wltj8BgMCGCYCdAQjRa2nl+G1rG+6urUd5vDL/virH2wg7Y1VOgEuIMcfpEi9DlBjGlOnsS+4xgjD8A0i/l2kRV/gwfaZehoHzR56Kj1atxeEEKFDwsWfuyJ0IY0jQIotiFe+ws24oO1iihTjgGNI0LpSYthXDiCsMM3+kTTE3f/m5nSE36DtwbP51HwKc+2YtsPje6nV4Thvs6B2rkBZ4KmEmnltfi2fW1eIvTS24Z7tzrMJzxTVAJM7N1VLTRBS8E6iEAOR41VBHd42PdNuSRFr0IQyyDe6uaWjCiYMPwqVNLa4cZLrebTE0Def33w8lpon7axv4EGtFoUAAKEKI6+Ni00Q5ZeZLHMdDX0JTDxX2j5pq5zinKsJY1xSRvdfjOLi8xEoAMIG5NYHcmJaIID1a5OqPSg6UOu+XmSYuaGnFS7v8DdUCG35YZwI39z8Q/66t55xDFYaJmhzgP669gy/Yp6gqPSRchKm7Xo9n19UKKQKKR2Ys7zDkwT0DSnvJv/QTlwJA9hBZ9eRwSMODp4/Ftv3LcdfJYziAqGJrz9p7OM7bbws8+7vdeLZWEc48tFcJbj5hNB44fWf0FgxKGRgwTIa7T90RowZU4KbjR3OfqYz78w/YCtccvR1ePGd3X8zoTkOqcMEBW+LWE3fgnrNIoRNjwO0n7YAdB1fiH0eNyr9vMqYEfpceNBJPnzUO1x69nS+dDhrVDyeOHYRrj96OY9pLYnIWKB4N4ZYTdsDuI2pwwS+2ItdXg9HLDhqJNy/cG9ccvZ1QOEyu08m7DsYB2/TB1UeNcuXWyqQoGsZtJ+6Aw7bvh9N3G0reV0QLhEO44tCt8eI5u+Pqo7bzZCVt+c2ew7DLsGpcfdQoDvCWKEKsS2Jh3H3qjjhj96E4bPv+XeoUDmm44+QxuOuUHXHdMdtz/SSGstvyxwO2xOhBFbjh2O1dhcNkUlEcxSNnjsWfD9sGY4c63l5VQSwAeOWPe+KCA7bEXw7fRqhQLQ8i+vNh22C7ARW4TZjjqrHrX1GEF/6wO+775U4YQhw0RdEwx6rbwsDw1Fm74pfjhuDyg3ngoWL/bzxue+wwqBL//tXOnHND5Vwb0bsUEy/bD6+fv5erSJdsrKNhDXeePAZHjO6PS3POIMBavzFFJdZ7TtsJuw6rxtNnj/MFRncaUoXpf/kF3rt0X451p8CPSiQcwt+P3Bb7b90n7wyyrx9VOEMe/82uOGCbPnjpXHE/k+u0z1a98eI5u+Pzvx7E1xaIhCG7RSwSwgUHbIl9R/bGCTsPyr9fEovInZYhDc/9fjecsPMgPHTGWF86HTl6AO44aQxmXPULV10I2zHVTo/ciZUC486BtuVB/IWixYRBpgA5CvzufWDPi4Aj7sAAUvOhT/kgRAEMEIvT7HE+fl26FUoIk5zSNPQtqsF5LW0Yms1yhl5JUTUO2+YkHDvoAJRVDc+/XxEt5eLOXQD5sFvzrynY65/NYqdUGoMExkQb80uceuqbGFcykGM/ykyGS5tbMH7tevyhpY37TtmWh+Ccfvvg+PYObE8YZAZwx+JEcj0wKF4DjPkluTYPkLfL6DirrR1ntbbjiIH74r+hYdCIAW5LFhoO77AA3phUmjNGi/qMwiWDDsSVzS3QAKRJ55/Y3oEn1tfi7rp67FSxBYb99gPgwlnA1ocB4PMWRca01GTQ444DL1RcjT81teCQRBJlFCBT5p4AlDBl5AhA5kJWi6pQOmw/p9/ImG5b5oA8WhBt0HaOw4GyzHl9CDjpZZjQRp+IfuP+iAGjTsy/v28yiTMrRuGuTg0XN7fimPZOPLKhDn1oHuUZr3LXrSD3Gkj0KTVN4PRX8n+boQgOTDhgXAwlpquj4rSX8gC5RJgbVNoNZ65Fe2/j6BF21rINtKIAKomXZYvdL4IhqUJcYjJUmSbGptOWRrucBZz0JHD2+0CkmHMAGcL/AaCk0hmfXhVDcELuGLOLw/2QpZEH2SyeXbcB75WNQ+Whzhq1x2mPVBo37HIF+otsMDORYu7oDxPABUMPx4yVazA2neajWCqHADudiWt67Y7ekTLuKLbiUMQV7l5OaxrsfWX+9SAyD3YTjiOK93Fs0f6k/0MERNpAX1ami2eQGdqJ7REGLCB88lMoGbpX/n0LIDtOy30TSUQYw/5kng0dsjd27rMTjjWL0d/esyJFXFh5EWMIAzh2/39i64G7oWqfvzj6A3i+/2F4KFWC/ZMpzllRRcKfK6N8Ma3eRdWIAkKROee5SyM0dJ058520jzAA4/4ADBwLHHSdq89+yhKs/ObPTGRnqRZFwzhqzAAcNWYAAMt4SeZy8lRsWTQcwt+OtBbmlAVODoKy0E48ijN2HwYA+HJ5k/N+UVQKBkzGcOLYwThx7GDXZ6ojeMIhDb/fZ4RLD5XhXRaP4C+HW+FOU8kzlBdFpawOA3DauKE4bdxQ7n2TyY/PAqxiZr/Ytm9Op64ZvPKiCO4+dScAwAc/rHd0LYqgOZFxtdc0DafvPhSn7z4UnWnes6hiIUMhDTvlmDVfOsUj+M/ZuwEAXv5qdf79kliYO9M2r2s8guN3HoRf7jYUG1qdzVwVOlxZHEVZPIK9trQYWz+hwOVFUbx2vrVhPzVjOXcPGdNeUxrLOR8GY0mdw45YbK17rHuXxTGwqhgn72LNP9pEBfx6l8Ux4eJ9AQD3fbQ4/74qP7imNJaPxPhmVTP3DKYE+WkasOOQKuyYGztaAK6mTA6QB1YV471LLZ2W1HXk31cBv+qSKLbpb/34fLKovkudDNNisw/ctp/rM1U487BepXjn4n0AADMWN3SpU1VJNM9wrmpKcO2zEp2i4RBO2XUITtl1iGsuqObTFn3K8GpuPj3/+cr8+17V5u30Ey4kOyYPsY6GNfx+ny1x7n5bcvnOBmNKnbbsU5Zfd36cG6GQll9DVO+SuMK5Fgnl97+GDodhjUVCyufeok8Z7jltJ+u6PvKiQyENp44b4mpTGo/kow+aQHK9iqqAo+6yXj+zA4AcSImVAjnGrIIDyGGgejhw2M1WW3LvPhVD8q9PaO/AC5XlGJdMAUUV+MvJb+ByQ8fY5y32y4DGhR5TY7y4qAo4zjKSYp/fnn+/PFoGZJ1+E3s4stt5wIIHAQAHJpJoC4UweuffIbr8NjyzvhYGgOt71+Dt8jJUx6uBEx+1vvjDq1y159LckU3b5Zgv2tMDj3kAl6ydDXzxIkQ5q7UNBoBDEgmExvwKN4ZacMnYS7hwwRQ9+YGslSHZLO445CEAAHv7RKCTv3Yfw8DFzS0YlM3igESSc1qEh+zB9SUtfhYBsLvN5puGVTCsz9aAngTAj21fgRHfK5nER4z8xhU5oLiMhMGXmCbuqGvAbb2qcfdhD+CsiWcD4As30fx0bvePluDSPf+B2R8swa+2OAbR9f/Mf7R1+TAc//0HqDEM1JgmxiVTYABGDj8QWPW+dW+B2ao2TC7/spdhWLn0h9+Ck400aiecjf3nfYQwgKv67w+smAdks7ilwTp+acd0Bl9ufQD22upoYOQhwGfOta3iWNae3p+GWDMGbH0o8Ln1t6GFMCRr4PTWdnw+eDQOX+n8hgN8hEB0m8OBNV9a16Eh1gJ73WkQkEb6taSoCtDXWfel3cpMPHrIo5jfNB/7bn866idfC1Fcx3NpmhPtEC3mwptTuR/kBPlhLiF56H3KBuL6hiZc2dSCyu13h5FYDyo7pzNAuAjtY34JzL0fgDAPckCVph2UmgxDK4ZiZdtKRLQIsrm5ODCbBSKOfnTeFscrgeNvwakATln8Ec6ZfD5mFlv9VRSKIy5EipQQgFzVd4f86/4Zp7+3T/N2YBFhjbnKyyRvdmxuzemS34G8MzBaAmghbJXR8V1R3BlzLQSMPgnFA0cD71jj0StrAmENyEVlPFBbj4SmcaHglX1G4eZxfwGeORbAwtxDlnHOxzzoLaoEzn7P6sNnrL3MBDCkpB+GGNbI0FSTvWp2wMpoDGP7jcUbC19Bq56zbQirTZ125ZFiPHvEk3hu3nM4ZetTcO6H5wLI1YYoykWoiaZEUSVw7lRXf/3UpcAge4jMUDpmx4Hc36qKqfbrKuEcTwoYXGfxxsIYVFWMfpWOt5Nes7woIgU0drigTGgoqx3yt/3ACq4NLdwkhmSHQxoGVxcLecchrr2MLRPvQYUardvlQkKPGN2fa0OdDTIWsjQW5oxI2r48HuEAkS0jehFvGOlX3TA5R8JuIywD4rKDHUbNuq63TiGNr1gu5vvKQBMNg6XjwBjv3Dh4lOU4+N3ew7nvq6pB2yJO4UqBQZYJjVoQK3FTOWoHy0l00i68Y8YgfS870kYMy6drRAUeepfKdSqLR7jc9YO27YuQBvx2r+Hc93XKcknu0aecZzNooSgVKKMh2VwhtCJeJ3s+nbyLwzyKQnNt7SGlocyiTqp+KlasCWtuOTpt0du6No0QEI+BouNtOwt3HlrFtRGP3LLFjmYYWlPCOYZoeHtlcVR69JQNXMVrZrImF4puz317beTvQdrQseufC4MfN7yaay8eaybb90cPquTa2JI1TO77tk77jXRC/gB+LVMWfWTfMoRDGg4exTtNuLPLiyJ5RNnECEDutRVEqTBNy+jJGT40xHBs/3Fc2y2IVU4B8ja9tsWHq9bi0QGHEv2jOKvccvJe29iUN5QA/hzicIkzdmXktZUXTeZsnP99oPOgfzaLpzfU4cqxlwOwjJTo4HH4U1MLflc0HC8f87LzxaIqzlgTQ4bTNHIkXgWUuH8rGSxG6uKEiW0zOrbe8jA8d+RzGCf0VyvRXwOA4ZYzDTuf6VyLrPvb6xqwa/Uo3FnXgCiA09o70M8w+OOZIkUceIXIFpbm5vaIfZ33ciCLhpbbOdWvtAHXNjTiqJEnIJUlwKzYmfPlJJy0hDEc0ZnAtFVrsUv/XZ33CdOkxZ19KKNpQM2Wlp79tsPAsoGYePJEnDX6d9wxT72KemGvZArbZnRosTI8uaEOTw06Cr1IaK9d+faXuRD1Izo6uTD4ESS8Nx6O44pBh2AXuxpwrBQwiQOgaiiKIiW4/4C78cttHdbflkqSd03XRNGAnbl2Zm6+/K2pGW8f9yYq7D7Ohc6GXMCgCoBwJq39Ol4JVAzG7rl5VBmv5AsYxSvwu357AwDuq3McrNjyF9hr0F74/Q6/h6Zp2DPrNtNLTQaUW7+/qBGiFootnfZIWo4U+8gpKlU1zt7Rp2IoQsiBv3gFsrIQ40FjuUiCLHVx5aoW0z4o6/d/7X13eFzF9fa7Tb26SHKRe8Md29gYAwZsem8hhBBKgAAmoeQjwC8hkAqBQOg99GJ6M9W4Gxfce+9FlqxeV9vm++Nqd8+dnbk7IyNjO/M+j56VVrN3ztQ97zlnzgzBYyc9hhO6nIA3z3oTD2YPw3l19bilqiYmH8Al/iJzw5WRb0tulw17SHKt243ctLihJ51k4fexCC7tfgbGNPkx0t8M9DrJ+se423Dt4GtRkF6AW0fcGjtPaz0gDy+XlOLymjrcWVkNALaEWOf2OhcAcHGLpz0aYv3g/gqcWd+At/fus97PsxxbuSRKoygcAiLB2J7sBpA1wHqep6UfT+zaEolBbxNIy7Xd6y5L3gW0GNZ86bHr92yG0bweeGbiM7huyHU4rdtEAED3YNBawy1GBhopkdljPI4uOBqPnvQojmoX97jTEGv6DSm9AeAIgPEgO6CmKb5BT739RHy/uRxXju1hK0OdfPRL/sbxvZGR4ol5RKOwZXQlCnZ2qhdz7z4FqV63LUSVkofsNC/qiefz00njsGBrBS47Jq7c8KCK1q0T+qI5HMEETiaq8OWmpyAr1apnWNdcPPWLEWiXmWJrG5U7K9WLmpaNGADeveFYLNtVjbMGd5LKRMn2nWf0R21TMEGhlF3h1L8wGw9fOhTF+RnS8pmpXlsyqzd+PRrrS+owrg/ZgEl7PG6XjRT+/YLBKK9vxtHFdkValthnXJ/2+NXYHhhClGi+TEaK1+bBe+XqY7CrqtGmeFNy43G7bP38zwuH4P+dHrCd/46Wi7WbhOBePKIrRvfMt5ENAFwoutdGoP971ShUNgRs4cK0X1O8blsfPHTJUNx33kAUZNvPvdO7uik5uvmk3miflYpTOTJgm+McoX756lFoDkZs57NzublB++C5K0eizh+yzTHAIi7BFuJOZbr3nIFoCoRw3jA7eeXXHcVr146Gx+WyRZjYZMpIsRmm/nvVKFQ3Bm39yoOO/aM/G46t5Q342Si74YFmbc/njhS8fPUxyEzx2uY1n3m+oTmufL51/RjUNAUxoEhuyKJ7x0u/GoXF2ytx+Rh7RAgloLTPu+Sl49lfjkzoOzqOOWk+2x475bfHo84fQp8CcbKWYJjZ+um9G8di5ob9+NXY7tI20D7o0SEDH9w0NiGqga4zXqa3rhuDYDhiO3dMyW4gzGxRPVN+dzymrSvDL8fYZaJGRNqGYcV5eO83YxPOoPMy1fmtfb8eGcDP3rA8xGmJY5cTjljexihBDoVwXZ9LkF61E8Mn/tNW9ub6AJa7w7i4rh6p9Cqfo69E0cALgEz7nnxH5wn49bdTrYRQkuRVHTPjBpeJvc/GD3P+jq6hENztU2MkAwBw41zgs3Nszz+jxxnYteHTmAcH5NwoxtyI/IKjcHvBQLvVLy1XnKXW7QPOeADhvV8DNRsBtOz5mfb9ECBmo0kLgb1Lgf5nJZQBgD9WVOLugg64tUWBxvG3AeP/AHQ/PlamV24vbK7eDAA4q6ERZ53wMLB0qPXPvG7AmBvh6tgfPVc/gW0123Bc5+OAcHzs+6YVYG0gHjWGSQuBqu1AUdxDFm3/sU1+uBhDt6wu6BjeCQAYcMHLGFC5FRh4PtjbhOATxTuL9EFGuz7A2Evg6mJFB/zluL9g8vrJuKLrRGDhuy2F2uMklo6ZriZcVVML3LQOaNhvRSPEnp9hS4jUPoV8F17zJVy7FwHDf4n2jXtjb2e2GAP+r6IK1139PQofGYhGlwtnuvNwSsFIdJhwpX0AqCEho719fkxaBIT8NvJF4QPwcN9fomne4+hBPMhFI64FABSkF6CsqQzHR8j3BjmHjZFXA+17Y1zVQkwvXYReub1sMlHyVhAOWwnMbl0O+NLxt2A9nlr+FC7rf5l1RjgmVBpu7zACty94x/r7xrnApm+Bsb+1yd6ZufDx7hKkswjOKLa+p1IZA8bcYM3nnuPtjW0xhtxXXolFp/0Z5y3/BMAy3NEQwfp2HXDdUb+0rdMOuT3in03JxAVZvfBm3QYrguTX3wHbZgIjrrZ9t9g82C1GAhrmnzXuDvTJ74NnJlqRFYPyB+HslZ/bygNAgSc+L3Oo0SwtzxbinB6xkox1CIVR7vVg1IjrMXT4L7HmuxvRr12/BEPrn8feB8x8wfrjhN8DJ/8RKByEbimZmPazadb7e7bY6jvG34xj/M1A4WBg/F3oXfId1uy2vKJ/G/c3XNp+OAa9d31LP2UBLGJFj+yvAH71GVC6OkbGizKL8PuRv0d46p/QKxgCMrx249zJfwQm3IcvUlKwo243ju10rPU+vSIpLRdF1MN+zuNAt7EQYZi/uYXwW/1Aj6nkdx0T+/2WkbejcM5jGOP3A0XdYtfY2cLXu8fDw3P4fV5wHWDXohEJ7x0pMATZAV2IUtS3MNuWlCcKkQcEsLxwv+CUScCu+ORn+DD5hmMx6a2luPecgUIPIM0e7XO7bcmAaAgpRWaKBw2BcIJ87bOs0NnE8uSOwAwfnrh8OF6YvRV3n3mUUKmnCbvyMnw2MjqmV3uM6ZVopaegXqEOmak4uX9BQhnaq7npPvzhjP54fd4OPPmLo9FPMA607wpz0myk7YS+HXECR8ApQmFmS9qVk+YT1kG90hkpHpw2sBDfri3FrRP6xbyEFFQ5L8xJRafcNKwrsay5vOEEsI9VMBxBcTuSSTTNh4KctITPhOiVF24XUjxuBMIRnDe8M8b3S2wzL1OX/AyU11veB9HcoOeaA6FI7PxvUU4a0n0eYXIpkfcesOaGWKZ43xfkpKJXx0xs3d8AtwvCcGTahlAkgrOHdMJbC3aga7sM+DzuBHIMIEaOeQzqnGNLjhQFnU8F2WnonJuGvTV+dGuXIWxDO+6878UjumLOpnIc26s9stN80gz3UVDS1acgCxccnehtpp739lmpKMxJRWltM0Z2zxe2IY8jo+NHF+DDJbvxuwl90Sk3HZ1y5ddqpPs8NvLbs0MmThS021Zfug/d2mVgZ2UjTujbIRZ+TkHHpl2mD9cd3xO/fWcZLhje2WYsEj4/w2cz0PQtyLKdRxch1evBsK65WLG7BucM7Yyu+Yn7mV2mFJw3vDNemL0VY3q2w7g+iYTK/ny3jfD2K8gWGh3o7HO5XDhvWGd8tmIvLjum2BYZEJOD7LHts1JwYr+OmL1xvxWZM/CEhPLXDL4Gr6x+BfdUVgE5vpiS7AJw6zjxubCsSBhvl8TD9nHyn4BlrwNHnQdkJ647V1aHeLbkrAKL8FXvBIqG4P6xt2NV+SqcVHxSrHxmZiH+Ec2s6/EB5Nwj8hONGg+PfxiY8UL8DbcHOOZ6oHYP0Pc0oUEgGgI9psmPRekZODWazKnTUGD09Qh9uxCoIeUJQZmQ2R3TGnbg6toWD1tul1hmcBHObmjEMRdPRcfJVwCZYYuYeOzr+p4x9yCtfBMu3dQSs5tF+rFdL2DsJADAEx37oMJfgZGFI4HK+LGXu3qcB+xOwYR1LUp8RjvrR4DCcBhfldYg/aKvgdWDrDe7jASKLWL8+MmP485Zd+Kv4/4KrP469rns7Pg4uNPbAeN+F/v7or4X4aK+FwElK+IVZbTHH4fdjLO/uwenZvW0lGSBopwXieC4xibUp2bimC7j4v8oGgp0GgYA6JQZN5x7WgiVC0BhttXvGYzhofZjgdMfSmwwNdiktwPOexJ4/XxgzI3WPOCy5xZlFmFfwz6Mb2wCsiI4o/gUoN4yEj104kPYVLUJY7paa+nlM17G1B1TccmCNxPrBaz5PuY3uKXqFOSufSPupW4xNrQLh9EjoxNCLISTUzzAxD/Exq2jLx1/Oe4vVnl6PplF7GNbNMRuCInCm4o+9ZbR7mf9foZ5a96yzklnFQJHX5FYvoWAdg2F0bXP+UBOP2D2Q+h12t/xXY+4MefawdciOyUbqdRo5E3DrUUnYeiW73FcU5M1l4rjhpZxXcbh+z3f44I6co6gxUBIPfN9Oo20y0TD6TPaARP/Asx6CO0ufw+YcR0ATpdOz8fYJj9+aAmxdrWM/We796L69lUobol4+frir+EVJAOLEj8AVj917J9YhpL89Dxrj9n0rWX0Gnge7ux1ItKXP4UL+lwAj9uDozuNjpfPLrLmRBS9xls/BFcPvhr44Fbrj3Ag7vEHrM9mtEMXAF1yCE8Ikzvtfek42x/Bjuoa9Br6S2DkVQlN+GDcvzDn89/gytpaS6a8YqB0lS0SoyPJnO7xePHzqBc81Ax0PArI7myLmhrUflDsd7fLjRtD6djhL8fp9Y024+TvO52CDxu24r7xgrV6hMAQZAec0LcD/n7BYEfF7Ypju+GhrzfEskL/6+IhmL2pHBdLwin7FsYXbpe8dHRvn4kl954qfT5VUocX52F8/47YVt6Q4HGl+MWYbnhxzrZYCOwjlw7Dit3VQiLKy9Q+M0V6TjIKGu46qEsu+hVmY3dVU+xctkymtxfuxAXDrRD1Z64Yge0VDRjSVdy39P00nwc3n9QHN43vLTVIFOTEZepbkIXRPduhvL4Zl49ONFJEMWFAAaatL8O5wzrD7XbhrevGoKoxYAt7phjdsx2+WGWdz3G5XHji8qNRWutH9/aJygJgN7D06piFv10wGIEPVsbOfovQrzALG0vrMWFAAVK9Hnx92wkIheVnL8f3K8DSndUxgj/t9+OxeX+9kMQBiHnevW4XerTPxGOXDce9n6zGzSf1FpZ3uVzITvWirjmEsb3bIzPVixV/Pg1wQXimGgDOGFyEV77fHguff+83Y7GhtA4n9hWTjeL8eD91zkvHC1eOwgNfrsNvSdIoCkomhxfnIzPVi09vOV5YNoqLR3TFh0t3x8JxH//5cGwrb8AYgWEDAHqQMe2QlYI3rhuDp6ZvxiSS3I2Cekb7F2YjPzMFr107Wlg2itMHFeKbNaW4qsUD+qezj8K+Gr/0eALNaJ+Z4sF7vxmLNxfswHUnJCYGAoDOudTAl4X+RdlYef9p0jUEACf174iZG/bj18f3RKrXg5tP6o3GQFjq/T6hTwe8vdDyXrndLrz3m7H4Zs2+hLD7KGi/9inIQu+Ollw9JGsIAE4ZUIDp68tw6chiFGSn4cpju8PncUuNDif174hp68tiOQNe//UYrNhVLSW71PDZtyALI7vnY2jXXEej2uie7fDDtkpcMrIr+hVm4efHFKNDVqp0TZw6sBDrSmpjkSr/uWw4/nT2UUKjFwAMIMaFnh0y8cilw/Duop342ShxtNDtI27HVYs/Qvumndb5y+7HASOuAgRZqGMYeAGw5BWgfcs6G3+n9SMDSXCD3GLglx8BC54Bjr8DF+cV4+J+F9vLu1zWsys2WeHI/c4AxtwEdB5uL0bNoUedC6z7HChu8XpEz1gnkem5yiY0/79lyCxbD8x7Ajj1bwCAcZ3HYWHJQvii5xV9aRbRatiPh4ffjh3titF75cc2EpCA7uOAHd8D/c9CQVYRcN00i+iI8jGkd8A/hk4CVs+yPKy+NODKj4H5zwDnPBor1yO3B3pEPXe58THNLhqGvw//JdDlDaDLKEjR8Shg/zp0GXA+kNMVuG014EmxyXRKt1Ow4IoFVtv9YWDp60DhYKSTMN/I8MvFz6dhux0HoKjvaTgjvw9QMFAqkiu7E54vLQE7/kq4OvS12p3RwaZUp3vTMaJgBHbV7cJJ3S8EtiyMe8UueQVY/jZw0t2SNhOSU3CURbT+3yarDgFeOu0lvPDmRPy6qgo4+lRrjM98COjQD2f2PBln9jwzVrZ7TndcN+Q6oLYR2LMMiCZZuuRlYO1nwLE3AQD65ve1DA5RtCTd8gL46LwPAV9afK6JQOdMr5OBAedYSfO6HSv/zPArgJkPAD3H496x94LlDoNr2yxg6M/E5Wk/5XUD2vUEBiRGRdw+8vbEz3Y/DmndxuLMkhWxZHAUT57yJBqDjcid9TAw70mLVALALz/E6D1LMSGyF0M7DkWHdG5MCuOkCxntrOiL434Lt9uDu465CzN2zcBZPYmMabm4qqYWdW4XBh5/DzDoF0DZWmQPuRTZ5DiIjxqoBl0IrPkYGHqZ9fd104Ha3WJyDFhJpaLwpgKXvgqUb4rtT3lpefjTsX+Kl6HGrg79rD2qZo8VXSBDl1HAnsXAwPOtdXDrSiBQLzV6occJwPop1jEKlwvem+fhd3uWAoMvFhbv3+U49K9tsCywHfoBZ/0bCDXj5NHX46KKBeia1RUeN6c7ZncG6vZaY+fxAr9bBkRCeL58JfY37cfA9vY1Pqn3Rdb8i+4J13wN7JyPq8fdhqtl2f+PFLCDiJqaGgaA1dTUHMxq2xRNgRCbs3E/q/cHlT/zweJdbMGWcuXym0pr2eQfdrBIJKJUvroxwD5fsYc1NKvJFIlE2JsLtrNF2yqUZdq4r5Z9smy3cvmyWj/7aOku5g+GlGV6bd42tmxnlXIdm0pr2dQ1+5TL765qZO/+sJMFQ2Gl8uFwhL08dytbs0d9/m7YV8u+37xfufyWsjr25oLtLBRWG+tQOML+O2cr21Raq1zH6j3VbF2JehvWldSw1+dvZ2FFmQKhMHtl7la2vbxeuY6FWyvYptI65fIrdlWxN+ZvV14T/mCIvT5/OyupblKu47u1+7TasGhbBXtrgfo6bQqE2OQfdrDyOr9S+Ugkwj5ZtpvtrGhQlmne5nL27qKdyuUbmoPs46W7WU1TQKl8OBxh7yzcoSXT7I1lWntHdWOAfbVqL2sKqO0dwVCYvfr9NrarUl2mGetL2Ver9iqXr6xvZrM2lCnvHU2BEHt+1ma2p6pRuY7p60rZ9HWlyuVZ5TbGNn3HmOL8Y/46xmb/m7HaEvU6NnzD2NbZ6uXL1jO2aarwX3+d91c2+NXB7LXVr8XfbKxibOZDjNWVqdex8VvGdi0W/iscCbN31r3D1pavjb+5ZyljG8UyCVG/35KpsVJDpqmM7VujXn7791Y7VFFbwtishxnzK+77kYg1DhVbGWOMDX51MBv86mC2cO9C+Wc2TdWTqXo3Y3MfYyzgvMcGwgHWGGxkLBxibPN0vbFe+5ne2FXtYGz+M4yF1PYzFmhibN0UvbFe+T5jm6epl6/cxtiilxkLq+0drKmGsVUfqI81Y4wte4uxrbP0ZFo+WX3vaKiw6ggo7meRCGOLX2Fs+zx1mSq2MLb2c/XyNXsZW/RfxoJq36csEmHsh5cY2y3eO4TYv5GxLTPUy1duY2zhC+rzLxxm7IcXGStZqV7HvjWM7VmmXn7/RsbmP8tYSJGzhENWP+3fqF7HIQwdHupiTHQTatugtrYWubm5qKmpQU6O/OybgYGBgYGBwZGLhmADNlVtwvCC4T+1KP9zmLJ1CjZVbcJtI25zjCgxMDAwOJKgw0NNiLWBgYGBgYHBQUWmL9OQ458I5/Q6J3khAwMDg/9hHFSCHHVW10aTYhgYGBgYGBgYGBgYGBgYtCGi/FMlePqgEuS6Ouu+u+Ji+bVEBgYGBgYGBgYGBgYGBgY/Nurq6pCb63xzxkE9gxyJRLB3715kZ2cf8udeamtrUVxcjF27dpnz0gYGijDrxsCgdTBrx8BAH2bdGBi0Dv+La4cxhrq6OnTu3BnuJFm4D6oH2e12o2tX8fUfhypycnL+ZyaOgcGPBbNuDAxaB7N2DAz0YdaNgUHr8L+2dpJ5jqM4wi+xMjAwMDAwMDAwMDAwMDBQgyHIBgYGBgYGBgYGBgYGBgYwBFmK1NRU3HfffUhNTf2pRTEwOGxg1o2BQetg1o6BgT7MujEwaB3M2nHGQU3SZWBgYGBgYGBgYGBgYGBwqMJ4kA0MDAwMDAwMDAwMDAwMYAiygYGBgYGBgYGBgYGBgQEAQ5ANDAwMDAwMDAwMDAwMDAAYgmxgYGBgYGBgYGBgYGBgAMAQZAMDAwMDAwMDAwMDAwMDAID3YFYWiUSwd+9eZGdnw+VyHcyqDQwMDAwMDAwMDAwMDP4HwRhDXV0dOnfuDLfb2Ud8UAny3r17UVxcfDCrNDAwMDAwMDAwMDAwMDDArl270LVrV8cyB5UgZ2dnA7AEy8nJOZhVGxgYGBgYGBgYGBgYGPwPora2FsXFxTE+6gQtgvzAAw/go48+wvr165Geno7jjjsO//rXv9C/f3+lz0fDqnNycg4bglznDyI7zadcPhxh8LjVw8ffXbQT6SlenDesc2vESwrGGLZXNKJ7uwy4FeWa/MNOdMhKxcSBhW0ikz8YxsJtlRjTsx3SfB6lz3y8bDe65mfgmB7t2kSmyoYApq7dh3OGdkZmqtqymLGhDN3aZaB3x6w2kWlXZSO+WFWCK8Z0U56DG0vrUJSbhhyNOauDTaV1mLKyBNef2AtZiv3UFAgjzedWPlYRDEfgdbuUy6/eU4Nv1+zDTSf1QXqK2nzSRUlNEzJTvcr9ump3DeZs3o/rT+gFn6dtUj0s2l6Jopw0FLfLUCq/rqQWy3dV4+fHFLfJERfGGD5dvhdHdcpB/6LkXz4AsKOiAdvKG3BS/4IfXR7A2o9f+X4bju3VHoO75Cp9pqYxiOqmALq3z2wTmZpDYTw7cwsmDCjEkK5qMkUiDKEIQ4pXYy4F/YAvTa1soAGY+xgw8DygaIh6HToINAJ1JUD73mrl/bXAD88DAy8EOvRpG5mqdwKV24Be49XKN9cBKyYDA84Bcjq1jUx7lwGVW4HBF6uVDzYBm78Dep0EpKqtO21sngbU7gFG/EqtfCQC7F8PdBwAJAljbDXWfgo0VgKjrlH/TDgIeDS+GwONQIra/goAWPmeVcfRV6h/RgeMAaVrgI791dux8n3Am2qt7bZAsMmaH73Gq8+/dVOA9Hygx7i2kamxElj9obWGMhR1xh3zgcyObbfX1OwGVrwDjLwWyGyv9pnqXVY/pbaNjomKLZZMx96s3k+RMOBuGz3rYEJFB9LauWbNmoVJkyZhwYIFmDp1KoLBIE477TQ0NDS0WshDGY98uwFD7v8W09aVKpWft6Ucg+/7Bu/8sFOpfFmtH3d9uAq/e2cZwhGm9JmPlu7GmY/PwfZytT7/79xtOPnfM/Gvr9crld+yvx53f7QK172+WKk8AKzcXY0Hv1qP5lBYqfy9n6zGVS//gPs/W6NUftXuGtz+7gpc+tx8ZZmW76rG9PWlYEytX69/fTHu+nAV7v10tVL5JTsqcc0rizDhkVnKMr36/Tb8d+425fIXPTsPD361Hn/9fK1S+RW7qnHaf2bjlH/PVCrPGMOkt5firg9WKst06n9m4/Fpm/Cw4nzaur8eR/35a9ypWEdzKIxTHpmJn7+wQFmmc56ciyemb8bTMzYrld9X48d5T83Fu4vU1un+umaMfWA6jv3nNGWZzn1qLh76egNen79DqXxDcwiPTt2IdSW1SuXXldTi0ufm44SHZijLdObjc3DPR6swZWWJUvmK+ma8t3gX6vxBpfIzN+7Hbe8ux+mPzVaWafzDM3H1K4uwdGeVUvmlO6vwhw9WoKohoFT+gyW78Pcv1uGcJ+cqyzTy71Mx/uGZ2FXZqFT+/cW7cObjc7C7Sq38S3O24bHvNuHcp9Rl+vkLC3DsA9PQFFDbY/HNH4F/dQf2b1ArP+OfwOyHgOeOV5YJX94JvHeVpbSr4OXTgCdHALsVv1um3gtM/zvwnIYSveoD60cVjw0BXj8P2Km433x1F/Dl/wNeO1etPGPAineBsnXqMr1wEvDBter99OWdwLu/BD6dpFbeXwt8eguw6Tt1md68CPjst8A+te9HfPdn4NmxwIx/qJWv2g48MxZY8ppaecaA934FTLnN+qwKlr4B/KMTsGmqWvkd84EHugIzHlArH/QDH10PfHqzRdBUsGkq8PKZQPkmtfKLXrLWw6e3qJVvKAc+ug5470qLuKugYgsw51HLOKCCb+8F3r0C+PA6tfKV26zyr56lVh4Adi0CVn+kvtd8eJ21TlVlKt8EvHIG8NRIdZnmPQVM/bO6TK9fYO1nn9ykVr5yG/DYYODxYeoyvXsl8OYlloFKBS+cDMx+2OorFTSUA4/0B6bcri7TYQwtgvz111/j6quvxqBBgzBs2DC8+uqr2LlzJ5YsWdJW8v2keHK6pXDf/7kakbv7w1VoCoZxz0erlMrX+kOx3/1BNcXnjvdWYF1JLZ6duUWp/N+/sL6Yn5+9Val8WW1z7HdVcnneU9/juVlb8NnyvUrl31+yGwAwedEupfLbK/QNMD9/YT6ufXUx5m4uVyq/ZIeloH+ybI9S+QVbFb8AW9AcCuP+z9fib1PWYv0+NRK0v84aizmb1NrwXYshp7xejTzsr2/GFytL8O7iXSivb07+AYJlu6qVyr04xzIIfNAy5smwqbQeuyqbsHBbpToZaMGqPTVK5e7+aCVW7q7BXR+qrdNVe6oBAI2BMCKKhqwoVAnvrZOX4Ylpm3DXh2qGhBWK/S/Cmr1qMv372434wwcrcevk5UrlV+9W638RVPvp+tcW473Fu/Hbd5apybRH7bkUoZYxXrxDbY3f+cFKrCupVd73WzN2P2yvRGVDAIu2K+47858CQn5g2l/Vyu9ZqidQfRnwwwvA2k8sz6IK9rX0z/K31cpv/956DfnVypetBz78tfUTbFL7TBTbFI0666dYrxWKhGbnfODjG4BnjlVXpKMoUzOMYtkb1uvaT9XKr3jH+sxbih5qKnedmnEN8560Xuf8W6387H9b7f38d2rlg4S8+RX3nc9uASJBYLKid/eb/wNYGJj1oFr5EJlzgXq1z7x1CbBznmWgUsGcR63XlZPVytO+CSl+xz85Apj2F/X5tPi/1uvGr9XKVxJdVHVNvPcr4INrgPVfqJXfMs3+mgy7flArR/HtH4HvHwe2z1ErH90zNisaaKKyN6rpfwg2Aes+s56/X9Eg19wyP3YoOp8WvQQ07AcWv6xW/jDHAcW+1NRYnduundg139zcjNraWtvP4Qi3YjhiumK4cBT0saoEOQrVqKWMAwg5DYQVrVAtUPW46CKiqViEIwz+oCX7rko9RUmV/9QqetWi8Afifbm3WlN5U4RuPzUH4zLtrtKTSXVN6BJKryf+3H21ioqxJrbsV1ReWkCPAdQRo9aPidkbrS/BlYokk4Ztq0afRKEaXR2NhJm+vkypvOoRjihoxIlq6HpFi+d43hY1pYFBk5QQqM7xKLbuVzPk6a5TaqjUlQlNap555UkRRTUxbkb0vrvUyavm2NUSI5wuQQ6rGRW1SW4liRiKKOwd9PlM7/tXGU3VeuVtfdlGt4/ozr9msoe7NNVY1fDQNM1jgCEyh3TXREDRCaB6ZCIKOp9UCXIUOxQjXNyax7mo8UB13dW1OF9KFSMYdKFqZImCeuPpGleC4lzX3WvoOq3bp/dZ1TWhO68Pc7SaIEciEdx2220YN24cBg8eLCzzwAMPIDc3N/ZzuGaw9ihu3roKYiAU/wL0h/S+DFXPOafqnFmDXaFsVpCJKm/eNjprSfcJFcJF+7WNRLKRS6Xy4fjG4mojJUPTnmEjKCHND6vOP10y4Cf9qutBVq1JNfpIVL6mSc8wojrSYc1+8pF1rRoCHYXmNqUMuk2qrNN6YmzQ3adU9xpdHeNAyCg17jhB16BBDZXaxzmVO0BzUlCvrgrxowgrKuq6g0eVN22ZFNeQLmllRCaVOihhaCuCzA6EvLXe4OQI3bGmJCuoaUhVJdS6xI96kHXJqFsxHZAnVe+5dD6pRmLo1qVzphuwj5dKP9G54Wqjs690T1KZi5SMelL06lL9XjkQw6Pu3qFKkHX3jsMcraYPkyZNwurVqzF5sjzU45577kFNTU3sZ9cutZDaQw2qxDeoSTIoAdX2ICsuslBY11sR/12FBIaIsqeTnEwHlLSreLUp8dP2uLQRaF+GNBVkVaiGxEfhPwCZVIdal/hRUnwgnjYn6D63iazNkC67VoSuTNSgEdA0rrXVmqCGnyaF/YyuZV3S6GujvSYYbj1BVk3Gprv86feEqrE2Bq+m8qYKqlCqkssodBVKVYQ0ZQoTEq1KmnQVTxtpV5CJklFd0qgKajxQ2c9sZLRtosS059CByKRKslS9m1HQ+RfSjGBQJk2ahh9KilUNU1EokybdeUrKq/QxbXNbJXyjbVCZi7RfVY0butDda2xGS00i21b732GOVs22W265BVOmTMGMGTMc75FKTU2NZaw+nDJX86C6GGMMn63Yi22CJFkygrxmbw2+WpV4dqeZKJEqBFnm3QiFI3hzwQ5sLksMHW2WyLStvAFLBGfsKLnkk26JCAhVzqlM/mAYL83ZKpRJhrJavzBMm36HU6U6FI7EzunKZKISNzSH8MzMzcKxi4LXu/3BMBqaE7+UaF/Q32sag8IzxnYyEP+91h/Ec7O2OCb4OVBv7c6KRszfUpHwPp1z1ONX0xTEK99vQ1md3OKsquTLPImr99Tgu7WJye/8NjIa/2ytP4j3F+/SDm0XQUbG5m0px5eCdUrJHv1sQ3MI09eXOian4/UemadepmN8t7YUXwiSajVJ+qk5FMaavTUJa5X+zWdvLKlp0gqFn7JyL75enSgT3f+oTIwx1DQmjhs1GvFkecmOKsd+5T3Iny7fgxkbEkPBaatU2mg3rsXfbwqE8c2afWgMyBVUniBPWblXeGZYl9tLvxsaK4Glr1uZlWXgyeiGr8SJlnSJty2clIxt7V5gwbNWIigKOh95j9P274Ea0TlmyXiFQ2JiRwkKlalyq3VWsJn7LqLEiu+n/RvFYa8yBbGhIrHNgN3jQpXW/RusrOF8KLjtb679/lo9MlK2XtyvlHBQ+UrXAvOfTiQIVPHW9dby2DYbKBckU5QZD8rWAUteTRxvOta64fQ8yVr9oZUZmoeMvJVvAtZ+ljgWB9JPlKBEIsCi/wIlgnwUMpmqd4nP0YYcvLUiGW3eWiJTOGQlpdonyLMgk6mpyn4UI1aejDVv1KoSJLWkbaDGjVCzta51EuBFwpL5QgkykampSpwsT+atDTRa5+8rnHIEqYZYk7VJx6VqO7DxW2eZ6BoPNAA/vGjtzdK6FImvjHiXrLSSqB1h0CLIjDHccsst+PjjjzF9+nT07NmzreQ6pECJ39S1pfjdO8twsiBTcFDiyTn7ibm46a2lWM0lEaJh1dRL8PGy3Tj3ybkJiWuoEkn1mXcX78KfPlmNiY8mZlSWKeQn/3smLn52fsJ5WKq0UpmenLYJo/7+XQLhbbYR5Pj7L87eir9/sU4okwiRCMPof07DCQ/NQD1HSKkXksr3+/dX4Jh/fJfQr1QmSmge/mYDHvp6A85zyB7rJV+ewXAEJz40A6c+OssxBJmOywXPfI8zHpuD5VwiHpkH+f7P1uDBr9bjipcWSp9PCbI/GMalz83Dda8tSiBBMv3/xIdn4PIXF2DlbrtMMg/y3R+uxF8+X4tJb8kT91BPVk1jEDe8vhhPTU9MXCOT6Zwn5+K61xcnGBP8EjJ6x7vLcecHK/HHj9XOIJXUNOGMx2bj1e8TzwfJZPrFiwtx81tLsbPCbqyQkfbb3l2Oa19djCemqSXsWbazCoPv/0bYTyIEwxFc9/piTHp7aUISNTqfaD/d9cFKnP3E3FgivPizqHEt/v7UtaUY+8B0/HWKWkKgqoYAbnl7GW58c2kCgaVyUDL6wFfrcfTfvk04N0zXDV2zL83ZioufnYd7HJKoeUkjdlU24tbJy3HNK4I1QeSg+8iLs7di3IPTE8aaykH32L99sRa/eWMJ/uCQjd1HQqzXldTilreXCTPvy+bf0zM249evLkoImZdGn3x4nZVZ+DOHxEY0THTXIuCdn4uzQsuI18c3AW9enKhM2zxTRN43LgK+vtvK9kxBlWgq0455VjbbZ46Vt4EiEgaeP8FqQ5gzVti82uR/L06wss1+dz/XBlKeeoF2zAeePgZ4+7LE+kWKZLDJyob9yIBEIkfloP309Gjgu/uAuf/hZKJeIPKsvcuAh3qqZ5utLwOeGQP8Z2Di/2QyPTvWSky16L9ymajSvm8V8MSIxPIy7N9gZf8WZQqWkaxnjgU+vxVYwynftn4ibdi5wKpjywy5HJT4bZ9rZQx/9jh1mZ4aZWWF5pMz2UKHye+rPwSeOgbY7ZDMlsq09hPgizusec5D5kF+bDDw31Mtw45NJhr2TWSa+S/ggS7WnkBB20zJ6JJXrKRUoiz3MpkeHWTJxWf0lnm1P70FeHxo4thRYxz1as99zFrXqnsHY8AL44Enjk7cz+i6pmvi5TOBlyYkZnyXHTGZ8Q/g2z8BL54il4PuNeEg8PbPrb2G34OpTJSYPj4cePtS62otmUx0nX7zR2vfeNMhKR8d66DfSor23V8Sy8mI9PMnWEnUtqvfzHA4QIsgT5o0CW+++SbefvttZGdnY9++fdi3bx+amtom6dChAkpQVnAkg0IUpkq9mbyXsFniwfvblHVYtacmIVOrzFu7bKdcJpEyVt0Y33BKauxj5ydKL/UIPTJ1IyoaArh1slwmqoAu2qGYHKYFNElUKZeciSqtVKn+tCVr9mPfbZKWp8R29sb9AJwTLdGxXldSi7K6Zuyt8aOaO3tKu5X2QdQ7/dFSO0Gxe77jn/5mtZVMYUeFmgd5zqZyLNpehe/WlSWcEY9IvNpRfL/Z7kWmBIeO3VctMi3aLh9DKtPXa0rw7dpS/PvbjQnlkoVYr90rNwLR9ny3zvIOfr5CbgWlHrwpK0qwfl8d7hdckZUsEiJhnUoMLlNbPODv/GC3ktMydJ2+tXAn/MGIsJ9EaGyOjw9/rZFMpk9a1sTL3HVidF3TUOj/TLVkeXXediWZKogc/Dqi4ed0L3xh9lZEGPDWAvu1WpT40b0mmnH/I4eM8nT+7SFGPn5NUDloP/3jy3XYU92ET5fb66Cfp0aFtxdasjtdkUVJOzX88PNNFsHw8DcbMG19WULEgF0m0r5ollOePFBi5aHE73up7EIlN9QMrHjbumOXzwZLFWn62Wj21LWfcM+ShCSuaSnXLPK+CpSxpmor23HZWqBkhbwOSpqaWhT0hDbQc4ekrmgGZlF2WtF+VrsXCDZYP9WcByzZWe1dnGFU1q+f32r9veilxGfEQCw69OojPimXLcRaIFPJcvvfIYlM714JVG6xyJwKysm+l2DcSBI6zHsuZTJ9fpvlpXa6SoeSASfvo6hv6Pjzn5URlC/vtNr++vnc88mcowTZKRGVSCZK9vZz1y/awr5Jn838p/Wsyb/gytN1SmTau1wukyjSo36/tR6AxCusbOeiiXzRzNzTOGImCx1WzTwfRcVmax7VlSRm3qfPpfJF97Ol3PVjsrHe8JX16q+Wy0H3v5IVwMavrAzgDVziSRtpp9//Lf3NX1cm66eV71mvTlnxqUxbZ1gZzOc+mmhISBa6vefIutFIiyA/++yzqKmpwUknnYROnTrFft599922ku+QAFVyM1PjE4kP2RMpPlWEjKZxWa79EiW3skUJreC9RtS7Qd5P8+lFytuvAbKHe8g8U1Hw5x3tiZ7i5XXPCFY0xNvKn5umhoSw4Ew178lqtpH8eHmVc7ZUyaUJmfgwR0reRGdAeS94s8QLqZKcjZIBWwg8d0bcdoxG0Nb6Zs4zRepWCT+lZWhCIkqUeE+76LlUyW/gEnElm398MidKPqgHjzey2GQSKLn07LOfm08ByTqNIjvNfgaJlqekXTcRWgMJ520MyGUSzev8DHvIKJ2/dGnmpOudn6ppkhPkZP2Uwo1dgCSuo5/NTU+e9IWuCRr2zMtE5RD1Uz0XMk37ic5TlRsKaPQJHS+etFOZovPXlrCR22vsMimE2Nq8tWR8nTLlikJcaXleMZd5kEX/B+zKOSUDQQeZRM+lYdEBLrRcRppiz+PbQEOyyf+cZBI+l9QbJeOi/4n6mA/tlsmkksyIhjzQPq7njrLYwr4F7fFymZLDEpkaE4/tOMKXEf+9Yb/9f7aw75Y5TglkapaDTDR0vYXQOF1HRb2QKZnx3/nQWxEZoGefU7kjgyGJTNF+4ucrbQOVifY//10lGi+aqT4lw/4/ehZalGCJP5cckuiGHs1ztnRu8Odbk+0dPCmzjTUpr3tGnBqK+M86haIDicdYZHuNSrg/NTzQ7Nn8WNg8yIJ+SpBJQpCd9rOYTJLvCX4fpzKJjIWqd2cfJtCa9bpJgI4UyJJ0BSMRpJKNLZkHmc/KayN+gr71cGdlZEqxVzNxAVX8nJQx0TEv/jxsQOKtVc3oGoWNoDjIJEqSxJ/9S6aoO4GOdZODkktJvGjseCLHn52OwuNyIZwkMygl7bRtFlmOkwna1mCYweuxv8fPk2Qki4ctmy5RxmgdzaGI7XyoqP8peeCXVnPYeex4chuwzTlCRjkS4pLIG5MpSO8kt491sn7in0fnK10HmvnybMSPP3tNyaWoPfyRUpvhgfShbhI/end7LRdVYe+nxHXqKJONyCY3JNjzHRCDS3MIHbPj2VdtHuSWtvLrTyYTbY/sfD81ANG9kcrXGAjbjKO2UHQGeFz2vcbD7WdSD7IMYUnoMP09FLAn8BIpqpQMJBBkGs4sUFR576/N40I9Zw6GB6HyTENGHZRc0Wed2iAiaEII/kdJewIJ10ycI5NJ5bMyJZfvC/q3MDyWa6OM+KnIRMmRU8IoW/9HrHlhy+jNyySZTyqwzTmy/gONgC9dLFOsXioT135KRpXGmp6tJf1EyXI4AHhJNmnRc2lfJhyFkIxdrF5u/cnmq272aLom+CRqTn0IJJLxZG1QlomsCZ7IJjOuJRiyJP2kktiMrlPaNzwxp9+D/F4nqkvWry5P8uzT9Fm2qAOetHNZ+b0p3JgcWRyxjVLCHVmgXM9OCO2TQeQhogo87wWShUlG4eNIZrNEAaXvqxgxaBscZRI8i8/salPeIq1XvGnSIT4DLlWARYqq1+0kk/hMoQz0WU0OSdRsynMk+iono7JzhDJDgixMt8FmSHAIJ23pJ0qyEjx4mh5k2gZKBmi9vDedPjY6NykZ4K+8Smbc4AkqHWuvTSY5qRUtkQYSzsyTEOq1F80/vu9k16Pp3gld7yRTEk87P9dlZ7uDmjI5JRZsTrImEvYOiTEkGEouE51/tG/4yA3RGeRGIjdv8JMdO5AR04DEKMgnc6OwGShaOopGCyTOJ/k8EIIqNTLFm/cqiAglTWqVQEYlRC4KXqGUhQ5TZZE3jIi8JjYyyilvsjpiMnGKty3E+gCUPFtyHD7BlW5mbYlMKiRQpnjzMon6ifZ9QpIuCUFRufLFRtodDAmisG8qZ4LH7wDuHKbfzbb5xNUhjBZwSA4Wks2naL088ZN4a2n/82MhJMikjFPSN1F7eJlkEQ/KBqRovZT4OeQvEHphHKIqaFt1778OOJDRZAYXPrGg7HiGypVX1NhAZUqYT4LjGbbjM/weK1mnsizbdA1SuZ3Gjs6D6FyhxjjdK78OcRiCLIHsft+g5CwpoOBBdvCMipRcZ2+tWHlT8QQGbaSdCwW2EZTEjSJRoRR7RlWuY6JodPAg25TWlsfaQ2sdPMg0xFqBtNtDN+VkVGSsoKG5CTJpXmlD20AV7yYyXnxoOe3/aLubbN5aNTIgg/0uZ/I+Ga/EM6DUuGG90jnHz7FkMvFvyUh72IG0i55LZeLDWJ2MYkDimpNlBxeF1jqhkRCrAEcaRfPJlqmaMzz4JYRalliQgi55p6vBRB7kJkloN+Dg1ZZ4kGXe2mYHD78tciMqE1kTCfNJYjSSLVnbFUzSSA8HQ1Yk0ZCVcGQkiYEwASGJ8kaJX0I4qehso4OilOyaJ9XQYRtp5zxNonOpNg+yg5IrlIm711VK/DQJcsCBZIkyazspr1KZNAmyzYPs5P1vkSksIWuA/By1klebKt40ZN+B+EV/V/Ug61595JaQASevdqwMkcmRjOp6ayWZnRP6SZIrICZDg/x/SqRdsobCmgYJJ+IXTuJB5u+flkZVaI67bT/jZRLUQeeck3HDJofECyN7Fo3ScSTtLf3klHlfNtYyr7YsL4Rt73AwGkXroOV1jRaHOI6s1vyIoEqyLMQ1yClyIuUlKAmtBThlTIUMhMSE2om0i2BrQ1iu3Is4rpPHxX7dTPIvdMrX7N5a+2dFyr3Mc8PXHZQQFApbyKUsxFrBW0bLJ8ok9gLJdDH59VmKinfMg0zPiMvnnwpplxGaZhsZsPdTUEDkqExOZFR03pyHjIza5HbopyioB5nvJ92QfRlhs5PA5M+h0QI8aRSRUVmWe0smseFBpT10/tF1yhvBRPPJ6T7kgMCgA8jP2dpD/Mn7EiOdTCa/YhuUjh1I1imd97zXNyyIbrCtoQRjnDjPgxQyZZYqdQmeKQGhdPTgJVG8eU+CNNSYes54ZSyZB9nJqyj4rNeJIEs8ZCpeX6cQa5HibVNMedIk88xLxt2meFNjg4NXW+RBpnLyOn4yz7wTPDIPsgPxYwKCzNebjGQ5QerVdiDt0X52mmPJoip4SNepg/FJeI6YJr3i1wSdBwKdzHH+ya5jUjj7q+xBFkV6OHhrdQmyLaqC9IVKKDqVUzXEWrZOZVEztnBmBZlov6ruHTIlU5ax3EmmsMBA5rT/HeYwBFmCZok30Hb/KKesiBQ7p/OLduUtuUwyRT2o6bm1hzYmVyhlBJKXKSKRSaaE0/N/svBxQOxp9wdoaK3TGeTkCq/sbG3AoV9FhIMSP77NsrFjkg2VPp+SHdqvPBkV1WEjow7eNSWvtqS87LoewL5GIiLS7kD8lLzatvLx9x09yMJz0dSD7LAmlI4diEOyIw4yiUBDcx1lEpAsXiabkYmSUZXzvtw1Y1EkJNMT7HVOxjtZDgZZGLHMW+u0/wUE5NK2hjSjehJlEpd3ijqgIkZi/SReT1Yduh5kiQLqSDiIMhwjAw5n0ZKdC3QKsbaFDlPPoYNMUVAl1ynRTlQmKptj2LeiTCI4hTPbiEXLs6hyznsVZWRABtpHshBrp3uNY95aWob3IEuMISpnlqg3MODkQRYQHyfCqXsuVRaa6uTB489FA5zRyOG8udDjr+gFDzqcHxeGWCuSdhG5TkigRfuVtCFZsjknmRLmn2DdyeZxgkySCAYqq+0uZ+48t+h3vo6Yt5bsNQmkXbKXyvZnWXbwsBNBFswP2xrixlPq5VeQSfYc3uAiqsOWq0JhbhxGMARZApkyZvd+JVcuHUmWTRlLfBYfhikjD04eFBFoWKWTBzmqjNFMywlJbSQGALuXWiyfTcl1UCj9gnZTQwVPMkUh2bQ9PGThzE4yicioLAOuJZO4n2T7qSzUMxCWj51IWW8iyacSvGtJzrHyUDLQOHhro783OIQz62bWtrdZLIcKQW5Q9WoL1ikfOiwLZ3Y6qy2CUz+JxoLOV8czyApklM4Vn1scwcB/VmRAoeeJnQw0MuMahc1oBElUj9N8imWMlsukS0ZlibycSDvt2+iccJqv0nuQZZApxaoEWaS0OhJkQUiiYzizhLSreMucknSJzgVSopjgQZYQlAPyICsQFBuhViR+suyxtoRsimRU5CV0Ipy6ZNQ2DyQh1o5nkKNk1CFjsa5MtJ88MkMCP59Ea8Ih/DlZQraEMHFqNCLj6xSyL1oTTh5n0Rlk+h3GeyFlZ+CTHV/g4UjaDyB0WGrIkpzbtt057LD/ifYnuoYSkg5q5i8ISby1TufNRQYXR2OcxEAjJe0K3xMJHmSBodMpCuMwhyHIEsg8CU0275dmOHNIroxFdSZal8uBjNpk0rwGRJZRma8j2j5bUiVO8ZYpiCoebq/EC8QryKKxoB4/J/Jq8+BJ7gmm5Wnz7Ge7k5MB1dBhSgZkoxUQKNGAfQ45efCEIdYH6EGWkXybTNxzRJEEtjXkRPwEG3si8ZORdjUvaSQmE5lPDmMtCnFNXKfiPpfNcdl55CYHY5zIGELbnJBZm3q1Jcn0bGtCkh1cZvgCeIMfS3iOo4GGiceOQjY3nI6xiCJ4HI+9SK5jk0E2N5od9jOhIcHB8CUbuxh4L5BNEZR4gZxCrEVJkhLCdAVk1BaSqOgFShYWzcNGshRIOyUIjt4ySTizinfIKRGSSLlXVtQpGSBlZNc/yc5zJ4R9izx4Dt41mVdbdi5aes2YU+IwGsEgIKMJmbiTeEZ5KJ23VPBqKxMakbdW8Wy3kwHFJp/AkKAyn2jYdcK5aMn8k5FwlfBdlWMHdG449ZMt+oQaimh9kjXhtP/ZZBKQUcfEdRIyKjNkQSK3isHFiYzqHs+QeZxt88nJ4BI1bjisocMchiBLIPMkyJJS8Ygqm/Z7eB2UXMF9mE4yycL5nJQ/YRmFBENOYYf2/hB7Rm2KI1GK3RKC7CST6GxjYr+K+4nKRMdF6gV3OBcp8r7aw+8dZLJtohBC5t21KdJ8u2kyn9jYOSjqmuHMMg+yEwmyhVjHQoGdxs45xJUP6pNFCyQjtfH6o0TOYawFMtkNWfZn+gXjAHCGLIlnmcK2dxxgOLNfmhBL/DudS3JDltzgIpJJpbwTZEYmJ9IumrNOc0M7gkFG8p0MWQKPsCiZmLCOqEy2K1gc7hllEiU3gaAkOQOqEiYpy54NQJph1UaCVMKZaYi1QrZlR6VYoiDKlEWZ8ufk8RMROdVQTxkZlXn2bV9wTpm1BfPDUVE/gHBS6kEOOYydiDQ5zj/N67NsZ07Jhm0jfg730DLBHFe9NkxUL1+flIw6nPcVGRISZBLcg0znhmo4s4w0ydaE8lltBTKqEjosWxN0H9INRXfMBK9pXJPNV8c5LspfoJpbQGJIsD1f4SiOyt3xukbOwwiGIEugQlCclLrov2yhcwme0URlTDnRjoTIqSTKUg1JFBE/VZJFlTxK5GRnpG1t0DxvqRJ+Ctg9ZLJrsuRjLfcCRQTGDafz5nYPssRbJplnTmcbRZ5LxzOgyTxTHGSeUaewb9F6sYXdKo5dFM5RFWKi5OStjY5dUJVkscR+dU6IFX+/SZIwTWYUc4qqSEr8FM7xA3JvsnydqnlrYzI55BYQGXScIDMyORs3Eue/bawdjXFJRZKGidN7qh09yCKZFNa1o6VeRmhsZI8PcU0SYu3o3RB41xJkkhFkxatkon87eWuFyac0Qz35crZERRJi4RR+qk3aD0TxVgxdt82PiEJ5WSi6xHNmIyiScNKEMG6RwUWRtOt6kGXhpEoh1g79JPKu2QxZvGdU0gZZHfyaUDIkiBI9CUizqLxNJokHmTcqxN5XlEloeFBdp5K9zXYcREKilcioIlG0ebVJGdlZXun+x49FEkOW4xl4zbBv6VEcFeOaZgK3wwiGIEugkp055EDq4pll5eGkyQgND+l5N4lyzyveUXLgREb9ghBDZ0ItVryDEqVVJalXArkUnIt2IjSyJEn0qZSkqZytVVFanQiNLIuwLQrH5sETk1enCAFRuLEjyT+AjL02mZwSrAnGwpFkCcJPbd5aTiZ7oqf4+7Kx4ImfiFz+mAmxZGMni2CgcJ5/zmPtnJ1esiao0UjiGXUMsU4iU0LiujCVCULIPMUqETT8/1Tmn8jg4kTeZWvIbgRSMbg47cmCfd9JEVHx1upmNnYKk1TyOMtCrCUy8eRXRNpVQlydMnfLDAmyzwQlYbq6ninHNsiSmUkIsiz5mSoJV+kn2XySevAUyOiBKt66ycxUzsDzZ9qTJely8iDHjh1QsuYUYq0QtSALAXcyJIhIu7KBRkEmPjeBaH9y9CCrED/ZkRGZV1vWBs2jDcptkBiyZGtCmjhRpZ+cjJYKkR62SAXJfdSO/ZQkwZ/JYv2/AZ5szN64HzWNQWmIK6/kzt5Yjq376x0VJVrHvC3l+Pc3G2xeJsdw5gjDjooGBEIRqXLPy/T+4t1Yu7eWu6pKXsfczfvx1PRNjp4pXmmtb8m8KyNylCgGwhG8NGcrVu6udk7SRfppzqZyvD5/u2OYJC9TlBzYItAiYpmaAmE89t1GrNhV7eitpf9buLUCn63Y6+it5ZPwlNZaG42NoEiIXK0/iAe/Wo9Vu2vsY50wdvF2LN9VjXmbyx2NG/R/lQ0BrCuphROaufL/+GIt1u6tTZKpOP6/jaV12LCvLokxJP6/reUNmLauNIm3Nv6/8rpm/PPLddhcViclLrzRqKyu2VrXjp75+P+W7azGp8v3OBqy6Djsq/Xjoa/XY1dlI2c0khuymkNhBMMRx+R79H8zN5bh3UU7ubPgcuK3r7YZT03fhLI6v82jTvvATl6tNcQYcw6ZJp+fsnIv3lyww9HwQMuX1vnx2rztqGmyf+nLok8iEYZdlY0IR5jz/CNjMXnRTry1cIfUeGeVJ/OpIYDPVuxFfUD+pc8bCBdvr0RzKKycTO+1edvx7qKddkOqw7qev6UCnyzbg6o6kjk0IfkPUawC9cCqD4CmarmSy5jdG7jgWWDl++rKWygAVO90Vqyo0tqwH1j4PNBYKVfW+eQwC54G1n+ZRCbOSxNsUveMVu8EZj8MNFTI2xHiyMail4BtcziF10HxDjVbMqh6y/ZvBKb91eonJiErvOK9/G2gZGUSRZrU31iR2GansO99K4Fv7wWaquxlaB1BToleNwWo2p6EmJH/lawAKraoe/z2LAW+/RPgr4EU/HVHJSta1oSk3YzZ27TpW6tfVcdu5wLgu78AzXXx9/gvLz4ktmaP1U7ZHOfXxPK3gV2LkpBLIu/O+cCsh5KcmefGLjqWsn7iCfL8p4Ad851JU5iTacFzSeYfZzxprleXKeQHZv4L2DHPeT5RmfYssfZMVUNC0A9UbmuRT0LgbfdnNwLf3W/NEdWIhNI1wNZZ6vtZQwWwdWbLd4PMi07a0FxnrevdS9TrqNkFVG51HrvDHN7kRf43QZWSJTuq8KuXf8DEowqkyhiv5F7/+mIAwN8uGBx7z8mr+NHSPQDgmKzGphRv2I/xD8/EzSf1liqtvEx/+HAlAOCuMwaQNnAyEU/Tmwt2Wm0hSqsTeZiysgRfrCrBn84eKPXq8KHRf/9iHQDgqrHd4+87eCGfm7UFADDp5N7C5/N1vLVwJ975YSeeuPxouVeRlK9rDuGx7zbhse824aIRXeLtdiAcD3y1HgBw+8R+SuVfnLMNL83dhhevHGUnKOEI0nyeBJnK6wN4btYWPDdrC04fVBivw6Hd/+/9Fdbraf2Uyj85fTOenL4ZL/1qlK0MYywW1kxl2lPdhBfnbMOLc7bh+D4dbG2Q1XHlf38AAPz+1H7S8pRYPDvTGuvHfz489p6Ls8JTQr22pBZrS2rx/uJd6NY+U1gHvyZO/vdMFLdLx/nD4mOdeFVQ/O9X523Hq/OARy4dFnvPyaCzZEcVluyowrR1ZdK9g7+ua9Tfv0Pvjlk4uluesA28jNF1+udzBkplout69sb9mL1xPxZuq5SeQaZtqPOHMPQv32LiUQXITIl/ZTjtZ28ttGS671wHmUi/frGyBF+sLMHavXYjTSjMkOqNtiFefm+NHyc8NAPnDeuMdF88jNNp7KL99JfzBpE2y9vw9sKdeHvhTtw4vjdkoM9ftacGlzw3Hyf374iM1Hg/0ToiEWbbo1+dtz1BJqc1NGPDfszYsB//Ny4HN0TfZGFL6Y9eH0IVxN2LrJ8eJwDetPj7sjBdAJj9kPV6+j/j7zkRlK/utH7Of5qU55Vc8vfepdbPus/tctgSFXEyTf2z9Xrc7xxkIp/56Hqrvef8Ry4T/TvaT06KNE+Ovvi99fuoax3qIJ+Z/AsgqxA481/yNtjIwzzrp3yjA2ki7zdVAZ/cZP0+5FJ5HbQd7/wc8GUAFz5Pnu9AsrbNtn4aKzi5JUSuegfw7hVAVhHQebi4DXwd7/3Ker3kFbU2rJ9ivdKz4IB8TZSuAp4/ETjqPHVv7ce/sV4veI6UcSCXqz9IrJeHjVDPA/4zEBhzo9xzzs+tr/5gvZ79SPy9hH4lJGvpa9Zrw37yTAcj06ZvgH8UARPulc8/PsT62z9Zr8ff4SATedb8p6zXcbfKy9O6V74LrHofuOhFuWGA9+7O/CcwE8Ax1zvIRD4z7S/W6/i77c+RteGH562fC19wWKeUjNYCc/9j/Qz9uZpMn91ivU64Ty4TrXvhs9bP+c8kJjPzpSW2oWYnMO8J62fAOfI6qExvXGid8Z74F3kbDnMYD7IEorDH79aVcclXxN4NitKa+CbolOgpig374hZHJ5IVxTMzt3DeL7EXiKK+mRBeBw9yFNvK41nqePKaGMZteUVkHhTZeUsnj7A/mNiOvdXxfk3WhggD7v9sjTzjrDTElY613FgRxb5a+ViL+umfX63jPMgHJpPoMzaZ+BBXQflnWwwQovqUxs7hTGcUZXXxTValDZ8s2xP7nT+z7Q8lPr/KwSMsev6uyiZUNwWE5QFxu2dviisZiZEeiTJtKK2TZtbmn1/nD2H5rmq7MUmhjhW7q+Pl+WgVQRvmbCpXDkUPhCL4ctU+R++/qJ+22/aO5OW/Wl1i+9t+LjqxzYmRG8n3zL01caXRKeIhis9X7LX9bTsKIXj+jA37pdc2yb4n6DpV2f9Gd8u2v+GktALA9jnysFTZfZgN5eLygFjxX/UBkcGBvNpkUvQgR6F6Bjn6jE3fysuL2rBlutyDTOuW1evkVQSA+lJgw9fksw5KcRQbvpaHQKvcZZqsn4KNwJ7F8v+LvELb59r/loXNR1G/T05oGBPP2X2r5DKI6tj1AydTkn5a9xknU7NzeQCoJN+PycYasDzVsfIK82/hc3Lvq4xs1zsRXsFnytYRmZK1gQFz/uMw/yQyOV5lJuinCtKvToYHwPLSfvhruYdWJpOqpz2Kqm2kvMJYf3mnuqddSSZBHdU7HGQS1DHvCSiFfUtlcvBqA9ZYVG2Xlz/MYQiyBCKlBODO+UmyvlJUNcYnW6LSmliHapiu7X1Jch2/VCY1j3AUVK91CmGMYmdlo1TxlhG/hmZxAiNA3A7VM6NR1DeHbIa0gINXMfZcpwRDgs/U+uP9qiITY3y2bwWZJCH+gHjOVjXQsZZ7IaPgyZ597MRrQhYtwBgTtruSrgmFfuW9nNTrLlt3srPXsn61rQkHr6LoOYkJsRRkUjCG0HDjIFdG1A6n+3Ll+5nY4CLrV6d1I5KpslE+/4RrgpdPYezsVyrFnxCJMOHZ+pJqashKPtb8fcgq+5nMkCArv6+GGvyS91NOKtcuJWVM8RxhFHXEWOHk6YyChrg6hdBSyM5PSkl7mbwO0WdoiKtT6CaFaohrrA4S7u50flL0HCevUaxMSE54Zf2qelY7CqexE5Xn5VRSvGVnRiVt8FeT8g5hurLnqMxxGaGRydRYKX4+kBj1AMgTSanKpLQmCEHm+0lm1InVlcR4AgCBOgdDlqQN1LimUoftnKxiP8nC3WWJw5zuBhd9xjHrv6ANLkCa2EslmZlKu/0kwkrFQMNDZd3pykSPWxxhBNmEWEsgzQAt8VbIvbXy+3pFSih9T0V548upZKKt98vvfBUp0rR8Ms+oqJyKF5L2k1Nm2Sgq6uMLVUUm/j2VfqL9zSfREWVYpjIlGjcS2+CUGVuFjKoYNyob5J5R0fzjszyredr15l8VkSkhcZPEkEB/D0cYvB5Xi0wKhiyFNlQT0h7g7iuXtUP0fFWZQgoki8qk4q3VjcIAIE1KJ2tzbZN87xC1o8Fh/xO1oc5vV6ZU5p89p0LyNtT5qTEk+ZpIkMnhTLtQJoV1bTOGOKzT4a7NGONeh5ztPe0PCAWA1OjvmgqlTImmYbQqihIlo6pKriwRmJJX2yF0U1SvKmmXefBk/eQoUzIyquCt9aZBekWSlLRLxoIxcR1OSq6oX3lTliyc1PYcyVjIyjsaN0SGhKD8b9nY0bbZfpf1KyUoCh4/ekcsmHWuN3o3r5Q0SUiMbL46ypTEkKVKsrRlctoLRGuiWlwXoGjckBw7kMmkUoeN5KvI5NL3IDvtT6J+ajwAw0OCTCpjrSKTw/fEYQ5DkCXQvSJJVp4qV7zCJvqMLHs2X7fsfRVvWZ3fQRkTKa3Nekox4KB4ywgyJe0KXsg6SXlLJpEXyP63itJq92onJ36UPKh4RoMhORlVCWfmCZeItNMIhoT5J/IgMzk5VPOWJS/vFMEgMiQkevAYvC06hsxbKzMkSD3I1NOe5BgBwCXMSzjHr+L9l59BjqKa9JPK3uFk+JKNhV0+6kGWyERC0VW8tTbjmoJnPlGm5POpkSTRomtKNg52o6VCvzbzpD35fiYNsVYwEDplgh/rXou7fJMR2DzIVkbfg6wQukm9FSoKYoB6UgOWchZNTKQbCizyxgF2MqASkuioFOt6kGVETtNzbiOjCm3gn6EiU1O1WCYZoaHlVQgNX68smRmFLOz2x5p/PDFSmeO6hEZbJoGnPUqQtQ0JCsaQBJkEY+FIylS8igqGLEeZBHX4HUi+zJCgGzpM9yfeaJTUkKCwTsHk18XJxtrm1Vaoo5HsHSpGSMZ936gYEmQZuiNhMQFucoiqOMxhQqwlkCmIVGErrfXjjfnbUd8ckipvdu9rBG8v3IkftlkTSuTVaeKuY9mwrw5frCyREkVepp0VjXh57jY0BcJymZrtMr2xYAeW76qWymQ7sxxmWL2nBvO3WFYjmcJHsXV/A16asxXNIblMlIQHQhG8MX97S4bkRKUb4AhyhGHFrmos2l6pLNO6klq8NGdrQrZgmUz+UBhvLNiBzWX1akpumGHGhjKsaOlXMcmy9/WK3dV4ac5WhCPysaZZzpsCYby9cCd2VTbKQ9cDdpm+XFWC1XtqpDLxpH3Jjiq8+v02MMaUogXq/CG8t2gXSmv9Uq8lnU/BcAQfLtkdS84kagf/nAXbKvDmgh0ta0LiaScyVTcF8MGS3ahsCEjL0/D4QCiCtxbuiOUDEBtoSBsiDAu3VuC9xbtayicPZ66ob8aXq0rQ0ByS9iv1KjYHI3h57jZsKq2LyciDn3/zNpfj0+V7Yp9Phr3VTfh6dUlCFmYKStqbAmE8P2sLtu6vl3trOZnmbirHN2v2WTIprNPNZfX4bMVehCPy+UdlagiE8PSMzdhZ0YhmaVSPPTIkmrTMkik5aV+ztxafLt+DiMM6pXtybVMQT03fhL3VTUoGwmCYYeaGMizcau2xdOya4QMAuANcxvmd860zwLLznID9/cYKYNbDQF2pupK7aaqV4RUQK2NBLknS9jnxc8kqIdYNZcCcR6wwVplMNoLSDGz8Jn5+UdTuJk6h3DwNWP1RYt0UVNbaEmDuY1a9Kv0UagbWf2FlxQbEn7ER5ICVnXvtZ3KZ+Ltqa3YD85+2klJJSTvpp+Y6YPk7VltkbeBlWvOJJVf0bx58vVU7gB9etORXkampCljyaksGbYXy4aCVWX3T1Ja/RSHW3HuVW4Blb1qKvYoxpL7Uyq7eVKXurV3+tpUtGJCQUa7e/eus+ReJqJH22j3AvKesMZTNVz7sdunrViZpQLJOm+zlS9dY60Ikb0wm8pzKbcD3j7fMP0Vv7ZJXrWzjsjr4sd67HNj+vbwNPMo3WOs06FebT6EAsOQ1q+3hIIR3BfMybZ5mZZ4GxPODN+qVrrH6KRx0kIn0U7AJWPoGUL65hbQL+inA9ev6L6xM5oCagWbvMms+RcJymfhbEJa/DVTvUtyTjyyCbDzIEqgkSXp06kbUNAUxfX0ZfiPJdEoV75kb9mPmBksR2/bAWZKQRPuX4emPzQYAvH/jWKlyRT0393++FgCwbFc1zhvWWViekssPluzGB0t2AwC2P3h2Us9UfXMI5zxpJeiYevuJQi8kj//72Eq2sb2iASO75wvLUNL02nwrEUG7zBTMuvMkSRvi5ffXNeOiZ+chHGGYe9fJSor3nR9YGb2rG4MozEkVlqHhodGMykO65OKlq0YJy1OCsqOiAde8Ym1cy+49VUL87O/dOnl57HcVwvvI1I0AgFMHFuJfFw8Vy0TGbv2+Wtz8lvUltfavpwvJQBNHRm9801KIs9N8SlEV0azkFx3dBbeTbNUymRZuq8S3a0sBAJv+caZwjjcG7DJF+7VzXpoSQfnjx6sBAL88thvOGtxJLBMZu6lrS/HVaovEbXvgrKShwIFQBJe9YH1x9inIUiKjd7xnJW+56aTeGF6cJyxD6/hw6W582KJfbPnnWWJvLWlDVWMAv3hpIQBgcJfcpGHiAHDnBytQ1RjELSf3Qc8OmUllemOBtU4fmboRi/5vorA8XdclNU345X8tmRbcM0Fpnd727nLUNAVRVuuPZVN3kumF2VsBAK/P344PbjwuqUyb99fjVy9byX1W3Heakky/fWcZKhsCqPPLjRt0bT8xfTMAK8v/fy4bLpEp3oYVu6px9SuLkO7zYPl9p9qvxmv5ynZTbwgAfHCN9er2qCneX99lve6YC5x0j7g8VRB3fG9ltU3LBf6wXaxc8Qria+darxnt1WT67LfWa9l6YOjPksu05mNg9YdATlfgjjXJw75DfuDNi6zf2/VS80x9dJ312rAf6DRMXJwqiCvftbLH5nYDfrcs0YPDy9RYDky+3Pr9d8vlSijF5F9Yr5EQkJotLkPrWPqaRfra9wWu+UrSBuItq9oBvH+V9fudWySKN0cG37jAevWmJV5nFJOJzNmFz1ttn/80cPlkiUykX0tXxcfi//aqkYGXT7deUzLVvIrRjMqrP7RnGpfJtH0OsKWFWN5bISGjXL0vnGS9/iJLLdIjmr196wx7pmcKOtZrPwPWfmr9fl+1OBKD3zueH28R5V9Pla8JOo+je0fJCmDQRRKZSD8tf9P68WVYYyeqg7bBXwO8cqZlcLtpvhpBnnK79VqzG+gyUiITqeOH563XDv2B66clL19fBrx1idUPt68Vy8S3K5pRvrkeyOyQWB6w99PcR63XnuOBK95PLlPV9vhe8IdtknPU3Dr98NfWq9vrsCZIHdP/br0OOAc470lJeS5y6AiC8SBLIPMgU2Ul6uHhs5ZS8OF5UeyvaxYSFEqoKdburVXybkTx+Yq9DiHWYplqmoLCMF1ZG9aW1CqRgSi+WVMqLc8bBgDr/KwshJbKVN8cism9sbROyYMcxdzN5Q7h8YljsWpPjdJY15I+3rxf7HUWJWkDgMXbq5Q8TVFMXVvq4K2lpCnenh0VjcI6eIIchVO7RXV/tGyPUgQD9ZLuq/ELiZxsvq4rqVNKphfFmwt2KkV6UPJZ0xRMGuJPsWFfnXRcRXhx9lbtvaNBci8vna90Ga8rUds7ovPjo6W75fkLBDIFQhG5t1aSv2D9vlqldRqdH1+sKtHqp9LaZmkb6F5Dn7m5rF46nyii5/q/31yulHsiivX75HsTNcZF51tTMIwdFfbokKgH2UWVGAr+rlYKkbdn60w1z0BUCfLXWMm7VBTEKMrWqRHkKFa9p+atjSrttbtbPLxJFG9VmURY+obaudRouGHNTu78qaJMOgrm8nfUPHhR73DFJjVPFjUQlK1TI+1RrPtMbeyiZynLN6p5nClkn5HVu22OmkxR7Fqo6BklZap3SELRJfXuWawW6RHF5u/UQvzp2DXsT+6tBeJhs/sc9g4RVn/okBCrPvG9YKP9rLFNJmrIaopHo5RJyKgMG7/WG+vyDfLz6bR8c018v9GVaesMh7ETyLRtllobaGhz+UbxnJW1bec8hzkuGLv1U+TPckocdpjDeJAlUPEgq5SXKdKVjWLyJytfUS9X+GSQKcUyxZtmUqWQtbm0VkxoZAiFI0qJwyjK68Ubi0ymfTViw4MTVIgchYygyJTfkhq/UCY+f4LtWQrKPYXufN1X4xeT9oD4+eEIQwh6/aSSOdkmU61fkiRJvOk2OBxtkBF9WXmRRxaw7nvWMRpVNQa0jEYhhzBdUb0AsKuyUfi+VKaGgJbRKBhhUgOhTCZ6/l5FJivcXV0mpxBr2d4hPYPssNfoyBSKMGkdMkOn7l5TXtdsW0fNLAUA4OLPq0Xhr5ErKXwIdBRKijdB/T49BbGhTC2LK4XsDLKs3TW7IAyTlPVFncQLKYMvTV5eKtNuSXmJTE2VrZBJ1k+SOmgWZgoRoYnKpEPa3T6HfpLIpGKgoWiUyOSUlVd37KSGBMmaaKwQz1kZyW+u15dJ5Vw0RcN+cTtkz68v05t/gJohgaK2RPy+dJ2WOER6SKCSOIyCJuNSkal2j55MTsdeZOtORFIBedtq94jXkWzPZxE9QwKgttfwORUOcxgPsgQ6ihKglhCLoqxWb9HXNAW1FO/WyETv4lRBbVNIqkiLEAzLlVwZIaR35qqgpimoRdqbQxFtcrlfU6bapqAWQfGHwkrX7PB16EDmGa2XkP9qh/kn6z9dQ0VNo3js6iTkwUkmmfFBVybZOpWtoZrGoJYH2e1SOzNPUSpZp7L5Wt2oN/9SPG5tY1zrZFLvJ6/b5XDeXCwrzeCuUl53j3Uy+MkMnbqGG36dRj3IUvirHZRWiSKd7CoYHk1VegpiowPxk76v912E+lK98k4yCeHSJw/aMlXot1s3pJFek6XynEZJ6LAMwQb9+SQj7TIy2lSl10/+an2ZVLyKByqTNhnVJDR1+/Se76/58WSSzac6CUGWoalaT6ZQs160Smtk8tfI91hZvboy6e4dTdWSLNaS77NQs4NBSTOiw/ZZE2L9PwGVUDuKRgmxkDhctMmoLvED5IqgTKZSiQf5x5LJKfmUDGW6pN2vp+Q2B8PaBEXXuFHnl3s6RahuDEpDN6UyaZL2Or+YNMmIZXVjQHv+0eRJKqhqDAg9lE4y6ZBRQN/wJYtgkK2h6ka9+efzuLVJe3m93pdQtcQY4gRdY5ws+kQGmYFGhsaA/jrVN/gFtcbC6QyyDOWa65Qfu+QE2SGZlExZknkxZJB5XGRoloQ/AxB6fYFWEGQJ8ZOhuVaP5IcD+p6s+v165Rsr9BRMp7H+0WTSNCToEhpATtplaKzUIyitkYleXUMhW0MN5XrhpU3V+mMnI+18ErcoWkNGfyxvrQy6xE+XtDsR5B9VJo2xa41MusaNZs29oDXzr06hn46wEOtWEeSnn34aPXr0QFpaGsaMGYMffvjhx5brJ4euQinzVsjQKoVSU2mVhePKIPMCyaArU6sIcht7kGs0vbutkalWQkZl0A3TtWTSNSSEtPqpdTLp9VOF5hqqatBfE1WadWjLpEnaA+GI9Jy9VCZdgqzpQa5thTGuVQY/DZnqNOcroL+fVTcGtcZC1/AFAKWa67SmKWgPsU5GkJtr9ZVWXUVa2zPVCplkZxVl0FZynUi7AM11h54Huanq4JBRHdKk60kFrFBgHTRVtsJb28YGl7q9euX91fprolHTMCULZ5ahNR7kgOScvQyt8tbqEOQmfZLf1vtZa6IF6lvj/dcxGmkamVRlOsKyWGsT5HfffRd33HEH7rvvPixduhTDhg3D6aefjrIyzQ3lEIe+V0dvAegqb7X+kFLGaIoKXZlaobzpKK2BcMSWjEYF2h5kTdKuS2gA/bGr8+t5y6oa9L21pZpe7WqJt1Yukz5p0u0n3fla1Si/tkkGXdLeGo+fDvFjTL/duuVrmvTO+9Y1hxIyhyeDPhnVm+O6kSFAa73aOh5kfeNaa6J0bB5klsyD3AolV1eRbo23VttboakgtkomjX6KBOWhwFKZdAlylZ7S2hri1yoyqtFPrSIDmmOn7a1txZrQ7adWkVHdsdMkyNpktPrH87TLoOKFpPBX60d60Du9VdDWXu1Gh6vMZNDuJ82IGF3DF6C2J/+vE+RHH30U119/Pa655hoMHDgQzz33HDIyMvDyyy+3hXw/GXS9Orphj7rnWC1vbduSdt3Q4Vq/nkIJ6Cv3be1BjjDr3KgO9M8g64Vi1jeHtEP8dQ0Jul7I1oy1LmnXXUOt8eDpjp2uB7mmUT+ceb8uQdb2auvLpE/aWxH2rbHH1jeHtA1ZFQ0HFs6cDLWtmH/a4fGc918txLqNPZ3a3o1WyKRNkNtYoQT0293WYd8sok/kdEOsdcmAv1aevVsG3TboesH91YnX3SStQ7dfW3FmVNeDd1BkamPjRqs8o21sBGpVOLOOcS1kv2dcSSZN44auEbI1hlRDkJ0RCASwZMkSTJwYv/PS7XZj4sSJmD9//o8u3E+JtvYg65ZvzRlkXUVamwy0IjxZWyZdItcKQ4IuQdEt3xrSXtXGpF23DRZpb1syqrsmdEPXgbaXqTVexYMhU1t72nXnk27INGP6x1jK61qxd7SxIUt7r+HGQS3Euo29Za0ifocYGWiubUWIYRvL1BqlVderqEsum6o1zxUyoEHTq6hNkFtxBj4gyeYrg7ZXW9fwUN32Yd+65f01B2Hv0I1gqG57Q4L22LVmj9Wcs62JqtABC+uTdpX97Ag7g6x1zVN5eTnC4TAKCwtt7xcWFmL9+vUJ5Zubm9HcHJ9ItbUKWdAOEeiG8+l6BvS9ZUGkevUc/voy6Su5ovtmndD2ZED/rKKut0xXJl1PVmvq0C+vNzcY0z+/29YyHQyvou58rfOHkKK9Ttve065tyNKsozXh8Toh/kDb72e6xw6AVpD2A1zXSQlyoF4/Y+/BUCi9qW1bh7Zn9CCQdl2ltTUEua2JnO65V6AVEQltbKAB9NvR1oSmVetUtw2a/dpcC7g9bVuHroGmNccz2trgd1DWaRuva6BtDC7/yx5kXTzwwAPIzc2N/RQXF7dldT8q2j4kUa+8P6h/fldbGfuRMiE7QdeD3BpvrexqGRl0ZdLtJ12y0ZrP6JIH3fln1dG25FL3+RZp19uQtftJc27UNYekV/lI62jjsdP1jAJtT9p11xDQ9oYs3Ta0qo4DXBPRe5Ad0dbkUvf5rbn6p61laq47CAS5FaHAuh4Y3ToOBhlt637SLQ+0vSFBl7wCrSDtbdyGQL1+0q0jwpClm7iuAtLs+9I6DrE9uTWfUemnSFB+7chhCBdj6q0JBALIyMjABx98gAsuuCD2/lVXXYXq6mp8+umntvIiD3JxcTFqamqQk5Nz4NK3IU59dBY2lalff+F2ya9++alwKMrkcbu0vTSHO3welzZp14Xu3bUHY26ket1axOxQnK9GpkMHbd3u1tz/3NYypfnctqMNuajHirQbnD/kcsuvo/mpcCjKBBe0Fd3DHQdjHDypeiGoB0Mmb7reOeRDcb4amQ4NHJT5mqbnOT+U1tC95YAnSaTTT4ja2lrk5uYq8VAtD3JKSgpGjhyJadOmxd6LRCKYNm0axo4dm1A+NTUVOTk5tp/DBboel0NRYT0UZfpfI8cA2pwcA/I7r2U4GMNg1lDb4FCU6WCgrdutu4aAtpeJP/cfUDkVdSgqrIeiTP9r5Bg4OOOgez7zYMikm6TrUJyvRqZDAwdlvmqGlR9Ka0jX438IQ+sMMgDccccduOqqqzBq1CiMHj0ajz32GBoaGnDNNde0hXw/GXST2hgYGBgYGLQlAsnOIBsYGBgYGPxUOILOIWsT5Msuuwz79+/Hn//8Z+zbtw/Dhw/H119/nZC463CHrvfLwMDAwMCgLRGGByF44IUx4BoYGBgYHGKI6OVKOpShTZAB4JZbbsEtt9zyY8tySEH3+g4DAwMDA4O2RtCVAi/TDBk1MDAwMDBoaxxBIdZtmsX6cAVjTNmDXJijeX1FK6BbR16GXhhex2z9NhTlpGmVz0jRuz6gQ5a+TLr9lK/ZTx2yFDLIcijQ7FtdmXTHGgCyUvXsYrp16LYh1euGy6X1EeSm69WhOzd05yugP2cPRZl017XuWANt30+tWRO67dCVSXe+ApBe6xd0kX3IReZEdie9CrI0o77S8vTKA0B6vl55XZmyO+uVBwBfpl75zAK98rrjAADp7fTKa8vUin7SHW/dNrSmn9Jy9cqryOQma1NXJk+K9aODrCK98rrjoDs3AP12t/UaAvTnbFuvIaAVMmnuf7ptAPT3TG2ZNMsfQSHWhiALEAwz5UzlRbnpWs9O87mR5tPrdt06OmmWbw3JL8zVU6Q7aZYvym170s73azKSVqj5fADIz9D78tStQ7fNAJCTpkeQdevQbUOK161N2rXnkzbxS4Fbk7TrzlnddV2k2WZAf23rrmvdNWR9po37iRtrj8JA6q5T/T3ZLpPPk1ym7DQxqbYR5JQs8gFNJTdbU1FPzbYymeogp6teeV2ZdMsDQI6mkpuj26+tIH5UJpeCfqArk26bASCnS/x3t8L+rN2vrZCpLUh4CiF7ujJ5UoFUzeSzunXkaq6h9DxLLh3oztm2XkOt+Qydr0DyddQamXT3G16mZOuoVWtCk8DyMiWDrlHAEOQjG36NBF1FmgpoisctVXx+rDo6c8pYMkKek+ZDuk/PO0VlUlGKO+fZFatk9RVmt4KMZuopubzSmpnivHm1ioymty3xaw1pz9H0ZukSM22C7HEjR3dNaBM5vfJpPvs6VTFq0fmhRBS5dZ3sMx05z6uKR1nbaKS51+iuIQBol3lg+5muTCr9lK1tNNIl+XaZku1/LpfckBV2kbWSSgiyrnKlq/h4UoA0TTKQS5QxFXKtK1NKJuDLiP+tQi6pTCqeMF2ZWkVGyWfaRKZWkIEMQkaVZNIlD63xauuSURWCfABGJrenFTLpjh1HaOh8F8rkO0CZFL68eNJO+1CE9Hzr6iIdHChpTyZTawxZGZoGGl6mZHtgawx+ulEV2t8TmjLp3uV+CMMQZAGag87h1dT6z3trkyljKV6PTRlTIaa0DtnzU0g4Xqc8XkF0Vv68Hre2TFTJzZCUp6SiM9dPmanOdWSneW1tVVNyk5Ms+hxeaU1WRwGnFKv0kwrxox4u3jOV4nFeoryHMFl5wE6QpfOJPOdAvbXJZPJ6XLYQVJlM9nUXr0N3DcnqoM9P8XpsMqkQv4KcA5NJ9Bn6XnqKB9nE055sXQP24xOtkUmETNJ37TJT4CXzN11hneYo7DXUWKBicPE6rCGVsaN7h8y7Sx3RKv0km68AkJkkYsLH7cn0WSG3xIOs7fHjFMRkirc3ze4tk5EmWjeVyadAkHVl8qSoyWSrgyj3KSrlNWVKy9UPQc1o3wYykQmb3cn+twoJov2akqTNsTpoFYJ9nx4J0CV+vEwqXlIVEpQqWUNA8nF0ue0ERaUNlKDI2kDJZC4nU7L5caAyyZ5Pn6MrE+9pV5FJhYz6HLz/Sddpnr2Mikwq/Wrb/3iCnMSJw89XlfB9JZmIHnqg3n+ZTNH3zRnkIxvRK55kZ8CoYsqTrGSKT6rX7i1TIX7tiWdUVp4qrbpkwAW7B0VFJpuSK1FAaT/xpF3UT7S/03we7X6ibUiRjh0hyJziLVLu6XOy03y2flbqJ0Ky5POJjl3yUEz6Hk8ekhEUn8dl61fZfM1IFc8nWb9SgsKH6SaXyW3ztMuIn48Q7aKc5EYju+EhuTGEEvkULydTEoMOYD9vrkLyVWSi76V43Lb5lMzIBOgbQ/j5JJqzdL2n+TiZNA1Z8v2M7B0KayLDRtp9tjIqY2ff/8Tzj64VXiaR99/2PZGjZ0h1u/ixiz8rREOsqcJFFRmZp8LpvGVSz5THrozJSBM9n0SVMZkHiSqUvGdUJBNtgzfV7i1TIXJZHZOXp7Jqy5Rml0nFc2YjoxKyQcmUikzUeJKazfVTEu8awJWXyUTmHz+f3ALjMK03q8BOopVkUph/umeKbSHWneT/E8Hl4oifihGIrgkJQbbJpElGgVaQ0Q7Jy9N6c4uTy0T3IJeLI3IK/aRiDHEKjxfJRJ/jS9fvJ9v8k8xXp7ETkUs6XzPa2cuojLWuTCrRJ057skym6PvhIyeLtSHIAkQTdKVJvBtZDoqSSEGkinqq1+4ZkNVBYfPuShQrqkB15sio6HwnLe/ilDEVL5BdpuTETyXEmnrsXC4cUD/JFFAn44bI05nHEQzaTyoy5SiMHR0fKpPLZXn3E2Qi5yXzM1JsJCa54u2yET8ZobGT0bhMMpJPZeqSEMGQWAcl1F63nbTLwl2p3k3PscrGgZ4r5depaCx8pG0pvCFBwQuZq7CGqEwqBhr6XorXba9DZU2kJp9/dE7z54NFn6HEPMXjUSKXtvoU1gQto7JOKXnNTPUekHFNVp72N5VJZjTK5Eg7lTuZIdXtctlkos8Ku+kYEWZOlTGZ4p2eF/+dD51LSi6ZnTRJFUqyULNIIhypTOQMXQJBERE/8h5j+t4ymvRIplDSMioy0X4F9EmTChml/cR78EQknPaLN51TpHUVb5lMxMvHh92Kxjs1mzwzS80wIJNJ5t2ldeQRIici7FE5Ys/Ps3u5UzUNCSqRA5nEQKNCkFXCmanMLugbjVQMD3RtqZB2/j3dfqJrULaGqKwqBJmuIZf7APtJRhQdQvZFBJl6ylOzuTWhaTSSzdcUyVEc2ZEUuq6zCuxyy8YuWocJsT6yEb3iSUYG2pNsxnkZKTYFSaT4UMUoI7U1nlFCyrwSxTszXob3Aok9yHGZLNKuqXjTNvjEyh5tZ2KIdeJnbB5gLsRQzatNZZJ4phyMGyJFl2bETfPxZEDTgyeRyU3cT7SfUr1uMEG2OJpxNy/Dp+SRiyIYjih5kIPh+DEDSgZka6IdmX/tMlNt4fVCgkw8fMEws4czSzx+ASITJeQqMhVwZ9pFc5auiXCEKYV9U6isoXYkGiRhnQpk4smgvZ9UQoeThzPT7Oy8TEIySkiw18MROU2vtrSfsqhxI74m3C7ALUi6Rfsig1+nkv2JQsmrTQ1ZpJ/SvG5hUscMUj4n3ad1jMXjciE7VWxwCVNlhbquM6kXSKJQUqUzq8hOrJKRS8YUPZ1EPhWvEZUpv4f9fyKZ6PMjIX2SRcmsrM1Ukc7vmVwmSsoiQX0yoKIUU5nyutv/5xGQP+opZ2F9gqwSuk5JRT4nkyjMP4sjhzblPjuxvJNMUg8yWVuUXMo8+bRej88+P5IRFG86kKrp1aZtlnlG6VhndrB/XuitJc/xpqkZEihsEQ+ydUrKqJB2m0ypaiRcVp+UjJKxUyHtNqNRaiv6SYGM0v0hj/O0i9YpJaN89Im2wU+hDXSdytYEPfKRlqu27vJ7WD8qx3sOExiCLEDUg5wqScxDle32mSlJCYft/FiYKZGsHu3jk1AldJgmtSrOz7ARlGThzOGImkxUOadeSJkXiBoS+hXaNxORgphCyL+XCyeVhXFTUK9ThoQ80H7p3TEuk8slznabw5EeHTLKfz5NIeyWev9TvR6h4k29kFmpXlu7k5Eml8vFhemKy1MPb76NjCb3jOam20m7qA7aLj6CQeaF9BAyoLImqEz5mb6E87w8KBn0uNVC0SmyFY4dUILMR3oIvdpEJrfLpU2QVUKsaQRD1zz7l5+ob+lzXABH5PT6SSaTC/I1IQIl+Qwc4U1C2od2zeVIvrgNETJp22clj2CgJJoPj0+2d/TsmCmVKUzPIDdVx3/nlT8RqOeR91Yk83TyYbqy8nRxq8hEPdmZBXYFXaQgUq8HnyRJV6H0KSiICaRd0G7eM3QgnlEpGaBklJNJpHjzpEVXkVYhKDKvoicVYIJcLvRqHZfHTkZVCLLKWFNySX9X8dam5SqQdqInhPxqEQztiJGFzg2ZTPScfFYRR9pFocNk/vGGLNk6pcTMJpPkjCmVqX0fO2kXGrK4/+uGM6usIWoU7DjA/j8R+aNtS89vRaRHHpFJMl/pntK+T/x3lwfCs/+2NZCjf/bfNl8lydmo0Yh6tWXzj+5/vnS1veDqKcCtK4Cuo5zlPYxgCLIA0SRdMmWMeh57d8yykUVROHOK14OLjra+PG46qbdSOPMvj+2OrvnpeOCiIbbyMjLQo0N80nbOS7eRAdkZ5MtGWdata8f1tBNBiUy/PaUPMlM8+Pelw2xKsUzZG9gpvqj4u5ZF7UjxuHD1cT3gcbtw2THFnJdaXMcfzugPAHjssuF2UiaRaUxPa+G7XHaywphdAaZyXjW2O3LSvJg4sFApPPT/ndYPAPDPC4fYCI3sKqPTB1kKYvvMFNtY+zwuoUy56T5ceWx3dG+fgWN6tFPyTP36eOsL+u8XDOaST4nLX3aMNTcGFGXbni/z1nbJS8d5wzpjXJ/2CYRDJBMDcM5Qa6O+fWI/2/yT9dOkk60vm5P7d7SVl8nUuyALI7rlYcKAAvQryE4qk9sNHNvLUhquGdcTuRnJ5/j/nWV9KV8+ulgpgmFgpxx0a5eBk/p3RLd2GTbZRTL5vC4MKLK+iC8a0cXu1ZbU8fAlQ+HzuHDbxL52r7akDSN75CM7zYuT+3dEl3wuSZygb70eF7q0HJk4bVChNBSY4onLj0ZWqhd/u2Cw0pGRUwYUwO0CRnXPt92bHI6I799L83li63lcnw6cTOL59OwVI9A5Nw03ju+t5P0/f7i1hw8rzrONg0+ShC43wxeby8OK8+yGAckcf+yy4RhQlI0/nnWU1BgXoSHWgy+2XouG2JU3mRcotzju8SoYoObpnHi/RcjO+reakjv6euu1xwmcTBIyWjjIusszo73lcaGkRFRHJAyMuckKVT3t72pK7rE3W6/9zrArpDKZuo2xFO6OAxJD0YXnCL3AoAstZfX4O9QUyqhMQy9TK9/vTKBgENDzREFmWYHi7UkBisdYvw+73K5IyzLfjr7Beh1zkxpBGXY50Gl44vM9Pgitu770OJHuM1Ht/OTYW6zXU+5VMySMvAbofDRw4p1qc4OShG5j1eo4dpL1OvF+NdJ+9C+ts5yn/YPz1ioYstr1TC6TJyXeTyf+P7U2jLvVMmSc+bDamfn2veO/53S2t1Um0/i7LYPW6BvU+umUe63Xs/6tdma+07D47wnrVGA08qS0zItca+9U6aeT/2S9TrhPzYPc62Tr1ZtmN0KwMGzHT6Lwplp7Rvs+QN/T1No97jbrdeJf1NbQkEus1/we3NluiTEkPc9aR93GWvuNbtj3EYIjxxf+IyKapEt2tUtGqgdz/mAtgsTMsgLF2wU8ePFQ3DC+F/oXZmNnRWPsfzJlbHTPdrjuhF4AgDV7a2Lvy8hAfoYP038/HileNzxuVwu5t84CiBTEFK8b/7hwMG47tS865aZj1sb9SWWacFQhfn18T7hcLizcWkHaLJ5GnXLT8M1tJyIrzQuXwr03Po8b954zEHefOSAhnFmmSP9sVDGuHdcTaT4Ppq0rjb0vy2jdu2Mmvvjd8WiXmZLg+YkIDN4+jxv3nzcI9507CG63i1Na5UTugqO7oEteOr5Zsy/2PlWqKQZ3ycWU3x6Potw0W5uDYSbaTuHzuvG3CwbH/lbxCN9z5gD8bFQx+hVm4YMlu2PvZ0n6aVSPdvj6ts7olJuOEAltlt0pm+J149GLh8ZlSuZ9ZcC/Lx2GG07shSFdcvHqvO1J2zCuT3ucM2w8uuSlo6y22Va3CBk+Dz66eVzs7+w0L8rqrM+J1iljwIu/GoWNpfUY0S0PW/fXx2WSjPUJfTti3t2dUZCdivX76mLvy/aO7DQfZt15EhizvPkpHncsYkVIRt1uvPnrY7Blfz1Gdm+HeVvIupN4Ro/r0wGr7j8dqV43Fm6rjL0vW9cF2WlY8qdThVEUPneiTD6PG5/dMg47KxtxdLd8ZKftissk6afx/Tpi5X2nwe122daprHzvgizMv2cCctN9tj0vEI4II3t8Hjem3n4i9tX60a8wW+kYy2mDinDmEMtI8/7iXUnLH12ch+m/H4+i3DRbP4VEGweAVI8bs+48CdVNQXTOS1cyJFxwdBdc0GJMXVtSS2SKfzZClZq+pwKDLgDa9QJCJHuoR/LV7k0Fbl0OBBsTPSgyb8Xxt1s/ALBBQaEc9nPgqPOAwoFAQzmpW6J4e9OA3y6x7s/0pduJjEgmFgHOfBA4/R+JHmSZ8jb6emDAOZZCXbGZ1C3zKmYBv5ltecncbkuRjGZnFZ1lZQy4+GUg1GT1C+1XGRk9/g5Lpi4jgB3zSN2y8755wI1zLXkS6hfMQW8qcNkbQHOdRR5UwplPudciDp1HABu+IDJJ+jWzI/CbWdbvofiejHBAHD7sTbXa0Fxnne1WISgT77cU/KKhwPK34+/LSFZ+D+CGmdbvdP65xWsOnhTgjnWWNzizg8IZdQac+ldg5FVAh37AgmdJeYlMnUcAv19n/V6xJf6+k1f7d8useZWSaZdDJJPbA5z6N2DsJIu8lqyM/0/WT71PBo77rfXZvcuTy5SeD0z6wSKebo9VLjrkIpk8KcBJdwMn3GGVXfMRaYNEpsEXxcn0tjnx92XXVuV0AW5eYPWRyt2KnhTglD8BJ/+xJXGYAmkfezMw5GIgrwewdQZpg2RNdOhryZSen2iUERmNPCnAxPusH0BtTZxyr7UmCgYB6z6Lvy8j7YWDgUmLrPlNZZLdWexNBc59LP63bp6HIwSGIAsQiIZYSzzIKR43itvFJ0kqUTxF3i8GS/kdUGQtRpWkNlRZbmfLYi0u7/O40YuEDFMlUuTh8Hnc8HrcsfN9KjL5PK4Y0aV3DmdJFHWf143+RfEv4hSvO9a3Is+oz2ORe0/LF5mKV9vncceILj0vTL1/FCleNwZ1FissQjLqccPlcsX2XhXS7nK50DU/I6ENsiufUrxuDO6SKFO0rxLKc+PZTiHLudcTH4scm1dbXD7VE5+vVA56NpmCn2NUJlHSrQhjSPN5MLRrHgBwnnb5WEfD4ukzZaTdxxFOOq9Fd0EzZhHYkd3zE8rIyGiK1x1LQEfHV0bafV6XbT6leN0xJUNk/HK7rPPWI7tblmiVq6d8HldsTeQoGHRSPC6pvOLybrTPSo2FGduSvsn6yeOOnR1W8WqneNzS651Eo53itcukEsZN5w09DiIz0KR47XtsFLJ16uP6yR51k/yrV7aGbB5kT2rci+Ilyg4lyxSelJakMC2ejWTeWh40oYyM+HlSgW5DWoQlGU1lCWG8qXY5KJEWeTiYZcCOEZ50BZm86UCPFmOZigfZk2InCp5Ucn2J4JuChS3iGlVoaWivTCZfWlwmWyi6g0wichytP6G8r4VcZSbWISPIKZlAt2MTy0uzfdOM6qS/wgGxIcHjs+ZQdB6peOQ8PssjDKglVaJzho4DJfB8eZq4iNYhlckLdOyfWF62hqhMNHxVdl7Tk2IZvWLPpUYjAWlizJob0XaonP33pMTXEF3XMuLnSYm3GbCHEouMDx5fS6bRlnmRqkCy6F3rtjWUJynvAwqOEv9PZDSKepWjX8Aqc9yTGh8LKod0bqRoysTtcTSjuHQsvFbUEKBGqL2pQMd+LTKQ/ctpTdhkomeSNe/YPoxhQqwFOG1QEbb+8yy8c/2xwv/zBIUqtsnOWwLyc4H0uZRwUEUpJAkx5AkKlUnkh+SNbbLrY6gSSeugYY+yEEP+/TQqkyj6ilPSqVIoJZekjo5Z8Q1bVl4mqyVTolA8aaH9JPMIy8qLSBkgToQEAE3BsMSQYB88Oj/yJIYBm0wK2ZltGZ3J780OZICCGopEY8G3S4nI2a7csnvaVWRKT2LI4mVSIaN07ChRFGUfBxI9spQgilrBL3cl0u4R9xOVzyYTJ6tXYnCI/Z+bfypjR+cslSlPtia8Ct4AWt4jX6cq56Lpve6yNSTbO6SGrIS9Izlpp2hPZKJzMWIjkD7x72FFxYeSGpVzqfQMqZQgEzmoJ1WqjHH9TUmDiEDwHvusQgWZaOKwPPIPyTzjvWh03YqUXP49Gu7JZ7hOJpMTQZZBqHhzbVAhyJToqHiNtGXiyquc6bSVV0iqREk7bU+wSVyen3/0udpXT5HP0rZSmWh5VZmSrlPui0JG8mm2a2rAoOuaGrVsMvF7ByXegm8v3iCWJomqoDLROui6diLtFLRNMm8tBd2fKCG3PVOyJmTzVXtNcGNNs5zLZKKwnU9XkIkq/yG/pLyDTDJjxREIQ5AlcLvlXhWeyPH3pybCvlCp95Vma83isjhHQT3Z/oDAUiyQiSpzon2Cf48mNKLKIiW1NIM2VWz9ip5Om0yC8j5OMbclWZIorZTA0nPOMh7sTJBF5e0y0XbLlHsKmwdZQlCcvHdimThDQiolHMkvlrff75uc+FFIyShHaGiIsajdTsRP5sGj7aYEVGY04o0bNEmaKBrLibQ7eRWjoJ7RsKSf+NBrSpTE61RO2rMV+onuNbIx5Y8aqJA3Cup9lV3RRQ1tlIDKjUZ6MvBto/uFbO+goHfNywxfovuXAXWjEd3HqVFLhg7ZYpkYVXZkypiMjPLEjyqnKh7kLBWCLCEoUtLOy0T7TbyO7DJRgizxbshIu1Qmbg64khDkBJloP+WJy9gICvHQyMLjRWcqnWRKIKMKyXwoqCeLehid6rDJJPJq8wSFKPQqVypRTxbtMwrZdU5SMsDNP0pmVQiyTSaJ909GUAINEplS5H+LjEb8lweViY6jzdudJv49ED8CaJfBJ/9b+OXFzUka6UHlowYh+jsto7pO+Qz3PPi5YUvoJpnjdLxUPfNSKJB2OodkxjUKpSgMiUyiNSoqT9epikxHCAxBbgV4xUemoEfBJ5bpSLyvNCM2VUxlmVH9IfGETuGUNxoKGxZsXrzIlFzSjLCUiNCwbXrVSpOMtHP9RK/pCQvO7fEEpYDIRBVK6uGictiuQpHoMDIlFxCfJeTbkGdTvJMruZQ8yEL2HUm7YEPlnyPzrMpAvf9yMiCWSXbe0unaGq8sLJDAfiWT+AyU7Py96vt06EXJnvhlQseav7M4CtpPlATyXtaYTFw/0Su+RBEMvJjUKCMLQaYyUU95kDyM9g1P2mUh6zKZqCGBvzotCpqDgM6/iDQiRs+DzBto6L7FJwgUga5TOl+TGz/l+z9fnvarLBGdTSZiqKTlGVXoZRlnIzLFh1coiRwqZ/hkngQqk1QZk3xP8qSd/q1ERhU8LjaCQcdF0mZekabKuopMtJ+owmurg8hB+1I6dly/ZhEvtahv+X2XGkBkMtmez2WcVpGJQoW00zIZEsJLQT2dlPjZriuTEBcpQeZkChNipRJVQQ009Hfb8YUDlYkcmVCJYKBjZ7v+jbRHlsgvJPNqO8gkmrP8e9mkb6jBhe5BdBzp/FX1dFJ9SdRP/B5ni/RQ8daSMjJPu+wMNyBep3x5OldUvLWydUDhSNoF4OcrNXSqZJs/QmAIcivAk9GT+ltfhh63S6jw8V63Xh2tTSrF60bvjvENiypj/Nm8IS1nVC8dyd0/1wKe0Jw52Eo+0yErVUgGQhyDPKooBxkpHmSkeNCNnK+miipPOKJk7IzBfEZNCzxJuKRF9qM65SAk8LDxYg7snAOfx4XCnFQbGXAilFGM7xdXUKi+z3/25y3Zmk8dWJhQv9UGe/nhxdYG2atjptQjTEE9j0PJOWPar7wifd4w6xzR1cf1EN+vys2N4/pYG2TX/HRpaC8FJaB9C+IWR6erk04fZH253Ti+N0TgCfJZLcmPuuSlK+nd3dvH10EP8jvNGs6P3akDLZnOH94ZIvBrKDpPe7TPEI41/17fwvgXQdd28S8M2jf8mji3ZeyisgH2+ccbvqIZzPsUZElCrO3v0jP90bPPPHhyOa6PpXieSdYplYM3uEQTVw3tKjmrz8lEz8+reEZ9HncsM/dE0k8pkrB+IN6f4/t1FCb8440wx/ZqH3uOyr3uGSleFLeM8ZheceWNHjfhvdTRs+rRMefBf09E2zCgKFtpTbTLTImR6iF0LJzIaPu+1uuAs8UP5b1lw35hvXY/Xk6CKOgVITSDrCzsG4iTmt6nSGTi2jDmRuu135limRKUXNL/9OwfJbkJYbQt33HdjxPLxCuI0ayxw38pLs+DXnnE36MsgssV91IXjxaX4c9IjvmN9XrszWqkifYNJfAy0D7oMlIiE0cgT/h9i0yT1MJJ6XNlyj0Flbvz8PjvTmfpo2MWlS2ZTD2Oj/+ucqdrbrFFNl0eex/bztVz86l7Sx3H/FpNpn5nWq++DDEx499r19vyYHtSgQ7k3LDt6iWuv6PrKJoZP0Embp0OudR6ze8hJ4sUBQMtmdLz7WvCaZ1G0fc0NZmiGfR7nig3NPEyudyWYSMhM7yoPjIfuh4jKcO14ZjrrNejfykhyNw4dGm5JiklWx4RQ0HLFA6K/073Tt6QevSV1uuJfxA/k19DPce3yJQlj9A4AmGSdLUCvKJ+5bHdEWHA8X064D2SDTUKXqHMSPFiwT0TUNNkzyBHPQxpnIL4wq9GYs2eWkw4qgD3fromoQ5eoZx0ch/r6pYBBXh06sakbcrN8GHmnSchGGbYVxO3IFLFk1dMP755HJbvqsbFI7rg/72/IlEmrp/uOmMAivMzcOrAQtzx3vKE8vzW0TkvHfPvmYAUrxtLtlfFZfK4ogm6EzDlt8dj7d7aGKEDLALQFLQ2S37s/nbBYIzq0Q4n9e+IC5/5XvDERILy3R0noig33ZaN1wkf3nQcNpfV4fi+cUtfTpoPFQ2WBZbvp0d+NgynDizE+P4d8fr87QnP49swols+PrzpOPQrzMIny/cmlcflcuHt68dgT1VTzPACWB7TOr/1Rcd7FZ/6xQjM2bQfY3t1wINfrU94Jk9Gx/friNeuHY3hXfPw8vfbksrk87jx+rWjUdkQQHfbHeA+1LbIxCeAeuaKEVi+qxrDi/Pwx49XJzwzjSN+l460rg4b26s9/vV1Yhv4dZqV6sUrVx8DfzBs83qmkmRzPPn696VDMenk3uhfmI1bJy8HYBlZouX5dX3j+N4oyk3DhAEF+MOHKxNk4kl7YU4a/nvVKLjdLsckcRT/veoYVDQEYlczAfY5xGeFvvvMAehXkIWzhnbCFS8uTHg+b3DrU5CFt68bg4xUL+r9CooSgLevPxZ1/iCK84kxzu1C1CfBz/F/XTwUo3vsxoUjuuCkh2cmlWl4cR7eveFY5GemYFu5JIyRwzvXH4umQBgF9P5iMl68TM9eMQIfL9uDn40qxucrEtcdHy0wrk8HfHTzceiYlYrvN5cnlOfhcbvw1a0nIBiO2EOsvQ4E+cqPrWyxI68GFr2Y+FCe0Aw4y8oqnN0JmPufpDIhJQO4bnpL8h0aGpkSz2jLy3TdVGD9F5ZMsx9KfCbvkRh6KdBpKJDbFfj0luQyZXUELn/XUhQpofGmAoGWLwo+idBN3wObpwEjfgV8JVAS+dDa4VdYxCm3GHjtnOQyte8NXPKy1a+yMFoet64Edi20MoCLwJ+5Pe63ltGhaCiwbkpieV4ZLx4NnPeUdZ1MXYmaTLevAUrXAN3HEjkyrCzo0d8pTvi9JVP3ccDCZ5EUfU8Dzn4EKBoGlCfXU+B2A3esB6q2W9eURZGaAzS03MTBGzdO/zsw8Hwr4/ucRxKfyc/XoZcBzbVWf22bnVwmb4rVT3Ul8mRzvEyX/BfY9QNw1LnA9L8nl2n09daa63ECsOyN5DKl5Vh30ob89rvSKXnjidnVU4Dtcyzy9M3/CWTiiNHxd1hkt/cpwLS/JpbnDSSZHaw57nIBZevIcyXh5wBw03xg53zLyPHZbwUycf004X6gcAjQ8wTg3SuTy9Sup1VHdiGwc0FieRGunwHsXWo3QtIs93y/nvmQRTB7HA9sHocE8ES+cCBw3TTL8LD5OzWZrv0WKFsD9Dop/l56PtDY8j3Dr9NzH7eupet2rHhPTjAajbO+WwoGAWs/VZPpCIAhyK1AQlIbjzt2z6zIWyvyeBTlpqEoNw3bifJmD9G019EpNz2WcVoEnmSleN2xa6J4b7EM0XDvqoZ46AwfukjRpyALfQrsikSKxx0LpeYV+DSfB9e29JMoLFEUYholJlSJl52lBCxvFp8ROivNGyPIfGijz+OOebZF0cOi8exTkB1rjwpGds/HyO75tmflpscJMu+J9nncMa+UyNMpCk+PerN4AibDcb0tsl7rj1saMnzyLM8+jxunDCiEDHxYrsvlinnxkyV9iuLElvIlxEBjS4CXkthPx/SQnBtC4rl8t9sV82yLDLmiowgnD7C8X5vL4lc+pXo9qEMo9kyKVK8nlv07ihRKkLk5k57iweWjuwEQZwgX9dyEo6xxWLm7OvZems8Nf1C8ztN8Hhs5BvjIELtMOWk+XD1Ovk5FERzRKIb55BoqJ7TLTEnwNqeneNHQclyD98y3y0zB9Sda+5mon0Rh4WNavMj0Wj0nRDPP0+dTAwg/nwpy0vAbSUQFIA4TH9HNWqdJTuXE0K8liqGinpzBkyXmAqx7hMfdKn+gKDwumg1VlmWaR9cWr5/tuhqHzNP5PazrZ2QQnfOMZsuVXc3Do/8Z1uuepUQOB09Hu17A6F4OMnFk1O22lGlAzdMOxD1xW2bE33O55SHaecXWj02OLCBQL5bJ44t7UUX9FBTM+xEtpGHd546ix5Db1fqhSMsjBJnTSVIy4x5Yty/x7Ch/Nt7linvYKjapyZTTyfqhZ2UpAeDJQHo+0E/igRTB7Y5757dMV/tMZnvrp44Yzamxhu+n7CJgoMQQAiSSLLcnLpOKtxaIh1YHSXgy9f7xc6Z9b/tdxzwS5p837rEVySSa59Fz4z6HiBOKwoHWD4UvEwi26M38WXq32zKwAeLztSKvctTQIguD59FlhPVDkZ4P1LeMPZ+bwe0hYy0KXRP0XdcWL7LqlUrdxlg/VDdMz4sT5IR+8gB9JsifJ+qnaASQ7FjPEQgTYt0KOCVVEilvzZJzw4Cd+MnOLcpA79LMczgPKyJ5srPMgF05FYVCO4Ge5WvvEG4plCkol4kSi4Ai4Y+CntvMz5RvxqLztU4hy6oEOQqqxNMMxCrZsG1wiM9UuW+agmZVpvM6SyHzL4XTPFElA1F4JOfKeTIqAiXjTqVFZ7tlRyT558ruOJaBEiWnOeMSSCzKYh6FrZ8OYC6qnFuncMq5QPcw3XPE9OiA7B5zQDxOTnsCXRIqxhpqAKBzTiXZF0WzxGAB2OefynPpUQ03nbupuYLSDnBSrlXJaBS2u1lp9l6F+WRLNOZQXhhi7bD+qAFAJcESBT3vx4efUohyKjiFHdK+UcnULJPJ6TysMOugQ4ipjYDprVOla2UAiK/DcthkVYlfFDSSgirtTmOnC5UwXQoqEz03q3sG1Okcq6ifZGd0+Wfp9jGdf07nYUVkWJYoELATP9ldvDLQ5GxOCaNEY+cUskxlUgmtt8lEczM47Mkq+QsoVI4dUNC9ia5N3auZnMZOtw2HMQxBVgQlD13z5ZYmqlyN6JYHAJh4lNzzRr030XPDR7d8LhloBmzns3/xL8BhxXm2ukSgSnz0PCzvKZaBnm91Iu1U8R/d0/IC/vyYbtLy1Gsc9a727KCQQAP2pEBOibWojj2hxXN42kD52FFP7jlDrf4cUKSmABWS5GxOCXvo/8b36wiP24WT+8vPj9ErZ47rbX2RyM6SAnay14uch1cho4B1njwjxYNTBhRIy9B+ip65P5ac8+RB74uNesZVkep1x7ylTt5lW30tBDE6D0WgayI6/2TJwXjQdTCgk3x+iHTcIYL7saOge000WuT4PgrJd2BPXEXPfCfWkShU30L5XkCJ9z1nWufxLhrRRVbcBrqvFubIFURRv/doL7e0Uz5/33mD4HIBvzulj5JMNB+Dyt3FFPTcOg+6TqOe8T+fM1BW3Nbmpkzi0VNIgGdDtnzftymqUS/0qYLQyZhQZB7I7v2UgWaMpWeIeVDFv9fJdtmEMpH1Fb3PVxV55PsnV/5dZLuaJ9qfw34uL0+JRR/JOWwZioZYRpC0XOczkkEBQep9srw8VZ6j3i1VZbxwkOUx69BPnvkXsCdxioKeG+ZB6x94vvXazsGjSQ06nY+2jCldRqp73aKg9w071dG/JaRWdpYesLchGu6a31MtAZ4tiZr8+9SG6NnkowXhxLHnkn2o76nWq9O4Uajc5w3YyWh07I4ThERHQfsp6t1XyawOcFnr8+TlqAc5eg49KpsI1JM98ALrVXUcVLLWA3YiPegiy3Ay/Bfy8rQN/VqiZJz2Joq87vHfZVei8SgeY51bH3KJg0xEUe7aki+ho+b+f5jAhFgrwut24ckrR2JnRSOO7iZX2otIFtcXfzUKHy7djYtGiBNrAXbPz6Uju2LiUYXo0UFtg/e4XHjk0mEor292JLCDOufgu5bzsq9efQy+XbsPZw+VKyVUyZ10Sh+M6dUORxerEZUUrxv/uHAw/MGIY/bYk/sXYPWeWgDA69eOxqLtlbGwXxGoZ/7/zjoKRxfn4aT+aptXfqYPfzlvELwel6MH76qx3fHI1I04f3hnPPqz4dhWXo/eHeX9SkNa/3HBEAzrmofzJAmjeHTNT8d95w5Eu8wUR6/v7yb0wT+/XI/rT+iJu888CvX+EHIdPE40WuE/lw3HWwt24BdjukvL07qP6pSDUd3zpcmforhkZFd8sGQ3fn5MMe4/bxCaQxFHLzj1OL589TF4a+HO2JEEEajXeFSPdhjcORc9Ozpv8FmpXtQ3h3DaoCLcc9YAhMLMthZ5UEfGhzcdh7cX7sSkk+WkiRp+Jh5VgCFdcm0JzpwwvDgPT/z8aHjcLun93IB93U357fH4YMlu3Dqhr7Q8JW8XHt0F4/p0SAillmFAUQ5+N6EvctK8jhExlIR/fPNx+HxFCW5x6KeeLWQ7zefG5aO7YeJRhShwILsUQ7rk4uIRXdEpN81xTaT6PKhrtjwhH950HL5bV4pfje0hLd+7YybcLstQdsXobrh4RBdlsntc7/Y4vk+HWKizDD6PK5aM8eObj8O8LRU412GPpWH4N43vjYtHdJVmJQfs67S080Rg/N1AsSRJTIJwGcDVXwAly+1n1HhQxfOke4DBl1hngZ2eG8XRv7TO5zqRMiAeYpxXbJ1pq9qWGEJJQb3AF79knRPsf5a8PFWyj/utpZA6lQcsxd9fYyXsuvwdwF9rz4wtakMU13wFbJ/rrORSMnrqXy1SPegiZ5kKhwClqyzifeFzlvHCyVsbIcaN38yxZBpxlbw8JShn/8cKg48mXZKh89HA3mVWUrDznrQ8k6pRB1d/YY3dYAfFmxKLc5+wEiglkymKYZdbCYcy2qmRUQD4xXvA3uVAv9PlZXJJyPuFzwLL3gIGO4wd9dYO/Zklf778+zcBl7wClG9yNu4UkTV58YvA+i+B/meqyTT6eut8uCzpWgIYcMFz1vlqeuabR99TgU3ftMj0MjDmB3kSK8C+hk65F+g8wtnwYPusxzpLH6i3Z8bmccx1wOe3Wmf6z38KGH+nnTTyCBGDztn/toxTgy5Qkykl01oTLndiMj2KYZcD3/7RWpvnPm7lJ3C63owamc57Clj4nLXXqiCvG3D+My25GRwMqQMvANZ+AvQ9Hbj0Vatfsxx0axppecnLwIJngTE3qMl0uIEdRNTU1DAArKam5mBWe0D411frWPe7prD3Fu1UKl/nD7JznpjDHvlmvXId7yzcwd5VfD5jjN31wQrW/a4p7JNlu5XKNwVCbNJbS5TLM8bYvZ+sYo98u0G5/M1vLWHd75rCvlu7T6l8IBRmj3y7gS3dUalUPhgKs589N4/d/eFKZZl+8/pi1v2uKWzRtgql8pFIhM3aUMb21/mVytf7g+y4B6axm99aoizT795ZyrrfNYVtKatTKh8OR9iO8gYWDkeUypfWNrGed09hV7y4QFmmP3+yio3821TldlfUN7MvV+5VlmlTaR3rftcUdvEz3yvL9O9v1rMLn57LmgIhpfKrdlezv32+htX5g0rll+yoZN3vmsJ+9tw8ZZle/X4bu+uDFcrt/mrVXnbVywtZZX2zUvk5G/ez7ndNYb9+dZGyTN+u2cfeXLBdufzzszazCY/MZKW1TUrlp68vZd3vmqK17jaX1bF1Jep7/J8+XsWG/eUbVlqjJtOMFpmembFZuY6dFQ2sujGgXP6XLy1g3e+awkqq1WT6ftN+Nvi+r9lHS3cplY9EIuyrVSVsd1WjskwnPjSddb9rivLYsR3zGXvmOMa2zlIr769j7Ov/sz6nir93Yuy+HMYa1fZxtncFY+9eydj+jWrla/Yw9voFjK37Qq18JGLJc18OY80Nap+p3M7YzIcYa1D7nmAlKxl7bChjyyerlQ8FGPtrR8b+VshYSG1/YoFGxrbMZCystv+xzdMY+1sBY0teUysf9DP2cD/Gnh2nVp4xxhqrGKvYol5+2VvWOMx/Rl2mp49lbPIV6nXsWWq1XRWzHrZkmveUokzNjL12HmPf/UW9jkUvMzb3MfXyX91jyfTDi2rlQ0HGPvsdY8vfUa9jyu8Zm3KHtT5U8NnvLJlWvKdWPhy2xnnXYvXyL5/F2Du/UCtPZdIZ791L1PemoJ+x/wxh7NVz1J//1T2M/aU9Y/tWq5UPhxjbu1x9XTdUWG1+RmOdTv8HY//uz1i1or5fV8rYgucZ89eqla/aYcn05DHqMh1C0OGhLsacDoX8uKitrUVubi5qamqQk6MZE/8TgTGGsrpmR+v+wUYkwrC3pimWVOZQQDjCUHIIylTR0Gy7a7ot6kh2bywFYwwNgbDSPaitRUNzCOk+j3KYNGDNKZ3yuthf14y8DJ/SFV0HC3urm9AxO/WQkmlPdRMKs1OVrus6WCir86NjVqr2+XYdhMIRrTY3NIds53J/bIQjDE1BvXXKGGvTPvIHw2gMhJWu0jpoaK6zwnudPK4HG/5a66xlhmIY6cFAoMEKW3HyFh0owiG1899RhJotb5zOZ3TRVKV2v2wUjKl7gFsDxoDaPdY1XG1Zjw4iEaBmp+XdPJRkqt1tP3bwU4MxoLFC7Q7v1iIctM4f64xDsEk9wVdr4K+1onV01mlbr6P6Mivyxums/CEKHR56UAlyTU0N8vLysGvXrsOGIBsYGBgYGBgYGBgYGBgcvqitrUVxcTGqq6uRm+uc5PKgnkGuq6sDABQXFycpaWBgYGBgYGBgYGBgYGDw46Guri4pQT6oHuRIJIK9e/ciOzu7TUPRfgxErQzG221goA6zbgwMWgezdgwM9GHWjYFB6/C/uHYYY6irq0Pnzp3hTnILxEH1ILvdbnTtKs/ofCgiJyfnf2biGBj8WDDrxsCgdTBrx8BAH2bdGBi0Dv9rayeZ5ziKQycTjIGBgYGBgYGBgYGBgYHBTwhDkA0MDAwMDAwMDAwMDAwMYAiyFKmpqbjvvvuQmnr4pTE3MPipYNaNgUHrYNaOgYE+zLoxMGgdzNpxxkFN0mVgYGBgYGBgYGBgYGBgcKjCeJANDAwMDAwMDAwMDAwMDGAIsoGBgYGBgYGBgYGBgYEBAEOQDQwMDAwMDAwMDAwMDAwAGIJsYGBgYGBgYGBgYGBgYADAEGQhnn76afTo0QNpaWkYM2YMfvjhh59aJAODg4bZs2fj3HPPRefOneFyufDJJ5/Y/s8Yw5///Gd06tQJ6enpmDhxIjZt2mQrU1lZiSuuuAI5OTnIy8vDr3/9a9TX19vKrFy5EieccALS0tJQXFyMhx56qK2bZmDQZnjggQdwzDHHIDs7GwUFBbjggguwYcMGWxm/349Jkyahffv2yMrKwsUXX4zS0lJbmZ07d+Lss89GRkYGCgoKcOeddyIUCtnKzJw5EyNGjEBqair69OmDV199ta2bZ2DQZnj22WcxdOhQ5OTkICcnB2PHjsVXX30V+79ZNwYGyfHggw/C5XLhtttui71n1k7rYQgyh3fffRd33HEH7rvvPixduhTDhg3D6aefjrKysp9aNAODg4KGhgYMGzYMTz/9tPD/Dz30EJ544gk899xzWLhwITIzM3H66afD7/fHylxxxRVYs2YNpk6diilTpmD27Nm44YYbYv+vra3Faaedhu7du2PJkiV4+OGHcf/99+OFF15o8/YZGLQFZs2ahUmTJmHBggWYOnUqgsEgTjvtNDQ0NMTK3H777fj888/x/vvvY9asWdi7dy8uuuii2P/D4TDOPvtsBAIBzJs3D6+99hpeffVV/PnPf46V2bZtG84++2ycfPLJWL58OW677TZcd911+Oabbw5qew0Mfix07doVDz74IJYsWYLFixfjlFNOwfnnn481a9YAMOvGwCAZFi1ahOeffx5Dhw61vW/WzgGAGdgwevRoNmnSpNjf4XCYde7cmT3wwAM/oVQGBj8NALCPP/449nckEmFFRUXs4Ycfjr1XXV3NUlNT2TvvvMMYY2zt2rUMAFu0aFGszFdffcVcLhfbs2cPY4yxZ555huXn57Pm5uZYmbvuuov179+/jVtkYHBwUFZWxgCwWbNmMcasdeLz+dj7778fK7Nu3ToGgM2fP58xxtiXX37J3G4327dvX6zMs88+y3JycmJr5Q9/+AMbNGiQra7LLruMnX766W3dJAODg4b8/Hz20ksvmXVjYJAEdXV1rG/fvmzq1Kls/Pjx7NZbb2WMme+cA4XxIBMEAgEsWbIEEydOjL3ndrsxceJEzJ8//yeUzMDg0MC2bduwb98+2xrJzc3FmDFjYmtk/vz5yMvLw6hRo2JlJk6cCLfbjYULF8bKnHjiiUhJSYmVOf3007FhwwZUVVUdpNYYGLQdampqAADt2rUDACxZsgTBYNC2dgYMGIBu3brZ1s6QIUNQWFgYK3P66aejtrY25k2bP3++7RnRMuY7yuBIQDgcxuTJk9HQ0ICxY8eadWNgkASTJk3C2WefnTC/zdo5MHh/agEOJZSXlyMcDtsmCgAUFhZi/fr1P5FUBgaHDvbt2wcAwjUS/d++fftQUFBg+7/X60W7du1sZXr27JnwjOj/8vPz20R+A4ODgUgkgttuuw3jxo3D4MGDAVjzOiUlBXl5ebay/NoRra3o/5zK1NbWoqmpCenp6W3RJAODNsWqVaswduxY+P1+ZGVl4eOPP8bAgQOxfPlys24MDCSYPHkyli5dikWLFiX8z3znHBgMQTYwMDAwMPgRMWnSJKxevRpz5879qUUxMDgs0L9/fyxfvhw1NTX44IMPcNVVV2HWrFk/tVgGBocsdu3ahVtvvRVTp05FWlraTy3OEQcTYk3QoUMHeDyehAxvpaWlKCoq+omkMjA4dBBdB05rpKioKCGpXSgUQmVlpa2M6Bm0DgODwxG33HILpkyZghkzZqBr166x94uKihAIBFBdXW0rz6+dZOtCViYnJ+eIteQbHPlISUlBnz59MHLkSDzwwAMYNmwYHn/8cbNuDAwkWLJkCcrKyjBixAh4vV54vV7MmjULTzzxBLxeLwoLC83aOQAYgkyQkpKCkSNHYtq0abH3IpEIpk2bhrFjx/6EkhkYHBro2bMnioqKbGuktrYWCxcujK2RsWPHorq6GkuWLImVmT59OiKRCMaMGRMrM3v2bASDwViZqVOnon///ia82uCwBGMMt9xyCz7++GNMnz494QjByJEj4fP5bGtnw4YN2Llzp23trFq1ymZgmjp1KnJycjBw4MBYGfqMaBnzHWVwJCESiaC5udmsGwMDCSZMmIBVq1Zh+fLlsZ9Ro0bhiiuuiP1u1s4B4KfOEnaoYfLkySw1NZW9+uqrbO3ateyGG25geXl5tgxvBgZHMurq6tiyZcvYsmXLGAD26KOPsmXLlrEdO3Ywxhh78MEHWV5eHvv000/ZypUr2fnnn8969uzJmpqaYs8444wz2NFHH80WLlzI5s6dy/r27csuv/zy2P+rq6tZYWEhu/LKK9nq1avZ5MmTWUZGBnv++ecPensNDH4M3HTTTSw3N5fNnDmTlZSUxH4aGxtjZW688UbWrVs3Nn36dLZ48WI2duxYNnbs2Nj/Q6EQGzx4MDvttNPY8uXL2ddff806duzI7rnnnliZrVu3soyMDHbnnXeydevWsaeffpp5PB729ddfH9T2Ghj8WLj77rvZrFmz2LZt29jKlSvZ3XffzVwuF/v2228ZY2bdGBiogmaxZsysnQOBIcgCPPnkk6xbt24sJSWFjR49mi1YsOCnFsnA4KBhxowZDEDCz1VXXcUYs656uvfee1lhYSFLTU1lEyZMYBs2bLA9o6Kigl1++eUsKyuL5eTksGuuuYbV1dXZyqxYsYIdf/zxLDU1lXXp0oU9+OCDB6uJBgY/OkRrBgB75ZVXYmWamprYzTffzPLz81lGRga78MILWUlJie0527dvZ2eeeSZLT09nHTp0YL///e9ZMBi0lZkxYwYbPnw4S0lJYb169bLVYWBwuOHaa69l3bt3ZykpKaxjx45swoQJMXLMmFk3Bgaq4AmyWTuth4sxxn4a37WBgYGBgYGBgYGBgYGBwaEDcwbZwMDAwMDAwMDAwMDAwACGIBsYGBgYGBgYGBgYGBgYADAE2cDAwMDAwMDAwMDAwMAAgCHIBgYGBgYGBgYGBgYGBgYADEE2MDAwMDAwMDAwMDAwMABgCLKBgYGBgYGBgYGBgYGBAQBDkA0MDAwMDAwMDAwMDAwMABiCbGBgYGBgYGBgYGBgYGAAwBBkAwMDAwMDAwMDAwMDAwMAhiAbGBgYGBgYGBgYGBgYGAAwBNnAwMDAwMDAwMDAwMDAAIAhyAYGBgYGBgYGBgYGBgYGAID/D5OtB52giAAbAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ----------- prepare data -----------------------------------------------------------------------------\n", "context_length = 2048\n", "pred_length = 2048\n", "\n", "# samplling\n", "sample_idx = np.random.choice(len(dataset_train))\n", "# sample_idx = 120806 \n", "# sample_idx = 120892\n", "if sample_idx < dataset_train.dataset_num_samples['chaos']:\n", " system_set = 'chaos'\n", "elif sample_idx < dataset_train.dataset_num_samples['chaos'] + dataset_train.dataset_num_samples['signals']:\n", " system_set = 'signals'\n", "else:\n", " system_set = 'series'\n", "print(f\"{sample_idx=}\", f\"{system_set=}\")\n", "\n", "# fetch data then forward\n", "sample = dataset_train[sample_idx]\n", "print(f\"{sample['sample'].shape=}\")\n", "\n", "\n", "# prepare the model input\n", "in_tensor = sample['sample'][:, :context_length].unsqueeze(0) # 1, nvar, context_length\n", "\n", "# normalize the observed context\n", "in_mean, in_std = torch.mean(in_tensor, dim=-1, keepdim=True), torch.std(in_tensor, dim=-1, keepdim=True) # 1, nvar, 1\n", "in_std[in_std == 0] = 1.0\n", "in_std += 1e-8\n", "in_tensor = (in_tensor - in_mean) / in_std # 1, nvar, length\n", "\n", "# specify ground truth for the prediction segment\n", "out_ground_truth = ((sample['sample'][:, context_length:][None, :, :] - in_mean) / in_std) # 1, nvar, pred_length\n", "\n", "# clip outlier value\n", "in_tensor = torch.clamp(in_tensor, -3, 3) # 1, nvar, context_length\n", "out_ground_truth = torch.clamp(out_ground_truth, -3, 3) # 1, nvar, pred_length\n", "\n", "\n", "\n", "# ----------- config ------------------------------------------------------------------\n", "# specific which channel(s) is/are action/intervention variables\n", "n_channels = in_tensor.shape[1]\n", "action_channels = [2] # NOTE: set to empty if no action/intervention available, then the model will make expected inference output. \n", "physio_channels = [idx for idx in range(n_channels) if idx not in action_channels] # all the rest should be physiological signal channels\n", "# num_latent_states = 2*np.log(in_tensor.shape[2] // model.patch_size) # NOTE: recommand start with 2, 4, 8, 16. \n", "# # Our empirical evidence demonstrate that when more context becomes available,\n", "# # the optimal #states converge around 2 times the log of #valid-patches. \n", "num_latent_states = np.log((in_tensor.shape[2] // model.patch_size)**2)\n", "num_latent_states = int(num_latent_states+0.5) # rounding\n", "print(f\"auto-num-states: {num_latent_states}\")\n", "\n", "\n", "# ----------- calling bayesian function -----------------------------------------------------------------------------\n", "bayesian_out, regularized_transit_p, regularized_centroids, centroid_std, enc_out = model.latent_bayesian_transition(\n", " # in_tensor.to(device), \n", " torch.concatenate((in_tensor, out_ground_truth), dim=2).to(device), \n", " n_channels, physio_channels, \n", " context_length=context_length, pred_length=pred_length, \n", " num_states=num_latent_states, action_channels=action_channels,\n", " condition_bayes=len(action_channels) > 0, num_traj_sampled=1,\n", " latent_encoder=model, return_transit_matrix=True\n", ") # out shape: (nvar, pred_length)\n", "\n", "print(f\"{bayesian_out.shape=}\")\n", "print(f\"{regularized_transit_p.shape=}\")\n", "print(f\"{regularized_centroids.shape=}\")\n", "print(f\"{type(centroid_std)=}, {len(centroid_std)=}, {centroid_std[0].shape}\")\n", "print(f\"{enc_out.shape=}\")\n", "\n", "\n", "# full_model_out = model.predict(\n", "# in_tensor.permute(0, 2, 1).to(device), \n", "# pred_length,\n", "# # max_pred_length=max_pred_length,\n", "# )[0, :, :].T # original output shape: 1, pred_length(=2048), nvar\n", "\n", "# print(f\"{full_model_out.shape=}\")\n", "\n", "\n", "# ----------- plot output -----------------------------------------------------------------------------\n", "# plot\n", "plt.clf()\n", "C = n_channels\n", "\n", "fig, axs = plt.subplots(C, 1, figsize=(12, 1*C), sharex=True)\n", "actual_out_idx = 0\n", "for c in range(C):\n", " # plot context and ground truth\n", " axs[c].plot(in_tensor[0, actual_out_idx, :context_length].detach().cpu().numpy(), label='Observed Context')\n", " axs[c].plot(np.arange(pred_length)+context_length, out_ground_truth[0, actual_out_idx, :].detach().cpu().numpy(), label='Ground Truth')\n", "\n", " if c in action_channels:\n", " continue # skip if not physio channel\n", "\n", " axs[c].plot(np.arange(pred_length)+context_length, bayesian_out[actual_out_idx, :].detach().cpu().numpy(), label='Latent Forecast')\n", " # axs[c].plot(np.arange(pred_length)+context_length, full_model_out[c, :].detach().cpu().numpy(), label='Model Forecast')\n", " axs[c].set_title(f'channel {actual_out_idx}')\n", "\n", " actual_out_idx += 1\n", "\n", "axs[0].legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "4aee3a65", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "intervai", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.14" } }, "nbformat": 4, "nbformat_minor": 5 }