diff --git a/training/notebooks/MMD_paper/mve/MVE_mb_2step.ipynb b/training/notebooks/MMD_paper/mve/MVE_mb_2step.ipynb deleted file mode 100644 index f1c34aa..0000000 --- a/training/notebooks/MMD_paper/mve/MVE_mb_2step.ipynb +++ /dev/null @@ -1,1584 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "executionInfo": { - "elapsed": 10375, - "status": "ok", - "timestamp": 1718868666013, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", - "outputId": "9ad89b68-4fd0-4146-a087-24cd367fb09f" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using cuda device\n" - ] - } - ], - "source": [ - "# Imports we will use\n", - "import torch\n", - "import gc\n", - "from torch import nn\n", - "import torch.nn.functional as F\n", - "from torch.utils.data import DataLoader, TensorDataset\n", - "from torch.autograd import Function\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "import numpy as np\n", - "import pandas as pd\n", - "import random\n", - "from pathlib import Path\n", - "from sklearn.metrics import r2_score\n", - "from astropy.visualization import make_lupton_rgb\n", - "from sklearn.manifold import Isomap\n", - "from train_utils import *\n", - "import time\n", - "import os\n", - "import json\n", - "\n", - "%matplotlib inline\n", - "plt.rcParams.update({'font.size': 12})\n", - "\n", - "os.environ['KMP_DUPLICATE_LIB_OK'] = 'True'\n", - "\n", - "# Set Seed\n", - "torch.manual_seed(22)\n", - "\n", - "# Find if cuda is available\n", - "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", - "print(f\"Using {device} device\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7", - "metadata": { - "executionInfo": { - "elapsed": 19938, - "status": "ok", - "timestamp": 1718868749575, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7" - }, - "outputs": [], - "source": [ - "# Load in data\n", - "head = Path.cwd().parents[3]\n", - "source_img_path = head / 'data/mb_lenscolor_source/mb_lenscolor_source.npy'\n", - "target_img_path = head / 'data/mb_lenscolor_target/mb_lenscolor_target.npy'\n", - "source_meta = head / 'data/mb_lenscolor_source/mb_lenscolor_source_metadata.csv'\n", - "target_meta = head / 'data/mb_lenscolor_target/mb_lenscolor_target_metadata.csv'\n", - "batch_size = 32\n", - "source_train_dataloader, source_test_dataloader, source_val_dataloader, source_data = create_dataloader(source_img_path, source_meta, batch_size)\n", - "target_train_dataloader, target_test_dataloader, target_val_dataloader, target_data = create_dataloader(target_img_path, target_meta, batch_size)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 673 - }, - "executionInfo": { - "elapsed": 559, - "status": "ok", - "timestamp": 1718868750133, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", - "outputId": "651cb9ac-efea-4f14-b3a0-f03648a4081a" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize source data\n", - "visualize_data(source_data)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 673 - }, - "executionInfo": { - "elapsed": 665, - "status": "ok", - "timestamp": 1718868750796, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", - "outputId": "eccb0d95-4566-445f-a058-b1d5b87765b0" - }, - "outputs": [ - { - "data": { - "image/png": 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5o8g6ws3waQk4NHzJemt2cBVV/ix6p57hH8Q5e6Z6tWBVkTu+ZH+FP7eYeN4IKqaBtj//+JLya7ec/xw4gv2KcZxG76FB5kIxdPR7dp0F24nKcDrnaOg5L5Cg+67m9xogq8vW07mjF1liQLJwV71n5z5CUnEbof9bPjYS0G8BKNpFjKEIzzwJGvUEHhcncKF39SO77vuVxsMZpAjLhcfrE8SUEwnLL2Bv04O9wZJ426Cq5Gmm8pOwbRoWuhfa5RhjzFoBtX1+GzuiI/TpsxgWFYxxDxZLbuX9gVZEvah2C+OwALXnZdoToCnrie4r7Ya2YNux9Jw2SkBFJZCGtEJ6MkL2g12kvsrCHirBmGx4V5n5CShLtI4StHSGLEngiGG8yJiybqE9Ah8LYaZ64L2u/LFM/UztMYB1yCgpNKD9Y+D1yDDJh5mf+yVhW5C5CKawgA2WgQwqNnK5QQXZX4JcDoKMQQ3ITXwtYrlFWRKNcbfl470AxbqxPA6ve5D2gNWZafh7vR4hcwd8bZSay2FQHRMdr0cHfXQFr6bs+fiqQGK2TvQN0Xj5XDDHCY+8LWTaGg3N937i74IE9XdA2SfB7PuJyktGfF9lsJJTGxiFQqFQKBQKxV+CfgAqFAqFQqFQ3BhenUr9hLRvLbYLAQVUwFn9fc+Xm8+YJcFymsettBRbJ1jalTxnJoqqgNP4Inb61LBDytQ8WX2C3b7R4dZRUSegAbqBln2rq9htiIm4D7weC2ShsJBCpH/gTT8dYRfQA9BtXuxSxcwSF77LantHtMcZlvqbwnmPDqq7QMb6kHm/YsLqvuF9eXVibfqN0ELIhlFk+OiJ6kW2bMp8XX4D3GNexc5UiO09rPRvBX15sNSIFXBd/zaKpPRAiW1Em30FtH8HSdTdwv9fdkWaHnaPXi0v77RSeeeec0I1uN8fJjq+Co7BA+f2PcTaE2fRzdfX48vx1H5i51qQfjyCc33xIh/GSG11qOh4kllngGJ3Qn5iJ5Hl5w0ww9xVi0xFLcx/E1gAtIOoN4SuF7RkKBSfG4j3uebt104wFqB/asvb7wnabCvu1UAmnBjpvo2o7wDhlA80n0pK1cEO3vqZx1bVguShg/5eeRtWV5AeQMaIecef6wg74qeRx8EMUo4eMjw0A2/D3EKWDNgtbUW890Bfz4HP3at9OwkMwsPW3FT4c9VAS6aG6peNaGtP79AcOGdvB6D6K5BoWT7vdoHmQttT3EyClu02ECwicHpH/TztKYY2NZ9P0wd6Fneifu1q4Wawo/KE6sFcPD1XC7vHS+RuFvlK807vjnTf4cSuiyjLirwNHWQusi21YRA7qdkWbEvtVkS2qwgSk1ruEJZZQ14BXQFUKBQKhUKhuDHoB6BCoVAoFArFjUE/ABUKhUKhUChuDK/WACKzPYqd7jXw0gk0Bl8Mt85wT6BLGDgxb3FL/0pc/LxwTr3d0s0jbNveCSHNtAU7givXPWCmhR1oPeaZc+gruKSbEcr/W663KLD3u/nE6+F2dK0FrUQ4iP3ikAmkBzuCSlizoAwoGC5UGcGQx01gW7AR7vcraEJWqAeXSpoMLuZzJXRZ1a+je5kNWv8IbWMD2+wv1NZdy+taJbT0EVknIASqAK72nmtM3jnS2/0GivhaZGG4g+wXG/H/LbSI8aAPdEIDF+GZPejDkhWxAb87iCwMF9AwfgYrnc31x+tka9KY1tAWxhhzOYCGZblj50bwNXGQQaYXdjETWBU8gVWFT8K2CfRMlXDnyE4IfN4AbUIrIn7uCtYRFnS9RWTMKGCjY4XVFUqlM/Z9xeeneIBMSGAV1IiMGW1P51Li82kHfeWP0LiXd+y67Y50TxFsZYLIELQBm6KKO3iYzwPNV9WFdNSVFc/VUDxVkMHmPvE2PEM8HSrxUoL3S3WlY6kVNJCRwsOz2IvQ+W2hL7n02mze0AYLUSBTz6YI3TBo6jxkYOk2/LkCxF6pxDsJtOPMmsUJnVsLtiVgndY34vNid0/XbflATkcq83Cguo/CBqarMbsO1T21fG5p8F2+8g4b/kSxbe9Ab3fic/wlkUVWl+jluERepzzBs1iuI1xBA50jlW+Ffs+DhYuNmAmFj+UMevYstO2p+elZaHQFUKFQKBQKheLGoB+ACoVCoVAoFDeGV1PAK1JgwvrAJkjeDRRVFfk2cNfSsmz2nB7ugB6eYWt+V/Ft0GUgKsrC8ugqXLzfQ6LkLwdOMbiB6Dt0TK8+8K3Z7ZWWYsN7SOQ8fcOuO0AWg+VrkWwbMiuYB3rm8o4vFRegKZYOtrpfOb2wQnYOJ9iMAZb6F7CEWTOnrIdC7THCUrxfeFs7sFlwgfdXXt/O8R5RVrDBEbRHDTHaDlT3RsRQn6j/DmII7ME/5rAhWuIrkdXmI9BFO6Bb+oZfdwB7/drJ4Yau7kiHCqd9SPJ9AhuYGpKaG2PMFejs6473Vz1SDGyAYpg3nPa4A2sRD3Y0XmQnMZHitUs8EEuELDRgaZBE5hLMjHMPtgiXwqmNFWQldSXicOZ08VtgMkTfyOwcaAszA924EbTsAFRcvorE8DBP+oHabI2CbgU+fO2pzW3k8dO1RL2ehVNED9ZPawHbiw+8TyPIedAq6JsgpAYbKEN0zfsRLCw6yOgg+vsCGU6GRLH/GLm8ooEMFBdB2dYXatMVxvhWzIWfF4r/PgG9NvM6VZCdIQrpyWV5eysiY4zJIOVZrVjLAYs0YC9Nuoj0LPCeNAMfn82GgiWB1U0SqgsP8it7hPekaCd3B1ZqOyHt+mv63bCHzErf8PdpbCG+IgXYGrl+aYJsLeXM54zmEbJ//IHifxESiw7e+env4fez+P7ZgB3dyp8rwhh1kP2rH3kZ8wWzhIEdkbAOq8D6LBRh2yYo4ddAVwAVCoVCoVAobgz6AahQKBQKhUJxY3g1BRxhKV7mJGd5zoEC8SJZMdJcjRc7At+BW/tMy56dTHi/0s2HTAmVXcWT2j8Mv305vneci7AHKj9WtOOsEztCV9ip236h5eHyDafeMiS9ToZTuxU01goJ21uR4aOBnU9xph13uRJL9h7W30+cho1AHbmRdtk1LV+KXzBzOGQ18J4vS6+WqHLnOJ1v1l8nE8gOdot2Fc/IYmGvegZaNork3R4SgA9ix20Hy+qwedJUHV9e3y70uzugyovn182WKKdJZJpZAuymBDr4QWTJ+QQ73KpE8TUaQdO1FA/tyMeNh52/uBvtIDIIhC3F9gw7Rj+KbDID0IAPYtyMQJG0IGcoQjbgt3TucqbyupXvsitA4V8nHod1/fa7gGukAxvezhVkloEmN7NQTETIMjRs+ViCzfemg5ipxS5NN9Kz9xvY9VnzHdvbFsoQ1NuhBeq40O7IY80rPAJVuACttVv5XNjO9PzxwOfkr2qqR4FxdxGbF3v4++EEu5sbPlbdTNT23Ih5N8Luy4ruK2myLVDz14FoxF7sRJ9gR2u1ij5Pv84uYMxc5SIfBw4yaJQFsmy1YlcpylKKkC+BzKVtqYwkdnfnGrMiURnVu9+w67q/BunEbzkt6/8XcMH4PczPXwt5BIRvGemPQWzN3o9Aj/8gKPvvoJB/pOvq/4+41x+PL8czSLbqmV+3gpOCmA7MBaRdHbyuhLLLFJwsMkiZMr9XhrlHSsBy+elzoa4AKhQKhUKhUNwY9ANQoVAoFAqF4sagH4AKhUKhUCgUN4ZXawAr0BvFLAjsBjJhTMS356PIMvAF3Nk/8HNhJi1SnYmjHweuj2kcaVOqgY6X6it23f07qsfac9sW14KIwZHuxUWugXgP2RPG34MmRmzNNjPpb6rqxE450Gx1/+Y7Ki/x7An5M7XNDC72a+DWNMNK2ollJ9oGNFYVaIJKI68j3c66gMbA8Tp1FrSIwt5k7X4d6wNvnl6OS+LaPrRI+Wio/xvDdT9HqPqm4XE4gE7pPWid3l14zJcttUcGu5RFDI0raGxOf6axJN0KqqXQBsMYY3Kg3+UO4lD4MZRI46avedy4QPUdWtI3TULLmcB5//CF/j30vA3fnem6yz1/6HcVZGQBLc6T0GIasHEaQJe6BK6/ijAe7luuYXuW2QveAB7iaV25vig2MHZXeqam5uPn3Q4ssZ64DrMFPVAA7WW9cj1QAqunO8jA4ETGjLsDaNt2O3bObEkvWA2QPUkEsgfN9i5T/7qzzNRA575reDaRrn14OX4MH6jszPVb9RVsZlqqX7M+sOs+NxQn98Ji6WpAA1eoTlHoZkug37krzXdFzPFxAk3ZwMvo46+kAVxBv73lc8ESwUoE6lc6XtcMY7AYPj/VmEEJbNZsz9u6v4OsNhBP7X/gOtLmfwR99d8Ky7X/QHPo9q/QHotrTDcw9pYd2EOJumeY//Nv+Lip/0j3CkeqY3on5uf/FWIIMpWl//d7dp2DrB7zM3+uDWRamcByyRUeQx6ylazwPZUWsd8Apruc+Lyx+emJQHQFUKFQKBQKheLWoB+ACoVCoVAoFDeGV1PAuGCZM18ez5BQG8zUTRGJjIEdNpavbJr6QNREHWgJOLzjS6UW6MwFdpIPjtMesaXE00fPXcKjJ6qztbRk7TZiydqC+z1knQg9p3nzhurrFv5NPY9EkSQoz4oMBuU9/f0O+MD1wNt6HsFN/MotMRJkq5iAyjwkvjb8dAUaDSxGupHTAxHc5dctf679SdjCvBEu9fHl+F5YP+wiPXPlaXnc1/fsuhqsT2Z7ZOfeQ3O3ELBFUKAuUhlPYBGxGB7z5wx0XuZ9/ieg1auJyvvScxqhgOwhIQMq6McBrCti4udKTeVnsCC6Clb2HqwKGqBEXBBWOncU118n7n2QC8VRBOrk+cIpvD34ncwwNoZveKzZb6mfTz1v33rz9lKEGeibNvG+msGmqoaMK5sDn2pPF2qzlisvTJmov+8z9cGXHW+XD2CXc9fSHFd/5H212RNl1R64Nce7PWR4yDAvCpXLpaPxnieidkP3iV1nIYPG71beNouncfjxTLEaAret+cHC71Am0XC6OUIbusjHZ1tT+WNGCxdhJQPSgwQWULnh/eUhq9Xmgd9r3P86FLCDt/Iis5GApUvTUTwsK38uC9dVQiq0At/oGsiYVfP3aXVHz+9/B1Zn/wdOve5/A5Y+/ycey5uvqH1tgWPL38nBUB2dwd/IzC3wDSHkSjvIOpLAtuZs+PNb8G4aNjBXBf7+rz/T8SIka/6PYH3TQHtwBzPjDbWpL08vx+JTyyTIhmMNp4DXVkzmr4CuACoUCoVCoVDcGPQDUKFQKBQKheLGoB+ACoVCoVAoFDeGV2sAA+gD8so1ZfYJdCSQ0qpv+fdlAV2aFanQOkhjMsGW7kpYGmweSAcy/y3VKdRcSLMHnUK14xqwpgLd3xWsCiqRPqsDHQWmoPNcl5AT1WP2QgNwpDLzhfj7T0LPM4BkawY7Gj99Ydc1sKU/XIXuBSQGeaQypsy1OD2kAnOYkUfsIx9BU2euvG1Ov5Lu5QgWRLMVaZ0g5VUDFjFHw7Uou0J9uQtcyzgUSi9VOyojRN5f2VN7nECLczW8vLGmOj60XLN4qehaV5FmyTuudXqGFFgVPHPa8OeyYOmyeq5TaRcaDxdI3fbbxMsIYK10iTSmhpZf14DG8F3NYyGAHqvKpFl9FNqhBSx9agfWKjyDmFnAusRduXj4MvP54S3QDWAJIqxtUHvaQ1VHkQquAusIH3h/Bwv9CLrkD5HPmcOeBm+9p7bdbLhNxW778eV4u+PnuiPdG9NTJsvjvYsgWqpJyxkyb//R0+9myzWvrkA60ZH6dD1+z667P1Ob/kNFz5XFWL0Hq5YfEo8LD3NcE6mtLyJ/lpupvh9A5/sgNFqoqW63PN4HPr2+GdoG0rNV3N7Hw3ziEr7mZd490OwZPscvPQmOm68hRo9cX1wdqYzu39K5rbCBa/4nKn+/F2lXQTttIX1qFulkC9jAOEPxH60Yh/AsdeJ9HgLsWYDiu9/yOW6BMdAWSB8rbH9WmHcP/8hj9AJWYtsA1nT+M7tuyXSv/AR2OY7XyYGm3Ik0sWiD9lroCqBCoVAoFArFjUE/ABUKhUKhUChuDK9fM3Sw1Vu4jjvwfmmAAljPfOm1AisEJ2xFxh0t2e6eiIY7t5weGb+mMo410bdtIxzuPWUGccIG5NjTszhYUs47voycVnrOeEdLsSVwGiW3tOzbdHwZvVxpmf76DS0Vbx/40vZcg+VGBnd2z7kItC1oT7yM6x6uBSf4mAVV+Ah9BFvd60rwVECBV4wrNsaM/DnfCg1QrFH8/wV32QekSlu+ZP8ZrGTqwumMBEvxpWA/8HstSFlmqtO14+WNHfVJTLweNWQGObfUvs4LS4OW+tmCnUsn3eSB6p+FjUX/mc6tNfXz05nTsk1D5bfQoO3K63QASqQEHoc7oHMKUMxfCQr82dHzW2j3ByssLTyVtwiZQhEygLcAOJ2Y3crrOnbU7tMA2TOE/cgElhNZZCDqOqCHwdppW4s+BZmDA/uJrePz3d2B5tPmwC1Xug3FXQ/ZHmaRjcafqX/clujWsEg7KPq7Fxl4noCmqzPRyNeJ17cc6NzdE4xHx+sUziCVEeMYZ6sMEo0gbHsC+pZZKr8RlmAbR++XTjzzJKyf3grBgSWIoMdzpLZO8E5qhCxrBQnF9JWYT2DedB3pMtr3/P1Xfgt2aeAflD/wNqwH6q+l51IpB5k7SgFqd+LzU3mAfj7TdUHMT36FuNlwKULr4R0C/H1r+RhNNGxM+3uYq0R2rtMfIL6+ZqdMB1KE6Ynaw9f8ewVtbKrt08vxMvIxXyDLUh3EO7n+6dZsugKoUCgUCoVCcWPQD0CFQqFQKBSKG8OrKeAMO44akUDeQyLuK+xMrcX2KAffm0nsJG4XWlYevwE6WKQMseEbKu8ImR8cX1KFzWPGiiwhGTIopB0t39fiezgdiIqxHSzfek6pVieiqXPPl9Ej1GuXqQyk2owxpgt07wtSgHu+Q+40wbKvyEjiLrB7qlAd64n3V9tS26/gkt6J5WYLjHKwvC99fvvdl8YYc4H6bq68DtOWnusDdGWe+W6p90A95ob3VwMZXzLsmDuIHeInoIAxQldBB51gF1u4F7vHYYdXW0PycuH+bmE3cg3ZCuqW1ynCrsj9KDLS7Oje/YzUtpAswM63K1B2fyV2Og4d7PwTWQgK7HwLLcXUfuY0zdmThKOaaTxEEVrDynfCIxqx2/ktUMMu8mcxP3nIplM66o8nMWdsoJ1x/jTGGAtUmYO2LT2/7gp089f++HLcimwEYYA5aMNpri0wah52ulZF7A4H2Uyc6Ueu4eX1Nd27kjtzQQJxhcwH955TV48gKbiDTBDfLyJTQw+ZGs48QNfSwTFdt4n8uWag6J4gVs+ZP1d1BklNy+NYTK9vhggSjUaw0B28r64Z5CXjM7vO9iB7Svy5jvAeyrDLfL3j1+0gNjqYk7wXu2UfcGe2yDoC8+T6LX0LrP/AM9eYb6keBaRifuH9yvro6x/4ufc0n1R/9UT36vk72W9AsgI7id2DyMD0W7pXGLnM5csGxkCk+EoXPu/aK7yTKqDeD3wej4/Ul0vNO30Qu4JfA10BVCgUCoVCobgx6AegQqFQKBQKxY1BPwAVCoVCoVAobgyvt4EJkHVj4dzzugPOek98eLFCs1KBVcGGc+Cro63aTQdZPCLntcM9lDmTPiB/4Ly8W48vx77l9c09/Z1BR1EartFyLWkCPGggW6EpLDV9R/cXbrOQE9W/Bgfy50a4jkO2ivSRxHfPf/o9u67b/on+iPxeo/0j1eMz6JSEpiqPoNn6ASxMetFOHejNhCN7mLhe4q0QQDo6dry/dmAlYkBT1zdci9Qk0p4dhI6uu4LeDvq5CAf95DD7DbjE73m7WLDt6YRVwbIHHcwG7tvxcVND1ogGdVpSOxbAmkYMbQ8ZEPoHiuXFciuBKdBzfZ2xbbjGlulZpW0LhNGlUPx/KzRGzUKxPEJ8bRy3bcgtzQdBaBYbLml6E7hEcba33KZqNpCBAcLzTmbMcJAxacvnrilTO23AtmMrsnN4yHxjMFuMsCLqod1d4NqrBSyGdqDzbVehc3Y0hvrmEzyHsGZJ9NBtxWNw6aiOGxgm5yJscCbQKBf6za7hOj+QjZo6cAuvGur1BO+hUvN4RyelaqHyjy2P6RSpvM+Fa9van/Aa/TnRjzDvCHubCM9cWZrj091Hdp2pqF/bPX/XPh/omXeYFUNYYlmYWyJqQsWLB+Sc5vw9t3exj8eX4+UfyEslf/+OXZf/9DdUdZgzmiDsbWpqj/zMx2j1HdwbMjyV3/EURKhv3TrSGl82/Lku39C9Lp95HPago58gHVA2fBxm2C8RF6pvc+bvk6aj8hdhRzSuP92aTVcAFQqFQqFQKG4M+gGoUCgUCoVCcWN49dq1BTuCuuFUTobvyAhZLIyw2NiCM3x6FMvDOzrnz7Q8mgQ90q/0O3dHVEGduZt858GqoOPLqAmS19cDLYGngW/hbsAN32cqzydBlUIVq57XNz9TvdxI29YH+8CuS0Cd2IYSRdc7vrSfoH3P6yd2Ls+0dD5BBordxJ8rg4VJhGX+OvGl8umZ6Kyw531ZS6+SN0IH9ibNXjihW4qHZGmrfwkf2GUrRH1/4XHoKnS1h4wMkQ+VCiimBNkpbOQUQDtAvw58id4B1ds2kHVFjJvNQNct4G+0y5zaniCTQxIj263Ul+sBxsaVx7LFzBZPVMhWJIofIMz7WdBlnmJ2j20tpBi7C1CpEaQIkc8v44n+/sbxc991nI57C/CW4DIEcMAxTQ0SAjFnTGARc2d5ia2HLA5gTTKJMbiHeczCVD573vk9zAW+5vF5BGuWaKjfKkHD3weaQ9YDzadfzTxTETbOw5GvL9yfaTzNkJ0oisxSGJKQ+MY8i/WKeE9/nx2nkc1IfzeRnmucRFuDXYiHrDKLoFQd2ENtxNzXD2+fjcYYYwy8h73n7x0P8bAeqRG3K6cN43uKB2v4fOqO1FY1sKbZiHfclq4rGE8nHmsLzLX5E39fmyvMXf+JrN6aK0+tcSwkRfFgU9VtxFwI2WXioxh7IGeIP9CD+Y88lst7GtsryDLsJKyPvgN7G8vj8NpDljSwd5lFlpwKLXPgeBXlNRB6QrFm1lYzgSgUCoVCoVAo/hvQD0CFQqFQKBSKG8OrKeACrtO58LXHZGFdErIM9B2nFG2ipeh0kMmQwRkfqtU7voxsMu38Lekr+nfHl2ULUDNJ7CROA9EbtaXjXiSrLxUt07YV7JBbBFUKbIET3Btm3UiJlmjrVezo80BtR0g8vt6x657PkNGh8GXvsKEl7ADssF84zfkMlFOPycDdE7uugZ2pVeH1nTpBubwRmg1kOxHZOSzuBCvUR17U3QJPVUQSeVsRzeYnOr52nB6pMsXy/gI7uEQS+Uegb++KoM1hTFWQHPwgssn0QO98DfGVLY+NjaM6dWJX3DNkdoiwQy5VfLdnjtQ2Du67NoL2WVH3wO/lHP3tAl13J9jaz56es12IinnqORWTzhSHF5FBJ4w/3f3+X4t7kIY88+ZjyRTWDh0R+Hj5WKiMmI/sXAtZkrKHXbVW0EbQtgX6oBX0ZT3SdVEQ2GZLuxvdRHXaiLll52m7dReof0rFY/W8gTkzizkC5qHlQPXID7wPO0N9fIXdrKnds+v8RPWoR16Pi6cyYOo22fP3iQ30nDPICyrOGpqY6XezcBWIk3hHvRFioAezFZ/jUVLk8f3cioCdqO39e/7+q2HHdDpQX3YHPgYdlO8uNO/GRUjFzjB3nQV/+cf/4eWwf6S5wG14n/eW6rsF9xE78Dmo66iPHi78fV2v8Fw4JQsmvwGXhQjfAoIBN9c9Bcv8Gz7Jxe8gSwjIg4L4hvLg4IDRlHoeWwG+c4pwwTCLkES9AroCqFAoFAqFQnFj0A9AhUKhUCgUihuDfgAqFAqFQqFQ3BherQGsauKb3SxTS4ALvSe+ffVcbwCSGLNvRIYPyCxw3QK3vxNbrkGb0oFz/TpwYn6wqHMSmpgGNGBg178KPdT9RAIBP4BmpxbP5UjbtxqhX3ogPUNMVEfUkBljjIP6+pnqN3bCmmZHv1u+CO3JSGV0UMXpgxA3fAu2PeBwbw7CnR3qEZ653mC7/XWsD9ZEWp/NyOvgwbl9KNQWs+f6oK8Sxe91w/UhvwE7ib6l/jo6/vwzaJ8K2H1UIivGNwvomY48lm0HehZIn7GJPJa3oA/tUOYo7vUEtjK90Jii4/2UQJu18jqlFSxIIpU/Cf1iADuihVfDrPAstYMMNwufbnKmts+eXPj7E7vMnDYwfmfeNqUXmqY3wBmarxNzwSNohfao3xv4dS5Sn86DyKoTSctzhLnVT7wPIuiyzEKNlg98fl5BNzqILBYJLC3qiuYuV3NLibqlPijgRWFrLpZrIdvNcOX1eHgH2aRAX5scn58X0MCearBzEXGxXqnuTcX1hhsY42lDzzI+iiweoFP3I8y7kV+3ztSX+8xjcNnz+r8VEmZ8WUQWK0dzeQtZm0LP58wEGvU28XeyrcFmxtG9amGJhdLUBPNkPPO51X0inXP+gdvA1GALlxxdd1x5DB3fU1tvjzSmqsCf6wvMyX4jrNSgbTxk8aqOPJbrryDbEcyT15q/k/0fabyWwuvbgb2Vb6m8SthHQZIwM7dggzd9Ztd10A/rJLKf1T/dEktXABUKhUKhUChuDPoBqFAoFAqFQnFjeL0NDLjzF7HcnnFrcqBzQVi4IFO0CgrUQvkdOBUgNWqMMTVQAhn2be8Dp1gi0GtWZA+Ygd5Ax40s9oFHXLK90rJxZ/lS8Zipwt7yJVtwtzApHKgORixLX8FKBLJCJEG35wQu5h3nREKBpe2RMmHkM+fohg0kEd9SPwwzp5hGaFIvMpws0093Hf85MENC7dDz+n4NfyaggGIr6g5/3mfh/g70wxbo4FpY6RigTk5AxXZCRvA9JA5vrny4dVCGhT5ZWv7/sgaSrW+BOls3/F5IgwTH7T7OQOekGeK85rGBv4qQPWSZxRjKUA+RGWGBxPGPeGriz5U3RKXYz5BBIAmLqEj1iIXXtytvTwHvC/Xb2fK4uIt0DhhFcy/moLEGGvXKzw0WbEZqsvoRjKrZV0i1U/stgpFsgYafGj5uP4ANlkl0XZYKApgbd2DvsXhhPwKWICWIeeeJ6njCuVZYztTLX7ap+tLy6y7PNJ66zOPg9Ei2NWVD74J9J7JCQHaSAhZOjZgLUWEUhP1UeTa/Cgq8UUsnbJpAlmRBNtELCxcLlmDtwingPEEfDdR3ec/pywzvhgJlWCk3gPfQ6nk/NFf6XQ3WWTbxMhoLUjSQNiwN/yYpkGXICosgD+/NCt5/rchUVEOZS0/XZWH74xqwsKuFVAiGh7fUJ0nIdyxk7ykXism64bKsBcZGZXg9chIWT6+ArgAqFAqFQqFQ3Bj0A1ChUCgUCoXixvBqCrjuYdda4EuNSGVFoNDqldNr1fk9XVfzdfMN0D5+C8u8gWc7KB6oE0iaXMSuGj9DMuw7vjxcg9N+OtDvtk9iyfoAO38hwb2kYkwhuvVUOH1VYPk5Q6YRO3GeZtxQe7gLpfEoJ77jKF9o99QssgvsHonOCQ0tI9sHXt0KknePsJPWJU57NLBMX1veNvNWNsLbANgBkyzv8y8r1ddZ6oeN5fTImGHHmdiNXsMOXF/R8V5suG5ht2yApfck/k/1dKK/r3s+bjZAA6yWKAYn+LfkKAaeO+gj8fzxCvcSG8KqK7WNnSH+Vx5DCRKsB6COQuL0yLdAewwrp+ZWpKJhF2ssYrfrA0kifCFaJt3xgO2eKJbdyqm+T43YgvwGwKwqJfP711v6uwYqd0qinpCtw8rUAtAHfoBdsA+cvm2BVo490JyZS0M87LLthMxlhS3cA1BeOcmsNfTMI+hmlsCzDwDLZZ5b/swFMnwkcB9YPX8NXWcau8HS3BrFTs/9jur75ZkHvO9pB+oCmW+qs9yxC/eGd4u3PM6eYWfmIPp87kXakDcC1uLPdrqeqD3aIzgALAd2Xb2jubBseT/s3kOmIpiTbM/npx7idzrSHGeFPUBqIUvMD3yHcILsKuUM7/WPfI47LdQPGXfOdrxOI0hWloqPmyUSrZqgFTdiR3/x9LtSgJb2fM50IPvwV5H9BujiOYIjguFzZoZ5rApPL8drw/vEn+C7RmSkMfGnz4W6AqhQKBQKhUJxY9APQIVCoVAoFIobg34AKhQKhUKhUNwYXq0BXB5Jv7E/8q3J44nI+GGl69Z3e3bdFbZSd5XUB1BVqgto7/Zc2xF3pHMbVtKKjPsP7LoOHOlbuTsadBBlS/f6MnCh16YhLdLswH5l5N/NZSX9Tclcs1eA67+iO3sRFi5PoMsDfZAw2jcxUcaE3cwfbKlIL5EusK3ccG1DvpKOokdtkhPWLqD7uyau+avTr+N+D7I80wXeX8+QhSGBVU+TLuy6LdiUlEVs6QdblL0Bl3xh91FV1IYd6C1bx4dU3VKbdsLSYAZdDWqxguUxZDPqlOg3aeZjKMBl84X3+QreIMXiMdd63U2kRR07sNLhTWhWuFktLDgiaN9m0FvOGx7MVfP0cjyBtUh84nXyheL6c8Pv1axvH4cZ5qo+cV2aDTCGQDf2JHSoX4MWr+p4zDyA1c070DkPvYh3SMFQQxsJWaexGTSfgWuULxXdu71SGeWed/jDRP3Yg042eh7TaANmzrxtHiE7zQzzYpr4vTArTFrRVobrxi8RtI1iokyQhSWBpuy84/3Qz3RuBX+o88zn+Lal69wo3klOaDjfCGiJlIT3T7+lfnYLtW/fcM1mhCxJtojMEpCdq9pDX3r+/s/wDm1BD1h2Qiu3gfn5He/z9gtpApMh3efjM9doF5hD14r6KFe8/6+B6n5q+b2q5lsqzz29HAcrLMFAR1jgXWA/8zloOVF7zDPXLyfU4oN+WX54rYaeqwN7G3vmsbZ46CPRX2Z9Mj8VugKoUCgUCoVCcWPQD0CFQqFQKBSKG8OrKWDYwW3WkS+3loFoj6UH2ldsTd9f0R5C2IjAynT28IdcRoadzzNQIk0Q26ULUCwT3/qewdXcXmkZNfWcYpgj0cpV8wP9PvF7BXiu2gpadqTyXaIsIZOgpdNCtJ+DBNL5zKnieQFLjCtvXxvBImcA6wPPKbULuKTfG6JbrpZT9hlo6lbQfOvbu28YY4yZwWnd1fz/LxvIhhCAmhqn37LrUkfP7HfC7gI45hTeUdnCVqUBicH1SPHw1PIL3TPEcidsWzxYv0CfL4Iu/AGykDQVxUkSTvBnsKd4B5lgjDHGQvaKEWiVo8jCcJ2IzvgKwmuZeZ2aRG3/0HHqxMD04CGbyGXibbNO1G5XoJGayOeX8UJtPYgsREvD2/Qt0ESMO5GBAvoA2eo7YYnxcKAJ4N0k7JwgK0zBWIh80vhqod9dwSroajhtlsCKolqEzGNHffA9ZJM4XPjY2kM7X8BuQmYMKfAsl8RtfyaYu66PVN7yzOs0gZXGChZDi6Db289Ujy9b3g8e3iEZ6l5OwvYIM+GATVElbXsgqD+3fM6w5teRw3Qzva+ykMPYDY3JCapbFf7uqlBGZLk8YIUfVhPFRi2ybnQd3bscqC1yw+sU8hPdSsyn54n6rwFavtSf+HUgh7mOkJ1L2KpdKrjB8MTOlXuaG5cvFFPT33NquwbboRmy5Mz/hT9XeqI5rjqLOf4CfzuI+YrPme0CtjgFbcX4vQrKgUQZ5o6Pj9dAVwAVCoVCoVAobgz6AahQKBQKhUJxY3g1BWw3tDw8XcV340LLrT0sPacrz+JxvqffHZ8FVZph+bmmZf/dF04Vxxp3z4FT98rvZWqg8iKnNrsJd+1SPfzMqeK1ox09ocDOUS92+maqx0VQQhGSilugR4rcBXyiJWzX0JLyfOJ0mAWHfjdxmiJjBgagG0PkbdiA4/nzEy0x54H3SQ07tZco+rz6ddzvswNH+sLbOhSgLCATTLN/Ytc9eer/TmS4OEKRJ6CbPzqxax1olTvI9nIRmREeNtSXk6A2+2eKh8cDtK+UM0AcImG79mK38IWe69Oz2CEW6MG8I6rreeb3+rDQHWpoT2c5rWgKxat/5s8cPMX2BFkoFrE71cHOuog81cLrtEBS+SqJpPdZFPoGcFDVInZHt0CP7WBX+irGy26iv5eBP68DeUFKNLeMokt7yHzTwG7ePMtdqhRb44bTlwnkBQ7nQiH5mCHzTQXpPqqR004ZMitchc7li6d3wxnmqufE55ZnkHJMUA8r6LWnA7W1nJ86Tx2TZmqnIMZngAw8HmjOqhZUXqDy9xV/rjH9OruAU0vPEjOPr3WC92RP9bMdjw2UYnWFU/EZdFnzltraOTHm4L1hv6F2aj7wweHf0xxy5d1guopo2VQDBfr5a3bdeiKq1AFVuoKjgDHGJMj+EVo+TxpL1Hm9UEwun4U8ACasAvHqvuXtFP5IYy/8gVO2V8gS5SO1fR75N8kM9TCB2inK+c1Rm3aBnwtB8OqvgK4AKhQKhUKhUNwY9ANQoVAoFAqF4sagH4AKhUKhUCgUN4ZXawBXD9ushfaqCZBZw4AOy3MbgBX0fMuRc+UjWAbcgaYwbYTNw5bqESHriL3nmrqS3tM5L7NY0N9pIqsP5478XmCrMnekbYmRc+3NCHqoM79XmyGbCLh6z54/1wxaH/Mn0PN4/lwd6H5GYQuB9cqPYB1i+HWuhswAW9AAWWH1coH+C/zclruHvBnGM7XNpuH9kMtf1rldFl73CjKBnL3IwlDRtR9A9/FZuK6/c2jhQueEC4zpaip/H3k9vtuBrhDsCFLNt/cvoGc1NWQ/eBZZGOLTy/HV8Ti8Bz0Luo7sR67taysYU6AdrbLQ7IJOywlbjGWmMmfQ82Th/XCBTAZbGCfFiOsqGgPZcruHZd6Yt0ZBO5uBa0M7T+PzWlO7NCde7yvYDe1FmhXrSM/con4tce3RA+iy2x6yB/Epw6xb0kCVK4+LnOjch0z1/eNXPN4PDzRfdR3dSyZicQvV91lM3XOm2Hp8pOtWIzI1jDROMoyZsHItVwbLIjMI+6UzjElLfbRr+MQ1g92Lb+hhJpHtyUAWm3kV83/307VXPwdKQ2NrWHh/WchicQXNfrQi1iB8k+XCvP4T6K3Jwcz4vbDBgUw2PdhNua95ANgP1H/1uz+yc8tA7+t5Q2UIBzOzPmEWGrBfW/ncmnrq51DxetyNVI8YKCbzo9C9wvzaQOar6z/ySsUnshUrhX/zNCu8y+HdFfMju65aMNMKHfuaa2xR6xkzfy7/6q85gq4AKhQKhUKhUNwY9ANQoVAoFAqF4sbw6kVDf6LlZieSkhdwoUeGZi6cHumfwVn7yLmDLTA5aB8Thc1A/JpoENwifT+Kbfs1Ld+2k3jMdHw57CCh+izWmy1Qh90zLb1OHacR0gLb4FdO353BPiABnTEvnM7oR1qaX+G6i6Ai+ifIBJJ4fSuwBWkcOJxf+b3WTFvQPSRirzre1ktNnZL5rnVzWUUqkzdCB3YXDxXP3NJFooR2sIwehVfHBM+1iv8D3YMNyjNQeJvMaZ4WqKPWots7j3mkkZfMzx3BGmQEucR4FfY+LZXfohJD0m8Q87siaH+w5zgARTskbiVQ5fuX4zug4iqRuSeB0/5T4RYUwRO9MUH5IQpJSEd/zzPV74eKUzEbyFzyKDj22L+9DUxsKWaGhc87oaHncNi2W95+uxPYSgz83HVLZdqZaLle0PAFYnDCzDcrn5+Kp/l603IaeQQOcFnoudqRz2OnPf3ueabnamY+Z4zQd6fPfH7qAo3DJlEdHxfB80UY15BBZQ0iBndggyOe+cKyNVG7XS2vL87/Z7DVaEWcebDcWq2IueXXoYANTOu1yEZy2lNb9fBOmhzPdtEVus4+83F8PtC57QWkDSeRFehK4zj8LbVne8fbpUOrnjs+xk3/RPWA+B8ha4cxxvi/pxdRfqLy/MTLszBRNjUfNwH0S/5K98qOj42lpWd++kRjyC7fs+uaf6Ln/BR525SJ2qabIdOMsIUKht5JNbxP8pXHdT9Q+evC5Ts2/fSMNLoCqFAoFAqFQnFj0A9AhUKhUCgUihvDqyngekNLoFexW7RZwWn+HqhX4Sw+9bTUP8x8CXTMVP7giAKYa77cHr+l4+6eyr+uPIuHqYmGqhznLwfYqTdZoryKWMlPNdQjQULxlS/zBtiNcxU7hFtYOg+GluLtyJdrn4HqjYkecpM5PfKl0L32k9j5DAnBlxWWkbNIcg2u4/ZIy/zTSdC6kJzFPvClaF/ennozxpilpmX090+cElrvgFI09MwPHZcsfAj0nNvyxM59yrQbbe9oZ2ovGIsKduY2DQ0jv/D/U22Aev1g+XCzkIj9WmA5v+FjozlTGQWyibiK01kVZCRZGn6vwwV29NZ03XvH42u3ArWNWXfEDuY1wHWOSwwuQHXPhc55QfUhS2dBEiESnJhxD+N14nE3/HTW41+NCPHzSVC7H2eQeUA7R+Hab2vcmcn7av2B4nja0HWbhs87DrIM5EfY2V7zGGxRXrJweYHZgtMBUtaWzwXric5Z2HH6KOfnC907Oz4/XaGMCNluxHRqZgiMYkEmsePjooOMJ3PF6/EEO/23kLmic7yMpyv9Da8nc/GCKobsLGvi/ZXNrzMXpgjZVGr+3rGJ5rwEmY8qkVkqHegdZ1v+nvCfaHCFd/Q+qf6BP//8e8igAruF83txLxjYvRFyq3eQ7ee3dGxnEa8Ql9cHiDURr80M77/A+zLtaV5PE43fOPHJpP9HOh7TE/3xAx9fZ3gnV2eRTesLjeV4hswitdi1De4LK8RaJcb8BNKexgu6WWbregV0BVChUCgUCoXixqAfgAqFQqFQKBQ3Bv0AVCgUCoVCobgxvFoDeE3Ay3dcD+Qhg4b9FuwDdtylP93T71Yhm0CHg9WCPuATt1movqJt4e7Tx5fj0nzHrlvg27btuY7gB/vbl+MBsokU4eieZ9IY+oC6xCd2XbmCNY3cjn6GzAqgFViFPiZe4N5g77Bc+Df6cEcNNQchnjFgOdJSGXXhbbgs1C8NZGAxg3BuB3uPtohsD42wbngrgO5prHf8HGRGmcBmwgv7lVyRPqZduU71B/BW8Ss9Y/bcSiZE0tXsIOvGXRI6Lchq0RmuRfwGtB5PPV234bcyvqUxdbF0Ly+Gb+UoVqrILQIOmdrqLlB53vO28VDfCsbkueJjI4BtzSKko8+gCVwhc81D5JqgCRz6T6DL/cIvMy3odA6W99dl8/b/h0UHh0bYIT01pKPqIONAuuPj5Roozt7P/BkWmIca0BTPM59bzpC4YQPa07hyzZMFcfPcirHwQPU4gKZ0lM4sYP1SQ1agynBrnxNkhZmEfmvI1B6fUAP2xAO+B+3pD/BcldDlXT/Tc8UdH3dbi5ZbdF0RuqkGrD4y6Fp3wh7pDDrvDa+GiUbOw2+D4mD8i6xIFcyTFc6FA9fDj5BZI33DB57L9M5bH2juKkJ7XP9nuleErFtTz6/Lv4V5txGTBnwAOLB2qo9CAweWPhXoHlcRaxEspsqJjy8PeugVtOzlC9fzXp4pLusnasN05eUV0D26B7HvAezD7A6ymD0JzWakeqBGOworPQO61yD2YthaTJyvgK4AKhQKhUKhUNwY9ANQoVAoFAqF4sbwagrYeshA8ci3i09fE6XUA83VnPkSpQOX7HzgS8DDSrYt87t39O9iKT5cqfx5R7RvznfsuhrsU7KwjnBH2Abuj3CdSJQOiZdzRdYsa+DNhllS9uGJnZsh+fY60lqxtfzbux+pjhew5miEw/sDZFNpDF8e7iaqbwU/W46SU6N+aYAejlYsNxv4nRcUQzWZXwMRaO9GZDVAk/8VaH8beKylRL/7snBatu2J9vhsKc7rIpKNg3fFvqJ7pcT7tYbMIBubxDlIog4UW7Sc9ogXiodtTTHaCkp1G4jm3Trhwu/B+gf8fdzM42spQCV6ouzGlY+NCajyP1Y8a8QMtOW3DcgekqBpgCINkDR9+Mgth87gpr8RY2+e355+K0A9lcDbeZ3oeTsYd/0nTocFiJl/Gnp2boD4XDzFxSpos2qiviowdvvE6f+pBXpN2MBUjtrvO5g09s+8vs9Avw4Q09lx2cj1mfpqK/xdzmBTUSWag59FH45g29GBDuFx4nVvB5jXeTXMCO1WgfXL2PDnGmAKuQJt2vFwN8h6rsJuY9O/+jX6s8Imei4vqhAg60SwFF+D4fMY2juVJx6HDrK6RIi1ZhFWOhHmWpB1bIWOYIYsIfGdbDN4X49UfhHvGXStcicqIxy4pKp6Bpuhis9xE8S2v0Cdnvh1BaxkAtC8M5+ezApzqLS3iSAx6iGuI29qkyJ8N0F2kmoj5mdHP3RZUNv/guxcugKoUCgUCoVCcWPQD0CFQqFQKBSKG8Or167dFWjJni9LxkfIMmBp6fnc8nX0bQ3Lsomvo9oZdjcCPZoE9VjDTrgFEj5Xz39k1xVIqDxt+DLykGCnmifKzwlKFTbcmBWWV4eJJ6h+HulcHzkdhnnC5wwJqmdBncCuygZ2BI2C2jBAI1YrX4o/VUT9dOAYHgJ/Loe0DewyylFu/aN+mJNIzyASUb8VatjBe6144+CObhcpnupO7D6F3c3WPLFzzUwxunQUo6fwjl23dvS7vwWq6w+OSxHeF6Dsk5BEWGpDn2hpf5MF1Qe0lQVZgtyHDRsajQ187FVIHQOdfRVZDS6QUeF7kGx8EVKE0VDbTCLLxSOUPwPFeCk/sOsK8FaugR2zK3+yqpCMYhYPvc0iRcsbADffhcD/D73tYRxP0LZi6+jS4pwhdh9CkV8DvebEzsHHnn4XYGvyw8qv62HOSCJrSx9I5jBOEKsLH1sbeJS1o1h4jvy5NpAZ5AcxnzSwk74sVPdeSE8iZMg576mMyvFxkWH3bSXWMmrYtT6DLGMofC7oBqBRr1SPMYnrAs6FQpb0L6Defg60MBfMz2LMbCBuYA4q4p2RO7pudXwucFeYTzt6h4Yn/o4z0H/PgXYZX/4tH5v13x9fjpt//8TONZCBKMEucCPHN1DWDqQ97o+8D+IjvNcuvL/aK/19BfrW/YlfN8H8FGA3ejnz5+8x20cj37V0PIJOwY583DQg2VlqeJbI64S7u1Pm/RWSlHD9t6ErgAqFQqFQKBQ3Bv0AVCgUCoVCobgx6AegQqFQKBQKxY3h9RpAR1z0JLRMqEsLjjRaVji3L6DlMa1wCR8pO0X7SLz80vAqbsDxvEE9w5Xvq85gU9HG/8LOxfX+5fi0If6+nXkZYaFzdSRtw2oe2XUJ2mO5cD3POJI20aI+4At30C+Gnn+qSCuVhcN524Fb/yK0DXdU5gyZW/qK32sCLeYVHsULWxXezcIX4cOvo3uZR8jUcc/1LAs4yBvIcOInYasCzz96nq1mAq0HZsxYhM3AUCjOq0DajnvD9aFX1Gll3ob3lvSnbaa6h4H3+Rb0t1uwcagKHxs96PRYNh1jjAPtzCNk+xiFNc2nSGWcygzXPbPrvoXMCJ9F9pOnmSw+VrDgWBz//2YAHXCA57eW6w3R6mUrwvD5V9AAzoV0c4PQ1FWgt0Ld0G7Hx0sHMXnpeWx9A5rAx5nab9fx9uvAwqmFjANLK+yGnumcF2UY0Ar77+jc8++Etm+huWFdKO58xWPwNFHc1cISC61ELpCB4dQIHeUGdM4jZD4Q9iOxRj0015Q3oF+OmMVGzJkz+Io4mDO7io+f2sL7T7w2R6ErfCvMMBiqi9B/ZbAfg3/uFj7fGbAFsh0fdyv0Sw366iTseEqg9yZmxeo+83nh+ttPL8fuH3gZ557a22/hvduK7Fyg+18+0/M3QvNcYOyls9Bsgs7bPEEWE2GrYs5UZoIXpQ38O8GCDdZy4vNRrqENYL7eiJBZQFdaw1heax6HAfX7y78+7nQFUKFQKBQKheLGoB+ACoVCoVAoFDcGW0op/+3LjLEfiPZwI6czPCxZFsgeYSv+fdnWsCw7cIohgaP+utCy544najCTp+XX44aWQ51Yln+A67qe18OC9YUFW5FGOO3PzYeX48MJsodceHnJ0++KSOyed7Qk/HQGKxnDaZ9ppDolsOJohdN+OoP9ShaZMIAGCWjPkEUC9B2VmdAGRGRCsegEL6w+OqARMSvEL42hof5ymYfuDOxGBxRAFFZCR6A2fM3jxoNFwA5sdVLh/VqD1OH9jsrfr9we5+jpul5kfPgG7HlaSADeC5t4DzTAkKm8Q+HUfgc2RleRGDxFtGCiOPzi+HUPYEf0x4ni6yJSLVQLjYeT4WX8E1Aszn4P13H6qUCWhzNYl4ROuP/DeCtOcMCGqK7H8W2ouB3IVxxPimT8M/VBOIBcZeSU1wgWE2idZQzvx6aisbtW/Pl8put8oLH/uTqy674eIAm9aL89jN3lE8Wd3fDxfgVauQPZQCfeHulCz3WuJWULVh8LUeeC5TNfwJqqT0BztpzmLTDHzVc+Ph3EtUXrLMfH5yWBDUig61qZqWGle01JVBiuLeOrXqc/Cyxk+Oj2/L4F6hsTvCcL79cCKU+csIFZIbabK8Wh63jjzIXG664B+60PPNZCTXNXHTlV2nyEcdPSvbx47ywdSVHK+fhyfGy4FOP8Bb41jMha5Wge8s8gSxNU8QwZRKAJTZp5W9dQRGyERR68J8wz1dFW/PvHgFVRAdsyJ+a0ghluIp9T8DUfl9dJY3QFUKFQKBQKheLGoB+ACoVCoVAoFDcG/QBUKBQKhUKhuDG8WgPoWhIENB3XA1koYoXjVqRgSQfSGHQr//ZcQeuSgedeF2Gf0L6HP0hHl2qhN4At1zsrbAbuwS6lUOquauIak9iDti/T89tRaAAhxZsRGosImhgPGsM483QyJe/gL9IszEIg46A9qlroOUB7VUBj4YWVzAL6I7OjZ65EJOQFNEFF9DlsQQ/imX9JtBAndeJb5Cdoqx7SRtWWayAz6Ep2DddioMa0Y7YQwjHJgRYV7IjCHRet/gaENFbE4W6geuwvpEsZtrw9m0L3aqGMQaQJnA7UHgeRQ/AZpCQX1GYtXH/2uFLcfKpIs7KINIlTeno5Xkde3+dI8VuDDcKyCpsJ0ABOoFHMWWj5Iv29iv5aQC8bzm+jRd140JAOfNCcM9XvgNXxPFZnCJO+E+13pbb42NK5RegwW9Av5wv1W78RKePAtuN+z8s4Z4o7B1YnVS10TtDHydEzXsW84EEr2yTeVxeYYBykGfST6O8NPUsB65goNE8VWOsEkbptd6V7fYEqOmE5g1kXtyBtWybeJ3hnkQjNmD3Mu88yd+cvB1tBrQrXNlrQx6MErtRijNQg9LsKrRzEVwt2bK7hc1xYSATX7Olc3AoLs4xBL/TmF9Clw7xY9SK+HiimliOmu+P9tYLm1gl9YA0p/04wB20WHq/zCTSAkJ6uFTp/g/PkiacMrTNFS2lB57fwbw3UkSawUjJWxiGk9XNS50e/S69MT6grgAqFQqFQKBQ3Bv0AVCgUCoVCobgxvN4G5g6WbMUSaLeh5cYV7Ex6YQ8RgDpZD3z5sl6Iio0TLfsWx6mTFpaw6wQUZcuXthMsj6fIl5uHLWzpL1R+FsvjCaxlWqS5Zl73sKfyqjN/ZgvWN3GBuje8jOszrAE3QDIkSSnAkv3M6TsPWSISLMXLrCNmR+3RAm32ZwRaD8v+k3A4H4D2uL4d7bEZILOGyDSDUoRdpDpNwrm92kB/jbwMB9laWqAVai/kDGCfUKOcQVh11O4A5fE4PBigOlq6b93w/uohC80Aw2HOnGKBxzJRZOeYeqJ3LNgYlIugC8F2aG7oN8szb6cvFdA+QWb4APsgcH5pRLaGZ2TVgS6cRaahOoAViqBBY6I2iMIW6ZfCbzzVZxY+KAHsHCLIEKqFx+DUg02JmCffT1TmUw/Ukxd2TgGyjkDnt4638xQpaErL4ziDDdQ9ULGTyNqSW8jUsFIfrIt4feypjPzMy/hYqP6fwWZmCjze14XozCNYv5zFPH4HWT1OToxPoOY7sDBZW06NodwgoVRkEhSag7Em7KcM0KNleRsZgjHGWLQjEpmaMshSPNiqJCtowwJSocjjy6HlyI76cp65HAZlOTOQ5V7Y5TQg01qFbU0HlGUGGc5aeD846IeSyRKmKQd2XbDUNlbMJ6UFO5oryciCuFcN42Z1kDFs5eP1itZK4n3t4X2Q0NIm8+8aRvXCuHZJ2BuB/VqUb2ywOCqJ094/Bl0BVCgUCoVCobgx6AegQqFQKBQKxY3h9RQwJBFvDbe/X9DJHqkDsfS6g5XT1fIl6wg7v9IJkpd/4LubKqCHlxWSK1u+9HoFCrT1POuGh516A2TWCFu+LFtg9+U80ZJqlknZLexGi3x5PEKC7fQAO6Tv2GVmeYLfwbK8mfkyr4ednl4sxbPl8gTtVj+z6wx2F9DydeI0ygKZXAQDalKmf3hlCP0saDBuxO5JG6nP95kecjF815qHbBcpiVQzUGYPTvC53LPLBtj9GGCnYiWyzviWrutkPQKNox527a2GL9+7hSiWvqLfCGbbvD8/vRw/t3zczCCXME9AAW95bKwrxVdsiVJdRbJ531OMzrPIVuPhWSxmuBF0xkz3nmCXbLUKh3tkWCY+HjBZ/Pn6NnH4ETKzXMVOPA/jKQNVKKYns8Bu5tpyeh02+plhhF3UR5E9AfoqbIkqPRU+L3wN80ktdjpeHZVfQb89CUpxA7IBu4V2vnI6rAJKOPaiPyz162Wl+3aRx/sI2T96GD9rzePHwk7dJOQgFTwnqohs4LF1cZAJxNKFTry7PGRukDviDchN3nIuRArYijqVQv1Sg5QpSMOGDc1JlZAU2QbeNTB284lTxWkLv4Mpzp14W7gNzV0l/bhkqwFpTK6E9Ajmf4vyrSCz6YBzgBhfK8hN3EzzpD8KCvhM9U+YMScK2RDIZkoWsiQD1DZQxWLEG49Zt7B84eBhCo63H8/28do41BVAhUKhUCgUihuDfgAqFAqFQqFQ3Bj0A1ChUCgUCoXixvB6DSDYbxixg9mA68DQEi89LlxHUqH1wSi2dw/gIA6ZKrLn4pkOtmDXoPsIhWtRponuvbnnPLqDDCXrBnRuXCpoDOgeZgd1X7nGxmEde36v9ETt4UCLgFvdjTGmdaSDmUDL56OwN8DihZ5jY6kN5xn0IQO3x4gjWJh4ql+Q2S5A92CkKwK0TQrCyf8XxKYDXUrgGog5QxYPsHs4C73pdqb6LkKnNKyoKyJ9SC20Xquj3zXw+FZokTagRcmLsAhqyLqgGkjD0l2Fnglc6CvQ5SwihpYzBcdaX9i5TU99+XQhDc8g+rwEuu4Mthi16OO0ofq6ZxHzYJ9jPZ0bvbAjWv6y7uep4mMe7Z4qoXvpYNx/KT+uifk50WxB1+h4X9XwiFVPz+ROXDdtGmrnUPiEWsPzo2vLY837YAtt0VdUxklYAGEbGSdsdEDb1kLGleCFvQ0cr2D7s6l436MFUG64DrV5pnkIpI0mrht2XQsvlAwWK7vM1yu+QBoPZ3nbgPQaX0+m87y+Ndj4FNBsjhN/fszAM/0zmY/eUgNYQ0aOmLmmDqX4GTX7QozqwAYoi1RQFcwFA7RbFFliAthguQHmuyj01WB1Emoxx4H+si7UY7HmYyPAu7tujy/HZeH5WSKo7JrE5//SQNYRFEW2PL4qS88fz/Sb3PE5swJ9bJLiPrBt2cLJs9A2GtAOot5evE5MgOaoRcYkSOKkGkCFQqFQKBQKxV+GfgAqFAqFQqFQ3Biq//Yl/z9EWFKc+DJyBSbcI7hKOOG6HgMkA99xmqKC7fnVSFSBF1u4LWRqGIG+SIHTCHVHFBjadBjDt6CXCX73nnPA9omWztuJmmrdc6d9tH5pE6dbHVAkDpbpg3iuBbjdDqwk5pXTDT0lhTCrMPu+QgaJBracr8J1vAYHccbsiYTq6Ggicyzk+Ov83yEA7bsKW5XOUS0vEHqdWNqPPfVf74WDPsSUQ/Ko4/HagnP9CnRZLziAa0v0ZZqF034L2TQwW4HhqCALTYC+iyIjgQPKcRBxMz9SDAxAxSRxtwAWNBuwVpiFzcQMVi1e0KAGMgoskJWiXXgcnpGO7ND9XkxLQE2VyOv7nHn/vQV6oHlnK+igik5e845+I/QlYNpv3JWX4cFi6TNwQJXIQNDs6XczFJ8qTrVHoIO6kdOyC2RkQrVJEfPTFvp0hHfBVPP+qIBu8yOfoDBaN2BtNO+5XOE9vCe+K1SPImJ1CxlirkICZLBfKrAVify6CHP3ivYjlo8tpH03Yixcmx+nhH9JRCTmxeNnpLqByjWFv7szexZOI8dMbXNCmZPllljGUP9tQPa1ivcJa1HL39cG3o0YeXYSWZxQbxNobvENnwdSonMyT1UFdmcO22PhdcLYyCjDEXNQBGnCRkgsFjh3ZV5qYs6EU7anuJbzXYnUX1aGnbSTegV0BVChUCgUCoXixqAfgAqFQqFQKBQ3hlfvAu5a4h594DtuRkg23SWgxgSTw3K1D2IXkKfl1/pMF5ae00a46y7CMr21/Fs2wy6unueJZrSnz0BXSTYJqO72QuUtH3jd2xFc4hvenPUjJOWGnX+CDTQG3PsboNekY3pwRHv6RuwkQkYAqFIvqNICv8uwc7Kq+HURd20G0TiQ9PxN3e9hmVt4pLPcBRH+b9OK7dKTo7Z2Ijl6DZSTgVjLIksKiid2sEs1Cbq97KmW4SopWxorF9iZvHMiOCzufANJQZTpJSB5ectj1EcaU66h8uXuyRF3QUNbtOL/ii5SbJwr3jYBsjw0kFnFi8Tma8D6U++FgdMedqRnbhv+zFh9pCZ/SXwNO+CnhkfhCWijHWSZuAqafAMxWVqRPQiyaXigv7vC4+KyUDtFkI0UwQ21Nf0tEhWZZoIsMxjvno8LB/zwDHNVEQRbCJCdqeHPjOzYl0x/HDpOvT17ou++hrZ4dnwOmmBubFYRnzBPwKZlMwiqmDkEQHlCNWIKdHMtsj0EkH0skor+BVEDjeo9f08sBs4l0AfUIn0QxIOf+fhZgfasC7g+iD7PIFNoYAf7KmRZGJaN2CBcoHy/EqUsvyEauNcE710z8Niw8JIvgm3GLegdSDOknMOuQPtCv9qaj8P1CnOrcEjJkn/+36+T23vBjSKDIqKpeH9h27vIx2gAe5ZSpJDoR+rxqqsUCoVCoVAoFP/dQD8AFQqFQqFQKG4M+gGoUCgUCoVCcWN4tQbQQwYGuwh9SA2O5KAPqQ7cPCTA1n8zCa0EWMZsMDvBhfPyYw3aNtCvxZWT782WOPZ1FPYbDWwfBwf9duVNEeGZC54TWRHQ1XyIIisCbOMODrZwC02QtdRW6waeRdiK2DO4/9dCUwWG72mhdvNJ2EIs1F/NALqxkWs7GfyO/wmZS+L6droXD/UoQvfSgMjIo8O9cEyfPT2zC7wNW3Bot5j9xfJ+LZa0GbZA+yZ+3VpRGb3Q2CTo5orZ0fA6NaB1DTXoUkce81fIJpJFHBqwkrEQ123mY3kBl3t/BR2N0KKC7NecG2HVEMDSBSxJzkIDuEGNTU31TQvXsF1Aw9YHPpZLTfWa1rfJBFJDhovO8nYZwfahTmB7JXw6atD9JaFD7WHaBHcskxzv0wy6IQv3tUZmGaDDquN9VcM8fLWgG1plhg/6ew+2R2eRScdAxpxVZIg5wJy3YB2LsGkC3ShIV00rtFw1CPOmUWivQRO5QnYSJ+w3mg1k/8CulGKulcbd0PD6oqXXOr9NDBpjTAPzWBDjGCV2AazD3Flk1thCcEz8XAUxaiGLUYj8vd5vKKZW0GwakeEGA7EI+6AMYsQOdK/Lyt9dzkN2Ik9lzJFrAGtD17VFZAmpaPzO8C3jxXIYZglxoHO2QmObwC7HFKHtw2vRgkgkBrIXsNWCd0aUewWg2bzQmycQHGomEIVCoVAoFArFX4R+ACoUCoVCoVDcGF5NASsUCoVCoVAo/vuArgAqFAqFQqFQ3Bj0A1ChUCgUCoXixqAfgAqFQqFQKBQ3Bv0AVCgUCoVCobgx6AegQqFQKBQKxY1BPwAVCoVCoVAobgz6AahQKBQKhUJxY9APQIVCoVAoFIobg34AKhQKhUKhUNwY9ANQoVAoFAqF4sagH4AKhUKhUCgUNwb9AFQoFAqFQqG4MegHoEKhUCgUCsWNQT8AFQqFQqFQKG4M+gGoUCgUCoVCcWPQD0CFQqFQKBSKG4N+ACoUCoVCoVDcGPQDUKFQKBQKheLGoB+ACoVCoVAoFDcG/QBUKBQKhUKhuDHoB6BCoVAoFArFjUE/ABUKhUKhUChuDPoBqFAoFAqFQnFj0A9AhUKhUCgUihuDfgAqFAqFQqFQ3Bj0A1ChUCgUCoXixlC99sLadi/HqVrYOW/pOOIfpYibURnOzOxcWbYvx7m6vBy3mdcjOiq/Kv7lOLSR1zce6JzjhdhlpGOob3G8DBOoedaBjv115XUfqPw682/qNdC5kqAOjWXXFU9t1We617TwOjnosa5t2LkJqgVNY2wQzwXn/Ep/xE3g113huOOnTKDflSjK/wUxtNRuS8vbME/UhgP0/1wldp2N8Jw176/kqU3bleJ8aQZekZn61e2pHn7mbZg8dUopPTvnayrfZSp/HflzNbsTXbdSGfPAh29zOb8c1w2vx3W+fzm2dqI6GY7GUXusEJO15X0ccAqIPA59QyebTL+bIr9b3VFQBazvmT+Xb6iMvPAyioHxVeTT/DKw1v7oOQ+DKxmKO9+J3yT6O0c+P7HHwLAba3E3aLMNxPFVXLeF+L/IsUq/q2AeMzMvo8C8lmqqex342DLQH6Fp2ZmNoXkXp9B6s+clTFRGlelCW/N5d4lUj1b0/VJR/QuM99bw54oQ49jwKcvnAmx5vHeJyp/GLK/+xcDjkD9XW1OdAsRk1Yq58ILzH687f8vDe9fwWI7wPjGJyujwRSPKK57HhkswT3qKUef5/FxB+Su+x8TQTzC+SsVP4rXWUrt1Yn6aMvWza6gegYehqWr4lhHvQizSO5q7Uz+x6/Bda6HdSsPnwjpQv+aG91da6NpSxLv8R6ArgAqFQqFQKBQ3Bv0AVCgUCoVCobgx2PJK3oQtN9sNO9d4WtyNiYrLhS83s8Vmx5eAW6DKlkK8R2X5emvtaMl2ykQpNIbTa6aiJVYX+JL97IFicLTcmq1Y9IbqO6CKg6ChWliKXsTyMLBcBk/JJWsHf4dAz+/tyK4LNd3MOt6+9UR1jA09c73ym61Qk4LMgVg1rmpaUo5R/F8BwqYU8dC/IBpobGv58jgSEzEDLV9zesTPFBvX7p6daydazg8D9UPh4WrsFWhJiCczCq68fX45rBrehjVwJ0ug2rsdp5sL0MoJJQAjpxEsDIFJ9BdSX4ujmOpWXt/cUEytEJSN5cFRzfT8Y+bzgSvEZ2QLgyMJ+hE6rIPL1sipowIzR9PwmM8gsVjz21DADdBGRZDo0SKl+ON0YEWKlz+TucwjdKSndrdJ3AsoZrehmMlXPmdweljcrKX+rxaaM6Ljc6HxEHiB+nez5WPwesG+E/NpR+VbaLeSeGx5uFc70/HV8Tjr6ke608LrUXqKNQ/zYuoltdvCdVTff4YANnbH/y4rtW+Z/7lf/rxwFu7bCrlV/Mvqribx/l9hEGYvxhYqxBLFfCUkYJFJGHCiFOMRyrfiXvgKQWVTDnzi9RXda4ZvEvEqMO0I87PjJzv43SVRvLaGv8ccUKxLgXdr5hR4De/CICpSoTwuUruJ14kJ8IrKBebkyKVyHvoryfaFe5esFLBCoVAoFAqF4i9APwAVCoVCoVAobgz6AahQKBQKhUJxY3i9BrAHqwvx2ehBcrKC1sg5oe2AOwnnCFMDL+9ARzMncTPQGzSF7ANWf2aX+QY0C0nYtgDfHgrx5r2o1LIS/+5Ro1Rx3ZSbqY554BqLFmwwFtje3WSh37LHl+PkSDeWDRec2ET6GyvcHlAThBKLxGUEpu5JSxNgn7qLXDvkQb8VMm+b2lH91/Q22itjjLGgP+09b+sJ9JxoHZKEJMr2oPsRti0e/k+07kAreRFWJ2CzkJrjy3G78lhLYFtU91wfEkHfFHvqpF5ox6YAMeCeXg6riStJKrBPWIVmr48kOhvBgsAKTVCBuPQjaEo8f/7SgGWG1CKCwqXdgtbL8jLWQM9cwHLJJd5O2dBz1VwGZgLo3d7KBqa21JaReSUZ08PkmNCyQpYBx9lzzWNKoJUCW56jsN949jQP5Zp+0418wM8GBIdW6Jd3FCeoFR4T12htKpprS6H56TLz8hz4RfUHYVM1UZkVWLiswjrLgRi5Ah1hFPMd6j8H0TYO/r5UFI+25vHuQJflAtU9OmFT9gF0md8LCw+87o1i0Jh/3o4I4UHLZ4UezhfQPIuqi5b60TMVvojgnR8Lv9cBNGvPQgPIHI3gPTn+mQ0MlRkaqnuzij0AMJ/6hdd3rlH3B7ZF4j3WQfWxhGnmdWoc6W+tvbBzuYPYg3fNKuKkg7YBhzFjO/5cJdNzOdFfBazZstrAKBQKhUKhUCj+EvQDUKFQKBQKheLG8HoKGH0aBPXG1kdnsLDoOffmgLLKwiLAAD02wLb9ZSuWMlcqowZL7lk8xgbYh1HwRhW4dduajhux+Z85l4PHhhXWNEjZVEXysn8560QlqIgFWIWc4BlFlgBb49Z3Xg/mQIDb6g23FVnBBsRV1O5J2MpUC9A+ni9tp0jXvintAXSOEf1gIlLzQAFYYc0CNH0SyXAa2OK/wjK663g/ZKB9HazZ5yIoC7BjKDtO2dpEEVbAwqRZOLUzbYDaP4MNzp3wPgA6v174+AoOfQYe6CeroJGAHqk92DFNnOqcmL2LoICBm/ALjBtB+1gL9As0WxGO/BYprMKfC62mfo1MINZy+rbFOQTsHGaR+ch0kP0iiHMoWQHq1QtLiASD3DVkZ1Q6PlYdJZIxteFWPLOnuPAow5FrAyBlCCuVcaiEDQxIRaqKx8VSQZkjWPuI7BQdvFBWzG5geHkV2MJcDX/m0tFz1SO1k3AYYpkgqi2dXJ8FpYzZc0QZHiVF1///oIAbeH6cx4SDi4koRmiELsvRmG/BIii3QlKV4HcNnUtB0M0g52qEFGGpqAwPc629iLGB9lZbiBMxj7WZOqlr+TfEE8jZhgtYOon3H0qq8N1SFz6GUgMZzkb+zZN6sD4C6ngx/Dp8vaxg51JbYc2T0dKIv5NqGB7ye+jHoCuACoVCoVAoFDcG/QBUKBQKhUKhuDG8mgJ2DdIenFIrK9AwDS299itfb54qoK9EKowCS7sWloor4UifkabYEqWGSeeNMWaBP2PNzw2ZdsWlQtRB6/gycphgefwdLW3XgpU+J2qPzSqWhw+QRPsZ7use2XUeeIUJlp57QTfMcF2OfHm4hiadYWm/FbtKA1IukSimPJ3Ydey/B/K/CrBzr6S3dL8nSrGqOLUfgBJuC+6+FtR2A7Ra4dRmtpD9A2IZ48QYYzqkfSFuFpFZBLPkrElsYd1CfE3UeduOywhGoBJ3SCU2fAxNF3Crrzl10n+h43APkoXHJ36vHVAxn+DEwOm3ZJGK5wOigSwpKzxKXXidQsKMF1R+JdKuRJiiBrGjf4a2T2JH8y+FusN78nMVUEUe+iq2fDdfBhlKk/ggn7fUB5uR4kdmKpoTzScV7BYuA5/HfII5aOLnxo76rswU44OQjVRAyyJ5JTZsm6qjvqoucncvtU3paCfxmnidLOzGzR2Nz6bw8RORKd/xe01gCtHA/F+L190V5rEWrltmHmc91H3aiowRF+pbOU/8kkAKuDI8hiK+X4Hm7sTzz5BpphU7aW1FPZ0qKiMI54QO4q0sMHbFTuqcKVhyxd+TVU3ti/1wDfxbo4a5Bp84FV73BtwyZE6UCOPNw+7bteJt4+G75gI0b515/zeQCWbJfO6qa6pHgveQFVNVcFT/NtA4rwber2GkMoJwlQgTuFYoBaxQKBQKhUKh+EvQD0CFQqFQKBSKG4N+ACoUCoVCoVDcGF5vAwMaQCM0cK0D3RDosEZpiZLhh4KYb7egD4HUFWLHtXFQ5jITP34/cDHOE2gFXOF6lrYlbcMEgpatyPARQMNQeXr+mdP8pgZdjRdb3wu029rSD4PITmEG0t+1E+kBgrDYaEA7MAsdQQHbjgaEiusiOgyzq8Qf101ZQ/1aRC6DGiQX6/h21gd1S7qnOghrEtBmmQmzH/AgOjSksbhWd+xcH6nMc3t8Oa4mrsUod9QvLWSQWUUcmhNoO+55Vpe4hzILldGJFC/pjsqcIb6GVdrKkK70Oor+qqBtnkh/ZSfed2FGywzI4iHsVyrQYvorj9GwBa0P6llWfl3EzCAbuq57Fv8vbX88hdCcKX5Llvk2fhlUoIFOe94umJDIw3gskT976eEZW5Eh5olid2cwHvmzdxALFsZ7XHi8uwEzFQhbDU8xVKD5sph4D1DmA2i+msj7qoaYWQMfC2Wg51ovEIMd1wAWsH5peypjuYixBRlUpJUM2sx4sN9aAp8L3QA2MPCMs7As6mGedELnhZrt9MoMDD8HUAPonXjXMr0ZnKvE3AI6Yh94P0TQnDrQ5ToxPGNNgdNAG7aOv08z1Ck2vJAE75ANZPFIfsuu6xb6XYS4cWJPgQc9XCMsmMA9yKwTjY288r5bQVfoC43fa8P7fwe6vFVYziSYK2bQ2PqOl5EhIw3OcbETc1qCd7xIcZWgn2N53VyoK4AKhUKhUCgUNwb9AFQoFAqFQqG4MbyeAganbpP4lmvfEE1RGloOHa5iCRiWQ8tGuNWPYG/S03LoZPlSaX+FZemG6nHt+dJ2B/b35Wz4uS242jMGlNN8TQ1lwhLwshdbzg3VMT1z6sSDLUCAtXNpgxMYy0V/OOEqUINlwur5M3tYwm489dcsklybmdbAM9igZLlfHpeRBRWPTSUzN/ySGFqibCcnkrKvSAlg34lCNvRc2XAKuIFlegvL9MsgMs08AUX0m/f0+yuP1+UD0Q85fs3ObT/SEr4FGjDvj+y6+gNkzJiJRrbTM7uuPNJ1V2FvU4A+688Uh88T71hriUa2DzRwrKTzHFjkzDwOGwjaFf0ORGL3/gRO/mBblIS9TQ3xm4WVDGpJYhJpDn4hOKDeGvF/6MVg/9N4lBk4vIFMIEJe4eyRfrcFuYrjE1nMNI7rGeJHeEc1J2qXWdCtDfjYxJbq1Ao68GJpPm0C9dUgMjoU6O8kKKqwP7wcV0903XzH+7RcaX4dINNL3fEYHM9071gJChgy2jQgG1pn3oYJ7G1a6MvFcupxAGpXZrGaW7BBmeVE+cuhamHMSK0UYyIhThynKC1kbnEi2xNGQAYaPVU85n2hK+sAc2bL5UU+U7t9kFZPjsbAAtZOteMvpQWyDO0clTH3XOblwSPIXfl42IH1TYRxma485hModi4r3beTVm89/X0RWZzKBPIAsHQR7nZmgXls29HJMPPxlSALW525JGSEW5f1dXOhrgAqFAqFQqFQ3Bj0A1ChUCgUCoXixvBqCriCnYlly5c5zQIUDVzXyOTKFS3LSidsZBJ6WH2Xm1km3PkF9IXMp27f0/LwbuHLoTXQgzMuZ4ul7ToDxVADpVpzes0jdyo2gVWOHiYEWiq2YrdYgizldQQH9iyoDVj1jWKVtwVqZnJYd7FteQLqFLhn14qdVMuRLms53Yhbqcqz4Nh/QdiK1uVdL09iUEF2miunB7qG2n5yfBndwW7cAtla/Ff8Zu347uU4wql6y+nQdUcndzteRvwKdtZ9RTHUf837vIWde5WjZ4wzp8Av39F1teiS/Egxdf0TXCe6dbX0D92FKKGLoBTmFagzQRfWKw1GODRRZOtpoY+WAx1vnvnkcIaE6k3kYw837r3W/f5fi6oiqrQ2vA/mBM/YUqz6hU9QlukSeMw4OFdAa9F2nA6bgIruwaUgies63Ond8fpOj0APAuVVakEVQ/ULMLtLwyfoApTdIrpjAEVQeaLfXY983m0fcW6kQoKQENTQNkkEfIUpSmC3dG55GVWmB5tg7Hu5cxRkLlHIjaoJaM8iBtQvCNwFLLrLOKBllz/TwBA8xJ6XLy/YIV6hi4BIhVWAvqxgJ/7a8nY6ZJr/xpXPcd0G5iSQStVW7HyvwS0Aqd2tkFRFimu3FRIDlEsYiptd4PV9hgxaAbJChVHsFoa2KXIncaZz2dPcEFY+bjqQ0ZzAcSFXfCw3GWI+8voWkN6kV8qydAVQoVAoFAqF4sagH4AKhUKhUCgUNwb9AFQoFAqFQqG4MbxaA+iHDy/H3fTAzlWwlX7ELfEV5+8b0OIlx3VZDWhJgiWNTRJb7nsHGiDIrFFEapEWtIhJbEdvQeu3DnRf6SSAsD1pClLFef4An9FFcPv9AjpFsGCwIovD6kgfMD5RgcPItS3TABkjDH+ugJ42M+hDKi4QgeQMJoB9QFP4dWC6znRJxhiTL6ABjMKr5heE3VLc9CN//gn1Peh4PwnBKVjp7Duuo7iAXtKDZq3ac1uIak/X9ZBp5PyB9+uxhnb66p6da78iMVX176hO7Ufe1s0dxVRJ1P9L5P01f0/H9u+43nBNFEfhH8HuQmTP8J/o3mmmQFn5kDflQvrI5cRjtID+FLVU3Si0bhPFzdmTQMyLDAIJdWuJ63mqidoj5LexgbEDzU+N0DIlyHbkwYopSx0W6HdqL7IHedBRwdhtRTaWMlM8RUttVDciswjMp0PDdZhVB/YmZ9IXLaYX10EWg4nKd1uR0QGyM4Utr298oDpWYCO0eGFNUo4vx+1CgTcXXqcaYro2PGZOHdWrXZ/oXsOGXecvkHUC9WYHoYc7QZtmbm8DjjNmjf/MS+RnRgv1TcLeJYEu3eOcJuycLLyGl5GPrRanlzuyy+ovQufYg84tUfv2wvqor6lOV2Hv5qFrh0jnDkehMW1R90rXnRceG1+BJ4rrxfwEoXIBi5xh5PrYE4yNFcqfongnQzYcJ94144liZQVtY7BicwM01QRzspdZoQLoVBuuh24ste8odIo/Bl0BVCgUCoVCobgx6AegQqFQKBQKxY1B5n74URSwO/CGU0+Y/CCt9E3Zi+XwMNAyaokikTF8ii6B6KW2ObLrlh4cuWF11EVBDe1oeTQIN3EDycx9C9vFP3LHcA/rsnOiJdV24NSGneh3aNNhjDHxCbwVNl+o7ItYbq+oHk1HS8zjzJfK64nWr/MTO2VsoqV5zFceBBXvwa0e3c7jd7y8DdgMXAXFUju+/PxWsBPQ9/2OnesmoL0zxatNfLn9tKU4jGII5IFitinEj9SFx0ZGyqUlKq4TS/b5K/hjz8eDew9B39NxtxMWAUCzebAFugpKFRgRs77jlGO8UnzZv6UY7S58LK+YbQFo37zs2XXlROXXPLxMgJgtgQqR2XoGsFmoIKtLlpZOIE3wjvfDGyaheUEFNkphI+h6T9kuQkPPXj7z8YMJQwYxd60wXzVg7+KEXYyvUfIAFHoRFDrY7ci5oAGLJHugMX2QHi4gKVk29Jsk3gU1ZEWYz1w2sd/SQ4dIbbhG3qcdTGz2AM+S+dxaR4rJueL17c9UjwnmCZ/EGITxv4FsT9cnTikmeBe0QqJQ8uvotp8b+H6KWfjAwNqOB0mGlCJ0QA8vhsdG3tJ7aAjUNkn4b9kCFOgGLJuEhUuf6brNV7wvN4b6qIpAFW+4VOz3ECsRsjPtLa/T9h1YopgjO9csNI42W5BsdHw97Ag2dg8dzcljeMeuG+InOud5LA8gbXmaaJyfFz7H7yz9Dq1jNqK8Gd5rsfD5gH1EvRK6AqhQKBQKhUJxY9APQIVCoVAoFIobw+spYNjdKneIWUjY3dewVJz4jivM1GDFcnMNyaAt0Ly+fmTX5Qacy4FuHkWWBWCbzfwbvlS6Awq362DXo6BYygdaHh46WLJ+4nRYk4naXTdHdg7TdWTIrFELejxd6FmusJO0P/Fv9AhJqYtwOLcX6E5Y5nZix1HAZXp0Hb/ny83LCtSb2I1d+IapN4OtqG1S4rvRmoaW20ePtASnohrYqShYVIP50KsP1EfRCOqopjJHoHa7d5wOqjNRGHnP2zBDQvQWdvSuI+9zB7u9I7jVh150AtCj1nFKqG0pBjq41/w7HkOwadlMA9EyzYZvAy4Odtl/ETuOW5J3HJ7oXqfIx/KITgC4U1+wWRayjngh5/CCfn4LYAYKc+UBFA3RqIMjacAisixYyApwTUd2rlmpXx38H3098Pn0CInim476wHd896UH+n/Ti+xMPchygFJOomH7nvqgD1TeIndBD9Q/Xx+EBAikAZyx5fcKBXbmAhU9TGL3KUgl6kdOKeYDyHLO9IxN5js4bQ+ZSyYcd5KipKCMBzGOVzGJvBFmmONaMT8tNT1zF8FhwvK6L0A39jV/DpxDwjPdqxI7v69baqsPYInRioxhK+xO/13g8p12T3UEZtdUDe+HBnQu25ouXAY+Lwywy96ufH5qdpAlCubx3PF7uYXG7AF0LuPI35N/nIkSfq5FbCwwbmBc+u2RXXd+orjsoF9LFA4WkCatSSd2ak1CZvIK6AqgQqFQKBQKxY1BPwAVCoVCoVAobgz6AahQKBQKhUJxY3i1BrACt/ZVbD+uDWpWiPdPLdcXOdAeVTteRgXagQWc8SvPt4FXYAlR70lv8+6O36vsife/+2uugdtsYZv5Rypv2HOdjgfNil2I90/f8MwXERzqW885e7/S73xL5dvvuC4tF9JY+ZG4/LrhmgIHOr8wSf0N/e0e0IqD16kD74zlSseVyBJgwFk8JW4fYHm3vBlcJt2DF9Y0ZUNxuL1Quz87rjcxH+k5tz8Ip3WQd0bQH7kPd+w6j9YHCTRqvXCCB6+i7UXcCzSyiycNSLxw659pT7/LAfph4topa0BHe+I6lQRZaBxocXaRd+T8FcWQ31I7LUKnNv4VxWWwPG42T1T/CZ7LPfE2zGB/0p6oHqtMyTOA3cXMx0Oyr57CfjawGvT82TPY+URDmrXmxPuqNBSrnchiEDZg2XOmMlrH42K8o1jbQdaaCFpjY4zZbEDndRVzBkxDV9DX9jWPH5u+fjnOkE3CfeQ6r8ZQgeuFW311ML+eH8HqRvT3AOU/9KBrXfk4nsB+ywidc5nhHbKjtskn3oZxpXMFxk8lsyeB7jM98nPJCN+iN0IHljaL0O850Ied4FmODY+1CJZBqeKa4uZ6pOvuqC/b6sCuq0ADuX9H7SQcm8w70Nttd/x9sikU8/ee2rM04jsB7Li6CSzhhMVWfaF7tXthzdLCOxn8mKqaz92Vp3s/wpz5xfK4NmDhUjtej2fIrnKCd3eV+HzQwXgLC/1mXvn8UvcUo1HMG+2/IA51BVChUCgUCoXixqAfgAqFQqFQKBQ3hlfzJ7Cr2jSWL5WuQGXFCmgJsSQZwcXAia3ZE/gCWHDnXgzftr9rwTrjAJX6ii/Ll/fE5bnf86Xt8u+ojs1fg8WGWPaPn6n8KtFSbHPidXewlT4JexdXgSM7LPOmg1huX6m+aJFQfceXyk8LWDUMnAKtPtG9U0Ntv554N9eeSKwCNHeUaRUgg0az8v8rTHJ9/40QG6AAPO8vdwKLlD09c71war98pkAsXlDsHdFMKQB1Vni/WqAEGkjyvYycUh1gqV/mia+ASirfQ512vK2Dpb8tjL3TzKmY3pIkIgr7hL5QPcr/SLTi0nKKpd1SeyzAuFVbkUHgv1Cdmnhk59aJxux1/ebluN7ysVxDdp2wATpYWHrMM2RJmbkVyq9Bv/VA0ZpVxCDQ2nMBuYbn1CPSvqnl9KUD6qmqqRPskfeBm8HCYgMZLURmDQcUlf1aeOwAxfbhicrwB96u6ZGC93KguOtFBg6/Umx1Laf8R7DIObyjMuZvxfvkI1FsW2jf5f237Loj0Lyz52O8BVnCM2TMqA68vu2VfjcDNVgJK6YF7D2SkC/589vLEIwxZqmovlnYDKFT2wDzf6p4W1uQ1FRbQQ/3VGYHNigyw1dzoDI3jsbGX9f8/bQ9UBm7gdd3C58iK2QFSZbH695RXz6BPKydhP0W9KUVbnT7QOPNQx0/FJE9CaRiPbTbe16cqSF7EmYJ+q9l0LnnGrKOzEKy0MBceKbj+iqs2TB7Us/H6CyY6ddAVwAVCoVCoVAobgz6AahQKBQKhUJxY9APQIVCoVAoFIobw6vFCz6DrYhId2IgpZWBLcwnkZ5ls8CWZrH1v7L0u1ATt98LiwmzBU0VWHY0Xwsdzf+Z9EbTf+D1sL8nrr9+D3qOWdjb1JCe6wGsWTIn22twhZl7sR2/pfqHDvSL77kWo4CObM2QMu/fCf0eyGAazzUb9fHzy/H0n0kfVDquSwgT6W/yjjQgzvGt6QnsPOwqNCa/jgTQmJHq5IQFyAjaoQbSX4U9f/7dSinJxkHo6CClUgXWCmEWthio7QT7HZO4BhB38RdhBRJgHM1X0kttHnkMBdCINdAnnedjoxi6dxiEJvZA/df/PR1XfytSY4HVyBZsO6LIz/b0G3r+cBbiRkgb1Z8olovQkeaGYrQDPeBY8/6yAWyb3JWdaw3X1r0FYn56OXaR2znFE1ikwHgPDa93uv7m5biuhH4J8izWnuadEPmztj2kGewptrxITWYbum5OQvOZIBUkrAfE8IFd19/TdQ20eWe5JVbj6HfzxOenI+ggI1iu+N8KfXEkDZjLP7wcb9Z7dh3qgeuFpxm8QNsfJ6r7GvncvcK9BkfvoLOId4f68DPXXlW/jgSQ2XQ1RYwDGJMFNPVRaBsTWK4NRbxrwGamgRSM/je8be5AOtdBmtGj0N59lekfto2YnxykOAUN6yjWqMaJfpc39FxXoUmfA/09iPE1W4rLYQO6+YVXeNPSvSBTnbmIDp9BK2/FOJ9r+OEjtc23Vz7HtZnGeQ6QuvDIv7XiieJ3EfVIG6HhfwV0BVChUCgUCoXixqAfgAqFQqFQKBQ3hlcvXu8qsIcQLtZVS0uP0dJSZltxWjZm+l0nbCXSQHyubYmWXMs7Xo8NLPVvwWLiIy8v/46WgI/vhfXBN1RH7+kbuG45LVt/AhrhQtflR74RvLkQDdKLlfgHyAwwgIt3fs+XrPM7qr+/p2XpaIXNwp+ojquwdCj/N6Jf8t/QUrH/O16ndCHar+moLaJw1PCBlqkF+2L8Itr0jWANxcbi9vzkGWiwAlvuz7yuZ7DxGArvhwhShy5Tf81HXsYOlvYT0Pdl4jFvArWvFRSDNVTfu2da9h97bp+wsRAPZ+r/VPGxETdEP7jCqd3FQjYRsFIqo5AiAEXWOBrz7sCniv0nohU/CZrC7qEf4FFK4oNjHum6yhLVZzwfX2V6outaTufEIqQJb4AEdkl+J2h4oGm7GTIVzLyvHFii5Iq3S+mOL8cNzKFt4fFTRaAAwR6qrqV1BJV/13KKqnkmCvQCGWfazOvkCshysM39N+w6A5YYbcPnrgIWIdZRedXMaeQ9tJudqH7TgdPX5UzPYld+rx5sRmZoQyeo3QLWHAao8zthL7RCNiVreD2W+C/w3/gZgBlUghE2TRCWK2Qt2vRcohIDXVh3IsMJZGTxLfVDJ7JTDB2N1/sDzWMHf2TXfQNyqNZweUCBZ7lEqu+15s81NtSXUws091VkhRpgTlr4OtdTC3Q2vF+tyOrTw9zdQIYv4XxknkEe8FyELAtodXsHdl5ZSOCe6bkC2JuFVUhH4FurW/h3WDZ8Ln8NdAVQoVAoFAqF4sagH4AKhUKhUCgUN4ZXU8BPsOrt5WYTWM6sYGdWEd+X6Q7oxsJ3wRSg6YqlnXW7ntNL+Y4q4r4CGk5QdPlAdZp/y5dlB6ApmkS/a77nS6r9MyS2fiBK5PAHQRtG2kn6fM8pwM1nuBZ2MD7/VlBZ76lREzjXCxbF5N9S3XeeUxHjBZaA/6/0LHXH61t3QI8k6gebxG7pmtqtWkRWF5EZ461QtkQjtYnH0NIAtYnZWSpOD9S4S7Ljz1xq3LVNz99PvK0v0DH9jAnVecx3MDZS5n3uI/1ugd3j3cj7y1fYl/Tvq6AAupXaYz7xLAzFwm5PoE7St/y54p6ea83UNmXHLjNhT7HWnwQl9o5iZfl7Gstj95ldVwP1N69AB7tndl18R+02fOG7bk+Cgn0L2Ehtu4589+kOEsrPsMPcCnrGA2vo7YmfO//+5Xi5pxhsBVVsQF6SjtTmJfK4GCBzw2S/YueqHf3uCDuEr3JHKMxxVYK5quXzbhtBoiImr01LsoQFxtnS8p34u/zwcux21N9i46RxMAe5b47sXLgCxQ5ZVzCjkzHG2JbaKrgvL8deZIUaYZfpZuBj/JDE4HgjZHCLEMoIU8DBAh0L8sL7ZAVZ0uB5n2cowyWKkw1IFIwxpgHJx19FooN/e+CV2mbq51qE8gI7f9MBMlVF8U6C93WGeffU8Ov6SP38xfD530HWFHQ3acTzdx7etdDWRbwnj5nu9V3Lx96up4G+obD+Myr+C9RpD9KGeBIuAw18D4lsT20S8qNXQFcAFQqFQqFQKG4M+gGoUCgUCoVCcWPQD0CFQqFQKBSKG8OrNYCY7GAUWSEsbtUGiUXkNLdxz8SHF8+5cvcVXdzdgzZIcOV5QzqVAaj9xnFNWv1AWjH/HT9XQG/ULqQ9uPtHrhU4/mfSB+z/DiwYCtfDBdBVuMCtGuqFnvnze9RyCRdvQ/oYW6i8xYjnwt98LbKO/A9gT/F70LBMXGM0PlMdy0JlNEJI4i9UxtJL3SPvv7dCs4CrvRfb3iFLyApa1E3gz3V1sOVeOrKjPUGmfo5bbjnTgCbGgd6kClwPtATSxHTiv1trCxkzMvTDlgtkYg86kBl0eR3X80SwZ2pabk0RzjSOrMfrfmDXzf9EY8D9NZW/FVYXZQD3e8tjPjjQ+h7gvonbfdiWztXjp5fjxXHdS/1MmpiRD1FjzubN0VQUM1U5snOLp7hIF8g4dBQ2FTCuQ801cEewiHoEi6F9w9slg5a1uUAfiLgIoJvqZz6fhg3MuxeK3a/uuPZ6CnTvLdi55Psv7LowgUa34jGDGth9oLpPFY+L5Z7G2mWkONuKzFLxkcoLP/D2HaCprh3FTxr42NpcqC9H0FQHoT2rBshUsTyxc6deBuXboIb1myze5AnecTuwiJkDf3dtenh3Ra57HDrSuu7uYK7tuKb+K9BHHlpqzw9Cozxg6DV8MrxCVpMLaNb/JCx3rpDFas4Uo9byuL7U8K4V3ytfIEuIgSxDG2FnNcI8+ezo+bPj750IsVwCf1/7HdjHwHdC+4ldZjrQqZ56KsNu+b0svJ+C0LOu5dWfcy/QFUCFQqFQKBSKG4N+ACoUCoVCoVDcGF69Zggr8cYbTnNVFVGMFuiw0PPl27YB2xaRgcE2RBfUls5Z7mZhWrAPmDZ0XZcF3xzo27b5ln/n9t9CRhL4Bj78E3+uf/M9JMqe6bou8Of64mC5+Yk/19OVlp9XcAJ/WEXaDWBtkgULE34V87G3RlDxsB3fHSBjhOHUkcNMLonKWAqnMnbATOUnXhP7K2RgMMaYAJSYt5yKyA3FYZ3p3NVzaqNb6DmrVlBikHXDgaWHqXl/JSgD75U8r1ML2/brmrfhvP6O7gX0VmX5sNwCnd2B9ccTD0MTPkP8Wh7zmOXFPlOdnnseGz3YmmAykfOBP1cFFklxw6m+ChPM7+icvQgrHciGgQlU2h2n5eMG5o2roP33P532+NciQ9OWwmmYALGAPdALy6IJaMNe0OsnkGVsgQJLgnrqj0SdohrCVnweq1fqq9ZzmsusR7oXWGkUEceHGjJBgA9YyTwTiIXMCrOQ+SSIi6mDzBqRzyUbyMIxgXVI/5mPnzVTeqLxr57YufqPNOY9ZI8oD8KarKJ6OKBNU80zMLQwjzsx/4/LT7ff+DlwxbeB5e+dCuzTlmeQdWz5eAmQJaNrefu2mE7kCtmTBh6HaaBzNcgPUi/Wl6C6SdiIZXiH2hWkMSKGRrAF8hj04n20TvDhUPGxZwNNbCfwY7qO/D3xPereZmpfP/DxmifI9pH5e6J+JDlDsnQuO17fBGOgJOq7q8i6hu1mpX3Uv8CZTVcAFQqFQqFQKG4M+gGoUCgUCoVCcWN4PX8Cq6ObSuwqheO8I0otW7FUWgMtG/j2PQc7sKYNVeu9E/faUlL1/UJLwBuRXLk8UoWrmS/Z7860rPoRlnbvnzgd+BXQJUdYbo6t2CF2pTLqiS8jG3Ahf3yE7AlfOHV0+h3+BQmqxTe6hY6Q5zzsCkqOrqtFonBMgL4YqnvlOZXBmJmOt2F3FRT2G6FAnETD6ax6JXpgrYASEVRprqjudsepkwz83uKJfmoF3d6+Awp4geTdldhJVsPNLadbu4FopiZ+Tf/e8p2K/R4y10BxX4vsEiO41T9f+UP7AjvVHNG89pHHUK5pDARow05st82QXUBmnnDvQfbwPVB9IpNF3VGZa09USc7fseu6ie4VeHeZ9V+QAP1fiww0zLryZ2pgM26CWJhEBgYHcdGIBPLVBfrkPRWYai7RCJFoWQfjs1v5ddEQHVa3fNzi7vMAO2SPkWtvmg3M3SBXiGIOypDRwQm6eelg9z3sTHbiNXR19Fx1pnfIU8Xn55ioH+pnHgcVtEdeqTxvHth1PlL7Pnii1A+Gt1P0RDdfA38nuVbO+W+DHpptXeXOVPp7AalUvfJxvN1CFiNh25FhZ3l/AFcFMZ9uIDNMKBCv4hUx9ehuwfHUws53Szc4iV3bBSQWG5h3l4FPDJglJsUndi5AlqiYYM7s+Du5CfT3BuLcBl6n1aH1Ca9H6SmmmpHqVIQELoNFhL1QnzQdfyfXJ/p7WXlHzOany7J0BVChUCgUCoXixqAfgAqFQqFQKBQ3Bv0AVCgUCoVCobgxvFoD2BfS+ZwEL20SaZs2YFWwiqwYBTRqbsNVAG5PvHfb0nWXmn+jVg3ppsIH+s1JuGBvwYXffsu1DeNA3Hn/SGV8FXmdwJDfbMC5vFq5ngdkCWYSWoy6Am1OID1AOXHdyB4cvq+YJUBonFB/5AzXEcQHepYMWVeuhmu0Nvb55XgGa4ZaZFMpM2kdsuNts264bumt4B09l7uI8P1AGojhCjoPIY1YwRbGnXj7tmDPMT88vRzXvxH6qzPpA7sdWkZwfUiXKG7mluuq7ie61m1Jm2TFdT1oTluwS+gc1/NUWxo3S+L98xzAhR6yHFTmyK5Lka6rFsjAMfEx1IO9TRz4fGDP1L4NWEEtwt7FzKDTgfHvLzwzRtp8pjoVPm7WyMfiWyA7ql8YuG6oBb0iejgNlsfZBPrKJQntVYfaY8gscs/jvQHLIg/tUBKP1Rr0bMWKDD6bv6xFtO+4ftvCeK/Bpmbw/PmXDWTnOH9g5yrQpTU1xUKyvAwf6FwAS6z28MyuWz6jzpk/cwL9+TBQncaJx1ZxdK93J+q7E2hSjTEmzdQnzZFrr9bzr5COxhiTQL+WPH9PNmCzgxmNasOfa4b23bT8fdLWYEdSfXw5PjjRX2D9Zhp6x10in4NOFdilCF3+DPFwMfTdUE3c0qh40HOCJrQV79MJ6t5M/AUQ4RzqHi/CzuerSH/PDZVhs5hzINNISHycPzX0d/kMc5zl71MLVl8RMqucZ97WuwO8r0/CLqv96e9kXQFUKBQKhUKhuDHoB6BCoVAoFArFjeHVFHCAJco6yHOwVAzLoZsDp8Mq+GGSWSeALglgOdD2vIrAgBlXaInWiSwL1QTLocLhvPuezjVAnVixshtg+7yt6F4iyYJpZ1p+zoVTLCsuNwfIGHHidQqf6V75Ay2Pix33JgPtU66iIj/QcrOHre61SBodr0BzAv1iF76MHiq6zrZi4/53b2+/YYwx/kIxFd7xOjSfwIV+D8/leCvuwarn4rg1S94CVbqHLAxnLmcI3xDFFAzRI80gMg3ckWVEd3nHzgWg5j246VuZQQGoeHek8s6FU4drBfIAQavtwHl+GYkGs/s/suuQlg0g7Rgcz16eN3TdIGyGlgAZFcCapvQ8u0I5UT22hqijVmQJWMA+Zw08Rlv/K9gRgTVV2/J5zD0CjQpmF9cNb6MDUEqh8LGVE8XdmKkt330r2uVrsibBObkIKcdgqd2LGOMR7IFqsMEI83t23RHmP2CozCIkOsDymmp44udGepYMtNwiaGTTYloTmO9EVoTKEAXW1Lx9T9Ag84l+FztBB0KGI1fTu6YXmRoKUKWjkBvVPae63wpxAZsmYU3mwd7HgixrqXh/7eBnMpuWB3uXTQ3Sm8jf69FB9hfImDV3Yl4AeZSUUT3OUJGaYm3tuRTBZJonHWSxKh1/Lg+SpSDaJnoYs4HmDydkGquj3yU4V2Uhy6qoHufA6+Eg5mNF9lt54mXYCeQckDXoo+Pj9RNkwwk78X2Vf/p6nq4AKhQKhUKhUNwY9ANQoVAoFAqF4sbwago4wnL7sBe0x0rLqGj2v1z5riJ0EB+Fo/8E9BUk+DCl50vFHnYq+ZqOe5GUfYZdtf0jO2UKbM97hF02H1e+42iFZd9ppaaa+WXmDImoV5GqYAHH73igNvT3nLoqNdWjhu/yIt29gb6MfyeyC3wmqmf9FncL8TLmQEvsvqEOqw3fRZQd7bqzT7waaSO93N8G24oogZPYIbbsqU7bldqzVJwSGyvIoDAICnGkdgsttW8vZAQxUxkskcM7sbu9IZqu3/FALLADeQQHfZOEq72jeIDkB6b6JFzyIZPLtZc6DWo3C/RjirwN2w1IHQ4/vBx7z2PDQT8E6Yy/g7gEys1/4dc52BX8CLss58+cbs81ZAa5iiTyYsf0WyCtIOUQu5A3LVHZlYOsKh2ncp5raovDLP4fDhxrjvS705G33wZ3gbYwZ4id0ifYjbnJvAwPWZ162BFZJr7DcIVM87aHbASCNsxXyJgkHBFm2JkbGiq/FN6GASQFMzxjEVKW2gP1duXnkoX5v6VduhVXIZh5C04HkOEjiJ2eFpwvyjOPQWPefie6McbYA9UpjXwHa/a029eDpMDWfMdygblm7URGmhqkUkDZ2lbs+geZFnSJGWshKYJxYxveXyvEwOKpjm7kEp0ZsgfFClxFIr+Xs7DL3HEauTrDDmH4BNqJXdAeZDTbC7x3O97/CbIuHRY+br7PVMYM43DsRbyuFHv5TPWYhdNHGui63YWP5dCIHf6vgK4AKhQKhUKhUNwY9ANQoVAoFAqF4sagH4AKhUKhUCgUN4ZXawA3IOdYEtdNOUvFTB3x0PvMuXc0/y7vhH3AkXQ/mw/Ej6934hsV3AncEeoktrdXn4grP3muE6ofgZc/USH/MHAdwQKapQG0XeGLsPoAzc13R64B+3IPliN/TfqA/DW7zOQj6QoifJdbkQkkfSFNQPjE71X9gdq+eQBN1Zl3MypWmke6bhWO6ZBAwITAdZ+2/nU0gFdHfWJHYX0AVg0XsC3qG7E1H4RA0tLAJooVi9v9s3BdBz+iuKWGajtu9VJ/oAwffr1n53JLMeonqm/5zJ/rDJKTBewd+pZnRjhDtg73PX8uHB+lAWuNPdcl5g+YQQEsQu5FZogtZPsQWq/8TM/iJoq2ixNjfgHLnc9U92XLn8uAbZFpuKVPk8W1bwALWrQUL+xcPlD8jM/QLk6InsFWZY1cU7SBZ/QQq1Xi81gDdjsW9FZlx/VF7jvQVzmu32pBjP0DhOd25nN8WOm6FrRHo+dzRgdZIi5BZAmBiadk+l2MvE41aLssxFZxvE4j6HJ7Yc2Snkgrdq6oner2id8L9JdoRxPF2kgHmUZ2jgsJY891am+FDqxTguExtMJ7Ywc2Q0Vk4Ch7aLeZx7Ip9FwL9MlgRSYUsGZawKonVHxeOEAGqjjx/rILWFNh9qRK1OlCMTCB5rtP/Pln0KwWYR21G2gu70A3vVt4ffc12KrBdOrEfPenjsbGkxU2Q2eY/2CvhEt83p3Bcse8p7Y5f+axVhfQgwvrm3UrMi29AroCqFAoFAqFQnFj0A9AhUKhUCgUihvD621gYNUzSfYPlv13sO05i9IXWIofZr5U6itasj9BUuOhCLr1SMu5W7C6CEe+zGtb+ts98KXRsyG6qQlPdOLKl7bHPZUxzPSbnjMW5ulAdXza8sZ5/p8hyfX/hWi0/A1fRu6BmL0WoD1EW08nWm5uvuU03/hAy+XxARJl/8BpsrwSneEe6brk+TL6FbaqZ2GzMyy/jvXBAgnF61VQ4EfqmP6Z7E1GEbAboHPOwsZjG4EuAepxFNYHQyR6pHYUu+mDuFdLMd8KG5g5H+mP70H24Pmyf5ipjpiHfRJxGKCOTf+ZnVvgWTJaWtQ8Dj38nzDt6Fy7F1Yde6pjmIQFA2TyyRuwQrl+4feKkBniADT6KCw4KrBFEFRP2vIx8CZo8HDPTsWROqiDNrskXs/jiSQvuRNWRIWkAcWT5sULyn8Ca5kOOCrf8j693FObHZ95X00Q/8MXmk9HQW13EahSyNQQBS27rJCpoPB6OIjJ55Hm2rbhZUxgiZFWmj+DWK+Ygb4ugY+ZZQdSmQosZx74e6cGeciaYI6PvE4zZHWJllsn+SBoyjdCyGAxZrgFSA3tZoGi7ITVV3imfqgOXKZQ1if6A97dm4WPwR6ysCwdjYcPQdDSHd0rWx6HHVgEecjwNQmLoAiZtrofqC8nId9C669jxd//B5hEfw/h8FdJ2KqN1FYFMsNchK1YuAItPfE2PM/0XIun8p/Ep1cCm50IWcJ2whJsgewkU81jHhRFr4auACoUCoVCoVDcGPQDUKFQKBQKheLG8GoKGBciRVIEk1paOp+Bl3J3YpfmD5Bs/N/wJdsadpYdPoGz+EdBNW5g2fdvgEYY+Lfs1BH9kBe+nL/5lsr8/A90r/ULpwd239ES8BWea+SbOU0+0O/y3/Bl2en/CFlCfgMJyg2nCrFJHSyP5ytf2u/+ALt7v+Vt2H6GXVtXoE78gV23GqIsAria94JTrBrY6Zn4LuBkOSX8Vqhw51vD+6tdKAbGAejrq4gNyHZhhIO8BQofN25evch+c6b2dUCpmwchI/j3dK8qid2ykCXGZipjFW07puPL8WYBKtfz/pqvFNdJ0BneP9G9Wtjp6zh9Fd8BJdhBNhVB0zmobyc24i6QdWQpNK7bb3nWiKee2rD+BLTiM6dVDchDrBc7XB94ZoO3QFpgl3PLs5bUIDfIkeq6WcUuxfjp5fi44bt7L9Df1SNm6uH32kGiePsV7BY+812pux3siI28jAJtndI/vhz7HZ/kzhalFxTH1ZWPQYupoETajdMIv0PKtojdi1Amk6UIPcwBxslF7KQeocwaKD+2s98YM8PLzI4wP3s+7wIDaFzm9WiOMjPI2yBkoCgbXqcaqXjIyJVa8c4AunU887lr2NLfBbKJfNnytsktxcY7kCnUK58zA7T1PvMyGkfnPgPd/LXnvGaEXcyXnuaTYxbZSRJIxURWl68gw9PvwUli2Ij3yQyZlUAD9+jEuw9cQObIY/4S6F7TmcoIIotHTtRufU3tdipSakX3rjJ/r402m58KXQFUKBQKhUKhuDHoB6BCoVAoFArFjUE/ABUKhUKhUChuDK+3gRmIb69XkeED3ODdhoqsAtcUmA1x+34V9gE9WJPsSZdkhd7AV6R7aO5BG/ROaApAvxCFlcwVdFnb/0jHn/+Jb++/fkW8vDvRc8WtyDqyIQ3A9L9wLcLyN9RWCZR+UjUSwbndwne5/15sg/8MDufCBib9kcro4WfhJGw1CrUNyuiSPbLryonaNyfevpN0aH8jeIi1Wuh+ppXavoWMNMuG91dMYJeSRZ+DG3yGbA01d1Ux5jfU9vECcX3m/V++pePxA9/S78GSI3hq6xKF3hAsePJKfbcYfp3f0ZhKZ2HpcAALItDsdEc+DmuIbaadSsK5H9p6Xvm5+lsqoz+BdsbyeWO7UAytW9CYiewedSZdjRw3oxd6wTfAztKze5E9YDQUnw1Yc4yR94c7gn5t4Rq4LfSx89SWYcPn02tFfdefqR1EchtjQTe7t1wrNu3+AJWn65aZX9eGP74cnzuag7cr1xTOLWTZyby3POiSi6VzS8V1XhOknVqewOol8rYuoNnLDb9XG+he6wQZUzpehn2gxkpbzGDDtXIG7JzKxOe+pfA2eCu05enlOFmxltPAc0G/HkV2jhleFPVFvCdA6+lr0Dw/8nmngvm1x+RJHY/5HcThUdibjPDdsAHN3lzz6zJYv51qOh5EBo4t2AxtOv5cdxPVd+jp+P7C33FnsMgqMNbcMy/vD6C/fBKa/arQvO7AIqaeuFbQF4rf55XsspbhyK4rF8joFLnW11XCTuoV0BVAhUKhUCgUihuDfgAqFAqFQqFQ3BheTQGbCNYOvXDxBmfwuNJSrD9wGsFbsjvwldi2vcK3qIMlZkFlOUiubK+09B5/x6trgYpJVp6jx37893Tf3ZHX9/RXdK/+ESw2RHnrR6AbfsOXhyeoBy6+h8IL6Q0kcwe6Of0n8Y3+vwIl8gdB5wSgn74QBVAufNt6iVR+WYHmzXwZvYP/H4zlgZ2rheP5WyED7RtF0/iennmxtMRenzlFExrqo7URNiJXoISREnJ8qKxXyDoCK+/5g1jafwQKTyRRnyawRQGqNAu7ixyA2oWk92nDY21AiuG9oKmAcpsbGoepFXYxSKsD3TAJiimBjUP6gdNKD5BNxT8CXeg5RXGONG4aoM7zwtv62lMZWVCT1SLSobwFwNrmLDLE9ODobyFTw2D4eM9AQ601t8cZOxjHntqomkVfNdQu/kxtWwvpTWkhY1LPqVIH9TA1lSHb9VyDNVehd8GXLZ8zMvyutry+lYE+rqkfw5WPz8nRXIM0si+cKr5COw0jb99xC/QlZJ1aLrxtsqM62QDcuah7A5SdEz5oNsjUWG+DAvKAFIS9C9CeHmj/y4bTtx1YpOXCtQNIq05gzdLWMuUEUZEJ2ndOfM4YPsDcveFj/N1I93YDXVc53tYBZBUNzFVzzZ9rgEcplt9ri9ZC8Bo7VzxLyjTR818h9v5BWLOMZxoPny2v72Wi8fsMNO+8EVYyjyD7ANq7F7E1QxnWyrn7p8+FugKoUCgUCoVCcWPQD0CFQqFQKBSKG8OrKeAAmRDcKHbmOloeXYDNqATNmUei29aZ72AJsEOsesDlZk41Vh9paT/hDryJf8sW2EnmDC9jRTdtOHf9yJe2mw/UPJdHaCqRPcLs6O8oNj5XjPgFik4s3yZwa4//Dypv/d8E5QUbJJfv+bJ3PdPy8AV2cPZ7vsswT1BJj/8ushXAdWnD+zy1vwL1ZowJA9DyhddhGjELASSDd7zuQ4Kk9yI5eg0ZL3pPS/vryq+LgeLXmseX4/kzj8P6CfryWf5/64nKgN3ITvRDhiT1cQs06sKfa4WMD9PCacUGsoZUQOfnllPWDdAbM7RnERRThue6TJwGNH+iuJlmoOK/F1QZUJUXmENkqqHuC/Xl3PNdv95zacJboBhoF5HRJ+5oTCL1VsT2ZQsZeNLEdz3PNew4nenZp4+8nas/0L2ej/Tv3eYTu84molirM593ZkhQX4OkIMwiUxPsuF0G6tON5/R/grn1vP74LlBbQbaj8IVdZyZ6rlj9ieoqdsfnitrwavkc5y4U/w52m9uGPz+WuEAWFyOy7Exw7zrwfogNdxJ4KxSQG8h33AXkJhuYq+1nHq8jOFgMYpf+eaQ5rqtojvP+A7tugCwczY5it2p4G+4MymaEq8AWsuZACqaDETKCDFIEcIQYM3/xWqCO+0XQyFB+Wik2To7X99nQXPv3MBy+zFxe88eZ6r4GHoenZ8gsBd8NQczd5w217wYyCKWLmHcr6hMn3AMmL75LXgFdAVQoFAqFQqG4MegHoEKhUCgUCsWNQT8AFQqFQqFQKG4Mr9YAbk7Eh8+CKx9BHoVO4OlRuI6DPsY+cv56U5Gupv5MeqD6yx27LnSkU3CgNzAt/5Z1/zNoIoQWsYWt2hGaIBW+NTtZ0PZt0CWe6xIK6F7Myu9VAmjR4L75e77l3v8nKiP+3+G5/gvXZcS/o/I7fsosJCMw/UJtjfrK/3ohZGupwC4n8nCIoMWqZ64pS+Wn6w1+DrSw1b0EXidTQTYJsJlwievEZnDJ71be5xU4UqTxSL/ZcY3JcKLyE9hxxD8K+5We6hiufDzUnmLDFxpfJfN+qC1kpClURjXwOiVw14+7R3YOszx0mCbmi9ARBtBYQsaURy9sFkAHkz7z51r/Dv4G/VV65PeKGwhg0BV3nmtxl3f0nPaZB/2aeZlvgQtkwfGL0D/C3BjAOqgWc+YKc0gdRBYjyLoQQKPXfBa66d+Qdq5kClz7j3zO3IBdyrXl/bgDbdcJbEW85+PifKDY2i1Up+UqLDE2dK9W6AjnhvrOz5AhaeH62gJWP8mS5rN4Po+tYB0WN/xe92BNFGGdI0du+zQ11EcuwW9EeT6AbU8WevPw0zMw/BzALDFZZLvoDWT+gSETa65XvA90cupFlpSO4nyxFKObzHXDTxP13xXew73or8+go3Ytb7MNaIxLDxpikalp21IdW9BilsLrHkHD+ez4PLnCi/MCGV+eZz63PE6QJQysjx4f+XXhQvW4nMQ4B715gMwqjneXqSJoJ0H3ayqRdSyAzl98vqHt1GuhK4AKhUKhUCgUNwb9AFQoFAqFQqG4MbyaAl5rWkYt9scpVbOCi7cwuzawcuzf8W/PgJQwUCcXkdFg+ET1uP4/adl0n/n2dgc2K/lv+HprgCVmB1YFSbA5CVZ665GWdkexNd1eiFLsA99yjk414Rmonu9441z/X+CE/p+BYvnCl5v9J0jyXQS1m6A7f4D69Zz2sWBNAyvPphOpNRbo5uJ5PfLKl9zfCthHrUg2b4B+Chc4J5K1D/D8o+dlWKC3LNDIW2F14gJQfVCp1HHK4gky47jEKTzrqPwFEnl3FacES0uxsnTUx82Vx9BqKZY3j3yMVgOVP52ofNvzMuwTHS/g5J+eOWUzXemcSzwOA2SUiQ/Qnjs+ljvsS4i9ueHxWh7puawYpN0gBu0boLFgRWV4X9mJ/l4rapfcinpPYCUzcEptAvulek/xWcS8c/1C5Q9gI2X7P7HrRkf32gl7oAUtJ0C+EqVNR0t/X59B1rJ9YtcleJR55XFRTdRuE1DMJXOJxhlfHJHqWyceP34DY/ck5CsQ7+MKGUh6/vxuhIwZBeYP7sxj8kD3roQEyLRvL0MwxpgIljbVzOcxcIgxqae26Vc+jlfIUNOJ51pgrG07uu46c8p+gawr70agVwunJBO8n7o9768M9lYR5p2j4R1RjzQ2gqM6jYICzpHq/mQ4LfsAVkiTo/s+CGr725XmoS8Xeq7vJ37daaVzYeZ08wxyhmYFarvm3ytbkB9cEt23Es+Varp3a7iMzCQ+b74GugKoUCgUCoVCcWPQD0CFQqFQKBSKG4MtRWQ2/rELIduF9WLHLexarGAX4dLwZemhpzKkc3mBXUwZkkG3ji+B+h3tCgt/DY75f8WprOF3UP5veRkVuvAPVIY3vAy/wM4v2LYTV76k3AMdVr4XlJCD3W7/kZZos9g45v9A956A8lonfq8GnMUXsVs0AU1dVkjQLRJqV0B1JKA2QyVow0J0Sa4E3QxL8Uk+zC8I38ASu9hKhSqAylDdbc3rV8Alv4hdVslDm8IuWMxaYYwxBiQRdUX9Wg6iDRNQ9iIBepWojLYmqmMV2S5a2J3uoI9c4VRM2hI9kNM7dm7b0o7RMFBsnIRk4X6lOj5CNpX+Bz42xivFTRZZYSqgvaeJyijL9+y6HuJ3zFD+JMZ8xKw+gpqEbADLzKmZXwq2g1hYOA3jOqB9Yef8Tuyqvfb0O8xo8F8LofL9lfrbi4T31tLfm5ba+WnDx8UBythsuRxiaenaFrIpTS3vgw7miXUD40dkKkgwXzeFjztMoDFBTIco5DvYHDA8kU4zxhhUthS+cdzYLcX1eoG5eysy9WA2BZB1uFbsuIZd3LGIcQzUfJjeJgaNMaZ2sAtaZDjZZeqXqTq8HLvMG6pAJqRtw/vLnknO0rx/ejnuMp+fMsxre4ivraBD/83X4IKxu2fn7qAex3cUG8f1yK47gvvEArR0LeaxEWjfJ5Ge6wtkjZkjHV9FfP3nC7XHeqbr1lFk+4BMKOsn3g8TjIEanE6SyCYTQHIRQKLEM4kZY0DahpS6MYZ9vZTyuneyrgAqFAqFQqFQ3Bj0A1ChUCgUCoXixqAfgAqFQqFQKBQ3hlfbwNTAo7tF/MwS+2wtcNuJ60Mm0Dw1PefAM2wZz6C9qyzXrEwNuMT/R9LbHR+49iL8I+kUqt9z/c1UICMJ6giE3jAX3GZO9+2F7uda07P4B64BmMFp3D2BpcMjr6+7kF7IPxF/Hwzn8iGxghmEZm+1uPeftIe25foIlEqhpM4IG4AMFile2r40XC/xVnCgt4me60i7hv6eoe524vFaIEZd4LoqzMiRGmrfvhcO75E0K9ZALH/hsTa3EPOJ62+qisoYwQagLvxeuYAdSw16U2HHZFfS7LQD19tFcPEpD/RHLcbXminAsPxVaGxqkA77E7cIem6oPTpwxg8r18eOR3rmDcRk3AkrJdRfirnnLfWn/zssZB8pRmi+MGNOR7EwW/7slYV2EUXsIITOEO+tyGjgLOiBwRLq+Mjnp5SoTpP9zM4tI/X/CvNzbXnGjFOGjDZwbhCZj6qaKn+aeRwbzKwEuun0kfe3+46uC4nOdQfehuEM9kjC6sNdQIs5oK5XxE8H2XjAVsMtUhpPMd2Le5XtT8/A8HMAZX+o5TOGj1eM0Rx4f9VQ95SEfr2lNhxn0hRHoZUfIA5XmJ8ehQ/c/wb9ZTKP5d8VquMVxsp3ohuwvtUMWjwxL6Arznrh3xqfPc07P0S6b5y5tu/xe6pj7Oi6eeSV6uC5vOP1CAs9S470rkkiZjJmVrLUl1m0tYUsNJ3h7+Dofvp6nq4AKhQKhUKhUNwY9ANQoVAoFAqF4sbwehsYsHAxknWB1WcHK5tOGFMXoBiy5cuyBVafPTjXt1FQqpCU3MF2bu/4Enj9EROb83p4sKsPe/pdI2w1VkgA7SC5dP14YNfNW0qo3pz49vYpUx27mZaerUiUfgELF7R7sCK5NC6/lygsGKAr0VXDix4uhsqvG9jCvnCat56pH6L4v0KBZf8cRUaOXxAWnPydoJgyZMJo4LlC5oFYYRLxmvd5rKFMsIGRVLHZ0VJ/BhrMbTn9VsH2fidi3jZgaQSWKH4nHPnB1d5D/VwUtGINgf6O0wMdGOovmL1CZHgpy/uX4xYyL8ydKO9KfR4SnxAy2OIsz2B9VPjzb83Ty/EKso/sRBtWIPsI/F4Rrs0Tf5ZfCh7sV7KgYUxFNLzLRJV24plWoPxt4ecCsPKbK2QSEFksYkUxYxMN+FxxGsqBXVIuvAzbg1QELJDys8wEQv3TLjRm0oXHarWlekRBlT1B7LZoiyPGcQNDMqPFRuJ0WPFAI8qkCGf6BwsWLlXmL4MFaMpqAcuiRkiUYM7whY87DzZI8yzTX/1yGGC+m4RdyAbG+AT168W74AovaRd5P7QNldEXkAN1/F1wbejv+0BzWiMy/8SGYupd4u/QxoLs6Y4C4F5krmkw809PdZquvF8DvK+kfCXN9L4+AxUdz7zPHyHTlAN7O6HQMQEyiJTE62taGl/zCHZhjs8bCWzxavAzqweeWWpEm6EirMlg/JaZt/2PQVcAFQqFQqFQKG4M+gGoUCgUCoVCcWPQD0CFQqFQKBSKG8PrNYCwXd7UXHCB1i8FdBqNEAEmtIHouCVGAiHhALqPKPV7YGniwMNkcpy/7z1p8WIt9EugRakLbvUWKe7QmgK2d6cr1xpVUN5VaMU2HlLBRGq3q7BcgYxMZgbLkXDhKYnaBFvuRc81jrRoKYFOaRUWOaAdsbB1vMxC3AkyIFvzjvCgqwjhVSH0s6AF/VXque4lRdBfBBK91dKm4UJ/B5G6zT7D39ApRaQudKhN7SmGhoXrMq4dxUpl+LkwgL7LkHamNzyGrgbKGCiG5lGk67qnc8uF65Rq0AQl0OzthPVBgnBbA8T8zMd8BPuEXuhZatBOjqDnqh+5PiZH0uKgnCW3QsMGbR1WoaMETVd6Zfqjfy06S7qcKKyYcqa+KqAh6oRGzYC2KVXCzsGSPqrH1JrbJ3bdcAG7iIqePe9EyjhIXdcI/XJu6XcRUqHFzPtq05GeMTSg8Rx5f3Rw6zjzGJzhVdNBO4lsjGYBC5ZkUA/O590Z0rX5wuc4HK9pBe2V4fHuQOuXIbZYykljTIJzf5bGFMZ1Lrz8XxIWbHVQT/xf6wR6SxDtW6kHB1scK/q8AeubcqC5Jom0mFvo8wnitRf64lyojhsx766gbTsUitHlyPV7NlDMb0CXv1a8TjNYZ01RfBuAtv96xdgQevvlL+s5g9DeG7AqyiIlX1ngnQzfKFno92qIL0yhWwvLucCs6vi9HOwPSOl172RdAVQoFAqFQqG4MegHoEKhUCgUCsWN4dUUcA02AMXzpWIHtiqY/MOJkh1SrGIZ1YHLvQUqh9nPGGMSLHuuHS0VW/PMrmuAirWL2Le9pWXUGeo4jJw6yR0tj3cDLRs/X/nzDw08v+ff1NVMS9bzBI7hYrnZNrTUW7BSni9fJ0PLw4I5Yib3yJT1ghmbwMLEo22BtIgAx/Qo6WGggcryhrTHHmxgLsIGBrbBmwiN4/lyu8vUOLbn/ZXQUb6m415kiVlXsO1xVKdVsM1DD9kKZt6Xpnz9crivqF8XwYktC7V9CeAE33N6YOnBcuYqshXsIXMHUMAp877LDx9ejrcf6LpJaDEqaI6SuOWAA7ujDNSzlXEC1HxcQVIg7G3Qu8KvgrKG7AUlvU0cOg9zkhV0IEgvPEgUUuL90YN+I3Y8tvwMMgcj6CZAaul3DWQcSJ63Qw3jOhUeWxYy5mTgb+tW0EvQd4sDmY8X1llg/YIZnYwxxt5DXMBcaCd+XTRENzcgvRkcn59m8ONIlo+FnOleDrLFxIFLakqCrDUwzmaZgQHKL0X2CVhzCaujXxJ2D1mseOIWEyEDkYeXQaz52GphHkvyXQsypRZtSno+n9qF2nTsqA2PLX9BwRA3Tsg8KogjD2x+ank/bCzFSgQLnxj4dbUFedjIzzl/pHOOZCgX9F8yxgzpieoH3yezoIZb8Fmbi7REAzs6+NSahYyA5WRDDzfx6WLguWrDYw2VWK/8rNMVQIVCoVAoFIpbg34AKhQKhUKhUNwYXr8LGHaBVmL3ZcSsFrAcasXOwQKu+bYXO9Vq2MW24L9zisHVREUgDbWIlfcO3PDznj/iHneZwU7KmVfJlES7/TxsCc5FuOQnWOYVNN8Cu4J8Be3xZ7t0wMm/BvpC0LwL7MysKr4+vMKmK8zIUgvD8ID0HVL28vmBScpiKdoBZZ2Wt9l9aYwxFtzkjRMPlqFNAzQcZ31MM1LjrCIzQAttv7SQJUawiwUaJ0DmFid2nO3h/1gXQRd6jAFUR3S8I3qglQrsxr+eORXRHel4nXl8tY7kEik/vBw3DW+cBSihDEHUFF6nePr0chzELusDPOcZeAknZB+5YMzD2JhF0EN2CT/xOSVV1A9l5vPSL4UdUMAXccsKpTJAByexg7Uy1B/RSNoQrz3SYc+DsI0wx4H0xFd8PBag6ILIiuBANuFRhtLx+oYzPXMbIQNTzeMngmQFs+AYY0yqwcFhB9mYzjwuAsh3KpDX1Ja/C1CWUCXOgRZDdLGFudUNQsoxUX0xA0k187llhDHoRNapDNKD11JvPwfshujcOvG1nIAvjoiuD2KHPbxsJbVtYbxWkJ0on/m96gpkOZCd6+L5/DR0QOELCwvG9FqqYzgK+Q7M60OmeiRRnoe5ZRRxaH9DkpX1RG3YrPwll2AHLso0ZOKrpkBMJbkbmS62kMUkiykOmeMWu6EVUrkVqG3Pn8tU4EAwKgWsUCgUCoVCofgL0A9AhUKhUCgUihuDfgAqFAqFQqFQ3BherQF0PekIpNZmAJoaZX85cf66AUuD4nkZqFND9/dF2Cd40LpYS8R5StzhvhSyhRkS58rXPWT/uIKmsOFapg5s02OCc5l/N6+gbaw91yg5sCOZQfdTC5f0CNoxTGoSN0KXkelvvwgtJmyR99D21nHRgof2WECHVrXCBidQ27SJP9dkfiXdC+jSnNClFdBIFbQSCVxw4SC+Ki80UQ2124w2FsIuBkWWHuxobM9jLaI2Z+X1aMEWacHQy/y5Kvh/WgR7Cxt5u9d34Dp/5jqlBNY3ZgsWNlehxQWxZw8ak7PQRPkGMq2IsTxD/S1qjKT1AXSRA11tHnlWBwMZH0RCGhMgE0Up3I7mlwJaghgvxLGgWe5BK7d6XvEU4OGzsBUBLc9uoL4/X7nezoOFiYMMObnlllgFJmUvRMUuU5nOUj8GL7KTgEDOgiWUK/y5mBtLEAJJT89cgd6qM3zMXED3Z2E+bSZe3hX0un3g43OCWBtALB6FgCuBfjcFEXcIHE7CLquG9+H6hplAegc6bDEFhwrsbcDSZ7mKdxy8kydhfdOihRNkpyhSBEdSeZMvNE/0rXhPwnxSJX6vBebJ457a83IW7y6wMco19cMceMzvwRbpaRBacQPzBLyGKyfsiGDMtg6trXhjB7AOO4hsT6iDLJCRrGQe82UFnTO8W1IWbc0sqPgpB+/8P/vdj0BXABUKhUKhUChuDPoBqFAoFAqFQnFjeL0NDGzNboRLfErgSA8rzGL3telhhT0ISww70Bp7guXRXJ7YdWBCb1xFy/dBOHB7oLx8zddKa1jCLXAuBf5cK9qlQHUFU2w8uKtjWxhjzAYybeCqbBar0gnsXQpsYZ/kTm98TMlKBrA3gYwhxoq1YuALWli/X7fCTh7sfSqxvT2AC/9bUsAerFn8yvs8gJ1GDZY7VqSkCfC7ImgKTOxtgGKxhVNimETdQJd7kcWjjtROgmEwy0Bx44BGSEn48YCVkO2pfv6Z99fabOAnIoMM0OUZBlGpRGYAsH5YwLbjz6hOcBrpKt4PORA1UwLYO9V8bCRoOAuUaCWYw+DgnOU0XYR+Ka9MgP6vRWUhs4bhcYHDNTLKm/eH28NvLlxeYYHmXyDrQiW8IyLEZwPdI81wWojpsOFtFBcoP0JfGWG30wHVHmA+ETKMFrPsiJqsMO9mSHHQ7jm1nU4gqcAHE6xW7ICiFOxtxjGffzw7Rw3PiTZlUVxnYZyUKFsYM4G8oRzG4pzMa1xBfSO8TzqZnQsCdpSsIbzLnIcMN0mMd4htPNMO/L3Ds/bwMur6L88FKfJJs+zodzVIDP7MEWwGixjLx80S6B3S1SDDKdLrDOZdsFwywn7NL1SeMzwQM0z6AeVror8cSkJg3MjMYgYo5XrlcRgcSOySjNG/DF0BVCgUCoVCobgx6AegQqFQKBQKxY3h1RRwV8GuR7FUPLKlfljKbMWSKqzEDiLf++SIBiiBdukMifOtS0c3r8CRPYlE87bCpX2xWxZ23dmGzhXB0VWwTJ0xo8fCd1gG2AXmW7nLDspHmkvQknMD9CXsdIpip2cBLroVXJkFGjmgS7qRmTroXA3P72R3VbC9K3K6sYLl5vDK5eafAxbpbJ672zjIIJBXeGZJgWPINyIQ4VoL7vJF0gNAHVmg+orYIdY3VI818J3qbaFzCXZgZyFnCBADuKO7CFd/Ay7xzvEdsTUkX18wNUrL+7UeYYc8/DvuTDPGmIjZJoro/4U6poWdb67w8ZWApsYN0k5MMBbiywv3+zVhJoO3od9YDA68XdyIWREwexCnVDPMY1bMcYXtnqW46C2f41ZozwLtkns+B/UQClHwqC3MjSs0rVDNmPVAc14Y6WQ/yt3CVIgLgpcD6cGSYCex2B3ucPcpZBaRtGEGWdKf7TBHaQDEfiWcEzI8P9LBi3hnNLiZvxdxdsV54sfp5p8bG3B9CFbIXDZAzV9grFa8Y1vcSiqobezZuoO5RWS7Wg3GIf17U/O51cJ7MlS8vxqH8zXdKyR+r4xzHuxar0VswKZacxQ78CPE1wxzS9rwe6GTBGYgyXKeASmadJzwsGuXycMks4s7usE5pBYXBug/H/lcmAzKspQCVigUCoVCoVD8BegHoEKhUCgUCsWNQT8AFQqFQqFQKG4MP8EGhrjnRrhUrFJi9i8BOM37TFoXJ7emF+LlM1hTpI7rTaor8fl5J7JpAHeeQPdQCX1EBhVU9pDFw3DXcWZCfxL1bcnvoQO90uylfgs1VfDQNf9GR2uFIrxkWrDjWFDrIv1HQJeIZ3zN6xQsPb9wNzERnSDGt7Q+AP2RkdlJCBXoIby4zvXgfr9yXZUHzRXairiaawAjWAZVzTv695prQJoVdG5CH2K21H/+CloRod/w9RFuDAEmhbSgg6omoZ2tqS9b0GKlwK+rQdu3QHmorzTGmGLB+sFyTewetG/olnMdeVtXYMETV+gjEWsW4tDILASgHc6Jj8tfCs6i5lNkNAJtU4FBUmpu+4AOOyKxkuk60PNBFo/0Z+Yk1AeNI71utFzXWUC/KUswltqvg7GwiAFfgaYuZirPClsZf6G6t63QZUFmnRV1ntISrKN7NaDzXk6i9i3Fv7TmShnm0wjzZBT2SBWcQ/1ekmOLUka4htvW5JVElm9pA9ODBnIRullWDdCDO6EbzxHHLh+fQ0ttM2KsiQxfFrSIqYLsWQtvixbaOq+iDKj/OlAdt1d+3QQxlf6ZpCuo2WzEexJ1sAn00LHiL2+L2YmYxpDPhR7m/EpYeC0Z4gZMojCLmTHG5EL9UDA9ieXjsIV3g3ibMLw2DnUFUKFQKBQKheLGoB+ACoVCoVAoFDeGV1PACoVCoVAoFIr/PqArgAqFQqFQKBQ3Bv0AVCgUCoVCobgx6AegQqFQKBQKxY1BPwAVCoVCoVAobgz6AahQKBQKhUJxY9APQIVCoVAoFIobg34AKhQKhUKhUNwY9ANQoVAoFAqF4sagH4AKhUKhUCgUNwb9AFQoFAqFQqG4MegHoEKhUCgUCsWNQT8AFQqFQqFQKG4M+gGoUCgUiv8ve3+2ZUlyZIuBOth8Rh8iIjMBFOqSTfZDP/b//0K/9CLXat4mq1AAMjMifDh+Bht14ANJly0CJOCJQnr27SP7yTzMjpkOomoWurduUSgUVwb9AFQoFAqFQqG4MugHoEKhUCgUCsWVQT8AFQqFQqFQKK4M+gGoUCgUCoVCcWXQD0CFQqFQKBSKK4N+ACoUCoVCoVBcGfQDUKFQKBQKheLKoB+ACoVCoVAoFFcG/QBUKBQKhUKhuDLoB6BCoVAoFArFlUE/ABUKhUKhUCiuDPoBqFAoFAqFQnFlKN56obX2Z9/cOn77DLfwMbNzVZnod5vy9Tg98XuOBV1Xl/H1eEn8uhToYb6s2Dm/hNfjGcpYFYFdNw/0d1XVcIJfl0t6Vor8XKyoLqWh42WZeIGjp2M707HoIQf1dBU/GSd6trNU3uj5swp4lFmg7CXvkzTAH5X4v8JMBcmZ/+6XhK2pzoUobzE1r8dl2b8eBxkbUJWp5G3YjdQ4OVO7uaZj18WJzo3QoP9D5Pf7dyhHPPM47CCkgqPY6CJv69BAvAa6rkkndl2Gchz7kp1blxRTDsZeqBp2XYpU3gLOhRTZdWWiuDlm/qx9vLweH8oVnegv7LqblhrgAGNtZ/mzckHXzYnPQ0Mc6bp3ikNbQD82IrguWHYYaF5cB6gS7++5wGvpnFt4uzhDbRHgOsvDzOQA90+enbM1tRm2nhfzU+VhXMC7YJl5m0cDZSxW7Jz3NKFES/crC16vGKgCdqb+jWs+tmxP5cgFb18LMe7h3RLCml1n5jNcB23oa3ZZmekeA87PxphypPLOeTTvBSxvsiL2FzjG8Cr5+Ckn6Ev5simgnvizQlwXqP8qCK9SvOMniEvxmjRdRScvFRRezKeVg4L09LDkFnYdvhrmise8cTCvQznkJ84MDVeFAv6dP8tMMEYzj2U2tLdURx9FzL/Q33VBBZl2/FH+TBWzYkrB75Bw+en5BqErgAqFQqFQKBRXBv0AVCgUCoVCobgy2PxG3sSWf+NbMfz1W6zE9yUujjMaxRgTPC2rNhMtt0a53Ar3XHBp19biOlrad2I11MI/uABUqVgC9kB7ZaCeKsNvGA3VZWrETXAJ2xJlV3MWwcywfJsX+s2q5PTaxUMrZt6+zUTlHc0bl4Ch2ZJgpVmTTnwZPZu/TpX+0rBraqdWPHaENfw1UCKD2bLrElAASdCtBmQFG5AKXDJvz7ICSrimc+2ZXWaWFd3/Ipb9K0MNXFmgxwRdOC5ARSSQRxh+vw4kAS+ej5vKwT16qtdieHwF0FI0QEuXljd2hnEpFBFmA9PBF3Zzfl25QaqPBsQs+hVZ5GXh5bUgRUhZPOAXAsph/N+YFiN2Y8OprBoabao5De+BzmIsmhcUMFQ3zzB/OD4f20SxmqOYT+HRFVDMcxLzB5tr6bjz/Fk90M21GKALKAAS/MyJKTPhlJnpWYWgA0NLMeMnIQdpQL5wpnLUgg0cPbxr4Flm4e1kHZ1za3HuSM9efuJd+EuAybJ2vGLNTH05/YQqwRhjMsh8ihXvCAdxFCK8r3sRh1ug2EFC01khh2rpOA28L31HzxovdI+64u2JXRRq6oeU+LxQgqChS0KmMNDfU40DmJe3gG+U6QhlLfnLO8HYsIPof6hXN9LxXPG2HoH2Xb3Q/YbIx2HqqLyFGMuuoTaYnsQHxk9AVwAVCoVCoVAorgz6AahQKBQKhUJxZdAPQIVCoVAoFIorw5s1gAVs/Y5SywRCshk5+5Hz0CtLYp6x5JYQJhPfHkE74IPYcl7TsyNYp0g3hgl4/yx0BLgTvoAt/IuwgQkgGKmgzpHLDYyDbeBSsWgm+JcOrA+EZmVBbQZoOxphe7GAiENazuQSdJSgKVhGYZEA/YV3kNYPsYD/HwRhH9GCfUz/fhrAPWgiU+BxaEBTViykAYrzC7tsggCwbsPOVbC3/lhR66yEvOwC4q8i0cn1wmN+aUA7M/A23K9Bi9iTTsvagV0XDYlnQCpnxobXf4AYXQktUgFWKi+gFawMf1aD2k5wmamEaPUQoEEWHqOxoWevQRM0tnIcUlvPIDjdTzyeDjXdv7xwa5ERtL7vZgOD+h1RdzRTQX2grXi5AwhuvdRKLTjnURsVwsLFgP4utDQu/EVonkp6VieGzJKp3ZcCLCZK3gceqhkC1llMhqDzcguvlwObkQBCP7+IeEcLFnxWELF6A3PQIMoB7wmM3LKXmjLQCoJK3db8fvlId5GuIktD5U0nXsZfEn4NNjCiz4s1aCcX1Jfze8QNvBuEdUhu6P5+pvstM79J0dA5D5Y+48gbqkTNcsfHDUgxzQJjSCr70wBzYUFt7b3Q2KJVUcnL0Y4UlwPaoN0Jq6sT3dM5msdHy+vfwFieW16O+RHeE4F+F1pe/wrafmY6P36/ZqI4PLci5qFc+fK2uVBXABUKhUKhUCiuDPoBqFAoFAqFQnFleHMmkPg3VhSRLrBACcifjBlo38iXZWMNdEEPVhSCVJ1H+mbFnelTw+kGf8bFY8HfAZXiYKk/SL8Y8CeYLVEFduDXNbC0bQVla/d0vAxUYGnH0MDfE9hvjMKbxQGv5IT7PSZrWNAJX7T1HOGewGd4QedkcGRPYinazYIHeSe8APW4FdY/Myyjh5pibbMVlkNnuq53fNl/PdAS+42jPn8W1G5bABUNvGwUWWcusDX/k6DEemjvCuJ8EfYuKL/wjijPJLJ4rCBeF+FpZBf63T1QjIfEM5wEoM48UJ125s/CJA+dsDRoBqJmnsEiZydsix4hhLYgI5AkWgXPHtZiLC/35t3BaF8xy4FdVgSK2wpbEc/SIkkaGRoG5AVOZL6Zmd0LPSu2fF5A95he0EYlSFRqyFrkgrCpsBCrluo4V7w/KpTyCK1MAtmPvYc583seWxVY0HTQTv2WZ/GYgA7LnpejAQuPEnyFghd2KRhtI0pj+P1KKOJciD6f3sd+SMKDNY0V2XMCZIxIMCf5zEcXZkmqhDygiEBtG5AsOD6O0aonQNushN5gBjlXEDFqYaw0YOkyCZlPt6M+T1COJOy3MCvGLJjSAuyiCpj+wkXQ0oGeNTZ03PX8urQB2zZpAwNeTcUeJGVCojOvqJAWpR1ifFmg282LtHSShPnfh64AKhQKhUKhUFwZ9ANQoVAoFAqF4srw5l3AfgXLwZNwmQaqzANVJlaU2VZdsWJt1o6W98cJdvaJVU0/03Uesh30TizZwxJwI24SEy2Dz7DjLGVerwIykjSWdh8NIt2DPcNOIrPn5dgS7RFPsOwtyPcMPE2ArBN5FBd6pITEUjQkUa9gyT4K+/cKlraXlv4PEJZCXEf3dw2nokegZrLYZfxLwuKOrlrs/ILYm4Dadn/R2LALVpwaIWpLyMix7/n/lc4ramsX6blFFrQX0LzB8ETxO0OxnEFGUYhd9sNPmNXPov4FSCey1GxUtKV3jdTOxMvr6v71+BGua7KgKVfUvqfjiZ26A/rtS8SE8kJGAG1Tww62UmSxOWJWisxjuYBs60t4m/v9fxYWMmEYzqAbR81nEtBhXpQ7QaaaLDK/OKSHgLJ0icdgwN2IeEpQ7biDM6+FbKRAZwKKu6U1HFD+ChwWgsgQlYECbsVu7hGkNxn4xizqVcE8PIP8oRbSG5Sv5J3YwfpEFUB3h1JIPiw4KVjMnlGLFw/WpeBx7EeYu5f3mwsd7I7PlTjZ44UwxkU2mRrG1lTyOmMtbQ0UMJ/GTAFNM9zQr0r5ku9BNrMR8xO8y2uQpaBEwRhjejBtyLCTfC12iB8ncIQQ3HYD2rGAEo5KxCvsEC9grI2DkOgskO1D0M29gQxiQA8PIsNXg7QvSrnEtJsniC+R4cTDnB8m3QWsUCgUCoVCofgr0A9AhUKhUCgUiiuDfgAqFAqFQqFQXBnebAOTYOtzbbngIIFmJ6A1gRU8NGoHKi4yOYMWw4P/d0pc24fakQTlkE7geaTynndcf9MNmE2C/n0zcUFPfwOWBqDtuAnc1f8B9FWd5RlOLlCvGrUYBdc2RMgEUbSgKSl7dl1eUHsm3PpXpIOwsOU+e97WFjQ2AW1rhIZqhvDwUotY/TrWB6ajmHLCL6RroP8i9ddqEXYEoGfMA9e9/BZC+/lC7daLLBbrjtrq5QKawsDHxhq0M1E40p+g6b+D9h2EnudbiOVTAdYXZ26fYTcH+kN4Hzykb+h3NV03Cr1drun/hBVo3aZnYZEA9kQx83KMoP3ZgH2IF3YnPerg4PiYebyWicZUVfLylsOv8X9YKoMTtk8lFH1ewLJJWlHhn8JyxTrIQAATVClV1RYtV+BZImNItYVHXfj8ZO9QowR6SiENd5BZyIOlTaz4+Ekz/d3vRJ2P0Heg0Sr3/FkWxhO4gxjb8XoFtMh5EfFZ/nVrrkVoWesjxOCGGqrMR37djn53eeQDNAqrrveCBU1tNfPYyDhfVdSIy5m3dQT9ZS0sjSro57BCvSHvhwGso9ZgidPfCX0o2MKsznx+mhp6VhHpnZdFLEewQtqC/nSZeJ9UOzrXiTE6QVYXB9m+lhuhgTyBvR3ooaV8MYMNVtzwmC9e6OK+w0xV/F3bB7BZgm+oQogA6wvMySJzyTL//ExIugKoUCgUCoVCcWXQD0CFQqFQKBSKK8ObbWAsJFc2Yru4WWAJ3MNSrOfLvBaWKLPMdtDCcmsiSmmxfAnYjLR02q7oHm7hz/KQueLohF0I2AIUBVhxBH6PNtGzLrBE3QhaegYHeSsykjjIYhBL4sC95Uu7A1DMmGw+CvqymeEeNXfGX9zL63HZU7uNImNInCE7A7jJnyte/yXTs9zCw4TlIPhbaWL+ybDgmN6KhOI30PSHSO1+kzjdfrSQ2L3h/wdKGdrbEqWchJxhBiuBGm08RCYQFyiuk+fnkNFCi48cOO0fE/GK6MZTVbxMl0zShLuSU30PaIV0BrpwdWDX9Q5ieQC6Qdgs3QxEkS3Fhp0bIKsNWhPULaeKz+kRyr6j3yyc218aGr+3vZBEAP38FGQOkV8GDYzdIJURQJUmoHJmwRIWLdJXvB8b+N3oUG7C625hft1A/5yFE4kF+63Y8z5oWsgEVFK/DUcxF0KsBZifZEaDC4zJ+iDK291ROeCdkXecDrNAy5aQIWoIglIEKU7d8XPjSL/LJd2/mYRU6AjX7aC/eh7vaxi7U8t9UBaoZr6831zogYpNwn6m8jR3WYgbK2yLMsRl2vK2KWeQZcH8EXreX25LfV6uqR96IS8pYA5dSv6s7QhZTb6h9j0NvMAR5usbuH9KYiD2dI+i5rExFTTHVweK81PLB2lzoj5PG/g+OYn3qae5a0j8nIUGXkGmqqEVGXTAZiyAtENet4a4DDV//2WwhRk/qw2MQqFQKBQKheKvQD8AFQqFQqFQKK4Mb6aAa0yiLXbVYKYJu4VMIINYbsfVUcepCG+IfrCw1B8aTt91nuimEjKSHFecKm3PN3S/6sDOldXt6/FSPr8e70ZOZb1AnesCKJuZfzfXE1Bla04PNBZ2RV0gK4S4rgJ6/Ay74FbdC7tugt1OlUhsfkGqE5PPJ2FPDj1e1LDTa/5pp32ZsL4ECmf+B3Yf/aO431BdxGY8s19gJ/VEdGAndkF7Q3HzfctjdAOJ7rtAffTU8XjdXCje4or6eCUSxefp4+txX3BKbAsZP6qCKJZJ0Bkvef96/Pt0oH8XO5NPNbXNN195fI0d0LKQueap4W2TYcy+OHrWRuy+9UCVB5EAfUpUlxm2cXaJ76zsIS59CVKJyMd8AXPDRcgUzIXO5fA+O9NLGAtZ/B/aQnaeDPKKJMYWbpx2wu0fd/BHB3Rb5PdoHVL01Adp4QPDQjaCUsgmDOzMrEYa05PIVLDgXHCgwn+453Tg1wYo6wufk1fg1JATuDmIHbczZILoeipT2PD6j5F27VYTp/8tZEOB6dl0Qq4yYYYWiKUkpCH5BHUp+LPKLUlx5i88K84vCddgrPFzBSpZgKKVWTwi3MMH3r4BYiUdqZ3Wd/y9My407tqZ+ngWGVPqNV03irkLVAWmAxnFhU8FpoMd43akStu9kGU1kOHmUZRjRfHbAz2+EuNreqHfjbBDPon5yQ0gD7P8PfE1Q4YToNRTw59Vwy7+C8it5LdGBx3bi3MFxPZyFO/yn4CuACoUCoVCoVBcGfQDUKFQKBQKheLKoB+ACoVCoVAoFFeGN2sAiwpsKrxwf0cbGNToOLElGraqb2rOy08TOJLPpAEYWq43sCBgq1Z0rjjx7eJ2Q9z+ErldSgfbxy1mVki37LqpA21Dhnr1Yvs1tGAquT7AguVGBkuDeeE2HcGDngG2c+eJt+GlpvJ2wkonRTo3gpVObXmZUC7TQb8uJd8GzywChKTAgSZsGd9PA3gL7vcnsQ2+AelTM8JW+huxbR+K6z3/P9AWHOovN9Ru98KqIzV03QwWBt7x+/mG+mHthaBlppgdwQYmFTzTzA50ZQvoVCYxdNee4mFeeF/aifStC5xrmjO77vuJxs0exsYh3bPr4kK/m4V2CO2ZBtC97IR2+JIoEFFH+yC0rRH0Yh+E/uZU7elZl2fzHrCgUTKivw0690OsljXvjwCWOH7i9Q0G5gbQSttSaqqpXZqG2nKauZa5manNWjGfjivq72qmPk4117nNAfXLkKlAWBs50CXazHVZAbLulBU912d+j+EEGuhEGuil4+PCnUhvFzquZXUDtfeY6Dq/cI1WBfrIyWFs8bGFEugo5n8P7dF/eb8MSRsQzs28+gYdkQqIGydsRTz86RoeXwl0nw7eY6nhseEr1KxSH1diaNiC+qS75SeXGvScHcX/UvEyVZD9Az9D3Mxjo4O4nkeh7QP9cgMa8BOXaJsCLNj6I+hXz7z+6Qx2MaV4Fz7S3xNYKVUzn8cCvF8CvE+C+IZq4L07CuFnA/F7/lFtYBQKhUKhUCgUfwX6AahQKBQKhUJxZXg7BQzu92XBLQJCgMTbQFdFmVA80FJpaEVi8wUsV2ALt0yG7IAebipazk81tyNoArlzHzf8O7ecaO3YQ8Lq1cSpbVdQeXukFzlrZipYb7/UnIouI2TTgKT2Jy9c0iHx9AukiOjmA7tuttT2OfI9/WGkc0tFy8GVyJAwg00HszRY+HJ7Y6mPzpLmhT7Kw/vRHh1QAHc1p7P+BI7vn2aKhyls2XU3QFs9NbwNt9A0FWT7EAkEjINsOBasYzaRx9q8hh8KB47dGROAQ9YRkWw9PBGll8HuYDXxG56AEhqzSD0BCdYbsDs61Ad22dpSPIwD8Uox/old9xk4sWLg/JM1YPcA1f9OJEA/OSrTcCIKp6xFdgmwmYiWjxuUQbzM/P6/FKzHPhWZigz1qbM03mWiApNgQqnE3AWWE8s9ZN34KrIHQbzXSG3eCSkHzJNmEHY0aygHsFLlilNqVQVj3FOMFIHTzami++WOj60SqNM+g8VI4td5jOMDldeX4p0BlhjJchq5O4NEAewyRmED4yCeLLzHypH3K7ZoEtxmCTZo01duafNLoryBd80gbZqoxA7Sf4Qt5zkbkJ4UjYgveF87kDBYQT1WkIUlQVv7j+K6Bc594s+ye2r7W1iXslv+Pg0t1bOKFJOl5wMsAFVaCO+bATJoLSBLG3phzQL2VhlS+VwuPDb8M3wQHIScAbKGxUeaJ5/F2Ng80/tktDBXO36//AwyH2Elg7d8Poux8hPQFUCFQqFQKBSKK4N+ACoUCoVCoVBcGSQx8ZOAlX0ziATgFijLDLsUvXD7xs1thWSowBofKYCp4suc94auW3D3mMgsYlb0u23FdzCakijBdQVJo/0Nu2wPVNYES8WT2HGVS6KbraAOrD28Ho9Am+6Fc30PdOZtgEwKYmfuDDSvjfweuaHyNkC/J7HzrfNAj0I2Btvytu5hd2K14/T4PAlL+XfC0NLyfS/qv5qpjI+Q/cMLim0DYXknqPgEmQFKB3Sr4f16sEg/UfteVpzauMHteYKm2gF7lqd/oT9qXqb9DcVXBZRn5iyd2S/UJ0PkQ3uVHl+PnyHWWsFtDzXRD21JdNbY3rHrSsg0sms4rYSJYT5dqE+OgrKoAtE7fUNxvhRydztkvyl4X4bA4/JdUAEtNfHMDwW4BQQYdp3YAd1D3DnLO3KGOa+EHYzTVsynsHOwgCkutzzOWDYixyevqgM5DOx8LdbcOWGB3cM1zElzy+cWn6Afa+6q4D7DDlFPMSPnzEtD/b+CWIg13zlZfqZ2O3V8nlxgN2YaqD3qmq95OEf3n46043hceJnqHfVDFu+/UdCv74UM76cm8TEzrKitW0/lbUshL+mhLlHuAqYxHuHcbcFjeVzRPfAVWtxzqVgBqcD2H3kbFpAJaQ2yimIvsgJFui5/R3NBceFx6IDqH7a8z+8g007YULuN3/J+HF6oHCPsMvZfueSpL+nc0vB6rR6oDeIa4jqITDsgsXM4Vyy8/jNkqMlih3BZv/lzjp71s3+hUCgUCoVCofhvGvoBqFAoFAqFQnFl0A9AhUKhUCgUiivDm0njBTRQXuhZYk/fkRVw2VGK5UD3khznyhvQehRAe1eGa3wCaBvmgrj42vJnlfbT63ELGj1jjFlD9oeyIdHCduLaGQs6gsURz5+FdYgtwLnccM5+yXR/G+m6x5JrqlrQ78VI2iubt+I60FuNH3g5Aum85pLqsmx4WzOn8QJ0PxeuqUOr9WXgOq/CSPuL90E5Uts3QtuxihR7P4JNyccsrARq6ocp8LjpwBahBxugwvH63i50zoMFQT3z61YtaD1Ef20MxdSmoDKuE9ezlJAZpAMLBj/z/jpVdF0vMmYk1NWA9ctS8jZ8TBSvRUXtdBYeNu0W6in0UgHa44eOYnJt+bOyI91W2UM2gZI/KzfUR4WYe7LjGXXeA5Uh7VEQmTUyaDQdZBnoe64bajxoBTOfT9BiaKqojdZCKzjWYAkFWWDSKOId9GtlzbVH8x5iN5Nmb+p4O2+gLkv7zevxvuSazAzz9WT5uQkskaoFbH+GB3adGWn+KzLNk72wvcrd4fV4JTRw44rmfAcaSLQpMcaYBFZKriBRbhBZhhzUJVtejqrm75f3QgmxFrb83ZVmKuMCmj37yON12dG5TtibYbYjj5ZbQg/ebmiuyTCdbre8/9clxWWz5eVowIJmDeVdhCVWBRZRG8j+Nd5wDSgmE9qKecdDJrAR9LKfDMcZpuETaOqPmcdGAM3qeuFj7wR2d6mEbD0n8V0DIbSAeNj+IOxyCip7J17XL9XP16LqCqBCoVAoFArFlUE/ABUKhUKhUCiuDG+mgDHbQRCJnA3tnjcBvClWHXdF7wNspV7x5eE40trxypO1QracDpthe78riLJYGb4M7z0t569rfo8bWN7fzHSuWQmKCujBFKi8h5VIqH2iZ7UrnpB+nmkZ/Qj01QfDl6yPsKU/ZuqWJ+G0v4Xt473n7TuCF0RYnl6PmyPv5qWje5TgcG5aTg/h6ns+86V4lk3kHVHBNvsfRm5Vsa5oTXyHyRp4tYx5gLJ/4H1uLbX3PBK9ODecYjFAdaC1xlpkZa8sxeWt4wWpR6K37ioq079YTmehM34GS4e84mV6CkQBXDo+vn6MRO3WIIG4DDw27vP39JtA8WTP/H6X8vB6PK45NXl+pJjaAV04GE71dSC5WKArN5bTuhkol5hEto9CWKO8AxJYnWQnMv8A9ZaB4p9LwdcADWWkJQTYrLQwjwWRZcZA9qMI9H+1FrQRZD5ob/izvN3TPUqIkZWQ6NxRnxQTZBza8nkXLWfawGUuC2TyyAvV0T/yOS58+kLPeiF6MZ34vPsC1mHVzOtswGamNJDRSWSF8ILOe4WwuZpB5lD2wsJkw62A3g1gfTI5LtFZfQRJxQuVd/yWz+MFSC/CPX8nVXu6Fmn0XsTGN/A+jR3dbyvepw1IQxph79KBJKIGGU7dyHcyleMCNLIXa1ljQedWnj/LgBXOHUh7NjOfT0EdYS7wnvw3keFkgbl7nvmzHJRj+AKSopnP8Rnm1wyWOGHh8waOgCi+axYn55i/D10BVCgUCoVCobgy6AegQqFQKBQKxZVBPwAVCoVCoVAorgw/wwaGeP5S6IE8Wo544spHseV+XRHvvfRCO4OpgSKdyxXn5e8aSLs2k2al2XI+/GNFf3eRW6msV1TtzUJlKi3XR8SKtA4nsOm4E/U/tfT3eRD2LhnS9ayojpWof4I0R8GTBmZ/4WX6ry1pzKIT+rUJdC9gJZFrrp0JoEVMR7pHMwoLm4b+Zmn3jDFF5JqT98IKLEK6xLUo4Cxhip7i5ChSSLnf0t+/FZqNryPpeVY70k6tC97WLQydWNG5GTRVxhjTgU5jb7hm8RZS7/1mmuE6rom6g1R2GSr57Lh+CcdXsrxtPoJFzjCB5UzHtU5HiN99ojqeN0/sOj9ROe4CP3cGS6MTjKGdiOUJUhetK9KzDs881rKjPpJjdGXfX4uaQRzbZq6b6iFOLFgRVV7Yr0CaQZP4XJDBmsOewOql5j4d3u1fj1eQ+tJ94tN6hnSP1ZbPT/kerIggZVrc8z6oWrrOgQC2DXzejRDTlbCciRX1ozuDtlGkanSgjzqeQOdc8Hqtb8hiyB6E7dEA898CtlojLxM+Ox/o35uCj8EF7jF0/B7u15kKzdTCuDBifn6GVHhg6bOWqUphWsvC+uYDhOhDTfe/WQtbMZh3mzW1zarkZdrtYH4SWukOtM3zDRwnXt7TJ/gOwb0HnUiLBrZIU8n76xb0jAHqXxX8PTnhfgYI0Y9CRzo5qqdteRyGB/qhhdRt007Y9oA8uhjoHoXQQC7wzo/CBqw+/Xw9tK4AKhQKhUKhUFwZ9ANQoVAoFAqF4srwZgq4SrR8aRtu+5BmWnqMjpZeK8HOTJD9Q1pzLGB3YBdwrq/ENnB41m1H9EPZ8jJ1nqiODzNfGnWw3XvKVJCx4XROGcFBHrZjHztephfIEhJvXtg5NLQoT7R8XbR8GbmG5fJyJHubo3Dk3y+0Vjy9cLuMlzUsl0for8ipowLc+kfYSj+9cDon93RdE7m9zeJFlpd3QgQ6a0q8v/ZfIKsJ0Aj2xPtrAKf5r3e8HmhQvzXUbqO/ZdfdTTR0bgzYYqw5FfFNT3/vRbaaXUXxBUUyVlDbF6C+MvwmZP6saIk66CZuMzCAHcEWnnUWNkMNZHYoZzg2fHx9BRuTPxW8HE2muNk/ED183IssHmCtFIEeniynyk1D161FtprP0uLnHZAh68TkRNYWzHAE3KAvxGQ4UCw4keFiXIC+hAwJxW7PrnOQkSGsQBpheTvH7Xevx03N27YpISb3YPUlLKEycIWxg3GWeZy5DqwuCn6P9kLlX8A9pu64hCCdyX5oDRKCx//g4yLPNNe2N0K+MkJ7F/SwfcnnjNOZ4tp+Q7E1fOFxVqL0ZuSUdSltRt4Jlae2bpOgJaGpahirSWTS8dDPXthUvUCWoALsXdyG97mF7Fw7oP3TB96GC8iSvLBvuoBcIlh61rwWdinwXjvd0W984p8yEbKOuZJTu1/h42MFMpqUOC27ihQrMN2bKGj0FVi69RcxIYEcZoD+KoT9UPsBsrocqOwx8nr1z3TOZ36uajQTiEKhUCgUCoXi70A/ABUKhUKhUCiuDG+mgB0sWc6BL6OzRPOw2zB7Tjdk+F0paNTYw+6eHdEqY8Wpp495/3rcGNrdexP4TroadzfthEs4ZIpeGtjCdeFLwD8C/bDc0BJtFLtlz0DFoYu5McZEcC7frKDdAqcDcTl3DTvp7IGXyQPd/OU3Yim6J0rkGGBntuP0ZT3S0nzsqUxO/H9gKYhWmMVOqmL8dWiPOFKfNBWnEV6Awt9n2s27iF17N0BnmMCX4pua2vcFdr59I2g1l4mmSpZibyNo3tUGKDyxYzQFGh/DFhzuRdOmNewKg2wfh4KXaYKE5Xbh55aR/r5/pvG1EfSVWyDeYGddmjlVfMlEg92HG35u9fn1OCZ61knsaGtOJGcYO5Js3Pdf2XXnE2QrEGM59D9/59t/Fi5CGy0iKwS4JeSWyj2KOdNtYXdvwWnkXcKMLjDGxW7+5gISlTtIZb/m8b4F+j9+5M9qIJtGbCEDw0rQ9Rsq0wL1CmJXdgNUsY/8nAFpQAO7oJeZuzS0zeH1OP2JxtP2wx/ZdcOPFJPxwNumrqC9I8X4KPrLbkBSAXKNMnLqsQBp0yx23y/TryOHWXBX9cJf5WkDlD1mrjG8/iVkBSprkXViT7Gxu9B4v4jd3XcgU7KwG71suOyhRpnHN+I9CTR1gPYdSh6vHl7sO+ij6Hj9XUfynbMVO24ho44NcA9BS4+gnCpgmkxZSMpAUlXs+HzagMtGmKmOR/65YjLs4C0ctfUw8AurWypv3fM2PP4Du9F1BVChUCgUCoXiyqAfgAqFQqFQKBRXBv0AVCgUCoVCobgyvFkDGNDVe+F6lqIh/tpPpA8oxPZrw7agc31IAfqWPNG2/fuRF3G6A/0SWC6sPb9fCw7icxDcviWtwyPoUvId10DECjMaEBcfhabADbgNXGjFFuLznyfSfG0Nv66GjAYWvss/FJzYXzLp+YrlxM950k5tPLXhZeEWLkNHOoUW9Iaz6K4GrBT6klsfWC6ReT+gFtEKvUVJde7BSqAUdjE5UJvWgetZJtDS3IJWZO64FnXtKQ6rivry24HHxh70e2HDy9tD1pwJssS4gsfhBNlwPGSWOW74tv800Tl35ufqZ6rnE1g/3H7lOl3U7XwCDVef+f8V7wzV5Vjz9m1Bj/sAmVA+HR7ZdV/XdJ2dSXAzeT7m55rqsll4HBb+/TOBBLA3qUveV2Dib1oHc5Lj5WxA81uJLDNn+F0DutYO9M/GGBP3oD0CKyJbCzsn0HJ1a/6s6Y7aswBLmHnD56cSZMTuHqy+znz8JMjokIXu0Z9gvnqmuCs3/LoRrFmqNemQl5lrmVcFaZ5HLiM085HaN/XUR7PIulIGirsZdH5h5O+MGuxuyrOIOSF1fC+sFgq2PPF+heQUxoEub8qi/gYzYXEtYw8ZeE4d6JwrPrfgzNiAPm73lc+F80fq58XwNrysIJsGZG6qhJWQL6lfLVi4tV5YH4Gt3NbwMTrOdO0yU+cNIisUvgsc2Go5YSvXD6BLP/EXYwSd9ggNZT/zNhxL0G8/QpapwF/KmF1IWuk1ldrAKBQKhUKhUCj+DvQDUKFQKBQKheLK8GYK2M7gam84xWDA0R+TFZss1ijBMqCMwgkbrAUMJE1OLV/2/9DSPXy5fz2uOpFQPNAS8yxqeYGl0mhp6TVIa5rfQLYH2C7u1kd23dzT8nV/4MvDy4mW1TPQCsPAaY8KrAQaoB6bmidvvxkp+8e55Ev2zcu/vB4fpz+8HncFv24GCxcLBvKuOLDrThAejaB8y1bwxe+ECJSFyP9tzhBTG7C+WDvO0Qxgv3JMPEbvS1hiz9ROm8DpjBtwdd9DZhkvEqDPC4yVkmduSR1RYsMWKOstj69qR3HTgw1QU/D7odXLUy+oaKBzywPIDaSlw0LjfMzEq33wvL97S3R7ZXgsDxfqo3X1w+vxw0rYwBiqf4aMGoXn1yWQcAwlnw/aM5c3vAdqsIuYZjHHQTM1MLfYKGgjiMk88rkQk8nkFcWqTTzgIRRMWcFY3fC+ryGTjN3zfiwaand3S+f8J5HF447K6xq4/0dhF4NZoYRNhUl0/8lT33ueCMQ4BzZVYKvhxHVHyFzSHvkYB2bPFBPZFEWwBzHGmOoJ3iegUJisoKWBsvTNIs69vxWRMcYsKMvwYjIE+yXMGFSLserW1H9RZPjYzXT/7lv6XXER9i5gb5JvKDZOFX8nB5BrRMdjtINiOcgsUnT83bWBsFxDzAdp4QLvgjgIi5iK5rgJxlQ+8+sCvGsMzH+SaHVAv88iO8f4ROXAjCxZ3GULfRkbisk6iRcvvGuyoKLjkbfpW6ArgAqFQqFQKBRXBv0AVCgUCoVCobgyvJkCXsAx3pViWRLoMMd2yPIE1RHpDEGpYU7xsoT1e7FrqS7od7ihrRW7ivqKTr6IXXZLQQ9L31I2grLbs+vudkA3whJzqPjOyRF2ei5iV2L2RFEtXyr4DV/a3sMysoWk3G3Hab7aUBk3lu+q/Az9coJv+yzqb4ASWBrYIbeItoZNe5PILuBHQX29E2ZwfO8LsfsUMy/ArtJyFrvbNkRNdJXIjACUgPXUHmUpdnHCUnwDt6/EjkDXUZ8Mon1NReMjb6mxq3s+btYgTbjZ0XV24GU/QL3cEx9f0xp3z0GWmJ4X2Ja0e+4j7KQvxFbHJ5B6NIm37/dAYRcBdrRyRojNAcHjjkY+LRVAubGdpMaYOrz/LuAJXBBa0d8F9FUPEhgrskdU4DBgLK/DWMEuY9htvnzk8+4a50mgZQuRgSnADksn5kkDGWjSLcXn+obTS9093aNG2UDkc0tY0DmB32NOFAD2K4yzltNh1YX+7sEFYhG7w6sRdgg7HoMZdv4e97RbuHrm4yKAHChBRgsHu0iNMcZlkEYIurmrReqed0KxBdpQuGUsMMcXCc6thYwA5FYuCKkMSL0wendi6h9uYIyjfKHg94srcAvpeCznFV1brei596LPmy2VZA9zUrnwep3gd+eOS2rGI8VKF+D9Gvk9LtAeFdDc6SDpZur/KN6LI8xrNTgzXMQu+wzFsLBLuRSv7hM6PVh+0rX8vfEW6AqgQqFQKBQKxZVBPwAVCoVCoVAorgz6AahQKBQKhUJxZXizBrCp6VtxElkBgOZmW6yLxPUWJWZdsJyvnguyd2hOpEVZhEt8DfbXJegDSy8ERuAYPnO63fSJ/BNyCVkxGq5ZKO+Iby8gY8heZKA4wd9xx8vxcKEyVtWBnvvIdTpnR5qTT5Y0K3bcs+vWkCXi9CI0MS1VtOrpd2N+4NdBmU7g3F9mroGIO9LR2WdutT92v47u5R6sJE5ZaIyeqG3uIfvBU8m1ct2JYqjpuGbjYkgfct+BBmbksbEHi4AtZBdYCUeIDOEQhVXRy4bGQI3jYcXHRn1LN91gNhFxv/xC4y2JrCPnWyqvh7rMa942e9CpNKBhk7YFdxDz/+F5lpQtaB2PkBnoVPEytYbsOc6R9Kxr4TB0Rvf/QmQ/CT/f+uA/D5oLghPO/wGyabQ0dzWiThNUYy/sNxJkWbF7+vdi4u28wBTS3ICuVzRg11E8VTWP41BT+223kBXkhutVVw1kLoFjaT8yX+jdsMy8Xj1ke+pBA5lnfo8Csim1PbVh9HxcjIkaYHFf2bnckFZ0/ULtOTph7wJ/lmCrIW1Fck993iX+QumnXykVCOjeSlHeEurlwYLIHvi7+/Qt6HxfeH918P7bTz+tB44V/W4BPWtjRdBnarechLYPjleQNcff8tjYg375Bux3QsP7pLiA5ZDQ2K5g3esF9MsOMkQZY0zzTPefWzp2J16maSnhmLfhAklIImQ12Rx425zBSg/lnFPi1yWw9ylKubfh5+vydQVQoVAoFAqF4sqgH4AKhUKhUCgUV4Y3U8BhAGpI0AizAwf5tH89XhxfsveWljkr8e25WohuvFR0j08tt31ImTIQJEiU7rOgb4FGaUWS5KEA6gySNQdBxSwXolzuIeH9INw8pp6WXsOFl8P5A51bwFog8mXpItI+8BmWxzdiGR23+y+V5MrAZgFWg+tF3KMB+5EIVhWZJ832kPQ8Ni/83MLpqPfCC8gKyiSsKoB+O4Jtw+4ipAhAhz5Y3l+/B67O99RfK2EDE8AiZg2pZpKwLUKKbJp4HJ6BcqqAsnWRL+UPJdjWTJB1JPKy5w3139DzjBkFWDIksBa5F1koPNC5a0/tFLKwLYCk5OXCy+EbGssLDDW/3LDr+oZo37sjtcUf9pym+9eJzp0FnfO9sEl6D3iQWkShhGgitRkmso9CXrGZqWGmKCxMIN3BeqAHzHd8ut6AhVECG6k6SksMut92w2UDFcx5DmK8MLy/wRHIRKAbUxKUMsRMFlkMAnRrhveJn8R1YB82QDaJ8WA4QNvjo7Q3AclSBK48yZvQmOkN2OVUwmIDpDfLF17nWnp1vBMgKZRpGyHLasHqDDNyCWnIB5BoxI2w+oJumS+QdUNk9GkvdM8CJGD2JOK6obgpJD28h2cXMBcKGZkvIW4gI0m98Lj+oYaxMov3X0t9WR/pWRcnroOsUGmm4J0KYdt0hjEv5viipGcdoLxTKShrsOOy0K+lsF9LGajtQXxD/QNToa4AKhQKhUKhUFwZ9ANQoVAoFAqF4srwZgq4Rjoj8iV7B0u22RP9UzXcTX0Bp+p64OdGKEq5Obwe9+tv2XVxguTKJTjBG04vTbBbyAe+PBzBQb04wQ7ejVgCBqrjawHnnvkS8ARu4v0glmy/0rUWHO4LsVvIARXpIWH3kMUuVXDXT2derz4SPd50/yuV7yiSckNbJ9gVNw8yjQWUaeH/V0j557uO/zOwdSQJOBreX9MW+iXCTmexc3QHmRz+i+e7YC+QyeYT0A05cDojONoVXXnq/zoJegDabbKcsq6+0rmhonvknRiWZ2rrB0g9seKb1sxwoTFVnXlfHmaidj+d6Lr1wsfhZqEyZhhDJvOHDZnaI6YzO2eAEr715MIfLZcYHC3Sj9Qntz3fcY677JuCl+O38/tnAvEBsuwI6Qkw9KYGajNWQjIBc9KqFONuASoSwtMVYrcwZg+CzAJB0LfbQP3jhH4lwXxqRshoFHhfDQPRqBHo1ph5mQagwELP7zH1MF8f6Vjuol2DHGj+Qv2bznz8NIli6yio+DBSG5562N3sOKWIaiCUEdnIY3oYKN43W16O4fz+MgRjjKlAvjSUvAFqyHZhvwM3CyHXOMGO203g0gvzCeQrlp5VjHzOHO/pWXc9xaTf8vk5LzSv+VZQ1i/gTLCBXcsLL9MZpFMZdrePIuvIGaQTFxEbY0/lHSGzhti0bjLINtyJ7t8LW5E7oIcfjRijBxgrJ4jDxN9JL0BT1zCGavGtNcA7uSj5e6JPov/eAF0BVCgUCoVCobgy6AegQqFQKBQKxZVBPwAVCoVCoVAorgxv1gBewI6lWHbsnHPEbSew5ohCA2LAIuW85dx2A5qt4omKtVt4EYdPpLf4HrKH7Auuc1sFIP5FdoZupH/AEsYXfuELSBjymbQj7SQcuBPp9JZnXq/pBNw+pIUI0sLDgu4FfNGjeFYC7dAw8jq7CaxkHOgye6FtBAuPOtF1Xvx3IIH9SHRyO/qvZH0AOp3J8jgswAqgAv1eLXQvCX73UvJ6feqfX48DZBDJ+SO77hYkkDZ8eD3eCklagiwhH458PPywgowSh/3r8Vge2HUOdC89VPml53quERz67QPX0dUPdP/mAjYwC9ezbBJkcgCdykvmFTuBV0Ev/h95BNulF8jW4Bouxtk80u/+A2yW7is+hh5AnPNF2PbUUWQAegdE0CRakYEglpAVAeaFaLmdlbPUBxdhbZPB0mMLmTrWgxjH99QWEfSUTRAZM8A6q8j8Hs2R2v3cUMx0X7hGKd/Q/DQ5sAQRWZYCzHfTies14x/onucTZCA68+uOBzq2hqyCoqjXCeytnOX3sKBnbCP9LgrtlYVMECNYvbhZaGM9nQsjj+Psfp25MIO7TdFzbWOqwRJsJP1pseZzkJ3A3oYnpzLzA90zf6T7fSfst+Znqn/aUEw6oRUMa7CVGkQWK8hIZS/0rJPjc9y0p3MLBN+UeZ8soIE+iWw97kKxUsP7dHniOt3y4fB6fAHLlVZkTPkCmaWCmE8z7J0IGbT9gZe3hY+UBPrIw8T7tQI9q+uE3rD8+VmRdAVQoVAoFAqF4sqgH4AKhUKhUCgUV4Y3U8DdTMu5s7BiwO/ICqwurKAoMyy3F15YmNS0pd/vaSn2kvl2/HwCt/o1/Wad+JL9BO7sqyiWRiGJtgl0v+UzXx5fVmADAlkbTiLDSYhERSyCHiiBvoqQMaT2vF5rsLN4hu3dtXDTP49Uxrl7ZOemSO2RwIXdtoJiGam8baAl9jlJF3NqwyCSUlvLr30vPBlqw2o5sHMlWJpUFbVTW3ELl2MkmvdTw6ndnIgGmy70u63h8Tp1sL0fKNpV5O1Ugy3QWvBlw2f63WNDMfrVc9qjW55ej5tHoHZEQvW8AIV3vGPndl++eT3+DWRGuZ94vdbQz19ApnD0vL9PQDf3YPVijDHAlpkG7BjOE2+buaQx9bue2uZPIrvHqgJJyAunS/vi/e2IVomeOXsuQ4gwX5VA/xSCJnRgJZItz7JTBOrHDGN12PG61wuVw0K2FKThjDGmWMBi6MJpOQf2Rkj5DyPv0/lM13mkkUs+P4Uzncs/8pjpz2Dn80j3n0+8bTJIdCBBknEn/qwKs6l8z9tmgfnVg0VKOQlJEVpJAbUfZ5lNBaxUxBhvpve3IjLGGPsENiUdl7I0tyDLAsudfOZtbRu6x1pYfS0Z6VGaM44Np4DdHqxJoGkuwn6tCCBRKcX7HyjQDcxBXjjsOJDzHMASqxWWaBdP/dxfRHnBTih8hcxaM38no+tQhDipHI8hd6FzUUhU8gu1fbMBS7Af+BzvQN4wAR3uhHWW24BsyPF6hYuQ3L0BugKoUCgUCoVCcWXQD0CFQqFQKBSKK8ObKeAM9FUb5fItLQ8ndORu+LL0BLtx6pYvXwKrYmagjk+toM1gR9cKEyMf+Ram2w1mIBC7e2CZGncfXc78HhdYA07gsi1WXs0Fd0gKU//uRLv/IiR93878whn+tg1Ru/OZLxW/dOBwfuHUdp7p73mgtfNLxZ91AwnWn2vYLXvmTuILJGXPQYSK2Fn1XvgdhNTYc+qlgd3Nf4Ld4//3WuzMXvavx4Nw/J9BprDyVP/nilP7wdL9/xV2oPmFx/wtUJTnJHZSn6m8diFqzv+BU0zjjijBoaE6e+F+v4YMGp8OPDPO7wK1waczUEdih/QxUnB/hkC/GE4JHkAGsZRf2LnCUMynFdBvPW/DCaQZPwIFnp/5/0sf4FmV2AkaxHh7Dxxr6sfyItz370iGkCbIrLHlBS0HzE4haNmWxu6UaO7ygr5zQNmuYIorHkT2gEz9WBRiB+dCfbVAloz+wiU1DUgAgoXsQU5ke4CsCMtB1PkzHWPyDyd2VU5A2VnIMjMNYmdypPatsnyV0Tg5Az1YX/i7qyxhdy/spDYVb6cGCjyfeX/NXrwQ3gk1SHQWIa84PVGMNmaB3/A+WSzd4yykUhEo3Hto3vOat3X3SP3SfwNtITbo5x9ARnDP6Uo/w05iyKaUVjw2bAN0K7wzJ0HLD5CFJ0x83rWwm34BiUox8mflZ5qfZ4jRoeSSqqqk8tYzP3eugfaFDB+dyBhyAbnIDGVfCwuTCWQQ1gt3i+Lnr+fpCqBCoVAoFArFlUE/ABUKhUKhUCiuDPoBqFAoFAqFQnFleLMGMGbinnMr3KmB255H4qXXndAKtsBzn/ijW9jSbVDr0T+x6wxo4J7M/evxyn/PLns5gwZqxfUBW9A6VKBh+RC53nAE7cxzoG/lSyksUCzdYyWsChpwBncgPgyCr19AY4guGEdhsWF6soxYhIVHjKjLovuhXYIxxoREf69Ao1AJa54TZG4RLiDGVb+C+Mrw+HoR7j7rRNqcG3N4PT4kru1cZdKfDI7f5A4kXRU4rc+Ga89KcH8/laAVFBYuO9CpVkKwtgELjt9ANp3uyPVX4Uj16jdUpjZznd/dQvH63888Djdg97OdaQw9WD4OD4nK+L846vT/mni9zunPr8cx8nMx/K+vxwVkV/Aig8ABtIJmojZMIrZ+BzrFzy0PxHn5FeJwgGwfBZ8z6gMFUIZz/onrkErQES6eayPdQIK+oaZzd5k/y8HcdZkoZkLBdYn2QmPcicwdlw3Fv/sKemDL54IR9EYeztmZ9+kIOmpfPbNzCSytFtChmpGXN82g7Yaym2euGxthbo3hwM6hNrOC/gpiDM4Qkw28DpPQlGXU7xYi68SGX/teGFFH1vL48mA7FGEcP4usMw3Y+DQFb98jaOyKkcbn7sKfleFP90x/TCseG8MWNOXPvBwDaAdXMBdkKzLt4PdFpnqdRBorB3q+9llojyH71SPonFdPItMOPDuuwRLuwOfMF9AUjgU/l0Z6mVuwIFqEjVoBYzmi3l44uwTYO5HFfNq9iMH9BugKoEKhUCgUCsWVQT8AFQqFQqFQKK4Mb6aA5w6c0EXGiAjZGTqgCsTuflP19LhCfnuOkDh9Rcv3thJb/yHp9Rm28D95bvUSV0RT7IygdiNRaqtE5dhk4eINy+NbqHMj7AhO4KBeTpwqfEFrgZmoskq4pGegCh89/aYPPIn8H4FG2SR+LgAlXC20zD0W4lmR2i1BZoVjzduphLX9kPn29uR/nf87HBqqc7XwDB+PBcgUgLKcWm7bUEL7rkS9RrAZMP43r4dpEYm3PdFbVUHZINaJ3+8rWBrcZd4PG7DkCAO1fe14HFqk/iZqd2s4ff0d0AqfEu/LDuw0BqA9nhdO3/4bWHz8G0gbHgyXWByrP70en3tO9XmI+QNkfxCJS0yC7BKYrOUsMu38G1h67CbevrfFz0+A/p9FZSmenLD2wbmrAmYze04vJZTHRC5RQLsc+wFOBGHhAuO6OIP9DFcQmAjxUzwIaxawuiogCf2QebvuYK6dIe7OgnVyIK+oPvPyZrBSqaEb50leB3+cQfIy8DknQdaV/MK5sktN96ygLnPN58wGYnBEOl9kOClADpMjP1dOQh/zTljAfqQVmWawjJDQx9iZx2ELtGQUc1wNGbMcSEUeZt7WW0flsANIOQZpv0YFGStejhLkVsO3dNwf+Rx/29LvDmBp407CigczGolsQe6R4qF8pnNu4MEcjtSmeaJzMsNJDRRw0fN+iDOUH8o0XzgtXZUgFYNvqOOW16sF+7VZ9Nd08+bPOXrWz/6FQqFQKBQKheK/aegHoEKhUCgUCsWV4c1rhiUsjy+9oBGAOp0rcO1v+JKqhSXLQSQl38GS8GiBGnsRCe8hyTea2h8FvebPkLA9/Bd2zlUXOKZl7iQoNR+Ji4iwc9iJROGzAyoiCho5QRYHT/TDKCihcQAqCTKtTI7TaztY6h6Eq/8EWRJcB7sRF5HFApali47KG0Xi6Qgu8YVwkI/9z19u/mfATbTztcy8XrEiugh3j22e+P9zLquvr8e78SN/ANBlLx21xwqoKGOMedoSvbEbiXP7nw2P66mkdjqKjAF3kIWkBFlC4cXON3T8z/Tcjdjpa6DOs4ivHjKU/AF2oP8o6JE/Bhobf6yonb6eHtl1BTjeJ8+zqWDmCdOBE/7Cd3s6GF972JlXBF7/F4jlnjPA5lvJK78DgoE5Q9DVW4ifkwW3AcFQAdNuohMyBJBebCDbz3gvsh1AlqA1yD/cKCQEJ6D/Vzw+44rqsulBXtLxPl1mirvOUoxUYh4fwC5gSLwcC8T7AtkOqp634ZhorBU/0nVOZE8qI7XbueFxUDzDzl+Y79dnMWeCVMgfQYYU+S7VCBS4KUVGn/nXmQuLEbKzrAVlDa+NDaTxOIl2Op8hs0Qlsz1BVhe8/XHLLru09F5rjxSvg+Xz8x7uN4gdwhbmpPxnkLmIgfMFpFi7Rzo3tTw2RnBVMM+8Xkd4v8Ir2XwvdrS7M/X5VNJvBpEJZg+ynJeafxsg021hPlhEyrAGxm8CKVZOPA5nyLQjpklTzD9/PU9XABUKhUKhUCiuDPoBqFAoFAqFQnFl0A9AhUKhUCgUiivDm8UL4QWsD2qu2Sg82IospBWxiesSxlvQ2Ilzl0T3KAPx3qm9sOvyRPdII2lK5oLz8i+QFSH6f2PnzoFsO7qZNGW10EBUYDmBLvbR8/o3Jyr7c+b1cqBN9HB8EE7zAQj93tH98oHr8jxou5aLEBYtdP9lAJGRyFbQwPb+M2SxKGeuNzDQhpWwfQn218kEkgvSoh0XXqZdIG0OWqmkFddY7Xqy3ZiF1umLId+Nuwv15VPL+7XNX16PfwzUJ9lwLaqtKC6fHY+vp4HOlRVoFrPIeACWNh3oqGYjbAASjY0fArcWmaGffwAB2teFl/dPmTLPjM8/0O/rz+y6E5TjZebjIUOcoy1EIzIoWNDp/Hmksn+y3Jrm80DtcVPzmP8PI8bAOyCBbrKdhR6qgFiAOS2LLEMlZg8Q2WjqW6rTCbIuuM88K9Jq84nuAWMhi0xFHdo5HXm8b2C+TmA5EbPI9gDXTWvqRy+yESXIzlGc+bllgL56oXN9x8dnPlDsDpHqLK10mkzjaXXhzxogSwI4Z5izeE9UPfQLZGOoBzG2dvDHC39WJabN94KHWIvCBsWDPvxxJo1yFXgb5kixslRco1vOFJcR4qvaiMxSL5AlawQ7kz1vwyO88xqhy57AWm25o3PNkTduAbq/72H9Kr7w+kd4562+F1m3YC4POBxEn2eIr3Sk4/LCr3sA+zHLh5eZIZFXNDA3DDzmL3UN5+CbgX/+mASZQKx4/3lhrfMW6AqgQqFQKBQKxZVBPwAVCoVCoVAorgw25/wmDqXxZB0yiUwgRYsWDvTvS8tvvQYrgUk4lxewZI22JYsgqf1MS/ip3b8ed4Jea+ufrlaZ/2/0XLABKAKnc9Ylrb9mi+Xl9R+ANsszpxjahe7xYKgNG2G5MoK7+JCQUuP1WAL9zkZhg9LQEr77ShTObIT9Brjc90Bt+5VY2h/BxVxYyRSQiHsRtPcviRugB91G2NYAtetryKawCPoNWIUgrHQaQ5KABFTaxvL0CiVY6dyWdLz4D+y6DxVxRzvD6YxNQXXZWWh7Qbe3A/RDBXSeUHBEsCDqBe1/how3Tx3R18Mo4tAQxX5qiH774/SVXWfBaiQFznt0QLHYiLIHXq/VRJPFE9DITmRAR2bjxfHMAFVB5bg88SwPvxSaT5D54ElkDwALh1hRDJYN73vn6Fx2IhMIjK3UUozUjo/BVIKEALNdfODtZweK3XbNqd1yjXFN81+1EZZYYO+CSULizOu/zNQH4VnYZT2BHY2h/i5eOM91BirOQ3YbF/n85J5o3p08HwsJ5BEesiwlK2izSO2B4z2JbA9FpPtbw6m2BabrN75O/ylY3VPbtz3vrwyvoSNYjrhFzHcdSo/kA+jaFiysNiOP5TNkT/Jgx7Kbebz231AZ1y+Clt2D5Qpk6mi/E1liKro/2rTNYi0r1tSvi5gW6oHiLZwhK4jIOjZA5pkIKW+qksfGCWyA2hOPjQtIe8DpxtgX3jYerL5GsHOpS37dCBlJnKizhQwiw5G/838KugKoUCgUCoVCcWXQD0CFQqFQKBSKK8ObKWBXQzLsgu8A9TUklIbdbV7kyPawy8pOYvkSlmwLWCs9W168G09LthNQe13kS+BzQ/drLac9PCzhO6DokuHX1cgV9vAbQb3linb0uJlnjBjsHT23AMpi4uWNM9Ft8wqWeROnvEwmKq7vxTLyTHXxHVnBLyNPyt3sIOk7uJ3nSewQAyf3KKg33N0c4s/fffSPwq6oT0rh3L4pqP8uQL81ol9dIH6ka/hy/jPQ9AZ2RW4mTnOXmfp1F6h9Ky8ywSxE4VUdp5H/O4jLS75/PS4EFeGAfqqAspqF034Fu2wHQVO8wI7jpaNYO0e+u3d1olj+YXeAMvA+Pl8ohtKW7wKuLkQ/fL5Qf31reb3OJV2XYPe0lxTbRO12v/Ddc1+AgTydeXv8UrCQWcEF3t+wmc9Y2GE5Fzx+LGQdcisen6gGKGFn+7wSMpcOZDMgG6gWTtGNluLT79kp42CnYwmSBHfPrytGoofrTHPcwYp54QDyneV7ds5DNpoM8+m54xydfYAMTM+wO7LjMV3Dztde7IC0EAt5RfWyF/6s1NL9/QjP5dOzMYHayRuR4QridZnES+8XxP6OyjSKl21MNN5XQIEvXux0hdewG3m90rcU25uRntULRwT/GRwMNrCD/QOPwyaALEdkTDrdU9vf/ggZWVpB+xcUbw7cDFIl5FA/UHnP9/xZHexORxWVq4SDx4naNF4gm0rm9GqGbEeVkLmEgdqmht/NYgdvAgq4uEB/rXi/+idqm168J8qR2n5+oyxLVwAVCoVCoVAorgz6AahQKBQKhUJxZdAPQIVCoVAoFIorw5s1gBYsB6zQA2Xgm8sS3MOFHMIBPx6EjmCVwM4BbGYKwWUXHekKCo9aNqHLKIkr74Seo55gWzzYHZSBXxggM4iFLe02cW3DAtom66UOicpoIdvHYrh2aEmYdYSObcX1QSmQjmASLvweu9LSs7zlGq0Jsnigo09Zca1g19N2edzqb4wxEa0PwvvpXgqIw0bofoaStD4t9PHWcZuJZ7Ajqjc8vipw0Chu96/H0wu31tiB2KtwYBcjNIBfIMtDkbjN0Bb6NkFGmn8RWXLOG9C6QOaJMgkrBSiHswd2bo6Q1QSyJOwc10S9lJT9owRfiEPB+/gWYvnScm3a8QxO/tCgz5FrZ+oepx5qzyDrBfZG64X3+TNoU5eXo3kPrFZk2zLOvE5+S20RQA/t7thlpgSR2XTk7bduaHCNazrXCAsTV8KcOcCcJuy3GswywKdJU4DNlG2pLWPgc0EJurcJdLhVEHqoR4qTk7C6MgPpklcTteHFH9hlW9AlXxK09VrocEED2Ap94OUF7HjAPsdn3tYWs6aAjVLp+P1msPeKQstqwfssXd7PEmvVgE1JzeedEmJjcWAPJvTwDvRm6Z6//4pA7VsW1G7HWejSwAauBi1/k/izLmDN44SVWt3R/WfIhNE5HrARdPkJMsPUIq6PkHmn6KXejs5lsCNKP8hn0TFmnTnt+PiqDnSPLCy8HMy1GexdjPhOyDO8CxJYzngeh+cL9WsjNIvgHmXG8W12RLoCqFAoFAqFQnFl0A9AhUKhUCgUiivD2yngBpZHZ76MXgPdGiBThUt8+zXauwQvtpzDUm9MtDy6mbnNwKWmZc8KlvYFC2VmoJds4PdYKlrq7mDbehJ0hoUl26WlunhBD0RY5q0OfNm7g4I9w3b8qhRWFzPY5wC91le8ndqe6p9WfBk5nOnZU0Gu+0UhqO0SEqVDletFJFTP0G6FsGCAZeoxvo/9hjHGWHCCN57bqlhPlfkOVseD2Jr/FdzVV4KKuFmIYn2BmGx4t5oSrJCOQFluSt5fLlH/rz2XDnhY3h/db6i8jlsJlUDv3CI9Zr/lhUpE52ImFGOMcZCtYwYrpXHhNF1fUWwsENcrYTkzQ+DshS3SYQDLiEhyhnsxH/xQUdaRBei37iySyDv63TfCduUEdjennsfoLwUL2WiqNX9mAkuscgZnfkFR1WCJlSpJ31Fbo7oCn2uMMRGsI7YwjR9FvFuwM6ovgr70dE+8n194HyxQrw7iYhFUE75N+jWXXlSPMGdAzNSZW/tEyAQSwMKpmvh1oaNzPvDyBpA8FJAWoxCUWsB3GYzjpeGymaIHaxJBo2borzy9TwwaY0x7Q+M4iMw/BvsPXjVZyKE82ODUhRjjI8VKC34xw62QzUzQviOdi8LqzN1Q2+QoqPI10NkQv7UYOAVQ/c8wd7ci8UUGStmJcpzAwmz1QPeoWv6sC2QrCXcwbsTYKEF+kWuRaQb+zEBtTyWPoQqkLT2Mw0qOVxhgyfN6LZApJw9KASsUCoVCoVAo/gr0A1ChUCgUCoXiyqAfgAqFQqFQKBRXhjdrAH1N9601FwAAatVJREFUfHMWqZo82qcAGV+KdC8DbGE2G5HG6gTagQ70gIEXz6PNDNjR7IT9xtDDNvBSWK6UZC3Q1GQdMZ54vVpLqdVQH/Ei5QugjwyBc/txwfYgXUlsuJ4nJ9JoJUyTF3kb1onuMXS8bUpIDRMOVJdJtE0F+r0AOrcUhS4T0nMVIp2aByuZMQm7h18QHejBJmFNksGqoLCQ4slw7VCXqe1HsW3fgAXLAhrTTvhnVJCGrnX71+PPHRejbMCqxgpt1gdLdZnBtucu8n79QwN/R7LnsIZrrD6Axi6IlFQj2F1MNZVpEA4+9QRpHUuKtUVoVjtPesP2yOt1BIuT0wLpiTquxf00Udx8jzowUaYC+jyIlGrbAcbl9Dbdy38WZQNWLx0fWwZTPEE7VEakO2tpDpqEvraEsbWgtq3gWssChl0GeWkuuda0dqCHE5YYBiwt4gjpHS23ganALypv4R6fuVbOWIqTLITZPdiC1BPFrkyLVUF5DaS7nAphYbKHuetJaK88aNFH1DnyuSD9hHy5FOlOFw+x9TfSvb3xdfpPQbUGex+RFtTdUTk8pIFEixFjjCm31F9zye+RRrq/BQsnJ/SGBcSrAb15DCKuV6BzE/Zma0hxNsGzstTKgcVUgu8EKzSb1oGmsOd9YjvQ28PACUdef6zW2NMfrbBwGVeg2RPp9CzY2EHmOnO2Yh8FvCeKIzxY2OXhu1zqKGvQR19mPl//FHQFUKFQKBQKheLKoB+ACoVCoVAoFFeGt9vAAH1TFpzmWkZaerQBKADH6UsDNGrhxLb9RJSDn2g5txAUS15o+b0BWmIUq/LJgqu9yCywXhEdgxYho6CKV0B79uBcv/ac8pyBHpiEJUYB1jILWIR44eq/ARrtDLRkWXOab85UxlrQw6Mn+5AEljulcKeHhBFmLqmdXODLxrYDO4qLoEDheMo/TYn8s7Fqic7pJ77s30KhEthb7IRFxAQNECyv8x7o11xT25wyX/bfgi3EBDYtlciY8r2he3y38PhCR5MO4iEKO56yJLubl4akAjfC3sCAvU818/IewGqkNCR7OB15dpJqT23VLhR7o7BwOXm6bg48Rj+CPUE/QcxnXq8T2OJYQ2NqJzKmjJ76+SwsOFZg/XJ4JwsOa6l+Vtjt+IniLqwpzkrDy7Zg3YWUoQIbqAhjsJh53S1QpxZtNCY+P1cFxeAkswc8ULtbsBUpxfy8QJ96sOZYLL8uFlSvMgmrq69o4UXxONVCU1NCmRjNzefWCmQZSdB3aUN1zke6SRavJIPyJaDUnKh/grUSZ/k4RlY1z+9nA7PaAB0ahPUPhNQEdKP7KDI6QcakMggbGJAEVTjHt1xigLYtuw7m1p4/awaLKZnh4wI2MzvITjMJ2UyEz5UJqNh14LEBnyRsvBpjTAAbF2tB5nRgl5kZrGQWoKwry2UEywMdtzV/1lTR/euRYjIZ/g2BH2E4pMYs1ujwXSPad3Foaac2MAqFQqFQKBSKvwL9AFQoFAqFQqG4MryZAi7WQEtwxsdUkAB6nmhZtqz4UnEGOjQkmRWBjltD181i59fsaFm2gu2CWSwVL7iTsuDnkH52sBJbiYTaAXZmZkv3KwT1OuFWMkE3mpaWgCtw8k/C1d47pGKpUL2gpZFKwp2jxhhTFFSuEimBeGbXDbBcnnBHN+8SA91gnBc78GAn6XJ5Pwq4AzpjaAR1BkvsLe649vw63IH2wfH2vUBydHtD7XmaOa12C/HbQd99cZyWnkGmcOP5wHlZ7ukc0F4fIt8h/gx0Ce7otIn36zPQo6ngndkCvXM2QJ1YHssz7EZzJ4qh3ondzfgsx+mMM8gvtiXJLcaRlynNVK+ygn4d+bM+wi7oXtAeA7DF/eF9dmDaFjJmVJx6KmH4L+AOUInsQdOZJCXZ8vpalJFA/Agmy0SY12DTu3GDKBPsxh0j76tugV2bMGZmw8eFB0rJwk5Pf+Ftnjq6/xLkTkQoJMhSrMiEkiBLSgmc7eL4/Rxm9Rj4HJ/QtSCIncp4jxpoZKBDK+F0wZJfRZF2Ct8T8f0o4Lql8jort87DMRYp8Xl8WqHciJcdqf4MkoUl8ngt4N1oQQ7lJrEjFjJwGZF15ALymPUKMmEJWroGstReYH7a8RiyoAnrMn8nV54aZ4YsYaHi7+R8AicRaE/b8FhzkHVjERmT0gDUcQM72kUMJew/POf4+KqhPWaRJSyM9Ky8iNQoPwFdAVQoFAqFQqG4MugHoEKhUCgUCsWVQT8AFQqFQqFQKK4Mb7eBQb2Z0KLgPvgGyPKx4Ry1O8GWaOFqP0ygvYKt1KXg73MgrjxasseoDOe8E1qujMLSAFzeswWtWPHTNgsdaEqktCWCLU6IXItRlKDLAz1PLLgWx4+wpd9R/Wehy3MjtJPnBQlwrYU+yYPo4gYuHMExvuL6hQzZLpLYto8b13N8P/f7DuJQlmnCzChQ/8rz8rkRYrQU50BjWoPub3D8/0o1ZHJZg9P82QlH/g5ifuEDpwQN3Bk0rPOax2sLQrfVnnQqL6Ldm4ViVPaWw2wa05fX48ryAKtAt3sBzZXteVwPkIWhPHPtUAStVwYLpiHw+jdr0jDaR7BMqYUdEfwsFDybyGWg8ZtlWpNfCH5H+r0kxrsF7RiO91QJKwpsMxFbBq2vQEdVW6G3a8GOBTKimJWYNE7URlZoQz1o/QrIBDENYu4G2x+U4gk3K7NAJoRyy8ubQdu0wNzihJY3Q1YoD++JuBbz0wu0aebzqQOdJmrRghEabXyZof+GyLKA9htmkvegZ+Usz/1y8DAXljXviMlD/yUquxcZfSxqIIV1SIaMJ5sMujnxXmdZSG7hxCLmZ7h/NYq5AOyURpi9vND2pzWVY71QXV5Ef2FGLr8S7yewDKq31DazeE+28DfIy41f+LcLvvNDzetcgKYaJeBRJBDy0EcTfK9UYiafUQPZCos8yGKVx7e9k3UFUKFQKBQKheLKoB+ACoVCoVAoFFeG4u9f8n/AIfU28+XFAmi0EXfcC0sU3NGMlK8xhnEJHVAFUbrJo9u1gUwF0n7FwRKw+M4tgfZN4LRdii3ysQNbBLCfWOT9oF6VSMSOCRnQ7iCI5XGLViVrelYrlqV7yBJiw46XAxLOR2jDXPN6mRHWosESxS38WQtQrIWgn6Lkft4JU41ygzU/CRYM3UINv4j610B7SeP+khLSmAVsdaywd9m/0A/zDVh15A27bsj07Bh5bDRo6dIShbWeOM05Ouov/0L90IqsGM8FnWsSL++0oWc1mSjleeL9OMyH1+ONh+w/wu5kBhuPUoyHBPKG1QWkEyKJ+gQ0qLuhfh0OnNrocGx70WHz+8kPXjFQfwhGmslDIOGAcdJ+BbpuMYICPVOdAkgZ5o2g3uD+NVB0UbSJy3/dVsYYY5ZEkoIKZA3ZCJuqBqxfIGZGI2jZEqwoeiHLgQw86HpRCAuXeQP1h0qWPa9/hIxMqeX3yCDzCIlixguKLmKGH7B2sqXoE6D55EszFFJw8T5owI5kdFL+AGOoBpnPxMfWDC+o1vN6oHLmCHFdiVc3Dut0ojjJwrangkw2s7CcgQRXpoAML9EI2QNk+wHljYnCLqWFMRXFt8a8g6w5IO1ymc+ZEabyEt7X41q8+8AGrhKxHBNFy5SwjHzuLiGrlYfXmruIubCluoxy3nib8wuDrgAqFAqFQqFQXBn0A1ChUCgUCoXiyvDmXcAlLJ0HaXYOzvA72El6Esu3NSxRDlHQkngtrDGX4hM1zpC8GnamTZyJMA6SKdSZU28D7NTzsNycDc+K4CET+QI7v2rHSYDI1q9leYFGBQo4Bk4Jsd2EQPN6sV0o4y4g4VafoR8SJLk2YtdSBbss57+1bIxtL3YtYf765Y2Jp/8ZwN3oruMxVEAQICtjRaL0HrKaVGLnM1Ki2NZ+JXajA4u+gd3jqeX3WyYKxFG42iOFs4EyPosE4E2iWMEd8tlzyqIYib9+EZkBboAuczM46KcVu27saGfuvwzEbz7fcHpogKwbXRKUdU304Qp23I9nnrkk1vTsEcZyPfIJZqmJEyn7IztnOxqzw5mPqV8KBeyUjgsvqwVqJwNt7gp+nQPdSBC0kYXxieM/i6w1ETMwTLArv+N970b6XSf4Oyz+FCCzRCMyKyAFmun4LzbEsqlA0JIrao8NZA+6iExNFiVAIOsQxhHGR4rJSdSrGZCm/und4WhugW9C0dQm/c3NvfAOye+zE90YY0qYP6JwOmgs7CrFvhNSHtxkOot+qMEFA+n7IDIrGciY4dGJQTDjmFmrLGTmDqD6QbJwERIDC6qn8kBzoW34dQEkSj7xei1Ae3t4VhY7pBM4J+C5shf3g1QrpUg6g44jRYXvFuEWAX8uKPMa5PsfLtwI1xJ4/6Xpbe9kXQFUKBQKhUKhuDLoB6BCoVAoFArFlUE/ABUKhUKhUCiuDD8jEwjqfOS2d9Le+Br0G9LqBTIEGJHtwAB3XnjMaMA58GVCe4Kf1luUnvRFS3th59qZdFkB3MSXLHU69Gx03Y5C8+bRnqAR9wjUHgl0TmnmesMCumEBIUHpuWO6A4fvSbRNXYAGAJraXXhbz6ClQSlGKaxpBrhOhokD/U2M76d7aUuKwzFwwUVj6JxzoAcTXh1oC1EJ+4gZdBQxUdt3lvdrAXEeQAM6T1xUWRgSrcQdb6dvLhSX34N2rPPCaR5siyzYYhSex9AL6miEQ06BWRMauu5y4W24W9PYiKAxLIVObSxo3Ax/oSOl9qhAi7QXGR9m8Ew5gJ6zOYtnVfA7YffwDehbf+jfRwNYo5WIyEYTIQNBBG2QEX1qCrAAElpptH6Ia6q7H8WzQA9qIBNIsRPWGVCM+iJsYITW7/XeMgMTjIUCspr4hbc56s1MI14tmAkHstYUls/PAbXYoJvyQdrK0P3LWcRWQ+2NOi8/jeI6EIuP8G4pRbssf0MECILBHOU775eDtfSOqwtu2zNBto4KbIGyENVbyEC1iIwZBYwtC8J/+Z6YK+gHaLZG2Mo8QWx4YZ8UZ/oHC1m9srhHCRrG5UTlq6ywnFvRsxahbUxHmCehjoWcnyC+HOhS50q871hI8XMlaDNBzmosn7qZtU4C/aL8hCpBE2xLoXv8B97JugKoUCgUCoVCcWXQD0CFQqFQKBSKK8ObKWCFQqFQKBQKxf9/QFcAFQqFQqFQKK4M+gGoUCgUCoVCcWXQD0CFQqFQKBSKK4N+ACoUCoVCoVBcGfQDUKFQKBQKheLKoB+ACoVCoVAoFFcG/QBUKBQKhUKhuDLoB6BCoVAoFArFlUE/ABUKhUKhUCiuDPoBqFAoFAqFQnFl0A9AhUKhUCgUiiuDfgAqFAqFQqFQXBn0A1ChUCgUCoXiyqAfgAqFQqFQKBRXBv0AVCgUCoVCobgy6AegQqFQKBQKxZVBPwAVCoVCoVAorgz6AahQKBQKhUJxZdAPQIVCoVAoFIorg34AKhQKhUKhUFwZ9ANQoVAoFAqF4sqgH4AKhUKhUCgUVwb9AFQoFAqFQqG4MugHoEKhUCgUCsWVQT8AFQqFQqFQKK4M+gGoUCgUCoVCcWUo3nzh2tKxbdi5KQX6I9Ati86y6/ylpt+UMz9X0bXVmF+Po+PfqEXtX4/zRM/N8n6RynFp2SlTZrrnUtOzqrFm1/lY0nE9vh7PU2bXLYmOO8ubdOwnKqOjC303sevKvHk9jun8ejyd+f3KVNF1LrBzPlEZF0Nld6Vn16WFzpmyh4rwZ9WGyjh53g/OU12iaI9fEtZSnFioozHGZLPQH57qUkbeTgu2R+J1LiLdI3RUx3rmbbhAnHtP9S9En4SFxkp2vJ2yobqULV2XZh7LRYr0m46u6/hlJhvqy2O1FicpNhqIf5/5WB5GKH9Jzy1Emcr802MZ/1tpZ2rDkHnbREMDszFUvliK/lqtqBoH/ihv6NlLFuX4hYAx6O74uEgniIuK4tOexRisj6/HWXSVbahty5HG4HLh81O5orYtzxS355mPC1PCuLjp+LkXarPOUnyOIlaTp3sWgeqPsWSMMX2kmElzxc6toY8nGHaL5++JGubJDJPrsubX5QM9y/BTxhTQVpbqWHje2GmmMWMt3U9MGX8bUM38jnNhU0ActnweG85UgcJQ7AXP47CGik4m8XNwfANj9Ue7sOtcpga499SeXyK7zHiIoV3isXFo6J57iN8nx8tr4NlFpLbuHC97gNL7xOeFS6R7ruD+red9d8409vqK2vc+Duy6o6c5dDfySg8wvcYentWIOQ6+eYqKxtQoPtEszHdzzZ9Vnui4z2+LQ10BVCgUCoVCobgy6AegQqFQKBQKxZXB5vy2tcKipuXmKJb9u0AUzQLUZhj4dastLfsO4cjONTMtdc7d/vXYlWd23TLQ8nCqaX11FQVFByvMSC8ZY8wMFOAUaBl1lfjSdgKabyloabsUVKkvqJ4x8joHoMrmQHWpHadzaqDRL7CanTNf5vUD0BQ7sRQPXIQ/0f1SJWh0oLYnoFjqkt9vWPiy+k/hjSH0T4G31He24/0QobzVQmXKYhl9YdQxjw1bULtZZMonTqtNJY2HFu7nLb/fBHShCfweC8RRVwDV5zk9kldAWQDtcbnw2Oga+p2dBGWfqBwh0dgraz5uRuAjXQNUx8IlC9YSlZhCz85FT+eiAUowcdqjhrGXCipHEjTKYqjO3vG+TCC5iOFk3gNIAdeCvpz2UL5HHE+cemxX1GbjxO9RFRQn80j3aza8nYdAbVZX1PeBTy1mBV03FPxZAaQSTQlz95lTxcvuQH88wgNaIfMBWU5VCNobnj19vdCJHW+b2xeaJ59Yu/F3gQFK0XV8bLmR2iqBBKicNuy6aU995D/TcdzyGHRHaid3L2QeD3T8nnOhg77b1Hy8HweqS2Pp/eyKC7uuZ1M+70sL60Me6MYgqN01VtlSYy9ibvUBYlTIdzY1zLugD7g0vLybSPd/gueGyNvdZ+hXMf8HeP+nBejhms+7q0zvkxHlOpZTyuNEY2Vb8e+aMVN5sYvOFb/HBsY5Tt1TxevVnkAeIQR8ZUXnjuLd8FPQFUCFQqFQKBSKK4N+ACoUCoVCoVBcGfQDUKFQKBQKheLK8GYbGIPbzHvO3/cr4OlH4tedcCOIYAPRJGG5ApYxSwStnF+x68pb0vn4QPy6d1wrcEF7l0HYDBxJV5I3xJX7zAs8gwisKam8Yc21DaGne7iR6wjmmTQB1Y7aJgrNQh9AAwE6Qp942RPY4qQjf1ZRUTlm0N+Ukbf1gLpK0EMMPdf8WUPahuy4Bsykt2kM/tloQQ/WD0KjWML/ZwrQWATx/5wVadt84v0ALhbGDWA51HJ9ZLXsX4/nkuLBT8JzCP6PlbzQs7SoX6PyNsJyJoLupQ9g/WGE7hWOvbB0WFZgiwMikyJwrVfhqRznSOc+Cn3QaYH4qoTGZqKSZNAOlcKOCPViEXSPpdAplSA6WsSz8ih0Ye+M5PgYNBG1PXDuXuiQQSqUrdANW+o7uwJbImF14Ruax1DL6z239ulvaOyWz1wnmUrQxIGNTiHiJ4C2qwO7IS+010ews5gWYSWzhnntA+hERRc+fYA/Coj3nuv3wobGcf3CrTkGmPJAQmuyGIMNzHnzR7C6+SK0koZi1T2b/59A9jQuBqGb/QBWQl9Rlxx4fzmwekqGx02GeAhgHVYY/qxzTX1ZQByGxN+ne7TZ2fJ30ksPZWzpnV+6HbvuKdLAWcF7bfbifdRRmeaBazZXYAvTQ0zuM5/jH2F+2sLYays+x3u4/bHh8+mnC93/ANpBPwr7rYXid2X2r8eT5/NGA3F4Nry8fvn5+lNdAVQoFAqFQqG4MugHoEKhUCgUCsWV4c0UsHuh41jzpcYSrBkyZPQoA1+ihNV8M1Z8qTTCsmy5pnNh4kv7rd1SmWAJNKyENc0j2IXUvBz5jiiMOtFSrE/8Hu0HoHNgJTbzIpncEjVRBk6dlCXQfEiXRE4xdGuguS503Tzxpe0EVGwtvt8j0GP5AllSktiOD82RILNEFlvuMSvGsvBy2LeLB/6puAAFXIrMEiHAsjpa3wh7n3Kktk+CRq0i0HawVb8Y+LL/1EDmCrScKXlweOwjkaHBgmv+tFDMeyNoRaABWqD9TOa0fMx0j3rFx+gMli7FQhTLKChVpHAy0nmCvjVod7SIDBU0RI0DqjMu3PoAkSG+BEtlbAkZNQTNEUuRRuM9UFH7BZEVwB5gDO7hJzwEjYF5IlacDkpAlXmY1+zEr4sOnu0xU5OY70CWEyoegyXYD80d1SuO3HJmf6Jzhw90j/IH0Vk31D/pxOnmYgVWRGcqezOI7Ekriv/2B2qLUTwK5+FJZJ0qJrpHD6fcRzFm/h0y65xonPHaG2Mwm0Yh5sJfaRnFAS3bdrzPn3uaGztoNytsagZL7fRRzCdHkBstINkK0o4H7hkqmAsG3k4jzMn5Ir4Nwv3rcVo9wr+L74QVjfflRPffCinPGaQ4Hyo+RnvM3JGpLk681BqwezrO1DZd4NddYB7fJS5TOIHkYFqo/nXBvxMmsDSaVtC+A38XeAeZj0S2mvQPrOfpCqBCoVAoFArFlUE/ABUKhUKhUCiuDG8m8hbYLWQCpyIC0JIFXBdn4SzugEab+fJw09DSaYQMCdWaL0vPQI9lcHGvSrHj7BvYSWdv2bkKdtnNQK8tgoqwQJf4M30rl4Juxg1zs0iiXsMS+wUSlOfI6zX2RLEk3GErdlJbcFOvVrx9Z6Cwg6O2SWLHLv5VTFQOubF3Aerc1nwpvpr+kiR5D5TQIKkRyeFH6ktMoCIzgUS4R/Z8KR53AZeQ4SaLjDQJsuFswK19MZwqjkBNNCKDTog0jhrIqFCKbA0JxkNb0m+kI3/lqIyXkfdXB5TtvCVKZLr8ht/DPL0ef9jQc48vIqtPQfeICw/S4GB37wIZCW74PeYT3b+ALBRz4G3oQIpgakH1CZrpPWAz0Tr5VkgIHoAeXkBSEcWu7A3+jrdfBTKHGdrWec75VD1k/oGd01LWkBbaSRm8oKyhiEWm8bNv+Bz/CPfvgHbPnZBhYJlWnA6rgNt3HrK7CBa/Avpy2eCzOKXsnuhZhZCozAPsfL6heAo/8rmghPL3OKXtuftEBXNL8KJ935h14Z+NDbzHepGdChIVmQXGo114vzYw1/Ti3ZVg7MYdxc1OrBu9QP1v0SxkI+aFntptK1wFwOjAbAqKmwfpqgE0sm2gj0XWmWKm/hrERFmP1B4bkHN8LzPoQDVvNtRucyG4VyhjGrnMJXpwXGjpuvXI2zCD+0Jzpnplx8veWyrkv3S8zn/udRewQqFQKBQKheLvQD8AFQqFQqFQKK4M+gGoUCgUCoVCcWWwOec3Ecd1DQR5K3QfYG9RZOK5gxPbxcMN3W/DNWQNZBaYG8jwUfLt4v0abFtqKkfbcA3EAlu1rbDfKKDKA0ilikVkVsiksajBwiUJ/WIGfUx75ucuICUJD3RcCi1OBtGGO0JblLytS7DFGTLXeTWg7hsnKnshbAuYbUmgYyd0fmYiXUIWOqVcgU5hej8NTGGh/42IQ9BOFTX1v7TScQ393Yg+H0E/VUI2EWu4JihDP6Az/LHiWq8G7DnskWvbVhBfE+g5gtAsNh2VowK7mLnm1znQmy4910uVLbWNBa1rKnl5R2irDvRBoxCI5gC2BYFPIQ1oc1xNZTqOR3ZdCz4GM8TrIvq1gbafLD+H/4MNwu7ol4IFGxR/FBrSGf5eUX9XO35dggwUTmhDZ0/9405gD/Q70d9gs1Us5NM1Za7zcmj75Hi8rwu6Zw/2Pc0kyrShv6svMPbXfM4IR9KQTkIr14Hm8wzjrv2Gp9aIZ3rX4PBcCfuNcwc66ifhEdNSLNhnsB/5JOaqH+EYxqq3fL6LJY3Bv0iKVMP9+/ebC0uwKQlOrOW0UP4L6O0a8bofwd6kEZmlYB46g21ZWrhd2M5TnCdow0FYvYWGytj2vL9WMD9dQNtZ7fj7PxTwbYB2Xv7ArsMMWnbkesOyob6cItWxFv16ibA/AELvRsxPXz3F633HY/QZMpzcGdKzPjp+jy7S91AEGygn5t0T7AEwQiu+ghg4vzFDkq4AKhQKhUKhUFwZ9ANQoVAoFAqF4srwZgrYQoLm2vC1UgvO7SMkgl854XAPCaqHwLdLN5DY253B7fuOl2MFFGDuYPu12C6d9rRUXAvKNkGCddfD8rXYSl4aoqwSOKGnni+V2/HwehwHsey9QMaIGpJrn8RWcqA3HGQbr2behmMPW/MTf1YGd/EGbPKtsKBIYMcwdXBO0NcF/PdAJva24H2TREaOXxIV2u4XPHQ9bLkPEy2PR2FvgETsWHNq1w5AOVTUz7bm9KKF7Dc1o6x4G5aQoWARmWZyoN/VYIsh2CdTj/SsJ3juvuVUjM90PzeLLDEgMfBg7xAst+oImA1mgAwcVtAoE7XH3HC6+ZygbTLdYxAUbQ10WYRgyyLbxwZpJdG+eaG5aJA+Rr8QkGqvV8J+JFM8VTXROvMzr1OxozEYOTNuMshobjZ0/9Md90txZ5pPYgaKcsdjOkD8dA3vg9lSBoYJbFbaICQfIFcIz2BZUXLKa9pClpAfhXUS0MgeLLbCC6f5rANpxADUs+X3szXMY5+FRQ5kQ5nWMOKTyEaDsYbZJISsoQJZ0jLx8mbIjJWH95sL1w3V/zLxOX4NWS1GkARkw8se4V2+FxPPIdO17Y7OxZnHoQUJwx1mQor8/XRqIFORsIEpayrj5GgeW9d8cCSwY5s8xXkf+VzYQeouP/C5cIJsGvtM7fR95m14A/PVGd419Ym//zO8G+qBx80E9RxvqK2DsOkqLd1jDRZxueJtfcL3k8j4E4ECnsafzrqE0BVAhUKhUCgUiiuDfgAqFAqFQqFQXBneTgFDpo7K86X4OtL2sbGkpdjF8GVOD27XVuxgaRxdG4EOLjtOUUXYBVPAsnRZcRvveQ/3rvl37iXR0vku0XLrxfJdmi2wOxPsMnJHXqblSMv+OfO28bDLMsBqtkyGPQfY0bWBHWx/4N1TArsT+S2Mi+D4DjRFEgngF9g9aGEndX5hlxkP/z8oG06PTwF3hYntU78gPCxz+8zrlWC7YwU72IbEG8rBzxrxX6AIScTtDSzf842Kpm4pXhukCiynBxqgVSonMresYWc5UOw+8nvsZyr/grS35zFfgau9n3ifDDd0j+0zxeQoRn8EitCBw//geVt72J4ZCr6jfwZGOFR0rhTZegaol4P+igunYhzSj4L2cDBvhJlT0b8UCqCyjMjOkVsqn4dE7ovnlExR7V+Puwt3BDjBTt0C5Aud2OR8riFLyC2VqYu8TGNH91gdeT+6b2H39UzxE2de3vyR5vgFdhh2A++rw0x13q75PZaJzs1APRbPgtoFmccI80wppAHF8fB6PKy27Fy5gZ3oD7AjVOycX0bIaBPfKCGQmaCAfcz5/XYBrxrIktJwCnTAubyA92TkbbgAZf/tC4/DHjK+BJi7XMFlSQakUy3uqq34dSVIts5CenMTIS43sLv9wt87/YguCDTemzOvf4IsS6Z9YOdWFyrHwdP85EQGneJMcdkDzX+yPOZ3I/V5Kvg3z4uFOPRAqcvsSeCqcTjQO6ip+dw6WipjZ/j4quCez4H35U9BVwAVCoVCoVAorgz6AahQKBQKhUJxZdAPQIVCoVAoFIorQ/H3L/k/LyyJ586Ba5ROsIXZg91EJWxVGshcYT3X8vRgM9GCSMuK5BQlaAymhnj+2PEyGcgYEluuy2j2xOEPifR8GyHfmBLx6M0RNCYbYX2wIs1NM3NtwwC6ClfTc2eh56lA95ReQG9Zf2bXpQQaNS5FMM7Ss0bIjNIE3tYBLA5asOzoC64ps7C1fhS6rNK9OXT+ucgYU7wMFmxAZshA4SO/zkFmjf6F/x+oaMBK50Bx2IoMCh7c8O2G+mQ/ct3LAhkEisS39BcDlXdhWQiEtcgtnZsmuseu5ZrClEizYhOPw+oLaUmygTKueJ/7QOdGsFKwiV8XKxJFtlFkjYDyZ5wDhH1SDRlZZrDPcIYPjgBt46zo8/x++tP/C7HG1BpiED5C3K2o7rYQ89MjZEFZ8zoVoGXNy+71+HwrND+31O4LSLlT5lrmYKBMH3l7XSB2a0sxkyqup/Q1zOufaS6MKz63VBWVd6wf2bkigxYPbLDKLY/VEuarMIDWuOPxviw0T5YN10otGcZaARrDJOIFLEzqLdjKnMSc4el3teF9OZg3yej/6ehRA3bmL8q6o/adYJ7cBfHiGajOpxWPmwwC4Qt1q1nPvL41ZCfqWrpHu+dz4bmk/rqpuGazAQse/NbYCdui85bGmwWN7XnHNXVn0PY1j9xL7gHiaAe6uZN/Ytc5ENyDjNIUluvrRsiStRaZpe4D1SXAt0af+T3iTOfuICWJfMePoCnPhZgLhd3bW6ArgAqFQqFQKBRXBv0AVCgUCoVCobgyvJnHy7DL2gn3+xKWPVOgJeAY+TLnBTJhmJpTStsVFSXDMnIf+LJ/fUu/K7ZUjvI3ItsHMAD5ji/Lui0tt0LedTP0nM4owZF/+ULLwWgrYIwxDViTuDOv8wrosQGsQ/zIl9uriho4gq2GfeTXzRPVs9sIa5avtE5fQCLrIDJmrGDJ+uzoudUibErYfw+ElcwiPGjeCR4Tr8sMJNDW2VA7WcHQNHBdXXL6aTFgCwE2M4IdNwUkOu/BVsXeitgA2cNyw5fo/Uj95cAuwPsbdl1X0sO3nmiVUni4xJL65LISTvslUH0lZKFw3PtnACbNQqYSHzkVsySgMCdOiVWgpfCZfjdlYbMAMVRARokw8+s20M9hEfKLX+H/sA3YPi0iE0a8h6wQ0GaVkExM0Kf+g6CDepgLoX8qkY3F5NvXw3JFHlM57tllBbBtJ8tlCBXYSowgbSmmD/xRQHW7b6jsKLUwxpj7kcrRD9+yc2EP1PYdjYvxgc/d3vz4erxbqLznhtvFVHuYn4WtWDjQPSv2DuEDOUDWkXyk91O9Y5eZBazDxhOn4n3x86m3fwYsZDvKbfjJczXQ3g+Zz3f7kgb8KGQety3VuRyprfvMqd24o778WFLc+IrT0p9q6stWZPTZAe07eogpkU2kRSsgmBecsF+DxCKmvhFZnE6Q1Qv6bvSclt6uqJ8f4b37yXEbuBE+Inor0vqAZU6eqD1lVqhbyFZ2AolObXhsNVDeLDKc5frnz4W6AqhQKBQKhUJxZdAPQIVCoVAoFIorw5sp4Ap2cBWe/wyTWvgKMlAIegR5tEZsb7n09HcNburNDV+L9+C0nxtIvN6IXYq/p+XW/K8ii8EHWvYuBlqWjiJBtfsj7AJCGrXlO84yUK9yp1oE5/nySEvR6fciE8hX+hYvHjGRNy97CTTfVPEdbQF2BZWway0UnEY+Q4c5TADeCgp8pLZJFV9Gj0lsz34nLJDI2wyClwXa08ESexLxOp7pHpWkb8Bpvuswqw1f9s+wE67ZAp03iZ2+FVAMyz075yAx+7Ym2reueX8Vkai+CDtLixtOAScYoyvBjtuWqMQJsjx0gr7NQNnmHRyLJOeQrMH0RoyHCFQH7BDEXbHGGLOAg763QPOuxdgAacIYxI5ZsWP4PbC0kLWk4OOzAjnAfI+ZinidmoFiazacyrELUFS/IToofRbSm4r+dsseznD6dgU7ZPPAKcDmDuhmoHMhUYkxxpj+jurSQdxWIn6sBRnKZ7GTFuar+on6bflXvg7h/xe6x3QLMXjgYxV3RLo/8/KaLbXbdAOSjxPf3VzAzkmcTZtJlB1kI2HF593Ik1C8G7DV5PgsGtj5DcV1lo+XDLvqpcTguaAnNJ7i5qbic9zO0xh3Lc2TzY7PY78DhwEnnpVHmENviM6NHZ8z6pncByZwGJA7YBPIa0Lg74kPQAk/gdzio8hOYk9U3m9qKtOL4+OwjRRTyyh25kI9Z5CKfXsRGXlWVP4z7JAfhFRuBqlQZzkVH8Q88hboCqBCoVAoFArFlUE/ABUKhUKhUCiuDPoBqFAoFAqFQnFleLMGcACLgMpzzY9xxJ2XZ8jUccO1Eu4M+r17kYEA7DLyPdiqdILXBrfy/Hv6Tfof+HXx96Ap+B+FPmJD5Q0N6aHsD8KaBTj15MF1X2ZZAI1N+BPXxs2gHcTGLh55mRZwMq9he/dcccuB1JPGopiE0Asc6T3a6mTezZhpYgYd1iy2t5drenYMQiuXfx0bmHqAuojoDYHiLYJWrBIh5KCLpoHHaAk6ysVSPIzSZT1SDNSQgcSsuK3KsiMrjN0stKgdaQLbltzq609c95JAcxMi6bvsJCwCoP4uyMwIdOweaWzE5iu7rigppvwz/WhwXG8yWbAP8rxe0w5itgc9oMgEkmFseE+6nHXPO/YEbvqF5+PBRN5W74GIbv+jsE6CqaG4gHXKWWieHNXd/jvPVFD//oGue6C+t7fcpmL5D4rP5pbazH7HbWWy2dO5j0Kz94n624IO1Wx4eVfQx66gsd8KTSY4XZjiVmjlMvXddPsbKvsDzxgy/pbaZjlQ3LXfCLuc/xe1x1zxcVfekVYsPlLZw56PmXiCyWBFY2YR80JEnbuwlYrFm1+j/1REyARSWKFfg3dIn6nOaO1ijDHGUT+LZE+mgww8HcxB2fJ4dXvIhAGT66bi7VJa6q+uFtk0IDvVFOD9P/HGPjgYAwvVP3dcl7hdyI7Fi8xdRU/lnQwO2Ad23dyC/hayn21Kbjlz7OlZacXf/7+b6B5/KKnOXyve2B3Mp2kHexsSn8dbyB41igxfttJMIAqFQqFQKBSKvwP9AFQoFAqFQqG4Mrx97TqDlUApvhvBcmMcaJmzDpw2YonhB04bBbScWGCJ2XJa1pdAFUMy9PhBWCR8BxYTH3h5cwWJzS1YLnzilOo80LOKEVziBQuVz1SX9B0vR3cCt3YDGVMWvmTvDmDTAS759jNfso+QqaJzwv1+R39PZ7DBqUUGAQsVqKjs1YUvy3uwxYmRU0fpV7DfMMaYuYFMC15mRqBYWUGmiougb1tP51phaTAC1W9KetbacsnCBFIE11Kfr+Zbdh22W3XD7Tnm8rdU9I5+Fxyn+uyOLA0qsDeob3h/GbBSSuYLO1UfIGvCPUgWTjy+8obumaFt3MjHhh+ILixHTol4oJ8mcN0fb8XAASmCgzzso+dt3eKAi/wewf8K/4cFqt1s+BzXQN0tZoERspm4AyuZLW+/cdi/HnuY/6qZ05zuv0AM3hEdVO+EJRbQXO6/45Ta3NA9NmDb5ba8nSsPlhuQPcdbYUUFw6k+8rl7ATmAgyxL/cTHcflA8e89Ublu4WN1/lfMdiSsOWaghz21TRn5Ky+B/VBxoHZzN5xeS0iBZ15nP7+/DMEYY+4Kkuw8Ol6mHjLmrDrqr6U6sOs8ZNqoDO+vLcxdE0gWfictjSBtygfIfNHNfGyUYDN2EPNprmF8UJebx1LQmieQka0PVIYTly85sCfKgho9gcdRBTTyGPm8W8N3DkoMmhN/d4fyu9fj/YXPk19K6pcGJGXrvXh3HahMwdMcXGTeTiN8NpVeZFaa+TzyFugKoEKhUCgUCsWVQT8AFQqFQqFQKK4M+gGoUCgUCoVCcWV4swawKYBTf+HaIweaqtjSdeNJ2JTsQQ+1FRYxGb5FE/HjrfhEtSVtuS4D2LlUQqO2BouJQqQaMqDZA11e/cK1Ag60ffkI2sOCayACpINqrDgH+oPDLZW3G7j1QZEg/dGR9Abpjpe9iKQJuATevs0I1hIV6TmGkbe1HUkvUTWQWq4RWpYRUsZl3r7G/Tq6lwLsaMLIdUoZ/BkC2CIUNS+rA/ucYHgepwp0W76EVHgzf1YNqQzbmfRwqeBalKL5PZVvzfWBO9CizHe/ez1eldxKoMifXo+X30GMDt+y6wzoaKrI42aC1H1tT3mzQsHHcjpTGVHa1Eyf+f1A95gWHhszzAfBQX9loTcEXVUC+VErLIbOYP2TG6718kIj8x6oDbVlXXIt7AjaK7ulspZnroeK8Kc/8XmndNR+FdhD9A3XwFXQtpctzE8lf1YB7i5rYWHVNNQHcQ/pE0vepw7TboGWaXH8uh14iUwfeD+uDtQ2qaZ6bS9C5/yR5qvvb6h/N3/kGq0u0D2CE9rG76kNywqsbna8bcxM55Y7SBH5xF+N9QasQzKfd50VPlPvhBNoUSvD56cG5vUVaKD7s0itinr4FZ8zTpHmsk0D6SjXws6ppHOppP7KIt3rBJpAK9JHztB/L2jFtfD52UIq0BtM1yc0oOUW4jDxvlzBZw9aVnU9j68MyQGfpo/0780Tu251pnH55Jw4R9YyA9jPuZ7Puz8UVI4t2Oc8nni97iqwyBl4nz8UPz89q64AKhQKhUKhUFwZ9ANQoVAoFAqF4srwZgoYXdxNwZfbk6fl1gosYYpbfp0FK4QQOJ3RwJbrPNPS69wJC5c1uGRvafnaBn5d9QWyk1i+ZB/ADb15pmVp/4XTSfaJlrrLF3rW3PMt3EVBdC7Sy8YY07dIZ8MW9t8ISigTlVQOVL7YC3qkpq3ezvMl3+Ez1dO11Nax5GUqwNbeA/VeL7y/QgfZVMRSfGp+HdrDB+IKF+HHU4KbfAZ6pBbZCgbQFTTLnp1Dy5yU6P6tcNofG8imYYljK+65S74F2tetfsvO+Y5ohc5RVpDY8mflmsZKCTSqE9R2Kqjsbubjy28pviLICIb5E7uuBN43TofX42nPYw1dJ6bMLWcs0If1TLEms8nYHmycDFA2whYESfWjmLJcen87oukDjS175mMr19RO88Pp9dh5Xu44wbjzXDaQVjTGTzBP+p7bdIR6/3p8A5ZIpaCKZ8ye9A2fCyeYuw1Sb4Wg+Q6QCQL6yja8r/o1ZKN55HXuwVapgzno+A27zCyW5sbd/wfm3Y5LWS63dI8mi0wY8I7qM0hqJl6mDuyN+o6eFYTCJR3B3oc3r4k9j4H3Ao6mUkhPIszXX8AuzIvMUkVJlPAi5rhPEAMW2qOy3M6qS5AJBLJRJcsb8eJorC6B9+UD2PMMFxo3u5nH/Aru0YNdVCekGBlkGutFWM411HIlvMbSms9Pl4XG6KaldvMzb6enLcnSqp6/QzN8e6A9ViEszL6B3jzCEN2thWwGMtTYtZCAiawpb4GuACoUCoVCoVBcGfQDUKFQKBQKheLK8GYKeHmh5cVyw78bywhJ42G11V44jeD3sEt1FFlCYEcbsGEmZ0G3wu7DAImWiyexExFcx1PNl0arP8JOT6BYm698ubk9wHUzlWNMwsUbqNPDilOlmEXcR6AYoqCAiQ00NoFjuMhicbG01D99+YGd8/9C5fcPVA5rOGcRgLaxBS0pT4JuNhc65z2nfNP86/zfIVVAv818ad/D/2dGoHL9xKl9V8IOQbEL2MHy/pxwlyofKo3d0/07olFcw3f6diXt1C1aTtNYA/coqIyNiHlkuqc19UMl2E8LSd+DcOFfTVAXoCNDJXbjd+D+DzvOrNjBa09Ao9/wsTdeqBywMdtUM4+hXFLFJoinQjgEDBnafuBtk/KvEIdnqm+cOKWWItFB0L0mvYipdqB5wXZ8t2zGjARrqt9OOP+PkP0oAOXvvuNtUgNVNIg4roFWriBbTCNcFUJLHVmcKLYyr76ZoH/ySWTdgH51De2CrCZeL7+iNhzWNC7ky6r7ArvDF17naQfZFB4hjkUmjBHpvBtqp+REBopHqmghMn/EVjTCOyEYaptPwhHieU1zzYcBnRP4u8AWdG4vGMQTzGsfHWSMsXzi2eF8AplFjl44J4xE7c4lf1gJcpBtA+Nf7O61DT2rhYhohMxpd6H7fal5bKw9lX8D7/JnIanaQPkzvLsHw+egmKmMW8N3CB8cZGEp6LkHIUXYAYXtwFWheeH1/1zDrv0LL8e6Fd8lb4CuACoUCoVCoVBcGfQDUKFQKBQKheLKoB+ACoVCoVAoFFeGN2sAy4J0H3HmGoClBKsT0FShK7gxxqRIOoWi4Hq7qSbeuwh0/3bkeosJtn6vj8B5F2Ir/ga0dy/c/bwdIYvDI9lgrIQGovJgEQNZC7zjzbZcwLbgyPVL/frr63HqSB+QLb/HGrKVzAe632nPtR1+RAd17p+whXY7g47AZt5fNWRPiEeqV7ERFgGBrpuF2CenXycTyIz6m4K34QR6SbtQbMSGa6waSDvRG96+G0dt30Fc+3DPrqsrsPsArUxZcauXtAELjmLPzuWO2r5cqF6VyIRRZBpTHnS1VeRu+ilSP3fDkZ07QwwsoL+phFZwBCuduCLNTvzKtSgOdKovy0d2zofn1+NsqYzLDW/rHFBXBfYR/Q27rg5g41FwbRZq094L9Ux9sDiuu3FgHWTAOiV9x7Wmbaa4cMI6Yt5SO7U4Bn/L26+rIFPRb2kslI7PhTWMVSuyHQ1gvxEhK1Le8mfVMNbiLWYjEFZfkPHERR4zBWQ/WCysPayFbvqZxtMG9IBHoffMNWgbLT/n/wjvGkiYM33m74JU03xdgKY8LELXB8PE8inemF/HEcsYeIU+CcliGKj+J8gs1HUiO8dCfTI5/j6pwNLIQoaLbIUu/wjvmjX1VzzxzBoX0NuFib+T7mCOBic5U3puudKBqPgW7b1EmSzUsxKZW+wMOnrIhNKOQisOz4rwPulXPAB2R8gEUouMJIks4qoLnWsMzwRynCgubaJMTYc7/p307ZHKePK8Xkvk174FugKoUCgUCoVCcWXQD0CFQqFQKBSKK8PbbWAgebeJnGJYw1LsCMvo9Y4vNy9Iy1Vi2R+WcB3Qw1m4eFcT3BOzAAjrDH+hpdJqEhYmYAtSQnaCWjic72AJuAFaJRhOe5xg5fhRUFIL0H4WtrS7mtN8eBN3Q8vDzcKXeRMsnbcPfMn6fIB7bmiZOwoK2Bzo0DewtC/sbcaE/SeoNivK/06ogYqIQdj7lJAlA+inpeFxOC9I7XIqewYKI/jfvR63N3zZP7S0ZL+zRJWkG2FNY8kWpimFlQq0aQFUaTHweF2X1Nath8walvd/TDSmlszvUUPGAwMSiIt/Yde5DWRQOQOFs+fj9QK2NW0v6LI7kCL8cf96LC13RrCSKYGKDPUjuw4dh1zkU1YR359/m0AqUc287si+pgIyVTzzvjohFSfsjAqQg7gR2qXl9wg1xVYLMdKITE1Tpvisnvj/+RvIumGRyXfcEqO6ofj0a3rWfOY0n+mpP6Y/cSsZG5FSpHYLIgORbShWI1C7RRJjK0BWqJHPR/1vwM7oQjEunHRM/B305b/RySQynNgJ6tKIGNxyOu+90EJz1MIGJ4N8pYiH1+Nl4JmKEmQx6oozO7cOYIPm6Hdd4G199jRnJHgPN+Yruy5Atq7gZfvSO/8DZDiqayHRgexUu4Fid3bCwq0g+coh8HOHPZW/PEEMNfxZBcTef9TwXZN4vL7Ae70QdHMEac8BbHviwuU77US/e2qpT4Yjj60HyAQ2C9p/Iyjht0BXABUKhUKhUCiuDPoBqFAoFAqFQnFleDMF3M6QrFk4Ti8VLakWFzquFk5ZXGAnWWdElhBYvbQWKQCePSFDpmT/DS1Rx4HvZuweael1MXzdv15o2defaQdPs+VLu3ugogvYPDY5XnZMFH4WGU5WNS3hXlZ0Xaz5+m0Ed3FMMO8DXyoOF6JcYsNpyQr+PsFSfDVymmyGbilhh2D0vL8wE4i1vLxZXPpeQIP+JLbf4W7nqaJYswfufj/DLu51EjvEjkSrld9C20ex07Wifsjl/vW4PnMZgb3B3XM8DktHNMUGdo/WltcLGAuzAsf8qRXygBl29An6BSm3aOi5TtQ/WsjWAxlTXOK7J6v159fjc8H/H1n9iXZMl+2X1+OZM0ymqKkfkoOsFj2flhxQQvPCb1IOb57C/nk40Pica8kpIj1GwXrygnqFXcB1J7JYwLl5u3893jxwurX8f1I/lndAhxlOeRWw0/1UCOot0RzaQMaVZs2p7aamMVTf0bgIa+F68Aw0ahRZZj5DGWGs+pL3YdxQHM8bkGsIpUG8JVeFoedzcoZXWwQJUGv4/Jz+ADE+ApV5K/g1kOhYITsIn99/J7oxxiSQB+TEG2cL8Xap6H23F1lLLp7a7RuZaQYo0KqA91jFJ/92oThsgeYdhWwodXSPduCx3EK8NdCV28yv+81CbX8LFPjoeKzhuIyTkIdNVMbnkvq5F1KMCaRDa5BwRJFZ7HZPc+3jEx97ASQR25KusyIjzzN8o5wrislt4nPDCC4YK/H+ewk/Pw51BVChUCgUCoXiyqAfgAqFQqFQKBRXBv0AVCgUCoVCobgyvFlAM6xAHzAJm4ELcOxtgsuETUek701/4VqEBe0tQJdXbU7sunqiLdLzM92vE9kTXEsaExeEw/cFHPR3oAGpeXPYHdjAgBalFtkjZkf3bzwvrwXLHL+jNvSBa1GWHZU3fSFdzrLi2pbQkgbKii3nuQE94xe4X+Bu6t6CBgxscJZZuJhX9Lc3Qh/x68hejC3QqkHE0EL6iwC2Qr7jOsoasjc4oVOyoEWxiWLNC9ue/SP1ef4d6A3F/6kyZKgpIr/HeoKsOVCVdeLXVaCRKkB/4gPv/wksg4LIoFNOkPEArpMWSWcLYwNsTMYsNKA9xVrb83v0HsZeRxWbhKv/6oU0MUOg8vm90KlhUhNxj5jf3wamBRf/sBZWV+B0g9Yhzb3IaATZWJYtP9ee6J75E/SHyM4RQIvclZDFohKaupl+1wgbmIQeOxvIpNPwMuUPMIa2YDEiNKQ1zHfzhY+tZQ3lQP1aIcZxhEw1aMdy4s8aZtKlFqXQSoPOy3rSkfcjv67KVM8Js0md+HUFlCmKVCAiB9W7YeUo2JqGj4MDaOJbmAvbmY8t1IsuYu6qGrLPWYH2bPF7dt0F5tPCgL1P5GMjQLavpuVtuIJL20j9+sELvR1YCTUwL25FpqqvA2RMEjLdc4eZlWDuFtY/cYHsOjDt2Fno8gLpFE+BZ2ByDWVF8vDS7D1/rx9Bo40ZvTZeZO5xVJku8u+a0f789TxdAVQoFAqFQqG4MugHoEKhUCgUCsWV4c0U8PpAx1MhLFy2tFw+gVN/IxJPDyMtseY9d5q3YCVj0LbkKJY5gS6oIItFEJRqhq3frePL4/GGlrbjIyXAHr/lzRGAzojgtB8KQY+sMaG2WG/29OwZkrdHUa8007Jvhq3fSZjMl5b+YRDLyK2nfiiBErj0gnos6XfnDFYvwpF/SdSmixO2CCLzynthwewkI99yPwOtVqK1xJHXy6GNUSGzaVDb1AasKsxv2HVjA7YQYINSrDl1tF6oDWXmjhGW8G/dA5Vv4vXyDfV5Bv8dbzjtgZk2Lp6X4wgu988D0NIioYvtIEYhM8y25PYrT5BBwDlejuKWaJD5QPXfRJ4JZLJUTwc0UpzE/0uBHu4aPiD68f1tYIYGKVDhhwRUkYdE82HiY7U5UEyOI8/GMraQgWFF7d603GJovQE5xBokKive9+nz/vV4ltYcICMoj1T4+klc9wHoMLSmKvi8MKJEoRFz3EJU7HhHMeLP/LpsYdzBfH8R9mOmgVi1PAYrkDx48BibdyKbyDP1y4jZrk7CzqOGOt/ymFuOPz8Dwz8Dy0hlj4731xqkQ6eFBnlXcDunbyLIGbLIurV893p8hnfX1nD6totU/yPQt5WgyreQ7eKbxGPUlzSf1PDOTBUvUw1ZSCxY3USR/aYGWYoTGa4SZJN6hK60UVg1QT0vYIOWnLAOg+8aL9+TR6rXeQI5TPHELvu2oPZ4ALp9yLxMLWTgOpZ8Ph1m/g30FugKoEKhUCgUCsWVQT8AFQqFQqFQKK4Mb+ZP+paWHrPYObhYWm5GJ/D0yJdeiw52H77w5eHwHVCnC90vx5FdVwONZnEXpLCJt0ApGZkwHhyz5+++fz0e2u/YZS8N7EwGqnC54WUfSshisOXLsgl2dLqB6pjFrtLyAXZjwXKwEbu7CsiuUlhOhyUoVoI6uh3/zh8O1G4JMgEYkVmimWC5/cLLMbSc0novVB1kE0g8NlawtH8EamMrdo4GR/VaMs8S0gJdErZEZ7TCad9vqT0qoM7dJOghSHpeFTw2MvzOJ7qf9XwnWQjU1mV1eD2OYqcvbmiuekGxwG7ZEiQM8164/yfIftNQ+YaL2EkPdFmIz+xcOgElYkFGEDntMUDmgQ7aIk1iB3ND/XxZePv68v1T0qxGmD9GPseVsOt58URfWZGpYPk9HbcHHp8GKODiBSj/f+UxmNYgt1mB/MEKyqsCiYrI9hAhq0P01Kd94BKd9kh9MEJGJ6l4sQfcfSvm5A2da+GHi8iKYC8U7x6cHuwi5qcXGiejkENMLdVr6kG+IBi6cYNzI/WXu/C5Ne/h+JmXo0yi/94Jp4bG+J3jGbPCEeKtg93SjrtU/GDp3M7wudBBYwWg0e9EP2SI87KiGFpEbDhIQXWwvM3WsNu3RtZX7Fo+wNy1gm+DMfDrjpDV5sHxd+1nyNa1AKWcLZ8z8wm+a2D8vggZhckUX2sRh48dyTsszKfVmcfX40iV7gyVKWX+jkvwLmtGPqecZt63b4GuACoUCoVCoVBcGfQDUKFQKBQKheLKoB+ACoVCoVAoFFeGN2sAPWpvaq4BWF7o7ynC9vk7rhtLYLFhRdaJ4gt9i+Z7cBNfuFbADcSjFyt6rj3xb1nUlfia64TCPWTJyKC3ERqAL3d0j34P2Q1ueNmPn6gc54rrt/KFzvkXsLD5d16mYaT7V2BbkgaRZQEtR4SOMK5g6ztkWnEX3s0VZDyJPWk2CsOfVYGFSV/wezQT1ya8F1ATWixc9xFA92lBR5qEjrJqKKammp9zBjSWoAd0bsuuWyITXL4eeqE3rWdq36kQuqpMmrgLZDGp3IFdV4xUjh7sjaLQJeaedCVn4ZiRICtPgCwPseJ2F9VItgX5Qpqgsub6kgg64Ji+ZefsTJY2Uzq8HjdB6M8stc0Mspqq5vqYOdxROUo+vpaR6yrfA5cVjIVFaGEhnhyMmfQs7Cxg+CeRgagEy6lUgnXWhcdgBr1pcjCmhSVI3EFmkS+8vOsBMjfdkpZp6blYzv4AcYIazVrooRKOQR6E9ZrGTAKtdH3gcTyAjvAEGtpRaq9AA+cSP2d7yJKC6xwi60hcKNYi2o/d8P4qDlTnIDIwxVl4db0TVhEsRoSfUwEWRBHsc3ojLMxAv+8Nn9Mz3KOIFHtPO649uwdNbFmBznPh79MLWBW5WVhHwadIAvuVB8Nj/gS2MHuYP4aZz62PoLc+Ch0hZig5g97+ZuFz3NGR9Zct6NwUeRseYLL9HPmzPsKeiM+R9IBlweMrw3WxpjmuXLi2c1iobR4Xfg+px30LdAVQoVAoFAqF4sqgH4AKhUKhUCgUV4Y3U8AL2C04QT05oAGyoSXVZuBrkjOwD5XnFOgMS/PdBe4nnLDnr2AdUdJx3/Hl2xKyDAwVf1YL29EtJIYe74X7PbimT7TabvydyHBSUZ2XzCmpuIJsJUABLxO/R4al6B6oE5f40v5qIcuN5SzSkPdU/qmixi6EU30owQYG7FziyOt/zlSmvBKu/ub97TeMMaaHmGqdpDPA8b4BSizyMB+gPZpG2ooA5bSl+/uWt02JLEhHf+SGx2GC25cia0WAEGhgu/+yCGof6JILZE2PgoowNVgViMw4AawaxobsjqZWJIB3kEFgQ+0kkngYW1JsRPcjPwf2SUWk40FYHzikEiGbwJR42YsdPTw/8Tq79lf4PyxkVTFCQlB2KEuhf19qQUPBnxvx//ABMrVkdKYahXUUyEPAHciED/xZaNtVbfi5BejXYQFaX7wZigd69gtMO5VwnrBAAUuJSgFqHos0tbDIuVSQdWGhtmm+8kIdniETiufnivo/Xo9HsOrpRPagKVL9S0iSUUX+jpshq1V+5nYp2fAsOe8GyH7iCz5m7ELzyf2FjptSSKVAGmJWvM5byEgEyamMF9WNBdDNIAELVtDoA8iSPI+NY6DGX5jMRWQ4OdHfX26o/yfH6esI142Jx1cPdS4GqsxXQY+b5ge4H2QFERlDRpgPbh8e2LmHkgZIAvna14K/k3dgEWPBVmgQNjAHyEJSC/ukefj51my6AqhQKBQKhUJxZdAPQIVCoVAoFIorw9szqaPrNF9FNw522RSBTk6dcLGGXSuz2LWUZsggAonSl3uReHkLO+TAarw48aXiDCuxldi15VdERQ2eEqxXgtoO+8fXY+doWdaW/H4JHNOz5U3qHuCeX2GZ90/sMlP8GVzoz0TzhhdOMZ164qKd2LVsM9VrDY89eV7eLexOjLA8nkQy8FxD5pIssrrMv04CdIzYUPG2sZD9JMJOL29F/yMNIuzqe0yMAhkEgki0nTeYHJwoyv2Z71q3sIlNJO4wtgRn+Ano0SPf+Rbbz1TcAftBOPInouWHmid9H+1Hut8e5Bxhz65bWmi3hXYp+5pzwD3QaqsDj3nY0G4mQ79rxG78E2QnScAx1ZHPDQvsiudnjDFip+l7wA2QCUPs0rfPkKlmQ6VtC35dcDAXbvnOZn+knX/NnykGi/+RUzz9nylOMux0LwWV5WBu7Q2nw0xH87V/or53hdiJvac62/8N5o+PQg7kIKNNJXbcZqAAD/Tvp4n3of+R6jl/hXsEnknGenCVcMJx4vLN6/Ea6tKLjEYG2qoAqrw/8DI5kECVJZ93zfuH4P8J6of5fGBnPnmayAbIzpHmD+y6yhBFOSf+Yn+CPz9eKEYXd8uum0BS1Rra6RpXfF5IME8c1nzXrgMK9xZcK3rRuH1F9w+P1P/OvbDrlkjjcFx4n0/g2hBAYua83CFOv5sDyCNkOhnIOhUrfq6AuWuC3f1RvGsLcNW4gNzIBX7dx0z3v0S58/vtn3Ov9//Zv1AoFAqFQqFQ/DcN/QBUKBQKhUKhuDLoB6BCoVAoFArFleHNpHEBvLflVLlJlnj6gBYQjn9fBtAR5Zk7XOcGsn+U8KwsijgDj/5I/Hg1cd3LCK7jueX71seBNAu+Iu7ddlwfM19IY1CCjsxmrsXJK6jXs9CKkYzQpD/BPf7M28Y+QDmewTpm5NetLehZeq57jAbK66jOVcH1YMdE5/wADuQF17aUATQmQkcRndBBvBcC6IhK3ucYl2hBYGuhiQKtR1dyjUX4CjYr30BcCw3khwjarB/BI+ibR3Zd+Qhalw3XVWWw6uktxU1e835YwO7GgY52sFxvOK3hOtD8GWNMaunvVFOZqpLH8gVkJamA7DTCcshBHA7CCmUMpCvymcp4GYUNDMwV84nGRg5SVAXaNKFvS4XIDvEOSDPMOyuhSjyD/VIPfWWEbgyyrCShDyxLis850HXhSWgFK4oZ+yMdLwXXXpcPdA+Z7Sck0k6tK8h2kYRdzAzzUwtj8JFruXxH9ZyFbtYcYUyC5in2fI6LzxAnAdrNcvuVIpImMB95bC2PoHurqRyt59cNA7RboN/4DX9WOtHvljuuZfXHv1CmvguKmrTie8/HxXKkMThiFqPimV2XYS7YC6149USx8Vx/ousCr29u4L3pILPWhbdTvYb3cM9j9MlQe/f+8HocLX8nTxgOJdm09OJZxtOFXB1oTA+2QxXoUo9W2MAx2y54dw88hs6gtxQSQHMGnbNpKM7XIjvJBbpvNVE7fTZ8DO1gqITA5+6u/vl2RLoCqFAoFAqFQnFl0A9AhUKhUCgUiivDmyngBNRLqgSl1tOSamxhyTNI+hYyUJR8Kbp6Iapo3sE2aGHNUlmwuigpA4EVztr2mZZHw8sdO+dgGTn/Cy3nVmJJ1UFGknQDa7uSAi9oCdhN/GT5CNT2C2RWGPjSdvhC12WgR7xIqB3P9M2+RL7evAKa8txCNoH5wK5zhuj3IlE/iKIb5qwgKND0K9hvGGNMBXTgknh8NUD1VBltWnhZLWQXODSczqgr6iMPy/QbJ2hZT7RKBComP9+w6+LHL6/HbuRUfAlyBgfWPBcxLIuR7mkLqFfBKeCc6P79/T2/h6N7VB2NoUXY4HiQBzjIPHHywu4Ekp5PE6dELFC4oSY/pppfZhZwtcf4GgTN20CfmJnHvE//QAb0/ySKDmQok/g/NEhFEqhc2mdusTF895Xu4YR10AiU3SdqtHTm9kA12EVdOpq7Vv8Tv18A+iqWPN5LkNucHcVdm8S8A3M+U4qIefcSac4sxT36F7r/+onmv/NFjM8/wbiADDHVmb8zAsSCXYvMSjO1d7mn+9n/r7B9KmmuDR20m7C5avd0v3EQWScE0/1eCMAbPnv+jrvbUhlnyJKyL3hbDxPFzbOQW63hzxt7eD1eRLw6Q+8aH2meKESsTZFo3om/ak3hiX6/zJDhy/EylZCGBK3f0ALMGGMWKO9s+bgpz1Su51sqbyes5H6oKaZ2JckvipmX6ZLBnijy97oHq6JwpD6ZHLfVsmCrZdc0PzeRl2mCTE0rkeEkWM0EolAoFAqFQqH4O9APQIVCoVAoFIorw9sp4BUsnU98ad/BEnjCVAoiGXgDOx3DWez8auj+NexMXSq+BDomokRacCCfngVt9kx85vQt3z1XHcDVPaIjP7vMrKBiy0dasi17kWwdHO/TxKmyuae2Kp/AgXwQWRxmoJsnajc/8mXdoqBdpujAbowxp0AUSTXScvtciB3XI5WpA55XGolnoBuN2JlZz7/OLuBcwQ5usQMU2AfjgQJeLO+TOlC/NiOvdFdTPUdI0N33nDoqH+n+zR3FRiV2FQ9fiHpt1yd2blxRwDnYVe1G3l9TDTswDY2vZcNpxSLD7yKnacYVZJqBTCjzyNvGA4VxyRQn9vwju268UBxW+TM7FzydWwYqR78TMg3Y/Wkd0Sit5ZzaBLH2Fy788/vvwMwwZwSxq9TcQHYXyBgSO7FbGXYLl4KWKx0kkIfx3wiq0cM98oni0254nC3f0t/hKOZJlEfsaZ4cpz1/1vdAy0I/DknszIXMDWHNaa4EEpsXyPYwnvl1ATI12NPh9bgXGz3Le5C8/L95+9oRpDcgFYkVb5vyE42Z5Ql2vU/ivdNS/fOTzCby66CCTBu943F4AQoc2dHnxMdghJO7ilPby5bmmtnCHHfkmUA89MsTTEG/Gfi76wxZhm4WPo5/hHeUa+g9Vor3ZAT5zgvcb5z5DtgaqH1hbmFettRWJWQd6ws+x398oT7/A2SC+UbsWq8i7Di/CEkNuAQUico7Nfy6CLvs8dNoEfKIT5Dt6/uVkMOclQJWKBQKhUKhUPwd6AegQqFQKBQKxZVBPwAVCoVCoVAorgxv1gC6SFx2cpy/DqAjKrdEuC8L10MlcMV2Df/2LBLdv4dsD3XBee32TLqEBNo7P3EdSVGDI/8T9zfxUBcDmhh34tqOS0118S+kqYjCab9qSVciM4EMQNPXC1gafOHahgB1TjPoFwfO88eFrD4cOKYbY0wV9vAHaQVqy59lIrXNxVI/JKHrS6C3LBJvm8n/OhrAAmLIi2wyAXQfywi2RSXXwxlP/V91XGNxgOwC98/71+Op4dqhUIPG6ERavsOaa6J89f3r8WB4eTvI5BInKmMQejGXaRxFzLoh9G8RrFpS5uMBrQ8SDEt/4lNAGEnP134l3d98emDXFQe6rjciM8AJxl4+vB5XLdfilpnG1DyRxqbf8LLXFxhTnvdXY9///7AO0qU4z4VpRYQYrCHbx4XXvQEd8fiRzyfFGeYaCN3lRcTgRFY/TUltdlx4dg6DWkSR0acAnXZxQf0r15QVDmOSrluETUUFsZXOwt5lpJwM6J7jB16m3X+lv587qvOq4n09fia9arvllhhDpDZMC1h99Xt2XTzQOF6BjcZlKzyxcL7mw9iYk5hf3gkR2vd2xdvwAO8atzq8Hq8D1+81qHMWWlSD7+QXivO4EdZZDnTZYGfyIObWLtOcfK54jN5BFo5lhuw3hmv7niDeMmSCWiehfxspHg4tf1e5A5QDrmtFG44w7ybQ6F8SL9MGMp79IOa4vYNsQKC3Txde3gRztz3S/WfHvye+QDsFoQ9MRrzn3wBdAVQoFAqFQqG4MugHoEKhUCgUCsWV4c0UcMYk4olTuxVkMUiwFGsXvixvLF2XxadnBFquBWuO1HCKxQH9cGnASkGk5/CQsLmueAaGGWjfBFu47cSX8tOKKAvngfJb+FLrAtRBY3nq6RxpuTkCVRaFi7eNh9fj4nsqr90L6xDInuAfBVUIS/YTJJt3li9Zz9CXFVCqi8j20EBbz4b3uc+/TgL0ASwd6igtDai8GTIDtPEruy5BcvRh4vXYwbL/AA76p5K39R4zg5RAZ4zcEqWaaQnfVTJuIB6gPW3BaeQ40f1rfFTNaYS6o6wjWVg1BLA4yDBW3MizK9gHojDm6X97PT4fuQ2MyRRT3h3YqbGhehZgpTA2nLJAesduaUKoApeYJLDWSYn3Vy+Sxb8HFoiFruBUKTrxmC/UtlZMtXlHfdf1fO6yMBf6ieqXH3iWmbCDfox0HIU0wC00r/mG02Fjpvs3Z8jiceG09NxAwvtH6qt8K6Qgz0BlCSq/B+lJ92fq03HktNnLB4qT7kD3v4h5twa/jPErt0Ra3VF7jCeqY2oFzQk2OJcF3gUHHoPYr8JJxsTu15kLA4x/J6zZgPU3+4napi/5HP9Dovp/c+Rz/NzQTWxLsbEX/fWlhndSQff4VqT7SCCjuRHj+AI2Kw3QnJOws1qVdI8vcP9o+RhaIDtXNfC2efHUHqs7etaPg5BzWJpPbyOde26FPGCkGF0Ju7Ae7L0MSNYGw9uwHqlMzzf0frqbhb3RBaj9UlDAlvffW6ArgAqFQqFQKBRXBv0AVCgUCoVCobgy2Jxz/vuXGeNgqVzStwYotcpBcm3Llygd7uCbOXUTDSWzXu8pk8A58t1CJWRqaMCFPghqI0NC6bQRSdTX9Oy6oOO4fGDXNXew1n+iHXfzPW8AC5kmisDrtVjYIXWCjAYFp0fyV1rqLod/fz0+OrlzlJazB7HkO9e0rLwe6bnzIjIDQCaDCLtlrRPO4sAWTCNf9i49LUXPy/s549eW4iEYTjFYyMpQgDzAi3itItVzLnl8WaBBWnCMd4nTb+Oa+mVtgWJoBfUaPr0eNxtOD3SwY3RqvqOyi3ETdhS/caH7VwWnxDzsOAsVb5sIO2lLyLoxT1we4Eaiei+PRGEu+Q/sOmCATQhP7JwBimQeYXpZOF06Q0Yas4JxwoeGMZD9IzZCtTLSPd84lf2nYVn/iPmpBRcEyGhS97zc05b63i/8nINQW2AcFxUf7xkoYH8Ad4Q7TmVtIavF0Aoa9QZkHsOeTking4r6oJxJohIcf9YC87CLPLaqE5XjCM/dnB/ZdQNkkFiKA/1+5ONnhHFcP/E2HAuIp6/gHNByic4CEhC3o3uEWVDAL9BuUjgVqBw5v+NcCGPGGZEmBrJVOHjfVYKiPK+on38/8LnrApKNek//XsiUWTW9u3fwDhnXe3bZbzNQymLevckUyz1k/1o8f+8cISyrE/Xli8hUFeE7xPf8nfwANDi+Q93CnQ4W2E3foIxgxelbm+m6HHh8HRdq7wDuHnPJ37U38E5+NlT/ouD1T4GuuxNuLCN8hxznt0ljdAVQoVAoFAqF4sqgH4AKhUKhUCgUVwb9AFQoFAqFQqG4MrxZA1iCniUIuxAP+kALbtchcx1SORMvn4WWpwC7FNuC9UHilhgWNTcN8e1WWNPYmu5fcYcAM4NOoapIzyBtRc43oAczdBOX+Hdz3FLZ6xM/l8D6IwbQbPS82WMi/cEC2U6q8gu77jCApU3i29tL0OJZsNIZs7CmAb1FBqdxJzKG1AG22QstwvjyK+lewPogCmsaC+XIHR3XF66jzFBP33DtTBGgn3eg0zgLLUYH9j7Lx9fjndDvXXbUl6X4/1YHOqMagjRsRHYOQ2OgMqDt7Pj9yh4sbERyAnQCcpk0LEvP+zw1pAF8+Q+Km27gmrARMqFkz7UzDnQvF9CpFBOPk8qTNjWCRcjkRXaJGbIQiMwAvgbLiPF9NIAVZExYIo+fqqY+mReIhTs+Vm2iOmWh5TGQkWcHz7LiWSfs1C0JB8udyBjyA81x7l94P+ZHmk+WNZ1rxdw9QNaWLWQZchuRqehI8T6v+LkKsm7EFWQgmfmzMhT/UlEdb4T9yrmD9vg3rkNF568zVLm58BgcGmj7ES78RqyN/Eh18R2fT2IAHer0fpYw+x2N937iMdRCqpV7mDMvYmyFHcXh5cxjdARroZ2jOahccVu1PWTDuYBedys0gG2ALFYtL28FWUIaiDXnuD40Jir/9ws9t7ZcXzw80rxWNtwG7Bm+NZ4hK9hu4u/JEbS5FVh2TRWfn29miilsM2OMOWdqjwGm2lbsWcBkOBu4xUnYXFWOnl2KZ9UNTfqPA58nfwq6AqhQKBQKhUJxZdAPQIVCoVAoFIorw9spYLBwiSLxckZnbFiJdUZwr0AdpMjvYVrI6rFAhoS92HMP1CmwvGao+bbyDigqN/ByzLCMau4hQbPlZVrDMnpdQqaChi/L9uC0bkv+TT2u6e/iTPWqxbb9F1jCrr8SFZEc754J6Mv2idN3A9iMzAk6Qjicu4Db2IEOzZw3LIDOSAUv7wL2GzHzpehfEo2ncswF74cWqKQesl2sK5GUHqmInfg/ELjQW8ji4QVLVyQ6N7UQJ47fr1qoTCfH4+uTJVrljBkKCm6zkCGWqwvF7tAJim2kZ0/iWbEmb5UK+IYwCwsOkAsk7Ncg4vpE5+qa017jyxrOgbShE2V6BioRMtwk4WhRR2qbEIXcAOitcH6frCBoRWVmLkMIW+qf4kz1qxpe9yXTPYqOl3vIYNmDTRtF/QqK4wTWGbnhdFhzovlpWQnpzQSZX0q6rmtFeQeQ6HwLHfSVx0Vo6f5tdWDn0oauTV9hTkq8vDlCpiZD8TgXQtdwonmy7nk/jJHq5dbU1oknvjE1ZDKZAkhvnkUmlA3MkwufTyPawMjsV78gbiuQV5TCjgfOVTDdFzV/Z1wgK4ZbOAVsYN6sErXNuRBzJsynYU0N/I37HbssQ5alfcvHcecp3kZD/TwVvEwFyGa8oT7qex5DX0qag3Yjp4DjCH20pljzL7xtngoafGtzeD0+j3yCugF51NeJx+GqpHs+wNy1sfy93s8obcJzvF4F2NaUls+7FrJkXd6YqUtXABUKhUKhUCiuDPoBqFAoFAqFQnFl0A9AhUKhUCgUiivD21PBgR6gCEJvkIFTB5lGyWUUZkHtndADVaCjcwXpkpbE9VAF6BQi6H9czb9lHdhxNJlrpc4Fplei45R5gRvU7cDW9Cz0Va4nf4Jqw21rcgHbsSF1UVx4eWcovz1D2r2Fl8n2dI/Q8a4rn6ltTiCQLISOMM2gS5ygTJ7rBnIN6fR6rtlAVV2a308D6GuyYKhmXt65oTI2YAkyC71JDTHluTzQGLBZMTA0cinScIFmzXgKepklqgYrkHLFhYRH6JZ6Q/UqIn+WqyC9WE/xZUeuj3GgzY0Vb5tgwZ4E7FhsPvDygthxjqQbHGY+huxEcVmK9sXMgPMIdUkix1uLIl7UTokUkjcwRoWGy4AO6N1SwcFcWC+8T6fv4O8HKI8Yq2j1YrYias7UZhbth4QErkpgRQT2UO6jsH0CSyh/L1KcPcI8dEtzXCkssfJI5U0daDePd+y6CcpoRVrMDGnHTEeasvrCdU72zxS7PczxphODtaW5NR1447RgH2NBh9vPQkO6BW0fWIeI4WOWElJ6lXz+9yfQqOa/yGP4i+EeLGymmevcW9CYLiuKvWrhc/Uz2GB9PPI4HNbUHpiG8CzSgv7uhhprfCRLrLOwCNqCrvQceX/VYKtVwTuuNDxeC+jzcd6/Hjcjb3eX6Lqz4WPvDHrRvqXf+bOY4xqq/wUmtc4J+xWwoAs9j1G847Klc/1RpJODLQwW0vhVwlZsgne5yNxq8PNqlnH+E9AVQIVCoVAoFIorg34AKhQKhUKhUFwZ3kwB279hfWBgO3IDdxuFnYVpgbKaOcXgwJ27SPQsJ7ZLj1tasm7ApiVP/Dq3ojL6ki/ZxhzgOlp7xW3qxhjTAI06JaqjDXz52sI28KLkW8RHS+cSLMumgnMMNdgsBKB9G8uftUy0ZG0zb8PZE+WSZqqXn/h1Ea7LYH1QNCJbAVCFo+HUtndUxjC8n/v9FqiYKQhaFghYi5SnE5YDYNXjHF9iX6D71ge63yKyc9QQbxHo4VJIGxxQ0b3j98BrQ6D27AqRheFI9LCrINYSp0eCA+uLyOt1AQum8hksHWpO0/mSYsABte8tj+sENIifOBfRAz2cViC3ELRELKhtSpgPrGAvJrQq6gQ9DrZQ8xutD/6zsJCBobjwdg5AWXY9tVHfiuwmA8RnIeQVjsa8g0wn6cTbOYPVUQVZMbwT9lAW4sTzuXANYyY1VKal5LHqgR6s78D2pOUSlUsPWTL+zOeT+v9BbZP+ndowfsv7zV2ojCVkoFkit/pKA0hlOpGpB+QrNWTxWIR1hruDv4HOT4N4x0H/hSchy8HkTIf3kSEYY8wW3g2+5H1+AInRJ0d1+Syc2boLtc1aZG6ZwD6s3ND8MfJHmQb6JYLUISceQx8Kevj3QcgeGphPgFK9sbwfDiCj+gT08J8jlxF0UM/qyFPIvEDbNCuwafFc2raZaG6EQ7Nthf0KZP86ehEbYJ9V+J+2aclIUweaD26Eld4JLJ7CKLzJDGTCeqMcRlcAFQqFQqFQKK4M+gGoUCgUCoVCcWV4MwVcAFXmsqDNcOdkQUugXqyix5GWM2txbsEtLbATsRIJj8cFdjRV+Fz+LWthR6+t+TJqrulZzlBBXOBLqnWFjvS4tMt3vgEDbPotX26uE5VrhGXqsPAGQHd5DzeUO3O9h3o+8a5boF72TOe84Uv70QFVDDuiF7ELqoFMEKHmFHAAN/Wc+fL7L4kVON5HK+oFS/gWKNWl4WUvobhIARhjTLgAlWao7bPh9JOH7DfZg4xAUkxAvzuRTqSChOi2hJ2EF35dArrdAK0yC8qi9bT7M4psBTNkCckQX1XiY/kMzdFA3CwiiXyRcasvTzw+wG5kyzQh/Fkl0B4Z6pj/gtoG6lDEWgUZBKZ3ysJQws68asPP9Tj8V0D/iEwNBrIChcBjsAKJQkQHg63InnSge3jYYR6T4PlglzZSz8YYE0eI8VuYCyZ+XVNSXxU1ZJIR22UL2AU5SbeIAuIdaO5qEDsigX52KDe6e2DXLX+GMn7HJQohQ0z+CTLTCKeH8BGox2d61rQR2YNGoNeEq4LpqZ5ZZtP4BdFBfNW9GDOQuekM886Hidd/gD4pxCbrpaLYu+CYXPiF99BFdiDZl235u9DC7v6HmlPAFiRgroIdtyI7FUqnmhP0sdgF/byHTEWWj69lpngoPJVx7HnM+4nK2MEYEioK8+SoHHn56c8pVAeNIrMSvqI7+BYqRTuNCeoiqPixoI5IYqf2T0FXABUKhUKhUCiuDPoBqFAoFAqFQnFl0A9AhUKhUCgUiivD221gmCO1/G4UltT/F0px3ULXNQXn7Edw128C8fzTLHRTJVp9kN6icVxTN4J+z5b8HvGMGkDQ26y4xqYD2445guat4Lx8Bj1UFrY1ZUV6gwk0dY3QW9hE9+8j3S+Ktl6D1iMarr9JoJUKsF0+LVw3VczgEr8HDcjM9SHR0P1y4Oc8uOuH9H4awMZS3IgkDCwzgi2hDTt+oT9QmwbRhl1F9ZoL6pN15P0wQAwEsA9ywi4ngN5yLcZDGsBaAkSxPonMLdB/ZSRtj90JiySwD6jPIkPFCrJ/gOZsmITGFKYDB6Kg7LjOD0dbLzL+QOIB0+PYC8IGBvRtFsZaVfB6oat9rsXAATued8sEItz5/xHgvCOSzBgP+uBgMUbEdQ3MYwv1qdTeWdBv1wU/N9VgbwXyNbvlhYow/3mwtrJbLoKMT1SmqhVZEb5S7JYt6VVD5u+CuaMyuRP1fbHjZQ8/gkXOmguiGvQq2YDO8Sx0XpAKqO/hNzf8XdA80z3mOzGOH3++/cY/A2vQZW8MH4SfYYRmR2VfCy0zDslSiMpOlsbkt2BVFMWAj6BTG1DLJwLbwTwZDD9XJLAWgrk7izlji/P6QnU5CguzFXxDhIXrQzPEPI4Vn/izLvBet4busU9c23gKNAY+GD5P/gD17AyNofEvckYRKk91kW45IcIY8PxkBxZxF7WBUSgUCoVCoVD8NegHoEKhUCgUCsWV4afXIQUcbOFOgvKt0bYgwHWCykG2bRS0h1lgmR7sWJwRVgKQqcD2QNEK+jZFoIcHTlOET0Bn/EjP8mIJfIZt4QHoMCuWpUtIeFKJ7egh0JJwW+CytGj6hSgRX9PS9urCv9HP4PLfiO/36IkqrGC7eBS2PREtfS7UTpUVFAtkEEiC2g4iA8C7wYK9j+N9Dvm6WZ2bmW+Jx4whVSsSgAMN7mey+H9p+HUVLL8XmSiBuuExlBNYa4hyLEDHdB4o+79Y9gcqFpxO/PLIyz4STXFshaUR0EAXyDyeEy9TVVI55kAPK4QNzGTBmqXig7mHNnQwrkuRTWWZYOzNdF2aeVzjkyvBicyCwn8PFJCBoPB8LkApi2mhrCKLh4c5RLDwZg3ZWWagr1zHn7W80N+uoj5tMm+jNND9pOQhg02PbYBuFfNOjDSv+R3YVAnpTR6fqezCtabc07P7gubkcn5h11WenoXWIYvhNj/2DuaCnksv8kz2IfmZxmQtbLUCWEnZG6BNR17/EaMw83Mr/360L6Io0S6M93kDVPcA8ZqlDU6GdltxarMbqA2fQR+wb/jc8gLv6+lvNMVmpPsvwsIqNkD7Z7D6KqQNCmTnAIu4jRHvOMgSE6zIVgOZi9YV0aZn6ZzSUjnaHuZFMYZC+/R6/MPAxzkkiTEjZOpw8h7QHOCwZoooP5TopI38HrGR1/596AqgQqFQKBQKxZVBPwAVCoVCoVAorgxvzwTSEBURp5923MfdfFYs3xawfDsH8VigUf0FEoWLZU7M6oFUnin48rWBJNKlkzuOYEevg6TsTpaXClX2RG34G76raIEdeK64ZediIgo4wm63MvJl6QztEXdA+fVi92VBz8qzaENI3h23sAR+5v2VS8h2AaySFQnFlwvsCBUbHx1QIovIZPBLooCdZdFyjqmqgNoHGsxHsasWs3Ns+D0GSOzdFEh18Ht4iO0F41z0azFQW49rTg+0QBdYSCK+FHynnnPgQg+xa2pBbRz3r8dlzR30Q3l4Pc4j7Mb/i3zisKsW3OrHSmxBHaDPC86dRDa26ZwrBScIGQUSxF4hKNEA9S9LQfWA836M70PFlZboyyB2/dUgWVk6yLgjsiegosKVvNwsr/2e2sz1YlctDl78zSdOFVugkUsxdTvY6T4eIQNTxWNwBgnBpqG4O71weU3ZQfaY/8If1jzAOAFHiHTicTGvqTI17KKcosiYAnN3FJlLImbTgTJV84VdZzfUNhlovkVQxQVk//gL0QGEwHvuAsbd6N4KChgkJVOC3beez0F3FbXT6cLja2ZBRXHdVXzS6KHO97Bb+JB4nwRwN7iN/FlP8I7ewXxyFhmzWnBjQIeMveVOFBfIULOIl9eAEiDIjLMICVgL79oO5EZj5PU/Q8YUIzJw2Ba+V3qKvdby+dmCQ0jPMqHxOT5BP2RJe8NO8LfGoa4AKhQKhUKhUFwZ9ANQoVAoFAqF4sqgH4AKhUKhUCgUV4Y328Dg9mP5Iw+agAn48SzcyWd0/y65TsVMoNmDJ3hhOYO6BNSzWMN5+RltO+T27pJ4+QSKjkZqxQra+j6AVmQVpU0FOpx/Zueio99VywOdcDfsOtRHFD1s9c5CcfKypzKJc+sVtY2LsL1/Ef0Atj05ky4hJaFTAm1SEnoDL6xl3gsFaPty5O7vDrJORHD1XxquX6vB3uZ8Edq+CnVv1L514lqUCdreYjwErg8NW9DA9XzkRLBJ8pChwQZhGQJykQD2HHHYs+tqR/ValiM7ZwrQG0KsTcJzJi+oS6SyV8LqAt3/o/QxwXrBWHZ/IZ6CAQxtmBquCWtnyDTwN/TH74XUkuirGnh/TzDn1WAlEj/wPg0wTcS/JaE9UB+kOzHzPkE7rcFi4onPrQn7TmT0GQ0EF2Q+KALXVM33UJfPOBa4hcsSwfjiBz7xjol0hQ78QqyYoNuRzg2gc1633GJraSEjidDsOdCUYVYgF/bsugQWNDPqgYW+OkMGKvMoOow70LwbSnjvNFLyBXNIhHdj4/nYOg+knXetyCCTIRNUhvlUZNa4L2g8PICF08fif2/vjlUQhoEwACeDFIsivv8rdhAdqoPWMZdAwdn7vjVQ2qY9fkJ6HVrO1DZ22/q9o1PYAzyv7YZup77V1X1tz9A11P/l0J/T9gp/qhpyyDm0/nqUWIP7iXzX9kwtoXjNn6EGhcOfh+8Natj39wzz8BqLYW3Xfwlz179dpZSyX/+metwd22MFEAAgGQEQACCZn9vAAADwH6wAAgAkIwACACQjAAIAJCMAAgAkIwACACQjAAIAJCMAAgAkIwACACQjAAIAJPMFzeQ7bPxSo1gAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize target data\n", - "visualize_data(target_data)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2f31008f-dbfe-4788-9949-bfeb6a6d5793", - "metadata": {}, - "outputs": [], - "source": [ - "# Define and initialize model\n", - "class NeuralNetwork(nn.Module):\n", - " def __init__(self, npix):\n", - " super(NeuralNetwork, self).__init__()\n", - " self.feature = nn.Sequential()\n", - " self.feature.add_module('f_conv1', nn.Conv2d(in_channels=3, out_channels=8, kernel_size=3, padding='same'))\n", - " self.feature.add_module('f_relu1', nn.ReLU(True))\n", - " self.feature.add_module('f_bn1', nn.BatchNorm2d(8))\n", - " self.feature.add_module('f_pool1', nn.MaxPool2d(kernel_size=2, stride=2))\n", - " self.feature.add_module('f_conv2', nn.Conv2d(in_channels=8, out_channels=16, kernel_size=3, padding='same'))\n", - " self.feature.add_module('f_relu2', nn.ReLU(True))\n", - " self.feature.add_module('f_bn2', nn.BatchNorm2d(16))\n", - " self.feature.add_module('f_pool2', nn.MaxPool2d(kernel_size=2, stride=2))\n", - " self.feature.add_module('f_conv3', nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, padding='same'))\n", - " self.feature.add_module('f_relu3', nn.ReLU(True))\n", - " self.feature.add_module('f_bn3', nn.BatchNorm2d(32))\n", - " self.feature.add_module('f_pool3', nn.MaxPool2d(kernel_size=2, stride=2))\n", - "\n", - " self.regressor = nn.Sequential()\n", - " self.regressor.add_module('r_fc1', nn.Linear(in_features=32*5*5, out_features=128))\n", - " self.regressor.add_module('r_relu1', nn.ReLU(True))\n", - " self.regressor.add_module('r_fc3', nn.Linear(in_features=128, out_features=2))\n", - "\n", - " self.npix = npix\n", - "\n", - " def forward(self, x):\n", - " x = x.view(-1, 3, self.npix, self.npix)\n", - "\n", - " features = self.feature(x)\n", - " features = features.view(-1, 32*5*5)\n", - " estimate = self.regressor(features)\n", - " estimate = F.relu(estimate)\n", - " estimate = estimate.view(-1, 2)\n", - "\n", - " return estimate, features\n", - "\n", - "\n", - " def get_feature(self, x):\n", - " x = x.view(-1, 3, self.npix, self.npix)\n", - " features = self.feature(x)\n", - " features = features.view(-1, 32*5*5)\n", - " return features" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2e7f70d7-4779-4cc0-ac79-4a7f4fc8f492", - "metadata": {}, - "outputs": [], - "source": [ - "def loss_bnll(mean, variance, truth, beta, epsilon = 1e-7): # beta=0.5):\n", - " \"\"\"Compute beta-NLL loss\n", - "\n", - " :param mean: Predicted mean of shape B x D\n", - " :param variance: Predicted variance of shape B x D\n", - " :param truth: truth of shape B x D\n", - " :param beta: Parameter from range [0, 1] controlling relative\n", - " weighting between data points, where `0` corresponds to\n", - " high weight on low error points and `1` to an equal weighting.\n", - " :returns: Loss per batch element of shape B\n", - " \"\"\"\n", - " variance = variance + epsilon\n", - " loss = 0.5 * ((truth - mean) ** 2 / variance + variance.log())\n", - " if beta > 0:\n", - " loss = loss * (variance.detach() ** beta)\n", - " return loss.sum(axis=-1) / len(mean)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ac90fb71-6235-404a-9b13-db9545688947", - "metadata": {}, - "outputs": [], - "source": [ - "# Define training loop\n", - "def train_loop(source_dataloader, \n", - " target_dataloader, \n", - " model, \n", - " regressor_loss_fn,\n", - " da_loss,\n", - " optimizer,\n", - " n_epoch,\n", - " epoch,\n", - " init_wt_da,\n", - " final_wt_da,):\n", - " # init_wt_mve,\n", - " # final_wt_mve):\n", - " \"\"\"\n", - " Trains the Neural Network on Source/Target Domains with the following loss:\n", - " Loss = Source Regression Loss + 1.4 * DA MMD Loss\n", - " \n", - " source_dataloader: DataLoader for the source domain data.\n", - "\ttarget_dataloader: DataLoader for the target domain data.\n", - "\tmodel: The neural network model to be trained.\n", - "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", - "\tda_loss: Loss function for domain adaptation (e.g., MMD loss).\n", - "\toptimizer: Optimizer for the model parameters.\n", - "\tn_epoch: Total number of epochs for training.\n", - "\tepoch: Current epoch number.\n", - " \"\"\"\n", - "\n", - " domain_error = 0\n", - " domain_classifier_accuracy = 0\n", - " estimator_error = 0\n", - " mve_error = 0\n", - " score_list = np.array([])\n", - "\n", - " # Iteration length is shorter of the two datasets\n", - " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", - " data_source_iter = iter(source_dataloader)\n", - " data_target_iter = iter(target_dataloader)\n", - "\n", - " # Iterate over the two datasets\n", - " i = 0\n", - " while i < len_dataloader:\n", - "\n", - " # Time-varying hyperparameter, p 0 -> infty, alpha 0 -> 1\n", - " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader # UNUSED\n", - " alpha = 2. / (1. + np.exp(-10 * p)) - 1 # UNUSED\n", - "\n", - " # Source Training\n", - "\n", - " # Load a batch of source data, move to GPU\n", - " data_source = next(data_source_iter)\n", - " X, y = data_source\n", - " X = X.float()\n", - " X = X.cuda()\n", - " y = y.cuda()\n", - "\n", - " # Zero model gradients and labels\n", - " model.zero_grad()\n", - " batch_size = len(y)\n", - "\n", - " domain_label = torch.zeros(batch_size)\n", - " domain_label = domain_label.long()\n", - " domain_label = domain_label.cuda()\n", - "\n", - " # Apply data to model and get predictions, embeddings, apply gradients\n", - " estimate_output, domain_output_source = model(X)\n", - " mean = estimate_output[:, 0]\n", - " variance = estimate_output[:, 1]\n", - "\n", - " # print(y.shape)\n", - " # print(mean.shape)\n", - " # Calculate source regression loss based on predictions\n", - " estimate_loss = regressor_loss_fn(mean, y)\n", - "\n", - " \n", - " # Target Training\n", - "\n", - " data_target = next(data_target_iter)\n", - " X_target, _ = data_target\n", - " X_target = X_target.float()\n", - " X_target = X_target.cuda()\n", - "\n", - " batch_size = len(X_target)\n", - "\n", - " _, domain_output_target = model(X_target)\n", - "\n", - " # Calculate the DA Loss between source and target, MMD loss\n", - " domain_loss = da_loss(domain_output_source, domain_output_target)\n", - " mve_loss = loss_bnll(mean.flatten(), variance.flatten(), y, beta = 0.5)\n", - " \n", - " # Hyperparameter of da_weight set to weight domain loss vs source loss\n", - " # Perhaps this is where alpha was initially used\n", - " da_weight = init_wt_da - ((init_wt_da - final_wt_da) * (epoch / n_epoch))\n", - " # mve_weight_power = (init_wt_mve - ((init_wt_mve - final_wt_mve) * (epoch / n_epoch)))\n", - " # mve_weight = 10 ** (-mve_weight_power)\n", - "\n", - " if (epoch / n_epoch) > 0.5:\n", - " loss = mve_loss + domain_loss * da_weight \n", - " else:\n", - " loss = estimate_loss + domain_loss * da_weight \n", - "\n", - " # Calculate the R2 score of the predictions vs. labels\n", - " score = r2_score(y.cpu().detach().numpy(), mean.cpu().detach().numpy())\n", - " \n", - " # Backpropagation, update optimizer lr\n", - " loss.backward()\n", - " optimizer.step()\n", - "\n", - " # Update values\n", - " \n", - " # Domain loss is the DA loss or MMD loss between embedding outputs\n", - " domain_error += domain_loss.item()\n", - "\n", - " # Estimator loss is the source data loss on regression\n", - " estimator_error += estimate_loss.item()\n", - "\n", - " mve_error += mve_loss.item()\n", - "\n", - " score_list = np.append(score_list, score)\n", - "\n", - " i += 1\n", - "\n", - " # Calculate average scores/errors of batches for this epoch\n", - " score = np.mean(score_list)\n", - " domain_error = domain_error / (len_dataloader)\n", - " estimator_error /= len_dataloader\n", - " mve_error /= len_dataloader\n", - "\n", - " return [domain_error, estimator_error, mve_error, score]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0f396a25-17ae-48c5-90e0-7987621247d7", - "metadata": {}, - "outputs": [], - "source": [ - "def test_loop(source_dataloader, \n", - " target_dataloader, \n", - " model, \n", - " regressor_loss_fn, \n", - " da_loss, \n", - " n_epoch, \n", - " epoch):\n", - " \"\"\"\n", - " Tests the model accuracy.\n", - " \n", - " source_dataloader: DataLoader for the source domain data.\n", - "\ttarget_dataloader: DataLoader for the target domain data.\n", - "\tmodel: The neural network model to be trained.\n", - "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", - "\tda_loss: Loss function for domain adaptation (e.g., MMD loss). UNUSED\n", - "\tn_epoch: Total number of epochs for training.\n", - "\tepoch: Current epoch number.\n", - " \"\"\"\n", - "\n", - " \n", - " # Evaluating without gradient computation in bg for validation\n", - " with torch.no_grad():\n", - " \n", - " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", - " data_source_iter = iter(source_dataloader)\n", - " data_target_iter = iter(target_dataloader)\n", - "\n", - " \n", - " domain_classifier_error = 0\n", - " domain_classifier_accuracy = 0\n", - " estimator_error = 0\n", - " estimator_error_target = 0\n", - " mve_error = 0\n", - " mve_error_target = 0\n", - " score_list = np.array([])\n", - " score_list_target = np.array([])\n", - "\n", - " i = 0\n", - " while i < len_dataloader:\n", - "\n", - " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader\n", - " alpha = 2. / (1. + np.exp(-10 * p)) - 1\n", - "\n", - " # Source Testing\n", - "\n", - " data_source = next(data_source_iter)\n", - " X, y = data_source\n", - " X = X.float()\n", - " X = X.cuda()\n", - " y = y.cuda()\n", - "\n", - " batch_size = len(y)\n", - "\n", - " estimate_output, domain_output = model(X)\n", - " source_mean = estimate_output[:, 0]\n", - " source_variance = estimate_output[:, 1]\n", - " \n", - " estimate_loss = regressor_loss_fn(source_mean, y)\n", - " mve_loss = loss_bnll(source_mean.flatten(), source_variance.flatten(), y, beta = 0.5)\n", - "\n", - " # Target Testing\n", - "\n", - " data_target = next(data_target_iter)\n", - " X_target, y_target = data_target\n", - " X_target = X_target.float()\n", - " X_target = X_target.cuda()\n", - " y_target = y_target.cuda()\n", - "\n", - " batch_size = len(X_target)\n", - "\n", - " estimate_output_target, domain_output = model(X_target)\n", - " target_mean = estimate_output_target[:, 0]\n", - " target_variance = estimate_output_target[:, 1]\n", - " \n", - " estimate_loss_target = regressor_loss_fn(target_mean, y_target)\n", - " mve_loss_target = loss_bnll(target_mean.flatten(), target_variance.flatten(), y_target, beta = 0.5)\n", - " \n", - " # Update values\n", - "\n", - " # Regression loss on validation testing\n", - " estimator_error += estimate_loss.item()\n", - " estimator_error_target += estimate_loss_target.item()\n", - "\n", - " # MVE loss on validation testing\n", - " mve_error += mve_loss.item()\n", - " mve_error_target += mve_loss_target.item()\n", - "\n", - " # R2 Scores on validation testing\n", - " score = r2_score(y.cpu(), source_mean.cpu())\n", - " score_list = np.append(score_list, score)\n", - " score_target = r2_score(y_target.cpu(), target_mean.cpu())\n", - " score_list_target = np.append(score_list_target, score_target)\n", - "\n", - " i += 1\n", - "\n", - " score = np.mean(score_list)\n", - " score_target = np.mean(score_list_target)\n", - " estimator_error /= len_dataloader\n", - " estimator_error_target /= len_dataloader\n", - " mve_error /= len_dataloader\n", - " mve_error_target /= len_dataloader\n", - " \n", - " classifier_error = 1 # UNUSED, legacy\n", - " return [classifier_error, estimator_error, estimator_error_target, score, score_target, mve_error, mve_error_target]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "97d4a095-7e54-4e74-9700-3971a034160c", - "metadata": {}, - "outputs": [], - "source": [ - "model = NeuralNetwork(npix=40).cuda()\n", - "learning_rate = 2e-5\n", - "epochs = 100\n", - "# Define loss functions and optimizer\n", - "regressor_loss_fn = nn.MSELoss().cuda()\n", - "\n", - "# Try to adjust momentum -> see if that helps\n", - "# Try SGD, Adadelta, see if that helps\n", - "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", - "da_loss = MMD_loss()\n", - "\n", - "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", - "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e3a47fbf-42c0-4a38-9ed0-c3d59fd27614", - "metadata": {}, - "outputs": [], - "source": [ - "mod_name = None#\"models/mb_lenscolor_jul25_1700\" #\n", - "stats = {'train_DA_loss':[],\n", - " 'train_regression_loss':[],\n", - " 'train_mve_loss':[],\n", - " 'train_r2_score':[],\n", - " 'val_source_regression_loss':[],\n", - " 'val_target_regression_loss':[],\n", - " 'val_source_r2_score':[],\n", - " 'val_target_r2_score':[],\n", - " 'val_source_mve_loss': [],\n", - " 'val_target_mve_loss': [],\n", - " 'epoch_no': 0}\n", - "if mod_name is not None:\n", - " state = torch.load(mod_name)\n", - " model.load_state_dict(state['state_dict'])\n", - " optimizer.load_state_dict(state['optimizer'])\n", - " \n", - " stat_file = Path(mod_name+'.json')\n", - " if stat_file.is_file():\n", - " stats = json.load(open(mod_name+'.json', 'r'))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "49bde5ed-7373-461d-81ee-11b430fd20d3", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "executionInfo": { - "elapsed": 293833, - "status": "ok", - "timestamp": 1718869045423, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "1dfe3810-672c-4a28-b606-b3079a40fca4", - "outputId": "45493f2a-ea42-401e-f88b-b0ad39b969ed" - }, - "outputs": [], - "source": [ - "print(\"Beginning Training...\")\n", - "mod_name = \"models/mb_mve2step_aug1_2000\"\n", - "# Train\n", - "best_target_R2 = -1.0\n", - "for i in range(stats['epoch_no'], stats['epoch_no'] + epochs):\n", - " if (i % 5 == 0):\n", - " print(\"Generating Isomap...\")\n", - " source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)\n", - " show_isomaps(source_iso, target_iso, trained_source_iso, trained_target_iso, source_labels, target_labels, mod_name, stats[\"epoch_no\"], 15000, 50, save = True)\n", - " if (len(stats['val_target_r2_score']) > 0) and (stats['val_target_r2_score'][-1] > best_target_R2):\n", - " print(\"Saving Model...\", end = ' ')\n", - " state = {\n", - " 'epoch': stats['epoch_no'],\n", - " 'state_dict': model.state_dict(),\n", - " 'optimizer': optimizer.state_dict(),\n", - " }\n", - " torch.save(state, mod_name)\n", - " best_target_R2 = stats['val_target_r2_score'][-1]\n", - " print(\"Done.\")\n", - " \n", - " start_time = time.time()\n", - " vals = train_loop(source_train_dataloader, target_train_dataloader, model,\n", - " regressor_loss_fn, da_loss, optimizer, epochs, i, init_wt_da = 1.0, final_wt_da = 3.0)\n", - "# init_wt_mve = 6, final_wt_mve = 2)\n", - "\n", - " vals_validate = test_loop(source_val_dataloader, target_val_dataloader,\n", - " model, regressor_loss_fn, da_loss, epochs, i)\n", - "\n", - " stats['train_DA_loss'].append(vals[0])\n", - " stats['train_regression_loss'].append(vals[1])\n", - " stats['train_mve_loss'].append(vals[2])\n", - " stats['train_r2_score'].append(vals[3])\n", - " stats['val_source_regression_loss'].append(vals_validate[1])\n", - " stats['val_target_regression_loss'].append(vals_validate[2])\n", - " stats['val_source_r2_score'].append(vals_validate[3])\n", - " stats['val_target_r2_score'].append(vals_validate[4])\n", - " stats['val_source_mve_loss'].append(vals_validate[5])\n", - " stats['val_target_mve_loss'].append(vals_validate[6])\n", - " stats['epoch_no'] += 1\n", - "\n", - " \n", - " print_epoch_scores(stats, i, time.time() - start_time)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "758b032d-930f-4ea7-afdb-3f81b313ccdc", - "metadata": {}, - "outputs": [], - "source": [ - "state = {\n", - " 'epoch': stats['epoch_no'],\n", - " 'state_dict': model.state_dict(),\n", - " 'optimizer': optimizer.state_dict(),\n", - "}\n", - "mod_name = \"models/mb_mve2stepFinal_aug1_1800\"\n", - "torch.save(state, mod_name)\n", - "json.dump(stats, open(mod_name+'.json', 'w'))" - ] - }, - { - "cell_type": "markdown", - "id": "d8f7efb8-ad3b-4286-958b-45d349cba0e0", - "metadata": {}, - "source": [ - "mod_name = \"models/mb_lenscolor_jul25_1740\"\n", - "model.load_state_dict(torch.load(mod_name)['state_dict'])\n", - "stats = json.load(open(mod_name+'.json', 'r'))" - ] - }, - { - "cell_type": "markdown", - "id": "e0244f37-fc7a-4156-8ecb-550416b5102b", - "metadata": {}, - "source": [ - "def generate_isomaps(source_data, target_data, model, n_neighbors = 5, n_components = 2, n_points = 1000):\n", - " device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", - " gc.collect()\n", - " torch.cuda.empty_cache()\n", - " \n", - " isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", - " train_isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", - " \n", - " sdata = source_data.reshape([-1, np.prod(source_data.shape[1:])])[:n_points]\n", - " tdata = target_data.reshape([-1, np.prod(target_data.shape[1:])])[:n_points]\n", - " catdata = np.concatenate((sdata, tdata), axis=0)\n", - " print(catdata.shape)\n", - " isomap = isomap.fit(catdata)\n", - " \n", - " with torch.no_grad():\n", - " source_tensor = torch.FloatTensor(source_data[:n_points]).to(device)\n", - " target_tensor = torch.FloatTensor(target_data[:n_points]).to(device)\n", - " sfeat = model.get_feature(source_tensor).cpu().detach().numpy()\n", - " tfeat = model.get_feature(target_tensor).cpu().detach().numpy()\n", - " catfeat = np.concatenate((sfeat, tfeat), axis=0)\n", - " \n", - " train_isomap = train_isomap.fit(catfeat)\n", - " trained_source_iso = train_isomap.transform(sfeat)\n", - " trained_target_iso = train_isomap.transform(tfeat)\n", - " \n", - " del sfeat\n", - " del tfeat\n", - " \n", - " source_iso = isomap.transform(sdata)\n", - " target_iso = isomap.transform(tdata)\n", - "\n", - " return source_iso, target_iso, trained_source_iso, trained_target_iso\n" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "id": "2c775eba-f71e-47e9-9004-5d9c6c656417", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(2000, 6075)\n" - ] - } - ], - "source": [ - "source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)" - ] - }, - { - "cell_type": "markdown", - "id": "fed85ed9-3c0c-48ec-aa42-9fe7c5b31dfd", - "metadata": {}, - "source": [ - "def show_isomaps(source_iso, \n", - " target_iso, \n", - " trained_source_iso, \n", - " trained_target_iso, \n", - " source_labels,\n", - " target_labels,\n", - " mod_name, \n", - " epoch_no,\n", - " pretrain_lim = 500,\n", - " posttrain_lim = 50,\n", - " save = False):\n", - " \n", - " fig0, axes = plt.subplots(1, 2, figsize=(8, 4))\n", - "\n", - " (ax1, ax2) = axes\n", - " ax1.scatter(source_iso[:, 0], source_iso[:, 1], s=3, marker='o')\n", - " ax1.scatter(target_iso[:, 0], target_iso[:, 1], s=3, marker='^')\n", - " lval1 = pretrain_lim\n", - " ax1.set_xlim(-lval1, lval1)\n", - " ax1.set_ylim(-lval1, lval1)\n", - " ax1.set_title('Source and Target')\n", - " \n", - " ax2.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o')\n", - " ax2.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='^')\n", - " lval2 = posttrain_lim\n", - " ax2.set_xlim(-lval2, lval2)\n", - " ax2.set_ylim(-lval2, lval2)\n", - " ax2.set_title('Trained Source and Target')\n", - " \n", - " ax1.set_xlabel('Component 1')\n", - " ax1.set_ylabel('Component 2')\n", - " ax2.set_xlabel('Component 1')\n", - " ax2.set_ylabel('Component 2')\n", - " \n", - " if save:\n", - " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_compare.png\", bbox_inches = 'tight', dpi = 400)\n", - " \n", - " plt.show()\n", - "\n", - " fig1, ax = plt.subplots(2, 2, figsize=(14, 10))\n", - "\n", - " ax1 = ax[0][1]\n", - " scatter1 = ax1.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o', c = source_labels)\n", - " lval1 = posttrain_lim\n", - " ax1.set_xlim(-lval1, lval1)\n", - " ax1.set_ylim(-lval1, lval1)\n", - " ax1.set_title('Trained Source')\n", - " \n", - " ax2 = ax[0][0]\n", - " ax2.scatter(source_iso[:, 0], source_iso[:, 1], s=3, c = source_labels)\n", - " lval2 = pretrain_lim\n", - " ax2.set_xlim(-lval2, lval2)\n", - " ax2.set_ylim(-lval2, lval2)\n", - " ax2.set_title('Source')\n", - " \n", - " ax1 = ax[1][1]\n", - " ax1.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='o', c = target_labels)\n", - " lval1 = posttrain_lim\n", - " ax1.set_xlim(-lval1, lval1)\n", - " ax1.set_ylim(-lval1, lval1)\n", - " ax1.set_title('Trained Target')\n", - " \n", - " ax2 = ax[1][0]\n", - " ax2.scatter(target_iso[:, 0], target_iso[:, 1], s=3, c = target_labels)\n", - " lval2 = pretrain_lim\n", - " ax2.set_xlim(-lval2, lval2)\n", - " ax2.set_ylim(-lval2, lval2)\n", - " ax2.set_title('Target')\n", - " \n", - " for i in ax.ravel():\n", - " i.set_xlabel('Component 1')\n", - " i.set_ylabel('Component 2')\n", - " \n", - " cbar = fig.colorbar(scatter1, ax=ax.ravel().tolist(), orientation='vertical')\n", - " cbar.set_label('$\\\\theta_E$')\n", - " \n", - " plt.suptitle(\"Isomap of Regression Inputs: Before and After\", x = 0.44, y = 0.94, fontsize = 20)\n", - " \n", - " if save:\n", - " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_thetaE.png\", bbox_inches = 'tight', dpi = 400)\n", - " \n", - " plt.show()\n", - "\n", - " return fig0, axes, fig1, ax" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "id": "df4a587e-523e-41b5-a2da-9cc22c9cc8e7", - "metadata": {}, - "outputs": [], - "source": [ - "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", - "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "id": "70ab5e86-562e-4eb6-8ea5-a118620db5e5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(
,\n", - " array([,\n", - " ],\n", - " dtype=object),\n", - "
,\n", - " array([[,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object))" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "show_isomaps(source_iso, target_iso, trained_source_iso, trained_target_iso, source_labels, target_labels, mod_name, stats[\"epoch_no\"], 100000, 50)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "YfplCDIb-UU_", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "executionInfo": { - "elapsed": 649, - "status": "ok", - "timestamp": 1718869045736, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "YfplCDIb-UU_", - "outputId": "dbb362ec-4af5-4cb9-c4f9-a0a2766c26c5" - }, - "outputs": [], - "source": [ - "# Classifier\n", - "fmt = lambda k: \" \".join([i.capitalize() for i in k.split('_')])\n", - "eps = np.arange(stats[\"epoch_no\"])\n", - "plt.title(\"DA Loss Error\")\n", - "plt.plot(eps, stats['train_DA_loss'], label = \"DA Training Loss\")\n", - "plt.xlabel(\"Epoch\")\n", - "plt.ylabel(\"Loss\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eYG_P_iQ_5Bv", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "executionInfo": { - "elapsed": 169, - "status": "ok", - "timestamp": 1718869045739, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "eYG_P_iQ_5Bv", - "outputId": "be450f92-eda7-4e4f-81fe-008c55b2b112" - }, - "outputs": [], - "source": [ - "# Estimator\n", - "plt.title(\"Estimator Error\")\n", - "plt.plot(eps, stats['train_regression_loss'], label = \"Training Regression Loss\")\n", - "plt.plot(eps, stats['val_source_regression_loss'], label = \"Source Val Regression Loss\")\n", - "plt.plot(eps, stats['val_target_regression_loss'], label = \"Target Val Regression Loss\")\n", - "plt.xlabel(\"Epoch\")\n", - "plt.ylabel(\"Loss\")\n", - "plt.legend(fontsize = 'small')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a5413510-b734-461f-aec2-0a02fe0297cb", - "metadata": {}, - "outputs": [], - "source": [ - "# Estimator\n", - "plt.title(\"BNLL Error\")\n", - "plt.plot(eps, stats['train_mve_loss'], label = \"Training MVE Loss\")\n", - "plt.plot(eps, stats['val_source_mve_loss'], label = \"Source Val MVE Loss\")\n", - "plt.plot(eps, stats['val_target_mve_loss'], label = \"Target Val MVE Loss\")\n", - "plt.xlabel(\"Epoch\")\n", - "plt.ylabel(\"Loss\")\n", - "plt.legend(fontsize = 'small')\n", - "plt.ylim(-1, 10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "xS9rtS-T_neg", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 490 - }, - "executionInfo": { - "elapsed": 237, - "status": "ok", - "timestamp": 1718869045904, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "xS9rtS-T_neg", - "outputId": "d32f40ef-6042-4154-e9ee-1f4e2f90064d" - }, - "outputs": [], - "source": [ - "# R2 Scores\n", - "plt.title(\"R2 Scores\")\n", - "plt.plot(eps, stats['train_r2_score'], label = \"Training R2\")\n", - "plt.plot(eps, stats['val_source_r2_score'], label = \"Source Val R2\")\n", - "plt.plot(eps, stats['val_target_r2_score'], label = \"Target Val R2\")\n", - "plt.xlabel(\"Epoch\")\n", - "plt.ylabel(\"$R^2$\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ed0a8206-7520-4a60-8e17-965a91133b92", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 428 - }, - "executionInfo": { - "elapsed": 969, - "status": "ok", - "timestamp": 1718869046858, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "ed0a8206-7520-4a60-8e17-965a91133b92", - "outputId": "7df8c563-5826-4e43-d9e6-5e686463551d" - }, - "outputs": [], - "source": [ - "# Test Source\n", - "var_preds_source = np.array([])\n", - "preds_source = np.array([])\n", - "true_source = np.array([])\n", - "lbnll_source = np.array([])\n", - "score_list = np.array([])\n", - "\n", - "with torch.no_grad():\n", - " for X, y in source_test_dataloader:\n", - " X = X.float()\n", - " pred, _ = model(X.cuda())\n", - " preds_source = np.append(preds_source, pred[:, 0].cpu())\n", - " var_preds_source = np.append(var_preds_source, pred[:, 1].cpu())\n", - " true_source = np.append(true_source, y.cpu())\n", - " score = r2_score(y.cpu(), pred[:, 0].cpu())\n", - " score_list = np.append(score_list, score)\n", - " lbnll_source = np.append(lbnll_source, loss_bnll(pred[:, 0].cpu(), pred[:, 1].cpu(), y, beta = 0.5))\n", - "\n", - "score = np.mean(score_list)\n", - "print(f'Source R2 Score is {score:.4f}')\n", - "\n", - "plt.figure(figsize=(8,8),dpi=50)\n", - "plt.scatter(true_source, preds_source, color='black', alpha = 0.1)\n", - "line = np.linspace(1, 3, 100)\n", - "plt.plot(line, line)\n", - "plt.rc('font', size=12)\n", - "plt.xlabel('True Theta E')\n", - "plt.ylabel('Predicted Theta E');\n", - "plt.rc('font', size=20)\n", - "plt.title('MMD | Source | R2: {0:.3f}'.format(np.mean(score_list)))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2df938d2-4855-4c7c-8e28-d18eda611977", - "metadata": {}, - "outputs": [], - "source": [ - "plt.figure(figsize=(8,8),dpi=50)\n", - "plt.scatter(true_source, np.sqrt(var_preds_source), color='black', alpha = 0.1)\n", - "plt.rc('font', size=12)\n", - "plt.xlabel('True Theta E')\n", - "plt.ylabel('Error on Theta E');\n", - "plt.rc('font', size=20)\n", - "plt.title('Uncertainty | Source | BNLL: {0:.3f}'.format(np.mean(lbnll_source)))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 444 - }, - "executionInfo": { - "elapsed": 1283, - "status": "ok", - "timestamp": 1718869048133, - "user": { - "displayName": "Shrihan Agarwal", - "userId": "00018416289398983661" - }, - "user_tz": 300 - }, - "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", - "outputId": "b6347093-56d9-4a8b-b515-c4c4717cdab4" - }, - "outputs": [], - "source": [ - "# Test target\n", - "preds_target = np.array([])\n", - "var_preds_target = np.array([])\n", - "true_target = np.array([])\n", - "score_list = np.array([])\n", - "lbnll_target = np.array([])\n", - "\n", - "\n", - "with torch.no_grad():\n", - " for X, y in target_test_dataloader:\n", - " X = X.float()\n", - " pred, _ = model(X.cuda())\n", - " preds_target = np.append(preds_target, pred[:, 0].cpu())\n", - " var_preds_target = np.append(var_preds_target, pred[:, 1].cpu())\n", - " true_target = np.append(true_target, y.cpu())\n", - " score = r2_score(y.cpu(), pred[:, 0].cpu())\n", - " score_list = np.append(score_list, score)\n", - " lbnll_target = np.append(lbnll_target, loss_bnll(pred[:, 0].cpu(), pred[:, 1].cpu(), y, beta = 0.5))\n", - "\n", - "\n", - "score = np.mean(score_list)\n", - "print(f'Target R2 Score is {score:.4f}')\n", - "\n", - "plt.figure(figsize=(8,8),dpi=50)\n", - "plt.scatter(true_target, preds_target, color='black', alpha = 0.1)\n", - "line = np.linspace(1, 3, 100)\n", - "plt.plot(line, line)\n", - "plt.rc('font', size=12)\n", - "plt.xlabel('True Theta E')\n", - "plt.ylabel('Predicted Theta E');\n", - "plt.rc('font', size=20)\n", - "plt.title('MMD | Target | R2: {0:.3f}'.format(np.mean(score_list)))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4dc70c57-9da4-4842-9784-ed856c00c0f5", - "metadata": {}, - "outputs": [], - "source": [ - "plt.figure(figsize=(8,8),dpi=50)\n", - "plt.scatter(true_target, np.sqrt(var_preds_target), color='black', alpha = 0.1)\n", - "plt.rc('font', size=12)\n", - "plt.xlabel('True Theta E')\n", - "plt.ylabel('Error on Theta E');\n", - "plt.rc('font', size=20)\n", - "plt.title('Uncertainty | Target | BNLL: {0:.3f}'.format(np.mean(lbnll_target)))" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "id": "5fadc74a-8e31-420a-9adb-3792cc488ec8", - "metadata": {}, - "outputs": [], - "source": [ - "def sample_variance(obs, true):\n", - " return np.std(obs - true) ** 2" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "7913bf0f-f3d0-4f3b-a5d9-1fa125d0d238", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(np.arange(len(preds_source)), preds_source - true_source, alpha = 0.1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d0f5d376-5d5a-409c-9163-a757854db63d", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 65, - "id": "6c07e1a5-872a-4764-bbc5-7287c7d4d918", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "275.6961931537458" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "chisq(preds_target, true_target, var_preds_target)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4c7f39ff-7400-43cc-ae84-1832f319c954", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 64, - "id": "14a94f1e-758e-4a64-b0c7-0f3a5781f7c2", - "metadata": { - "id": "14a94f1e-758e-4a64-b0c7-0f3a5781f7c2" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(20000,)" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6c6c2db2-d6a2-44bc-ae4e-df58f31a2a7a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "803e2b32-fcb3-4d87-b7fd-712fcc0b1ece", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4e63e41f-60d1-45b3-bea2-13556feefcdb", - "metadata": {}, - "outputs": [], - "source": [ - "n_points = 30\n", - "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", - "residuals = preds_source[rand_idx] - true_source[rand_idx]\n", - "resid_all = preds_target - true_target\n", - "errors = np.sqrt(var_preds_source[rand_idx])\n", - "sv = np.sqrt(sample_variance(preds_source, true_source))\n", - "mn = np.mean(resid_all)\n", - "\n", - "# Create the figure and axes\n", - "fig, (ax_hist, ax_resid) = plt.subplots(2, 1, gridspec_kw={'height_ratios': [1, 3]}, figsize=(6, 8))\n", - "\n", - "\n", - "\n", - "# Plot the histogram\n", - "ax_hist.hist(resid_all, bins=10, edgecolor='black', alpha=0.7)\n", - "ax_hist.set_title('Source Residuals')\n", - "ax_hist.set_ylabel('Frequency')\n", - "\n", - "# Plot the residuals with error bars in the x-direction\n", - "ax_resid.errorbar(x=residuals, y=np.arange(n_points), xerr=errors, fmt='o', alpha=0.5, ecolor = 'k', color = 'k')\n", - "ax_resid.axvline(x=0, color='red', linestyle='--')\n", - "ax_resid.set_xlabel('Residuals (Predicted - True)')\n", - "ax_resid.set_ylabel('Data Point Index')\n", - "ax_resid.set_title('Sample Variance: {0:.3f}'.format(sv))\n", - "ax_resid.axvspan(mn-sv, mn+sv, alpha = 0.5, label = \"Sample Variance\")\n", - "ax_resid.axvline(mn, color = 'k', ls = '--', label = \"Bias\")\n", - "ax_resid.legend(loc = 'upper left', fontsize = 'x-small')\n", - "\n", - "plt.xlim(-0.8, 0.8)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8322ca8d-98bf-4097-903c-772dd1a3cfc9", - "metadata": {}, - "outputs": [], - "source": [ - "n_points = 30\n", - "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", - "residuals = preds_target[rand_idx] - true_target[rand_idx]\n", - "resid_all = preds_target - true_target\n", - "errors = np.sqrt(var_preds_target[rand_idx])\n", - "sv = np.sqrt(sample_variance(preds_target, true_target))\n", - "mn = np.mean(resid_all)\n", - "# Create the figure and axes\n", - "fig, (ax_hist, ax_resid) = plt.subplots(2, 1, gridspec_kw={'height_ratios': [1, 3]}, figsize=(6, 8))\n", - "\n", - "\n", - "\n", - "# Plot the histogram\n", - "ax_hist.hist(resid_all, bins=10, edgecolor='black', alpha=0.7)\n", - "ax_hist.set_title('Target Residuals')\n", - "ax_hist.set_ylabel('Frequency')\n", - "\n", - "# Plot the residuals with error bars in the x-direction\n", - "ax_resid.errorbar(x=residuals, y=np.arange(n_points), xerr=errors, fmt='o', alpha=0.5, ecolor = 'k', color = 'k')\n", - "ax_resid.axvline(x=0, color='red', linestyle='--')\n", - "ax_resid.set_xlabel('Residuals (Predicted - True)')\n", - "ax_resid.set_ylabel('Data Point Index')\n", - "ax_resid.set_title('Sample Variance: {0:.3f}'.format(sv))\n", - "ax_resid.axvspan(mn-sv, mn+sv, alpha = 0.5, label = \"Sample Variance\")\n", - "ax_resid.axvline(mn, color = 'k', ls = '--', label = \"Bias\")\n", - "ax_resid.legend(loc = 'upper left', fontsize = 'x-small')\n", - "\n", - "plt.xlim(-0.8, 0.8)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "id": "7bb59c23-795c-4b51-a817-f2692a1f7411", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(20000,)" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "true.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "id": "0dc59ec5-ffc9-46c5-b445-1e32a365a9c6", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(20000, 3, 45, 45)" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "imgs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 112, - "id": "a7f708ec-c4a0-4c9d-b9bb-7f1795f01e33", - "metadata": {}, - "outputs": [], - "source": [ - "idx = (np.abs(true - preds) > 0.7)" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "id": "5c7ee075-8532-45d7-919a-7401edff507d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1.30214167, 2.98077202, 2.00425458, ..., 0.95970899, 3.07219529,\n", - " 2.18891573])" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "preds" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "id": "512df74f-7c4b-4840-b397-b79f3017ac36", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1.69164467, 3.9343679 , 2.13911223, ..., 1.52133608, 2.09088802,\n", - " 2.36884522])" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "true" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "id": "f0377083-51e8-48fa-adc7-a5d87887ea61", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3.9343678951263428\n", - "2.980772018432617\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "i = 0\n", - "b = 0\n", - "plt.imshow(imgs[idx][i, b, :, :])\n", - "print(true[idx][0])\n", - "print(preds[idx][0])" - ] - }, - { - "cell_type": "code", - "execution_count": 117, - "id": "50de4197-afe2-415c-b46b-01f565ba5d9c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1.154159426689148\n", - "2.234156370162964\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "i = 134\n", - "# Create a figure with 3 subplots arranged horizontally\n", - "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", - "\n", - "# First subplot\n", - "axs[0].imshow(imgs[idx][i, 0, :, :])\n", - "axs[0].set_title('g')\n", - "\n", - "# Second subplot\n", - "axs[1].imshow(imgs[idx][i, 1, :, :])\n", - "axs[1].set_title('r')\n", - "\n", - "# Third subplot\n", - "axs[2].imshow(imgs[idx][i, 2, :, :])\n", - "axs[2].set_title('z')\n", - "\n", - "# Adjust layout to prevent overlap\n", - "plt.tight_layout()\n", - "\n", - "print(true[idx][i])\n", - "print(preds[idx][i])\n", - "# Show the plot\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "id": "2c2afb9d-223c-4b24-be59-6f6e9fa33c90", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "i = 16\n", - "# Create a figure with 3 subplots arranged horizontally\n", - "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", - "\n", - "# First subplot\n", - "axs[0].imshow(source_data[i, 0, :, :])\n", - "axs[0].set_title('g')\n", - "\n", - "# Second subplot\n", - "axs[1].imshow(source_data[i, 1, :, :])\n", - "axs[1].set_title('r')\n", - "\n", - "# Third subplot\n", - "axs[2].imshow(source_data[i, 2, :, :])\n", - "axs[2].set_title('z')\n", - "\n", - "# Adjust layout to prevent overlap\n", - "plt.tight_layout()\n", - "\n", - "# Show the plot\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "126014cc-61bc-4e1c-91c3-d7dd99ef0538", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "accelerator": "GPU", - "colab": { - "gpuType": "T4", - "provenance": [ - { - "file_id": "1MFScb-3Sbugn4RNiDaeocicJUIHlh_j2", - "timestamp": 1717430435817 - }, - { - "file_id": "1wlKaSdLzleueYrwljtOcqsiOfzEy1dxP", - "timestamp": 1717429638462 - } - ] - }, - "kernelspec": { - "display_name": "Python [conda env:.conda-neural]", - "language": "python", - "name": "conda-env-.conda-neural-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.15" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/training/notebooks/MMD_paper/mve/MVE_mb_2step_beta.ipynb b/training/notebooks/MMD_paper/mve/MVE_mb_2step_beta.ipynb new file mode 100644 index 0000000..5f7fb30 --- /dev/null +++ b/training/notebooks/MMD_paper/mve/MVE_mb_2step_beta.ipynb @@ -0,0 +1,2848 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 10375, + "status": "ok", + "timestamp": 1718868666013, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", + "outputId": "9ad89b68-4fd0-4146-a087-24cd367fb09f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cuda device\n" + ] + } + ], + "source": [ + "# Imports we will use\n", + "import torch\n", + "import gc\n", + "from torch import nn\n", + "import torch.nn.functional as F\n", + "from torch.utils.data import DataLoader, TensorDataset\n", + "from torch.autograd import Function\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import random\n", + "from pathlib import Path\n", + "from sklearn.metrics import r2_score\n", + "from astropy.visualization import make_lupton_rgb\n", + "from sklearn.manifold import Isomap\n", + "from train_utils import *\n", + "import time\n", + "import os\n", + "import json\n", + "\n", + "%matplotlib inline\n", + "plt.rcParams.update({'font.size': 12})\n", + "\n", + "os.environ['KMP_DUPLICATE_LIB_OK'] = 'True'\n", + "\n", + "# Set Seed\n", + "torch.manual_seed(22)\n", + "\n", + "# Find if cuda is available\n", + "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + "print(f\"Using {device} device\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7", + "metadata": { + "executionInfo": { + "elapsed": 19938, + "status": "ok", + "timestamp": 1718868749575, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7" + }, + "outputs": [], + "source": [ + "# Load in data\n", + "head = Path.cwd().parents[3]\n", + "source_img_path = head / 'data/mb_lenscolor_source/mb_lenscolor_source.npy'\n", + "target_img_path = head / 'data/mb_lenscolor_target/mb_lenscolor_target.npy'\n", + "source_meta = head / 'data/mb_lenscolor_source/mb_lenscolor_source_metadata.csv'\n", + "target_meta = head / 'data/mb_lenscolor_target/mb_lenscolor_target_metadata.csv'\n", + "batch_size = 32\n", + "source_train_dataloader, source_test_dataloader, source_val_dataloader, source_data = create_dataloader(source_img_path, source_meta, batch_size)\n", + "target_train_dataloader, target_test_dataloader, target_val_dataloader, target_data = create_dataloader(target_img_path, target_meta, batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 673 + }, + "executionInfo": { + "elapsed": 559, + "status": "ok", + "timestamp": 1718868750133, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", + "outputId": "651cb9ac-efea-4f14-b3a0-f03648a4081a" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize source data\n", + "visualize_data(source_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 673 + }, + "executionInfo": { + "elapsed": 665, + "status": "ok", + "timestamp": 1718868750796, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", + "outputId": "eccb0d95-4566-445f-a058-b1d5b87765b0" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize target data\n", + "visualize_data(target_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2f31008f-dbfe-4788-9949-bfeb6a6d5793", + "metadata": {}, + "outputs": [], + "source": [ + "# Define and initialize model\n", + "class NeuralNetwork(nn.Module):\n", + " def __init__(self, npix):\n", + " super(NeuralNetwork, self).__init__()\n", + " self.feature = nn.Sequential()\n", + " self.feature.add_module('f_conv1', nn.Conv2d(in_channels=3, out_channels=8, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu1', nn.ReLU(True))\n", + " self.feature.add_module('f_bn1', nn.BatchNorm2d(8))\n", + " self.feature.add_module('f_pool1', nn.MaxPool2d(kernel_size=2, stride=2))\n", + " self.feature.add_module('f_conv2', nn.Conv2d(in_channels=8, out_channels=16, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu2', nn.ReLU(True))\n", + " self.feature.add_module('f_bn2', nn.BatchNorm2d(16))\n", + " self.feature.add_module('f_pool2', nn.MaxPool2d(kernel_size=2, stride=2))\n", + " self.feature.add_module('f_conv3', nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu3', nn.ReLU(True))\n", + " self.feature.add_module('f_bn3', nn.BatchNorm2d(32))\n", + " self.feature.add_module('f_pool3', nn.MaxPool2d(kernel_size=2, stride=2))\n", + "\n", + " self.regressor = nn.Sequential()\n", + " self.regressor.add_module('r_fc1', nn.Linear(in_features=32*5*5, out_features=128))\n", + " self.regressor.add_module('r_relu1', nn.ReLU(True))\n", + " self.regressor.add_module('r_fc3', nn.Linear(in_features=128, out_features=2))\n", + "\n", + " self.npix = npix\n", + "\n", + " def forward(self, x):\n", + " x = x.view(-1, 3, self.npix, self.npix)\n", + "\n", + " features = self.feature(x)\n", + " features = features.view(-1, 32*5*5)\n", + " estimate = self.regressor(features)\n", + " estimate = F.relu(estimate)\n", + " estimate = estimate.view(-1, 2)\n", + "\n", + " return estimate, features\n", + "\n", + "\n", + " def get_feature(self, x):\n", + " x = x.view(-1, 3, self.npix, self.npix)\n", + " features = self.feature(x)\n", + " features = features.view(-1, 32*5*5)\n", + " return features" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2e7f70d7-4779-4cc0-ac79-4a7f4fc8f492", + "metadata": {}, + "outputs": [], + "source": [ + "def loss_bnll(mean, variance, truth, beta, epsilon = 1e-7): # beta=0.5):\n", + " \"\"\"Compute beta-NLL loss\n", + "\n", + " :param mean: Predicted mean of shape B x D\n", + " :param variance: Predicted variance of shape B x D\n", + " :param truth: truth of shape B x D\n", + " :param beta: Parameter from range [0, 1] controlling relative\n", + " weighting between data points, where `0` corresponds to\n", + " high weight on low error points and `1` to an equal weighting.\n", + " :returns: Loss per batch element of shape B\n", + " \"\"\"\n", + " variance = variance + epsilon\n", + " loss = 0.5 * ((truth - mean) ** 2 / variance + variance.log())\n", + " if beta > 0:\n", + " loss = loss * (variance.detach() ** beta)\n", + " return loss.sum(axis=-1) / len(mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ac90fb71-6235-404a-9b13-db9545688947", + "metadata": {}, + "outputs": [], + "source": [ + "# Define training loop\n", + "def train_loop(source_dataloader, \n", + " target_dataloader, \n", + " model, \n", + " regressor_loss_fn,\n", + " da_loss,\n", + " optimizer,\n", + " n_epoch,\n", + " epoch,\n", + " init_wt_da,\n", + " final_wt_da,\n", + " beta_init,\n", + " beta_final):\n", + " # init_wt_mve,\n", + " # final_wt_mve):\n", + " \"\"\"\n", + " Trains the Neural Network on Source/Target Domains with the following loss:\n", + " Loss = Source Regression Loss + 1.4 * DA MMD Loss\n", + " \n", + " source_dataloader: DataLoader for the source domain data.\n", + "\ttarget_dataloader: DataLoader for the target domain data.\n", + "\tmodel: The neural network model to be trained.\n", + "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", + "\tda_loss: Loss function for domain adaptation (e.g., MMD loss).\n", + "\toptimizer: Optimizer for the model parameters.\n", + "\tn_epoch: Total number of epochs for training.\n", + "\tepoch: Current epoch number.\n", + " \"\"\"\n", + "\n", + " domain_error = 0\n", + " domain_classifier_accuracy = 0\n", + " estimator_error = 0\n", + " mve_error = 0\n", + " score_list = np.array([])\n", + "\n", + " # Iteration length is shorter of the two datasets\n", + " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", + " data_source_iter = iter(source_dataloader)\n", + " data_target_iter = iter(target_dataloader)\n", + "\n", + " # Iterate over the two datasets\n", + " i = 0\n", + " while i < len_dataloader:\n", + "\n", + " # Time-varying hyperparameter, p 0 -> infty, alpha 0 -> 1\n", + " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader # UNUSED\n", + " alpha = 2. / (1. + np.exp(-10 * p)) - 1 # UNUSED\n", + "\n", + " # Source Training\n", + "\n", + " # Load a batch of source data, move to GPU\n", + " data_source = next(data_source_iter)\n", + " X, y = data_source\n", + " X = X.float()\n", + " X = X.cuda()\n", + " y = y.cuda()\n", + "\n", + " # Zero model gradients and labels\n", + " model.zero_grad()\n", + " batch_size = len(y)\n", + "\n", + " domain_label = torch.zeros(batch_size)\n", + " domain_label = domain_label.long()\n", + " domain_label = domain_label.cuda()\n", + "\n", + " # Apply data to model and get predictions, embeddings, apply gradients\n", + " estimate_output, domain_output_source = model(X)\n", + " mean = estimate_output[:, 0]\n", + " variance = estimate_output[:, 1]\n", + "\n", + " # print(y.shape)\n", + " # print(mean.shape)\n", + " # Calculate source regression loss based on predictions\n", + " estimate_loss = regressor_loss_fn(mean, y)\n", + "\n", + " \n", + " # Target Training\n", + "\n", + " data_target = next(data_target_iter)\n", + " X_target, _ = data_target\n", + " X_target = X_target.float()\n", + " X_target = X_target.cuda()\n", + "\n", + " batch_size = len(X_target)\n", + "\n", + " _, domain_output_target = model(X_target)\n", + "\n", + " # Calculate the DA Loss between source and target, MMD loss\n", + " domain_loss = da_loss(domain_output_source, domain_output_target)\n", + " beta_val = beta_init - (beta_init - beta_final) * (epoch / n_epoch)\n", + " mve_loss = loss_bnll(mean.flatten(), variance.flatten(), y, beta = beta_val)\n", + " \n", + " # Hyperparameter of da_weight set to weight domain loss vs source loss\n", + " # Perhaps this is where alpha was initially used\n", + " da_weight = init_wt_da - ((init_wt_da - final_wt_da) * (epoch / n_epoch))\n", + " # mve_weight_power = (init_wt_mve - ((init_wt_mve - final_wt_mve) * (epoch / n_epoch)))\n", + " # mve_weight = 10 ** (-mve_weight_power)\n", + "\n", + " # Calculate the R2 score of the predictions vs. labels\n", + " score = r2_score(y.cpu().detach().numpy(), mean.cpu().detach().numpy())\n", + "\n", + " loss = mve_loss + domain_loss * da_weight \n", + "\n", + " \n", + " \n", + " # Backpropagation, update optimizer lr\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " # Update values\n", + " \n", + " # Domain loss is the DA loss or MMD loss between embedding outputs\n", + " domain_error += domain_loss.item()\n", + "\n", + " # Estimator loss is the source data loss on regression\n", + " estimator_error += estimate_loss.item()\n", + "\n", + " mve_error += mve_loss.item()\n", + "\n", + " score_list = np.append(score_list, score)\n", + "\n", + " i += 1\n", + "\n", + " # Calculate average scores/errors of batches for this epoch\n", + " score = np.mean(score_list)\n", + " domain_error = domain_error / (len_dataloader)\n", + " estimator_error /= len_dataloader\n", + " mve_error /= len_dataloader\n", + "\n", + " return [domain_error, estimator_error, mve_error, score]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0f396a25-17ae-48c5-90e0-7987621247d7", + "metadata": {}, + "outputs": [], + "source": [ + "def test_loop(source_dataloader, \n", + " target_dataloader, \n", + " model, \n", + " regressor_loss_fn, \n", + " da_loss, \n", + " n_epoch, \n", + " epoch,\n", + " beta_init,\n", + " beta_final):\n", + " \"\"\"\n", + " Tests the model accuracy.\n", + " \n", + " source_dataloader: DataLoader for the source domain data.\n", + "\ttarget_dataloader: DataLoader for the target domain data.\n", + "\tmodel: The neural network model to be trained.\n", + "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", + "\tda_loss: Loss function for domain adaptation (e.g., MMD loss). UNUSED\n", + "\tn_epoch: Total number of epochs for training.\n", + "\tepoch: Current epoch number.\n", + " \"\"\"\n", + "\n", + " \n", + " # Evaluating without gradient computation in bg for validation\n", + " with torch.no_grad():\n", + " \n", + " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", + " data_source_iter = iter(source_dataloader)\n", + " data_target_iter = iter(target_dataloader)\n", + "\n", + " \n", + " domain_classifier_error = 0\n", + " domain_classifier_accuracy = 0\n", + " estimator_error = 0\n", + " estimator_error_target = 0\n", + " mve_error = 0\n", + " mve_error_target = 0\n", + " score_list = np.array([])\n", + " score_list_target = np.array([])\n", + "\n", + " i = 0\n", + " while i < len_dataloader:\n", + "\n", + " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader\n", + " alpha = 2. / (1. + np.exp(-10 * p)) - 1\n", + "\n", + " # Source Testing\n", + "\n", + " data_source = next(data_source_iter)\n", + " X, y = data_source\n", + " X = X.float()\n", + " X = X.cuda()\n", + " y = y.cuda()\n", + "\n", + " batch_size = len(y)\n", + "\n", + " estimate_output, domain_output = model(X)\n", + " source_mean = estimate_output[:, 0]\n", + " source_variance = estimate_output[:, 1]\n", + " beta_val = beta_init - (beta_init - beta_final) * (epoch / n_epoch)\n", + " \n", + " estimate_loss = regressor_loss_fn(source_mean, y)\n", + " mve_loss = loss_bnll(source_mean.flatten(), source_variance.flatten(), y, beta = beta_val)\n", + "\n", + " # Target Testing\n", + "\n", + " data_target = next(data_target_iter)\n", + " X_target, y_target = data_target\n", + " X_target = X_target.float()\n", + " X_target = X_target.cuda()\n", + " y_target = y_target.cuda()\n", + "\n", + " batch_size = len(X_target)\n", + "\n", + " estimate_output_target, domain_output = model(X_target)\n", + " target_mean = estimate_output_target[:, 0]\n", + " target_variance = estimate_output_target[:, 1]\n", + " \n", + " estimate_loss_target = regressor_loss_fn(target_mean, y_target)\n", + " mve_loss_target = loss_bnll(target_mean.flatten(), target_variance.flatten(), y_target, beta = beta_val)\n", + " \n", + " # Update values\n", + "\n", + " # Regression loss on validation testing\n", + " estimator_error += estimate_loss.item()\n", + " estimator_error_target += estimate_loss_target.item()\n", + "\n", + " # MVE loss on validation testing\n", + " mve_error += mve_loss.item()\n", + " mve_error_target += mve_loss_target.item()\n", + "\n", + " # R2 Scores on validation testing\n", + " score = r2_score(y.cpu(), source_mean.cpu())\n", + " score_list = np.append(score_list, score)\n", + " score_target = r2_score(y_target.cpu(), target_mean.cpu())\n", + " score_list_target = np.append(score_list_target, score_target)\n", + "\n", + " i += 1\n", + "\n", + " score = np.mean(score_list)\n", + " score_target = np.mean(score_list_target)\n", + " estimator_error /= len_dataloader\n", + " estimator_error_target /= len_dataloader\n", + " mve_error /= len_dataloader\n", + " mve_error_target /= len_dataloader\n", + " \n", + " classifier_error = 1 # UNUSED, legacy\n", + " return [classifier_error, estimator_error, estimator_error_target, score, score_target, mve_error, mve_error_target]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "97d4a095-7e54-4e74-9700-3971a034160c", + "metadata": {}, + "outputs": [], + "source": [ + "model = NeuralNetwork(npix=40).cuda()\n", + "learning_rate = 2e-5\n", + "epochs = 75\n", + "# Define loss functions and optimizer\n", + "regressor_loss_fn = nn.MSELoss().cuda()\n", + "\n", + "# Try to adjust momentum -> see if that helps\n", + "# Try SGD, Adadelta, see if that helps\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", + "da_loss = MMD_loss()\n", + "\n", + "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", + "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e3a47fbf-42c0-4a38-9ed0-c3d59fd27614", + "metadata": {}, + "outputs": [], + "source": [ + "mod_name = None#\"models/mb_lenscolor_jul25_1700\" #\n", + "stats = {'train_DA_loss':[],\n", + " 'train_regression_loss':[],\n", + " 'train_mve_loss':[],\n", + " 'train_r2_score':[],\n", + " 'val_source_regression_loss':[],\n", + " 'val_target_regression_loss':[],\n", + " 'val_source_r2_score':[],\n", + " 'val_target_r2_score':[],\n", + " 'val_source_mve_loss': [],\n", + " 'val_target_mve_loss': [],\n", + " 'epoch_no': 0}\n", + "if mod_name is not None:\n", + " state = torch.load(mod_name)\n", + " model.load_state_dict(state['state_dict'])\n", + " optimizer.load_state_dict(state['optimizer'])\n", + " \n", + " stat_file = Path(mod_name+'.json')\n", + " if stat_file.is_file():\n", + " stats = json.load(open(mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "49bde5ed-7373-461d-81ee-11b430fd20d3", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 293833, + "status": "ok", + "timestamp": 1718869045423, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "1dfe3810-672c-4a28-b606-b3079a40fca4", + "outputId": "45493f2a-ea42-401e-f88b-b0ad39b969ed" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Beginning Training...\n", + "\n", + "Epoch 0: 22.50s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.3768\n", + "\tTrain Regression Loss: : 0.9861\n", + "\tTrain Mve Loss: : 0.4409\n", + "\tTrain R2 Score: : -2.1079\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1725\n", + "\tVal Target Regression Loss: : 0.2009\n", + "\tVal Source R2 Score: : 0.4594\n", + "\tVal Target R2 Score: : 0.3623\n", + "\tVal Source Mve Loss: : -0.0676\n", + "\tVal Target Mve Loss: : -0.0495\n", + "Saving Model... Done.\n", + "\n", + "Epoch 1: 20.81s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.2238\n", + "\tTrain Regression Loss: : 0.1100\n", + "\tTrain Mve Loss: : -0.0828\n", + "\tTrain R2 Score: : 0.6540\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0837\n", + "\tVal Target Regression Loss: : 0.1086\n", + "\tVal Source R2 Score: : 0.7324\n", + "\tVal Target R2 Score: : 0.6562\n", + "\tVal Source Mve Loss: : -0.0819\n", + "\tVal Target Mve Loss: : -0.0811\n", + "Saving Model... Done.\n", + "\n", + "Epoch 2: 19.73s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1867\n", + "\tTrain Regression Loss: : 0.0704\n", + "\tTrain Mve Loss: : -0.0931\n", + "\tTrain R2 Score: : 0.7778\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0644\n", + "\tVal Target Regression Loss: : 0.0844\n", + "\tVal Source R2 Score: : 0.7971\n", + "\tVal Target R2 Score: : 0.7359\n", + "\tVal Source Mve Loss: : -0.0851\n", + "\tVal Target Mve Loss: : -0.0864\n", + "Saving Model... Done.\n", + "\n", + "Epoch 3: 16.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1698\n", + "\tTrain Regression Loss: : 0.0552\n", + "\tTrain Mve Loss: : -0.0892\n", + "\tTrain R2 Score: : 0.8267\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0542\n", + "\tVal Target Regression Loss: : 0.0688\n", + "\tVal Source R2 Score: : 0.8318\n", + "\tVal Target R2 Score: : 0.7811\n", + "\tVal Source Mve Loss: : -0.1305\n", + "\tVal Target Mve Loss: : -0.1245\n", + "Saving Model... Done.\n", + "\n", + "Epoch 4: 15.59s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1584\n", + "\tTrain Regression Loss: : 0.0485\n", + "\tTrain Mve Loss: : -0.1046\n", + "\tTrain R2 Score: : 0.8473\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0507\n", + "\tVal Target Regression Loss: : 0.0616\n", + "\tVal Source R2 Score: : 0.8407\n", + "\tVal Target R2 Score: : 0.8040\n", + "\tVal Source Mve Loss: : -0.1123\n", + "\tVal Target Mve Loss: : -0.1141\n", + "Saving Model... Done.\n", + "\n", + "Epoch 5: 16.40s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1529\n", + "\tTrain Regression Loss: : 0.0453\n", + "\tTrain Mve Loss: : -0.1147\n", + "\tTrain R2 Score: : 0.8579\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0495\n", + "\tVal Target Regression Loss: : 0.0583\n", + "\tVal Source R2 Score: : 0.8466\n", + "\tVal Target R2 Score: : 0.8169\n", + "\tVal Source Mve Loss: : -0.0727\n", + "\tVal Target Mve Loss: : -0.0693\n", + "Saving Model... Done.\n", + "\n", + "Epoch 6: 17.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1488\n", + "\tTrain Regression Loss: : 0.0435\n", + "\tTrain Mve Loss: : -0.0988\n", + "\tTrain R2 Score: : 0.8633\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0474\n", + "\tVal Target Regression Loss: : 0.0550\n", + "\tVal Source R2 Score: : 0.8494\n", + "\tVal Target R2 Score: : 0.8268\n", + "\tVal Source Mve Loss: : -0.0567\n", + "\tVal Target Mve Loss: : -0.0539\n", + "Saving Model... Done.\n", + "\n", + "Epoch 7: 15.79s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1428\n", + "\tTrain Regression Loss: : 0.0422\n", + "\tTrain Mve Loss: : -0.1035\n", + "\tTrain R2 Score: : 0.8675\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0446\n", + "\tVal Target Regression Loss: : 0.0528\n", + "\tVal Source R2 Score: : 0.8604\n", + "\tVal Target R2 Score: : 0.8326\n", + "\tVal Source Mve Loss: : -0.1045\n", + "\tVal Target Mve Loss: : -0.0931\n", + "Saving Model... Done.\n", + "\n", + "Epoch 8: 17.27s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1358\n", + "\tTrain Regression Loss: : 0.0401\n", + "\tTrain Mve Loss: : -0.1058\n", + "\tTrain R2 Score: : 0.8744\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0429\n", + "\tVal Target Regression Loss: : 0.0495\n", + "\tVal Source R2 Score: : 0.8663\n", + "\tVal Target R2 Score: : 0.8452\n", + "\tVal Source Mve Loss: : -0.0827\n", + "\tVal Target Mve Loss: : -0.0751\n", + "Saving Model... Done.\n", + "\n", + "Epoch 9: 22.57s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1324\n", + "\tTrain Regression Loss: : 0.0384\n", + "\tTrain Mve Loss: : -0.1218\n", + "\tTrain R2 Score: : 0.8793\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0422\n", + "\tVal Target Regression Loss: : 0.0482\n", + "\tVal Source R2 Score: : 0.8685\n", + "\tVal Target R2 Score: : 0.8473\n", + "\tVal Source Mve Loss: : -0.1511\n", + "\tVal Target Mve Loss: : -0.1496\n", + "Saving Model... Done.\n", + "\n", + "Epoch 10: 17.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1318\n", + "\tTrain Regression Loss: : 0.0379\n", + "\tTrain Mve Loss: : -0.1104\n", + "\tTrain R2 Score: : 0.8807\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0417\n", + "\tVal Target Regression Loss: : 0.0449\n", + "\tVal Source R2 Score: : 0.8715\n", + "\tVal Target R2 Score: : 0.8586\n", + "\tVal Source Mve Loss: : -0.0526\n", + "\tVal Target Mve Loss: : -0.0318\n", + "Saving Model... Done.\n", + "\n", + "Epoch 11: 15.41s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1273\n", + "\tTrain Regression Loss: : 0.0355\n", + "\tTrain Mve Loss: : -0.1304\n", + "\tTrain R2 Score: : 0.8883\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0387\n", + "\tVal Target Regression Loss: : 0.0431\n", + "\tVal Source R2 Score: : 0.8787\n", + "\tVal Target R2 Score: : 0.8648\n", + "\tVal Source Mve Loss: : -0.1041\n", + "\tVal Target Mve Loss: : -0.0929\n", + "Saving Model... Done.\n", + "\n", + "Epoch 12: 16.69s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1235\n", + "\tTrain Regression Loss: : 0.0342\n", + "\tTrain Mve Loss: : -0.1020\n", + "\tTrain R2 Score: : 0.8928\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0379\n", + "\tVal Target Regression Loss: : 0.0412\n", + "\tVal Source R2 Score: : 0.8745\n", + "\tVal Target R2 Score: : 0.8703\n", + "\tVal Source Mve Loss: : -0.1026\n", + "\tVal Target Mve Loss: : -0.0988\n", + "Saving Model... Done.\n", + "\n", + "Epoch 13: 18.76s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1233\n", + "\tTrain Regression Loss: : 0.0323\n", + "\tTrain Mve Loss: : -0.1180\n", + "\tTrain R2 Score: : 0.8987\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0344\n", + "\tVal Target Regression Loss: : 0.0384\n", + "\tVal Source R2 Score: : 0.8920\n", + "\tVal Target R2 Score: : 0.8790\n", + "\tVal Source Mve Loss: : -0.1217\n", + "\tVal Target Mve Loss: : -0.1091\n", + "Saving Model... Done.\n", + "\n", + "Epoch 14: 15.93s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1214\n", + "\tTrain Regression Loss: : 0.0314\n", + "\tTrain Mve Loss: : -0.0919\n", + "\tTrain R2 Score: : 0.9013\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0329\n", + "\tVal Target Regression Loss: : 0.0377\n", + "\tVal Source R2 Score: : 0.8973\n", + "\tVal Target R2 Score: : 0.8804\n", + "\tVal Source Mve Loss: : -0.0888\n", + "\tVal Target Mve Loss: : -0.0610\n", + "Saving Model... Done.\n", + "\n", + "Epoch 15: 15.40s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1194\n", + "\tTrain Regression Loss: : 0.0317\n", + "\tTrain Mve Loss: : -0.1001\n", + "\tTrain R2 Score: : 0.9005\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0330\n", + "\tVal Target Regression Loss: : 0.0410\n", + "\tVal Source R2 Score: : 0.8953\n", + "\tVal Target R2 Score: : 0.8600\n", + "\tVal Source Mve Loss: : -0.0851\n", + "\tVal Target Mve Loss: : -0.0396\n", + "\n", + "Epoch 16: 14.75s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1183\n", + "\tTrain Regression Loss: : 0.0352\n", + "\tTrain Mve Loss: : -0.0964\n", + "\tTrain R2 Score: : 0.8895\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0356\n", + "\tVal Target Regression Loss: : 0.0407\n", + "\tVal Source R2 Score: : 0.8896\n", + "\tVal Target R2 Score: : 0.8710\n", + "\tVal Source Mve Loss: : -0.0917\n", + "\tVal Target Mve Loss: : -0.0563\n", + "\n", + "Epoch 17: 17.72s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1169\n", + "\tTrain Regression Loss: : 0.0318\n", + "\tTrain Mve Loss: : -0.0725\n", + "\tTrain R2 Score: : 0.9000\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0343\n", + "\tVal Target Regression Loss: : 0.0378\n", + "\tVal Source R2 Score: : 0.8941\n", + "\tVal Target R2 Score: : 0.8810\n", + "\tVal Source Mve Loss: : -0.0849\n", + "\tVal Target Mve Loss: : -0.0659\n", + "Saving Model... Done.\n", + "\n", + "Epoch 18: 16.65s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1148\n", + "\tTrain Regression Loss: : 0.0321\n", + "\tTrain Mve Loss: : -0.1168\n", + "\tTrain R2 Score: : 0.8993\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0359\n", + "\tVal Target Regression Loss: : 0.0412\n", + "\tVal Source R2 Score: : 0.8869\n", + "\tVal Target R2 Score: : 0.8694\n", + "\tVal Source Mve Loss: : -0.1482\n", + "\tVal Target Mve Loss: : -0.1212\n", + "\n", + "Epoch 19: 18.58s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1154\n", + "\tTrain Regression Loss: : 0.0356\n", + "\tTrain Mve Loss: : -0.0873\n", + "\tTrain R2 Score: : 0.8881\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0356\n", + "\tVal Target Regression Loss: : 0.0405\n", + "\tVal Source R2 Score: : 0.8874\n", + "\tVal Target R2 Score: : 0.8725\n", + "\tVal Source Mve Loss: : -0.0880\n", + "\tVal Target Mve Loss: : -0.0620\n", + "\n", + "Epoch 20: 19.95s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1154\n", + "\tTrain Regression Loss: : 0.0335\n", + "\tTrain Mve Loss: : -0.0884\n", + "\tTrain R2 Score: : 0.8945\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0348\n", + "\tVal Target Regression Loss: : 0.0412\n", + "\tVal Source R2 Score: : 0.8903\n", + "\tVal Target R2 Score: : 0.8700\n", + "\tVal Source Mve Loss: : -0.0373\n", + "\tVal Target Mve Loss: : 0.0362\n", + "\n", + "Epoch 21: 17.62s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1148\n", + "\tTrain Regression Loss: : 0.0315\n", + "\tTrain Mve Loss: : -0.0575\n", + "\tTrain R2 Score: : 0.9012\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0337\n", + "\tVal Target Regression Loss: : 0.0376\n", + "\tVal Source R2 Score: : 0.8943\n", + "\tVal Target R2 Score: : 0.8813\n", + "\tVal Source Mve Loss: : -0.0738\n", + "\tVal Target Mve Loss: : -0.0182\n", + "Saving Model... Done.\n", + "\n", + "Epoch 22: 19.25s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1142\n", + "\tTrain Regression Loss: : 0.0304\n", + "\tTrain Mve Loss: : -0.1045\n", + "\tTrain R2 Score: : 0.9044\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0339\n", + "\tVal Target Regression Loss: : 0.0361\n", + "\tVal Source R2 Score: : 0.8945\n", + "\tVal Target R2 Score: : 0.8843\n", + "\tVal Source Mve Loss: : 0.0452\n", + "\tVal Target Mve Loss: : 0.0731\n", + "Saving Model... Done.\n", + "\n", + "Epoch 23: 24.10s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1163\n", + "\tTrain Regression Loss: : 0.0347\n", + "\tTrain Mve Loss: : -0.0163\n", + "\tTrain R2 Score: : 0.8908\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0354\n", + "\tVal Target Regression Loss: : 0.0411\n", + "\tVal Source R2 Score: : 0.8898\n", + "\tVal Target R2 Score: : 0.8689\n", + "\tVal Source Mve Loss: : -0.0217\n", + "\tVal Target Mve Loss: : -0.0264\n", + "\n", + "Epoch 24: 19.49s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1165\n", + "\tTrain Regression Loss: : 0.0332\n", + "\tTrain Mve Loss: : -0.0611\n", + "\tTrain R2 Score: : 0.8960\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0362\n", + "\tVal Target Regression Loss: : 0.0405\n", + "\tVal Source R2 Score: : 0.8853\n", + "\tVal Target R2 Score: : 0.8725\n", + "\tVal Source Mve Loss: : -0.1151\n", + "\tVal Target Mve Loss: : -0.1192\n", + "\n", + "Epoch 25: 22.64s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1165\n", + "\tTrain Regression Loss: : 0.0335\n", + "\tTrain Mve Loss: : -0.1299\n", + "\tTrain R2 Score: : 0.8944\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0354\n", + "\tVal Target Regression Loss: : 0.0398\n", + "\tVal Source R2 Score: : 0.8894\n", + "\tVal Target R2 Score: : 0.8734\n", + "\tVal Source Mve Loss: : -0.1073\n", + "\tVal Target Mve Loss: : -0.0493\n", + "\n", + "Epoch 26: 19.84s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1161\n", + "\tTrain Regression Loss: : 0.0308\n", + "\tTrain Mve Loss: : -0.0310\n", + "\tTrain R2 Score: : 0.9034\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0335\n", + "\tVal Target Regression Loss: : 0.0376\n", + "\tVal Source R2 Score: : 0.8914\n", + "\tVal Target R2 Score: : 0.8799\n", + "\tVal Source Mve Loss: : -0.1361\n", + "\tVal Target Mve Loss: : -0.0561\n", + "\n", + "Epoch 27: 19.53s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1163\n", + "\tTrain Regression Loss: : 0.0305\n", + "\tTrain Mve Loss: : -0.1086\n", + "\tTrain R2 Score: : 0.9034\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0331\n", + "\tVal Target Regression Loss: : 0.0380\n", + "\tVal Source R2 Score: : 0.8957\n", + "\tVal Target R2 Score: : 0.8787\n", + "\tVal Source Mve Loss: : -0.0483\n", + "\tVal Target Mve Loss: : 0.1098\n", + "\n", + "Epoch 28: 15.58s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1162\n", + "\tTrain Regression Loss: : 0.0303\n", + "\tTrain Mve Loss: : 0.0161\n", + "\tTrain R2 Score: : 0.9049\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0348\n", + "\tVal Target Regression Loss: : 0.0359\n", + "\tVal Source R2 Score: : 0.8880\n", + "\tVal Target R2 Score: : 0.8854\n", + "\tVal Source Mve Loss: : 0.0500\n", + "\tVal Target Mve Loss: : 0.0353\n", + "Saving Model... Done.\n", + "\n", + "Epoch 29: 21.48s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1160\n", + "\tTrain Regression Loss: : 0.0298\n", + "\tTrain Mve Loss: : 0.0842\n", + "\tTrain R2 Score: : 0.9061\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0318\n", + "\tVal Target Regression Loss: : 0.0365\n", + "\tVal Source R2 Score: : 0.9018\n", + "\tVal Target R2 Score: : 0.8843\n", + "\tVal Source Mve Loss: : 0.5000\n", + "\tVal Target Mve Loss: : 0.6938\n", + "\n", + "Epoch 30: 15.89s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1139\n", + "\tTrain Regression Loss: : 0.0307\n", + "\tTrain Mve Loss: : -0.0125\n", + "\tTrain R2 Score: : 0.9035\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0360\n", + "\tVal Target Regression Loss: : 0.0417\n", + "\tVal Source R2 Score: : 0.8880\n", + "\tVal Target R2 Score: : 0.8667\n", + "\tVal Source Mve Loss: : 0.3126\n", + "\tVal Target Mve Loss: : 0.7794\n", + "\n", + "Epoch 31: 15.61s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1152\n", + "\tTrain Regression Loss: : 0.0309\n", + "\tTrain Mve Loss: : 0.1513\n", + "\tTrain R2 Score: : 0.9033\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0310\n", + "\tVal Target Regression Loss: : 0.0358\n", + "\tVal Source R2 Score: : 0.9025\n", + "\tVal Target R2 Score: : 0.8862\n", + "\tVal Source Mve Loss: : 0.8053\n", + "\tVal Target Mve Loss: : 1.0596\n", + "Saving Model... Done.\n", + "\n", + "Epoch 32: 17.47s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1164\n", + "\tTrain Regression Loss: : 0.0307\n", + "\tTrain Mve Loss: : 0.1057\n", + "\tTrain R2 Score: : 0.9037\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0330\n", + "\tVal Target Regression Loss: : 0.0382\n", + "\tVal Source R2 Score: : 0.8976\n", + "\tVal Target R2 Score: : 0.8796\n", + "\tVal Source Mve Loss: : 0.0109\n", + "\tVal Target Mve Loss: : -0.0262\n", + "\n", + "Epoch 33: 11.04s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1154\n", + "\tTrain Regression Loss: : 0.0305\n", + "\tTrain Mve Loss: : -0.0619\n", + "\tTrain R2 Score: : 0.9040\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0402\n", + "\tVal Target Regression Loss: : 0.0437\n", + "\tVal Source R2 Score: : 0.8744\n", + "\tVal Target R2 Score: : 0.8602\n", + "\tVal Source Mve Loss: : -0.1209\n", + "\tVal Target Mve Loss: : -0.1463\n", + "\n", + "Epoch 34: 12.78s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1159\n", + "\tTrain Regression Loss: : 0.0324\n", + "\tTrain Mve Loss: : 0.1381\n", + "\tTrain R2 Score: : 0.8979\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0306\n", + "\tVal Target Regression Loss: : 0.0353\n", + "\tVal Source R2 Score: : 0.9046\n", + "\tVal Target R2 Score: : 0.8885\n", + "\tVal Source Mve Loss: : 1.3465\n", + "\tVal Target Mve Loss: : 2.2060\n", + "Saving Model... Done.\n", + "\n", + "Epoch 35: 14.95s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1150\n", + "\tTrain Regression Loss: : 0.0331\n", + "\tTrain Mve Loss: : 0.5407\n", + "\tTrain R2 Score: : 0.8960\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0335\n", + "\tVal Target Regression Loss: : 0.0357\n", + "\tVal Source R2 Score: : 0.8950\n", + "\tVal Target R2 Score: : 0.8862\n", + "\tVal Source Mve Loss: : 1.2530\n", + "\tVal Target Mve Loss: : 1.6772\n", + "\n", + "Epoch 36: 15.64s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1163\n", + "\tTrain Regression Loss: : 0.0300\n", + "\tTrain Mve Loss: : 0.9384\n", + "\tTrain R2 Score: : 0.9058\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0316\n", + "\tVal Target Regression Loss: : 0.0344\n", + "\tVal Source R2 Score: : 0.9012\n", + "\tVal Target R2 Score: : 0.8911\n", + "\tVal Source Mve Loss: : 1.3359\n", + "\tVal Target Mve Loss: : 2.0725\n", + "Saving Model... Done.\n", + "\n", + "Epoch 37: 13.43s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1183\n", + "\tTrain Regression Loss: : 0.0281\n", + "\tTrain Mve Loss: : 0.8683\n", + "\tTrain R2 Score: : 0.9113\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0304\n", + "\tVal Target Regression Loss: : 0.0326\n", + "\tVal Source R2 Score: : 0.9050\n", + "\tVal Target R2 Score: : 0.8968\n", + "\tVal Source Mve Loss: : 0.2097\n", + "\tVal Target Mve Loss: : 0.0985\n", + "Saving Model... Done.\n", + "\n", + "Epoch 38: 14.19s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1166\n", + "\tTrain Regression Loss: : 0.0280\n", + "\tTrain Mve Loss: : 0.4710\n", + "\tTrain R2 Score: : 0.9122\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0298\n", + "\tVal Target Regression Loss: : 0.0328\n", + "\tVal Source R2 Score: : 0.9073\n", + "\tVal Target R2 Score: : 0.8965\n", + "\tVal Source Mve Loss: : -0.0688\n", + "\tVal Target Mve Loss: : -0.0751\n", + "\n", + "Epoch 39: 12.21s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1176\n", + "\tTrain Regression Loss: : 0.0281\n", + "\tTrain Mve Loss: : -0.0224\n", + "\tTrain R2 Score: : 0.9117\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0284\n", + "\tVal Target Regression Loss: : 0.0320\n", + "\tVal Source R2 Score: : 0.9119\n", + "\tVal Target R2 Score: : 0.8975\n", + "\tVal Source Mve Loss: : -0.0871\n", + "\tVal Target Mve Loss: : 0.1016\n", + "Saving Model... Done.\n", + "\n", + "Epoch 40: 15.73s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1158\n", + "\tTrain Regression Loss: : 0.0345\n", + "\tTrain Mve Loss: : 1.3792\n", + "\tTrain R2 Score: : 0.8916\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0305\n", + "\tVal Target Regression Loss: : 0.0323\n", + "\tVal Source R2 Score: : 0.9045\n", + "\tVal Target R2 Score: : 0.8968\n", + "\tVal Source Mve Loss: : 1.5813\n", + "\tVal Target Mve Loss: : 1.9848\n", + "\n", + "Epoch 41: 14.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1181\n", + "\tTrain Regression Loss: : 0.0461\n", + "\tTrain Mve Loss: : 0.9291\n", + "\tTrain R2 Score: : 0.8553\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0506\n", + "\tVal Target Regression Loss: : 0.0509\n", + "\tVal Source R2 Score: : 0.8427\n", + "\tVal Target R2 Score: : 0.8356\n", + "\tVal Source Mve Loss: : 0.5071\n", + "\tVal Target Mve Loss: : 0.4789\n", + "\n", + "Epoch 42: 12.24s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1203\n", + "\tTrain Regression Loss: : 0.0411\n", + "\tTrain Mve Loss: : 0.9958\n", + "\tTrain R2 Score: : 0.8711\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0340\n", + "\tVal Target Regression Loss: : 0.0337\n", + "\tVal Source R2 Score: : 0.8932\n", + "\tVal Target R2 Score: : 0.8914\n", + "\tVal Source Mve Loss: : 0.4058\n", + "\tVal Target Mve Loss: : 1.4621\n", + "\n", + "Epoch 43: 12.94s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1238\n", + "\tTrain Regression Loss: : 0.0311\n", + "\tTrain Mve Loss: : 0.3373\n", + "\tTrain R2 Score: : 0.9020\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0304\n", + "\tVal Target Regression Loss: : 0.0314\n", + "\tVal Source R2 Score: : 0.9044\n", + "\tVal Target R2 Score: : 0.9000\n", + "\tVal Source Mve Loss: : 0.3716\n", + "\tVal Target Mve Loss: : 0.7534\n", + "Saving Model... Done.\n", + "\n", + "Epoch 44: 11.51s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1237\n", + "\tTrain Regression Loss: : 0.0428\n", + "\tTrain Mve Loss: : 0.7233\n", + "\tTrain R2 Score: : 0.8654\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0367\n", + "\tVal Target Regression Loss: : 0.0379\n", + "\tVal Source R2 Score: : 0.8848\n", + "\tVal Target R2 Score: : 0.8793\n", + "\tVal Source Mve Loss: : 0.0497\n", + "\tVal Target Mve Loss: : 1.4870\n", + "\n", + "Epoch 45: 12.31s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1256\n", + "\tTrain Regression Loss: : 0.0574\n", + "\tTrain Mve Loss: : 1.2108\n", + "\tTrain R2 Score: : 0.8196\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0475\n", + "\tVal Target Regression Loss: : 0.0552\n", + "\tVal Source R2 Score: : 0.8520\n", + "\tVal Target R2 Score: : 0.8242\n", + "\tVal Source Mve Loss: : -0.0096\n", + "\tVal Target Mve Loss: : -0.0165\n", + "\n", + "Epoch 46: 16.28s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1238\n", + "\tTrain Regression Loss: : 0.0382\n", + "\tTrain Mve Loss: : 0.0070\n", + "\tTrain R2 Score: : 0.8792\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0357\n", + "\tVal Target Regression Loss: : 0.0393\n", + "\tVal Source R2 Score: : 0.8896\n", + "\tVal Target R2 Score: : 0.8737\n", + "\tVal Source Mve Loss: : 3.2800\n", + "\tVal Target Mve Loss: : 2.6416\n", + "\n", + "Epoch 47: 14.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1243\n", + "\tTrain Regression Loss: : 0.0445\n", + "\tTrain Mve Loss: : 3.1781\n", + "\tTrain R2 Score: : 0.8592\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0653\n", + "\tVal Target Regression Loss: : 0.0638\n", + "\tVal Source R2 Score: : 0.7968\n", + "\tVal Target R2 Score: : 0.7957\n", + "\tVal Source Mve Loss: : 6.0322\n", + "\tVal Target Mve Loss: : -0.2052\n", + "\n", + "Epoch 48: 17.93s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1241\n", + "\tTrain Regression Loss: : 0.0875\n", + "\tTrain Mve Loss: : 4.5073\n", + "\tTrain R2 Score: : 0.7223\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0547\n", + "\tVal Target Regression Loss: : 0.0556\n", + "\tVal Source R2 Score: : 0.8288\n", + "\tVal Target R2 Score: : 0.8229\n", + "\tVal Source Mve Loss: : 4.3920\n", + "\tVal Target Mve Loss: : -0.1549\n", + "\n", + "Epoch 49: 17.59s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1253\n", + "\tTrain Regression Loss: : 0.0886\n", + "\tTrain Mve Loss: : 1.2643\n", + "\tTrain R2 Score: : 0.7195\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1028\n", + "\tVal Target Regression Loss: : 0.1006\n", + "\tVal Source R2 Score: : 0.6738\n", + "\tVal Target R2 Score: : 0.6766\n", + "\tVal Source Mve Loss: : 4.9365\n", + "\tVal Target Mve Loss: : 9.2627\n", + "\n", + "Epoch 50: 19.98s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1257\n", + "\tTrain Regression Loss: : 0.0612\n", + "\tTrain Mve Loss: : 2.4051\n", + "\tTrain R2 Score: : 0.8063\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0570\n", + "\tVal Target Regression Loss: : 0.0662\n", + "\tVal Source R2 Score: : 0.8214\n", + "\tVal Target R2 Score: : 0.7895\n", + "\tVal Source Mve Loss: : 0.0074\n", + "\tVal Target Mve Loss: : -0.0000\n", + "\n", + "Epoch 51: 25.38s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1267\n", + "\tTrain Regression Loss: : 0.0503\n", + "\tTrain Mve Loss: : -0.0479\n", + "\tTrain R2 Score: : 0.8407\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0499\n", + "\tVal Target Regression Loss: : 0.0578\n", + "\tVal Source R2 Score: : 0.8431\n", + "\tVal Target R2 Score: : 0.8151\n", + "\tVal Source Mve Loss: : 6.5448\n", + "\tVal Target Mve Loss: : 0.8278\n", + "\n", + "Epoch 52: 21.29s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1285\n", + "\tTrain Regression Loss: : 0.0665\n", + "\tTrain Mve Loss: : 7.0820\n", + "\tTrain R2 Score: : 0.7904\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0460\n", + "\tVal Target Regression Loss: : 0.0520\n", + "\tVal Source R2 Score: : 0.8558\n", + "\tVal Target R2 Score: : 0.8317\n", + "\tVal Source Mve Loss: : 8.1524\n", + "\tVal Target Mve Loss: : 1.6947\n", + "\n", + "Epoch 53: 18.63s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1286\n", + "\tTrain Regression Loss: : 0.1045\n", + "\tTrain Mve Loss: : 5.4646\n", + "\tTrain R2 Score: : 0.6682\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.4587\n", + "\tVal Target Regression Loss: : 0.4573\n", + "\tVal Source R2 Score: : -0.4595\n", + "\tVal Target R2 Score: : -0.4554\n", + "\tVal Source Mve Loss: : 20.6800\n", + "\tVal Target Mve Loss: : 27.0312\n", + "\n", + "Epoch 54: 21.04s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1290\n", + "\tTrain Regression Loss: : 0.2130\n", + "\tTrain Mve Loss: : 0.7167\n", + "\tTrain R2 Score: : 0.3208\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1083\n", + "\tVal Target Regression Loss: : 0.1198\n", + "\tVal Source R2 Score: : 0.6565\n", + "\tVal Target R2 Score: : 0.6158\n", + "\tVal Source Mve Loss: : 8.8968\n", + "\tVal Target Mve Loss: : 8.3495\n", + "\n", + "Epoch 55: 18.29s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1270\n", + "\tTrain Regression Loss: : 0.0820\n", + "\tTrain Mve Loss: : 5.6119\n", + "\tTrain R2 Score: : 0.7397\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0705\n", + "\tVal Target Regression Loss: : 0.0842\n", + "\tVal Source R2 Score: : 0.7768\n", + "\tVal Target R2 Score: : 0.7323\n", + "\tVal Source Mve Loss: : 4.8858\n", + "\tVal Target Mve Loss: : 9.6942\n", + "\n", + "Epoch 56: 23.94s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1274\n", + "\tTrain Regression Loss: : 0.0789\n", + "\tTrain Mve Loss: : 3.2058\n", + "\tTrain R2 Score: : 0.7504\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0642\n", + "\tVal Target Regression Loss: : 0.0762\n", + "\tVal Source R2 Score: : 0.7987\n", + "\tVal Target R2 Score: : 0.7543\n", + "\tVal Source Mve Loss: : 0.1561\n", + "\tVal Target Mve Loss: : 3.3367\n", + "\n", + "Epoch 57: 16.28s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1274\n", + "\tTrain Regression Loss: : 0.0608\n", + "\tTrain Mve Loss: : 0.1474\n", + "\tTrain R2 Score: : 0.8079\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0618\n", + "\tVal Target Regression Loss: : 0.0729\n", + "\tVal Source R2 Score: : 0.8089\n", + "\tVal Target R2 Score: : 0.7696\n", + "\tVal Source Mve Loss: : 0.1424\n", + "\tVal Target Mve Loss: : 0.1428\n", + "\n", + "Epoch 58: 14.25s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1284\n", + "\tTrain Regression Loss: : 0.0574\n", + "\tTrain Mve Loss: : 0.1247\n", + "\tTrain R2 Score: : 0.8185\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0540\n", + "\tVal Target Regression Loss: : 0.0627\n", + "\tVal Source R2 Score: : 0.8310\n", + "\tVal Target R2 Score: : 0.8025\n", + "\tVal Source Mve Loss: : 8.4094\n", + "\tVal Target Mve Loss: : 0.7955\n", + "\n", + "Epoch 59: 20.77s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1280\n", + "\tTrain Regression Loss: : 0.0952\n", + "\tTrain Mve Loss: : 12.1482\n", + "\tTrain R2 Score: : 0.7003\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1674\n", + "\tVal Target Regression Loss: : 0.1515\n", + "\tVal Source R2 Score: : 0.4687\n", + "\tVal Target R2 Score: : 0.5180\n", + "\tVal Source Mve Loss: : 163.2981\n", + "\tVal Target Mve Loss: : 80.0040\n", + "\n", + "Epoch 60: 19.55s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1307\n", + "\tTrain Regression Loss: : 0.2036\n", + "\tTrain Mve Loss: : 54.1448\n", + "\tTrain R2 Score: : 0.3566\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.7648\n", + "\tVal Target Regression Loss: : 0.7357\n", + "\tVal Source R2 Score: : -1.4006\n", + "\tVal Target R2 Score: : -1.3579\n", + "\tVal Source Mve Loss: : 81.8374\n", + "\tVal Target Mve Loss: : 108.2387\n", + "\n", + "Epoch 61: 18.10s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1341\n", + "\tTrain Regression Loss: : 0.2266\n", + "\tTrain Mve Loss: : 11.3345\n", + "\tTrain R2 Score: : 0.2789\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1415\n", + "\tVal Target Regression Loss: : 0.1374\n", + "\tVal Source R2 Score: : 0.5528\n", + "\tVal Target R2 Score: : 0.5573\n", + "\tVal Source Mve Loss: : 17.0722\n", + "\tVal Target Mve Loss: : 59.3238\n", + "\n", + "Epoch 62: 12.31s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1350\n", + "\tTrain Regression Loss: : 0.2077\n", + "\tTrain Mve Loss: : 13.7883\n", + "\tTrain R2 Score: : 0.3392\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.3725\n", + "\tVal Target Regression Loss: : 0.3742\n", + "\tVal Source R2 Score: : -0.1669\n", + "\tVal Target R2 Score: : -0.2166\n", + "\tVal Source Mve Loss: : 2.4901\n", + "\tVal Target Mve Loss: : 432.4814\n", + "\n", + "Epoch 63: 14.74s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1330\n", + "\tTrain Regression Loss: : 0.2311\n", + "\tTrain Mve Loss: : 42.7999\n", + "\tTrain R2 Score: : 0.2624\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1007\n", + "\tVal Target Regression Loss: : 0.1060\n", + "\tVal Source R2 Score: : 0.6829\n", + "\tVal Target R2 Score: : 0.6618\n", + "\tVal Source Mve Loss: : 99.5845\n", + "\tVal Target Mve Loss: : 108.4255\n", + "\n", + "Epoch 64: 15.93s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1371\n", + "\tTrain Regression Loss: : 0.1166\n", + "\tTrain Mve Loss: : 32.4718\n", + "\tTrain R2 Score: : 0.6305\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.2091\n", + "\tVal Target Regression Loss: : 0.2256\n", + "\tVal Source R2 Score: : 0.3429\n", + "\tVal Target R2 Score: : 0.2779\n", + "\tVal Source Mve Loss: : 0.0819\n", + "\tVal Target Mve Loss: : 222.7890\n", + "\n", + "Epoch 65: 14.62s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1390\n", + "\tTrain Regression Loss: : 0.1961\n", + "\tTrain Mve Loss: : 40.1569\n", + "\tTrain R2 Score: : 0.3785\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1544\n", + "\tVal Target Regression Loss: : 0.1730\n", + "\tVal Source R2 Score: : 0.5144\n", + "\tVal Target R2 Score: : 0.4410\n", + "\tVal Source Mve Loss: : 208.5407\n", + "\tVal Target Mve Loss: : 226.6717\n", + "\n", + "Epoch 66: 14.55s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1416\n", + "\tTrain Regression Loss: : 0.1724\n", + "\tTrain Mve Loss: : 178.5760\n", + "\tTrain R2 Score: : 0.4502\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1186\n", + "\tVal Target Regression Loss: : 0.1383\n", + "\tVal Source R2 Score: : 0.6216\n", + "\tVal Target R2 Score: : 0.5430\n", + "\tVal Source Mve Loss: : 29.6834\n", + "\tVal Target Mve Loss: : 66.1640\n", + "\n", + "Epoch 67: 17.20s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1444\n", + "\tTrain Regression Loss: : 0.0987\n", + "\tTrain Mve Loss: : 136.7439\n", + "\tTrain R2 Score: : 0.6874\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1361\n", + "\tVal Target Regression Loss: : 0.1289\n", + "\tVal Source R2 Score: : 0.5689\n", + "\tVal Target R2 Score: : 0.5871\n", + "\tVal Source Mve Loss: : 17.0042\n", + "\tVal Target Mve Loss: : 166.2610\n", + "\n", + "Epoch 68: 16.02s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1465\n", + "\tTrain Regression Loss: : 0.1177\n", + "\tTrain Mve Loss: : 294.9470\n", + "\tTrain R2 Score: : 0.6313\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0641\n", + "\tVal Target Regression Loss: : 0.0696\n", + "\tVal Source R2 Score: : 0.7967\n", + "\tVal Target R2 Score: : 0.7548\n", + "\tVal Source Mve Loss: : 36.8804\n", + "\tVal Target Mve Loss: : 4.6510\n", + "\n", + "Epoch 69: 16.92s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1458\n", + "\tTrain Regression Loss: : 0.0793\n", + "\tTrain Mve Loss: : 36.8724\n", + "\tTrain R2 Score: : 0.7483\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0485\n", + "\tVal Target Regression Loss: : 0.0531\n", + "\tVal Source R2 Score: : 0.8488\n", + "\tVal Target R2 Score: : 0.8322\n", + "\tVal Source Mve Loss: : 21.9729\n", + "\tVal Target Mve Loss: : -0.0432\n", + "\n", + "Epoch 70: 20.17s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1446\n", + "\tTrain Regression Loss: : 0.2005\n", + "\tTrain Mve Loss: : 18.5576\n", + "\tTrain R2 Score: : 0.3658\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.2280\n", + "\tVal Target Regression Loss: : 0.2402\n", + "\tVal Source R2 Score: : 0.2843\n", + "\tVal Target R2 Score: : 0.2307\n", + "\tVal Source Mve Loss: : 0.0835\n", + "\tVal Target Mve Loss: : 0.0615\n", + "\n", + "Epoch 71: 24.19s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1456\n", + "\tTrain Regression Loss: : 0.1992\n", + "\tTrain Mve Loss: : 35.7211\n", + "\tTrain R2 Score: : 0.3678\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1224\n", + "\tVal Target Regression Loss: : 0.1262\n", + "\tVal Source R2 Score: : 0.6145\n", + "\tVal Target R2 Score: : 0.5892\n", + "\tVal Source Mve Loss: : 30.4629\n", + "\tVal Target Mve Loss: : -0.0241\n", + "\n", + "Epoch 72: 26.59s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1457\n", + "\tTrain Regression Loss: : 0.2719\n", + "\tTrain Mve Loss: : 315.6865\n", + "\tTrain R2 Score: : 0.1426\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.2921\n", + "\tVal Target Regression Loss: : 0.3046\n", + "\tVal Source R2 Score: : 0.0713\n", + "\tVal Target R2 Score: : 0.0208\n", + "\tVal Source Mve Loss: : 367.6517\n", + "\tVal Target Mve Loss: : 0.0430\n", + "\n", + "Epoch 73: 21.27s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1460\n", + "\tTrain Regression Loss: : 0.1687\n", + "\tTrain Mve Loss: : 98.3957\n", + "\tTrain R2 Score: : 0.4650\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0753\n", + "\tVal Target Regression Loss: : 0.0802\n", + "\tVal Source R2 Score: : 0.7608\n", + "\tVal Target R2 Score: : 0.7455\n", + "\tVal Source Mve Loss: : 750.7222\n", + "\tVal Target Mve Loss: : -0.1562\n", + "\n", + "Epoch 74: 24.26s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1451\n", + "\tTrain Regression Loss: : 0.2821\n", + "\tTrain Mve Loss: : 512.2986\n", + "\tTrain R2 Score: : 0.1123\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.9761\n", + "\tVal Target Regression Loss: : 0.9690\n", + "\tVal Source R2 Score: : -2.0961\n", + "\tVal Target R2 Score: : -2.1113\n", + "\tVal Source Mve Loss: : 4706.8716\n", + "\tVal Target Mve Loss: : 2642.1094\n" + ] + } + ], + "source": [ + "print(\"Beginning Training...\")\n", + "mod_name = \"models/mb_mvebeta_75epoch_aug2_0000\"\n", + "# Train\n", + "best_target_R2 = -1.0\n", + "for i in range(stats['epoch_no'], stats['epoch_no'] + epochs):\n", + " # if (i % 5 == 0):\n", + " # print(\"Generating Isomap...\")\n", + " # source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)\n", + " # show_isomaps(source_iso, target_iso, trained_source_iso, trained_target_iso, source_labels, target_labels, mod_name, stats[\"epoch_no\"], 15000, 50, save = True)\n", + " if (len(stats['val_target_r2_score']) > 0) and (stats['val_target_r2_score'][-1] > best_target_R2):\n", + " print(\"Saving Model...\", end = ' ')\n", + " state = {\n", + " 'epoch': stats['epoch_no'],\n", + " 'state_dict': model.state_dict(),\n", + " 'optimizer': optimizer.state_dict(),\n", + " }\n", + " json.dump(stats, open(mod_name+'.json', 'w'))\n", + " torch.save(state, mod_name)\n", + " best_target_R2 = stats['val_target_r2_score'][-1]\n", + " print(\"Done.\")\n", + " \n", + " start_time = time.time()\n", + " vals = train_loop(source_train_dataloader, target_train_dataloader, model,\n", + " regressor_loss_fn, da_loss, optimizer, epochs, i, init_wt_da = 1.4, final_wt_da = 1.4, beta_init = 1, beta_final = 0.0)\n", + "# init_wt_mve = 6, final_wt_mve = 2)\n", + "\n", + " vals_validate = test_loop(source_val_dataloader, target_val_dataloader,\n", + " model, regressor_loss_fn, da_loss, epochs, i, beta_init = 1, beta_final = 0.0)\n", + "\n", + " stats['train_DA_loss'].append(vals[0])\n", + " stats['train_regression_loss'].append(vals[1])\n", + " stats['train_mve_loss'].append(vals[2])\n", + " stats['train_r2_score'].append(vals[3])\n", + " stats['val_source_regression_loss'].append(vals_validate[1])\n", + " stats['val_target_regression_loss'].append(vals_validate[2])\n", + " stats['val_source_r2_score'].append(vals_validate[3])\n", + " stats['val_target_r2_score'].append(vals_validate[4])\n", + " stats['val_source_mve_loss'].append(vals_validate[5])\n", + " stats['val_target_mve_loss'].append(vals_validate[6])\n", + " stats['epoch_no'] += 1\n", + "\n", + " \n", + " print_epoch_scores(stats, i, time.time() - start_time)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e04e68af-0b8a-4799-b839-8b6c3b877f27", + "metadata": {}, + "outputs": [], + "source": [ + "state = {\n", + " 'epoch': stats['epoch_no'],\n", + " 'state_dict': model.state_dict(),\n", + " 'optimizer': optimizer.state_dict(),\n", + "}\n", + "mod_name = \"models/mb_mvebetaFinal_75epoch_aug2_0000\"\n", + "torch.save(state, mod_name)\n", + "json.dump(stats, open(mod_name+'.json', 'w'))" + ] + }, + { + "cell_type": "markdown", + "id": "d8f7efb8-ad3b-4286-958b-45d349cba0e0", + "metadata": {}, + "source": [ + "mod_name = \"models/mb_lenscolor_jul25_1740\"\n", + "model.load_state_dict(torch.load(mod_name)['state_dict'])\n", + "stats = json.load(open(mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "markdown", + "id": "e0244f37-fc7a-4156-8ecb-550416b5102b", + "metadata": {}, + "source": [ + "def generate_isomaps(source_data, target_data, model, n_neighbors = 5, n_components = 2, n_points = 1000):\n", + " device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + " gc.collect()\n", + " torch.cuda.empty_cache()\n", + " \n", + " isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", + " train_isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", + " \n", + " sdata = source_data.reshape([-1, np.prod(source_data.shape[1:])])[:n_points]\n", + " tdata = target_data.reshape([-1, np.prod(target_data.shape[1:])])[:n_points]\n", + " catdata = np.concatenate((sdata, tdata), axis=0)\n", + " print(catdata.shape)\n", + " isomap = isomap.fit(catdata)\n", + " \n", + " with torch.no_grad():\n", + " source_tensor = torch.FloatTensor(source_data[:n_points]).to(device)\n", + " target_tensor = torch.FloatTensor(target_data[:n_points]).to(device)\n", + " sfeat = model.get_feature(source_tensor).cpu().detach().numpy()\n", + " tfeat = model.get_feature(target_tensor).cpu().detach().numpy()\n", + " catfeat = np.concatenate((sfeat, tfeat), axis=0)\n", + " \n", + " train_isomap = train_isomap.fit(catfeat)\n", + " trained_source_iso = train_isomap.transform(sfeat)\n", + " trained_target_iso = train_isomap.transform(tfeat)\n", + " \n", + " del sfeat\n", + " del tfeat\n", + " \n", + " source_iso = isomap.transform(sdata)\n", + " target_iso = isomap.transform(tdata)\n", + "\n", + " return source_iso, target_iso, trained_source_iso, trained_target_iso\n" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "2c775eba-f71e-47e9-9004-5d9c6c656417", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2000, 6075)\n" + ] + } + ], + "source": [ + "source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)" + ] + }, + { + "cell_type": "markdown", + "id": "fed85ed9-3c0c-48ec-aa42-9fe7c5b31dfd", + "metadata": {}, + "source": [ + "def show_isomaps(source_iso, \n", + " target_iso, \n", + " trained_source_iso, \n", + " trained_target_iso, \n", + " source_labels,\n", + " target_labels,\n", + " mod_name, \n", + " epoch_no,\n", + " pretrain_lim = 500,\n", + " posttrain_lim = 50,\n", + " save = False):\n", + " \n", + " fig0, axes = plt.subplots(1, 2, figsize=(8, 4))\n", + "\n", + " (ax1, ax2) = axes\n", + " ax1.scatter(source_iso[:, 0], source_iso[:, 1], s=3, marker='o')\n", + " ax1.scatter(target_iso[:, 0], target_iso[:, 1], s=3, marker='^')\n", + " lval1 = pretrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Source and Target')\n", + " \n", + " ax2.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o')\n", + " ax2.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='^')\n", + " lval2 = posttrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Trained Source and Target')\n", + " \n", + " ax1.set_xlabel('Component 1')\n", + " ax1.set_ylabel('Component 2')\n", + " ax2.set_xlabel('Component 1')\n", + " ax2.set_ylabel('Component 2')\n", + " \n", + " if save:\n", + " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_compare.png\", bbox_inches = 'tight', dpi = 400)\n", + " \n", + " plt.show()\n", + "\n", + " fig1, ax = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + " ax1 = ax[0][1]\n", + " scatter1 = ax1.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o', c = source_labels)\n", + " lval1 = posttrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Trained Source')\n", + " \n", + " ax2 = ax[0][0]\n", + " ax2.scatter(source_iso[:, 0], source_iso[:, 1], s=3, c = source_labels)\n", + " lval2 = pretrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Source')\n", + " \n", + " ax1 = ax[1][1]\n", + " ax1.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='o', c = target_labels)\n", + " lval1 = posttrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Trained Target')\n", + " \n", + " ax2 = ax[1][0]\n", + " ax2.scatter(target_iso[:, 0], target_iso[:, 1], s=3, c = target_labels)\n", + " lval2 = pretrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Target')\n", + " \n", + " for i in ax.ravel():\n", + " i.set_xlabel('Component 1')\n", + " i.set_ylabel('Component 2')\n", + " \n", + " cbar = fig.colorbar(scatter1, ax=ax.ravel().tolist(), orientation='vertical')\n", + " cbar.set_label('$\\\\theta_E$')\n", + " \n", + " plt.suptitle(\"Isomap of Regression Inputs: Before and After\", x = 0.44, y = 0.94, fontsize = 20)\n", + " \n", + " if save:\n", + " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_thetaE.png\", bbox_inches = 'tight', dpi = 400)\n", + " \n", + " plt.show()\n", + "\n", + " return fig0, axes, fig1, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "df4a587e-523e-41b5-a2da-9cc22c9cc8e7", + "metadata": {}, + "outputs": [], + "source": [ + "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", + "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "70ab5e86-562e-4eb6-8ea5-a118620db5e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Classifier\n", + "fmt = lambda k: \" \".join([i.capitalize() for i in k.split('_')])\n", + "eps = np.arange(stats[\"epoch_no\"])\n", + "plt.title(\"DA Loss Error\")\n", + "plt.plot(eps, stats['train_DA_loss'], label = \"DA Training Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "eYG_P_iQ_5Bv", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 169, + "status": "ok", + "timestamp": 1718869045739, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "eYG_P_iQ_5Bv", + "outputId": "be450f92-eda7-4e4f-81fe-008c55b2b112" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Estimator\n", + "plt.title(\"Estimator Error\")\n", + "plt.plot(eps, stats['train_regression_loss'], label = \"Training Regression Loss\")\n", + "plt.plot(eps, stats['val_source_regression_loss'], label = \"Source Val Regression Loss\")\n", + "plt.plot(eps, stats['val_target_regression_loss'], label = \"Target Val Regression Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend(fontsize = 'small')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a5413510-b734-461f-aec2-0a02fe0297cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-1.0, 10.0)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Estimator\n", + "plt.title(\"BNLL Error\")\n", + "plt.plot(eps, stats['train_mve_loss'], label = \"Training MVE Loss\")\n", + "plt.plot(eps, stats['val_source_mve_loss'], label = \"Source Val MVE Loss\")\n", + "plt.plot(eps, stats['val_target_mve_loss'], label = \"Target Val MVE Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend(fontsize = 'small')\n", + "plt.ylim(-1, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "xS9rtS-T_neg", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 237, + "status": "ok", + "timestamp": 1718869045904, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "xS9rtS-T_neg", + "outputId": "d32f40ef-6042-4154-e9ee-1f4e2f90064d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# R2 Scores\n", + "plt.title(\"R2 Scores\")\n", + "plt.plot(eps, stats['train_r2_score'], label = \"Training R2\")\n", + "plt.plot(eps, stats['val_source_r2_score'], label = \"Source Val R2\")\n", + "plt.plot(eps, stats['val_target_r2_score'], label = \"Target Val R2\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"$R^2$\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "ed0a8206-7520-4a60-8e17-965a91133b92", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 428 + }, + "executionInfo": { + "elapsed": 969, + "status": "ok", + "timestamp": 1718869046858, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "ed0a8206-7520-4a60-8e17-965a91133b92", + "outputId": "7df8c563-5826-4e43-d9e6-5e686463551d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Source R2 Score is -2.1589\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Source | R2: -2.159')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test Source\n", + "var_preds_source = np.array([])\n", + "preds_source = np.array([])\n", + "true_source = np.array([])\n", + "lbnll_source = np.array([])\n", + "score_list = np.array([])\n", + "\n", + "with torch.no_grad():\n", + " for X, y in source_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds_source = np.append(preds_source, pred[:, 0].cpu())\n", + " var_preds_source = np.append(var_preds_source, pred[:, 1].cpu())\n", + " true_source = np.append(true_source, y.cpu())\n", + " score = r2_score(y.cpu(), pred[:, 0].cpu())\n", + " score_list = np.append(score_list, score)\n", + " lbnll_source = np.append(lbnll_source, loss_bnll(pred[:, 0].cpu(), pred[:, 1].cpu(), y, beta = 0.5))\n", + "\n", + "score = np.mean(score_list)\n", + "print(f'Source R2 Score is {score:.4f}')\n", + "\n", + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_source, preds_source, color='black', alpha = 0.1)\n", + "line = np.linspace(1, 3, 100)\n", + "plt.plot(line, line)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Predicted Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('MMD | Source | R2: {0:.3f}'.format(np.mean(score_list)))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2df938d2-4855-4c7c-8e28-d18eda611977", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Uncertainty | Source | BNLL: 0.413')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_source, np.sqrt(var_preds_source), color='black', alpha = 0.1)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Error on Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('Uncertainty | Source | BNLL: {0:.3f}'.format(np.mean(lbnll_source)))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c5175a7e-4589-4881-bff4-e7c314b62b04", + "metadata": {}, + "outputs": [], + "source": [ + "beta_val = 1 - ((46 / 100) * 0.7 )" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "4450ff58-5009-4a19-8bba-bb27e6d92ab6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6779999999999999" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "beta_val" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 444 + }, + "executionInfo": { + "elapsed": 1283, + "status": "ok", + "timestamp": 1718869048133, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", + "outputId": "b6347093-56d9-4a8b-b515-c4c4717cdab4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Target R2 Score is -2.0736\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Target | R2: -2.074')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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I8aGgQT71qU/NK3/I4+D4xS9+gQsuuOCQ1pA/7EilUrj//vvxmc98Bm63+1gfDo8TFOPj43j88cfp6w9Fsb7++uvx85///FgfBg8ePHjMGfaua/zIlQcPHjxOAPDFmgcPHjxOAPDFmgcPHjxOAPDFmgcPHjxOAPDFmgcPHjxOAPDFmgcPHjxOAPDFmgcPHjxOAPDFmgcPHjxOAPDFmgcPHjxOAMxrsb7nnnvQ1dUFrVYLrVaLNWvW4Pnnnz/gY15//XWsWrUKcrkcra2tRxT0yoMHDx4fNsxrsW5oaMCPfvQjbNu2Ddu2bcO5556LT3ziE/uNoB8bG8NHP/pRnHXWWdi+fTu+9a1v4T//8z+xYcOG+TxMHjx48DjuMa+uex/72Memff2DH/wA99xzD957770ZDX/uvfdeNDY24q677gIALF68GNu2bcNPf/rTg0Yv8eDBg8fxhvFoDk0m5REHGk/FUeOsa7Ua/vKXvyCXy1Eyyd54991394mjWr9+PbZt24ZKpbLP/Tdu3Ijrr79+xjRmHjx48DhWqNTq+OUrQ/jY/7yFoXB2Tp5z3v2se3t7sWbNGhSLRajVajzxxBPo7Oyc8b7BYBA2m23abTabDdVqFdFoFA6HY9r31q9fj/Xr1+P666+ft+PnwYMHj8PBLn8KNz7aA7VcjL9ffSaazao5ed55L9YLFy7Ejh07kEwmsWHDBlx66aV4/fXX91uw975cYA6uc3EZwYMHDx7zhXK1jv95bRgPvj2G68/vwJfWNEMonLu6Ne/FWiqVor29HQCwevVqbN26FXfffTf+93//d5/72u12BIPBabeFw2GIxWKYTKb5PlQePHjwOCLs9KVww6PdMCileOaas9BoUs75axz1WC+O41AqlWb83po1ayhRmeHFF1/E6tWrIZFIjsbh8eDBg8cho1St4VevDOOhd8dx44WL8PlTGue0m56KeS3W3/rWt/CRj3wEbrcbmUwGf/nLX7Bp0yaKtb/55pvh8/nw0EMPAQC++tWv4n/+539w/fXX48orr8S7776L++67D4888sh8HiYPHjx4HDa6PUnc+Fg3LBoZnv3Ps+A2zn03PRXzWqxDoRC++MUvIhAIQKfToaurCy+88ALOP/98AEAgEMDk5CTdv6WlBc899xyuu+46/PrXv4bT6cQvf/lLXrbHgweP4wbFSg13vTyEP2+ewDc/sgifO6XxqMzU5rVY33fffQf8/oMPPrjPbevWrcMHH3wwT0fEgwcPHkeO7ZMJ3PhYDxw6OZ6/di1cesVRe+2jzlnz4MGDx4mGYqWGn780iL9u9eBbH12Ez652H3WFGl+sefDgweMAeH8ijhsf60GTUYkXrj0LDt3R66angi/WPHjw4DEDCuUafvriADZ84MV3LurEp09yHdN9D75Y8+DBg8de2Dwawzc39KDNosbGa9fCppUf60PiizUPHjx4MOTLVfz3CwN4aocPt36sExevOLbd9FTwxZoHDx48ALw7sqebXmTXYON1a2HVHPtueir4Ys2DB49/aORKVfzo+X482xvA9z6+BB/rchw33fRU8MWaBw8e/7B4ZziKmzb0YJlLh43XroVFIzvWh7Rf8MWaBw8e/3DIlqq487nd2LgriNs+vhQXdTkO/qBjDL5Y8+DB4x8KbwxGcPPjvVjRqMfGa9fCpD5+u+mp4Is1Dx48/iGQLlbww2d34+XdYXz/E0vwkWXHfzc9FXyx5sGDx4cerw2E8a3He3FysxEvXrcWRpX0WB/SYYMv1jx48PjQIpWv4PvP9uH1wQh+cPFSXLDEfqwP6Yhx1AJzefDgweNo4tX+EC6463XU6xxeum7tCV2oAb6z5sGDx4cMyXwZtz/Th7eHo/jhJ5fhvMW2gz/oBADfWfPgweNDgxd3BXHBL96AUCDAi9eu+9AUaoDvrHnw4PEhQCJXxvf+vgubR+P48We6cM5C67E+pDkH31nz4MHjhMYLOwM4/xdvQC4W4cXr134oCzXAd9Y8ePA4QRHLlvDdp3dh+2QSP//scqztsBzrQ5pX8J01Dx48Tjg82xPA+rvegFYhwQvXnvWhL9QA31nz4MHjBEI0W8KtT+1EtyeFu//fSpzRbj7Wh3TUwHfWPHjwOO7BcRye2uHDBb94AyaVDBuvW/sPVagBvrPmwYPHcY5wpojvPLETu4Np/PpzJ2FNm+lYH9IxAd9Z8+DB47gEx3F4YrsX63/xBpx6BTZeu/YftlADfGfNgweP4xChdBHffqIXw+Es/veLq3FKi/FYH9IxB99Z8+DB47gBx3F47H0v1t/1BppMKjz/9bV8of7/wXfWPHjwOC4QSBVw8+O9mIzlcd+lq7GqiS/SU8F31jx48Dim4DgOf906iQvvehMdNg2e+/pZfKGeAXxnzYMHj2MGX7KA/9rQA3+ygAcuPxknNRqO9SEdt+CLNQ8ePI46OI7DI1s8+PEL/fjcqY343ZdWQy4RHevDOq7BF2sePHgcVXjiedz8eC/CmSIeuuIULHfrj/UhnRDgizUPHjyOCup1Dn/aMomfvNCPS09vxtXntkMm5rvpQwVfrHnw4DHvmIzlcdOGbiTzFfz5ytOw1KU71od0woEv1jx48Jg31Osc/vjeBH764gAuP6MFV5/TDqn4wyNCq9frCIVCKJVKkMlksNlsEArn5/3xxZoHDx7zgvFoDjdt6EGmWMUjH9JuOhQKoVwuQyqVolwuIxAIQCgUzkvxntdT3J133omTTz4ZGo0GVqsVF198MQYGBg74mE2bNkEgEOzzX39//3weKg8ePOYItTqH+94aw8f+5y2c0WbG01ef8aEs1ABQKpUgkUgAABKJBD6fb1rxDoVCc/Za89pZv/7667jqqqtw8skno1qt4tvf/jYuuOAC9PX1QaVSHfCxAwMD0Gq19LXF8uE3F+fB40THaCSLmx7rQbFaw9/+fQ0WO7QHf9AJDJlMhnK5DIlEgkqlAgDTinepVJqz15rXYv3CCy9M+/qBBx6A1WrF+++/j7Vr1x7wsVarFXq9fh6PjgcPHnOFWp3D/W+N4ZevDuGr69rwb2tbIRF9eLjp/cFms03jrF0uFyqVChVvmUw2Z691VDnrVCoFADAaD75KunLlShSLRXR2duI73/kOzjnnnPk+PB48eBwBhsNZ3PhYN+p1Dhv+43R02DTH+pAI8z0AFAqFcDgcB3y9ucJRK9Ycx+H666/HmWeeiaVLl+73fg6HA7/97W+xatUqlEol/PGPf8R5552HTZs27dONb9y4ERs3bsT4+Pg8Hz0PHjz2RrVWx+/eHMNvNg3jqnPa8ZUzWyA+zrrpvQeAoVBon254ToeAexXvucRRK9ZXX301enp68NZbbx3wfgsXLsTChQvp6zVr1sDj8eCnP/3pPsV6/fr1WL9+Pa6//vp5OWYePHjMjMFQBjc+2g2BQIAnvnY62q3HTzc9FaVSCVKpFMD/ccgzFfD5KrBziaNyGrzmmmvw9NNP47XXXkNDQ8NhP/60007D0NDQPBwZDx48DgfVWh2/fm0Yn77nHVzU5cCG/zh+CzWwZwDIBn+MQ95bwTGXQ0CGer2OQCCA8fFxBAIB1Ov1WT/nvHbWHMfhmmuuwRNPPIFNmzahpaXliJ5n+/btJ8SZjwePDzP6g2nc+GgPpGIhnrzqDLRZ1Mf6kA6KmSiPUCiEYrGIZDKJfD4PlUqFer0+p1z2fHTv81qsr7rqKvz5z3/GU089BY1Gg2AwCADQ6XRQKBQAgJtvvhk+nw8PPfQQAOCuu+5Cc3MzlixZgnK5jIcffhgbNmzAhg0b5vNQefDgsR9UanXcs2kEv3tzFF8/bwEuP6MFIqHgWB/WIWEmDtlms6Gnpwf5fB5KpRI6nW7OqZCZ6JfZYl6L9T333AMAOPvss6fd/sADD+Cyyy4DAAQCAUxOTtL3yuUybrjhBvh8PigUCixZsgTPPvssPvrRj87nofLgwWMG9PnTuPGxbqikYvz96jPRbD7wfsSJAKFQCL1eD6vVSrfNNRWyt/56LiR8806DHAwPPvjgtK9vuukm3HTTTfN0RDx48DgUlKt7uOkH3h7D9ed34EtrmiE8QbrpQ8F8FNOpmIl+mS14bxAePHhMw05fCjc82g29UoJnrjkLjSblsT6kOcd8FNOpmA8JH1+sefDgAQAoVWv41SvDeOjdcdy4fiE+f2rTcdVNz+WCy9RiOh+LM/PxnMeXgp0HDx7HBD3eJD72q7ew3ZPAs/95Fr54HNIeMyksjtfnnY/n5DtrHjz+gVGs1HD3K0P48+ZJ3HThQnzulEYIBMdXkWaYD4UFe16xWEwFViAQHHInvL8O+oRTg/DgweP4xfbJBG58rAcOnRzPff0suPSKY31IB8RshoIHoiVkMhk8Hs+0+x+qlG9/eur5GGDyNAgPHv9gKFZquPO53bjsga248qwWPHTFKcd9oQb2DAVZUZRKpYc1FDwQLcGeh+M4SKVSOJ3OQ+6E996GLBQKCAQCKBQKSCQS1GHzahAePHgcFt6fiOPGx3rQaFTihWvPgkN3/Bdphpkc7gKBwLSCybrYvWmMA9ESQqEQbrf7sDph1qmHw2EAgNPpRK1WQzqdhkgkglwuh0gkglQqnTNVCN9Z8+DxD4BCuYbvP9OHL/9hG/5jXRseuOzkE6pQz4Sp3bLP54PP59vvQG8mj5CpYF17sVhEIpFAsVg8oKcHe22n0wkA8Pv9kEql0Ol0J2b4AA8ePI49tozFcdNj3WizqLHx2rWwaeXH+pDmBFO75akLeDMVyZl01TPx2D6fD36/H+Pj45BIJLDZbDCbzdO02KFQCCMjI1CpVLBYLGhoaEC5XIbD4UAgEJi3ZRu+WPPg8SFFvlzFf78wgKd2+HDrxzpx8QrXcav0OBJMHeJNfV8zFUlGobACPTk5iWQyCZ1OB5lMhmKxiJ6eHmzfvh0AYLfbEQwGEQ6HsX79+mnderlchkKhwOTkJPx+PywWC1wuF4D5XbbhizUPHh9CvDcaw02P9WChXYON166F9UPQTe/dCVssFkQiEZRKJSqWpVIJqVQKWq0WgUBgGnddr9fR09ODXC4HpVKJXC4HjuNgs9nIgY916MlkEvV6nU4CU7t11s2LxWKiVhg+FOEDPHjwmH/kSlX8+IV+PNMTwHc/1omPL3d+aLrpvRUdkUhkn8IYCAQA7Cm2gUAAPp8PQqEQ+XwehUIBUqkUGo0GlUoF+XyePhvmwOd0OuH3+5HL5ZDJZKDVahEKhaDX6yGX7znhlctlVKtVmM1mUnqUy+V5f/98sebB40OCd4ajuGlDD5Y6ddh47VpYNHNrTnSscSiLJqVSCclkkqiK7u5uGI1GuN1uhEIhVCoVyOVySCQSKBQKqFQqlMtlqFQq6HQ6mEwm6uA7OjpgtVqpqDc1NQHYc9JgRd5iscyLEdRM4Is1Dx4nOLKlKu58bjde2BnEbZ9YgouWOT403fRUHMqiiUwmQz6fh0KhQLVaBcdxSKVSEAgECIfDqFarMBqNUCgU0Gg06OrqglAonEaxsLDuqc9fLpeJTnE4HPvlpuczoJeX7vHgcQLjzaEI1v/iDSTzFbx43Vr8c9eHh/bYG4eyFGOz2aBSqVAoFCCRSKgDz2QySCQSiMfj8Pl8SKVSsFgs9DihUAibzUaxX6lUijr3Aw0sm5ub4XA4qCAzqkYsFsPj8WDbtm0nRqwXDx485gfpYgU/fHY3Xt4dxvc/sQQfWXZix94dSkd6KMM7oVCIrq4ueq62tjak02n09PRArVZDo9HAaDRCIBCgWq1OWyufyonrdDqkUino9fppnXO1WsXOnTuRzWahVquxdOlSiMX/V0aZz0hfXx8KhQLEYjEsFsvxH+vFgwePucemgTBufrwXJzcb8eJ1a2FUSY/1Ic0ah5tZeKDiPrWoM+qkVquhWq0ilUpRcd2b957KictkMuj1ejQ3N0973Z07d9IwMp/PY+fOnVixYgV9n/mMsEIN7Bl2GgyGWX9GfLHmweMEQapQwR3P9GHTYAQ/uHgpLlhiP9aHNGuwojt1yeRQNv8OtbgzbtlkMiEej8NgMKBWq8HlchHdMT4+DplMRly4SCSC3+8HgH1OBNlsFkrlnjAGuVyObDY77b3U63X4/X6k02kYjUbY7Xbk83nY7bP/WfHFmgePEwCv9odw8+O9OL3NjJeuWwu98sTvpoH/K7qMZ45EIjAajQdVVxxMGTK185ZIJHC5XDRIlEqlMBgMSKVS0Ol0VPCFQiESiQTGx8chlUqxdOnSfU4EarUa+XwecrkcxWIRavX/JbyHQiFUq1U0NTUhl8shn8+jVCpBpVLxRk48eHzYkcyXcfszfXhrKIoffnIZ/qlzbuOnjjVY0WULLrlcDna7/aDFbaoyZO8OmXXTrPP2er3kqJfP5yEUCtHU1ISJiQkkk0kUi0Wk02n4fD6YTCaIRCIYjUbEYjHYbLZpJ4KlS5fuw1kzFAoFpFIpFItFKuitra1zpgjhizUPHscpXuoL4dtP9OKsBRa8dN066JSSY31Ic46pRZfRBjPRGcxhz+fzAdgjnxOLxSiXy0gkEtQBCwQC1Ot1VCqVab4h0WgUFosFMpkM4+Pj8Pv9iMfjUKlUUCgU8Hg8yGazsFqtSCQSEAqFMJvN+yhBxGLxNI56KtLpNAqFAuRyOTiOg1KpnNNtRr5Y8+BxnCGRK+N7f9+FzaNx/PgzXThnofVYH9K84VC9NEKhEHw+HziOg0AgQCAQgNvtRnNzM8LhMIRCIcRiMarVKnw+3zTLU6b8EAqF6O/vRzQahU6ng0ajQTabRTKZhEwmg0AgwMjICAqFAqLRKIxG42F5Uet0OtRqNdqiZLTLXOms+WLNg8dxhBd2BvCdJ3fhnxZb8eL1a6GVf/i66ak4VC+NUqkEjuOm+VZPpSeYpwfHceA4jjhr4P+6cI/Hg3K5DI1GQ4Vdo9FAIpGgWq1ibGyMqBO9Xg+RSETDz5lkentDKpXSlmQmk0G5XEZPTw8t3swWfLHmweM4QCxbwnef3oXtk0n8/LPLsbbDcvAHHUeYz809ANT5VioVCAQCCAQCyGQy1Ot1iMViTE5OQiKRwGQyQSqVolqtoqGhAZVKhaiLarUKsViMeDwOrVaLWCyGQqFArnnBYBBGoxFWqxVmsxk9PT1YtGjRfmV6e7/ner2OQqGAXbt2oVgswul0wmg0zonGGuCLNQ8exxzP9gTw3ad34oIldrxw7VnQnIDd9KFK6ViBKxQKSKfTpMYA9p/yAoD8pxln7XK5YLPZEAgEUKlUqDtmSo+9AwBYGozFYkE8HkdPTw84joPdbkepVEI4HEZzczNUKhUV51QqheHhYQCA1WpFrVbb73suFovYvXs3vF4visUiHA4HMpkMAoEAeYrMFnyx5sHjGCGSKeHWp3aix5vCXf+yEmcuMB/rQzpiHGqaNytwqVQKhUIBHMeRzSgz8Q+FQjNy2S6Xi6xQgT2Fv7u7G5VKBQqFAiaTCdVqFXK5fEYPkama6yVLlkAkEiEYDEIqldLmYSQSgVqthkKhgNFoRLFYRCaTwbZt22A0GqFSqdDV1QWxWIxisUimUWw9nT3X22+/Da1WCwA444wz5uQz5os1Dx5HGRzH4e89AXzv6V24aJkDG69bC7XsxP5TPNQ0b1bQyuUyFdWpYIU+FApRMczn8wiFQvtwv4wfFovFKJVKGBoagkqlIpWIUCikDhzYd7NxdHSUBpbFYhFKpRJtbW20FKPX6+HxeDA5OUnP5fF4IBQKsWLFCjrhyOVyZDIZKJVKpFIpRCIRCAQC6PV6lEolRCIRuN3uWX/GR/QbwnEcIpEIrNYP75SaB4/5QDhTxC1P7kRfII3/+dxKnN524nXTM/HTB1J1TL0/S2eRSqW0OMJMl1wuF2q1GpkpTbU6zeVy+1ArpVIJTqcTu3fvxujoKMrlMjo7O5HP56FSqaDX60lFAuyhTpjpEjvecDiMbDaLfD5PNArHcYjH4xAIBFAoFLDb7ahWq8hmsygUCiiVSmQYFQ6HEQwGEQwGkU6nUa/XUS6XIZPJIBQKsXz5cuTz+Tn53Gcs1kqlEhMTE+RKdeGFF+KBBx6gDyocDlOaLw8ePA4OjuPw1A4/bn+mDx9f7sQv/mUFlNITs5veHz+9vyHaTAZJOp0O0Wh0Gn3h9/uJV965cyeGh4eJ1lCpVCgWi9Oelw312LDRZDKhXC4jn89DIpEgmUzC4/HAbrdDIBBQ0RYKhSiVSrBYLCT14zgOGo0GwWAQtVoNuVyOvESy2SykUiltP9ZqNUxOTmLLli2Qy+VQKpUQCoUoFAoIhULI5XJQq9XQ6/VIJpNoaWmZk899xt+WYrE4LYDy7bffRqFQmHafqd/nwYPH/hFKF/HtJ3oxFM7ins+fhFNbTcf6kA4Le3fSU72ep/LT7H7FYpGitRQKBfL5PNLp9LSC3draCqFQSDw3gGmhs0yznEwmodfrYbFYkEgkaM07lUpBrVYjFotBrVajubkZarUaiUQCmUwGFosF+XweYrEYQqEQw8PDSCaTePHFF+m1nU4nstksVq1ahXq9jv7+frzzzjuoVqvUgXMcR0U9m81CIpEgm81icHAQYrEYcrkcPp+P1CqlUgkKhQKBQAAajQZLly6dtuU4Gxzxqf3D6pnLg8dcgeM4bPjAhzue7cOnT2rAr/71JCikomN9WIeNvTvpVCpFioup/DS7XzKZpOGhSCTC8PAwKTLq9To1evvjudlJoampCQaDAYVCASqVCqVSCcViEUNDQ8hkMtBoNDCZTIjFYnA4HIhGo6hUKkRVKBQKiMVi9Pf3o1gsIhqNIpPJYGJiAmazGT6fDwqFgvytE4kELcnk83mYzWZkMhkYDAbYbDbkcjnkcjmk02kkEgkoFApwHEcceTKZhEgkglarpXBeZql6MI32oeDEvA7jweM4RyBVwM2P92Iilsfvv7Qaq5uNx/qQAOxrcAQcWDIH7Kv00Gq1pHqYyk/PNDyUSCTI5XKQy+WkiWbqj/3x3KyIs7Vtq9VKemV2ImCGSiaTCUajEUKhEEKhEEuWLEFDQwNqtRqEQiFCoRD6+vqIxmhoaIDP54NWq8Xo6ChaWlqwc+dO1Gq1acPOaDSKZDIJlUqFRCKBVCqFiYkJuN1uiEQiVCoVZLNZKBQKOha/3w+VSgWr1UpMRENDw4wa7SPBjMWaic739zUPHjxmBsdxeHSbFz94bjc+u7oB935hFeSS46eb3tvgCJgumZuJd2bFc6p1qNvtRmNj47Tizu4nlUpRKBSgUCgo89BsNtPWIHDgJRpWxHU6HQQCAQ0kXS4XxsfHoVAokM1mUSqVMDY2hvb2dnR1dWFycpJOKkKhkN7f4sWLEQwGMTw8jMnJSbIy1ev1xEGbTCa8/fbbUCgUiEQiEIvFyGQysFqtdNwikQgmkwlqtRrZbBahUIhS1svlMuLxOP1XKpVw6qmnAtjXSvVIMWOx5jgOHR0dVKCz2SxWrlxJHybPV/PgsS/8yQL+6/Fe+BJ53H/ZyVjVNHvD+b0x203BqV3y1L/jA2mjWfH0eDwAAKfTOWNxZ/fT6/UQCATUgS9btoyWVwQCAVwu1wGXaPa3gl6v1xGJRFCtVjEyMoJ6vU40ybZt2yCVSqFSqTA2NoZ0Oo1isYiWlhYYjUb09PQgn8+jVqvB6dwTfSYUClGpVKDVaul52Kq6RCJBvV6HUqlEvV6HTqeDwWCgqwWdTofFixdDrVZTMkxLSwvkcjlisRiF7A4NDcHtdk+zUj1SzFisH3jggVk/MQ8e/yjgOA5/2erBj57vx7+e0ojffnH+uunDTVTZG1N54qlXywfSRrPiObXQM0XFTPfbG4z+mHqCmdoFi0QieDyeg56AWGRXT08PLBYLtFotSqUS4vE4jEYjCoUCnnnmGYjFYrhcLhSLRbz00kuoVquQyWRoaWmBVCpFMpmklXKpVAqJRIJEIgGr1YrJyUnYbDbUajXodDokEgmYTCayRM1ms8hkMmhpaSHHPwCIx+PQ6/WQy+Vwu91QKpXQarWIx+Mwm8047bTTDvlntD/MWKwvvfTSWT8xDx7/CPAm8vivDb0IpYv4wxWnYIVbP6+vd6ibgvvDVJ6YbQMyXfDB3OUkEgl5Q7MO+UiyE+v1OpLJJHK5HJRKJXHFiUQC+XwegUCAfKTT6TQ0Gg0ymQypS7RaLdra2lAulxGJRMg4iTnrOZ1OJBIJ1Ot1yOVy5HI5ZLNZiMViaDQayOVyCIVCJJNJAMD4+Diam5vhcrkwMTEBsViMdDoNsVgMsViMtrY2TExMQCgUorm5GfF4HJlMBkajEXK5nKSCAoGAdlDa29tRqVTgdruh0+mOfyOnO++8E48//jj6+/uhUChw+umn48c//jEWLlx4wMe9/vrruP7667Fr1y44nU7cdNNN+OpXvzqfh8qDx2GhXufw5y2T+O8X+vGlNc245rx2yMTzz00f6qbg/nCoLnfAzEZFe2N/nf6BPEB8Ph8VUubBYbPZUCgU4PF4MDY2BrfbjYULF6JSqSAcDkOtVpO6JJ1Ok4a5XC7D5/NBIpEgn89Do9GgVCqRSVNzczOWLFmC/v5+8rHW6XQwGo10TJVKBeVymRz5AoEAMpkMnSgmJyfhcrmgUChQrVbhcrmQSqUgl8sRCATIu9rpdMJsNuP999/H0NAQRCIR2tvbT4zA3Ndffx1XXXUVTj75ZFSrVXz729/GBRdcgL6+PqhUqhkfMzY2ho9+9KO48sor8fDDD+Ptt9/G1772NVgsFnz605+ez8PlweOQMBnL45sbehDPlfGnr5yGZQ26o/bah+r/PBeYqRA3NDQQdzw2NgapVAqn0wlgeqd/IA8QjuNIvdHS0kLmRx6PB+l0GnK5HMFgEKFQCE6nE6lUCq2trRAIBMQXM/OkXbt2kdpEoVBAp9Mhn8+jXC5Dq9XCZrMhkUhAIpGgra0NBoMBRqMRo6OjxE03NDTA4/FAJpOhvb0dXq8XtVqNTKEmJychEongcDigUqmQTCZRr9fR09MDkUgEkUhE2YsCgQDNzc2IxWLIZDIYHh6mDc/ZYl6L9QsvvDDt6wceeABWqxXvv/8+1q5dO+Nj7r33XjQ2NuKuu+4CsGeSu23bNvz0pz/lizWPY4p6ncMf35vAT18cwOWnN+PqcxdAKp47G9BDweF0xnvjcIeTe1MuwB5uOxqNwuv1QiwW06W/y+WaFjLLFmdm8gBhxb9YLMLr9aJeryOfz5PhfyaTgd/vRyKRQDQahcvlQiaTAbAnOmt0dBS5XA4TExNEfxQKBYhEIlSrVbjdbpx66qmIxWLw+XyYnJxEQ0MD5HI54vE4RkdHodfr0dHRgbGxMUxOTqJarSIWi02TNDY1NYHjONRqNVojL5VKyGazlBlpsVgwPDyMRCIBnU5H1FKxWEStVoNEIsHY2BhEIhGamppmRYccVZ11KpUCABiN+9ecvvvuu7jgggum3bZ+/Xrcd999ZIXIg8fRxkQshxsf60GmWMUjV56Gpa6j103PFQ53OLk35cJCZz0eDyQSCWw2GxU5NqxkSpFEIoFqtYpwOIxoNAqz2QyRSASDwYB6vY5gMIhMJoO2tjZIpVJaYGEbgnK5nKR1xWKRuObR0VEoFAqUSiXy5DAYDBAKhchkMjjttNOwdOlSeDwemEwmVCoVeL1e9PX10fFxHIdUKoUnn3ySBowOh4NOLOwExZz4HA4HbDYbrFYrbVnm83k0Nzdjx44dxLVrNBr4fD5ks1kUi0Vks1m43W60t7dDLpfPmgo5asWa4zhcf/31OPPMMw+4fhkMBve5ZGC/FNFodNqb3bhxIzZu3Ijx8fH5Omwe/+Co1zk8+M44fvHyIL5yZiv+4+y2o95NzxUOdzg5E+XCBnhM9hePx6lrdjqdRG8w1ztgT0cfi8Wg0+kwPj6OhoYGNDY2krKCqSgsFgv8fj9CoRDsdjsWLVpEuuyFCxdCKpViZGQESqUS2WwW5XIZ6XQa1WqVuGTGK/v9fohEIrz//vsol8vIZDLk+aHT6VAoFGh9XK1WI5PJ0NZkOp2mjlqlUsFoNMJisaBUKsHj8cDhcIDjOPIi4TgOWq0WYrEYu3fvhlarhVarRaFQoAR0tVp92MPgvXHQYu31evH0009jcnJyHzvDn//854f8QldffTV6enrw1ltvHfS+ey/gsF+MvW9fv3491q9fj+uvv/6Qj4MHj0PFWDSHmx7rRqFSw9/+fQ0WO7TH+pBmhZmWWw4mlWPDwkAggG3bttH3WNxVuVymrcBoNIquri7aHnQ6nYhEIhCJREgmk0RxKJVKashYXqHX60U2m4XL5UK1WsXo6Cji8TjUajVaW1sRi8Wg1+uRy+Vou5C55NXrdahUKrjdboyNjSEcDhNf7vV6oVarIRKJyLuDFV2mOlmwYAHGx8fphBGJRFAsFrFo0SIUCgUIhUKo1WritWu1Gmq1Gt5//31wHAedTkfSRJFIROvxKpUKQqEQqVQKer3+sIfBe+OAxfqVV17Bxz/+cbS0tGBgYABLly7F+Pg4OI7DSSeddMgvcs011+Dpp5/GG2+8gYaGhgPe1263IxgMTrstHA5DLBbDZDqxDHB4nJio1Tnc/9YYfvnqEL66rg3/trYVEtGJ2U1PBXOzGxsbQy6XQ0tLCzweD+r1+jRT/70x1WaUJYWn02moVCoIBAKEQiEYjUbids1mM1KpFPx+PzKZDILBICQSCUZHR2l1e+3atbQKrlarKY4rFAqRfhoArZOzwsy2FovFIlmdRqNRqFQqMndinhzs9YE9W5rRaJQKMVuKCYVCtM4ulUoppzEajWJwcBASiQSNjY0IhULUnQsEArJVZQkyo6OjsFqtpEqJxWLQaDQQCARQq9WQy+WzHjIesFjffPPN+MY3voHbb78dGo0GGzZsgNVqxec//3lceOGFB31yjuNwzTXX4IknnsCmTZsOySpwzZo1+Pvf/z7tthdffBGrV6/m+Woe847hcBY3PtaNWp3DY189HQvtmmN9SIeN/Q0SI5EIDAYDfD4fhEIhstksfT2TZpp1mSMjIySvY1t/arUaVqsVvb299JpsdVsikdAgkBVeJrlraGhAJpPBO++8A71ej5UrVyIejyOdTsNoNCKVSmHLli1kzsSKsUQiQSQSQSwWQ1tbG0ZGRpDJZJBKpSASiSAWi6HT6chsyWQyQafTob29nYZ9ZvMe73DWLTPZHhsMSqVS8re22+10PJFIBEuWLIFQKITP50Mul0OxWES1WqWsRWDPVYpcLoff70cwGCRL17nKpDzgo3fv3k0LMmKxmAxUbr/9dvz4xz8+6JNfddVVePjhh/HnP/+ZvGKDweA0u9Wbb74ZX/rSl+jrr371q5iYmMD111+P3bt34/7778d9992HG2644UjfIw8eB0W1Vse9r4/gk795G+d32vD4fxz/hZrRE+Pj4wgEAqSDnmmQCGCa0oGZEU1dOd/7cTt37kS5XIZKpUK1WkUwGITf78fY2BjGxsbI+jQajaJUKkEulyOdTqOnp4eWRsxmM/R6PSqVClKpFBV9hUIBi8VC/3e73ejo6MDk5CTy+TwsFgsqlQp27NiBiYkJBINBRCIRRKNRjI+PY2JiAuVymTruYDCIeDyOWCxGdqfJZBIymQxSqRRGoxFut5toE6fTia6uLjidTojFYtjtdrrqZxRKf38/crkcgsEgSf3Y4kylUoFUKoVMJkOhUMBZZ50FjUZD79NqtZJkj8kQZ4sDdtbMlhDYMzwYGRnBkiVLAOxxpToY7rnnHgDA2WefPe32Bx54AJdddhmAPZzV5OQkfa+lpQXPPfccrrvuOvz617+G0+nEL3/5S162x2PeMBTK4IbHeiAA8MTXTke79fgu0gz7U3fsb5DIOGur1YqdO3eS3nnZsmUA9h1AZjIZcBxHMjyv14t0Og21Wk20hk6ng9lshlqths/ng9vtJl8OhUIBj8eDfD4PoVAIi8VCJk9DQ0NIpVJwuVzIZrOoVCpwOp1obm5GQ0MDYrEYcc9GoxHRaBTDw8OoVCqIxWJIp9NYsGABurq64PP5IBKJ0NLSAolEgpGREYjFYrS2tlJEWGtrKxQKBWq1Gvr7+4nCOfnkk7FixQoEg0GMj4+jtbWVaCJmGFUoFGA0GmEwGFCpVKDRaGA2m+nzA0CLNCzEt1QqwWw2o7Ozc8bV/CPBAYv1aaedhrfffhudnZ246KKL8I1vfAO9vb14/PHHD2nX/VAMnx588MF9blu3bh0++OCDgz6WB4/ZoFqr43/fGMW9r4/g6nPa8ZWzWiESnjjukvsryjOthQP/p+6o1Wqw2WwwGAwQiURUcPaW6hWLRYhEIsjlcmi1WnLPk8lkiEajqFarWLx4MZxOJ6rVKgQCAdxuN/x+PwXIyuVytLe30xp5KBSiwp3P57Fr1y40NDRg+fLlkMlk0Gq1yOVyWLRo0bSr+W3btiEej6NaraJer0MkElHSTL1ex+LFi+F2u2EwGBAMBsk7WqPRIBKJIJ1OI5lM0hBz4cKFCAaDlExTLpdRq9Wo+2dxYw6HAwsWLEAqlUJPTw+0Wi1x2izWi31uWq2W5m2JRAKVSgW1Wg0dHR0QiWa/3XrAYv3zn/+crP2+973vIZvN4q9//Sva29vxi1/8YtYvzoPHscJAMIMbHu2GVCzEk1edgTbL7F3R9ofZOuXtD4e7ej7VkKmxsZFuZyovVsxZEgvTPLPYrGKxiEqlQsNFsVg8bQU9m83C6/XS2nV/fz+EQiEGBgYQiURIgZLL5eB2u0nCyyR1g4ODFA7gdDqh0+lgMploSSaXy0EikcBoNFICObBnecVms0Gj0aC/v5+4eIFAgFwuB71ej6GhIQCg1BmbzUa+HeFwmHj28fFxCIVC6PV6JBIJBINBcBxHSTAikYgyIQOBAAQCAcLhMPmNsAItlUqRTqeRSqWgUqnmJDT3gMW6tbWV/q1UKvGb3/xmVi/Gg8exRqVWxz2bRvC7N0fx9fMW4PIzWua9m56tUx7D3kXfZDKhr6+PHOE6OzsRCAQwNjYGlUoFi8VCmuepOJCEz+FwwOfzoVwuI5fLkdcz44YrlQrZlC5evBg2mw0ejwdSqRRtbW1IJpPw+/1QKpVYtGgRNm/ejGAwiN27dyOXy0GlUqFWq2FgYADZbBYdHR0QCoXo7e3F8PAwxGIxbDYbjEYjPB4PBAIBEokE7HY7QqEQeVGzQFy3243TTz8dO3fuxHvvvYdqtYpVq1ZhfHwc/f39sNls0Gq1dJUxNfxg6dKlCAQC2L17N0ZGRpBMJmlgGo1GEYvFyPMjHA6TPJClxbDBJzs5AHtOPJFIBBaLBWazGRKJBB6PB2azGStWrJi/DcbW1lZs3bp1H8lcMpnESSedhNHR0SN+YR48jjb6/Gnc+Fg3lFIRnr76TLSYZ/anmWvM1imPYe+i39fXB4PBAKvVikqlQl8rFApMTk7C7/fDYrHsI8vbnz91IBCAUCjE1q1bIZVKYbVaEYlEqBi3t7fTlTaLu6rVarDb7eA4DplMBvV6nbYJi8UiYrEYZDIZFftisYhCoYBqtQqTyYR6vY5UKoV0Oo1SqQSBQIDJyUnq7Ds6OihTkQ3wcrkcurq6KM9x165dyOfzlNqSTCbR2tqKWq2GSqWCyclJGAwGpNNp4sKz2SzC4TBEIhHC4TDS6TSCwSDC4TBqtRo5+IlEIkqkqVQqCIVCGB8fp+PV6XQQiURIJBJQqVQU4BuPxyGXy2E0GumY53WDcXx8fMYE81KpRLpLHjyOd5Srdfz6tWHc//YYrj+/A5euaYbwKHLTs3XKY9i76GezWVit1hm/ntpB7o39+VN7vV7YbDY6zkQiAbPZjHq9jng8jnA4DKlUimw2i2AwiG3btsHpdEKtVtMWoVgsRjQaJTtSs9mM7u5uaLVa0nTL5XK4XC7SVjc0NJBumW0+FotFSpdhapTly5ejo6MDMpkMBoMBW7ZsgVAoRCwWg0QiwcTEBIXoOhwOMn6SyWQQi8XgOI78pcvlMt577z2KCWtoaMDk5CStoqtUKohEIhiNRtpWZCvkLKtRLpfTIFGr1cJoNCKXyyEej8Pn85ERlEajQVNT0/xsMD799NP0740bN0Kn+z8fhFqthldeeQXNzc2zemEePI4GdvpSuOHRbuiVEjxzzZloMh2dbnoq5sopb2/6Ip1OE0dcq9WgVqtRqVRQrVbJWN9ms+1Dg0x9vmKxSAGxqVQKTqcTVqsV/f395HonEonIwCgcDiMSiUyLtmJLMKlUijrS5uZm8nlm3iFM26xUKuFwOGC1WlEsFomXZh04x3G0Zp5MJuFwOKDT6aBQKBCLxeB0OokKYW5+zL+amUxxHId/+qd/QjgchsFggMFgQCwWA8dxZBLF3PMY0uk0rcvL5XKIxWLUajWinFgCDPM2UiqV0Ov19FkzFQjLhMzlcrTMNzExMY1WPhLMWKwvvvhiAHvWu/cOIpBIJGhubsbPfvazWb0wDx7ziVK1hv95dRh/eGccN65fiM+f2nRUu+mpmI1T3lTsTV90dnair68Pfr8fzc3N6OzsnGaqxLTK++vkbTYbxV0plUqIxWLy1NBoNGSkX6/X0dXVhUgkgmAwCKVSCYlEAqVSCY/HA5VKhXQ6DbvdThal6XQaS5cuxbvvvgu9Xo9qtUrhuXa7HR6PB7t370a9XkdzczPsdjt1pyyFhaWONzY2QqVSUcc/Pj6Ovr4+5HI5OJ1OtLa24qmnnqL9DYFAAJ/Ph/7+fixevJh00263G5FIBN3d3ZT2IhQKkUgk0NPTQx4fbBvSarWira0Na9euxYoVK/D4448jl8tBIBBApVKhWCyiVCohkUjg5JNPRjgcxvDwMPR6PUwmEwqFAsLhMLnzzRYzFmt2tmlpacHWrVtp84cHjxMBPd4kbny0Bya1FM/+51lwG5XH+pAAHJoq5ED3YevVHo8HHMdhcHAQRqORQmX7+vqg1+uJo56aWj4ThEIhdDodOI5DuVwm6qRcLkOpVMJut9OKdjAYhEwmA8dxNGjcunUr6vU6+WOUy2Xk83lyzAsGg1AoFGhoaCAuWCQSYWxsDCaTiSSA3d3diEQikMvlaGpqIgOlVatWYXR0FJlMBiMjI9Dr9Uin08hms/D7/bBarQgGg6hWqyiVSkilUuA4jhwBRSIRyuUympubkU6n4fF4YDQaYbVakUgk4PP5KKmG+ZWwlfmGhgbY7XZYLBbi0dnqOgBUq1Xo9XosXrwY8Xic3P9Yqg3rzvV6PYUT7I+WOlQckLMeGxujfxeLRcjl8lm9GA8e84lStYa7Xx7CnzZP4qYLF+JzpzTuY/51LHEgVQgr0gcLpZ26CVcoFOj5mO7ZbDbTMO9QqMpUKkUr2sz7oqmpCblcDtVqFUNDQxTDpVQqYbFY4PF4kM1mKWKrWCxCqVTC7/dj6dKltEQCAMuWLcPbb79NvtM2mw3JZBIikQgcx5GdqEajIa46k8kgHo+T26ZKpUK5XEa9Xsfk5CRJ+EqlEiqVCjl11ut1ZLNZOrmxz5PpvvP5PHHmGo0GYrGYPKrZAFEoFFIqO3vt7u5u6HQ6NDQ0oL+/n05aBoOBZI4TExNwuVyUZM4GjFqtFrFYDLlcbn6NnOr1On7wgx/g3nvvRSgUwuDgIFpbW3HLLbegubkZX/7yl2f14jx4zBV2eJK48dFu2HVyPPufZ6LBcHx001PB/JFZ0RYIBNQ5s9vYIlkkEqEcwr2fg7nZAcC2bdvIX7m1tZUeVygUiEPdu0Of2r2zoRnTUDNP6Vwuh+HhYVitVnLBs1gs5H9RrVZhtVohlUoRj8chEokglUoxMTGBWCwGYI+euqmpCXa7HX19fajX69RdT05OklpEo9GQH3Q6nSZFBfu83G435HI5IpEIJBIJOdn5/X4a7rGVcpVKhVwuR5akcrkc0WgUqVQKO3bsgFKpJK0025zU6/UUbptKpXDGGWcgk8nQz8rn88Hv9+P0008nzTVTgaRSKRiNRpTLZZIaWiwW1Go1aLVa8u7OZrOzNnI6oOjvjjvuwIMPPoj//u//pqkxsOds+fvf/35WL8yDx1ygWKnhzud249L7t+DLZ7bgoStOOS4LNbBnoOf3+6ddDu/t2yGVSiEQCFAul2fkm5lFp81mI6WEXC6HQCBAKpWix6XT6Rn9Qer1Onbs2IH33nsPb775Jnbt2gWfzwe5XE7dL5OkcRwHjuPoijoSiSCZTCKdTiOTycBkMkGj0UCpVJLuORAIQCKRQC6XQ6VSUce5YsUKLF26FE6nE/l8nlbYDQYDZDIZkskkfD4fBgYGkEwmsWDBAmg0GuRyOXg8HiiVSlSrVTgcDlgsFphMJlpEYQsxTMEhk8no5GGxWNDf34/e3l5aFWcnxvb2droq8fv9kEql0Gq1EAgEiMVi8Hq98Pv9xIWzrl4oFMJqtZLCRCgU4uSTT0ZjYyM0Gg2kUik0Gg2txbMTwmwXoQ7YWT/00EP47W9/i/POO29aYG1XVxf6+/tn9cI8eMwW708kcONj3XAblHj+62fBqVcc60M6IKbyzWwdemRkhKRxhUIBcrmcFjiYmmPv52BbhuFwmDjVBQsWUAagWCxGsVhEMBikgjU1G9Hj8SCTyaBcLiObzZIxE5tNTUxMQKVSwWq1YmJiggZprPM2m83Q6XSo1+tUPAHAbDaTnTFbDQ+HwzCZTHA4HFAoFDSAY/xwOp2G3+9HPp8n6R/bQly8eDFWrlxJWmlWlJmcmK2IC4VC2O12ZDIZtLa2QqvV0iZkKBRCOBymbn+qHHlsbAxyuRzFYpEWgHQ6HQYHB1EoFFCpVFCpVIjOiMfjtJrOOHKmcd+1axdisRjEYjGy2SwtKjGuOpFIzPr354DF2ufzob29fZ/b6/X6rMlyHjyOFIVyDT97cQCPfeDFtz66GJesajiuuOn9QSgUwu12o1wuU3FWqVSU9q1UKpHP56FSqdDV1XXAQABmnF8qlWgdu7m5GatXr6YuOhqNolKpIBAIYNmyZQgEAhgZGaFuj3Xher0eGo0Ger2ehmmdnZ3IZDLEXctkMgoOYKZGNpsNq1evhs/nw0svvYSBgQEaRMbjcWg0GvIg+eCDDyCXy8kzg1EUzOSIDeNMJhNx6H6/n4aCmUwG4XAYExMTKBQKMBgM0Ov1CIfD8Hg8WL16NfR6PZn+s4CAaDRK1BLjk0UiEbRaLaXKlMtlFAoFZDIZZDIZKBQKCIVCSCQSSCQSuFwuqFQqTE5OUl5ktVqlQs62FBUKBalqWEivUqmE2+2eMRn+cHHAYr1kyRK8+eabaGpqmnb7o48+ipUrV876xXnwOFxsHY/jpsd60GpW4YWvr4Vdd2INvVlnzFavLRYLfD4f8dcApkVi7Q+lUgmdnZ147733aMC3bt06AIDH4yHKQqfT0Yq4yWSCSqWCRqPB5OQkAoEApFIpOI6D2WyG0WgkrbFAIEChUECtVoNGo0FbWxt2795NIbksZ/G9997D6OgokskkEokE8eXMdY/JCd1uN+m5RSIRdDodmUqxpJVarUbLJF6vlzw3NBoNhoeH4XK5YDQaKZLL4XDAbrdDJBLB6/UimUwiFotBKBTCbDZjyZIlsNvt6O/vh0AgQCQSAcdxWLhwIdRqNcLhMMLhMJxOJ9LpNClWhEIhXUEw+WIymYTb7YbH40G1WqX3mk6ncfrpp6NWq1Gnz6SNdrudCjhbVpoNDlisv/vd7+KLX/winfkff/xxDAwM4KGHHsIzzzwz6xfnweNQkS9X8ZONA3hyuw+3fqwTF69wHfNu+kgMmqZqrllRnvo+DrbhyDysmb46m81CKpUikUhg27ZtUCqVNMhjZkZ2ux2Tk5NEY7hcLrqkZ4Mypl9mJkvxeJyWWoxGI8LhMJYtWwatVgudTgefz4d0Oo2BgQEyORIIBPD7/dDpdJBKpcjn88QPOxwOiMVidHR0YGhoiDykWXc9ODiIcDiMSqVC6o9AIEBe2Ew9wtQaxWIRnZ2d5I43NDQEs9lM4QDpdBqrVq0iu1bG88tkMigUCtjtdthsNtpIFAqFaGhooNmBQCCg1BuNRkOr8KlUColEgjj3TCaDnTt3kgonEAggmUxCIBAgn8+TT/by5ctn/ft2wGL9sY99DH/961/xwx/+EAKBALfeeitOOukk/P3vf8f5558/6xfnweNQ8N5oDDc91oMOmwYbr10Lq/bod9MzFebZGDRN3WpkuuhyuUzPvb/UFo/Hg2g0CoPBgM2bN5M1p9FoxPDwMHQ6HUng2Jo1M+aXSCQwmUwQCoU07GMxV0zHXK1WIZfLkUql0NDQAL/fTwkzbIlEKBQiEAigXC5j+/btUCqV4DgOpVKJoq7cbjfC4TC8Xi+kUilOP/10jI+PU2wX48NZGAA7sTDKhaWsSCQS8hthBZNtVPb09ECn08FgMKBarUIkEqGjowP9/f2Ix+O05MO8spkOXKfT0fCytbUVwWAQ6XQatVoNLpcLSuWeAbVOpyNttUQiIVVJNptFtVpFJBKhAavb7UY2m0UgEIBarYbFYoHRaERTUxNWrVp1wNi0Q8VBA3NZKC0PHkcbuVIV//1CP/7eE8B3P9aJjy93HrNueqbCfDgGTTMV+wMVdlYMp6a2GAwGWmDJZDJkA1Gv11EoFLBr1y4YjUbI5XJ0dnZSNxoMBiEQCNDf3w+RSISmpiY0NTWhUqnAZrOhUqlAIBAgnU4jl8uhUChgcHCQqJBisQiJRIJqtQqv14sdO3ZQqjlTPDCTJrlcjkKhgN7eXphMJigUCuh0Orzyyiuo1+sUXtvT0wO9Xo+Ojg68++67yOVyMBgMyOVyCIfD5O2RyWQgEAjQ0tKCZDKJ/v5+iMVitLW1kY9JtVqlzUm2qq7RaEjPzQZ95XIZCoUC+Xwe27Ztg0QigdPppOGpSqVCZ2cn5Tim02nIZDK4XC4kk0mMjY1RZ87W49VqNcRiMUQiEU477TRS54yOjpIsca6yYw9arIE9Z/xwOLwPST7VE5cHj7nEO8NR3LShB0ucWrxw7Vmwao4tNz21MItEIkxMTCAej6NSqaChoYECV/enbT7cLnxvTXYgECAPCsbRAqCCVCgUkM/nyWlOKpWio6MDZrMZiUSCOs9QKEQLIIlEAkajkaKvWEfJrD+FQiHi8TgUCgXi8TiefPJJ2O12FItFiMVicuNjxVKhUMBqtaJQKCAYDFKqeSgUQqFQQFNTE+ml6/U6TCYTdu3aRV7PTDvNMhA1Gg2MRiNcLheWLl2K7du3QyaTUVJ4NBolLxP2WQSDQcRiMeh0Ouj1erS0tFBIAXP3Y/9mBXjRokXo7OyE1WqFwWAgS1ilUgmv10vp5GazGaVSCfF4nK5egD0n6mQyid27d6NYLJJWXKVS0TBYLBbP2nLggMV6aGgIV1xxBd55551ptzNp0UyOfDx4zAbZUhV3PrcbL+wM4rZPLMFFyxzHnJsGpjvn+f1+xONxGI1GxONxeL1eiEQiknXNVJAP1yZVJpNhcnKSFB2ZTAYffPABOI7DBx98gFqthtbWVlJPxGIx0kmzlG6tVguhUEhd5cjICIXasqJ45plnAgDpqlkArVarRaVSgdvtxsjICAQCAYrFIrRaLYXTDg8PQyAQwGg0ksbaaDQSPeDxeKhDZluQCxYswODgIJ1karXaNLqCLbaUy2U4nU7IZDJIJBJMTk6STSqzMhUIBEQ7sO5ZpVKhpaUFtVoNO3fuJMe7iYkJ4sQVCgWF5k6lV5RKJeVZsuBfpnoLhUJkgzo6OkopOuyktXDhQoRCIYjFYpJFNjQ0oKOjgyii2eKAxfqyyy6DWCzGM888Qx86Dx7zhbeGovjmhh6scOvx4nVrYVLPbj13LjGVYwb2FLdUKkV8arFYnGb6v3dBPlybVJvNhu3bt6NUKtF/H3zwARoaGqBWq8k+1Gg0wmKxULQWs/wE9tikVqtV9Pb20sKIQqGA1+vF8PAwqUC0Wi3y+Ty0Wi3ptuv1OgYHB1Gv1xGLxWC32yEWixGJRKiD1+v1EIvFpENmCyoWiwVLlizBa6+9Rjpjs9lM3TxbxRaJRMhkMigUChAIBOSVbTKZaDBaKpVQKBQwNjaGcrkMu91OVw8+nw8ymQx2u50sXhcvXoxIJIJcLgeO42C1WrFr1y6oVCrYbDZ0d3cjEAigoaGBNO0SiQRut5t07iqVCoFAAB6PB83NzZDJZBRIzHyz2YBUIpEgHo+jr6+PrmJEIhGcTicls7Orl9nigMV6x44deP/997Fo0aJZvxAPHvtDuljBnc/txkt9YXz/E0vwkWWzd6g7XBxM2TFVxSGTybB9+3biekdHRxGJROB0Osmik3khs+c6mE3qTK9vNpsRiUQoQVulUpH/cyAQgFarpcAA1lXrdDoolUoolUpEo1EkEglKAWdr7UqlksIB3njjDVIqhEIh4oJrtRqGh4eJ6kkmk2hpaUE4HAbHcZSTyOSAzKqVrb3HYjGcdtppEAgE0Gg02Lx5M4xGI0QiEXHTsVgMpVKJFl1YsWRSRFbQU6kUvUfmZcIGeCwgwGg04vXXXyfXQIVCgUQigYaGBvT29lKB1+v1iEQixDmfddZZ5JfNqJrdu3ejXC5DrVaT4oNtWGo0GvLulslkcLvd2LlzJ5RKJcke2dVVb28vmpubKel8tjhgse7s7DykFHMePI4UmwbCuPnxXqxuNuLF69bCqJIe/EHzgEPhlFlBLRQK1FEnk0ky2Wd0RaVSgclkgkQimfZc+3u+UqlEmmjWgYdCIbhcLvj9fvJGZkb7bO8hk8mQZpkpRphWmWUnskGk2WyGSCRCIBCAxWKhYSLz72AhtCMjI2hra8PQ0BBkMhkWL14MtVqNwcFBBAIByGQydHR0kE2oTqeDx+OBz+dDW1sbstksIpEIpZS/+uqreP/991Gr1eBwOMgjw+/30wyM0arM2Il1rcViER6PBzKZbNpVil6vh1wuRzKZRKVSgVarxebNm+n7QqEQ+Xye3gerYewkYzabsXz5cuLOTzvtNGg0GmzduhWhUAhSqZQ6+h07dqBQKJASRCqVUnhCPp+nzUjm9200GpFKpSCTyWA0GrFkyRL6XZkt9inW6XSa/v3jH/8YN910E374wx9i2bJlkEgk0+6r1WpnfQA8/jGRKlRwxzN9eG0ggjsuXooLl9qP6fEwE35WsPV6/T73YQVdLpfTUMtqtdIfbL1eJ07X4XCgUqkQHTK10KfTaWg0GoyOjkIul0OpVGJiYoIu6YE9jnotLS3UGbJlFnZCMJvNpGMuFArQaDRQq9VIpVJQKBSo1WrTbEnVajXRG5s3byZ/aZVKhXg8Dr1ej1gshtHRUcTjcUSjUQgEAqIK9Ho9GhoakE6nSaNdKBTAcRx2796NcDiMTCYDjUaDer2ORYsWoaenBxKJBAsWLADHcTQQNBgMSCQSFMTrdrsxNDQEqVRKeudoNIpSqQSLxYKxsTGEQiEKyVUqlfRZ9fX1IRaLoVAo0HKLUqmkTj2ZTKKrqwu9vb0ku5PL5RgcHKSuNxgM4p133kGlUoFSqaQFH3ZFwbTajP9XKpXI5XLQ6XRIJpMwGo00WCyVSlCpVNi+fTukUikymQza29vnpGDvU6zZyikDx3E477zzpt2HHzDymA1e7Q/hW4/vxGmtRrx03VoYjlE3PRWpVIouwxmHujcKhQKZJTHvZ6FQCJPJBLFYDK/XC4lEQjaibNvP5XJRoWevw4pbvV5HJpNBPp8n/XIkEoHVat0nOk8kEmHJkiXgOA4WiwWbN2/G6OgocrkcAEz7v1AohEwmQz6fx9jYGK2Y63Q6UjowH5HR0VEoFAqYTCbodDqy+GT5g6lUCmazmU4kAoEAer0e9Xqd9Mfs+AKBADKZDD71qU+RmZJcLidJYK1Wg8ViQVdXF3mIsJOKQqGAVCpFoVAgG1Kz2YyxsTEIhUKiYDQaDTo6OkiimM1maaBaKpUQi8XQ3NyM9vZ2FItFGAwGSCQSvPXWW6ReYRuHfr8fgUCACj2LCGMr8UyqVy6X6YTITuQGgwHJZBIGgwHBYJCizGq1GmKxGNFYYrEYgUBg1lrrfYr1a6+9Nqsn5MFjf0jlK7j9mT68ORTBDz+5DP/UOXseb67AErCZFnemq8Z0Or0Pr9rV1UVUBitmHo8HEomEEq+B/1ODsM48HA6TNahYLCaOdvfu3eQuV6/XsXv3bphMJoyNjSGfz2NkZISuct1uN6LRKA3astks0uk0bRL6/X5wHEfDNDbMYxrkdDpNaSjJZJIoCtaBMikfUz74/X4sWLAAUqkUuVwOCoUCLS0tMBqN8Pl8iMVi5IfNvKXZ0gzj3M1mM0455RQ0NDTg4Ycfxo4dOyAWi3HSSSchGAySVSuwx+SKhdNKJBKIRCJks1nSd7tcLshkMqTTabS2thIt5HK5YLfbEYlE6Gc5OTlJVytMrVGpVLB06VIkEgmKKWPmU8x4qVQqTQsSYAtLYrEYhUIBsVgMsViMtNnsBMWKe0NDA4RCIXw+39wX63Xr1uH222/HDTfcQD8sHjxmi5f6Qvj2E71Y22HBS9etg04pOfiDjiIUCgUEAgH5VzDKYOqlq06nQ61WQyAQALCnkwSwDxddqVSm7SAwFYjX60U0GkWtViP6AwCdAJi+VyQSIRKJUB5hNBrF+Pg4/H4/AMBoNMJmsyGXy9EwrVwuw2QyoVarETWiVCohlUrR1tZGxlG5XI4iu5j1Ketqx8fHacuPpY5brVZKDc9msxgfH4fb7UapVALHcejt7YVWq6XXYyZHr7zyCjKZDCW7AHvSVd577z1MTk5iZGQEhUIBCxYswPj4OLZt2waNRkPabJPJRCqYWq1GmYlOp5MCD1iRZZ7cLHKQuQmy7cLe3l6Uy2VYLBbKdkylUvB6vejr64NWq6UUGibv0+v1iMfjkEqlUKlU5FltNBoRjUbR1NSEgYEB8hthBlGMRmZLPkw5MheY8Vluu+02fPWrX+WLNY9ZI5Er47a/78J7o3H8+DNdOGfh7A1t5gN75xEyo6GphVgul6NWq8FsNhNNMtMgciaZHou/YlI4k8kEpVJJWuJ6vY6XXnqJtL9sEc3hcODZZ59FsVikgV4oFKJoq1AoREstpVIJkUiEQl6Z9lggEMBkMkGr1aJarWLXrl1QKpUoFovUhS9btgypVAoejweFQgFarZZSzFlEViQSoUK7aNEiaLVapFIpaLVaeq9Me8xxHPHb7PjGxsaIcx8eHoZKpaLPgGmXlUolFixYgGQyiXA4TCcsRoEwJBIJUoYw6oZRLUyyyOYPTFpYrVbR09ND0kaVSoVQKAS5XI6BgQG4XC4Eg0H6ObHtxBUrVmD58uWIx+NYtGgRnn/+eXg8Huqew+EwJBIJisUi9Ho9fa67d++GWq3GokWL5iSDc8ZiPfVD4cHjSPHCzgC+8+QunLfIio3XrYVOcXx101MhFAqh1+unuaPtvcjA/KgBEDc907LDVM/pWCyGYDAIv98PtVqNxsZGunRnKeCMqzaZTLBYLKRyYFuImzdvRigUoi5aLBZTFJXZbMb4+Dgtw7D1a5FIBIlEArVaDWAPv8oKF+sCWR7i5OQkxGIx6vU6SqUScrkchd4yxYbH44FIJEJjYyOlnzDnQOYZwq4CcrkcHb9AICCjpFgshnK5TJx/JpOh7T92/IyC4TiOrlwYR16r1aiQMt6YXUVUq1W0trbC5/PRY8ViMcbHx9HU1ERcNbBHf261Wmn5xmazkU7d5/ORBzZb/kkkEnjqqafIHdDtdiORSGBwcBCRSASFQoE+T6bqYSZR6XSa9PizxX77c34BhseRIpYt4btP78IHEwn87LPLsa5j9snORwOHsrjC+FoWGsuohKkyPKaaCoVC2Lp1K0n4otEokskk+SOPj48jn88jl8shHo/TcIvJvpjF5imnnILNmzcjGo2iUCjQQg5TVTBrTqa8SCQSVFCZasLpdCKVSiEej0On02FoaIjea1tbG2UJMq96tm7OTgysi5TJZKhUKhgYGEBLSws0Gg0kEgkikQgSiQQVfUbZqFQqZLNZep9soMqkjixSbMGCBbTGzQyngD0UDVOrKBQK6PV6KJVKNDY2Ip1OI5/Pw+fzwWAw0Mo9sEd23Nvbi2KxiMbGRoTDYUQiEVgsFoyPj6NYLKJYLKK5uRmjo6NU2Jnig9nAZrNZ+lxUKhW2bNkCiUSCWCxGIRJM9QGAZJuRSARmsxl6vR5qtRq7du3ax2r6cLHfYn3eeecdlGv54IMPZvXiPD58eLYngO8+vRPnd9qx8bq10Mjntps+ElvSQ8VMiyt7a6EZ35vNZhGNRtHe3k7bbaw79Hq9qNfrGBoaIpWCSqVCJBKB1+uFUqmEUCiEwWDAyMgI5HI5hoaGyIq4paWFusrJyUlKMBcKhWhqakJLSwvEYjFMJhPlBjLjfjac4zgOJpMJNpsNmUwGXq8XPp8PiUQCHMdBq9XSyYMVZkY1KBQKJJNJFItF2nBkQz6mJ9br9VS0pi58MAtRqVQKhUJB1qETExOQSCQUFZZKpeByufCpT30KmzdvRqFQgFqthsvlQjabxcKFCzE0NASTyUSPYVcizHDpnXfemZZwPjIyAmDPSZfRKQzsZ6LRaOizZJJKNjzNZDJUgNka/N66eZ/Ph+bmZjQ3N9MVEJPyMT8XkUhEyTMKhYJO1rPFfqvx+vXr6RKKB4+DIZot4dandqLbk8Jd/7ISZy4wz8vrzMaW9EDY30lgqvsdW2FmxYnJ49hxOJ1OhEIh+sMvFovgOI6KDnOgq9frpONNpVKw2WykXCiXyygWi6QbfuONN4hCaW5upkLX3t5Owa2rV6+GVCqlFG+DwYBQKASFQgGPx0Or5KVSCYlEAkqlEqFQiD5L9nfOEk7YUI0NzAQCAZ1wAFBYrtVqRalUQm9vL9RqNQqFAq1bt7a2IhwOE2/LvEfYVQezJE0kErQsw/jejo4OiMVi6PV6kurVajU0NDTAZrMhHA7jnXfeoauEBQsWYPv27aQLZ4niLGGdbSJWq1VMTk7S+zUajZRjmc1m0dLSgomJCYrkyufzdAKr1+tU7Jubm4nTZzMIkUgElUpFtzPKxOVyoVqtzonp3X6L9Y033jgn6QY8PtzgOA7P9ATwvad34aPLHNh43VqoZXMz/Z4Jh2uIxMz6mWbZ5XLB4XDs043v7yQwVVvNIq6APbIyll7NChCTyjG7UNaRpVIpFItF6HQ6rF+/HkNDQ8S5ms1mTE5Okqk+0xl7PB68+uqrVCwCgQDGx8dpdTmRSJCCJZPJUGdtt9vBcRwFByQSCbz55ptkchSLxTA2Nkbys0qlMk31wKgfpVJJRY0pLur1OmUOsqRxJndjnDT799DQEMLhMHmG6PV66HQ6+P1+2mas1+vYunUraaZZJiNLa9HpdBQS8NprryEcDsPn8xE/rFarqatmQ9VKpYKJiQkMDQ1h4cKFWLZsGa21m0wm+Hw+lEolWhxi8WFsPR8AstksTCYT+WYXCgU60TFuvlKpoKmpCeFwmEIkSqUSHZfb7YZWq0UoFEJTUxOWLl0669/9Gf+qeL6ax6EgnCnilid3oi+Qxq8+txKnt81PNz0Vh2uIFAqFqFDXajV0d3fD5/PB7XZPo1D2dxJIJpM0XKtUKhSKqtVqoVQqEYlEyMbT5/MRx+r1ehEMBtHY2IjW1lYolUrSHxuNRphMJqTTaahUKqRSKYqdslqttCQSi8WQzWbR3d0NsVgMg8GAbDZL6+dMu1soFODz+aDVamGz2TAyMoJYLIZisUjpL+y9sPfHXrOxsZHyA2UyGXWGzHfaarWST7RcLqfkdHYCksvllGFYLBbJapXxvKVSieSKbNAHgOxGGcfM1B3sxCcUChGNRqHX6zEyMkIBtUKhkJLMJRIJTj31VPT09ECtVpPPd6lUoi6dpc0wOqetrQ2Dg4MUKiwSiShWjfHkjK82mUwol8u0Pdra2gqO4xCLxZBMJqFUKnHJJZfgxRdfxPbt20nnzVz9mpqa6OcaCoXgdrtn9bvPq0F4HDY4jsPT3X7c9vc+fHy5Ez//7Aqo5rGbnoqDGSLtDaYHZl1muVym5ZepFMr+TgJMucA65nq9Drlcjng8TqZIbB1bKpUiEomQtShLuV62bBkUCgVEIhHJYePxOAwGA0QiES6++GLU63U88cQTZK2p1+sxMTEBABSRlcvlSD3C5HJbtmwhXpUZO/n9fqhUKtKNGwwGGI1GTE5O0uU6u4IwGAykKy+VSnT5LhaLKaWFLXzkcjl4vV4a5jHVh9VqJb5eKBTSUA7Yc2XDfD9KpRJ1+Eyx4nQ6Ua/Xia9nBZu53bHjPOmkk/D++++TO5/VaqWfjUgkgl6vRzAYpC6XDT5ZtqVCoaDflXg8Tu+J/WxZOHBnZycqlQo5DjJJpF6vp67ZbDbTVUB3dzckEgm5EDI6aNeuXbBarTCZTBTGMC/FemxsjOLlefCYinC6iG89sRND4Qx+8/mTcFrr3KRgHCqmut/tD3sPBQGQq5pEIiGJ21QKZX8nAZYtyCwWWMFiq8WMBmAeGgMDA6hWq1Cr1ejs7EQqlaKumnXjk5OT+7wnsViM008/nQJah4eHoVAoEAqFoNFoSHrX3d0Nu91OXPLY2BhEIhGi0Sh0Oh3UajWsVitFczGPjFwuh1QqBY1Gg/b2doTDYfJAaWxsRLFYxMTEBKLRKBYsWEA0Qb1eJ08QFvHFTPeZlputbrvdblq7Xr58OYaHh+H3+2G1WmmoZ7VaIRQKEQwGoVarsWDBAmzdupVyI9lgbtmyZWhqaqL3Xa/XSWPOJHLJZJI+U4FAQCkwLHmcrfPr9Xo4nU7SP3d0dKBcLmNgYICoHY1GA5/PB7VaDYPBgLa2NirUgUAAcrmcgnLZyUCpVGLHjh2IxWJ0jOwKx2q1ol6vY3x8nBZ1ZosZi/VsJSY8PnzgOA4bPvDhjmf78KmVDfjVv66EQio61oc1I6byz0wnyzo/pmXem0LZ30mA6ZaFQiFZkDKfDeYj4vf7qQvV6XSYnJykLn7x4sVoamqCXq/H8PAwGQWZTCY6KbBllkqlAo/HQ+vQ+Xwe4+PjkEqllKTNLEEDgQASiQQND5kTnUAgoGxDs9lMsrXR0VEAoI7TZrOhoaEBuVyOeF3GBbMi39jYSKoVYE8YiUQigUQiQTgcptgwg8EAt9tN1ARTgbAum3XebDXbarWisbERZrOZsheZgyEbbBoMBqhUKixfvhzVahXvvPMOmpubUa/XiaJgznws+stqtUIqlZItgFgsRktLC20k2u12mhGwyK1cLkfUEgt8GB8fR3t7Oz3f4sWLoVQqYTQaaWs0k8lAKBTCbreTJJL9TlksFqhUKpLzaTSa+R0w8uDBEEwVcfPjPRiP5fG7L63Gyc3Go34MhyPZm8o/M80y+0M/HAqlXq+TG1+1WqXQVbVajUwmQ1akMpkMExMTpKTQaDQkA2PeFIODgxgfH4dCoQAAMmNihvzRaBShUIgurxk1sWzZMgwPD0MkEkEoFGLBggUUHcZ4YZ/PR1FX7NKdKVlEIhEWL15M8je2+ME+G4vFQoPNfD5Pa/CMb3a5XOjt7UU4HKYC//rrr6NWqxGf7fV6YbPZpvlUMy8QrVZLBlase67VanA6nTCbzUT1sMLGuG2bzYbm5mZStrS0tCCRSCASiaBUKpGLIHPDY1REU1MTLckIBALSQI+NjcHpdKJWq5F3y4IFCxAKhWhZh1FgLO2GUTbsNQwGA7q6ujAyMoJoNEo+Jcxwipk/FYtFtLW1Ec/d3Nw8fwPGucIbb7yBn/zkJ3j//fcRCATwxBNP4OKLL97v/Tdt2oRzzjlnn9t3797NByAcA3Ach0ff9+KHz+3GJasacM8XVkEuOTbd9OFI9vbHP7PumRXtycnJAxb+UChEG2lsIMW2+uLxOIA9BX2qX3I+n8eyZctQLpeRTqeRTqfx7LPPkuKADRD7+/tpEYStYReLRYRCIVSrVZKTsa6VFX9GxzAlBtsIZKG5TA3CLtOVSiVJ7dgCCvPIZsc+MDBARbOhoYEWbFwuF9meMm12NptFqVSC0WgEx3Ek51MoFEin02hoaAAAWhW3Wq1kc5pMJmlbkKl02Pti24lsmBeNRslZMJPJIBwOw2KxUFoL+7my2LNarYZqtYp0Og2dTkdSSAB0smRXDSwfsqWlBRaLhWYLHMdBrVYT5cGCEZxOJ/x+P7q7u5HJZIjzZxavLS0tCIVCpAxint4KhQJLly5FV1fX/PhZzyVyuRyWL1+Oyy+/HJ/+9KcP+XEDAwPTXM94/vzow58s4L8e74Uvkcd9l56MVU2Ggz9oHnE4kr2DDSGnFv5isUhJ23sXblaU0uk0yuUykskkdYYWi4UGVUy2JZPJ4PP5EIlEIBQKIRAIqGjlcjkolUqMjY2RsiMcDtMgrlAoUDgrSyRPJBJwuVyk+RWJROjt7UU8HqeunR1nsViEQqFApVIhHTfr+tPpNOmJY7EYJa1IJBKMjo5Co9GQ0oPRFLlcDsPDw7DZbNBqtUR5sI095r3BOOtCoUAqEkY9MRvlLVu2EJfd0NCAZDKJwcFB4vqLxSJ9jna7nYaZu3fvhtVqhVKpJBMpJosrl8sYHR0lb5H+/n7yuWZ6ccZrM6vU3t5eoktCoRCCwSC8Xi9kMhmKxSLZmZ5yyimw2+3Q6/VQqVQYGBggI6i+vj5Uq1XYbDYsW7YMu3fvRj6fR3t7O8rlMiYnJyGXy9HR0QGDwUDKo3nxBunp6TnkB3d1dR3w+x/5yEfwkY985LAPymq1zmj+zmP+wXEc/rrVgzuf78e/ntKI337x6HbT+6M7Dkeytzf/zLo4tgrOksHZUKhYLMJqte5TuNlmH1vOYN2d1+uF1+tFoVAgNzb2h6zVaqHRaEjLrFKpkM/nUSgUSMLV1tZGiyDsUp11hRzHUTIJW5qp1+tIp9NwOBy0VSwSiSAQCFCtVsn8nn0m7OTA3hMbVDIrVsbDj42NkfyOdeGVSgVisRhNTU2wWCwYHR2lxJPh4WFUKhWceeaZeP/998lRr729na5Auru74fV6IZVK4Xa74fF4kM1mqfN+55134HK5KKiBaaTD4TCampoooIDJ8JimWSaTUZAvW0ya6sfB6IjOzk4EAgHaEmUGUlarlbhmv99Pw0amzS6Xy9DpdPQ7wYaVyWQS8XgcyWQSkUgEXV1dtIZeLpfhcrmgUChQr9chk8lgMBhgs9lgNBqJfnG5XHOyabtPsV6xYsW06feBMF/hAytXrkSxWERnZye+853vzEiNAMDGjRuxceNGjI+Pz8tx/KPBm8jj5sd7EUwV8YcrTsEKt/6oH8PedAfLGGQJKzqdDnK5/LAy7dhzisVidHd3IxQKkawqFArR8Ifpo1natcPhIP20QCCA2WwmPpatKiuVSixcuBCBQAD5fB56vR4ajQYul4vomng8jng8TooAplQIBAIwm80wmUwoFouU7cc0xwaDAU6nky7zGY+sVqtJlsZSXcRiMS2vMGvOVCqFTCaDRYsWkSZco9EgkUggkUiQLpqpMFjBZws2zHQqm82SHWkikYDFYkFDQwN17UajkVzy/H4/FAoFcrkcpbMzrbJarUYul0M6nSY3PQaLxQK3202Zk8Ae2WQwGCTtNsdx8Hg8lFjOTlbZbBZOpxOxWIycA9lVgFKpRCwWQ2NjIwQCATZv3oxEIoGmpiZwHAe/3086cWDPSdDhcKC1tRXBYBDDw8OUiMPMrdhVRiAQoA1KpVJJnizhcBjBYJCGvtFodH7CB8bGxujf27dvxw033IAbb7wRa9asAQC8++67+NnPfob//u//ntULzwSHw4Hf/va3WLVqFUqlEv74xz/ivPPOw6ZNm7B27dp97r9+/XqsX78e119//Zwfyz8S6nUOf9oyiZ+80I8vrmnC7y9dDZn42HDTU+kOkUiE7u5uCoFlv/wHyjKciYNmng19fX3U9dVqNQwNDdElbb1ep+WXeDyOYDCInTt34vzzz4fL5aJBYCQSgUgkgkajgdFohEQigVarRSQSQUNDAxXIRCIBs9kMm80Gr9dLK9Ms2WRiYgJ6vR6tra0YHh7G+Pg45Rky0yShUAiPx0O+2hMTE5DL5VTE2VWA2+1GKpUilQlbUGE66nA4DLvdDp1ORxJCkUhEw9edO3dCJpORtwiTzzE+nPlksyuBarWKhoYGJBIJcs1jCemM72Vdr1wuh1QqhVarxcjICC3BMKqHpdO43W7I5XKcdtppqFarCAaD5CkeCAQglUrpxMFWw1kKDhsKsgUcNlxl3D3Tm69atQqBQAAtLS1QKBQIBoOwWCyYmJigUAahUIiRkREsXLiQumm25MKUP2effTapdZgL3/DwMMrlMvltMwkn2/z0eDxzX6ynyvYuueQS/PKXv8RHP/pRuq2rqwtutxu33HLLAYeFR4KFCxdi4cKF9PWaNWvg8Xjw05/+dMZizWP28MTzuOmxHsRzZTz8lVPR1aA/4P3n00gJmD4cZF0P42LZgsfeOBgHLZPJ6HKcucsxs3qHw0F64Hw+T1peJr178skn4Xa70dTURKoJtugRj8fJWIhddrOu0WAwEH/b1NQEoVBIaS9MWbBw4UI4HA5KaZHJZESLsOcsFArQ6/UwGAykc2ZyuIULF1I3zoyOWJQXu6xnl/5seaVUKiEYDEKj0UCr1UIul0OtVqOrqwuJRALpdBpms5mKpFKphFarRTKZhFQqJTfATZs2IZ1OUxwWU7OwY8lkMlTIkskkJicnydyJDRR1Oh0NS+12O+RyORobG9HX1weZTAahUEhXGcy3o1arweVy0WYmy2RMp9OQyWT0GU5OTlLowfLly2l+sHLlSphMJvT19WF0dJQ+Z7lcTuZYtVoN+Xwe2WyW1smNRiOsViutuLe0tBAnvWXLFnIGNBqNUKvV8Pv9MBqNZOA1F1vhBxww9vb2oqWlZZ/bW1pa0NfXN+sXPxScdtppePjhh4/Ka/0joV7n8PDmCfx04wAuO70ZV5+7AFLxwYvufBkpMUwdDgKA2+0my858Pk/RWVMxtRtnhY9dtoZCISxduhQej4f+uEUiEXp6esiqlFmUulwuDA8PkzcFk+ixASPz92CdUqlUgsPhgE6no608ZlhvMBjICY4VMmbUv3DhQurMK5UKRkZGyACJbRiy4aHJZMKKFSvw9ttv05UFSxvv6uqC3W5HJpPB0NAQnYwUCgWq1SoUCgUUCgUN8RoaGqbROblcjtQeTHpYq9XQ3NyMRYsWkVaZWaz6fD6k02kEAgEy7Z+cnES1WqVlFKlUimQySV4njBpiQQWRSITUFG1tbchkMsQ/syUjZrpULpepey+VSkQHMRc7ttodDAYphJjxx0ajkTY9a7UaVqxYAYPBgCVLlmDDhg0IBALQarVobW2l9822Exlfznh/loJTqVSouAOg98JCGrxeL0QiERYtWoSmpiY6VmButsIPWKwXL16MO+64A/fddx/59pZKJdxxxx1YvHjxrF/8ULB9+/Y5LQY8gIlYDjc91oN0sYo/X3kalrp0h/zYwzVSOlxMHQ6yKT2L2lKpVDNy1VO7cTbMY0GnuVwOkUiEoqi8Xi9x31MzAgUCAdrb26HX60k2xjYgg8Eg7HY76ZLj8TjJ0nK5HPr7+9Hd3Y1IJELUQzAYhNFoxMTEBNLpNP1hSyQSyubz+Xyk167VapQGUy6X0draSry3x+OhQRhbxmFr2VKplAz3TSYTbe0xDbfFYoHL5SJDIuaJXSgUyBaV0QRqtRpGoxH1eh27du3C8uXL0dzcjGg0Sn7QTIXB1qoZx8+kfAqFAgaDARzHkXomlUpRFFlnZyd27dpFChDmM+JwONDY2IhAIECfH+OALRYLYrEYIpEIbDYbpFIp2ZeyzrxUKkEul1PeIbMYYEZc8Xgcy5Yto2SZtWvXolgsor+/n+SKhUIBlUoFTqcTCoUCDocDAoEAPp+PFnZYoMDw8PA0H25G9UilUgQCAdqSZGERzAFwNjhgsb733nvxsY99DG63G8uXLwcAdHd3QyAQ4Jlnnjnok2ezWQwPD9PXY2Nj2LFjB4xGIxobG3HzzTfD5/PhoYceAgDcddddaG5uxpIlS1Aul/Hwww9jw4YN2LBhw2zeI4//H/U6hwffGcddLw/iy2e24j/ObjtoN7037cHUGIdqpDTTcxwqdcK6bIPBQO5rUx/HnpdRG8zGkw2XmNdwqVRCY2MjQqEQpadYrVbs3r2bzPZbWloQDAaxfPlyBAIB6orZcsfY2Biam5uxcuVKbN26FQsXLiQnvp07d5KihHWA+XyeAgqAPQqNVCpFJxG/3w+XywWlUonR0VHiaFl3unr1arhcLlpNZ2oSVqAdDgcl0UilUpx66qkUOMtxHFatWkWDMQB00mAue2woyGR+rCt1Op0k48tkMhgcHMTIyAjq9TrMZjOMRiPGx8dhNpsxNDREAQLscYzfrVar0Gg05NVhs9nIA/vMM8+EXC4n6kkoFMLv99Pj9Ho90T2sY08mkzAajaQSc7lcVGCZNwuTBiYSCfh8PlQqFVSrVaJGbDYbarUa2traSMkTDAahVCrp90Wr1UKr1SKXy0Gv11PQBAD6XWeadEZT+f1+OBwOmEwmqNVqWiZiswbmJzNbHLBYn3LKKRgbG8PDDz+M/v5+cByHf/mXf8HnPvc5EsMfCNu2bZum5GCDwEsvvRQPPvggAoHANJ+EcrmMG264AT6fDwqFAkuWLMGzzz47jTPncWQYi+Zw02PdyJdr+Mu/rUGnc9/07pmwN+3BdLaHugU403McKnVyIB+Qer2Onp4eSuxml/4AMDg4CIFAgKVLlxJ3LRQKsXTpUkQiEWzbto18j9kQrVQqIR6Po7e3lxZUmDaZJaEYDAYEAgGMjo7SEJDl/TU2NhJPy7pTJo3zer2o1Wo0wBobG4PBYECpVMLY2BgVR+ZRUa1WsWXLFqxatQoDAwOQy+U49dRTIRQKyTjo3HPPpQUV1vExLlwoFJKDXG9vL3WCU6+OmQ6bLZkAoEAAplqZmJiAyWQif5VwOEzFmEkAmU83o55aWlqQSqUoKUYqlVIq+fnnnw+5XE4LPCyMIJ/PI5PJYHJyEsuXLyfDql27dpGChA1yGQ3GjLWYDr5arVIyS6VSgVqtpisr5t/S3d0Ni8VCSz4TExMkr2QmV8x9j1Fb7LNlhlZseLlo0SLodDrE43Hkcjn6jNLpNGnFWYCEy+WacdZyuDjoUoxSqcS//du/HdGTn3322Qfkah588MFpX99000246aabjui1eMyMWp3DA2+P4e5XhvBvZ7Xiq2e3QSI69IHg3rRHuVxGc3PzYR3DfFAnoVCIAlJZdzU8PAyj0Yiuri4axjU0NMBisSAQCMDj8dAfcSAQIJlbKBQiP454PA6LxYJyuYy+vj5amRaLxejv70cqlSJjfACkJ2ZSuGw2C5/Ph3w+j2g0Sl4aCoUCFosFbW1tMJvN0zxGNBoNDRWZBC8ej2PXrl2o1WpQqVSYmJiAzWbD6aefjsnJSfT390Or1ZIu2u/3I51Ow+VyoaurC16vl9bfo9EoqRosFgslmbATDTuJMLMrv99PPicymQxjY2PEdbPBq9/vpwUclgwOAIFAAE6nk/hnVthrtRo2b94Mg8FARv79/f2kzCmVSkSJsG5aLBajsbER/f39lHYeCoXAcRwNLhOJBClOWCoLcxxkcwKxWIyBgQGIxWJYLBZ6D+x3gw0/2UmKqY9YILHVaqWTCjsxM9liOp3GggULIBKJaCVfrVYjEonA4XDAaDRSmv1scdBi/cc//hH/+7//i9HRUbz77rtoamrCL37xC7S2tuITn/jErA+Ax/xhJJLFjY92o1rn8NhXT8dCu+awn+Nw/aMZ9na+Y3/4R/ocM20XMsN4ZqjEkkfYVqBarYbNZqPwAb/fT4kkjA9lA6xyuUwLF4wjTyaTSKVSCAQCpFgAQIskKpUKTU1N5OXBthzVajUVCkbhFAoFNDc307ahzWYjWVxzczPZrkqlUgwODkKhUECtVtOgimUqMuMktjYejUbJzIiZBw0NDUEmk0GlUiEej2NgYABCoRC1Wg2RSAQcx6GtrY3Satjyj81mo7TuWq1GqhiO40iHzXTebBAXjUbJXCmbzdLQllmsstVrthzENh7z+TxkMhmSyeS0k8bw8DDEYjFtcjJrU6bKiMViFGvGhr4rVqzAggULqEtmZk7MM4QFGyQSCezatYt8UBiNwdQw6XQa4XAY3d3dJG9ktrbMMMtiscBut6O7u5u8sp1OJ4UJFwoF7N69GyaTidbiHQ7HYe0F7A8HLNb33HMPbr31Vlx77bW44447aAnGYDDgrrvu4ov1cYpancPv3xzF/7w2jP84uw3/dlYrxIfRTU/F4fpHM+ztfMdyAg/VQCkUClGSONto29t/Wq/XIxwOY2Jigi55S6USubEJhcJp4QNsMUQikUCn09HzmM1m2vBjbmqTk5NIpVIQiUSkl02n0/B6vSThKhaLCAaDyGazsNvtsNvtZDTEtuA8Hg85y7GhILt8LhQKWLFiBYRCIfL5PCYmJojjBEDdKxs6ssBXttHIPKgLhQJ91qwANzQ00GsIBAJapGEnTJvNRgM51tl6PB6EQiEqdplMZtpGYa1Wg91uRy6XQzgcRjgcJj8MmUxGkj1m78o4aK1WS7RPOByGXC6nTl8sFlMcl8lkQm9vLylJ2AmDXcUwioNlITK6o6OjA4lEgga67e3tEAgE9LmwDU+v14tAIIDW1lbScIfDYTJ4YpJC5tOdz+dhsVjgcDhgtVrJvIr9vjU3N0Oj0SAQCKBWq5HePpvNIpfLobW1FSMjI1i9evX8e4P86le/wu9+9ztcfPHF+NGPfkS3r169GjfccMOsX5zH3GMolMENj/VAAODx/zgdC2yH301PxaH4R8+EvZ3v9Hr9IdMnbGgYiURQrVaJmmBbZjabjU4iUw2LCoUCqTdYZiELH2CRU4VCAfV6HYsXL0Zvby/y+Ty5wCUSCZRKJQwODiKXy9GSCMstZKvp4XAYuVyOlAgymYy21qLRKB0T40FZMWeFt7+/H1arFalUCh988AGpUVhiN0veZgWLLZuwEwQzv2c8NQsmYKvbIpGIVDFM4iaRSGA2m2nA6Xa7YbFYUCwWEY1GYbVaEYvFiGZgxY4Z9DP3OcYvs24cAKXOsC5UJpMhEAhQ5FgwGIRcLsfq1asRCAQo8QUA6ZplMhkVTI7j0NDQQAswzHe7VCqR62Bvby+0Wi15gAMg/+hisQiNRoOOjg709vbSZ8DsZ/P5PC3R2Gw2nHTSSfD7/ZQCxDzFa7UalEolRCIRarUahQe4XC66Mksmk5DJZCRzjEajdDXKfLBZkzHn6+ZTMTY2hpUrV+5zu0wmo6ggHscHqrU6/veNUdz7+giuPqcdXzmrFSLhsYtnO1L6BABRJwKBAGKxmPhlppwIhULo6uqCw+HAxMQEDfRYtt6SJUtQKpXIC5p5RzAOlNmWsmEX828Wi8Xkv1Eul8kLg/GUqVQK1WqVOl+mu2bHyIZc+XyeqBh2EmCOb6VSiTTE7HNifDEr0kyV0NTURIWSFXqfz4dYLEbStEAgQAZEbOinUCjI+6K5uRmLFy/G9u3bIRKJ0NbWRooVgUBAm5Uul2uajSkbetbrdVq46ejooJMW64jZ+2RJPAMDA2hubqYTBruSYBuWS5YsQTwep+Eb25TU6XT0+QWDQcqeZBuVTI6Zy+WQSCQAgI49Ho+TOiUYDKJWq5Flqdlspp8Jx3F0NRSLxeD3+7Fy5UqMjY1hYmKCnrtcLtNWJBvaNjQ0wGAwIBKJEA2TyWQwPj6OFStW0GszT3Fmq7to0SKMjIxAKBTO2n3vgMW6paUFO3bs2CeM4Pnnn0dnZ+cRvyiPucVAMIMbH+uGWCjAE187A+3WY59Kf6T0CQBaK2ZDIrZkYbfbKWWcdSvMc4MNl1ghzeVyUKvVsNvt5DvNlkpkMhmGhoaoe2d2pnq9HpOTk2RW39bWBq/XS10mUyXIZDL4/X56DebEJxQKKYeP6ZsDgQBUKhWtNvv9fnKFEwgECAaDlErCClhTUxMZ7wcCAeraE4kEDcXYYIxJ+VgUF+OOAZC3SSwWw+rVq8moKB6Pk9+KWCxGqVTCzp07qaCx98G6ZfYaarUaWq0WbrebklV6enqIHmGFqFKpkI80s1m12WywWq1YsmQJBgYGYLFYUK1W4fV6YbfbKZEnm83SNigLoGULR4wWcjqdlFgejUZhNBrhcDjIczwQCFC6+fLly8FxHHXpOp1ums+Kx+MhX2zm980ey07cbFGKcf6BQIB2AFjnrNPpMD4+Dr1eT3w8AFqOmvo7e6Q4YLG+8cYbcdVVV9Eb2bJlCx555BHceeed+P3vf3/EL8pjblCp1XHvphH89s1RfP28Bbj8jJZj2k1PxZHSJ8AeU5833ngDkUgEmUyGFisWL148TTsNAEajkdKrWQfPikupVML27dtpqQQAKR9CoRCGhoaIx87n89SxMbe71tZW0u9mMhkqqIx7j8fjtN2Yy+Vgs9loiadSqcDlcpGTHhvgMeUKS/FOp9MwmUyo1+vo6OhAW1sb5TnqdDpa8GCxYWzQxWR7EokEVquVrmCYfpipEACgra2NTmLpdJrMn1hALksrN5vNpIRhnteMS9ZqtViyZAkWLVoErVaLt99+m7YiLRYLxsfHSRKXy+XoqiUajcJgMKC5uRkWiwU2mw1jY2MYHByETCaDUqmkwSLHcRQ+HAwG6QSlVCppBZ7REuwEypQaExMTkEgk9Hk7nU4sXrwY8Xgc4+PjtFzDho1sCalarVLqDXNYZLQasy9gdE5/fz8MBgPEYjGdvNvb2/H2228jm82iVquRqodJDpnx2NTf2SPFAYv15Zdfjmq1iptuugn5fB6f+9zn4HK5cPfdd+P//b//N6sX5jE77A6kccOj3VBKRXj66jPRYj647v1o4GALMAf6/tTBIltkEAgE0Ov1FEK6YsUKKpYApnl7MEldKpXCyMgIANAgixWGqQkniUSCsgkzmQxkMhnJ6BgdwJKu9Xo9JW6z4mmxWOhYRkdH6Q++VCrRosfUtXnmV8HoFIZSqQS3203LGGxYxiiAxsZG7NixA7VaDV6vF0ajET6fDxqNhtQU+Xx+Wjgwcw5kigZm7OTxeKDT6RCLxUg6yGxe7XY76c1Z96rRaEj9IRaLkcvlsGPHDvocEokEDQXZIgizCmXJ6Ww5qLm5GYODg1i1ahVGR0fJVEupVBINwlQvANDY2IhEIkGzCMYlW61WBINBGgCvXLkS4+PjCAaDRL+l02ns3LkTOp0Oer2eNkYrlQq8Xi9isRgMBgPROqlUCrlcjvhyjUZDHL1AIMAHH3wAlUqFlpYWrFy5kn5+brcbW7dupUEm69QXLlxIV3EqlWra7+yR4qDSvSuvvBJXXnklSXSsVuusXpDH/nEom37lah2/2TSM+98aw3Xnd+DSNc0QHifdNLB/i1P2nur1Om3p7a3wmCqxS6VS8Pl8lKxiMBgQjUZpcMloFZalx/yD2XRfIBBMM45n23fMUIepQpjfBFOSsEUIltc4MTFB+YSsKA4MDECj0dCgjy13VCoVGs4xaSFTd8TjcVq0YXQHk7KNjIxAIBDQkg7rmDmOQzQaJVqFDeZYCjmTLLITEuOJWWfL+FqHw0HBBmxAWCgUEI/HycyqqamJfD7MZjM6OzvJlMlkMkEqldIqtc/noyEwe89smMy2FsViMcnfGO3ApH6s4NrtdsRiMYTDYXqcXq/H+Pg4kskkzGYzOjo6yGqV2bIyGqejowNWq5VSaNjnajab6fcxEokgkUjA4/Ggs7MTDocDLS0t6O3tJSqjXq/TKjvrutlmJVOIAKAFGwBkIx0KhRAIBIj60Wq1ZCjFFq9aW1sP29Z3JhywWJ977rl4/PHHodfrp30A6XQaF198MV599dVZvTiP6TjYpt9OXwo3PtYDrVyMv19zJppMR6+bPtSV8b0XYFg+n1gshsfjgd/vR1NTE0wmE21/AXs4biaxUygUiEQiiMViNKhRKpVoaGig12THMjk5SZ7TrBNlUVZsAQYAxGIx6vU6MpkM+TUzA6dMJkNfs223BQsWoLm5mbq1dDoNhUIBu91OdqC5XI5ohPb2dgSDQeRyOdTrdXL7Y8MlRlGwwsYUCmzpRqPRwO/30wYjk+ctWrQIXq+Xor5WrlxJSzz5fB4tLS1kyKTVauFwOJBKpRCLxWCxWODxeEizHY1GKQVdqVTSZ8W6fkbHMEN/VizZgkihUIDH48Hg4CDi8ThtInIcB4fDAZVKBbPZDK/XS8G0THaYSCTw1FNPkWmTUCikosvMkZjCgm1GMs8UvV5PHtJsIMkM/uVyOWUoAnuUKcxOVSwWkz1tNptFX18fhoeHsXz5cnzkIx8hzxPmAMhkeazbTiQSGB4ehkqloi68VqthcnISq1evJpke+yyZ+oMNKXU6Hdrb22e09T0SHLBYb9q0acYI9WKxiDfffHPWL85jOva36Veu1vE/rw7hwXfGccP6hfjCqU1z3k0frBgf6sr4VBUI8xeu1WqUuJ3L5chcSa1W0x9zIBAgo3qZTIZMJoPm5mZUq1VkMhlUq1V0dHSA4zj4fL5phj5vvfUW6Y3VajV5MkxOTpKxEYuGUigUVLCTySQymQw501mtVtIeK5VKUggwjXWxWKRV5IULFxI1UiwWSRPMjpkVZbb8IhKJUC6XKSGddb+MH2Xez+VyGV6vl3ICu7q6IBaLibNl5vzMJzuZTMLhcJCemqWjiEQikqexeC6NRgO73U7Flx3/6OgoxXnpdDr6jJj+mcnxdu3aBQBk+F8oFMi/enh4GE1NTWhvb0c+n6elIpYJyXIMDQYDent7MTo6ilKphOXLl9PJTKlUYtGiRYhGoxgaGiIddr1eRywWo2Euk8ixeC/WATMNOZM3suWnYrFIipx0Oo3BwUHU63W0trbCYDBgYmICExMTJEFMJBKQyWT08xOJRPD5fOQhwk42zLOE0VGJRIIa22QySV7fc7FqDuynWE+N9urr6yMOCdgjtXnhhRdmbaTNY1/MJHfr8SZx46M9MKqkePY/z4LbqJyX1z5YMWYnEnZJP7UjnlrULRYLdu7cSX/MBoOBuldmdp/L5TAxMQGXy0VxTT6fDyaTiagOluwtlUophou9NvuMTCYTBAIBRkdHid/mOA7xeBxyuZzkaOzyP51OQ6vVQq/XY9u2bfD5fLSowro6l8uF1atXIxgMYmRkBJFIhORrLCUkFAqRCx/TLScSCSxYsIAivpgsTqlUEifOfFVYAjrTUSsUClow0el0dDyNjY0YGxsj8ymdToeRkREsWrSI0rxZN65QKMiYiXkzs0Hn4OAgWlpa6CTE1DVMDslistjP3WazkZlaoVAgPfbg4CBpvZ1OJ1KpFJ0k2Mmov78f7e3tEIlEcDqdKJVKZIgkFospcJjx5iMjIxCLxbRBODY2hlKpBJPJhMWLF9MJvKenh3TuFosFmUwGmUwGTqcT69atw/vvv0/bmWazGY2NjZBIJEilUhRQ4PV6oVAoyO3QZDKhs7OTrnCGhoYwOTlJlJRQKITRaMT27dvpRJ9KpTA4OEgeMJFIhKSJCxYsIIuBTCaDtra2/dr6HglmLNYs2ksgEODcc8/d5/sKhQK/+tWv5uQAePwfpsrdOKEIv3nLiyd6o/iPM1z49/OWQDyP6S0H8+9gJ5JoNAqv1wuxWIyJiQkEAgEYjUayD925cydyuRy53019zlgsBp1Oh6GhIQpErlQq8Pv95JTHqAqNZs8yD3PIA/bEbplMJhp0DQwMkANcMpnE8PAwzVXYogQbFrG8PIFAQDFLHMdBp9OhXC4TZRIKhfDqq69SYWNr0kxhYjAYqPt2OByoVCoIhULYvn07JBIJ2ZyyghwIBNDQ0IBisYiRkRFIJBK0t7eTQsPn8yEQCNDJjRU3k8kEpVKJ3bt3k1Rw6dKlWLx4MRoaGpDL5YhL5ziOhnussLMtTpVKRb4hCoUCAoGAOFZGndTrdaxevRoTExMIh8NQqVTTgnaZeyZb8GGKCqPRSBw4S3thSpPly5dTkrhAIKD4q/HxcepO7XY7otEoJiYmpl0BsZ8nM49jPtHMjzsUCsHlcsHhcMDpdJLZFPu9MRqNsFgsOO+88/Diiy9iYGCAzJhUKhVEIhF0Oh2FGTAdtVwuR3NzM3m7lEoltLS0YHh4mK7cmF0Aey2/30/huoxCYstN8XgcTU1Nc7JqDuynWI+NjYHjOLS2tmLLli3T0sWlUimFT/KYW7ACsMOTxHWPvA+jUoQ/fG4xzAoBIpHwvPp6H2yJhZ1IPB4PJBIJ+TWwLjifz6Onp4cKGxv4CIVCWldmkUljY2NoampCLpdDMBikdV5GwSiVSlgsFvIAXrVqFWw2GyYmJpBMJsmXOhaLEb0RDAape69Wq+RuxxZrGhoaKN+QrYTr9XqS3VmtVlIRZDIZkvSJxWIUi0UaxDFNLlsjZ9aqbA1apVIhHA7D7XYTHcKsSy0WC3XWzDciHo8jFovRpiRLXTEYDNi9ezcNLCUSCXK5HC688EJa1165ciUkEgkGBweJmgH2DMKi0SiZUzFtOBuksudi3h0cx6G3txdNTU3ED3u9XlqnZg56Wq0WoVCIXPqYHpw5ClYqFdK7x2Ix1Ot1rFq1Cna7HaFQiIZ37ATAeGCmBKnVarRFyNJtmE8I8wFhWunOzk6EQiGMjY1RV8+0+dlsFmazGTt37kShUEBTUxMcDgcGBgbICoBtxHq9XgwNDZGPilwuR0tLCyXJT05O0vITW64Kh8N0gnA4HGR3KxQK0dzcTIkzOp1uWu2cLWYs1mwJhmkzeRwdFCs1/OLlQfxliwdXnmzGJ5fbSL0w1yb/e+NgSyzsROJ0Okk3zP5A2B9pX18f5HI59Ho9qR9aWlpo2Ma4xtbWVpJOMTc3lmwSDAZRLpepM2aFx2g0IpVKUdfHkl90Oh38fj+SySQZ6icSCUoPZzxwNBrF+Pg4rFYrpcAwTSzjVIeGhki9wDboOjs7IRAIaKkBAFmZjoyMkD2mzWZDqVQiD2a2DTh161GpVJIBfyaTIa44kUiQVpypS+RyOXVzLC8R2GMNunDhQlrTbmtrw9DQEOmW2ftj/hbVapV4XJVKhVQqRZx0Pp8nD5NoNIpFixbhlFNOodDZYrEIkUiEwcFBSKVShEIhWvlnsrSlS5fijTfeQDgchlarpU1PZizFaBOlUgm73Y6FCxfizTffxO7du5HP57F48WKIRCIEAgGIxWLUajXSubM1dMZpi8Vieo/sd49RcvF4HGq1mk6CbKXf6/WSqoZFpjU1NVHQQCqVouLLDLgY7eVwOGjjk53gmbyRyUnZhmlbWxvlWEql0mm2vXOVpnTAAeOdd94Jm82GK664Ytrt999/PyKRCL75zW/O+gA+7DhUFcX7Ewnc9Fg3GgxKPP/1syAoJI94XftIcKhLLFOVF2yrjW3OsQ04tsWnUChoGr5y5UqMjo7CaDQiGo1Sd2Y2m2n4ZDQaEQqFEIvF6I9OLBZDp9PRgoTZbCYJG/NoYE5tzOiH+WowhUYoFCKlRrVahdFopBODUqmEw+EgI6hMJgOr1UrPwbphNuEvFot0v1QqRQnhjPJgA0tW8NjnwLpNlsnHhqasM2V6abFYTFmOjKJhWYpsyMgogJdffhk+n49Ww5nWuL29nZ7n/2PvT4PkTM/rQPTknpX7vlZWVmVtqEIBBaDRLTa7yVaTlGjyWlfbXMkx9oQ9MVKEzB8zFEdDizGyNSPfCV9bGodGd4ZjOUYyr8wYhyxLskOWrKaCSzd7YzcaS+37kvueWVmZlXvm/VE+D7MKhQLQAJpNod8IRhNAVS5f5ve8z3ueszgcDkk3YWguA4QJCdA5kDzmSqUCk8mE4eFhxONxGb7euXNHzI2cTicqlQoSiQR8Pp+ctiuVijBUKFwhpGSxWLC3tyeccjoGkg5XLpeF20waHbnPhK8o515ZWRF7AeZO0v+FoqGVlRXZkBiea7PZRJhDYRE3NLKJGLTQbDaxsLAgUn6v1ytKWNq0khY6OjoKp9MpSlCLxYLh4WFRiD6OdW6x/t3f/V383//3/33X31+8eBF/62/9rY+K9X0WDfJJkbLZbHftso12F//rN9bxR+/F8T9+fgb/xTPHuFzPonvfcu0nuWhIQ/P4ZDKJaDR6IgGl0WjA5/Ph2rVr0Ol0J5JaBvMNCR2weBBmOTo6QqPRENtTqhRpf0qjfoPBgHg8jnA4LAWr1WphfHxcOLAcHLI40eeaPiE0tedNnMvlRA3ncrnEOY5DKHKUl5aWRLF3/fp1JJNJJJNJ4RSTPscYLzI2COMAEO0C4QHysumCNyhVZgpLJpMRKGlnZwfr6+tCgaMEmw6HoVAIOp1OMFh24nThSyaTMiR1u93iwd3r9eDz+bC7uyt84WQyKWG3xO/JuyanfGJiAvV6HU6nE263G9lsFrdu3YLNZsOVK1dks/N4PEINXFtbk80dgDQAFy5ckKFrLBaD0WhEr9eD2WyWYGPCJcViEQaDQWwHmPbC0wyHfDylEGNnduTBwQEqlQrsdjtcLhc8Ho/MToaGhoTWyWCCubk5ZLNZ6aDHx8fhdrtPUE/Jf6d51uNY5xZr4omnF83cP1rnLxrk3yud+929Ir787xYw5jLiL/+7T8Jn/b5B+Vmd7qOoA0+vB/3Zs37O7/cjlUpBpVLB4/EgmUxiaWkJOp0OY2Njwnvlf9lZEsM7PDwU2p5CocCNGzfEB5khpy6XC4uLi3j33Xdx69YtNJtNhMNhBAIB6HQ65HI5XLhwATqdDhMTEwAg8m+73Q673S45efl8XlKwybumZajf78fGxgb29/extLQEg8EAu90u3GCyJqrVqsAIFE2YTCahrVWrVbjdbmg0Gty6dUtM93kEHxoagsPhQDgcltgpMlRI5wMgHs4MeqW3ht1ul2SaP/uzP4NWq8XOzg62t7cFqzWZTOj3+7BYLNLVMuRWpVIhnU6LOX44HMbIyAgASJABXy+HfWS58D2Tw63VakXmThvbRqOBnZ0dmM1mScbhQJmFktAAOdu5XA7AcQNAqiJnJ5lMBvPz8/B6vXjzzTcRjUahVCoxMjIi30XgWIRTqVTEubDT6Yg83Gw2Y2xsTAa17MQZQkEPcT63QqGAw+GQgTSFUnq9Hs899xzi8TiCwSBmZmYQiUQkSo5KUL6fwc16bm7uRMTXo6xzi3UoFMIbb7xxV8L5G2+8gUAg8EhP/GFd7zcv8KzFjmMwzNXn8+Go1cFvvrKOf38rgX/4N2fx01eDDxRVfz963eC/NxoNLCwsnPCQvhdv+l4/e97JYJA9Mjw8jGQyKbxch8OBra0txGIxeDwe7O3tyeCGysKZmRnpnmmtSdiDajcOFEkPSyaTcLlcGB8fl4Hi2NgYtFqtKA3pU0yONHA8g+HPM7tvZGRE8gPz+by4yLGgM5m7VquJp3UqlYJWq0UwGBRjoMPDQ1SrVfGCyGQywqggVU+v1yMQCMBgMIhNZ6/XEyycnSp9KIxGI5xOpxRuBg6Qt14sFtHv9+VEwhxJs9ksMAEtWZncPWjgPz09Lc54xWJR2Az1eh2ZTAahUEiGd5SO7+/vy4ZBU3+dTodIJCKsCuB4E9zd3RXDqKmpKbkW6XQaP/MzP4N3330XOzs7iMVicLvdWFlZkRMMPUTY3JCad+fOHSiVSrEwbTQaGBkZQSKREEn39PQ0otEo9vf3EQgEcP36dSgUCkSjUaTTadTrddk8mJFJSM3hcCAQCIgilicFqlr5/eHJiQEVHo9H3AdZrH0+n1gVDA8PC2PoUXHrc4v1L/zCL+CLX/wi2u22UPi++c1v4stf/jL++//+v3+kJ/6wrvebF3jWoo/zYDr3Xk2Nf/Cvv4sprwmvfPGT8FgePO7nfvS6wX8f/DKdx5s+72cHTwZMQbFareIEB0CM20dGRoT1wC7a5/MJF5fOZ9FoVIQt5OFSBTg41Seu6/P55PkJi7BgmkwmXLp0SUyZmFj+2muvoVarweFwwGQySRdNdeLw8LCwDpgowoy9QeodZeP5fF5oe7S/5BDN4/HIkKtSqQhkQfk55dulUkmwbErKWZDINTebzSLGICWSxffg4EAw5EQiIb4dfO08pbBzjkQi+Pa3vy3PVavVJMqKG6Tb7ZajP1PB4/E4dnZ2RBpvsVjEHoAslXA4DIvFIuZWU1NTUKlUyOVyUKlUmJ2dFbuAg4MDjIyMoNPpiH3r2NgYJiYm0Ol0sLu7C4PBIFFYTBUnB51wFoePvJ4cDnOIR/YPFZljY2MYGhoSOmMoFJJsV14vprgQmstkMnC73bh27RosFgs0Go3UA4/HI8EPNP4yGAwn7h+n04nt7W0Ui0UAx17d9EZhgMKjrHOL9Ze//GUUi0V84QtfECWjXq/HP/gH/wBf+cpXHvnJP4zrceYFDqZzWxxu/P9ulfEfF2/j139iFv/P+cCZ3fR5nf396HWD/z74ZTqPN33ez/JkQGyZpjaEP1577TW8+uqr8Hq9mJqagt1uR6lUEtnyYHp0s9nE+vo6dnd3MTMzA6VSiVgsBovFgrGxMVQqFQnApTiGR1OlUimCmuHhYWE0bG5uolwuIxaLoVAoiBVqLpeTTpwd5IULF2SAV6lU4HA4cOnSJSwuLkqRGB8fFxZLMBhEMBjE7u6ueCmzsFKFWa/XBSph8K5Op4PJZBLJNlWDDJElzDA4PCOtDoB04uT0koZWKBRQLBYFzimXy2K/OjQ0hAsXLshgkMPTQqEgTIpYLCY+H71eD9vb2+KXsbOzI1RFduQ0nKKYh8ZF3FD4WPwe0QGPBZ6DTK1Wi06nI8Vue3sbiUQCarUazzzzDLLZrMAPY2NjyOfzwgEnFJVIJKDRaBAIBISh8vLLL2NlZUXEKtwc9Xq9hARwkMhhs1KpxMHBAcxmMy5evChDXYZ2kxbIE16j0cD8/Lw4HyqVShHysBnp9XqIRqNCRyQERVdFjUYjJ8NHXecWa4VCgX/6T/8p/uE//IdYXV3F0NAQJicnnzgz4Qe5HsU0//Qi7vzmdh7/4I8XMOu34C+/+Al4zPfups/r7O9HrzutHqRyavB9cDM4OjrCzs6OdA/8WdpzsnumPSm/yOwkl5aWkM/nYbPZkMvlsL6+Do/HI0M7ejGThsZBEDMFd3d3YbPZYLfbsbOzA6vVCrvdDqfTCZVKJVl7lFSbzWZcu3ZNPBnoO727uyuycvqIcEg16KpG2TM7KDIGxsfHsbu7KwVncnISzz//PEwmk6jZOMgaGhpCsVhEu92GUqmE1WqVYWun0zkRJMDCRYYKoR521OzyyUV3Op0SKUYGAzd6lUolnSKLk8fjQSKRQK1WE4UgX5dKpZIZAgVEzHuMx+OoVquysUSjUenS3W63cMapIkwmk/B4PMJ8YHfNbtbpdGJ+fl68u2/fvo14PI5ms4mJiQl84hOfEJGL0WjEe++9h2KxCIVCgdnZWczNzYmd6+3bt2EymRAIBIStwY2UykrCr/QhJyxCvnq5XIbH4xHFInMwi8UiRkZGxDPFaDRieHhYTMLa7TbsdruYgCUSCSn6AKRpsFgs8Hq94u7IITKdC3u9Hux2u6hYSWulCOxR1n1d94BjHOrZZ5995Cf7YViPYpp/elWbHfx//tMq/tNiGv/zT17E/+OS/7477Hmd/f3odblcDna7HR6PB/V6HTs7O2LiMzc3B+D7m0GlUoHRaJSQU/o5KBQK8TQOBAJYWFhAu90Wn+WNjQ00Gg2kUilUKhWJjmIxr1ariMVi8Hq9CIVCcDqd2NnZEQoaPTeKxSJGR0dl0ESeNUUMtKqkgZhSqYTb7ca3vvUt+YzcbjcWFhZgNBqh0Whgs9lEJMHN6uLFi1J8SO+ixHvQ/J/sgUKhgMPDQyQSCTQaDezt7QkdkBsVNyhGWzFoV61Wo1AoyIZPOITeyYyq4rGYmyJT2KmCI9ZOjJZOe4SiqC5kUorT6US1WpWNjoM0JoDT18JqtUpUV7/fl+6fga8cSE5MTKDb7QrnnQNKvV4vGD/DBhqNBq5fvw4AwlxpNBrw+/24fv06/H4//H4/stksEokE6vU6xsbG0GodBxR/+tOfxt7eHkqlEgKBAMbHx6FSqeB0OnHnzh0UCgVMTExIMaTNwJ07d9BsNkVExBRybjAGgwFTU1MIBALCta5UKvB4PBgeHhZ4h/alHGDTX5yQEgMNkskkYrGYmJAVCgXUajVotVrMzs5iY2NDAiUuXbokFh3ErHlPP8q6q1j/zM/8DL72ta/BYrHgZ37mZ8795T/5kz955BfwYVuPYpo/uF7fPO6mr4RseOWXPwmX6cE69PM6+/sNPwcLPSfkY2NjMqkeHAyymGSzWbhcLsH1GGmkVqule9FoNKLEol8vudL02yAbodPpQK1Wi38xAKE27e3tnVCmEQ9nd8LHoRc1u9Zmsyl2pAAQj8extLQkRYmBqBx80V60Wq2iUCgIFJJIJOBwOIT2RZUfYYV4PC5OaiaTCdlsVrjRLPTtdhuFQkGGVcQ2eeMSpqAgh/xujUYjaj4W/16vJ8WbFqcHBwdCN/N6vTLwZDrMd77zHcG/mfxtNpsFh52bmxN2B4eARqNRvHzIE2c4AAUxR0dH0uXv7u7i6OgIExMT4ibH7xytYvm49Xodf/mXfynfz5GREYyPjwM4FjTt7u6KZwdPGKlUCoFAANFoFH6/H3NzcyK9z2az2NjYwN7entAeiTsHAgExsGLHajabxf+bpyduyHw/ZL1wgyIf++DgQGxSTSYTCoUCgsGgFHEyQfj8vV4PqVQK8XgcvV4Pw8PD6Ha7WFlZgcvlgtFoxM2bN/HKK69gZGQEFy5ckBPME0k3t1qt0v2RTvTRunvdq3BWGm38k79YxV+tZPAbPzmHv3HxuAvcyz8Yu+S8zv5+w88HwaH5M0qlEnfu3BG3sLm5uRObAz2EyeFlB0hJLhkZxJZDoRCq1ao4ntFCk+IOHsHNZjPm5uYkjcRisUCtVktWIelnExMT2NzcPDGUpDfF9va2UKaIv0YiEeleVSqVxEotLy+jUCgIfXJnZ0dSWPr9Pur1OozGY6tZ4uu5XA71eh37+/uwWq0ifNnd3YXVaoXX65UNh6+fDm+9Xg9HR0cCl/h8PlFFbm5uIhAICF2PPiZms1k+H6/XK6IbQi8U7pRKJXi9XsG5q9UqRkZGMDk5KYGw5CZzcKbRaHDx4kWxfx0aGpJBKaEZwhtarfZEknm9XhdTfp1Oh1AohHq9Lpg0TwzxeFzwYI1GA7vdjm63e+K6kqnCkwNPci6XC7du3UKj0UA4HD7hfz0zMyP8fW44nJ0NDw9jb28P9Xod+XxeICWKVxj+wM6W3t39fh+tVgvvvfeePKZSqZQAY9q10pyJjBlSMUlJpV+Nx+PBG2+8gXg8jmKxKCIwbiJXrlx5HOUGwBnF+l/9q3915v//aJ1cZxXO9YoKX/mTRVwfdeAbv/wSHMbjY+7DsEvO6+zvN/wcLPRGo1E228EizJ+hdDoSiaBYLCKTyWB4eFg2h1u3bp2Yli8uLsLhcGBubg6Li4sol8vQ6/X4kR/5EcFS+T6z2SxKpZJgm+yAdDodZmZmUC6XBWc2m83Ccmg0GuI1srOzg0QiIXTAfD4v7nns/mn6Q3zVbDZjeXlZKIGMwVpbWxNaXLlcFktUjUYjnSvZIfSqJhd4MA6K3Sa7NxrUE9skhMKTCoMXTCYTDAaD+EVcuHABh4eHSCaT6HQ6UsQGiwYd8yhX9ng8UnCZSjI0NCS0xVwuJ8M8lUolBbbT6WB2dlY475VKBZcvX5af7XQ6CIVC2N/fF8irVCqJTzNPFbxe7OR5cqFYhx00E+WZ8ELa4+HhIcLhsLzParWKcDiMO3fuiNCJCs3Z2VlJc6eacGRkRE4H9ElfXV2VPESz2SxCFbVaLaIamnTRDrZSqUgU29TUlPDlHQ4HvF4vhoeH5X5iZiWNyRQKhZwumCG5srICm80m6fCpVApTU1MCGT3O9UCY9Ufr7jVYOBs9Bf7pKzt4J17H//un5vA35nxn/tzDsEvO6tzvN/wcLPRn/f7gz9hsNhnWhEIhHB0dndgkiBWTCdDpdBAOh+X4Xi6XRYpNxgMl1Iw5crvdwpSYn5+HXq8XoQoVhKSyZTIZ6PXHg1d2ld1uVzws1Go1TCaTvH8KIKrVKiYnJ2Gz2WCxWLC2tiaFVK/XS9gqsxEBiCSZQyPm6THqixvBlStX5IRBKIOZgHRuY4dO9ztuBjabDX6/X1SJ7FbL5bLkNTL0tl6vw+VyQaFQCGuDMAZhkjfeeEM+Cw7AmNFoNpul01tfX4fBYMD09DRCoZBkI5LlwMRzrVaLjY0NaDQa5HI57OzsIJvNYnR0VHjWLpdL7ATIwrBYLJidnYXD4cDi4iLi8Ti2trZOyLzpwcENhfFplUoFFy9eRDAYxHvvvSdiJw5ek8kk9Ho9fD4f3G43lpeX5RRBOT+/x/SUoY/MoBEYmUDkgTOlneKj0dFReL1emSnwMwgGg3A6nRgaGkKz2RR/a9rTkvNPKKtYLCIej4sbIEMInE6nQCuPc91VrK9evfrANJObN28+1hfzYVkPIoxh4Xw3cYR/+s0onglZ8Fe//EnYjdozf+5h2SVnde4PM/y8H/ZO0xu9Xn/mF2vQA4TkfhrZA8cdOT2VTSYTqtUqbt68KeqvZvM4MZuCDgCCxVLpxyElBSVDQ0NQKpXIZrOoVCqSEs3HcDgccLlcyGQy2NnZEY40VYQcoPF36vW6MCx4fGbaB7HhcDgsHhHEQemLwdSTdrsNi8Ui3F+mik9MTMDlcmFjY0Mm/hTbEMNmBqJerxdWDAApahzuer1esRdlPBS9ndltM2qM3TN/p1QqQavVioMeh4XJZBJjY2MIh8Pw+XxYW1uTAkrpOzfevb09NJtNJBIJjIyMwGg0Ck5OSITYMvFtFm/yjuv1Oqanp2Xgmk6nxac8FAoJX5z0xeXlZRn0Wq1W7O7u4sd+7MdktjI/Py/2BfTg5n1Bh0NCLiz63Jyr1apQ64rFotDqGLtF5ePt27dlULy3t4disYiPfexjQvHjKSOXy4moy2q1CkWVlNHh4WFcvXoVqVRK7icO9R/XuqtY/9RP/ZT8/0ajga9+9auYnZ3F888/DwB4++23sby8jC984QuP9YV8mNaDCGP0Fgf+8b+7ie/tV/APPj2C/+L56bsKeq/Xk8IPHBfABx00nNWRswDzMenJ8SAqS/5OvV4XJghZGBaL5a4vFt8v/Q4AiKH+8PAw7Ha7dH4srIVCQQaQhGCYotJsNmWwAwDb29sCXxAXZEdNShhN3O12u9AG2TldvnxZHO+i0ahkFBKrZ8GixLnZbEKlUonxPTsm2ntevHjxRC4jzfHVarXAOaVSCWq1WkQbTqdTrjs7KqfTiWg0Ku5uLpdLRB+pVEqYHtws8vk8dnZ28NZbb8HtdgtEQ+UkU3NobGU0GkVhx59dW1tDvV4XqImKSVIEi8WiWBu7XC6EQiG88847CIVCSKfT2N/fR6VSkZCBYrGIF198EYeHh7h9+zZUKhXm5+eFX18oFOT7YLfbBXvmYC+dTiMUCglljx4d+XxeKMDE1rkRcFMiy4f+J9VqFRMTE8hkMlAqlcLlJ0efqkGVSoXJyUk4nU7JnKRQh9fGbrdDq9VidHQUmUxG/EicTicAiBshhUg07yIEQhOnwbnPhQsXsLa2hmg0ikgkgmeeeQZGo/GRlM/3WncV61//9V+X//8Lv/AL+G//2/8W//gf/+O7foaeAH8d1/2gi79ayeB//NNFfGLSjW/9ynVYDZozHyeTyYhijhzYB/0Az+vI34/KkkGnLNDDw8OYmpoSalg8Hj9R+Pk/r9cLjUYj6rBwOCyWkRSGcBAzNzeHvb09eX1MLeFN0ul0xCcim83KwJFFiWo8qgiZvXjhwgU0m00p7v1+X8yZOCCyWq1YXFyUTY2MDY/HA5vNJtab9Msmjm40GsX7gwGvW1tbSKfTcLvd0qXzs+RNf3h4KJDJ+Pg49vb25NjMozShB3pZ8+g9MjKChYUF2bCYEs5hbDAYhNvtFsoYQwa4AR4eHqLZbMLr9cLpdAqWOzQ0hEAgAIvFIu8rm82KgtPpdCKVSok/Nr9bFM9QMUiFZqvVEt58Pp+HUnkcUtvr9cQwyufziUEWWS2EpKgEpepwb28PRqNReP7T09M4PDzE/v4+hoeH8eyzz6LdbuO1116TKLFqtYq9vT1EIhGxa2i1WrLBk9PMLjyfz0un6/f7sbu7K6cEUiAHFxsOsn+AY8YTTzxUSNKql57m+XwebrcbarUaU1NTKBQKmJqagkajeWTl873WuZj1H/3RH+HGjRt3/f3f+Tt/B9evX8fv//7vP9YX82FZ9yqUpVoL//OfLePtnSL+6c9exssXvp/0fhZ08ihqyPMgj3s97nnwDVVYPCbTpIuBtqcLP93OmPbCAVsoFMLS0pKo3a5du4Zvfetb2NrakiEOB0zEFNnV0gBo0BsDOB7MORwOTE9Py6bCDrJYLGJ7exsmk0kw4EAggGq1KsGx9KygST4Hfc1mE263W0zii8UiOp2OFH0yDUjxY0grbS2z2azg2RTHtNttLC0tiScJE2DIMigUCsKqYGcYCoXEy6PZbMrryWQy2Nvbg8lkktepVCrFb+TZZ5/FhQsX8PbbbwvNjN1tpVLBzs4OvF4vPB4Put0uhoeHBRs3mUyoVCqCy5KL/KlPfUqKcqFQkA2GPiaEChhgq9FoMDU1JekomUxGNrz5+XkxbLLZbGLitbe3h1qthomJCTidTvnukKnBqDUOGff29hCPx1EqlTA2Niae1UdHR7Db7chms8hms7KZM8x2kCZKa11ymlmctVotms2mpLGTk0/xVCQSwXvvvSd+2pFIRO4zo9EovjgM1RiMiKOHCRWYGo1G7sl6vX6C8vg4Ou1zi/XQ0BBef/11TE5Onvj7119/XYZBfx3XWYXyL5fS+If/YQkvT7vxyi9/Etahk930Wd0uOZyD3iAP6r51HuZ8r83kfh03OyoO+NrtNgCc+JKx8DPAltxYdrIk/tPrYG1tTWhb6+vrgmcyOJT4JP0hKpUKMpmMmA2RK03cFDgebqrVamg0GoyOjkrhu3PnDoaHhzE6Ooq1tTXkcjkxwV9ZWUEwGJQIK2KWVCIWi0UEAgGBGNbX1yWjkTimSqU6YXzPAttoNOSEAEDCYLk5MJsSgAgryuUy+v2+0NlI/xoZGRGoR6vVyuap1+sFVqEjHml6ly5dQqFQECYIKWd8X4Rz8vm8BPASBqAJE1k5iURCQoyTySSazSY+/vGPo1AooFKpSBI9XQEDgYBw40dGRsQ/moM28vkPDg5w69Yt8cVgcHC5XMalS5eEs3/79m0ZVrbbbSwuLsomzvgwJgfRO0ShUMDj8WBubk6YJaRT8n3F43H4/X65J5aXl3Hx4sUTwi7OXd59912EQiERQRmNRum+yeVut9u4fPmy1IFUKiXJ6tQE0PtHp9OJmRafn0Kix+ExxHVusf7iF7+Iv//3/z7ee+89fOxjHwNwjFn//u//Pv7RP/pHj/TEH+Y1WCiLtRb+uz+8g/f2ivit/9c8Xpo6O6bnrG6Xx112FVar9aE/tLO65dObCb103333XWg0Gvh8Pni9XlEa0p2NqrF2u33CIIc49uCGEovFxOqREuMf+7Efw7vvvisG7fRm3tzcxO7uLg4ODsS0iBP5ubk54WVbLBYZDEajUZTLZRnmJRIJNJtNueEGoSP6U/DoTW8GFiafz4c7d+6g1WoJL1yn08FqtSKXy8FisaDZbEKj0YhM/fDwEJVKRQqtwWBAp9ORBBFuZjQfIv9XqVTCbDbDYrEgFovJQFOr1cq/Uc1I2Ic5hYMy/uHh4ROGSBziKpVK2Gw2KBQKRCIROBwOlMtlbG5uCozFjEW1Wo2trS1otVrhbhPSIvOFTBOqUr/zne+IxS0xePKuuTkMhvZSjchr0ul0BJvX6XTCvNnZ2UEmk5Fitbe3h6GhIfh8Psm75ECUKSxjY2NYWVkRfL3RaAAA7Ha7JNKMjY3B4XAIVk6hENNeKA7qdDoSJUZlJZsQYtJKpVIaFlrHms1meL1eYZfwvZ4mAvh8PvE5VygUCIVCsNlsIvw6fZ/yGg7Wg0dd5xbrX/3VX0UkEsH/9r/9bxJCMDMzg6997Wv4uZ/7uUd+8g/7+ovFFP7Rf1jCj8368MovfxJm/dnYNHB2t8sbj7Qq4GQ814P4U9/LonRw0Hjz5k2x+Wy320in0+JOR+w5lUqJB4jP55ObjQwPFj5uKMViUaw1WewBYH9/H+l0Wsz+KTKhpSiHWTyOp1IpmZ4XCgXs7++j1+thbGwMCwsLwooYHx+HVqvFxMQEstmsxDAN+oCzWBPHNRgMGB8fR6fTEdMfyp1breOsPMZjEb+lU53D4UCz2cT09DTS6TS0Wq0Ie7LZrEAfhEpUKpV4aHBTID+6Xq8Ls4YGRtlsVhgFAETdOcj1rtfruHTpkiTMUPpOZsne3h5GR0eFzqZUKvHWW2+JexzxcYPBINJ4epFQUEPFIrnfa2trSKfTMvjk91WtVmNychLpdFqwYsJa5FozPT4ajYpAib4u5L+z46VnNE2tyKF3u92yIfC/3IyJm3c6HYyPj4vPCbMoaSnAIffgiZWnBnbsdNVjce33+0gmk2L2RFaLx+OBw+GQU+ag4nDwpGq321EoFMRkiydIbg6nT8LUVzzOpKf78qx/7ud+7qkozIMrX23i1//DMm7Hyvjtn7+KFydd5/78eayP9zMo5GPFYrETKqzB8IJer4ebN29icXFRChu72v39fQSDQUxPT8PhcGBtbU1Mb+r1OlZXV/HSSy/J89dqNUxPT6NQKIgLGrvg7e1tVCoV+P1+LC0tSfoKuaRUtJHvms/nEQwGBTrodrvw+Xz4xje+IQ55ZIBQHRgKhUR0QTqfzWaTjonQBAsMOyT6TZONQBk2u8JSqSSfAb2Laeqk0+mkwLDzZhiw2+2Gz+cTKtzIyIjQBy0WC0qlEsrlMoLBINbW1kR6bTabUS6XJVmczA8AIl1OpVLQ6/W4du0aVldXEY/H5ehNuTZtWel10ev1sLy8jFarhdHRUUQiETSbTTlF0Pmv3+/Lc/IkQhdABtr6/X50Oh3kcjkYDAYRb4RCIczMzODw8BCpVAozMzNysqFwhApIZl8SJqLlAJkgSqVSPEmIvZMeyXSVfD6PQCCAmZkZJBIJbGxsoNVq4eLFizAYDMhms0gmk9jd3YXJZML8/LxIxOfm5k744AAQHxzizDqdDqVSCRaLBcFgEJlMRvBsNg/0CCHk5/V65d5ld17+zyG5xLcJYd3vpPw4PYa47lusy+Uy/t2/+3fY2dnBr/zKr8DhcODmzZvyxv46rX6/jz9fTOHX/8MyPnfpuJs26dT37YDPYn0Ax7srIQar1Qq9Xn/XoJBxVq1WS46i/DOHe9lsVo7TdMfLZDJYXFyUn9nd3UUikZAip9frUSgUsLS0JEZLwHGHR9c8KsZisRjW19eh1+uF9nZ0dCTufTqdDpubmyLvbbfbYrDvdrslb45mTvSyoAjhu9/9rnCICc2QQkdvBZVKJTAAi2U8Hpfu5+joCLFYDIFAAEdHR+J3XSqVsLm5Ka5xFHkwsPXw8BC1Wk1oecTPS6USdDod4vG4bGKUdtNm8+DgABcuXMDq6qpER127dg0ajQbvvPMOcrmcDNt8Ph9CoRCi0ah0asSg2XGS3zs0NISNjQ1UKhUoFArp/Bi15XK5RNATjUYlCZwD0mAwiCtXruDZZ5/F//V//V9QKpVCJSS+TEk4PbobjYbAHAzXtVgsshmEQiHs7u5ieHhYbGKbzSY+9rGPiSkRg29tNptsaqFQCLFYDKOjo2KWpFKpMDo6ipGREcHyB61g5+fnZVAHAM899xzGxsawtbWFXC4Hm82GaDQKl8slbKFkMomf+ImfEKin1+vJCYynC3b7tIklC4nQhsfjEezc4XAgGAzizp07MsDudrsinWcqTr1el26as5p7nZSf9Dq3WC8sLOAzn/kMrFYr9vb28Au/8AtwOBz40z/9U+zv7+MP/uAPzn3w1157Db/5m78p09Y//dM/PcHjPmu9+uqr+NKXvoTl5WUEAgF8+ctfxi/90i899Bs7b51VfAu1Nn7t3y9iIVbC//gpP56POGHQHBfd+w3uTuPV9Xr9LvhCr9fftQPrdDrBhjnJpovc7u6uGMawoDDNYm9vT3iqjL0nM6LdbiMQCMBkMsHpdKLVauHw8BDRaFQ6Wd7A/X4fu7u7oizs9/twuVwIh8PiJ8xpf6FQgMViEcUfh0Q0WKKKLBwOCz2QcVcrKysil2bqhsViQTabFXwPOI7lOjg4EGiH1pXEkrmJMP6LnbTf7z/BOAiFQnC73djf35dCCUAGWdlsFlarFX6/X3yHTSaTeGkzMzEej2NtbU2CWgm1MJ6Lnx0lzr1eD5FIBPF4XKTOFILYbDahENKuNBgMYnV1VYo+ISQOV/n9HEyN50bx3e9+V2h3pVJJvK4vXrwosBAtYicmJuD1erGysiLwDXnc5AWr1WrE43G4XC5MTU1hbGxM/E0CgYDE+BEOo4Xo9PQ0fD6fFFXOH3gCYmqKw+E4MaS2Wq0YGRlBtVrFN7/5TVSrVdRqNWkAWRxpLapQKCTtPJVKyYyCfizkvieTSRHzsDs+HZYxOERWKpUYHh5Go9HA5uamiL68Xq+Ie1qtloilqEAdvK/PWo8zxITr3GL9pS99CX/v7/09/LN/9s8EewOAz33uc/gv/8v/8r4PXqvVMD8/j//6v/6v8bM/+7P3/fnd3V18/vOfxy/+4i/i61//Ot544w184QtfgNvtfqDff9A1eCGbzSb+4NVV/M7rSXxqworf/7lxWA36ExeYXGL+zmmDq9NQBxND7pW9yOX1esU4nwOmWq2G1dVVYTS8+uqrUKvVuHbtGorFIv78z/9cNjxOw2kINDMzAwDC9gAg3sc7OztYXl6Gz+fDpUuXJItweXkZtVpNfBWIUfJEQCVjLpdDuVyGVqsVgUatVoPJZMLk5KRYTG5tbQlEQXiEWDOAEzAL+bLE2rPZrHRO7XZbVHFMOB9MP6e4hq+j2+1Kp8jrkslkxM+aVqWUUIfDYaFjkTmhUqmkyG5sbKBarWJtbU3UciaTCTdv3pTosMPDQ0kPX1paQr1ex6c+9SmsrKwIDk6c2mQyCWuGdEEOJJmeTQ/uwSxBsooSiQRu374txZaJ5+y2jUajsI8ikQgUCgV+/ud/HiaTCV6vF6lUShwA1Wq1RHmxaHMg53A4oFAosLa2Jp4onJXQ06RarWJzcxMul0vyNBlgwFDbcrmMyclJjI2NiTCGJk90fGy320gmk+L/cXBwgFQqhXA4DIPBIDa68XhcJOxerxc3btyQAnp4eIhsNiunMQp1+B1ibBc56+SD0/ej2WyKdwyNoAqFAjKZjMwqeF9zk6GKNZVKYX5+/kyG16PQdu+1zi3W7777Ln73d3/3rr8PBoNyNDpvfe5zn8PnPve5B34x/+Jf/AuMjIzgt3/7twEcDzNv3LiB3/qt33qsxZoXMl9r4599K46dwhG++refgU95eOYFpm/z4HFocJ3Gp4jnDTrgEb4ATnb25LYOikDIwMjlctK5kc8Zj8dx584d+Hw+SVhptVq4dOmSsEJ4rGPHoFKpEA6HYTQaUS6XsbCwIMfira0tYSqwU1EoFHIMvHHjhhQI0v4UCgUuXLggQztCHhzG8b2HQiEJGWUuXqfTgd/vh9lshtlslmGZWq0WzJjdJR38mD5NWTULFYNK6YimUqnEE+P1118XzwleUxZEGjWRq02ZOYdddN7j569SqVAqlbCxsQGHw4GRkRExUKrX6yIcWltbE38Lg8GAYDCIbDaL8fFxeb5EIiEyaJfLhUQiIQEDWq1WrtcgF7rZbCIajUpRODw8PAHrUGxDMyer1QqdTocbN25gbGxMPDg4JGUeIweyk5OTMuOgR0i325V0l1AoJN9HALKpk+POoGL6xjidTthsNjgcDqjVaszPz8umDeAEZz8Wi8kJyuPxoFqtyvA3k8kglUphZGQEzz777InOlFxpi8WCra0trKysoFAo4OLFi8J8ItRDJWO/3xd1LUM3KpWKfP/pFMi8y5GRkbvuaxIH/H4/+v2+NAWDr41MqQfpwB9mnVus9Xo9KpXKXX+/vr4u/saPc7311lv48R//8RN/99nPfha/93u/J5Pdx7F0Oh3+fCmL/+8bKfzYpA2/8blZjA7bsbAQO/MCDxZf3tSD67SB0u3bt7G/v49qtQqz2SycWa7Bzp70Mg4tBpNFnE6n+GSoVCrB5zjYMZlMePHFF0+8lnA4jI9//OPy53feeUdeIzG9fr+PeDyOlZUV6f5yuRy63S5GR0dFBNDv98XTIh6PS5oLoQRO8TkEImsBgHg806WOHdjHP/5xSewgj5siCebqMWyUmxpPNQaDAWazWRz1ePPT5nTwpqRDXjqdli6XR3Ni9ezcOShVq9Uiu6cTITcFqgB1Oh3y+byoMDmj4GZLLFyhUMhJge59ADAxMSEsmkwmIwZFZKrYbDZh0MRisRN0QQ4UK5WKdIxMnIlEIsLioemVwWCQE8z+/r6IVajII3RAWKTb7QrPmeb8i4uLCIVCkgRDj2gyZ5jbaTabUSgUhFIXDodht9uF2jbIjiA1sdVqSeHkMLLT6Yha8sqVK5IPSQe+TCYjJyUmxLjdbkxNTYl3SCgUOvG8vI6Uj5NbzxMeZ01ut1vYK4NFmYvvgT4zhNVOM7wYT8fPXaFQIBwOP2yZumudW6x/8id/Er/xG7+Bf/tv/y0ASFLwr/7qrz7WTpcrnU7fNTVlWgOlnoPrlVdewSuvvCJiigddXq8X/eUC/vFnQ3h21CGdMYsyaUq8wEzs5nHovNQHdmr8sAlHDPp4DB6RdDodJiYmoNVqBW6gZWUul5ObkEkgw8PDWF9fl8EJHfEASAIJTen5ZVtcXBS62cHBgTw/E5/ZsdVqNWEiRCIRGI1GbG1tSawWWRPdblfk28lkEsViEVarFePj4wgGg4JdLi4uwmg0SvoIu7sbN27gwoULEgSgUChEdjzo9dztdk+k0ahUKrF+paqS1DladhLDNJlMaDabMJvNAsGw6DUaDYFPWAioPkyn0wKlDMru6edss9mwuLiIVCqFTqeDbrcrGyCTW4rFIsxmMzqdDmZmZmTA3G63MTMzI+EKNK7a3t6GUqmUBBZ+LzqdDkZGRnB0dCTeGTabDYlEQjZR5lWSqklLTw4IzWaziGn0er2ktNNxkGZEY2Nj0hD0ej0xtuKJjiEEgUAAo6OjcDgcYm2qVqtxdHSERqOBaDQq12mQ+cR7rNFonBAivfTSS3j11Veh0+lw9epVtNttyZbk5jM9PX3i92kgptFoMDMzI77pnBEMNpKEGhklxsBgKlaNRiOuX78u71uj0Zxgcw2egjUaDdRqtZysqWA8zfDibIafBymQj7rOLda/9Vu/hc9//vMSE/XSSy8hnU7j+eefx//yv/wvj/zkZ63TEEO/3z/z74Hjrvuzn/0svvSlLz3UcyiVSvziZ04aF52m2PAYNvghsTPo9XrY29s7kxnCXZYkfnoWDyaHE+PmlBuAZMkBkKRrdp0vvPCCRAVxULK2tibmP1euXIHD4Tjh2BYKhTA3N4eVlRVEo1FhrORyOeFYGwwG2aQ4eOTQajAYgPxXikg4LNzc3JTjJqGFkZERzMzMIBqNIh6PA4CcFMg7ptybsnMORu12O0wmkwQHbGxsCByg1+uhVB4nwVBMo1arkUwmBYtut4+DYd1uNwwGA5aXl5FKpcSvgje/y+USbBqAmN3TeL7X64lnMX2dHQ4H/H6/0AXr9bqcBDiIJWulUCgIhOP1evHss8/K9aLrHDeZwVMBu2xeA4vFgtXVVTz33HMCXfT7fQQCAUQiEem279y5gwsXLgjmnslkMD4+LrAZh9G02aUdq8VikTmATqeDRqPB9evXsb29LUVHqVTi9ddfF5OpVCqFYDAojJlcLicNzPXr11Eul+VUehZdbRBK4QY5OTkJrVaLTCYj0BJwzFwi/ZAUwnfffVfELFSkkj9N72xuzrzXqWwl88rj8YidL10MGUN3FtOLp2BuTJzjJJPJu8zZCLsRCTgNgT7KOrdYWywWvP766/jWt76Fmzdvotfr4dq1a/jMZz7zWJ789PL5fHdh4dlsVhgPj3sN7prlclkwqcHBBD8kunUlEgnx2eBRfZDCqNFopEMDvh8ltLKyIoMYHrsYJ9Xr9bC2tgaPx4OLFy+i3+8jFovB7/fD7XbLJJ32oDdu3BBaHfFC4rxutxtXr15FLBYTeh89pOk/nUwmYbPZpCuj1y+/7IMxVcQiaZjDoZxGo0GlUpH0DYVCgUajIfzwpaUlKcb1eh3Ly8uYm5sTodDKyoqo9ygQ4RDHZrMJvkpONQsiALHCLJfLsFgsEk5L9zZ6PHMDYydOBofdbpeYKRYyYqwMMxjkF3s8HuGQ8/k5nKPP99jYGPb395HNZqFSqeBwOETQMTk5KY9x584deL1eTE9Po1arYXFxUVgi9Jwg1MCBZDKZxPj4OD7zmc9AqTwOKGDqukKhkMxEo9EIp9Mpqr/9/X2BZAYtU1utFjqdjnToZFEQ7qE3is1mE+m6Wq0WTHkQHqCdKaOzgGNhyelT8CAdFTgu2jxlsnlhM0QIh0EOZITs7OzIkI988JGRETQaDXECJHd68P6OxWKy6ep0Oomy47DcaDTi8uXLZ7pmDvrjcCbEkIKzzNkoQR8U7DwOjjVwTrFmgsXt27fxqU99Cp/61KceyxOet55//nn82Z/92Ym/+8Y3voHr168/Nrx6cJ3Gjkmx4mDiLLkoCzUhkUQicRffnN0KDWYWFhbQ6/UkJ47H0+3tbTgcDsGTqR6LxWKCj29vb+PWrVuYm5uD1+vF8vIyms2mGCTRepRYYL/fx/7+PsbHx7G0tCTCj0qlgs3NTYyNjcFsNkOhUKBQKEg3DRzbdrLb6PV60oXzKE2LSjJWiPUCQKlUgsfjwerqquCCzWZT+NRknPB1HxwcIBKJQKlUSoHTaDTw+/3imMeCyVTyUCgElUolHS5xTA7waGm6srKCTqeDiYkJ8TNmN6XT6TA8PIwf/dEfxa1bt/DGG28IFqxWq0XUYrVaRW6v0+mEsUEjKGLJvO6kojUaDTEZoopuf39fOuFAICCMCwCYmpqCw+HAe++9JwknTG8fGxvD7OysJLtQKv2jP/qjsoHpdDqMjIzgtddek1MLRTyXLl2Sz7NWq0mxo+c2mTWzs7PY29tDpVJBKBTC2NgYstksPB6PNBPA90+f+Xz+xMnytAcOWRSUmdP3g8wX0hcJIRDioLBLrVZLZJnVakU+n5dUHErRqUTV6/UIh8NiU8DvFgVdnLtFIhHRAfB0wCJLu9Oz6gMXIT/Wg9N1gcvtdmNpaUmYUmxQHse6Z7FWq9UIh8PSzbyfRWMWrt3dXdy+fVsm6l/5yleQSCSEr/1Lv/RL+N//9/8dX/rSl/CLv/iLeOutt/B7v/d7+Df/5t+879dw3jqNHdtsNpkAs4sKBALC7+TijXYWNEPDG51OJxFTDO/kEZ2SV2KnFDTQN0OtVkOtVsvNxYFQqVQSJVw6nUa73RYvCuJihDqeffZZoSLRm5cFhrxapnSXSiW5qRKJBFqtFmw2m0iGZ2ZmhLK0sbGBO3fuoN1uw2az4fDwEAcHB3JkpXS6XC6LkxtVdBzWMYqJMARvRjrlWSwWmEwm4VEzsZvXjcdMfgbFYlHCcMk5p2EUCz5ZKA6HA7dv3xaqnd1uh9PplAHU3t6eXDcaIVE+HQgE5M8czJFGR7c9JuyQxTMxMQHgeGZhMBigVquxv7+PsbExyZt0Op0ncgvJ+Z6dnRXFIOG3ZDKJaDQKp9OJK1euyFBtfn5eGAoMNVhaWsKtW7cwNDSE4eFhTExMYG9vT+YNk5OTqNfrwh0nJMVTF4e9vD50l3M4HOI4uLCwALPZjBs3bgjTgtAMTxO0yqWqkp8bqXjs1Fm0GbZA5hFzIVutFoaHh8VrxWKxSNfKEzJta1dXV5FMJiX0gC6QVK/yXjhPCt5sNhEIBERIw+s6aNh0+ncHlZXt9veDqh/HOhcG+bVf+zV85Stfwde//nU4HI6HfvAbN27g5Zdflj8TW/67f/fv4mtf+xpSqRSi0aj8+9jYGP7iL/4Cv/zLv4z/4//4PxAIBPA7v/M7T2SYCeBM7JhwSCAQQCKRwMLCAlwul4R1lkol7O7uyheH7mKZTEYczSheYWYe8+Q4oGViM0Ni6WExPDwsFLlSqYRMJiPxWRx8ejwehEIhKJVKRKNR+Hw+TExMCC5O7E6j0WB6ehrf+973xEydhdtisSCdTuPq1asnKEXs+imfJ17MTmhnZ0cwbGLHGo1GukpS7PgaarUaWq3jeK/JyUmx2aRrG9kJhIQ41Gu1WpJBSHUe5cydTgfLy8uw2WwnbDBnZmZOWFq2220JUmVSu8VikYEoO38OGPkZsFC+/fbbsmnSuIqxXKSaUTlHzJ+49+HhITQajXDIWWiYrBKLxXDnzh2MjY0J5snrVS6XxS+ZQheHw4FCoYByuSzDVzInmHRD9Sc3QLfbfcL/ZWpqChMTE1Cr1SgWi/IdoI82i7zZbJaAAg6dL1++LLxvAELB/N73vodisSjH/k6ng1gsJoITyuB5qiDrZHx8/EzL0NPsi729PfnseNJkmLDVasVLL70kj8Hf40yHc45UKoVLly6d4GpTrn4/KTjrA134uLmcJyN/EvxqrnOL9e/8zu9ga2sLgUBAeLqD636xXj/6oz8qGNVZ62tf+9pdf/fSSy898biw06kpzWZTLDtv3boladsUYxCfevXVV8Wvgq5dfr8fCwsLwragMRIAyeGjF0K9Xsfo6KgcB10ulwy78vm8RF5ptVoh5tNUJ51Oi7wbgPCJLRYLfD4fCoUChoeHRfa+tLQk7nrsnFhQycfl0IWFXKvVCl2QJ4JGoyHxWZTkejwegWwYWut2uwXzZEfEE0M4HIbH48Hm5qYIhmgfSsMkDghJp+NAkQIfwnIWi0VOJeRV5/N5TE9Py3VXKBTSifOIvr29jVarJZg1KVWD/ig2m02UnY1G40QRpinS0dGRzC/UarUwIoaGhrC6uop6vY6pqSlx2Ds4OBBIhb4dw8PD6PV6QqvTaDSYnZ3FG2+8gUQiAZfLhatXr2J/f1+O/wwpoJc1B2kMHiZXmqyQpaUlJBIJjI+Pizq2Vqvh2rVruHnzJsrlMlwuFxwOhwRJMIV+eHhYTmqD0mrCLq1WC+vr6xKKzCGm2+1GrVaTpByyfMxmM0KhkMCAD9ppEhLkqlQqcLlcuHTpkgzC6aVDH/Tl5WUxrWJ0V7PZxOjoKC5fvgzg+104Tyv3Slw6qzCf3lBO1xXyqyn6IZPoiftZ/+RP/uQD5zH+MC3eoHq9XrA1rVaLxcVF8ZRotVpIp9MyOKHxuNlsxtHRkRxJ3333XZmOA5DuValU4plnnkGn08Hq6qqYsH/qU5+CWq1GOp3GnTt3cO3aNQQCAcG62PV5PB7J+qOXMYdo7Lp4JGcH02g0EA6Hsb29jddeew0Wi0VkzhxUkQZmNpsluNXpdMppgMWZ/s/pdBrxeFzilpg8QnjMarWKh3MgEJBry2QSg8EAANjY2BBsnd4Og8fJVColLnpUShoMBqTTabnh2QG6XC4R0jQaDUlHmZ2dFXUlrUIpx242mxKPxcQXAEJfo4qP0BTZOfw9pl5TMMEuz+v1Ip/Pw2g0im8J4SjirwCEaggcd4FM1PF6vYjH49jY2IDX68WLL76IWCyG73znO7BarZiYmIDNZpNBcC6Xw9bWljQSvMaFQgH9fh/hcBherxff+973RLbOz21+fh4ajQbPPfecfCcpk19aWoLdbpeiytd62oSMBYxmW2SucAh38+ZNCbbweDwwm83i/0xjJQbfnlW82EgR+49GoxJCAEC+d4NdK0+1wPGJIpfLyQBxenoaIyMjcLvdMmwEICdnABLawDT6weL8MBDGIP2X9+7ly5c/GLn5//Q//U+P9OAf1sWjCodPi4uLwjHml5sFkW5o3W4XVqtVMNdEIgGNRoPNzU30ej2Mjo6esJsk5j00NISZmRk57i8sLEClUsmRjLaOwHEn4XA40O/3sbm5KUMkdiwc9NVqNRlC0jgoEokgGo3itddek06RFEN2g0ajUYotWS/1eh3j4+My1CIHV6VSoVwuCwRCdzaj0XgC/yN2SSMeRnzRmpLxWfv7+8Ls0Ol00oWT6sTXQ3YD1XUMLeVrJXTh9/sFQ/Z4PLhz5w4CgQAMBgNmZ2dRLpcRj8el0AHfz0kke6bf7wufnJJ8YuwWiwXxeFxOOnQQdLlcwhCgtzJ51Cy+5F4z35HeFY1GQ5LEWdjz+bwIgvh9arVakv6yvr4OjUYjAQH0RydTx2KxIBAIoNfrIZ1OizZgUPW6tbWFTCaDQCAgw2MKS1qt1gl/cFp/8nHO6iy9Xq+kfVerVZn3lEolOfnxNPDJT35SrhM3j/OKFzf7crmMRqNxQkpPfD0cDp/Ai3nqoJc7sfNBuIWCFsI9FE9x0XbgrNQk4MHsjAeZIx6P5wRP/4nJzY+OjvA//A//A/79v//3aLfb+MxnPoPf+Z3fkeHJD/viUY7pHezGCIfs7e3BYDDA4/FgY2MDCwsLCIfDiEQi+Mu//Eusra1J8aNghcpDKgI9Hg8UCgUWFhbQbDYxNzeHw8NDSY9m4dra2kKv14Pdbsfc3JwwGgAI75ZYLM2MOOyhb3Oz2RTTIgAinCB9kCR9DhdtNptwiUmtK5VKSKfTQuGzWCySbk7earvdlmJks9mE50yJODtOUu8qlQrS6bRwduldzU2RmC5PHUNDQxgbG4Narcby8rKIfSgQIaODQycq9HhS6Ha7WF1dlagshrESmmGqCoUPjUZDOnmz2YzR0VGMjY2JnHtQyk1hSKFQEG9phUKBqakpcU+cnp6GyWSSrnVoaEhucrVaDbPZjHA4jNu3b0v+pM/nE18SfvZkVJjNZmi1WsG22SEzDJiDXGLILISpVAoulwtvvPEG9vb2YDabMTMzg1gshmw2K0NYvu9UKiU+IDqdTqTxZDMQhqL/OBNv6LIXDodx7do1/Nt/+28F183lckgmkyiXy5ibm7uLAnev4kUfHkJAvG6Up7fb7ROe0/x+0E+l3++LRP4sszUWYg4MuTiwvhfT437GTKeZI2xo+Ocn5mf967/+6/ja176Gv/23/zb0ej3+zb/5N/j7f//v44/+6I8e+Qk/DItHORaxwUj7arWKfD4Pk8kk9Du9Xo9oNIq1tTWMjY1J4gWP6+xSGLrKocjBwYHkBXa7Xej1ejl+05OAX7z19XW0Wi2h1k1MTGB7extms1l29FqthuHhYYljIovj6OgIMzMzODg4kOO7zWZDPB6XE0OtVkM6nZa8vdnZWaTTaezu7goDgxAF8Wya9lPQwsEXv9A0mmd3TezWZDIhnU6LEo6MFuD7DJpgMAin04nNzU1JI7FYLILTOxwOGI1GMfIng2FQQba+vo5mswmfzyefEZk8VqtVrvXQ0JB0zeRb0/zK4XDIEI6GR8BxASBbghAUudhUK5L+GAgE4Pf75eQxMTGBfD4vyeJU4ZZKJcHjObylLwVd/iijpxKVGDKP7Bzoud1uSd3m5ufz+aRD7Pf7mJqaksT4dDotmwo54AyLcLlcKBaL6PV6eOedd3DlyhXpspeWlnDlyhWhgRoMBqRSKZGW93o9SfmhwIQnIuY5bmxsiEFVq9USlsZZi4pV8qzpmkjVYjAYFB44TzI8/SYSCWFsnB78sUFzu91CJiDllvfgeUyP+w0OTzNH6Kp4emN5lHVmsf6TP/kT/N7v/R7+1t/6WwCOA3JfeOEFoaD9sK/BIQFZHbFYTIZb5MtubGzg8PAQkUhEpucOhwPXrl3Dd7/7XeGftlotvPHGG3JE5uR8eHhYONy9Xk+CVUlNWltbQygUEkyv2WwimUzi4OAA4+PjACBHaPK7SWki84DPRRvT0dFRgQyI71IUwI2JUI7f74fL5UIul0OhUBDVJPnGbrcb6XRaYISpqSkoFAqBRHiDUsyUyWTEhIeRVuxistms4I5KpVKUbzqdTjpmAAiFQlhdXcXBwYGYHA2qK8lmiMVimJmZES/varWK3d1dmfLzlEFer8vlktMArV4/9rGPiS9JNBqFyWQSfrderxeohJswObwMow0EApienpbPJRAICFXt8PDwhNMfE8Np9MR/4wasVqvx7LPPwuPxIJPJiHqTDB/g++ZF8Xgco6OjmJiYODEEpMgkn8+Ll4pKpUK/35cTJNkxZEtwQEpxE6mhAORzBiCiEgCSrWi1WrG8vCw5kw6HA8ViUdzyZmdnEQqFsLOzg4sXL0ohIwxDquqg1zsx30GIgRsMAOH+n+5wg8Hguf76nAmdPjEMrrOgDq7zQkQG/32QOfKBpJvHYjF84hOfkD8/99xzcuS91474w7bI6FhYWJDkZx7fAeC73/2uDPbsdrukIdNNjl9MHue73a7QlhhRH4/HcfXqVeHCsjMj7YtDmP39fQDHwpLJyUmxeGSihcvlElEBfTxYxFms+XjskGhaRGtTDiA5zGSH2Ov15HhdLpdl0KZWq4UVolarodfrxd+YqkzKijkA4rSesWGkOALHQiGKWAhlsPD1ej1MTk5iZ2cHt2/fFvoVTZCodHQ4HIJ9ktXicrnEH4VwDR/baDTiypUrckqgCRfDXiniYE4hfVJYMIjzkiVCpsjh4aFg5uVyWWTgZIvQB5kbB2OqmLrTarVkKHp4eIhAICACkFwuh6tXr+Lq1asyECPzptvtCibscrng8XgQDAYlKb3RaGBrawvNZlOKLMMN2u02QqEQDg8PEYvFhDnU7/eRzWYxOjoKlUolg1MAskkCELdC8qWtVitWV1fFCbHdPs5QpBc2syvJqmFEHCECfl5sKigkO+3Dk8lkZLgLHKsYB83C7ocFD6oYgeMg3263eyb/+TymB09dtFAIBoMnrFHv9++PY51ZrEn/OfGD/xm3+uuySG0a9H1mvt7bb7+NXC6HkZERBINBbG9vi19uqVSSgqzT6USG7PP5xJu3Xq9jenoanU4HNpsNgUAAk5OT4oHBbs1ut8tQjsffmzdvQqfT4cKFCwiFQtBqtcJCiUajQqEzm81iAdrr9VAqlXD58mV4vV5hmrBbUiqVgncz5JYmRByEkGN7/fp1bG1tCa+Xgz/6f3Aaz46ZvPCZmRlMTk4im81CqVQinU5LcW82m7BarXIz8LqzWBeLRaE/EhfkJmW1WsXmkywdflaNRgPr6+uyUcXjcQkKoCS+Wq0iEonIcZpmPTMzMxIYazAY4PV6sbCwINxqSrIPDw+h1+uFU86hJgUxWq0Wq6urgmWXSiUYjUZR1BHCodgkEokgl8tJxzs+Pi7iG8JLjHLrdrsIBAJQqVT41re+JTJ2p9OJ9fV1ZLNZkcvTryIej58YcOr1ekxMTGBkZESO5DS6qtfrGBsbk+R2k8mEiYkJ3L59W7IVr1+/DgCYm5vD0tKS0Abr9boInwiZcDA7OjoqCkeDwYDr16+L1Sttdnli83q90rGeZUt6GprgUHpQzn1WUTxdpIkKUOY+GCb9INQ6Dgpph8uNhMX9fv/+ONaZxbrf7+Pv/b2/d6LVbzQa+KVf+qUTXOs/+ZM/eWwv5INe1WpVbhiKMXicbrVaInwgZku5OM13JicnRfHm8XiEmkSfZnbiHo8HpVJJEqeZ5WcwGPDxj38c3/72t5HJZKSbJAXsrbfewvXr1/Hxj38cf/EXfyEG9rROtdvtSKfTGB4eFkYCscNcLifDqaOjI+lsAAi/lvFNlMX6fD7JXaQtK02N+P6SySSGhoZErEGWjFarRT6fF5tLOsjRipTYus1mQ6vVkjw/0uuYrkOvFJvNBovFgl6vJxBKJBKBwWDA6uqqJI4QyyQVjowA4Pjmcbvd4undaDQwMjKC2dlZDA8Pw2w2486dO/JeWPToI0K8mx4oQ0NDmJiYEHychYnfEUrO2W1evnwZRqPxRIKNSqXC5OSksBUo9mEGIAe8hLqq1aoIOBgEy+EnMWnamKrVaol548C8XC7jZ3/2Z7GxsSFOd+Pj49Dr9SI1p+KWBWZ7exujo6PC2SaXWa1W48qVK6I+pddNOp0WhsWP/MiPSHGlPcJp0QrpcVwcuA86VQ4yMFKplFwf4PtWDvQmv1cO4qAXCfneVqtVZO6D3j8PSq07zSLjCYTv80kKYoB7FOu/+3f/7l1/93f+zt95rE/8g14mk0kSWnhUpw0kqVr80vO42Wq1BKulpwf5r71eD5cuXTrh/HXt2jUxjqF5vkKhEBUi1W6kwNEIiJNtflFNJhNmZ2dFyFMoFIRrPDo6Klzfb3zjG9DpdGKRSQ4xJ+lWq1WSWOx2O6anp+X99vt9JBIJ6Wro80ulIal2dKjjf1momK5NIUm5XBYmBgNtGd7LozWP9jQxUqlU8Hq9EuFE9Wcmk0E4HJaEGKabeDwe2O128aog5dBqtcLj8UiyCQsr4aiZmRkolUrMzs5idXVV7DbHx8eFN1wulyU1u1qt4ujoCEdHR8hmsxgbG8Po6CjGx8dFCEXsm46EZOdMTU1heHgY165dQ6PRwNDQkHgvs5Do9XrcuXNHgnjtdjsuXrwInU4nGZpOpxOlUklyGplQwwaCOD0fl1JqtVqNT3/60yeEIMCx/F2tVkOlUgmj6YUXXjhBbfN6vajX62JeBkCG6cFgUPQElMyTukf89qwCODiIczgcYtxFFgkXfaFrtZoYZhFybDQa8Hg8JxwyB38vk8lge3tbbBUGefW858mGAh68sJ5mkfGkx/d5P1z7UdeZxfpf/at/9Vif5MO45ubmpMjSD5d+DiTyMwh1aGgICoVCzNc7nQ62t7eRTqcxNDSEa9euIZvNYmFhARaLBXa7HdevX8f8/LwEcsZiMYyNjUkqzI0bN9But7G7uyvmOJxmc8pPZdi7776LbrcrwzXehPT28Pl80n3wFABAumMAotaamJhANptFPB5HOp2GXq9Hs9mE3W6XoywA2QDq9boMSoeGhvD2229LUSQcQJWl1WqFy+USMyd+sYnRUznZbh/n+kWjUYFSSL0jRs4YL7fbLScTDs3o2UxDHjrV0YOCYohnn30Wb775ptzswHGR2t/fFybQoAcHB2rdbleUhBMTE9jd3ZUumDf5yy+/jJWVFSSTSUxPT6PRaGB/f19eP4eULKTxeBx6vR6bm5uwWq1yEuNAdn9/X+T61WoVt27dQigUkpufgRf0ryEDh1atNKiiVzY3IwqEBjtbPiYphU6nU2CNQWpbu90WjB2AmP0Dxx0u1ZODeZblclmggLMKIBWlAMRyIRwO3wVBZDIZETHxulLLQHojcDctjh01o+lI62MSz8zMjCgjFxYWYLfb5XO4HxxymkVGuwO+zyeRaD647ptu/td18Vjn9Xpx69Yt3LlzR2CLcrkMvV6P69ev40d+5EfwrW99C2+//TaGhobwIz/yI4I9ezwecetbXl6WrqjXO04hSafTIizhwInhtUzDoP8w1YjE9HQ6nXj8cihHDq3f7xdIhV4YpFbxi0acmFTAZDIJhUKBZDIpxZ1Yn0KhwM7Ojnyh2Snyhi2Xy3A4HMJLJq2RaRgOh0NCcA8PD8X4nlAJ32c+nz+RVk1IhEd3p9MpXsuZTEZgHI/HIwNTvV4v0Vs8Aa2trQlMQN8MnjjojR0IBKTQMG2dOC3pjSaTCalUCrOzs7h+/bok6/C5CdcwNd5ms8Hn88Hn8+G9994Tg6GRkRExuCJVj5uAxWLB0NAQ9vf3BWKhP4fFYhFxkt1uh9VqhdVqxezsLHK5HPb39+X5lpaWUC6X4fF4cOnSJaEHer1e4Wnb/nPA7iA2y++Wz+eTJBuFQoFQKISjoyOEw2GhtpHJlM1mpSPn8JsnAg5HaU9wryLK5Xa78e1vf1tgGZ/Pd88OnJAjfbsPDg7g9XrlVLGzsyPMjsHfI5eb9xuT3hmFxvufzcQgR/08OOQ0i+y0EdR5A8rHsZ7aYt3rHcdv3blzB3fu3EEsFsPu7i6A4y/U/Pw8ZmZm8Oqrrwqtjd694XAYWq1WKGsrKyviCUGDdsYk6fV6BINBaDQa7O/viyiDhTUUCsnQhli0yWQShgrFMBxmGo1GwdtJkaKIh9hcr9eT18tBCoeFLIRmsxkejwff+973BAag+RElzGazWTDBg4MDGWQxBZw0OPp7ZLNZKVgUpAAQjiyhDVLQuDGZzWYZRrEzZswY1Wyjo6Oo1WpIJBLy/mh4RQraoBviwcEBgsEgrl69ilu3bok3RrVaxdDQEDQaDZLJpLxHCl08Ho+IfEhl5ICvXC4DgPhiAxDv8qGhITz//PN477335DlYFInjut1u9Ho93Lp1SwyGCCUYDAa5NkwZ6Xa7kibjcDjg8XjEx+PatWvCxmGB6Ha7+NEf/dETLnHkHxPeUKvVJ8KbFQoFvF6vOCgOWgYDEI+PwVNSOBzG5cuX4XK5sLW1JZuD3W4XaOBenWUul4PBYBBONk9Fp5dOp5NQZ8roKU7ideXwe5DZMQhF0IqWakuePi9fvizWDIOwxYPCIU+6g77XemqLdSqVwnvvvYe3334ba2trkqfHIUShUMArr7wimXo0PCcm53Q6xW+ATnZKpRLJZBLpdBpTU1PS6U1PT2N8fFyEJwwMIM+WAoipqSlUq1UUCgXhHZNJQCMtquho0k6fEXaR7HioniJNymAwSPdDT2O64LVaLQSDQVEYsnCR2cLJNgsIMe9Wq4Xd3V2R6NPvY2hoSNgXHLRSFEH2CvFEuuqR93t0dCSbCW8ch8OB8fFxGQgBEOydA1e+TnZVDL11u90YHx9HJpPBzs6OvCYAJ3xGLly4IEKnRCKB+fl5uT7Ekkkx41pcXESj0UAymRRs3ul0Co7baDRgsVgwMzMjtgKUaHe7XSwtLUk6yeTkpKhZzWYzhoeHRbhCFlAwGBQ8nqter0vnTO7zINeXykEWJHqNNxoNcdPrdrswGAwYGxtDJpMRuwB2j2q1Gnfu3AFwDB9yAx8aGsLk5OQJH2taAN9rDVr8djodFAoFgSYGIQgWRA6KBzemvb29ew7yThdSi8WCcrks33EmvDAejrOVoaGhB8aZn3QHfa/1VBbrXq+HO3fuYHl5GdFoVJR6LAaDw0SdTifUuVqtJoMw3mx2ux2zs7PY39/H7u4udnd3xeGOwy9yXYeHh+XxGFprMBik01xfX5eBVigUEjyZGYRarRaBQEAcxQKBgPg1c9Mg1kscnFxZdhAcDsZiMcEnyTLo9Xrw+XxiyVkqlYTJoFQqYbFYZNDIUwgxWkIiRqNRKHO07OQAk1g66XNUFHq9XkQiESSTScRiMcE+SVFUqVRyKqHZEznNHG5ywEbvbAo3VlZWRPgxMjIiNrbkinc6HckUpOvh8vIy3nvvPWi1WrzwwgtYWVnBlStX5DWQTdBqtaTjJ9QSj8clxHV0dBRa7XFiOb0t2PE6HA7ZNEwmk6gBCYlwwzCbzZKx+Oabb6LX62FqagqXL18WuTeVpQsLCzg4OMDU1BTm5+clf5AddqFQEI73IE7MYheNRpHNZhEIBACc9MuYnZ2VzpyKT9LsmKPZaDSQSCTEf/osSIHdMCmvDFQ4y0jpXlam5w3yThdSDunplsn78vRrJwvorC75XmKZ87xCnsR6Kov1IK1n0Ihcp9PB7/dL1xcOh8VXent7GxMTE4IBsxukWIOTdYPBIGKJzc1NYThwkLSysoKtrS3BCJkFNzQ0BL/fD7PZjNXVVTHkr9VqcLvduHz5sgyfVCqV+IwAx3S/fr+PTqcDq9UqRlK0imQnlUqlYLFYhPfKEGJ25/QaBiCDVZ4AKPRgt5JOp0W5xq6HQ1B2uUzZZtFmuodOpxMIZfAkw2O/wWAQv+mDgwP4fD451TBOi8NeDvDoH0GmgkqlEnWd0WhEOp2WDY5FkSwEJqkolUqBlsxmM8rlMnZ3d8XSNhQKodlswu/3iziHswBmMxLGKpfLqFQqwvygYb9SqRQ4RafTYXx8XJSh8/PzSKVSol4EjmEWQh80ZsrlclhaWsLVq1elO1xbW5MTD4tLoVBAPB4/IdQJhULodrvC5T5NYwNw4t8AyMZKHxoKPwZd+Jh0xNkM1ZSnFzcQnvyItZ9lpHQv4/7B7pkNyL0yUQeHgoxjO00RHFykCw4W4bN8QQCc6xXyJNZTWaxJH+IAQ6PRYGxsTEQfPp8PNpsNhUIB77zzjgw5gsEgFhcXxVGOgzpKmYPBIBwOB775zW9KUnk4HEatVpPOZH9/X7w6eOz2+XxQq9WSbsLjNzs2nU6Hzc1NaDQamUSTTsZhG3DsG0FGCPmoPNZPTk6K/LtQKMhmQ+YFj7yEOwKBAC5duiSyb/7P6XTKJsGUlEEDnaGhIbmJOCTjANFkMsHpdMpNf/XqVene6UJImIL+EoFAAD6fT2iFvV5PVIt6vV5M5TUaDcLhsDwWpcyEDhQKhcjGL168KLJjTvXT6TRsNpuYPdXrdVitViQSCYTDYayvr6Pb7SISieATn/gEXnvtNaTTaWg0GuG1syDS2MvtdoupEQCBzQin8H2QJcN8Sw7xGJSgVCqF9qlWqzE1NSUpKQsLC9je3haDJhaixcVFsQdl5NmVK1dEAckBLzdfDt4CgcCJfxvE2/k4LpfrRPc8aJJE3vnpgs4CyjkNCx3nMfF4XEzB3G73ufjxWeyWexVNpVKJy5cvPzDGzMKsVqsRi8VOWKoCJ2GXJ8mpPms9lcVap9Mhk8mIaT+7wPn5eRFfsKslbzccDmNvb0+O2/Ss2NzcxPLysnzJVldXBSZhbhux3NHRUUnjZtgAB4XkRGs0GqF80eXOYrFIEUulUoJJs7gqlUqhvXF4WSgUxHuZ1Di6/BGHZCRWoVAQM35uAKTjUQ4eDocFkjkts+92uzCZTAiFQnC73QiHwxLv5XQ6Rd1H+Kbf72N0dBQmk0nocBsbG4Lx85RycHAgSSntdlvodOQIGwwG2O12GZpR1clBFIMOksmk/Ds3afKmi8UiVldXpfvt9/so/+fcwVwuh6OjI6ysrACApGkvLy9LhiaNvkhlo7KRUFI6ncbOzo4UFJPJhJdfflmKcafTQSAQkEEZpezs3lwuFwqFgiR6G41GFAqFE8d4XsNSqSSpQaVSCcViUTZeirrIYBh0pRuk8xHr5uJm02w2EQqF4HK5xDtkELIYNEkiFU6j0WBnZweZTOZEIC271UH4hEW8Xq8LB/te+PEgLHEatjmraD4MxsyNh9efg9nB0wZf15PkVJ+1nspi7Xa7sbGxIYM3FiKHw3HC3+Py5cuYmpqSol0qlcSZrlKp4D/9p/8k1pLxeFyYA1QRDg0NoVQqiWkNj5v0e7BYLDAYDFLYAcgwjt4jVECymGq1Wjn+04tjkILUbrdlcMkEb94cZrNZDNUrlYoM5jY3N6XA0dqUHfrMzAxcLpeko5P+ROjB4/EIlMACSLYBNwq73S65iuy8Ke5ggWPXSfHCoGrUarWKYyCtVGnVye6Mnysfn5mLjI0zm80SA5VIJLC+vi4pLoPp7DMzM3IiIcd8eXkZ4XAYFosF+/v72NzchMFgkDxAemBcvnwZ8XgcjUYD0WgUNpsN6+vrQvuLRqMCjQSDwRPzAJ1Oh0gkcuJ7wsSZZDIJi8UiKk+3243Z2Vncvn1bBCkvvfQSFhYWsLW1JdJqFi6qBEnLPN1dDsIKvCb3giJOF/ZBqGCwoBPTZ9NzWpp9Or6LykBCPj6f754d8CAsAeDMQvp+Fzcecss5sB48bdwLs37S66ks1pTvkqGwvb2NRCJxIvg1Ho+jWq1KionJZBJeKa05U6kUrl69CrPZLAou0tGA73vcklWxsLAgkEO9Xke32xUc1Gq14urVq+j1elhcXBScjXQ0muzQ77dWq0GtVkvME72QaefJbpudMY/YMzMzsNvtKJfLkkhOzilFQdVqFbFYTGxGqW4sFApC32KxVCqPE3EuXryIfD6P/f19gTZUKpV0rOSm12q1E17Z7O7ZzVN8ww5ZpVKJ9NlsNot4g5sENw2a/YyPj2Nvb0+w/UgkIrFjdGWjqRXwfc8Iq9UKo9GISCSC0dFRLC4uotlsisUok7Lp/cFNl0wefj4mkwljY2N49913BetWKBTY2NjAhQsXEIlEpFMjIwGADHknJibEK2V1dRXz8/MCp7AgabXHsW9cxLfJGCoWiycgAa1Wi8uXL9/lMsc1WDzvxbQYTHAhR3poaOjMqKvTQz162Nxrnabb3S/6a1DWTdiGCUdML3+/A7/BpHXguAHgfXr6NX3QjJCnslg3m01EIhGx1Ox2u7Db7YIRsjNkjBQTLoaGhnDjxg0xpVcoFNjd3cXs7Cw2NzcxNDSEQCAg0WCM/2q326I2ZO4hmQiJRAJ+vx/Xrl0TfwhuDhqNRnyhyZYgD1mrPY69MhgMyGazGBoakuN7v98XKhlpW5y4Mymboa6EJphWwvzESqWCbDaLnZ0dMXyizSeLNK02eZ3Gx8dFCERPiWKxiNnZWTkJtFrHocPAsQPawcGBQBlU9fEzcblcmJ2dldfKYV6n0xHbWjJ0er0eDg4OsLW1JWnctL8l3Y5e1e12GxaLBRMTEzLAY4Ylb1aejFKpFLrdLorFoqSp6PV69Ho9ZLNZca9j8gvzCycnJ2VzqVarcsqp1WqYm5tDq9W6y7TIYrEI5jwzM4NcLod4PA6VSiWRayyQ0Wj0ruRtnU4nJlYKhQJ+vx9Xr16FVquV+K7B5+NJabAAs+ANGngB3+9mdTqdCLgG8w8HH5OfRT6fl+txXsf7sLzlweLOQgrgBOXw/Q78uPH8oLjU562nsljTQ7lSqcgHTQc2qv10Op0MBSlyoB+wx+NBq9US9SIVj5cuXcL+/r6koS8tLYkBDel65M4Cx9LhQfMhusINuukRy+aNyI6V9qm0Cr18+TKWl5dlUEXhB+XlWq0WExMTUrD9fj9sNhuq1arwdkkx5EZDwQKtVvv9vrBO6E5nt9ths9mgUCjw3nvvyd+zW9doNFhZWRFZOb222+22DHKJ0ZfLZXHlo/Td5XJhd3dXIBGKYMLhsBgK0b714OAA8Xgc169fx+zsLNRqNfb39wW/v3PnDpxOp/ikZDIZ2YjYfdN/hbMESqL5GdFQCzhWwfn9fqhUKsmIpE3r2NiYdPiU29O3/CzTIuD7EAOHvQwhINQx6JF8ln9yJpMR4663334b7XYbRqMRL730EoC7005IPSXkQ7Ot04U7lUqJEhO4O//w9GOS683szvMgDeDhectnFVKG9PL1Payr3qO+pg9iPZXFmraMb775JgqFgrjO0fuAQyOlUimZhADEoY+FW6FQYHx8XIJBJyYmpHhTZNNqtWT4R0VVpVIRLLfXO07OzufzKJfL0tERkqEKMpVKidOc3W7H0tKSDEIVCgXK5bKwEaiA63Q6ktdHMQ6FJIFAAAcHB2LINKgqI8xBelqn0xHOuU6nE6ELqWi9Xk8yH5vNJnZ2dgAcn2BotkQMnYNZQgxut1uUgru7u6jVanA4HEIDpI8HZeeEVbihEUtk4arX6zJ0jUQiqFarmJiYkGKSz+cRCoVEIefxeHB0dITd3V3cvn0boVAIc3NzuHDhgsjjWYBNJpOIlWq1GiKRiLANkskknnvuORGI8HlJSfT7/bLRbWxsyJB70ASfBvn8rHu9npymSInk9/cs+prRaMT6+rr4zXzyk59Et9sVnvhpVzhu1NxIubnyOvHnWq2WbNynB2pnPSaDFTgwpH3o41pnFdLT3OuHcdU7i0f9pDnT72c9lcUaANbW1tDtdgV/JGTAZOdGo4GdnR3xW7BYLDLxJr3NarXi8uXLqNfrcDqd2N/fFxXbzs4O0uk0lEqlUO0KhQIcDocUWBZeusnRz6HZbMqGMTQ0JHhvsVgUKXW73Uan05EvKHP0gOOEdYoriBvyuMsbmyKfYrEoikWmgJM6x4EeCz4FIOl0GpVKReTptDRtNpuIRqMyXHK73ahUKhIjxZuGOLFarZbrT+iIuYJqtVqCcukJQnENFaTLy8uiSqM7m9lsxubmpghTmPxNf2kKUeizrVarEY1GUS6X5e/efPNNhMNhgbtoV8rBM50GO50OMpkMFhYWhP0AQGYHTF7haYYuhwDkui4sLIiNARsFr9eL7e1t6Wbz+TxSqdRdSdmn2RwUUzF1nWk/DCJgQVOpVEgkEtjb20OhUIBer5cUoWQyKYIVCotmZ2dl6DhY0Hq9Hsrl8gkOM71WqAi8H179uNZZykV+Hvej1p3Fo/6wddXAU1qsU6kU7ty5g2q1Kj7GDodDihen7uRcWywWhMNhKZYTExNCF8rn83A4HOLcB0COpezIOdwDIB4KhDzK5TI6nc4JZZfNZsPMzAyGhoaQy+Wka2o2m2JgRFEP3dOYlkK1GgscO3fKpQGIjSe9mQ0GA3Z3dwUfHR0dhdPplAxHvV6PUCiEF154AdFoVKhWvAkODw/x1ltvoVqtnvD05tCs3+9jeHgY7733npw0dDoddnZ2UCqVMDo6Kp0mrz03MxYJdvhWqxV2ux3RaBT9fl/gjm63i0qlIoMml8uF9fV1OBwO6RLpEkjsNRKJoFwui4q10+mIc18kEhG2B31giJWTN12pVCScmIn1/MyTySS0Wq3Infv9vqTh0GucuZGEOGKxGDSa4yxFqjABCFWSys/ThYfdLTtkbkqUvBO2YUGLxWIoFAqIRCKSIk8IqlqtyqbPbp4JUacLWCqVOsGjVygUElJwWoTyJNZ5HTGDGMj0OS/y60n7UD+u9VQWa3Zi7ApKpRKGhoYwMjIC4DjWrF6vCx5Lmbherxe6G4/G5BsbDAbBOJmEQiyzVqsJ04HWq2RsWK1WERKo1WrhtbJo8/h5dHQEv98vHejg5sIAAHo8ECcNhUIywae3BEUu9XpdII9KpSI4M2ENdpQ0lyJHl2b/NpsN+/v7KJfLYmVJauFgsszQ0BBWVlbgdrtRr9cRiUSwuroKq9UqopTFxUU4HA6Bifj+iSUTkw4Gg/D5fDAajUgkEuJJPjo6KiyNQqEAj8cDvV4v/GD6fJTLZczPz0vRuX37NhYWFqSzstls2NnZQSQSgUajwfz8PG7cuCHMGQ58CQXZbDbY7XYxbdrc3BRJPBN72IVTccrEH/KMObwGjovjIIUzl8thdnZWYIVsNguPx3NX8WPHTBrjhQsXZPBoMBjElY7wQbPZlI3e7/cLe2JsbEzEKcFgENlsViAadtKDxZGdPweV1WoVuVzuhEz8XgrDxwE9PK6O+En7UD+u9VQWa+BYor29vY1isSiOb+RH63Q68RBmvBdvznq9jng8joODA1y8eFEio/b29lCv16VjZkeXz+dRq9Xgcrmg0+lkmEOmQKFQECy43+9LqC5vTirpSP+j9wYFJVtbW5L2TPcyGjaxa+90OiKWoGUkVXqDtD3ekI1GA4VCQfxAaAal0WiEIkgYhpgmu0ragdJBjlAD5eGER5gQTqWmTqdDKpUSSbrdbpcZAS1SnU6niHjq9boEEuzt7UkE22uvvSacXTracfX7/RNyYYpwiNFSPUhzpWazCYVCIa93f38fq6uruHTpEvb29tDtdvGJT3xChnF0OmSuIdlBHKgSZuPnyhxFOr5RANNut+FwOGR46Ha7ZWOlf8VgsaPH86DPBZktZxVAui+y+yZcARxT4fL5vMjqOQDm/GZQ3UdLA3K66bg3yM2+l8Lw/RbaBxXEtNvtE9mN5E2ffoxBVsyHiflx1noqizW9I3hzAhAs1Gw2C/RQqVTkSBqNRgV7Ja/WaDQin8/L0FGr1aJSqcDtdmNtbU2+9Oy+iSvSyJ6sEKfTiUqlIh0HRTfkHrNA0+eCkUbErJmsQmybbnzEvBlJVa/XJVOQ+DU9L4rFosAh9Nt49tlnpTskN7jdbovjHp+rWCzKBsOuk11bo9EQ6IESZafTKQNXMjVYhOgb4fP5ZBAZiUSQz+cRi8Uk74+Yr9VqlcFpLBaToVwoFBIbTZ5aAIjnOBeP6k6nE0ajUTxRCCnMzMwI7txsHieHM23k8PAQyWRSBEFKpRI7OzsCfzidTtkcSfWkERPfb71eR6lUkoHupUuX5DoGg0GhDjKFhWuw2LGIRyKRB/r+s9gz7GJ4eBitVktMny5duiQNwGDxOq3u43WMxWIIh8N3mfEP/g5wsqC+X+jhQQUx53XLpzeKe3mQfNjWU1ms/X6/5PP1+32hJrFgApACSCkvWQ7tdhsulwt+v1+Ua8FgEAaDAbdu3RIHtHQ6Lb4HpNNZrVZhItTrdXg8HsHU6B5HnJcCGHbLxKhdLhcMBsOJCDIaUdFmdGJiAiaTSYahTO7e398XRgIFJ+Pj4/D7/XjrrbcQi8UwMjKCmZkZrK6uQqfTQaVSyc3MNB3CKiMjIzCZTEL3ImQzPz8vnTuHbPQ67na7UCgUUpDJWy4Wi2g0GsjlcrBardjZ2cHQ0BCCwaCYN/F6AxAzLSbqcBhsMpkwOjqKiYkJkWJz1kDmB9OxCdtotccZkjSeYrGq1+syJCbHmtx0PjZhG3bz3Mh5OvD7/cKfBo4LG7n88XhcklrYYZO/zk2eA9R7+XEA9y5294IaCIkRx6XvC2caSqXyxMAuk8nA6/VKAeQwtN/vIxAIyAmAxX8QH75X0XwQ6OGs13+WIOa0shA4n7v9w4JRn15PZbFWKpWYmJgAAGxtbQGAqNPYLbJTpIMd4QTe2FarFc1mUxzbSPsjnMIBEjvBQVtQdp+c1tOUn/xaejuQekReMwDpdCnjpSydnfTY2BjGxsbEt4MqOuD4izk6OopsNivHVm4czz//PDY2NqDX66VbKRQK2N3dFQyWDBGbzQYAmJ+fx+bmJrxeL0ZHR2G32wWeGEyVpkSdxZWsF7VajUgkItx0wlBUZx4eHmJrawvf+c53xD+ZeZiHh4dQq9XY2toSuT1PLlNTUzLYYsc6yEFmB9jr9bC6uioDRbIiqHDkdyObzcpmQg46O3KHwyG0wa2tLeG/T0xMQKFQnBCQDH7/WBhZsPj5DDrPsWOmWpO/O+jHcV6xe1CoYZCyNygqOf27LIC0NiDEc3h4eOK0MrjuVTQfRHRy1ms4SxBz1ns6jyf9fjeKHzSd76ks1ozJIiZJkyGaKzmdTknxTiaT4tLHbo6YdLlchkajwTPPPCNUK8IWRqNRsF9i1DqdTsyFiKGxO+ZrIcbLjEWj0SiObtlsVvIEuZmQK82CTl8Kep4YjUZ4vV5ks1mxzDSbzcIUSafTGB8fP0Hv2t3dFcENI7gojzYajdja2oJGo8Gzzz4rOLVer0etVpPBK+XnhUIB4XAYmUwGW1tbGBkZgV6vx+rqKtRqNX7qp35KwgEIkTA5h13s1taWUCXZ6b7wwguw2+3Y2NiQ61utVlEsFvHd734XGxsbIrPm50q4itmNSqVSMHIO+zjwJV+aqe60vu33+9ja2hKLAfqpULxEvFmlUomwZjAFm/mTHAAWi0XpWgctSfnfexVmFrtB9eFpmfWDdpCD8WP1el3mDzwtnH4PFy5cOOH90el07okP36toPojohIN8Fmyr1YrR0dFHVha+343iYaCSJ1Hsn8pinUqlhDf71ltvodU6TqGenZ0FADG2DwQCwvLgjV2tVhEMBvGxj30MN27cQDwel65xdHRUcMl4PC6UM5PJJPhkOp2WgSExcofDgeXlZeh0x8b5VMlZLBYZ4FCAQqyaA0elUilwSbfbFc+ICxcuSIhCs9nE7du3kcvlpAgyVV2tVou82mg0Ih6Pi7sfvZmZJmMymYTtQHk1h0WEVmhSxMgzwhput1sCVlnMKIR56aWX0G63MTk5iWg0io2NDeFxswNm1JjdbhdRCAChCZL/zfgxAMKKYfCAzWZDJpPBN77xDdk0aDnLwsQQYc4WyDvmwNZms2FqakpcD/v9Pvx+v0jkab7FYF2mkNBukxszcAzDOJ1OHBwcyEmAlqT3MkoavPHJ5CBL53RReVCWA8VULL6EbbiZnE7yJtTDjbxarSIejyMQCAje/jhWpVK5axN5HMrCB3mMR4VKngR3+6ks1qSubW5uyiSfRW58fBzRaBTtdht+vx92ux0zMzNIpVIoFotS5Hd3d2WnXFlZQbPZFHYIucG07GRhGqSVDUYhkQHCG5yYKLsJyoZpdUo/Dg4gqUDsdDrw+Xw4OjrC3t4eUqkUIpEIvve9750IM6CycBAeoWdJMBiEXq/H3t7eCT51p9MRSbjdbofH40E8HofT6ZROvdlsCpTh8/kEbyf/mrg8rUfHxsZwcHCAxcVF8WMmj5wpMD6fT/BwcpgtFotAUp/97GdRq9WwtbUFk8kErVYLo9EoQcWDeZjs3Ilz0m+bMvFBKTqzAlUqlWDmHo8H3W4XgUBAjt+pVEpOUK3WcXRUOBzG7du3RQQViUQE9rBarVhdXRX5OZkeo6OjAO7dkd3rRj9dVAZjvlQqFQqFgniJDwbLDj4Pw3orlYpQMEdGRgSSOp3kTU8TQl1zc3NIp9My2H1cbApyuLmJ0PTqg1iPSud7Erj4U1msO50OstmsdDqkUBUKBTF2JwOAQQA0+adqb3d3F61WS3xBrFar+B6zm+Ywj2nRtC/tdDpwuVyC9eVyOajVamERaLVaUVI6HA7s7u5if39fhnwMTKCYghau5FjTg4OUO96svV4Pfr8f+XxeHgMAlpaWxKGPvtlUTvI9kIVSq9UkJIHp6t1uF8FgUHjg7EYnJiaQSCTEiMnj8WB7ext2ux1TU1MolUoSAHF0dIT/+B//o/DdvV4vUqkUotGodI1kotjtdvHtPjg4EP47iyypgyz8xKBJPzObzcJ9Jt8bAEKhkPhv01+CLoyDghmVSoXt7W0A35eIs+BZLBbcunULGo0GkUgEsVgMr7/+Oqanp8UMizBBr9fD/v4+jEajsIAetnM8XVQ45NVqtRIAEIlE7gqWHez8rFYrtra2xBiMvimcmRCeOe1pMliQOIR+nKwKfv/P8tl+0utRjZyeBHf7qSzWTN8mPmuxWNDtdjE1NYULFy6g3+/j1q1bIo1mt0gpLaXO5Ogy0opfevp+1Ot1Uc+xSyO+Sfk0U1fIkSWzQ6M5TrnOZrPI5XJQKpUyvGSsVKPRQL/fx9jYGAqFgsi1bTabUMk4DGNCdTqdht1ux+TkJIrFovg9j4yMwGg0CpXM7XbDbreLbN1gMAhm3WodO+cRE+cmQm70/Py8+IB88pOfxNbWlsABNptNigK568ViUYyblEqlFDTKyhuNBkKhEMbGxtDtdpFOp5HP5/Huu+8K3S4YDKJWq8FqtWJjYwMWiwWhUEigKF6rTqeD6elpCYpdXl6G0+lEIBCAyWTC2tqaUCDp2MewCNrg7u3twWw2yynBZrNhfHxcbs5SqYRIJCLFnXz3YrEoiUPr6+syjPX5fO/7mHy6qFitVtmE2c0Dd3d3g4WWPiljY2Py7xx0knFxVtf8pMUkP0jnu0eFW57Ea38qizXzDvkly+fzYv04qK4aHh4Wsjx9I7a3txGLxSQhhRaYvPkHJ/fslI1Goxy5CSWwKPN/7N71er0MFkkDpIDBarVKTiEhB7vdLq5uBwcH0Ol0YsNZKBQQi8VgNBplkKlSqTA9PQ3g+y57AKTb5qCRmLTVakUymRRpusvlwv7+vhQ/lUolnTzl9oMhwVarFUqlUqhxTN0hTJLJZERKzk2vXC4jlUohFArBZDKhWq0ik8mIa+DOzo5gvIeHhyJ7bjabmJiYwE/8xE+gWCyiVCqJU6DNZhO/DMJKhUIBTqcTly5dQqPRwI0bN8SwihRKjUYjhvrMwGQHTUiI7njFYhGxWEwgI4qK6Ee9vb0teDYpj1Spsut/2IHUvZz7aJPK1WweBwvs7OygXC5LYhE3JAYB854Avj/oHOyaBy1RydM/izr3ONaTdL570AHg+x0UPonX/uGzlvoAFlM3gGO87dq1azAajbh165Z0dfyilkolweaazaYMpQBIN024QKVSCdeZftI0QDo6OkIikYDdbsfc3Jx4MatUqhPKxn6/LypJijlcLpfcTJ1ORwaNDJZNJpPiBmez2UScQRhke3tbsgv9fr9AD8RxOYRUqVRSWNgtNxoNDA8PY2RkRGhawWAQgUBA8PtSqSQ3KrMhLRYLAMgwih0lHQRJI2Tx0ul0ghN7vV45afj9fjidTrnug94hBwcHkoZOBSCVe5cuXUI4HMbzzz8Pj8cDt9sNhUKBF198UTpJDjuLxaIMFXmDHRwcYHl5WdSaPBWMj4/LPIGnAa/XKxuN3+/HT/zETwjFU6PRYHZ2Fg6HAxMTE5JqrtFohFNNOOf0QOr9rMHAWXKpW62WJMDwmgHfpwoeHBxgbm5Ofk+r1cqgE8CJrnkQPuF3cXR0FH6//wdObQO+H3jLmQ2HzafXWQPAR/m5D2J9IJ31V7/6Vfzmb/4mUqkULl68iN/+7d/GJz7xiTN/9jvf+Q5efvnlu/5+dXUVFy5ceCyvZ25uDouLiwJjDBZKHnGvYGQvuQAAQE5JREFUXbuGjY0NwWnJSQ6FQtjd3YXVakU2mxUu85UrV6QAWCwW6apohM+bXqlUYmtrSxLHm82mFCbi3O12G0dHR+KXYTabxbuC3TZwjLGSMkjTo3w+L253xNLJrKAQhzg2u9N0Oi1Tf3KoLRaLwCCXL1+GzWZDKBRCp9MRg/lYLCYbldVqFeHK4ECoUqnAZDIJY8NqtSISieBv/I2/gRs3bsDr9aJUKiGZTOKNN96QxBadToeNjQ3k83lxoqvX6wiFQjAYDFhcXBTaHIU2drsdh4eHEkPGzEWyCYaGhmSQSefCnZ0dTExMSAr4+vq6vGYOhqk2zGQysNlsMhwmLfIsDHfQkpRQFwsaWSAcCBqNRnGJ6/V6otYMBAIyC3iYru+sjo4JMHTdA44T7BmMQW/u8x4b+PALSh6UhfGg7+PD9H6feLH+wz/8Q3zxi1/EV7/6Vbzwwgv43d/9XXzuc5/DysqKGCedtdbX16U7A3BCavuoS61W41Of+hTS6TS++93vCtme3helUgk+n09Sywk5sIPjpNxoNEqSOMUnlUoFqVQKgUBAAmv7/T7C4TD29/dRqVRQKpWEPcDuil0KO2Q6mdHXeHh4GD/+4z8Oi8WCd999Fzdv3pToKvqM0K+CLn309+h0Omg0Gshms5KRODo6KgZOTAdnl0eq3Mc+9jHcunVLuukXX3xRMhP39vYE8qFjHGXxDPilYIS0RwonxsbGREWXSCTgcDgEN06n0+KL4vP5xOXQbDajXC4jk8ng0qVL0pkODw8jFApJcgthDKZ9aLVa2eQsFovAMfV6HbOzs7IhsNNfX18X6ObChQsnIqYGCzYfj2IRzhlOO71RDUh4Qa1W4/r163cVQhaZYrGIRCIhBSKRSNyzAD8MPWzQ7Il+5WTUDHKkue71nB9206MHLa4P+j4+TO/3iRfrf/7P/zn+m//mv8Ev/MIvAAB++7d/G6+88gr+z//z/8Q/+Sf/5J6/5/F4pMt7Esvr9cLlcgmvVKPRSCyWXq/HrVu3oNVqMT09jfn5eezs7GBqago7OztoNBpiaEOmATeXqakprK6uAjjGfbe3t4X10ev1sL6+jmq1CoVCIdS5o6MjuN1ugWAYy8UcRvKQl5aWxD8jFovJcJM3Pk8HZEiQZcBMuWazKXg3b/RIJCIcY4pDuHEMmuEEg0Hs7e3BaDTivffew9bWFprNJkZHRyVoWKlUirc1fZDZ0XMDc7vdcDqd2NvbE09rslVefvllfOtb35KCGIlE8O6770pkGpNK6EUxMTEBv9+PO3fuCN6v1WplQGowGARnHZRoD8r5Z2dnJUKNMwgOZ+v1OrLZ7ENxm0+vs4rHWYWQBZvQGIMWOCt50Mc+7/tOpz/CSBqNRiLP7rXOMz26l6PeD3I9aHF9kAFgr9eT9w8c3wM/SJOnJ1qsW60W3nvvPfzqr/7qib//8R//cbz55pvn/u7Vq1fRaDQwOzuLX/u1XzsTGnmURbMmk8kEj8cjgbDskqvVqqR8B4NBTE9Pi50loYCDgwMZyFWrVfR6PfHypescB5GklNFzutlsCj+ZTnT8Wfpb12o1KJVKLC8vw2AwIJfLiShhcnISyWRSTgXkbOv1elgsFhmEMcSAakAAYvfKgkb+tdvtlmEqsWgA4r+xu7uL3d1dMZQiq6bVauHatWvik0LuMAMX9Ho9ZmdnMTQ0BABSuHnNnU4nWq0WCoUCrl69ip2dHRweHuJ73/ueXDMyVSg1Z+q50+nE3Nyc3FCVSkXCeIeHh+VmG6SpMY0HOMbUySNOJBIYHR1FoVCQIs3sw4WFBYGN7hVxdZbTG4sHBST0MLdardDr9Sf8OljAOcCmc+DDdn33gkdYoIxGo+D4SqXyhOLw9DrP9OhejnpPep039HtQFsaDDAAp9qJRFD+nH9R6osU6n8+j2+3edcHo9XvW8vv9+Jf/8l/imWeeQbPZxL/+1/8an/70p/Gd73wHn/zkJ0/87CuvvIJXXnkFe3t7D/3amP5xeHgotqg0CiK+yWFXuVwWPqzH40E0GhXcl90Yo7to/NTtdmWQQ7yavtOUupMbzaKp0+mEb22z2YShEY/HTzjdWSwWMZViASPUwWJCtd2gipHydHpV0Kub12J1dVX8ThQKBfb29jA+Po5ut4u9vT3s7e2J8165XJbONRQKyRDO4XBArVYjm81KUc5ms0gkEsKfBo43S+LR3AATiYRABFRb+nw+RKNR5HI56Z5pBxAOh+H3+6HT6UTU0+124Xa7BZs/bXqk0+kwMTEhIp7TN3QikRDaok6nk9R7+pJw8HpWxNV5svDBod5gKtHpAjfoiAec382R412tVk+IXu4Fj/DvufHlcjk4HI4Tm8G9PKv52h/EUe9Jr/Pgn8fJwvgw4dXABzRgHKQQARBM76w1PT0t1DIAeP755xGLxfBbv/VbdxXrz372s/jsZz+LL33pSw/1enq9HjY2NpBMJlEul0+kmLPLaLVaMJvNSKVS8uXu9/uIx+PSuTYaDeFO0+xepzv2pqYFar/fh8FgQCqVOsEqYGFlN0xsvNU6joAqFAoi66b5/cjIiJjoU12m0+lQLBbF0Y5sCTIQMpmMmEo1m0243W6BItjFx2KxE8IPwjzr6+sCx1AcRIMlbjwUTlgsFjzzzDOIx+NIpVJSoMk0MJlMCIfDcm1brZawIvid6Pf7clTXao8DfovFIp599lm88cYbMhdQKBRIpVJ48cUXARwXuJGREaHNUaKfTqcFOx6kpVFizyLndrtlwNbr9bC4uCjY9aVLl2SOAOCEuvRBzInY0cZiMfT7faTTaXg8HlFRKhSKE53haUe88xal/BQnLS0t4fLly+Ivw6LG52DxIZTBtKDBzeB0IbzXxgT84PDcD6qIPuj7+6BMn55osR68aQZXNpt9KOznYx/7GL7+9a8/ttfFG5VH9VarhXq9Dq/XK9hyNpuVQqvX66UjLZVKMJlMJyK8KMOlYo7F32KxiCGUw+GQbDuq5iwWC8xmMwBgamoK165dw+uvvy4MD6roOLAj62IwWIA+zna7HRMTE4hGo2LfaTKZhLI1GPXFGDK73Q6n0ylxW5lMBr1eTyKoEokEcrkcXC6XOAOSs8zTx9TUFMLhsDjbvfXWWygUCnC73QJ1LC4uQq/XY3h4GMFgUL4PoVBITgvEUAkduFwu2O12bG5uotFoIBAIYHJyUqAGGuIDxwXuypUr8Pv9YopvsVjEyJ8JPHxsSsTpiLi0tIQrV64gk8lgcXER7XZbBprLy8sibCGWrtfrH8qciBANG5SlpSVJlOe/+/1+dDqduzplzjXOWs1mU+YchLIIi7GTH3yOweLjcDhODE8HH3OwEN5rYwIeHPd93IXsg9okHhRSeRI+IGetJ1qstVotnnnmGfzVX/0Vfvqnf1r+/q/+6q/wkz/5kw/8OLdu3Xqsb77ZbApHNhwOY2NjQ7oRQgAUs5TLZflzoVAQGe7w8LDI1km3s1qtMhwi7qzX68WJjwWTUVzkDut0OqyuriIQCEg3x0QUAJLUXCqVRGTB5G0OxIrFIgAgHA5LHNnGxgZsNhump6dRq9UEWggGg5IrefPmTRwdHaFUKgl3mGnpMzMzUKvVCIfDEshLsQohkGAwiKOjI2xsbKBcLqNQKAjWzoADl8uF6elpEaq4XC453g8mdPDnge97FZOuGQ6HpYiRYz64WCi9Xi9u3LiBTCYjbnSxWExsXHu9Hr73ve8J3ORwOGTuwJMNITAaNTGLkdeGJ4Tz1mCRSqfTUKlUkvdJ10Z2uewMl5aWRHE6uIncaw3OKjqdjihcecpg0g6fg54e5xWf04XwXhvT4DU/bz3OQsZrOug0ODQ09L6Gfg+yiTwopPJBdfpPHAb50pe+hP/qv/qvcP36dTz//PP4l//yXyIajeKXfumXAABf+cpXkEgk8Ad/8AcAjtkio6OjuHjxIlqtFr7+9a/jj//4j/HHf/zHj+01ESMlTEH/B61WK1xjJofo9Xrs7+8jlUpJ2C0l2Z1OR8yHmF5Cbw/S3yh3Ji2PAbQajQY7Oztwu92YmprC0dERtra2oFKpUKlUYDQaYbVaxYaV/Fyj0YgLFy5IB1mv16VjjMVi4lfNzeLKlStQq9XSadMDmGyUXq+HsbExEQnxehCrNJlM2NnZAQDpoB0OB8LhMILBoAxKK5UKstmsqCiZYG6z2TA0NIR8Po+9vT2hRyYSCYTDYSlGxKkBiHsb5c2ZTEYS43U63YlcQeDkjUcKIt3zyMVOJBIIBoMCCxEe4OsAIN8BeoKQdmk0GjE6OirDuAfhPPd6PaHGMbWcVEWdTicCpEGXOvq65PN5tFotZLNZXL58+Z6d6CCDZDCcVqlUyqllsPt8kOLzuGXSj7OQsfBTbXzaJ/z9PNbj2EQ+qE7/iRfrn//5n0ehUMBv/MZvIJVKYW5uDn/xF38hNwjNerharRZ+5Vd+BYlEAkNDQ7h48SL+/M//HJ///Ocf22uiu93Q0JDQxui9QVEFxTA0cOp2uzg6OpIbiqkgVBjyyM2u0uPxyACRQ8pSqSQYqs/nw5tvvim+I0qlEtlsFs888wwMBgPS6bRAKYRaaMVaKBSkqFBw0+/35e/D4bBI0A8PDwWy0GhOxpjF43HkcjnxK6FXdrfbxcjICPx+PxKJBEqlEhqNBmq1Gvx+vzgH0qBqdXVVuN0ATkj3WbAoIecgtVqtIhqNyg3SarXO9KEYLDDj4+Nnfp6DNx55zowuq1arJzwvms0m5ubmsLa2JgrTubk56Xjtdju2t7dhNBoxPz8vAiDS6O7FuBgszrz5yQyx2+0oFovIZDLQaDTyek77bZhMJuzv7wvvXqvVnltElEolLl++fGZxfb9Fd5A1Uq/XsbCwcBdz5WHW4yxkj7PwP87H+qA8TD6QAeMXvvAFfOELXzjz3772ta+d+POXv/xlfPnLX36iryeVSmFqagoqlQqHh4fI5/NSXHnTMSDAbDaLUKbT6YiknDcTADF8CoVCEg5br9cxOTkpsVImkwl+vx/ZbBZra2tIJpNCpyOWaTabUSqVMDY2Br/fj52dHcEeKclmN3/t2jUcHR3JcFCn0wkuzigtg8GAnZ0dEcJotceJ2Tdu3JAumd07BTh2u102LXoI05b16OhIPECI05PCRwVkpVLBxYsX8clPfhI2mw2rq6siDSd8c3h4KCZOvEnu5952Hp47eOPRvGh2dhbpdFo2Og7sWDxmZ2dlsyGNs9PpIBwOIxAISNd2LyXfWZ0ZizOhHA412UXztVERefp9zs3NyeDRYDDgwoUL9y0i3Mz4OqPRqLzOR+06GUpwL+bKg6zHWcgeZ+F/nI/1JD1MBtdTaeQEQOTdGo1GcvGsVqvkDwLHNx29lB0Oh0RtUYqdz+eleDOYNhwOw+l0wmazSSFm2sbu7i7a7bbYdZI2RdOfoaEh6b7VajXMZjMikYh4Z7Mo0+r0woULIppQqVQSFjBYQI+OjlCv17G7u4vx8XG4XC7pJNxut3TuJpMJw8PDwnygt3E2m4XZbBZV4dHREWZnZ9FoNCRMWKFQoFarIRAIwO/3i2EV8xj5/m/evIlKpSLFlSIhZvfNzc3B5XIJVYyr0+ngj//4jyW7MBAInMBzB288bnxMZSGWD0AS3AepdIO5huRln05GeRC5MoATjBOqF5vNpmwUp/MXg8HgXZvB/Py8sGQepog8zmM93xtFV7y276f7fJyF7HEW/h+ko9/7XU9lsSZ2uLe3h1gsJj7O8XgcRqMRoVAI0WhUZMharVa8IpxOJ7a3tyWcVavVolqtYnx8XGKtyG7g8INRW6QFMkSAJPt6vS4CiMPDQxQKBQSDQaH5+Xw+oRbSm3hoaAj9fl9w406ng4ODA5Fu0ziK8WCHh4col8sSgNvpdAQSsVgssNlsEshbKBRgtVphNpthNBolm3JiYkJc6wgF8cQxMjICp9OJ/f19idGipwVfA1WjlUpFXOqYIpPP57G0tISrV6/eNcBbWlpCoVBAv99HNBpFsVg8gVkP3ngsjHyNMzMz0OmOXfRYwE77ePBoTwfGRCIBlUolaeln0ehOd2aDxfk81gOHllyniywHnw9bRB7nsX5Qmk4I7QcttQYeb+H/oLrhx7meymLNY2Oj0RCOMnmpxWIRw8PDYhBEJgejqOjDrNFosLm5KYb4uVxOOlmXy4V2u41sNiuFkAWVYhIWZwpgmDtIP4uDgwOk02nxuSBNj8q7eDwOhUKB5557DrlcDgcHB6jVapicnJRuiHmF7XYbPp9PuOE8UZRKJXg8HoyMjCAQCGBzcxNHR0fwer346Z/+acHNmWpOWTx5zUtLS3A6nWKMtLW1JYnXR0dH2N7extTUlKSgDHZp7XYbt27dElUow1fpGji4yNYg82F/f/+uzMHzzIuAuwvYvYotAymYCsPB5OA6S4b8IK5zZykcAdzFib5+/fqJx3oQ5sLjPNYPStNpc0vo5qP1g1tPZbFWKpUSsRWJRJBKpQQWUalUopajFSld265evSr+yrFYDBqNRiKrKEFnzmKz2cSlS5ewt7cnbIButysxRaT50QaV1Ll+vy8cZarM3G63OPQ1m038zM/8jMRkMdTX7XYLy2N3d1ck8plMBvv7+wgGgxgZGZE4r89+9rNYW1uTEGAGFhgMBpjNZjSbTVSrVVy9ehW3b98WHN7n80kYMMU8zCAslUqwWq3iu0F4gwO/QV8JnU6HkZERyXzkDIAwDwdcjNziADgej4vAhh4pg8PIwXVeAbuXgCUQCMh35H72mlQjDkqwz1v3ej2k2RHCOQ1hPAjE8TiP9T+MXefTsJ7KYt3r9YSOZjabkU6nBYvt9/solUqo1Wqw2WxIJpMYHR3F/Pw8lEqlFA4OpDgo4o3NZHKNRiMsF4pImL7RbrfFx1mhUEjYaqvVEsEKqXPj4+NoNpti5k/FIaXiZHwUi0UEg0Go1WrhIF++fBk7OztQKBRijMROn121w+HA1tYWXn/9dSm00WgUOzs7mJ+fh0qlEnfB4eFhVKtVsVoNhUIiZHG5XLh69Srq9TpisZhAPUNDQyJ9X1paEnoZ/UPob+LxeHDx4kX0ej3cuHFDPDRou8oN4sKFC7Db7djb25PZwL2K9nkF7F4FiRAZoayzIBCKUQhHUYzCx7ufN8fp1zMoRR/kXQ8+3/0gjo8K7F//9VQW61QqhWQyKeo+FjcKIWiiM+jLnEgksLu7CwCo1+uCWXPar1KpxDHv8PAQJpMJyWQSkUhEjJBIsWOhDofDKJfLKJfLkuJCLNhsNuPChQuoVCp45513hELW6XTwxhtvCJTDgkXcm0WZ4hSLxSKv4eDgAPl8XlLYZ2dnsbu7K+pIhUKB/f19hMNhgVnIlrHZbJiZmRG/jaOjI6H8UUVH0yPSFVlwmTjeaDTEX2NpaQl2ux3Xrl07ka/Ha0gBUjAYFHc8xmtRgNRutxGNRiWQ9mF8Is7zgj6NPZ9eg2KUdrstYhSue3XC93o9Z3GiTz/fh8Wm86P1g1tPZbFOJBLweDxYX19HLBZDvV7HxMSEFJp8Po9QKCTOaxsbG3C73ajVapJlWKlURB3mdDpht9uxs7MjnfXBwYHI1Ykn6/V6STEnts2CSBy80+nI8HFzc1Pin6iAJOeZJwC73Q6LxSJYt8PhgNFoxNTUFN59910kk0mJFNvZ2YHf78f09LRg4uyA6XHcaDSkq0wmk/D7/cL7LZfLUqgUCoVsbNzwiMfPzMyIHJ48cHa+qVQK6XQaiUQCzzzzjHg9D1L46LnM7ETmTUYiEbGSTSaTkllJpd79BmuDBZrOdyyE9yuog+teYhSuhx323Q/C+LAyFz4oT4yP1vF6aq9sKpUS/iiLJFVedrsd5XJZpvaUX/PIX6lU4Pf7EQgEEAgEMDo6Kso60vg4kMnn8+j3+5iamoLT6YTH44HRaMTY2Bh0umMLTsImarVacGdatw4NDSEYDIoMXqFQiFcF+dTAsfAiFAqJBFer1eJv/s2/iR//8R+XTpqhrhsbG2JypFarBXOt1Wqo1WqIxWJwOp3Q6XQSCKvTHYcLUxZPeCCbzUp0FemKfr9fsPhBJ750Oo07d+4gk8lAr9eLKIfdIlkbbrcbWq1WYBSG9TI+y+FwYH5+Xmh+CoUCbrf7vl3nYMdbq9VQLpcBPDx7gmKUSCQCu90ughEuvg8AZ76m09FTwHFB1ul0aDab4tEy+Hx+v/9DFZ8FfLgir56G9VR21vREjsfjIs3WaDSYmJjA0dERfD4fstksjEYj4vG4fBm73S7a7baoF8fHx4WLXK1WxUifcuJBu9Hx8XHcvHlTumkyKD796U8LjFIqlcTQnZ4i9PHIZrMiPFEoFFIE9Ho9AoGAqOwoptjZ2UE+nxf64fj4OLa3t2UD6vV6qNVqGB0dlcLPfMFCoQCFQiGQxdbWFhQKhXCSKVsnS8Xlcgkjhdi72WwWMQiL/SA2S9P7085v7NTm5+cBfL/YnYX7hkIhXLt27YHN8Ac7XloEDD7Hw6zzOvDzOuFer4eFhYUTXTmL3AdhBvSo3fDg72ezWRnIfhgsRP+6r6eyWHu9XiQSCfT7ffh8PhnQbWxsYGhoSEQn5XIZPp8PrVYLpVIJ2WwWarVa0lGUSiWSySRKpZJwh2kz6vF4oFAosL29jYmJCeh0Oon98ng8kvNXKBRw5coVyTMks6TX6+HjH/842u02YrEYFAoFXnjhBaysrGB9fV3ivEgx9Hq9UtQPDw+xtbUFs9ks2YiUrjscDumoiTlPTU3JqQEARkZG0Gq1kM/nUSwWhX9NWIMKxqGhIYRCIQCQJHSDwYBqtXrC/IhGVzxBEG8OBAIIhUInitL9CtRZRfK0GT5hl9NDx0Hsl9Fc9Jp4nNDCeYWc8AnxbiakA3hsPOnz1qOKZwZ/HziWzNOc/7wN7yPI5NHXU1msc7kcgsGg+DlTZk6JbaFQwOjoqJgy9ft9CTgl9xSA5CjS8axarUpWJO1PCYOUy2VMTU3h8PAQOp0O+XweL774IrxeL9xut1AJ9Xq9eGO/9dZbcDqdGB0dRbfbRTqdRqfTEZN94NiAfmJiAtPT07hz547EfVHkQqOlYDAIk8mEeDwOpVKJeDwutqfsvFUqFQqFggTlkuVBlSXTv2nOxOTzXC4nQpZcLod0Og232y3mRxxWOp1O9Pt95HI5eL3eexrrv98bm51zJpORE8RgQRrsePV6PcLh8AdeMGgDMEj98/l88lqf9BDxUcUzg79PL5cH2fA+KBvRv87rqSzWzWYTkUgEzeZxHl4mk0G5XEY6nRaslJxh8qHL5TIajYZ03Ts7O1hfXxc/DR7/h4aG4Ha7ceHCBcTjcRGnaDQaHB4eSifpdrvF7/vWrVtIpVKCxxKXNhqNCAaDyOfziEajwsAYGhqCQqGAz+dDKBSS11ev1+FyuSSO6+joCBMTExLx5XQ6kU6npWumK2A8Hke5XMbzzz8vz+9yuWSwyMeMx+Ow2WyYnZ0V8ykWFXZY/H0aORG7DQQCwhn3eDwnhB8PYor0MDxmikvovcKC9EHR287bbHQ63ZkJ6QA+kCHiozJLBn+ffjhP2kb0o678eD2VxVqn0+HZZ58FAGxtbaFer6PdbosasdfrQaPRYGpqClarVbjVjUZDoA0q9dLpNFKplHBkL1++DJPJhGw2i6GhIfk9rVYr7IXDw0NUKhV861vfgt/vh1arhc/nw/b2NlQqFY6OjjA8PIxKpYKNjQ1RVno8HpjNZmF/uN1uhMNhsRytVCqwWCyCIefzeQDHBkFzc3OIx+Pip9HpdLC6uiqsFQBIp9OCQ2s0GhnwJRIJuFwu+Hw+KcIU0AB3d1hzc3MnxC+MHSPHnAkzXPczRXrQG5udM08+DzJ0fBLrvC6Sr9FutwtWz2vxQWwkj8oseb+//yibxOD1PJ2H+TQV7qeyWPML9vGPf1yYBDdv3kQymUQ8Hse1a9dgNBolJabb7WJ4eFjMfejzTEhhf38f3W4XLpcLly9fFsEEvRXMZjMuXryISqWC3d1d4Tz3+32RsLObPTo6QjqdllSWfD4vAbUqlQoOh0NoZ4QrvF4v1Gq1qBk7nQ6AY/9pBijs7+9jZ2dHXnutVhMPblIBV1dXkcvlMDc3h2g0Co1Gg6tXr0oXPNjh0G8bwJkd1uD/P6szOm9QBZw0RXrQG3swgOAHSXU7r4t83N39w3adj/r87/f3H+UzGbyePJFw+P00wSlPZbEe/MJ94xvfQKvVwvDwMIxGIxKJBKxWK1wuFyKRCHZ2dnDjxg3BaQFIoT04OBBMeGxsDFarFcViUVSDAMT4nhFa4XAYiURCOm6aHtEkPxKJYHZ2FgCwuLgo3iQej0fw7uHhYbhcLsHY6Vvi8/mgUqlQLBah1+uhUqlQr9fF6c1kMuHo6EjMhLze4+DibrcLpVIpNp5ra2twOBwS0kt62WCI6+zsLFZWVu4Ka73f9WZxGXS9A04OqujTMZgIMugD8rDrgz5Gf5Ailh8WLPhRNonB6zl4onvaGChPZbEeXAaDAblcTrpdm82G0dFRTE1NCbWvVquhUqlArVbDZDKd4GEzJqvVaqFQKOCtt96Cx+OR5HSdTieDLGKp9FkuFApihcp0Fsrfh4eHMT4+jkwmIxalVqsVoVAIL7/8spgOMVWEuYaXLl3Czs4O7ty5g4ODA6hUKgDA7du3ce3aNVgsFoyMjCCXy+HChQvY29vD7u6u8JV7vZ4EF+h0Omg0GsTjcble/X5fshntdjs8Hg/a7fYD+2OwuBB6yeVyZw6qlEolUqmUhC48TCE6XcColvygCtoH2dk/Dre9DzsmPHg9B090T5ua86ku1r1eD1NTU7h165YM3Bix9c4774gXskKhkGEkIQi1Wo2LFy+K016z2YTL5UKtVhOj9mazCZPJhLGxMaFqMTsxHo/Lz7pcLhSLRXlsBtSSYUHZ+MWLF8XiMxqNinSd4QjAMRbNzYJMFJPJhFgshkqlgtnZWXHNo9l+p9MRXxJ6lRSLRVy+fFkGhP1+/wREUa1WJfR1sEjc78ZncaFKkfz1swZV77cQnf69e73WB/l+vJ8i9kH6dDyOLv7D3p2fdTL7sKk5P4j11BbrTqeDb3/72yiXyxgZGREDJcqbM5kMksmkhNvyd9RqNZLJpCSssJhpNBoJlaXN6sbGhvhM2Gw2tFotwWvpKaLT6VAsFuW4b7FYJA1mZmZG4AVCBBzO6XQ66YRtNpuoB8kaYQTW2toayuUyXC4XtFqteKIwDiqRSCASiWBra0tCCF5++eUTOY40N+p0OuIhYjKZzsSV73fjs7i43W6RjN/LfvP9FqLTv3ev13q/9WEvYsDj6eIfpxf2k15Ps2HVU1usl5aWRJhCgyAa8lSrVdRqNQSDQek0AYgknJJy3vj1eh2BQEDw22KxiGeeeUZYFYQ3eCNVq1WYzWZMTk6i3+8jFouJVJ3Ocowdo6z7NJeVRZ82pPRUJq2w1+uhUCiIf4dKpYLVahXXPYb4er1eCQFgSEA2mz3R6VL6PPhcXu/JZHK+rvvd+KcViOd1q++3EJ3+vbm5OWQyGYFzmNByvy75B1HEPuiBIfCRUdQPy3pqizULZiaTgcPhkKxCADAajeh2uwI/WK1WCYRliAA9IYi3WiwWCfl1Op1wu90wGo2SMmM2m6UrTqfTEr+1srIiCkGaR5HhQaqbTqeDz+fDq6++iv39fRgMBnziE59AKBQ6EQ21v7+PUqmEUqkkocAU6ej1ehQKBRG5ACfjm5j8zc75tJ1oMBi8yy70rCJxvxv/fkfawcL0fgvRWb/HjYmv60G65MdRxB62+P4guvkfNHvmo/Vg66kt1iaTSVzsKP+dmpoSSXilUkEymRQPh+HhYVitVrEmzeVy0Ol0aDQa2N3dFToROdDhcBjFYhHpdFqCBSYmJvDcc88BAKLRKKLRKAwGA8bHx1GpVLCwsACfz4epqSl0u10kk0lotVocHR3hzp07qNVqUKlUqFQqePXVV/FjP/Zj8Pv9coNTuEPRzfLyMkKhkND9Dg8PZbMhFBOPx5HP59HpdIRlcpoH/TDrYW78D7IwvZ8u+XEUsYd9j/d6nU9yCPg0Qws/TOvDM/L9gNfc3ByazSaGhoYwPDyMF154QTw0bDabyMrZXeVyORwdHckwjkM6UuE6nQ4KhQIajQampqZw+fJldLtdMXYym80ol8tYWloS/LRarcrwstU6TrSm0m9lZQUbGxvyGnd3d1GtVqHT6URSzRuZJkYMOO10OgiFQvD5fJiensb4+DiGh4cRDofh9/uRSqVOOKTRebDZbIoFayqVOuH81ul0cPv2bbz++uu4ffu2cLlPL3awdJBLpVKSd3n6Mfm6gScHM9DhLpvNIh6PC9vlQbrkx+F297Dv8V6OfR853H20ntrOWq1WY3JyEjMzM8jlcmLp6Xa7kUqlYLfbxVI0Fouh2WyiUCjAYrFgenpafo6MDCr/aF9648YN1Go1qNVqtFotNJtN+P1+8eLw+/04PDzE8vKyyM4rlQoODw8Fy240GqhUKiJ7H9wsNBqN3MjcUE4HnLIIF4tFEdR4vV50u10pGlQKMnCAg9OjoyMZmKZSKWxsbEiY8NHR0Yl0ceD7nV+9Xsf29raku5CuODw8fFdneS+Y4V5d5PvpLlnkCFclk0nByj+I9bBQyr26+R+mIeBH68msp7ZY93o9FItFxGIxKJVKURCOjIxgeHgYxWIRh4eHJ6CQdruN3d1dqNVqEaDk83kcHh4KWZ9+2JlMBru7uzg4OMDY2JhACyaTSfwrGJzLwAG/349isYhKpYKZmRlJbgkEArh48SKi0ajctM8//7zEkxFuabVa4jWh1WoRCoXQ6XTE1U+tVkuUGItGo9GQ4kxedrfbxdDQEGKxGNLptCgrqagEjgU7yWQSTqdTCn6n00GpVBKLUqfTKcNNBgTYbDb5DO5VmO4FHbwf2GSwyHHDeFDM/HGss97jec97L0jioyHgR+upLdaJRALLy8tIp9PC/PD7/WKxefnyZXQ6HWxsbKDVaqFWq4mYIxAIIJvNSoFnKIDZbMbo6CjUajX29vbQbDblxiSzw+12Y2lpCbdv34ZCocCLL76Ier2OaDSKVqslGwdVhby5C4UCzGYzbDabQCoulwuVSgWJRAJqtVrYKwaDQbD1TCYjDny0QOW/NZtNbG9viwRdpVIhGo3CaDTi6OhI2DIU7hweHiKbzQpsQ2EP1ZrDw8OSyM6j/Pb2NsbHx4UVw58F7l2Yms3mXYnfXq/3fXWX5xW5DwIzP+s90sr1YZ73oyHgR+upLdaLi4vielYsFpFIJE54V09NTWFsbAwulwuvvPIKdnd30ev1oNPpBJvWarUIBoOCI1Mt+Fd/9VciQ6d39MTEhODFnU5HIAqXy4VsNitxWJ1OB+vr62IO5fP5xB/71VdfhVqtRjgchtPpxPb2trgCdrtdcd4DcCJTEADGxsbkvbNY6PV6GAyGE5mJW1tb6PV6MJlMAI5ZM51OB6Ojo9jc3BQHQZvNBq1WK7FaDEQAIOno7XZb7FkZLmuxWO772TCo4HTi9/vpLs8rcj8oaOH9PO9HQ8CP1lNbrJvNJnK5nITflkolURHW63Wo1Wrx5VCpVPB4PNBqtQiHw1Cr1YhEImg0GnjnnXcEJikWizAYDOh2u6jX68hkMnA6nSgWiygUCkilUojH4ygUChKUm8lk4PP5EAgEYLVa8dZbb6Hb7Qp98NatWwLLNJtNWCwWMZQiNa/b7UpKC3BsYp9Kpc5M5ga+D33wxNDr9USkYjKZYDAYYDabxX+EzzU3N4fJyUlsbW0hlUqhVCphYmIChUIBDocDpVJJ/kuYaGRkRLzAB4Nxz1ter/fMxO+RkZGH7i5Z5HjKiEaj8rs/KGjhI0jjo/V+1lNbrIkva7VadDodKBQKJBIJtFotjIyMIJFIQKfTCcfZaDRCrVZDq9XCaDSi0Wggl8uh0+lgaGgIuVxOho104uPEnvJx5g8CxwPOZrOJpaUldLtdwa+73S7cbjc6nY4kqHNjGbT85NBTr9fD7/cLHMFwgEQiIcX6NEZKxgc761qthoWFBel+6TbI7ESqMJmUY7PZ0O12kc1msbu7K57azWZT4r+YBel2ux9akKJUKs9M/H6U7vIsyOMHBS18BGl8tN7PemqL9cTEBIrFoqSYEJbQ6/U4ODiAy+XC4eEhXC4XLl26hKWlJSgUCoRCIUxNTQGAFFYyL3K5nPh7MGjW6/UiEolIUjk3BzJQGG5bq9Vgs9nw8ssvI5lMYnNzU6KvWq0WstksrFYrbDYb4vE4jEYjXnjhBTHpn5ubE/8OwhFcpwsVQxI4kGTyDP+uUqkAgEAwp2OcQqEQPB4PAoEAKpUKRkdHkUqlJA2GpkksrO9HkPK4C9pZ0MPjghZ+EKrDj9bTt57aYs2hGkNuLRaL5BRSNg4A4+PjyOfzEkC7tbWFaDQKv98PjUYjmY3dbldUj0ycmZ2dRb/fx40bN9BqtSQ8gO5+mUwGnU4Hm5ub0jnOzs7KMLHRaEjxfO6559BoNKDT6SQUN5vNSvEfHx9HIpFAu90WSTjX6UKlVCplc2LxHKT/GY1GRCIR+P1+7O3tnYhxyufzqNfrMBgMYhlLzxBuHKdx2MeJ0b5fBseThB5+GDxEPlo//OupLNa84dfX14Vp0G63cXh4eAJXnZmZQalUwptvvolSqSS+ISxIHo9HBnROpxNra2toNBrIZrPwer2oVquw2+3Q6XSYnJyEwWCQBBafz4e1tTUAkKLHwNz9/X2JpKLacHh4WDr5jY0N1Ot1mEwmHB4eCvzR6/WwuLgojBaGEgwWKnaUy8vLAvmQI04KHzegvb09OSnodDp0u13Mz88LLELIo1KpoNvtCr58uhg+zkL5fgvjk4QePuJAf7Q+iPVUFmuKN+jFnEwmsbOzAwDi0Uwl4OrqqrjgVSoVFItFOJ1O6aApQWdWYqFQkKEkfaiHh4dhNptRrVaRSqUwOTmJ69evI5FISDfMLp3+2O12W4qgVqtFNBpFo9FAJpNBr9eDWq1GrVaD2WxGJBKBUqlEoVCAzWaT9BcKVwYLFQeRLpdLumGlUgm9Xi9RU4MZiIw1OytGaZCWSAtSBiIMBgY8zkL5fgvjk4QePhoYfrQ+iPVUFutm8zhh2uFwYHt7G1tbW2g0GggEAmK+lM/n4XA40O/3oVarUSqVUCgUkM/nYTQa0el0REpcKBQAHGO8yWRSBnOEB0ZHR/HNb34TOzs7cLlcYjlqMpmg0+lEMEIqnMvlws7ODqrVKnK5HJxOpwz3rFarSNXtdjusVisKhQIMBgMODg5Qr9extbUF4JhCd/ny5ROFam9vD5lMBmr18UfP7MlBpsVgzJZOp5POutlsymBOqVTek0N8VmDA4yqUH8bC+NHA8KP1QaynsljrdMcJ071eD2tra7Db7eLRfHR0BKvVKgngKpUKdrsdxWJR3PPsdjtqtRpGRkagUqlQq9Xwzjvv4NKlS7BYLPD5fIJ9GwwGbG5uolAowG63IxgMYmdnB5VKBRMTE2i1WqjX63C73RgbG0OpVDphwapWqzEyMoJarYZYLCadvUajQSwWE0ggGo0K75pWr0xuP+0nrVAoTnhT63S6E/ACcDJmi4HBDwI9POnkkg9jYfxoYPjR+iDWU1msecM7nU7Mzs5iamoKu7u7yOVy0Ov1cqTvdDqYnZ1FMpnE2NgYPvGJT8BisUCtVuM73/kOarUastmsiGUajQY0Gg3u3LmDUCgkxkx6vV5EJHq9XiCU8fFxCc3N5/P4+Mc/DuA4MIB/HwwGUa/X0Ww2JeCWMIjT6ZRILiaR5/N5BAIBGAwGmEwmbG9vy3seVESe9qaORqMnBomDMVsWi+WBzYhO4+MHBwciP3/QYeB5uPT9CuOHPaLqo/XRer/rqSzWgzc8bUIVCgUsFgvcbjeuXr2Ker2Ow8NDGcIRey2Xy4hGo4J3t9ttlMtl6HQ6Cbgls2NjYwMLCwsS70XmiVarFQim3W5DpVKh1WphZWVFfEDow0EPkXa7jXA4jHa7jW63K6eBWq0Gl8slRlRerxcXL14U21OaKbHg3cuberDIno7ZouLxQaCH0/i41Wp96GHgo3TnHzEzPlp/XdcH0nJ89atfxdjYGPR6PZ555hl897vfPffnX331VTzzzDPQ6/WIRCL4F//iXzyx10Ylm91ux/z8PObn5yVj0GaziR90KBSSIZzb7YbT6UQ0GsXu7i4ODw9RqVRQrVaFjre4uCjZf1NTUzAajbDb7XC5XHjxxRfx0ksvodFowOl0Qq1Wi1rQYrEgEAhIQacP9uTkJJ5//nl8+tOfxtzcHDwej6SlV6tV6PV6MaLq9/vIZrPiVEfByv2uAwvc6Zit8/7t9Bq0FeVQEni4onsvm9AHWR+E7epH66P1g1hPvLP+wz/8Q3zxi1/EV7/6Vbzwwgv43d/9XXzuc5/DysoKRkZG7vr53d1dfP7zn8cv/uIv4utf/zreeOMNfOELX4Db7cbP/uzPPpbX1Gq18O1vfxubm5tYXFwU86Tl5WW02214PB6Mj49LGC49r///7Z19TJPXF8e/LfBQoFIREerAojKBBUVeFiFRYSOhmcmiWZZsZnMs21SmjIzOzLe4GZdNt2zAXtRl823J3lwGLGbTTZLJ22BbcDjUVXQTUJcywBeGSquFuz/43ftrsZVSKKXt+SRN6O15np6e53J6e55zz+FFlBobG/HXX38hICAAAwMDYIxBLpfjypUruH79OlQqFZRKJdRqNX766SfRKDcpKQlKpRJ1dXUIDQ1Fe3u7qK0BDBZYamhogFqtFtvBw8LC0N3dDaPRiN7eXoSFhYmuNH19fSJjo7e3FxqNBjk5Oejq6hI//c1ms9jIYjabcerUKZFHnpSUJOLaPGwwY8YMq2wPXo96YGAAkiQhLCwMBoNB2LGnpwchISEi1KFUKsUWeMu0P57xYjAYhg1RjCYuPRFvQDoCD98YjUaRTRMUFDTiMI4zYSDL6wxAFDVztiytN+NOe8gY9xQuYsGCBUhNTcXu3bvFWGJiIpYtW4bt27ffIb9+/XocOnQIer1ejOXn5+P3339HQ0ODzffQ6XQoLi52WKfKykq0tbXh7NmzOHnyJBhjopGsZT2M6dOni63RfGu2SqUSucy89CdfzfEcbO7AVCoVTCYTent7IZfLERQUJFp4BQYONsrlBZAYY9BoNOLmIM/JViqV+PfffxETEyNqTff19SE8PFzcnFSr1cjIyBDhjba2Nvj7+6Orq0tUrUtPT0dzc7OIe/PGwJGRkVbOzXLnocFgEDU6eFglJibGqkkwrxjI88f7+voQEBCA+fPni1AIX2HzlEBb7zVWeKpz4aGmK1euiJrk/JfVSGw0NGTlyPH8OlsWzuJhMGfO582Mpz2G+jWXzuJbt27h+PHjyM3NtRrPzc1FfX29zWMaGhrukNdqtWhsbLxjG/UPP/wAnU6Htra2EenV09MDSZJEFxaehsdT5/z9/WE0GgEMFjDiq2deVpSXIZUkCYGBgcJpBwYGigL/MTExYsXOGBM39vj5eRnQoKAgqFQqEXfm+kyZMkW0HrNcvff394v+kWazGZGRkVAoFCJzA4DYwBIZGYmoqCihCw+XAIM7OK9fv37XsIHJZBKpi/xLi5eJ5SVXFQqFKKXKv8D4lx3PuuGdVvjq2tZ7jRVj0d3FHQzt9mN5k9aZ8wCO25hfZ8uG0EO7EI3kfN6MO+3h0pnc3d0tnIYlkZGR6OjosHlMR0eHTXmz2SwK33O0Wi2Ki4sRGxs7Ir14ah5PY/P39xfbsPnNPIVCgaCgIFFXWiaTQS6Xi6L6/AZYf38/NBqNyK3muxslScKcOXMQERGBiIgIUavaz88PZrNZrDT5P4jJZBIFokJDQ0XbLF5ISSaTifgz37kYEBAg5C1/8tuLMSuVSvElZDQaRZ63vfiwZZof/0ksSZKo3y1Jknh//quCb+Kxdz5nY9HeDrcNt6kkSU7ZyBkb8+t8+/ZtUdTMsgsRXbP/4057jEs2iGXBeQBWP7cclbc17ixZWVlilczT4FJSUtDS0gKz2YxZs2YhKSkJ165dQ3d3t7ixyGPW169fx6VLl+Dn5weVSoW4uDhcunQJZ86cwbVr15CYmIjY2FiEh4fj5MmT6OnpEU0AuMPkPR79/Pxw8+ZN0XoqICAAs2bNwj///IP+/n5MmjRJrLQAID4+HkqlEs3NzaICXmpqqpVTtpfelpSUNGzMeuiNRZ7mx3+S8xREACLEkpaWJmLWU6dOFV9Ots430XKkJwrcNpMnTxaZScPdzL3beUZiY8vrDECkczp7Pm/GnfZwqbPmvQWHrqJ57QxbREVF2ZTnecVjgSRJ0Gq10Gq1Y3I+d5CVlTXiY/z9/a36JnLsxdzspfnZ4t577x1WhjaP2GesbOPMee52nemaWeNOe7g0DCJJEtLS0lBZWWk1XllZKTaADCUzM/MO+aNHjyI9PV3EigiCIHwNl9990el02LNnD/bt2we9Xo+ioiJcuHAB+fn5AICNGzfiqaeeEvL5+flob2+HTqeDXq/Hvn37sHfvXqxbt87VqhIEQUxYXB6zfuyxx3D58mVs27YNBoMBSUlJOHz4MDQaDYDBVJgLFy4I+ZkzZ+Lw4cMoKirCzp07MX36dLz33ntjlmNNEAThiYzLDcY1a9ZgzZo1Nl87cODAHWNZWVn47bffXKwVQRCE5+AZSagEQRA+DjlrgiAID4CcNUEQhAdAzpogCMIDIGdNEAThAZCzJgiC8AC8olNMW1sbdDqdU8eNtAiUL0B2sQ/ZxjZkF/s4a5s7qokyH6aoqMjdKkxIyC72IdvYhuxin7GyjU+HQTy5kJMrIbvYh2xjG7KLfcbKNi7vFEMQBEGMHp9eWRMEQXgK5KwJgiA8AHLWBEEQHoBXOuuamho8/PDDmD59OmQyGb755pthj6murkZaWhoUCgVmzZqFDz/80PWKuoGR2qaqqkr0XLR8nDlzZnwUHie2b9+O+++/H5MmTcK0adOwbNkytLS0DHuct88bZ+ziK3Nm9+7dmDdvHkJDQxEaGorMzEwcOXLkrseMZr54pbO+ceMGkpOT8cEHHzgk39raiiVLlmDRokVoamrCpk2bUFhYiLKyMhdrOv6M1DaclpYWGAwG8XCkjZcnUV1djbVr1+Lnn39GZWUlzGYzcnNzcePGDbvH+MK8ccYuHG+fM9HR0dixYwcaGxvR2NiIBx98EEuXLsXp06dtyo96voxJAuAEBgCrqKi4q8zLL7/MEhISrMZWr17NMjIyXKiZ+3HENseOHWMA2NWrV8dFp4lCZ2cnA8Cqq6vtyvjivHHELr46ZxhjLCwsjO3Zs8fma6OdL165sh4pDQ0NyM3NtRrTarVobGwUbed9nZSUFKjVauTk5ODYsWPuVsfl9PT0AACmTJliV8YX540jduH40pzp7+/Hl19+iRs3biAzM9OmzGjnCzlrAB0dHXd0W4+MjITZbEZ3d7ebtJoYqNVqfPTRRygrK0N5eTni4+ORk5ODmpoad6vmMhhj0Ol0WLhwIZKSkuzK+dq8cdQuvjRnTp48CaVSicDAQOTn56OiogL33XefTdnRzhevqA0yFshkMqvn7H97hYaO+xrx8fGIj48XzzMzM3Hx4kW8/fbbWLx4sRs1cx0FBQVobm5GXV3dsLK+NG8ctYsvzZn4+HicOHEC165dQ1lZGfLy8lBdXW3XYY9mvtDKGkBUVBQ6Ojqsxjo7O+Hv74/w8HA3aTVxycjIwLlz59ythkt44YUXcOjQIRw7dgzR0dF3lfWleTMSu9jCW+eMJEmIi4tDeno6tm/fjuTkZLz77rs2ZUc7X8hZY/Cbv7Ky0mrs6NGjSE9PR0BAgJu0mrg0NTVBrVa7W40xhTGGgoIClJeX48cff8TMmTOHPcYX5o0zdrGFN84ZWzDGYDKZbL426vni9G3PCUxvby9rampiTU1NDAArLi5mTU1NrL29nTHG2IYNG9iKFSuE/Pnz51lwcDArKipif/zxB9u7dy8LCAhgX3/9tbs+gssYqW1KSkpYRUUFO3v2LDt16hTbsGEDA8DKysrc9RFcwvPPP89UKhWrqqpiBoNBPG7evClkfHHeOGMXX5kzGzduZDU1Nay1tZU1NzezTZs2Mblczo4ePcoYG/v54pXOmqcODX3k5eUxxhjLy8tjWVlZVsdUVVWxlJQUJkkSi42NZbt37x5/xceBkdrmzTffZLNnz2YKhYKFhYWxhQsXsu+++849yrsQWzYBwPbv3y9kfHHeOGMXX5kzzzzzDNNoNEySJBYREcFycnKEo2Zs7OcLVd0jCILwAChmTRAE4QGQsyYIgvAAyFkTBEF4AOSsCYIgPABy1gRBEB4AOWuCcJC2tjbIZDKcOHHC3aoQPgg5a8Kt2CpSb/l4+umnvU6P2NhYlJaWjvo89or8y2SyO7Y1E54PFXIi3IrBYBB/Hzx4EK+88opVJ5KgoCAr+du3b7tkK7cjely9enXM33csaGlpQWhoqNXYtGnT3KQN4SpoZU24laioKPFQqVSQyWTiudFoxOTJk/HVV18hOzsbCoUCn376KbZu3Yr58+dbnae0tBSxsbFWY/v370diYiIUCgUSEhKwa9cup/TgY5zz58/jgQceQHBwMJKTk9HQ0GB1rvr6eixevBhBQUGIiYlBYWGh6KySnZ2N9vZ2FBUViVUwAFy+fBnLly9HdHQ0goODMXfuXHzxxRcO2XDatGlWukZFRUEup39tb4OuKDHhWb9+PQoLC6HX66HVah065uOPP8bmzZvx+uuvQ6/X44033sCWLVvwySefjFqfzZs3Y926dThx4gTmzJmD5cuXw2w2Axisb6zVavHII4+gubkZBw8eRF1dHQoKCgAA5eXliI6OxrZt20S7KwAwGo1IS0vDt99+i1OnTmHVqlVYsWIFfvnll1HrS3gJY7NLniBGz/79+5lKpRLPW1tbGQBWWlpqJffqq6+y5ORkq7GSkhKm0WjE85iYGPb5559bybz22mssMzNzxHoM1ceybdPp06cZAKbX6xljjK1YsYKtWrXK6rja2loml8tZX18fY4wxjUbDSkpKhtVjyZIl7KWXXrL7Oq/zEhISYvWYM2fOsOcmPA+KWRMTnvT09BHJd3V14eLFi3j22WexcuVKMW42m63CGc4yb9488Tcv+9nZ2YmEhAQcP34cf/75Jz777DMhwxjDwMAAWltbkZiYaPOc/f392LFjBw4ePIi///4bJpMJJpMJISEhw+pTW1uLSZMmief+/vRv7Y3QVSUmPEMdllwuFx02OJY97AYGBgAMhkIWLFhgJefn5zdqfSxvcPKYM3/PgYEBrF69GoWFhXccN2PGDLvnfOedd1BSUoLS0lLMnTsXISEhePHFF3Hr1q1h9Zk5cyYmT548wk9BeBrkrAmPIyIiAh0dHWCMCWdpmfscGRmJe+65B+fPn8cTTzwxrrqlpqbi9OnTiIuLsysjSRL6+/utxmpra7F06VI8+eSTAAad/rlz5+yuxAnfg5w14XFkZ2ejq6sLb731Fh599FF8//33OHLkiFX62tatW1FYWIjQ0FA89NBDMJlMaGxsxNWrV6HT6Vym2/r165GRkYG1a9di5cqVCAkJgV6vR2VlJd5//30Ag3nWNTU1ePzxxxEYGIipU6ciLi4OZWVlqK+vR1hYGIqLi9HR0eGQs+7s7ITRaLQaCw8P95puNcQglA1CeByJiYnYtWsXdu7cieTkZPz6669Yt26dlcxzzz2HPXv24MCBA5g7dy6ysrJw4MABp9tSOcq8efNQXV2Nc+fOYdGiRUhJScGWLVusWlpt27YNbW1tmD17NiIiIgAAW7ZsQWpqKrRaLbKzsxEVFYVly5Y59J7x8fFQq9VWj+PHj7vi4xFuhJoPEARBeAC0siYIgvAAyFkTBEF4AOSsCYIgPABy1gRBEB4AOWuCIAgPgJw1QRCEB/AfMsamgCGD/2UAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test target\n", + "preds_target = np.array([])\n", + "var_preds_target = np.array([])\n", + "true_target = np.array([])\n", + "score_list = np.array([])\n", + "lbnll_target = np.array([])\n", + "\n", + "\n", + "with torch.no_grad():\n", + " for X, y in target_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds_target = np.append(preds_target, pred[:, 0].cpu())\n", + " var_preds_target = np.append(var_preds_target, pred[:, 1].cpu())\n", + " true_target = np.append(true_target, y.cpu())\n", + " score = r2_score(y.cpu(), pred[:, 0].cpu())\n", + " score_list = np.append(score_list, score)\n", + " lbnll_target = np.append(lbnll_target, loss_bnll(pred[:, 0].cpu(), pred[:, 1].cpu(), y, beta = 0.5))\n", + "\n", + "\n", + "score = np.mean(score_list)\n", + "print(f'Target R2 Score is {score:.4f}')\n", + "\n", + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_target, preds_target, color='black', alpha = 0.1)\n", + "line = np.linspace(1, 3, 100)\n", + "plt.plot(line, line)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Predicted Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('MMD | Target | R2: {0:.3f}'.format(np.mean(score_list)))" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "4dc70c57-9da4-4842-9784-ed856c00c0f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Uncertainty | Target | BNLL: 1.022')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_target, np.sqrt(var_preds_target), color='black', alpha = 0.1)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Error on Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('Uncertainty | Target | BNLL: {0:.3f}'.format(np.mean(lbnll_target)))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "5fadc74a-8e31-420a-9adb-3792cc488ec8", + "metadata": {}, + "outputs": [], + "source": [ + "def sample_variance(obs, true):\n", + " return np.std(obs - true) ** 2" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "4e63e41f-60d1-45b3-bea2-13556feefcdb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_points = 30\n", + "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", + "residuals = preds_source[rand_idx] - true_source[rand_idx]\n", + "resid_all = preds_target - true_target\n", + "errors = np.sqrt(var_preds_source[rand_idx])\n", + "sv = np.sqrt(sample_variance(preds_source, true_source))\n", + "mn = np.mean(resid_all)\n", + "\n", + "# Create the figure and axes\n", + "fig, (ax_hist, ax_resid) = plt.subplots(2, 1, gridspec_kw={'height_ratios': [1, 3]}, figsize=(6, 8))\n", + "\n", + "\n", + "\n", + "# Plot the histogram\n", + "ax_hist.hist(resid_all, bins=10, edgecolor='black', alpha=0.7)\n", + "ax_hist.set_title('Source Residuals')\n", + "ax_hist.set_ylabel('Frequency')\n", + "\n", + "# Plot the residuals with error bars in the x-direction\n", + "ax_resid.errorbar(x=residuals, y=np.arange(n_points), xerr=errors, fmt='o', alpha=0.5, ecolor = 'k', color = 'k')\n", + "ax_resid.axvline(x=0, color='red', linestyle='--')\n", + "ax_resid.set_xlabel('Residuals (Predicted - True)')\n", + "ax_resid.set_ylabel('Data Point Index')\n", + "ax_resid.set_title('Sample Stdev: {0:.3f}'.format(sv))\n", + "ax_resid.axvspan(mn-sv, mn+sv, alpha = 0.5, label = \"Sample Stdev\")\n", + "ax_resid.axvline(mn, color = 'k', ls = '--', label = \"Bias\")\n", + "ax_resid.legend(loc = 'upper left', fontsize = 'x-small')\n", + "\n", + "plt.xlim(-0.8, 0.8)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "8322ca8d-98bf-4097-903c-772dd1a3cfc9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_points = 30\n", + "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", + "residuals = preds_target[rand_idx] - true_target[rand_idx]\n", + "resid_all = preds_target - true_target\n", + "errors = np.sqrt(var_preds_target[rand_idx])\n", + "sv = np.sqrt(sample_variance(preds_target, true_target))\n", + "mn = np.mean(resid_all)\n", + "# Create the figure and axes\n", + "fig, (ax_hist, ax_resid) = plt.subplots(2, 1, gridspec_kw={'height_ratios': [1, 3]}, figsize=(6, 8))\n", + "\n", + "\n", + "\n", + "# Plot the histogram\n", + "ax_hist.hist(resid_all, bins=10, edgecolor='black', alpha=0.7)\n", + "ax_hist.set_title('Target Residuals')\n", + "ax_hist.set_ylabel('Frequency')\n", + "\n", + "# Plot the residuals with error bars in the x-direction\n", + "ax_resid.errorbar(x=residuals, y=np.arange(n_points), xerr=errors, fmt='o', alpha=0.5, ecolor = 'k', color = 'k')\n", + "ax_resid.axvline(x=0, color='red', linestyle='--')\n", + "ax_resid.set_xlabel('Residuals (Predicted - True)')\n", + "ax_resid.set_ylabel('Data Point Index')\n", + "ax_resid.set_title('Sample Stdev: {0:.3f}'.format(sv))\n", + "ax_resid.axvspan(mn-sv, mn+sv, alpha = 0.5, label = \"Sample Stdev\")\n", + "ax_resid.axvline(mn, color = 'k', ls = '--', label = \"Bias\")\n", + "ax_resid.legend(loc = 'upper left', fontsize = 'x-small')\n", + "\n", + "plt.xlim(-0.8, 0.8)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "a7f708ec-c4a0-4c9d-b9bb-7f1795f01e33", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'true' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[26], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m idx \u001b[38;5;241m=\u001b[39m (np\u001b[38;5;241m.\u001b[39mabs(\u001b[43mtrue\u001b[49m \u001b[38;5;241m-\u001b[39m preds) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0.7\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'true' is not defined" + ] + } + ], + "source": [ + "idx = (np.abs(true - preds) > 0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "5c7ee075-8532-45d7-919a-7401edff507d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.30214167, 2.98077202, 2.00425458, ..., 0.95970899, 3.07219529,\n", + " 2.18891573])" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "512df74f-7c4b-4840-b397-b79f3017ac36", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.69164467, 3.9343679 , 2.13911223, ..., 1.52133608, 2.09088802,\n", + " 2.36884522])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "true" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "f0377083-51e8-48fa-adc7-a5d87887ea61", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.9343678951263428\n", + "2.980772018432617\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 0\n", + "b = 0\n", + "plt.imshow(imgs[idx][i, b, :, :])\n", + "print(true[idx][0])\n", + "print(preds[idx][0])" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "50de4197-afe2-415c-b46b-01f565ba5d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.154159426689148\n", + "2.234156370162964\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 134\n", + "# Create a figure with 3 subplots arranged horizontally\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + "# First subplot\n", + "axs[0].imshow(imgs[idx][i, 0, :, :])\n", + "axs[0].set_title('g')\n", + "\n", + "# Second subplot\n", + "axs[1].imshow(imgs[idx][i, 1, :, :])\n", + "axs[1].set_title('r')\n", + "\n", + "# Third subplot\n", + "axs[2].imshow(imgs[idx][i, 2, :, :])\n", + "axs[2].set_title('z')\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "\n", + "print(true[idx][i])\n", + "print(preds[idx][i])\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "2c2afb9d-223c-4b24-be59-6f6e9fa33c90", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 16\n", + "# Create a figure with 3 subplots arranged horizontally\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + "# First subplot\n", + "axs[0].imshow(source_data[i, 0, :, :])\n", + "axs[0].set_title('g')\n", + "\n", + "# Second subplot\n", + "axs[1].imshow(source_data[i, 1, :, :])\n", + "axs[1].set_title('r')\n", + "\n", + "# Third subplot\n", + "axs[2].imshow(source_data[i, 2, :, :])\n", + "axs[2].set_title('z')\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "126014cc-61bc-4e1c-91c3-d7dd99ef0538", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [ + { + "file_id": "1MFScb-3Sbugn4RNiDaeocicJUIHlh_j2", + "timestamp": 1717430435817 + }, + { + "file_id": "1wlKaSdLzleueYrwljtOcqsiOfzEy1dxP", + "timestamp": 1717429638462 + } + ] + }, + "kernelspec": { + "display_name": "Python [conda env:.conda-neural]", + "language": "python", + "name": "conda-env-.conda-neural-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/training/notebooks/MMD_paper/mve/MVE_mb_2step_fail.ipynb b/training/notebooks/MMD_paper/mve/MVE_mb_2step_fail.ipynb new file mode 100644 index 0000000..d3d19e9 --- /dev/null +++ b/training/notebooks/MMD_paper/mve/MVE_mb_2step_fail.ipynb @@ -0,0 +1,4037 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 10375, + "status": "ok", + "timestamp": 1718868666013, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", + "outputId": "9ad89b68-4fd0-4146-a087-24cd367fb09f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cuda device\n" + ] + } + ], + "source": [ + "# Imports we will use\n", + "import torch\n", + "import gc\n", + "from torch import nn\n", + "import torch.nn.functional as F\n", + "from torch.utils.data import DataLoader, TensorDataset\n", + "from torch.autograd import Function\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import random\n", + "from pathlib import Path\n", + "from sklearn.metrics import r2_score\n", + "from astropy.visualization import make_lupton_rgb\n", + "from sklearn.manifold import Isomap\n", + "from train_utils import *\n", + "import time\n", + "import os\n", + "import json\n", + "\n", + "%matplotlib inline\n", + "plt.rcParams.update({'font.size': 12})\n", + "\n", + "os.environ['KMP_DUPLICATE_LIB_OK'] = 'True'\n", + "\n", + "# Set Seed\n", + "torch.manual_seed(22)\n", + "\n", + "# Find if cuda is available\n", + "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + "print(f\"Using {device} device\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7", + "metadata": { + "executionInfo": { + "elapsed": 19938, + "status": "ok", + "timestamp": 1718868749575, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7" + }, + "outputs": [], + "source": [ + "# Load in data\n", + "head = Path.cwd().parents[3]\n", + "source_img_path = head / 'data/mb_lenscolor_source/mb_lenscolor_source.npy'\n", + "target_img_path = head / 'data/mb_lenscolor_target/mb_lenscolor_target.npy'\n", + "source_meta = head / 'data/mb_lenscolor_source/mb_lenscolor_source_metadata.csv'\n", + "target_meta = head / 'data/mb_lenscolor_target/mb_lenscolor_target_metadata.csv'\n", + "batch_size = 32\n", + "source_train_dataloader, source_test_dataloader, source_val_dataloader, source_data = create_dataloader(source_img_path, source_meta, batch_size)\n", + "target_train_dataloader, target_test_dataloader, target_val_dataloader, target_data = create_dataloader(target_img_path, target_meta, batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 673 + }, + "executionInfo": { + "elapsed": 559, + "status": "ok", + "timestamp": 1718868750133, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", + "outputId": "651cb9ac-efea-4f14-b3a0-f03648a4081a" + }, + "outputs": [ + { + "data": { + "image/png": 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BYDAYDIYbw5sp4M/gGN+SNUvohfLpsyxDcqaGAE7rd0Gf2yDx9AqZQDLZquwnWRIuHSwV73WdkC4ZImXdQLfyRWw/cOnVOecwMQguD7M7eeOEAkv0XB4owQmWpUN+Ute5CZazYWn3btPbxUfoh0vVy+O79vn1OMMK80au/itkZLiAbYVvdd3R3sdTEvWnhm1s3gcXaM8PZ90PMzjNI+/F1NHcSDwMHdkRgMnDDmiVWPVSfALrlwTxFYKmBFeQTqSs7U0iUNYt0C+ZqJgeqO4CFBvaIDinbSECM/Q7+YeSJeb98LO6bAMroQjUbm40tdGA/GIj6iRC9gZkpuqdpsoOF6RSJZ4msjfyF3n+cKdpxcOVLPXfASvKVWjM9CCvGMAeZOd1vTFNAk0nboAyW5CrxKCna7QzGoBF5WQ0Ae7lG90HbZG/C1gYMY28hzmkdmBFsei+ih3Yysy6DJwxKmSxCJ5oZMgQs4CFR0cZYn6ASe5M0os8Sz3ugM6+UnqK7ya51xOshwz07jrA+ylmmgvTt6GAe8jGtOx1bPQjULENxBrRhsVJLPcUh5cE78YD0KZ3ej7NkA2njVLe9pHo2z30eavnOA/Ta1OEbi57muNAElET0LwHHWuYCSlTFp4tSv0rtMdCmjWfpJ/nQTImpUpZob4Tqnz4WbeN+0eZ8wf/X74eT7/ob5IhiEVW80neGfNBzxvtFShwsrdZtq/Lyr4GWwE0GAwGg8FguDHYB6DBYDAYDAbDjeHNFHAEB/FhJjd+oN66VpY2R0pQ/QhUHCVMcM0sa8DoYt5f9DJygqXiBDRvP+oC21Z+h+7hzjnnwGncw664JWiabw9UVnsAOox2XGVwP2+L3n1ZitTxYZFz16jv1Q8/Sn1hKXftiG7/DJlLmk/qHDrtX9ElfqJuhh29EXYBtpNeUh5hpyKxOb+2ifkvig5p74OOwwaCqjZCRRSnd0d1UER1morogFZFqUPtaGkfaOQwCT0QIu1ud9LPDdEZsUrsVcjcMg96p14Emq0iI0A7s/0V4pq6HHdCb0CJzEGPjV2ROIxIl1H/z152xWVHwdALjXwB6jw4Ha8qW8Ei/RAn/f/StZd6bM96PghR78h7DzzArtIcdF0jZEVZ72GcjdQhQJUeNsriADuiW5hDI+1E72FH/BEyi+COauec2wbUr+j5JAIVe+wgk1DWcYzJWTzSUEc9BncXoPJbiguIoSPMVWPQZfQw2QTYOX+irBAN7BYe9BZmt8LO13aWyrNwZdnJgGph17unfB/XVX65j3pXaSnvvxPdOefqAJl6Er1Qv5/xQjmkPqnwLpwSZbEAiUoagFIddGy49CDnvocYbfU81kMd86DlMGWAuQvCN5I+ogBN2yV5/tHR/AzYnKboceN6dRgblHWjSn09lBHIwcQdIfYO/5E6FZPMpxO+d7c/qOvySZ7FH0XWEifK/gPfKyw3uzyyP8ufhq0AGgwGg8FgMNwY7APQYDAYDAaD4cZgH4AGg8FgMBgMN4Y3awAfQVOx+Ad1LkB2groJZ/3xrIVD051w52nUGrjtIFVpoFqh15qFvghnPw9YD60pWNs7OEN6A9BEdMCpM7ffg8ageHH77sn3ojaiHeiy1o6c96L7S6AXCpQ9YVply317lvvmoDUA+Mne071Q2/AIzuKfD2RbA+dG0KwtlDFjvYJmodXaxkoZWt4N4HY+tboOA2zbb8HuwndaA5JBHzqspDEBG4PqRAMSo46hsEl8JXDd90nrDRM42YegzwXQM4Yo55pFxzw6uoDUy6VVa8I26L6ijebdOEPbQKA0zV/rOjUS51sjOpWykBY1iW1BaX+vzuVZykizVCS32tIgtqAVXEV/VJK2dkFdnSPdS96T58k7YEXLkaz1Xz3WDzRla9R9eoS5JWWahmHO60BDHHZ6fDaQXSRC1h5KVOQewcNq6/WY6UCL52D+O7T6XhWHENrbkN7Qw5i8UJaQFiavBerUFF3hJ5Ci3Z+kvEi2F1OSey+kUT2ATvu6k3sdL7q+YwbtaSux+hT0dQfI6vIjWeQcyRbmvbADO5OFsgz1E2gsj2AjRRlOAoo79/qZ173McZhAxLdaNxweEpyTCwNZuGUQX3t6r3egI86gP6UkXm4F+7EE4+suanXnBv2n31zOeYxDUIV6p+e4DBYxOGq843efXHei7FTDv/ib1+N2Ab0p5VPD13yBudp5/Z1QZ5wb9Dx5nEgH+gbYCqDBYDAYDAbDjcE+AA0Gg8FgMBhuDG+mgN1VlnZ3Xi9fnqCU6GUZcmv1kuT9JjzCNuhUBW0Bu4weqTFdxQy2Ej1Qub5/UNcF8Ispvd6OnspfyXVg59EmWrIGh3oP1I5vtPVEC0uxodNUYQdLuC1Y6RTKTuG8ZPEoESw7KlFvvSwjT1fdNgvQ2SukBmgWWkcH24n9Vfpy7nSfQPO6dSXLke3tofPnRLuX5/dB0whbFTqnBYuIbaep/QC0XaTMHS3Q9KkFWQIt7Tde+jlB3MSGslgEiT1ObI4ZRCLQYBN57gC750Irf2zERCDt25D7/bzI7zI0GzFnzgMtvfN/C7/R/d0A5TLOv1Pntk4oYQ/0iB/12BiBpt8DJXihfm2A6prviMIcv27/8JdCBIqmS5pr38Cypi9St8ei6x1noG+JvmsgUw9Su0fyMGmBHkZLjLbRlGQE65c4USHwu1qwj2nOwIxBEFspEP0J42KXKUChyADvkLHocfGhCmk39kCBU1t3F6lTIfnKAtT2vsi9PlPGkAloxAlow92ZZBgQg9+/6DLGnkfR+2BF+nbQ46CAD1QZ5FnuaV647oFuJXkAOgZtPchXOi1l8R3MpwNYvdB7NyapU4q6DQPIBXoHczxlNDrMkO0oS7+WVfcXqiq6g56TPytRjdx3JTsrbKkC577sbZjjaE1tgXPrv/jh9ThedSznGajoVeq3/1k3wPUgcrM56z6P62/3ZrMVQIPBYDAYDIYbg30AGgwGg8FgMNwY3szjba0stzblQZ07zLJ0fIYMDLwy3sNOv+D08nAAqjNAxoQ6f1DXtQfIHrCTMpqq6+Ra2d0Yyt+oU00r1/awg7M0TCnK8V2RP3Krl2/T+gsU/pM61689XAc79ZKmkWHV120HWOa+6G/03AptttIScIDdvQUc35uqr5uq0NIr7Ih1o97RWALsWqLl5bH9NruAEyzFJ6KpPFAYC2xbeyTaYwJ6vFv1ECgJXPNh56/Peudb2QHFAucS726DbWy+0g48oDqBAXX9QdMjK9Yf4mQK+rmQVskT0YBwayyOWTpsjQiUYArf6euAVttoI25dIX6LjI3rjnYqXqQi004ejDYBuwBxmOlma3z/LAwN7JDNWdPauFEVnfoXSs3yADw8UnTOOddCB93DDtNEyeoPHbQzZFnwq5bo1AD0Eo0FlIPgDt5K13mYa6qHLcGFrqtAKbaavroDCjBM0m4x6QwMK9D6FcbqTK4HyJzvnN5hnkAq8wJ84D3Npx52em4g88i9dg5IMD6fH/Qzd789AcOfBT08SuN0W6+QaWMocuG213GYIKVT6fQ7uQFqd9nBbukj0c130F9QRhj0vVrohxh1fXeQhSpGadD9VU9QQesI5HjkbETiUjAteu7uP8iz/AwZRDbH738pP4AcLPMuYHi/ZpJzFCh/gfEVv39U17lRxoDfIGPYpoOre5a/l54cEaIeR2+BrQAaDAaDwWAw3BjsA9BgMBgMBoPhxmAfgAaDwWAwGAw3hjdrABvYIj8ltsQQbvsR9BzeD3SdaOdCp895sEhpQIuHthzOOVej2LvE/PH1OPVa55ciWL20OtvBCazBn4DOb7SMxDVgx5LAWqEn3Y87QoaTotsmrWLvEjqwYFjIPiEKn1+zVKRE7QS+jaCjPJA+wMvvNtBhnUmX1oIu0Tvpr5GsFNpFdIon0lo1jlJNvBOmRkJ2V9j6QJ6rA9sGzhjSgL+B33RfZtABNWA55Hptx9OBLUoa0CJor66raAtDNgtthkwzoN/DLCbOOZdXtK2Rfz9QJpAR4nrTYeMWuDVITJzXt3IeshxUsGbYIlnpNGJpsGdrEdAcTTCu4xeeM6ID8q2UEcgWZM2YNeKzPje+vwCrAcd935KjP2hKq0fdFLURaJmaSLohmGsKZvug2Tq1oAEC+x7X0oVV6lhJh+oxPiHbhU+6jOoxgMASpqN5DOYdN9O9QDt5hDEzzHpsnXdS3wxC7C7oCfr3YH3SsSUWpC6pYPXxPOj+8jAP92BttG26vzy0zSeaC4ZML453gu/l+UPV83PEbC2gGx9bPT85sEFLZGFVwIJngHl3Ag29c87FFjONSHkN6eES6EoHmrsG+DYYRpkX7q66vwaYyFrI4hFoctnA3uu61++qC2QT2338O6m71/Mz6vkmGK9f2MDAdYHOFvgdTrX+gfrhD6AJ7GF/QKPjcO7gWSjuQv2iZn8StgJoMBgMBoPBcGOwD0CDwWAwGAyGG8ObKeAKWTz2CyVrh63l2yxL0YkoL9cKpRZoadMv4H4fxWk8d3fqun0r5YdWrCm27u/Udb4TiupM2aA9LBcXsEEo4QuOSsqHT+VIDHCDdhnuB3VuwwTbQPnNVEhJ0lZo5xIDUVyQQSUtetl/hWwDW5H+6mZtOXPO0qYjWEQ0TvdJtzxI2Z1eRl82WsJ+JyCN4DZtWzBAVoMYhBIbZqJlgbLIlCUEqY4B7TOovxLIFAJIHfqkt+YX4O0aOheA6kLLjMTUCcYAxK4vuu6PkF0ir/rcBEMWmH03j2TjAZQY5C53XwwNyLpSem1p0IGr/QhJz3eztim4JLFnwKTvW9L8tZ/AmqfoGK0tU6t/eaCk4KFqKqupEhcD1DVQNUMrfdwwLZvA+gXK39N1FTLLKOsXbhKwNvKBLSz+uPWLJ4rOY+YGpH0pYYgDuwzXaokGUswO5AWJGucO5lMMu2ev63SAoLwMWsuwgcwjwburX0g2AvPuAZpmpXs9QQae+0Jj3JMP0jshRZjv6V07JxmfDT5yIisqmMeWe/05EMAizd+DNOaBOh0ygwSQCrVB98kuyztkv2gbmPsXiYG9kxf23aTLOG5gTQax23ied+W5zpksci5SD7Sw83/7X1HXYQQ8w6fS5HRsFIzSL2hYsGpyEpOlo8sewSLpF3k/Z7JSGgJk9an622BK9GHyBtgKoMFgMBgMBsONwT4ADQaDwWAwGG4M9gFoMBgMBoPBcGN4uw1MEj0ApmpzzrnZid7gCFqRwWu9xRJAo9Rq/VoPtjAJLGdi0Pqt6MX6pXqxeklJa+9OKCP6ld3RuHs8tprb3wFPfw8yj3vi7yErmNvom7rJkE4niFaKU6tNkP6mKImN1jZETLPlSR8I7d0voql4oRR3CTRWh2f5zUvVurHnO9FK5EWXUeK3+b9DwHaj/toGiZUONJBrR5o60E4lsojxoB2ZIV1hR1Y6aJ+RQIsXEmnCdqAj3JHNDsRNBG1O6PR1DWikCtoieS1uLQuML9K9HKANZkihGGdKOwcuKwV0g2vW16HUpak6XePSitbvMEoMlUZPN7sibXqC4+bKtigS81dK69Ru2hbmPTCD5UputDY2wvgvvfRbT+kYMQ1gJIFlDzHuG2wL0gpu8x8/R+2scv+Rfs3BXOsq/K7hVI8Y/zhpUnkJ0xuSvhS0crWCHjRo7VKAufAAutlCtjILzMPrVevwUgHLMXiuGPVzFciFWMCyqG76OqiS2xVdjyk9uW+BAqnAfNVtOEBOwox2OV7P8RlSCLY0p1dIu1rAfm3r9Bhs4EXZgZVYR+kEu6vExj3Z7NwHma8eQQN/7650nfyuwufLwel3YQEt7kii2LXKvLn7WX7Xkbav/1vZV/D/gPfwM43DxUE6WXrmANfmKs9YeO0NvofyAXR+Z/2xkTF17aLHeVzMBsZgMBgMBoPB8CdgH4AGg8FgMBgMN4Y3U8AeKIvpqmnZfgBneMz+Qdb1McgS6+FKlAgsN0dYzg6tXtrP4Qc497vX4wtbHwBjUZmlAJoO6Vs25/4rWFX/Ac4Ne70sjdkUlqypg+skFdmiUG9+1M/fFqCAE1A7m76Xa4WX62ZdxhnsE3IPtj1F28A8T/JgYyflz2Q5s7tKGTP1l2cq6Z0Q9lJH/1nbj7i9LIEvQN8O9N8cZRpPFHDrwdIIqLRI+/Y90uUQJ4Ho5g5uVvkc9FGEc0mzNC5A5p0ANEWh0ZuBtoqztk/Aa30L8XXV1FFfZPy+4JiijCHoQJA90eNebCEaL/F69po6CuD+34C9QU56MI8gK/GNpr3D/OYp7M+G2MjDb04/e+ilv8MGdCjRa5jRYL0jOx+wYNkBxRoiZZzw0HdIS1JyDlcgBhsaxxtm/4Afkr0N2sU4mMcVheyccyAV8ESHVYf3wmemuQT+jK1c1wZ93XcnoIo3HaC/QL1WsBxrL/q6Hp7lCllXBtINjSBfWjvdD8XTPPROaDd5N7a9liJMk2S/OkAGqqmj9y68rv2gz82NzKF1gGxEHdnegPSmQAxVr2Uou7P03zHr8fB9lr68g/H/HYXGA4y3ADR3SxKLjNQrlTGucu4wSx1b96O6Dt/J7V//7evxv0pHdd2Lk3iYaD7AegT43PJkM1QGifP1IGXkvZ4bPIyvSO/gMOl7vwW2AmgwGAwGg8FwY7APQIPBYDAYDIYbw9szgSRYbqfdpxF3n0ZZUl2C3pnbb+DwvteUWqOoLUgo7XQmkC3Jzt8I2Qgqb4iFJ/tixRo+e7+7l2Xk/0AzVO5vD0KdHlo5xmd0zrkM9Mh50rubG8iYMUPmDnYCvzrY3Yw72LondV3YgNoo+sEO5VnuBXV8GjW3HRYpv8JuqWPW9MgCbVoP+tx1412C7wOP/2c56jo10Da1l+viSrTXHmiqoNuwAGWLpvnRES8LCeETSB0i7biOO6lj7ijmd0DZwu6uvtf0AFLACcZJpt2jC8Rh22iaCjO51BYd9DV1NG/wnBM0wFXXCRgb15D7Pdb32sv4rZOWM1Tc0Q/SieB0nfaQ4WYiarKs7/9/2Jhx1zclq4eGqUCFu6TbKAOduZv0M0TY9ZzgXtXr6dojtwU0eSUmyENc+EKUbQcXYzV4Q2FBag/K5mkAd6lz1hE8t8hxZX0B0K1+knlsP+i+v/Qgedk0HVaBijzCRFaJKnwGyn4PNPJL0o3YnGDOmDmtC6d1eB9MkP1jS/o9uQMZ0drgLl3KmAJZh9ak26YBWcryALG31++4AlltKryIo9ft0g4yrodJB9g97GD9a5gLHpOO+cNB+nnwKD0jlwLM6kKxcQZJRAJ9WC06A9F2BknRj9BOf6Xr/m+CUOXPFMszUMJYx8pzJu66h53/faPrXuCbJ9F8urjf/k62FUCDwWAwGAyGG4N9ABoMBoPBYDDcGOwD0GAwGAwGg+HG8HYN4CLcc261PmIFt/atfP96fCQ7hzSIbUGuWnu1Ae/drQ/y7+Gjum4PuoQNPl8pAYNrgWJnG5C/gl37//JBbCp+t/tFXffXR/n7rgVdTqN5/gmyZDxV0l6BSGa4SnPPm9ZRdKCxOTupoHe6Tksj/RDbT+rcM2jRGrDHqKQVu4JdSnwB7dVFh8O6h2wan/S5EL+NBjCAxrI2+rmwSm2R2Eva6cQFsHcJq7ZwKAWyf0BMVor5FvScLeiFmkACLNAYdq2ub2qlL4cd6Fl6rZ1BaU6E0GOtFz5mTjro/UkKyWCL4XpyyV/kBv0RHOlHXfcNdIoLZRPxXtqwdTK+atXPtcBz5YDjX3fYFfQxftT1XQ7Uue+A+xWfSWtDr5Dt4g50WJgtyTnnXmDC6khwt3ZyboRsN3vKxuJQz7ZCxhme1iPMtV/M+KBLAm2UZxEg/OmVfonFgvB3Jc0iZHtxvbSNZwsvLB/mNE+ZQHAebg9aK7WHeSKt8vy/DPpm+1XqkaF+LdmUFJhcLvTu+r6QAP2dcIcaS5JRpgGtX6S+vtHvnQB2OaGytg+0ro2UsXU65jfUnoFOlSOj6eV3+1637yPoYB+d1OkjzfEtaEdVnHBco86P5sIW9LIN6DnbVcdQPsP4jbIH4PyTHsuX38lzZUdtCK2ATxIoS1pGXTFYcRXK3JIgJc1yIK04Oca9BbYCaDAYDAaDwXBjsA9Ag8FgMBgMhhvDb7CBkeXR/aZtUKb24fV4FyDrRNGO2RkZgKSXWxt00AbOdkc01xqkzAJLwE3Qy6E7WGG916uy7nc7SSD/XfevX4//xUEnln/EjAkVrCkW/d28S3CDoz739CJ0WARqbCSK4dnjcrvcd1s0Be7jP8p1RT9YXGV5eAQaLcZndV1/lm4fYbn9+lHbb3hcUj6oU25ZiHN4J3hIBh7JdX1JsDSPGRSyrjxmu9iRW72DPipAj+wz0VmQQqZA+ZmSNfToBEKkSJMgEX0E+omYPnSWwYweMevy0GZgWzV10MFAKhWsaSgOdyPYR0RIPE4aiwVjgxM5IIO3SRz6oOvUQJHHSejha/+k63SWuL6QVUU/6ph9D3yGbBp7mncOwIblFfq0aMnEAewdtl4/U7pIfDZB+uoLqwvMkIIWQxuRb6qOnCYEKTXoyMIUcPnj13F5aPVS2QYGjjNYNnFWIXw3oM0PVWlAmo98tXY9BCjUt6M2nME6qoPMJZPXA7mBTC5dR1IZ920o4BmyqUSyGYqgDxlAhpQj0ZxgrRMG6ocAsq+9UMArWZgUKH+BeJhoYshAI7dB06i7XjL8PEBHtxP7u4FtC1qRUWygPVElS58Ic94hwrxD9nbDLIUO8L47Ttou5nCWOe500O+aBHNt8Six0PNWhPmhgYxcG2UQcjCHxk3HYYm//Z1sK4AGg8FgMBgMNwb7ADQYDAaDwWC4MbyZAm6y0BKf7vTS/hF2Iw0zLnnSbiGgLALRFL48vB53O9hhWHR6jsHhOTmmTZoO81r/9e5nde4u/f71+GMn5x47nWjeqd1dsLzasCO/PP++1TvE+ggUK1DHL3SrE27MbGUn9ZY1fRumBzlXNWUdoD02cGdfZk0xtVXokQ12geYXvaNyhqXoNWhKpJ0oM8Y7Adks3oFZMNl2L1TBlHVwVEii7ig7RwtZCDADhScOvALtWyCWl0iU2Cc5d2xot+wjOtnjCV0Ebk4LwHUEoh8VMUfjoYGMDwvQb/1Fl3ECWsmvkHWE2AVkgRYay1q2gboPoo5AHuEh40131WNoBTeBQrRStycK/x1QcZxRZpIJ6EuMmKnRY/AIv1uJynnZS9ztkB5t9fhUjBUWwUOzwP/zPe/NBECdKtG3HuvB1K4qA3Y9UnyqTAj477QMUWHnL3a33zRFV2HHfSWJQgT63VWJn/2qy9hgC/IIRSSi3q4w/3erfv6yvvk1+mfF4QSyjke9uznvZAxVfA9TW3eg17hQRpMwgEMEZOdaaIIqTu4VndRjobExQsD6ow7SASQ2g5Lb0PiuMGfiJFQ2ugzeBRtNXvD+TrBruR91P2JIBYzDrPu/nyFbzUHTw6sXqnuFYF6Isw4wvjx+axArj2N0IxuIVGjSfwNsBdBgMBgMBoPhxmAfgAaDwWAwGAw3BvsANBgMBoPBYLgxvF28kCGzwqztRzbYmjy2cu6e7MnLC/zuTut8AmSrKMDLx06T4FsVHUxASwwtsXH3YLGRos6Y8diJlcphAG0bWx94qD/uKyctikvofk76wCoagJ+vwt9/JtfuK+gZMmiMBkpjsYCr/0KajRnEP9329HocJq3fe96DBuIi/bpR3a+Q7WIJ+tzBf5tMIBNq9Ci++vj0ehxPoh0te9IHJcyaoLUoHvSsK1gE9Jtu6w3cjlbQNgWSrITv5Vwh25asdCXwG5JyoNQFu2El7V3zKw4cBbQjwcuzcFYfr+yIQM81kt4QnjNtpAlq0O5AymvJSgetKz6DNc8WtJ5pw6wO/UmdW+ne7wIcq4Nu6HaRv8dBxv6BMueMoKP6YdRB00DGlNOdTGwt6Zw86Hwd6FVr0f+v96hLZY0qCEy90gfSXMhz41cuQ8mnpyDEudGDSJWL8GDvUVF8ytpGTARBesMG5oYGMtUsDd8NXhww7x4WLdLGLCSj1++k+mu6yr8k4N0VHOvBINPKApkqSCeWISNFR/01Znn3YOQV0p5NcDZBv17oHfECHVY6yoTVQj+coO35NbPhpIkaQNabwtxF/YNzfAV9KGtRN1gfwwwckW2LQBNYV32v2ojdywYZZMgFz3nM5ANZUTyJACtmFiHbl9D8dj20rQAaDAaDwWAw3BjsA9BgMBgMBoPhxvB2ChiWzlvOAtFhImNZsnwhh/sHL1ukE7mpB1iWncHDpd8oGXKSe2+QFSDRUrGHLechaNftFurYgVN3DZra1dvMVeH6ZkDF+UZT21ewsZnBWXymLfIVKCG8VS26DSPwhi3TclGWkS+wTH8Kuk4b0MNTkWX+QvTa/pO0R+11A2+c8uKdUMHC5IUocKSO2h1kAmkoWwRIFjxlCQkoP4Dl9zXpeM2w1L9CPySimPLZ/9HrnNPUbgMSiLwSZd2iPED+PZH1RQGaztM5D/RzRSuFrOOrLHLd9TNYDrDJPCaNoFM1A90MEo486f4aoR+GIrF7ImuX6IUS8mdNicz5zr03rjAW7ibKkII8PGSZaS762QuE3dTo/4cXoMZ76DfP3j4YQDAn+ULTOtLPmeYuiDvsU0r2oKe88sfv+29/iPflGPxK5gamUJGLw0dedN/7XzkXQUfR4ruF7oXn9tBOI7V1idKXk0907tusoywg5WiJAq0rWLOkANfpeXvFdxLZEcUeMlJBR9D05DKsI2Xo2Ejk/lil/M9OU+wbZtPCbGJsgxK+9k7Wl6k7k3wJ5z8H3xDzqic5fJYMGWMyja8Z5AeZ6hvA+msHGWOWmeQRIO9Ye3lfJXrNVmh8T1T8F0l+3gBbATQYDAaDwWC4MdgHoMFgMBgMBsON4c0UcIlARRCl2GegaPyH1+ORElRfN9ghTJkkAtBcboPsFAe9I7CBdV/cpFtbfS+kVBMtj2fYJZfLr1AssPO5YhaHjb6bwVl8WvS5tQp1UKPsCuwi1Rd2M2I+dR9+VNcV2MG67CidyPMf3wnYURaPDM+FLvlh1M+/QlaI5DWNWrpvsws4bdKenpJ8q01h8PyBdp/iLnPX6La5QL+0kIg+R13GCjsLkS5j+nYGSqBfdJ/jps6MrASFl6Jz8TdEy3qUETBlC5IDSH7g/Kzru4EKII9/nOZ2zjm1EY7qi2xcC1lXaku7e2FXPO4IbhfecSz0y9TQbsf3TwTi6gR0mN7M6KYFaDmYq55ovByQNux0A/4V7MzFXdoT7e7tYS5QuyM5s4bDXYVkl6B4IwkaH4iWRckKblPnDbA4eTEnhXQxDFbP1y2QMQJ3krZUd5CheE9SGZD2hAZkQ7RbFh0Xmquce6YqdZjFhjJ/8E7N98IAlPrYabeIuwXmdchCUxaSInwnbRg9SS+UIgpigz4bNBMr/b+SOOQCffREWZwuPZQ5yrNU2tnqMc6x/MLSBunLLwwr4B/OVcqbi75wBor12sI7vmPpjTwL7ziO8F6f4bgsei70MGmGCZ4x6veTBylCvJIkYvrtHLCtABoMBoPBYDDcGOwD0GAwGAwGg+HGYB+ABoPBYDAYDDeGN2sAuygasEJauQm2cPegLzvSdumul/QXudVahDUInz2AnYdfNC+/gvs9OlhE4r/XXsovVWsWpyic/akIp373RVYBqMcK9WhIiwJbxF8WzdnPi2xp/9iKBvDU6nsNnWgHmk3a6bppa5Y0Pb0ej6TTwfZoq/zuQhKV+AzHoGdQ2gPn3Az6uIW0jYVt098J6PBfKDYKbOkPYCsSVm3vM0FYDqQ324HGYgHdxyHq1C0e+hKLZ+2UB01gIFsMlGIWsGPg/5ZlOBfq13Ue6M5BiRHciifhmZ91eDkIL7ecwN6AHe5Bc8NuBJigYuulPbkf+kZuni/QKRNNS6CrCasee9uRUuq8A9pZxkUmu50zaOzuGtAQV9IGQ1z0VY+7l04aNMG8Ftqzum7zD3Kd0uhRDG7QQUlrj1z9mmaPOhX13MpSSF/mUecXvhAj/tHjSho6j7/DtmFhK8zj/MwJ9HEJtF3touPHO+nLBBloBnqwZZR3yKPTc/zvO2qrd0KG2+6LHsh1EB1dAnuzmdoaHbI21tOCyDjBu5CzXWFnajsz3f+zk/Z9pm+Inxv5hvjbRuL8kPheUn9MXOJ5wsP5rtX1yGAfdoYMHM8U8597sFJDLW7Qwt8F9aEb2QeBzZCHfvAzZfVB6xvokzrrOOzgZb7SPoLCGUreAFsBNBgMBoPBYLgx2AegwWAwGAwGw43hzRTwBDxPQ1QWJokIQOXGqCmLeIXk0mTh0cIW9AWyfdz5F3WdT7I+WpEO6vRy6AvQXOf+b9W56yRL+JedlPe0aXrkoZGl4greHJWykl+AOn656nX0Zfv0ehyT0Ai/2+umf4Et3dv8r1+Pu+UP+l6wjF5GveSbgfZoL9K+kTJhLF7qMf8C2/tpyz0usadV36t038B/wzk3QWaJ1uv4SmCtMZe/eT3uV92v8Sgc+Bx1X3q0j3DyjGXWZWC0KdseYoMChKgn9g3UBw6T63BihBazNwAV90UGDqAB80LngEo8YTiQ0/wMzkJYRuVMAxgbpIhQFHCFm5FvTYHnmtBZZNCV305SYKEs6tvlzVPYnw1bA3QYZTf50ILbP9r+RF3vBEGzkZzCA5u3HKXNLquO1QHSBCSkXjkTCGbtaXR9HchtKmYTCdSpSC9BthvPHLCKE07PBM8Jc9UXZaBvB8pyBipvUS8eKgMOgSutjR6Exxc5d47S1sdZ99cfQEV0pYwZ7coj8X3Qwvw/e92vmFloBhuc4vUY7GFeq8QBp6uM3Q6ozYbG4AL9XBQFTJZYIDf4TDH/X4J04mOSZ/n7g87U1MF04iFzS626DzzMLVfKtHMapQ3+ANlJfmr15P2Ll3v/vJc6vfSU0QgyoU2UFWaD2M5gpRWqbuv1RZ6/G2UCKJueC0dl58XZRNiT6U/DVgANBoPBYDAYbgz2AWgwGAwGg8FwY3j7LmDInsBZITZYbm1b2SFTZqJKgaa9CzqLRQeW+rWV5VHe47eDrPQNbhzkDNXwafvLslen9unvXo+HC9Ao+Rd13dTJ8ngLy81LpWVZuPcT7Za9wjL6Nv8kZWx6+TYUaI/+93LdqCnw4IT2bItunQKt9RkyD1TacbQCHRg/fJa6n/XupjjDkjjR+euFMwq8DypmkOn0c81O+rndIJH5XsdhhBgKE1G7Azitr1LGNOh+OMC9Zhgbnnf6IptFtOwE3VdBAhAqUaUt0vlwTLSsYsRIzrBAfy2iSnAv/6RpA3hkV4BuIIZFbR5lyhpZ9TxCVp+g47XCTu2ulTg8nTQVc4Vdlu2ox1fwxGG/A0aQufSL7qszOAQMkNEit9qJoEJ8rkXPT1eYd+7O8ryXO93fDY5BaHPOuKJ+Rbu5sWM97rjM1K6YPQc7nwKjonMCM1L+j+/orUQBe5TbQJYUv+q2xp3VPutnbmGOe4IdopVSl4QWnhOKv9I4xhfloRB9R/Tre2Eb5Jl7osBb2ElfHDhiJN2GYcX3n34nt09SfvMsspndxwd13YrZP3A3Or2SN9DHnGiO+weQJX3cHV+P66jb+gPMuwPMJ5Wy5MwQay80ZzxDRpKfYLL6Jen33497kaydO6CA2zt13QhyNt6Zm6H6BbOC8S5gcP5YIc4jveObRcqYSQJVeGy/AbYCaDAYDAaDwXBjsA9Ag8FgMBgMhhuDfQAaDAaDwWAw3BjerAFME7h9R615SEGKWSGzRJPZIV24923Wty4DaBHcZzjxrK5zqFPoP8hlpK9aRqnvJ9JKDenh9Tg2fy/3pW3U10U49iaA+z85bo9Q/mcyq79uUl/cZp9IA7Cscp3fRIu4Js3zu1k0hRfWs6C1AjxypuwRAcQu4whZXKrWdqKeY6q6v2J9f/sN55zL0B5p0to+10O/gE6V/dHnWbb3d8MTnZQyl53EXvT6eaciOpUmPcq9SPeCkpCRYgMlHLGRH86kWWlhbKwofK1ahxlm+d2VrEDGJ6j7z3I8n0hHCJITr5z2dd0jZuGhUCiQUWEr8pA5aJ3WCn/nRfQ2Lmm9ZQfeNIH0t3l4/0wgqOuZyRLDV9QXiV5pt5DODQbo0OlnWFZpi89R5tA9lTEGifGmStx2nC0G579RZ4xwg8SxyrpBgVxB0Kf0dqSV80oSSJokzNaBljNsA4P2FuidlPV7x0ccUJQVCJ8F3k+BLKEuoAe7Qv0yaeXQwuil13pOd/16dp6/JLYsg7Khd9IJtKg9ZKAIEFvOObeA7C2c9XPE3dPrcfcisXxHGsDJSfkF5km2ZqmgATyzDUzFmJJKXR4+qusek8zJPeg8m1/J9nSJep48Q/aen6O8C552WgN46iDDVyPjZCLfqzGAnpX2ImwwWUTQQ4er1tjmE7QV6DIrzc8VPnTiqCden+lb4Q2wFUCDwWAwGAyGG4N9ABoMBoPBYDDcGN6eCQRWvddVL8V/18DyM7iTbztNKQ6w7Bu9Xto8A7V1DxYEIWs6aCg/QvmyPFycXtpeYZmXk1z/9Az0g/9Ojju9jH6o/yB/APXUZU3ZPFe8F9lqgL1LPcnS8UxpITYn1MwCz38Nemm7gS3iDaV7uGxSflif5ATdq4GsKz3c65/ISqDbSdt7asN1+TYJ0JuztO+1IQoU+wi25neb7tcWLG3G9YM6lzopo83yu2XVDeC9yBQCWLMksgjIICtgimWEVf8MljvDR9228yjPmSG8hkT0LcgernwvYP5mON708HIrhHaBujc9UX0wc8Rex3ytwDE7if+8kFs/WKF4sAXZOLECZjUIum3W06N7b0yQnWKoeszECnMX0Fp7orymKBPqhRLI78CK6FKFlgobp4iB2ALKMyxaGpGQeudMIJDhx0P80HTq/IKUKpyIbD3xK2sKGcchpn5hChXpZpQe0RgE2YRbdBlXjM+LBFRDGVkqCESaINdNgZ4LGLs46Xnn5UD6o3cCzv950K/yAfoyYnaOR2pDYLrzoinQfAXq+Ansx/7wWV13+B3QtED7Ll7HIVoEcYt9Bioe++TU3qvrfvggVPRhhHcr2RYVGKMTyRRGyHJzamU8nBsd9BfM4gET3qXqGAoVMoaRRZAHOjdD1hVfSIoB0rZ4hucqRBXDHBrombfKYqc/DVsBNBgMBoPBYLgx2AegwWAwGAwGw43hzRRwA1sW+UeYo/wxYioBosM2oT2WRi8Ct5OsRc+9LKMe3Y/quiXIbpyy/g4qqJdv0XQ+02cushmfgKXu3O/UdbOTenRAqX6mBsAsDlPQy7LLVaiOK7TNSq7r6yoVmYBGHohu3q6yjLxEfS8PPO0ICctLq+mMJ8gs0UKmgb7RS8gZlvPzppfRU/vJfQtsjTzjtml64AF2XC/gzu8p8XaAZONdedI3gJ20W5S2D43mJTsI+qJ2J+q23qrUkdhC10MI4Ib5Z8rOgbnMcffohWiqDXYjXs/6XIEdcxnYB9oU6XBDZoAMCp7u5TG7gtcxeoYd2Ji5phDtsYJ7v4c0KZ7y//gZ5oqg+5KzXrwH5gwUYE87HaGvdrAT+xNtlX48y1ibOx0YAbITZNjBepz1s464kxg4ytxoSvkRKMCGU7pgAODvNprkYHtv/ZWE9A5paqZRYWexyiQTKcMHTNi+kbZQNLRzroIMxQctN0IKcIbMUstMuypxnoTMNLwz+dRKPUL7pM49XMiN4J3g4Rkz7YJ2kOEEzzT0/DnLO7l1ehepR1r9BHPcLz+p6/b30g+lB0nGFyy6jOPVaxr9CgGxAXV8oTUqzNXV9g+vx4nSzkT43UiE8wKyihl+t5KzxQLv0wLlNV6PL5UMaKT5AHb3theZ/yrZhZSL3MuDG0eZSL50AXqcKN+78bfPhbYCaDAYDAaDwXBjsA9Ag8FgMBgMhhuDfQAaDAaDwWAw3BjerAHcZtHYbYP+btxNaG8CTuD3uvg73Lae9LkOtjs3Mzhhk/3Gtpct6E34V6/HbdVb2EsjW9OvZM1ScVs8FP9MDgnLVfQMCb6V/craFtFOXBfSEYAFyQwWEXXSGoCMWTjAOiZuWg916mFrPmmCnkBI1oMIsj6TvQuIM34G1/Vw0lqJHqwrnlut39pDloP3xHWVZzySpuwKju9rC3Y5i9aHhg20PqSJcQm0GE48UsKVMg14ObeBTsuR1UkCAV8A/apzyoHDbU9y3JFFEprLX1EO5/R1BawfVrLFQDeBFaWj7MABoRLA4iM1+sLYSbyu+ffqXLOKUmeCmN+obSJYxKyo+5uorcEWolQaN/Obp7A/Gypoytazjq14Jx10BY+NI+mQfnEyfr7TUl53hYw+H6K08+ed7oMjaOquoKfce62Hy2B9kkmX3QfMugEaPbJLQVG1h/pWr7NioH7Jka2U0hWijIpvhf+AukHSeaF28Ew65+sCtiITZqrQ8XOCrA5hk3NXejUOL1LG5A7q3LWlDnwvQEjli65vgrZHy6aS9NjK8PewkKYcNMoVdKm+6D4vkBnM/51cV3daG+lBO7eQFnWDcwXafqbrLg60mGBvlmgiy6Ap9E6/2Fd4r+Hc4j3ZqkA9MJIr3StMMnfVhexdVvleWc7SYcOJxiiWcYUMPyNlCYJvmb7qc/8uOZFsBdBgMBgMBoPhxmAfgAaDwWAwGAw3hjfzJxUogGHSS7uYeHuC1fFd1vTtDBlE9htt/d9JkucKlglx1Mu3tf5BjhdYig7/b3Vd18vycLf7K11fXFXGT2Dacj3i1m+gSsqql8BDliXbjSwx5qss2S6QYLwEbQMzwfbxChTlmbb3h6vUaSLuJHpZYn7q4L6r7uYI9b0Di5SNMkucYVt8mcjSh+w43gv9AlTMnaZ9WshcsVsgewQ50gdYRp+Cji9Mqt4C/baQRUDphALeQeqKc9DX3U/Sl1vLKS7EIkb1JF8GQwWHTaFd/6H8cWmDc85hrng0xidHA1fgb9/BhZ0er1v9x9fjZSN7F49O9nK8RX1dAYujqqhdTcVcYO7JlAA9NJTK5B2wAb1ejmTTBFk4HqA/nsj2Yr+XZxpXPY4HsNg5gUSjjbrDE6aFgUxKTKmWInUaEklqgNobqnR+oEL8iBMl0GY8D4DFlM784ZyD+PcF2i2zrxbQ6kBFe8qEsgEFfGUHDJjXMliOvRQ93u8hRc5nkNC0QRf40kOGl6teN6nl26yjFLCqSSRRqY+Q0Qisehay82qBYkT5lnPOVbDESk9gTdJqyUf7CcZDkjod/u4HdV3upO2D03MyjvjVSdtHr6VdK06GVcZU8iwbwYmNrH9QUuKkjFjZ+gjkVkAj11W/u/MoEjD/pMdDvMh3TfMCMX/WljsOqGMPUqxw1nEY4bthfdGxHNbfPhfaCqDBYDAYDAbDjcE+AA0Gg8FgMBhuDG+mgD0sD2+Npmgi0Ag7WLFciF5DRsmvmlJKF6FVA9BNU/+srmtguT1s4ki+9lTeDEuxnU5enfx3r8ctuPpPtPPNww7GXCCjAdW9wrL61ugl2wo8XRhhiZYygVT4ewVaa7xqji6lJzm36HNICexGoKV55yQ47U+dtFM6E90MVHRDkXLm9CrvhBV2EjYT8T5AYQMbrBz+nXMuHyBTBTn+pwoZKSAml71+3gyJ6QMSGJTl/LIXCsOvur/6BrLreMgYkmmHNWRewI2Vlehb2ATNJvwOky3gxs9MO98b2GkZ+6fX4zXrMTQDtVu9zgyQq8TvnOXGdeU4hMwAEGtjJZrqgjS6plzrxnz5Xx4L9PfhrOUgroG5CzqBnRMaoE7Pg94d/j04B7SQ3aZ7ogwEILfJK+5Y1DRUht3cLBuAjZQug2ymLbQL1uP2cDhHfao0Cl+8XaBBFCVO0Qptg5tAr5RNZamwm3/i3b0wJ0NzVNrpeamQdWKQerQn/S5ogDo+Fd0Pa/ztGRj+HFgboQ1L1TF0OMOOWwjRbdOxURqIjaJ3N7ewe7rGp9dj/6IzMPkq4z8B9doWPTb3v5P37nrH4xYpYXASodgoSAFDDH2xDxviNXB84Z+YMsxpmUYL9dgWmXfimbJgPcm59KK/V/xZzpUr9NemKeAVnA962I39marewaRSi75XDTQW3wBbATQYDAaDwWC4MdgHoMFgMBgMBsONwT4ADQaDwWAwGG4Mb9YABtiavdC29wAE/HYn2oueiPmE2SSydtBfQVdYinDxLd3rCrqhvRcuvtvIxRu1bVfyyB4kU8GSRc8QyCUeXehzAo1e1ZqPOUn5zZkeOsszT+jFsZBuZBLtRAV39nbT140g/EpRawBOi5S/tOCgf9WaqpRAewaZMK5RX7fOIBDzWvdwqKR9eieUVvR7F3KkHzADwkU0JSlpveU8isau9Lp9N8hQs4OMDM1Mms0g5Y9B6tG2P+rypg9SHunXxg0yzUQpPwRtudOgfQLEa+x1f3lIGRIoa0IA2dICYd4l3a9niNEcfpZjpy1c/FXG1+J0GxbUoM2gI8pkmQI2Ic0qMblQJhTXgP6GsoRMpBd8D0yYScBrrdge2rmHrEDdVc8LP/dy4QNnRQAbmKmTc1urtWf7CeZGmDNSpnEMWTIC2WWsg/RVAR3WI1nTZLDcaBLYg5B1SMTpmu7lVjwJ+q2GdF4w7hzolytlPhrh3msmsRTMhSOUP026DSfIaLM7o50TxRloIvNe92Wd3l+H6pxz4WfR7IVHre27eHm/dtie9D5NoPPzlTIrVZlrOphberIbWUZ4d0FWoFq1zq0HzbZ/fFTn6ncy56VeYmNhOyJYs1JZgcjqK6s5iTJ3gM8WRq8vdN1V3q/pF9SG63dBuDy9HtdnneEjvcg5d4JvHMq60kL2jzzKcw2r7pN0hnk38Pgi26U3wFYADQaDwWAwGG4M9gFoMBgMBoPBcGN4uw0MOKsXr7ec74C+KpAcfD5QovArZJZoNN36ABk0cPm2bHqp2IN1RoDMHZekl/aP69PrcaVt+tskS9s+yBIrMTGuAtUTiywBz5v+bvZBlsSXzD4LsAwOW/CvjV4qvkAd01XulSmzCGZCOFVNozdXuddulfKe2yddBlAxZ7Am2WhZOt4BrTDqLfLLlxvv3wUR7H1C0XXCFfwAibK3qt3kW7Cwac46bsZ7SCIOrEJedVsHoOlilP7fqrZSGKLIDdbCnivyLP4iFMjaa4olQ0XKIn3ckG1RQWqyoWwFkK0HHe4Xkk40G1pLyBj1ZFuUGxjzMyUsB6uNCuOhLLq+bX16PV4hy8NcicoAeq902mfHT2x485dHnSHzEVmCVKBsI9Dpy47snNAug8bdNkAmILA9IoWGq9AHe6Ao56jvdYEMB57SzPhJYnIHsoEXkkas4KvkV5BXUMYMD+NiP+kKZ8iElKHdto3iIqOVjsTx6HVMTwXeIZR1pIAdDTKFG103QaaVBHPmuNNxVlew33jRbRiJmn837IAePGnrKH+A9wlkmdrImq328lzXq/4c6DyU30o7zaOeT6MTGUnzWeZJlbXDOddBtpKNsmn0i5S5NR/hOfS8mw4wKcM7v5L/VoG4qUXXIyyQ/WoGecRJ0+h1kudvXuR4XfR1zZPMyZXo4fgM3w2T/K550XGIlj7pBHILitfzBvQ4SZvK+tvtiGwF0GAwGAwGg+HGYB+ABoPBYDAYDDcG+wA0GAwGg8FguDG8WQO4gA4pVM23LxVtW0Dztmj+fjsgf611E9HL380mx7nRfPsRbEvGTq7bj2RTAbrE6ogrhxRvLdzXkzXN3EFaLEylRfq3DClvZq/ru4H+oIEt96XX9e1gi/wZbBxYD7WCfquuWnvlk9TrBfRWcdFb5JcJ9YeQqqzV4TBDmqscyfonfhsN4Am0HSForVzjRd+SWtDpTKQjAduG8YF0E6BvGkH3l1pK8QO6qmUGO5dEligwNi6L1gf2E2pzIA0XaafGLOVXTI1IsYEpv/yotT4BLJhWqHsg3ciYpMwKMVlWGvMwIMKkz0XQ6RaYK6ao9XoraI4qeEYlstzZwEomTjru5ua3Wx/8c4Gaun3Sz75dZcycoG3jrOv5PeRk+6de67ceQc/XwrhrKfVhgxpYmJ83iosOUqttZBFTQAOWo8RMRynuMuhNI1intCu9QnDuaknbt0q8q/mEdE5YxxNoJVGH7ZzO4jWTFvEJLGICzMGe9IYVNJEZxu5Kz/UZ9IsbZWrsN63nfi9coJ12UbfNukgln/fyXHuyRFsrvtd12ySIm+sMqVof9btrhVjxkCKyXfQ7Y4VYC5SSrvlJNND1eymjf9H9sEWZQ3Mj910H0gKDVs5TfAWwE/JB+i6dKWXoBmncwH6l+6SvCxNcR9Zs5SJx057h/V/ISugEcQiWWxtfB+8GfAc596UV3ltgK4AGg8FgMBgMNwb7ADQYDAaDwWC4MbyZAr4C5fewaHrpCsvjl8tfvR5/RxkzEmzVjl6XMX2UZdQAlJ3Pesv5HIVe8kWWrzVppLMiuKzp5hUyYVT4Bt4a2vqfwa0eKOAY9ZL/Av4jJRNNUWQ5dwE6LBOdMy6Q4WMRarM6vVReEtig0Lb9c5b2WJCa2oj2AUuHzUPL0QpyQAubopfYT0/vn4HBOecWsGO4u+gYKpC55PIoz983n9V1lwHiq2ormTiCtQbQkst2r67rwT6gHGTZP2dd3gSxnMi2ZYkQ82BNc2WOKcC4Adf9a2LaAyjlqttmm+V3PVi9bBxfV6Bp4FwhK4UCUoeVrEW2DSlbua4Wng+AcvsEmRYoi8k4QGB+0jHvo5YBvA+kH09kqxHBS+oAtiUPix4vP4Eq447sHJ4hZj4iZdnrdpkWoPyhWVaa1hNkCPj9UcdnB3EXvPTHndfzGNqxJLCO6quOixTR6kPXFzPrpIvUY9zp6zbIdhSBhnsK+rkKxJ3fKJsIUGefYUweVh2rBWjUAvTavNfP38BzlhPRkv7Nr9E/K+IsfXK61++kAeImXCXY6kCSF6BiK80nM1CMcZZ3wTpqSVFE2ye0erujtzLYHTU0PwWQZTVgTbT1JD0KYAMHlktT0HUqEEMukc0SZInag0wjOD2X4PhqrnJdzlTeCea7WZ8bR7AVg7mhuVLGELQZApuZTJIXjPmw6P4KDX8F/WnYCqDBYDAYDAbDjcE+AA0Gg8FgMBhuDG9euw6Q2JySJ7gj7EYrXuiwOemk9gF2BW29Xq48fIbE3gHK6/SOoxao3VKljOg1FTF3cl1D3GbZIIl2wt2yujkWSKjtIaH0iZLVN5CRJBIFPAGNOASp75Uoix4yLTwnXHpWl7mKCdBp51eFrCHtVdpjofoukEHkcJJl7yslFD8DJbLSTtrunir2TkhAX64HTWelBnd0STttScsIaivPtR11Pxxhef/nZ4mTD8PP6roMGT9W2JnWnEkecABKdaV+2IAePsh9/abHRgu7Qicvz9LSzly/SHvknaa60gjjBscK7fwLQOeMo9TvQjTvcYL4op36YZHYWGAn4bxpmiat0FaQ4WMLtLsd+jIQnV+3998FvEGmjbXq+LkHKic0cvxjT9QrSCr2tIl0BRr1Ba6rNI9hpqIWnAgKZWB4Auq4H0mGEGSOPkAZJ6+vO4CkZHPyLOei58zDVei73NIOaVxvgET2lBTJXSEGN8gs5clhYQ5S3up0P1Rog4SZj+i5cAP7Chuf86qv85CBqdBO/6V+m0wgiwMJybOOryu8/yI8c6DMOQF2fm9Bx02GV2/o5Vx30h2WO7n3BnIwd9HzXfUSa3HTsbH0UiZmp2kpq80VvhtCwaxN+roywDMT7d+CHCZCVpdpr8dXd4ad3/hev+ryIuwC9/RcuHN9g995onZPMOY7+J6odK+lgXFDspLzomPgLbAVQIPBYDAYDIYbg30AGgwGg8FgMNwY7APQYDAYDAaD4cbwdg3gJnz4jvUW4PCfohR5CWQDANkDqtN6IAcWEal+ej3OZANzAb1hA9keite6hAiWIHnT2ga/Fx3RtYjwI2mJicuDXBcyaHFW7ZK/Vbn3xdO29WdwUwf7mGsh+5Esz18Xqe8LWWKsoFP0XmvF0Ch/Ayf0edaaFbTB2UCjNnqtNxhGafstki7rx29jAzNCpo4Iz+Gcc+kqWrxxkOcPi9aH7MDSZAi6jC1IGW38/evxTDYDFbRtLcRXbkgPBLYAU9Q6Sg/WSvVZ4iYGHUMvoI/rZ+mHKw3fuZHy+lHH/LZKeyjbhkC2GKCX2SD7yUDZSS4baLOytk8o0N4Z7B0KaVZHGHAVdD951RYRaZR6rFn3w1RpHnkHnGA87XqyfQB7iwmO7yhbSgAt74nmyYcFsqdAPNVVx9YGFi4OtHJsN7QW+Xts9LzzUJ+kHpAVKJB+bwE9aANN3gR9rzPokB3JM1FjFqrE0xOtQ1TQVXrQua6UdSVAxqhp08/VbNJHlx3EYNXxXkFkfQVt9DKRlQ62YdD38pSh5L2wgv6yp3Me3idTC2OfsnNEyKbVvFB8gT1PgAxcS9Jt04DdW6ygS4y6nZS2d9H9kFvMSCXX+awtsboGrbOg//f6uYZ/lP7qKfvNM3xSFNB2difKcAIBnGHshYW092jpVvU72YNVS8CMYfStkeA9tIBtW6BMIKofNt2G07+DFNVWAA0Gg8FgMBhuDPYBaDAYDAaDwXBjeDMF3MKS8rXqrAg7tTwOrthO07IzWKm0nhzJAQXo4ZVsBkKUMiZIPL2fNFWMmQqeI5UB2RQiUBidJzoQnNYLJC9vFp3weQNatm/0MvIZKRJYRmY38RW2z/vtSf69oUwDYBGyUYL5CJYeayvlx6SXild4/oKJ3c/6/wNzI3XqW91fM2UGeS8M4Ei/tUSPQ/8FoCy3SBQAUFj9+ajOHYB+cEC/rVn3A9qWdBVo/oYkAE7K3z1remDaoTWLXNdQDGXIvFNh2d9TZo0OLFG2F/1cfvf0ejxDPHjKJlNABhCB2qhFcxbVQx2LjsMZ6L1lksb2rR5fFbJBpCI08lZ0f01gs1FaLUWo6/tTwBNQW5mownuguQYYdiM9U5Pld4kotadO2vNxBVsed1DX+QDZCUCiEUmGsId73V10Pz6DlVKA+GnYUgKoN3+WePy003XfgyXQftT1GBO0gUcpix7HHqgyD5TaddJ0YAUJQYp6LJzBqmUB+6XZf51Gj0Abjy1l+4CxNpHNTrN8m7kwQ38tND+HWcZFgnfQc9Tv7geQb8xOS1RasMJ5gowcHzc9BgtkWllAftCOul1QHlP0K0llCZtg/uhojkNKtcKc3F31vRJQ3Z++05RtegY6F6au4vS9Kli1dWBZlUlSdIF3bac/DVzeUMIAdLAnazpoq+0K7wWq026WhrtEPfd17Kf0BtgKoMFgMBgMBsONwT4ADQaDwWAwGG4Mb6aAKyQ99ystX8Luvt7DLl1alr+CI7mfNEWFG5DQ1PsY9JpqaSGbyPT963H2tCwNOwkT7dLysGtpg2XZlZKS15MsiQ+QPWF2TI8IHfZToIwZF6Cb45PcK+tvbw/0Qy6ytFtoaXsGaqYQdTIDBXytQokfJ9rdhNudgQKMUVMbJ0iAPnzSFGhpnty3wJakbRba6RqAc2vQxl53iQtXCLC93sG6AK1QCtJjtAMRsolcCuxgu9AuQ9glGivtHoRtW7FI/OaWYgN2O1+C/GZPaWLOm1Bk7eFHdS4DDa526fZP6roIO9DrVfYW1kRbOmegfQLtgoSdv5i5JtDOtxloZGR66qjbcIOdcOuipR5N1P33HvCwc7qjXXrbKO3yM1T1EHj3KWR+IUeAHqi9P8CcdKSsJ7gxuwe66oUy/7gFJDqJdkuusDMXhvjdrOt0baRMjAXOmIEJE06bpsoyULE9SF4W2plbcJctFLEEojnh1teZ6Gaob4Z5rNK7AO9cYQ4u9FwVbuYbPe/Ut79G/7yAQcNSjgVkBHmWCbAj54gMDh5N1udewBHBnyRuaIpzfYC2hrl2JPrSg3ylbESxgzxqgN23y06PrzzLHBdBlrIONA5xDHyiXcuQhSPDN0rORCND+6Jsqi163t3DQF8pK1IBhwgP0gE/67ZeLzL4IsT5+qRlD9NefudP+l5x/bqs7muwFUCDwWAwGAyGG4N9ABoMBoPBYDDcGOwD0GAwGAwGg+HG8GbxwlyEow4D6e0ayP4xirbvdwu5YvewbZm0CCmJ7qNm0QBMs+bA4wR2LKCjKb3WZYyQ4SOSVmqXRYuwBmiCi95WvULGE9Tyne60PqS5SBnHpDWLZ/BoT6CJiKT7CaArKKBFacm5/amTc91Jc/4RtBitk/ImsuQPKLgCqcRKtg0N6B7jQM7t5PL+XsgYNz31F2ZJcWCd8qT1If0Rttwv2hbhCR7rg5N7NZRdwS8idtk2yP5w0P21P0sbTk7rj2ICF/5Wyj8nHfP9VcocIJvC3On+bxfINNNTZgTUnJxAs0iWIRXsSjbQlE5XrQHtGtHeBcpQMYNlUtggS04mDSRkfNhAH7QetF1MB3/mqM+x9vc90EM7n1eygWlRXyznOLvJ2sjzVsqs9AyWW2GU+GxI5zQG1FRJ+c2my1vgutCRtg30xscJMhA1uowW5l3UQLaFdMMJNZp6zmgSZuSADCekS8RsHQvYgHWUPWKDySs3NBcqKxl5lokyNZ1Bo1rBpoizBy2otya7rGV4/xh0zrkd2DStnZ5brvnh9fgetOd11RratMqzzPqUa6podBPMQacHiuUibZUgk1CadTutHeirI2liQQ9dYF3Kz3p8ebCW861o4Dy9Jz3MV0PS/bOsmDUHxhTp8jfQxGMMXZOO+aU/w3X6uSIIdVHnXxc9xx9Af7nMoMskjXMG26smaK0vuMe9GbYCaDAYDAaDwXBjsA9Ag8FgMBgMhhuDr5h522AwGAwGg8Hw//ewFUCDwWAwGAyGG4N9ABoMBoPBYDDcGOwD0GAwGAwGg+HGYB+ABoPBYDAYDDcG+wA0GAwGg8FguDHYB6DBYDAYDAbDjcE+AA0Gg8FgMBhuDPYBaDAYDAaDwXBjsA9Ag8FgMBgMhhuDfQAaDAaDwWAw3BjsA9BgMBgMBoPhxmAfgAaDwWAwGAw3BvsANBgMBoPBYLgx2AegwWAwGAwGw43BPgANBoPBYDAYbgz2AWgwGAwGg8FwY7APQIPBYDAYDIYbg30AGgwGg8FgMNwY7APQYDAYDAaD4cZgH4AGg8FgMBgMNwb7ADQYDAaDwWC4MdgHoMFgMBgMBsONwT4ADQaDwWAwGG4M9gFoMBgMBoPBcGOwD0CDwWAwGAyGG4N9ABoMBoPBYDDcGNJbL7z/H/w3Xo+7rM/5gxQT6iAn9lHfrG1fj+NR37qc9/LH34yvh8fxd+q6619/lvLGg9TBNeq67lEqWRd9rin+9Tj3Va7rJl2nTerbLvDvcVPX+SLf0f6sv6nnIM+SygXqvqrrrq3UqTvD7x3VaZJ7h2ddj3GV50xnuZcrRV8H9e2XWe41V3VdnKWPtvWzOnct3evx03/x/3TvhX/xH/+3X4/LQcfQsEqfb65/Pa59q65ropxrin7meS/P1UF5Nel7bUeJ80OVNgztQV3nF/ldae/UuTZI/9W9BFgOR3XdsME46iEe/E7XKcp1ftMxH+D/eiXJfbfcq+u6cn09bjqJ3TzrNlyy3CtuOkZrlXtlL+fypieOHKXdapbnL1XPG+FJxkr1OpZnJ8/yf/tf/2fuPfDf/O4/lD8qndxJXKQJ5sX+QV3WwHw1RK/O5U3mQggzl4LugzZL+Vf3KPfqdHmdl3v1nuId5uuhlf65xr26rtnkd76VPm2L7tM6STwtQc9xbpW+6sLz6/HLNqjLNpgz11X6+1z1fNf6X+Res553z0XKiJPUY1lP+roBfrfIucXN6rq4yt+56rlghXn9H66/uPfC//jvP74e30ddp186GUPfN9JHnpZ89me5jue4Do53SfohtDoO+0baN13kunynbzaM8jtPcegbidkIIVUGeidl+TtUOZ7p+fEV3S16zjgHuUGEuaomfa+xynP5Vere0Ty2RvndpdVz13aVe88wLpd1VNd9gOf61EmdwpXaKcu5806PB5yj/+f/1390b4GtABoMBoPBYDDcGOwD0GAwGAwGg+HG8GYKuJ2BNvNEWZQGzsmSpz8wNSTXtZu+db4DKnYSCgypMeec808f5F7AHMQdLZUuUN+gl2znHqgyWPaOXtNmESgRXJZOtVPXbVWeeTvq+qZZniXAdT5o2qMBCqx2K/xG12m4Stu/HPT3ew9UR45At89EnZykDCzeT3qpfDnK74ruSnf3RDqA90Ij/dw43dZzI8+8een/lq6LQO/kOx2HLVDzTS8Ua2k0ndU4aCugRErRFIA/SlsHouIrxKxv5HeN0/21NtJJi5f43yVdpxb4SH/U5/pJ6jF7id8h6rbZQIpwhXE4dJoSK0BLx1XThaFImXOUOI+VxgZct43S1nm4qOt8K+2B8gXnnBuu7/9/WN/DfKe71IVZaH6/E5rnsFF/NBJ38/ZBnXM76Z8C47ifNW1U2gcpfyflb/V7fS+Ya0PU8+SHDOMYqOcQtLygg58VkA1MjZ6fUi9x0mUteSigbclAMPpJz6dN+Pn1OAJ9mXUIugbmtTRoajdAvD+DrGNP1Jtf5cE+N/Jc60rcPsRqOOpz61XH/3vhIUjbn6OedzAC4iLPf1/0GESed5/0nH4BKrIFurWnecw5mOMOEq8fJ/2dMPbyt9/re/Uglyg7kChNJDGAT5YANHKgL5kEARsaXcZ9lnYbYR5vV13ftZN+HUDmsh7o+UH21c26HxqgfT3IJT5s+l6/JOmII8iyNs22uzLJcw0nLd8pPffLn4atABoMBoPBYDDcGOwD0GAwGAwGg+HGYB+ABoPBYDAYDDeGN2sA/U4uzQPpv4BvX0F7taet+SuUsWl5iKuwDbzsYLt00lx5C/KLZhANiPdaR1KOaAmiefkO7BM82MA4smNoJtwiD3qw/YuuPGyRP/yk71VBB1kvUsdr1G1TYYt8OEr53QtZzhxEv3A46TIiCBVHkBhu6aqu86BTK2BT4r4jrcQfRItw2XT7Lt9pLc17oRaJr3zV9e0a1KyAjmyn9UylgkUM6VRiBL1dBOuD8qDvtUob5hY0K6Q3SaArWXv+/1aCI9CKtLpOaKuyx3CoWkfqwcagFv3MM2gY1yPaNmgdifNyrvOgU4tk/VBQp0LaRngWdHEIky5jAw1T3IPGhuwYuid5lkqamK0hceo7IIFlw7rT+q8B4ikE0fYFstiIYOGT7vUY34HGGG1W6vGjus6DndGQoTw9VF0GLdN+pRgcIAahv3eJrgMNONoIPZI1yxYfXo9Heru0q1gkraBz3XV6fpq3H16PK1jC7L0WAV4GGIPjd+pcn37/eryAncdG+lrfiCbufgVNKkkAzyAymy+6bXwgceI74QBx2OzYm03q+7CB7i/q4Dig/VKrO+w70PNH0Cjfj/r5Oxz/0OnlTtfpA8yFkWxbagv7AwLo9w56LgzgYzPDvNhnev4VtP30XAWuvQOLuHXQOt0jiE5XeP7nqOfdYZD4nUhHGcFm5wDvhs9J24Xdwbn5RbTXnrStNcrvtkTv4EpB+wbYCqDBYDAYDAbDjcE+AA0Gg8FgMBhuDG+mgEsEKnPRy5cJnPvjvSxD5qSpoQZo1MXRNvAeLFeQbqLt7S3YGGw7oSVS0txQgnunqmmuEWxgeqB9G6Iz6gdZHk+QgSNTZokeVmK3R6KRYdm79FLGMZMlRivLz5dFlpjDHS2BT9IPM3VfXaR9fZHMHcef9fN/BluNCHY5K2/bB4quITueMmmK8b1Q9lKnjuyIQkW7C4mnQv/PSRhSQbeNB2uWHuJmG8iCIwit5h3Ew5kygTxKf3m21hjAjsYNcJ2uUyogvwC7pEDeBxVc4jtKUZE3oAhHzISjaY+E2gGwmWk2ysCBzv2BbHaAOppPMOY/aumEH8FCBCyMQtT6kPko9iEDZdBZh99Oe/yz4cVkg9wsXOpgDkG6LdF4AalMV/W5CHQYkk2+0dRTW4DaBXnBCllBnHNOJSegejQQFzHAOCG7mKYHag+ui4WyEVSkvDS1W1epP3S3K073dw+SlRIks8Yl3avrZphDD/Fnda7JMg6Dl6wjy/KgrjuNICEYQHp0Vpe5BGPyqdXxfti+0ToKZIJoR92vdQfvv4SZj8jq7AB0aCVZUpJrP4B0oAyUPQgo8O4jWJ2tmm7uP0h9V7IIOmI2Efg2CCTfCpCBKEOMhoUyFR3kXv1Etj1Aj5/ApoXc4twVYjnAe/Lek6UT2IB9JicWD0MWrbN2e12ndAabLgjzRHKY8ATWbCTT6Fey+HkDbAXQYDAYDAaD4cZgH4AGg8FgMBgMN4Y3U8AH2Dk6P1JWgAI7WL0svXu9eus80HJNq+mMBDtk4z7BdbRrC6iOgkvbQX/L4iZI2nDr7qIs4aLTfih6Gbl04FYPO99ar5stQbLp8EEvD5erPGcDLuyRdkgX2El1gI0/zbNuxGsr7fu7RVMs56vUdwQabTnq6wZIbL0Ajfpw0v06/yB1vH4iGvXD++++dM65DqiI4DXtscDu9B6oLt7B2l2F2tgedNaJ6h9ej9cibZMoiFrYSV5BUhA/au6oBeos7TSNnGFncQuu9mWn6+shtgfcFRooXoGyuRI9MAAlXNFBn2mfDmIUaJVC2VTaFSj2hbadztJuSHOvWdNPWMcOsg5stKMvQP/5HWVk+UTbgt8D95AknnbHe5j/9jBnHKJ+pg12/e1o914Dz9uC1KDxJL2BzBXtIrzRcafnp+xkLAy0wzw4yP4Bu48ruS9kpH2hH7uiYxp3gC/uQZ3bwLWhgrwkbHou2YLMV+sqz5U7LSFoVhwLOj4/Q/3bEfqo6LnwDmQ5I+xgnr3ukxLl3kPQbbPEN79G/6zIsIP7QDvxcW+6h92tO9re3MLcxVksImTuaAfpf8z25ZxzPbgv4LtlP+h22kGfr6SI2OG83sGOYMr8E+B7YAM6O1GWIZTDzI3eqb/AXNjBzvI66fnpAFPNZ9B63NGrL59AKkXfGlMnbYU19DTv+l7iMsMzT9RQHtw39r/ouee5/e1zoa0AGgwGg8FgMNwY7APQYDAYDAaD4cZgH4AGg8FgMBgMN4Y3ixcmsGnJTmtRGrBz2A3CeY+t5q+TGFy7zml9wAp2J90mx/VB6xJW0MT04G9QyDG8AZd831GmArBgaAPoAYO+V49aKbXznXQ0sOW+XUjbB1lSIrja5yfatl9RfwfWMZR1Jb4I75/JCXyGLCHdL6IHqA3rWUTEcDyJpuKXO7Kj+FHK6xvtSB5XrZd4L2TQurADfzPLM2cI7Y6c4OOd6C22SDEKGRXiQdrX96RzA/uMDFlnqj/q68COonqyKgL9UfJgK9PreA2g4Sq+gevoVqBNGqh/MljkeLC0aRfS84KWbAObhUpZcjLoDWMgnW6E7AJXyOKR9L3aAJouyKwSoxbZDGALMY2U/eTu/TPS7CFD0I60zMXBmNlAy0eWRfsqGt1IWta1/s3rcQOpj/arnndrkL5qjqCpC9oupYfYOrB1EOioB6hjoVituFYA02T2H9R1EcZk2vQze9A930EGl4msaZYsNjax+/H1+HjVAX9txN5lrn+nzqVJYuvknuQ3lI1nBe2ZD2IlsyY9jhfo57v1J32v67fRQ9+Dzu1Ac3yF+a+Hsdp3eqyGKs95IKuvBDrVB9BA0/TkWsiEdA+Ztepez0F3oKmLjY6vA3w3qBFFWswK87UvUJGg71VHeE/QO3SEJrg6iakLvdLOEK89ZFOZSHu93Ev/l1k3Tgd2dCs0XHvW49CDBvr4AprnpL9J/Gc5dyVNeTv+9vU8WwE0GAwGg8FguDHYB6DBYDAYDAbDjeHNFPDaCK1wv1Hy7qMs2Y8P8k2ZyPogwHJm6YhuBcfrfAD7lYayiQAl4oJc19F1Fbagd0R7FKCOI9Spi0S9Ae3lwfogEwXsIUtC3xIlVWTduwW7jPVA94Ll/BXKr1VfF+HvfNHUyXeLLFPPYAWxRdoif5Xytwa23OuauxXcyjPZ1mzzt7E+CCA36B4pK0QP1GOVeG3pvznVSz+0tM0eV/drFXqrzkSJgYN+W1FuoK9rWqHEQtUUnuuF7Ng6Od4RFVGBpmj3wl8sTtsb7CCxuX/QtFSY5VyBhOW5aKorNkDTAlUSyD4iFshiMrF9ksRoAXuOeCEaeYJsAJD9YVj13DCtQJdGPb6Whfwk3gFNlLZcyKm/h3MBYqGn7Em5e5Bzs+7HB7AV2eP4bDUFWsC2pItA5VFmkQ5os9Lp/u5h/oswA0SyqXAFMzBA/1ImkApx0gc9d13g1n0V+rZZdMCvQWL3CtlO2sOzus7PEheN03ZOy0HG0wDTXyVbkXYPsbaA7dPwo7rusMhc89zoNsyNjuv3Qge050Kv8keQyrTwHr4jaYgHGcoDPUcLmWf2IA9odbi6xyxxc4DMPDsqrweJkiMaWTkhYWYVev+hHZvymZv1u8ChJQrJV1DqMMD4/Zj1vZ5B9ra9yL2eg77XFW2RyI7mFNCqSfpoafR1C1jQZZg37leyZoPQyzRPpoba4A2wFUCDwWAwGAyGG4N9ABoMBoPBYDDcGN7M46VOMhxMRBYOQL0tVdaH56R3TnbgJt/RUry/k+VWXzAxNCUvh1XPupMy6l7fqwHeL7dUjw6c/IOU39GuWoc7LmGn40DL16nKOd4d6zMsnS9Aj0yaOimwtpuAoiszJXiGVd5EScifIXODhyXm4PTzZy/lzxEa9KyzWJQVaPSqn2tM34YCLkd5rlqIvh3lWVIPuxEp8fgENEXsicIDOqMB6gSpEuec6zLQ+ZAcPQaiVIGm8A+6v0KSsRKhjNJoqi9C9oaIu/EoW4MHGqEQPdzAjrECDvrNoJ9/xN2DkGlmJrlBu8l1172WeiSgOiAxgPNRt2G7SbzVF6nHuOnnbyHbxNLRDvyN0g29B3YiDbhPvKsSshhtsLO71TE4NPK7Lunn7aPQxSk8yHGn+/QAc1cbkSb/QV13D1RhS/SlL3LvDXaR66hwTm1GBL5u23TfOy/07UK7gFug+Zf1r1+Pj4N2GBihTinDWKVMTeNedvpOQc9xuDN9ziIHeaiaJvsZslqMsOs9b7/T5SXZIeyveu5riX5+L9wjo0pzQQtrO3fQFo+UIajsYI53eix9BzuLMYvHI+9of5DjhFl7vqgxRBWHjUqhAb+keynaF2LDJXrvVrgBPbNK15EhO43X1923UOYdODbQpu/jLP/wQvIdNKqYgG6OVbsHONhlXHdS9yvNbx1Qwtnpm8XAo/ZPw1YADQaDwWAwGG4M9gFoMBgMBoPBcGOwD0CDwWAwGAyGG8ObhVzts3DW5Qete8lJ+Ot+FP1K6PUW5g20Llur9RxtFt47wdb8sCOxAGxNTz1omUijFiEDR9toHj2Az4YHfZWnLA4taEJa0Ed0RetIPGjREukIe/gTNXUNuXgvYJGRr/JdvpA+KIEdQ4las9d76c4IGsNCDuFzFL3MdpV6pEnraHzCLCm6L3fPbBrzPoiQqcLf6+efo5w7QL+yDUCALDEN2XhE0F+u8bvX45ayxFTQTtY7abfQ6fI8ON73UD/nnBsfRLfVQ4zmHen3QMOyQXkN6c8iZqEhLWpxcq8K1h2ebDzaFXRQoOFNg7Z+qifQs0QdCx5sEuIkx8Fp8cwZMgqt4Jjv4menIW3TXMlmof3tupd/Lu5gXOxX/ex5B/YjZ+nv3aD7o93AVitpPVBN0lcfQMvs06O67uCljC6I7q/dacsZ1BuVVbdXRo0VaPtYWZlhyvOgFXRZv0IGyLrjaWwVyLLTgA6brYgeQac3wTieyGLpMMk4Dns9FzRokQEWS8/03un9p9fjO9DRVar7dpEyfuh1HH/yWi/4XhhhmvibUdd3vgdLG7DS6Qa2eoFsIqSvPYB2/Huw/tn19NmQIOsUaEBroWwX+CqnAKsF4xB+w0LCit5UqBWkArE80qlW0Mp5qIj3ei5UOkXIOnLf67F8GaSd4vkLzzEpAmxx9mSr9QR92Uywt8HrDQelyr14L8LTYJlADAaDwWAwGAx/AvYBaDAYDAaDwXBjeDMFXIClOF7JqX8HlC3YSgRyAm+yFOK/167u4QJZFyJc1+hv1NwDfQdL1r4jGxhIrtxQAoaIqSE6sIFp9FLxAMvImDEkUp3uV7CBISp6fy/U6TYCRbvppl+P4H4PbNt51BRw14n1wfVFrwFPE7Qb0G0bJfkeoY7tXpbv50ZTG91Zyr9edD2anaaE3wuHQZ4/U8aDwyD1z0Xo29Tpduohm0QzaXuOABZHw6OUtx718+cgv+u8/CaRTX44Cr3lk77X4QFiZYCMB0z7AwWcQJZQ2AZgEOpsW/V4SPWPZ2+Iq46NFXyG/CIxP9FUUcDSox113KxPMuAqZA1ao6Y6E/KKEK9h0tdNjfQXMa6uvbz//2EDWI74g57j7mc51+9hIKeP6rp+kzbK/Xfq3BBkLkxgK3TX6Hbp0/evxzHKcSUmq3igvIhTQ3VEhvmuEvVWIO46oIrbnrK7ABUXPfll1D9ej0SGIaWV5+yhIinrvvaQ4aQhW6oZLMccyDfai57jfwFKtGaJs+5Z1/10kHs9TUR7b0/uW+AO1m/2rZ7jjkDN38FcXWl+ugOa9pGG0j3MO8ByukpsK2bn8BkHKHu9IGVLpyCblppqNuI5o/Ijcl8FphaJusJqCBS8jucSuLBHeY2WgO1hvt63+pk9UtNQp/NeP9cA0owE9nPV63st0M+/0Jw8TL/dms1WAA0Gg8FgMBhuDPYBaDAYDAaDwXBjePOa4eZh5+hBO5/nXnajTbCk3pPbdTzAztcn7Vbf3sky9QpJmFtPuxkPkCWkA/d7omI87BirO/2YsJHStQNSEXqpODvI/gH/vnO0cxIoqoaWvVv4e3cQWmGotMsM1qXnT7LMe6JV7tOMid01fVcfhHK6vMi3/bjqZf/+FzleITvDlXYjlgdwP6fsDEulrCnvhA2yH5y9rtP9BtkV4LnaqJfRcxJabW0pNoBmmzrIirHqnYruO8g6cpSx0TYP6rLyg8RvjJRF/UHu1Xo515CbfIVdtgF24/mNdm1DhvWBsm7kDLHtJW62XnOqzSK/W/Yr/Ltupwx1qlnHoYf5oYUdwTPFPNIv2/r1rX/hIvfqaOxlyiLxHthDO6dR92ncQRaLAFlBiP7G7Byesh3tYe4aQDbQtZoq3jXyN+axn4leq5CRg0kzj/8AywGUFMEloGLxHFLDzjlXgX/2jlwgMAThxi3xgQH1RtBOPUmKFtilzmVcsvRLgJ2/o6c58wS7NGGuPu00RddNEtO7SNRmIo3RO2EIEmuZ6tSDPCqCZOGD1+P4AajI7+hd2yonBXA9YP4W3C2U/oC38GLmDpJRKS0CZvEIuowKY0/vKiaqGO9dKOrxVl8bAM45D7IZtauYB8cCMTXocf4IFO48QZaUVn9DBcgste1ARkd6juUqff5Q9fi69L9CiX8FtgJoMBgMBoPBcGOwD0CDwWAwGAyGG4N9ABoMBoPBYDDcGN6sATwW0NpErVnpQANUPFq4kIt1kt+1ZDkywrkOpF3Ja43SArrCBE7lvtP6vb4Ha5o7sqMBq49SRTdXSB8RHTwX/PtGOqQEypqBePkduIs38LvkNV/fY7aDD/JcZdBaO5QizEW3TQI3+M6LM/6erDOu96ABgwfbrrpPmp/B3mTT57LX+rP3wjqCPoq0nfVBRCHNWYJo9aSBnEHr0mrdSwMZKXKFzB2Pur/aDjPSgE7rXpe37cSeo20p4wPoRQLoeTzpqmJA3Qv8Jun/v0XQzhTKSJIWCZxtEc1SakgTBZrYZpU61aj1lrGXcTOTjjKAdjC/gNbtJ50JJWyQQQj+L7qQtrF0P0sZ7Aqxka7yHXCYpQ9W1n9B/PRZ7Fxy0JrnsRVN6UfS3h6cZPzoOyljF3UZmFkINXWhsG5KwP/jRxlVBa1UJf0W9n7byHUN6TovTmyaXNHZOQYvc+OyyHy/0hzfQjaeBPrI6mgcQx0L6WvvQL8VwT4mOh1AGd4bZZE5rqHyLpjFaqTMUu23scRKoI+7L7pOuw0sYkBftyd98TGBJVhH0bGi9QnatLCHi5yrYL/DUjmHOt9MZcAcpz2ISNuPERzyV69TOkL2NMKYxfpWHRsVbGE8imz5XvidE0gfCm3/ETR6S9aa8m6R93yBtmk3/a1ROvl7mznbE6dN+dOwFUCDwWAwGAyGG4N9ABoMBoPBYDDcGN5MAV8PQHkRDRNgGTUkpA3JOgJ8APpNL/tXWHFvgQKq93pJ9YDWJ0C33ZPbd7mXOvW0Fh2ApvVwLtESMNYeV71bysDg0O6AVmETUA4NHEeyiwm4ZA3f5feU4Hm5k7bZXTR9Nx+RH5b+yoWoXaDRu1Go/YdR99d5kDrNM1nkbL99ufnPgQDxUDtt79KPQCMegFKfyC4FrIQypYkpQMUnsFIIlMUjYQLwOwnecq9pzg4y1PgdZecA6qtCtgLX6n51kBkjYmYEtjcASihXomUr0BmQ8WYlGjl7odwijI2t0zHvwRao7bWlQX2W3xWgMFqaOOZBzlWwmYl3n9R1y2eIV7Ifmqf3lyKsEexddnpctBtIYCA7xZGm2g4oxhg/qHOxl6whfZDjL1x0MMkATDwdmb1kiJmNColAowYoIwSSEIAFywHibHM/qus6+Ht1Oi42kAq1YCM0BT0G8ypjqKAlDtV9BFsRcgtxEebQA0g0FJXpnFuhzA0o6mskm6sFsmLc/St16mXS1Px74R7eISnq9+keqMJ7yGK1J6nUHUhPXKEUMjg1IFXqieYscA7tWDKlDFFaBPqIQGxwIb2T1TCC+35xHVS+fnEvqC/+M0knUFahsoQwVYwUM53z8LsExx8Wfd0LzCnLDiRa9Cror2ARt9fjYZipX94AWwE0GAwGg8FguDHYB6DBYDAYDAbDjcE+AA0Gg8FgMBhuDG/WAIZNNECN19qrAPqDpog9RD5q3dTdAr/ba90HUOAuYsqfIdJ1cmGCbdW+14/SJ9CH0NZ/1L0soKMITuuJNvScqKg3ofKgGfeV9IaYTQf+nXU62KKoN6ykNzyAPqDsNOd/vUj9Z9AbDJSS6fMjaK9WsBXpSJc4yb08pZkJT9oW5L3QwTOGrHUvBeIwQ5/4R61tiYOcC5nsXfbSBlMvW/WbpK2P6iOIVge5LvX6OtQKukQ2Q6BhiaB7CSvZ+0CsJNAKBk5dBO1Rq+7LqvQ9Ug/KNORqJ7ENGaRc02hbjO0I1g9XHQsBNEeuSGRv93recE5sQkoGe4OfKL0aaMfmRc8p+fiLe29kGAtN0e3ceUiZ1UJaOK/j4ggpzvaNnneOTuKpq9KnLLsNEBcYxYUsXBLYCrVsEQMhhNZULYnqDmAr1ATpt8VrDWBT/vB6PAYtYDq3okX2E4zPhVI1DjJfNRCfW9Jx1oPlGMufJmiQAlrZIT6o6yrcYAWrsyGRZdH60+vx0/RRnbtrP7tvgihxQ1Je18Fc04OF03eslYPUeF+cSkpkCse8bvS1lGmslcM/qAjUKCtLG6rUDH979aLUgFj2K2kRQadY4Ye+oc8hHNtYebLB8Queo7aBRvUQh/tOl7GCfv0O6vtT1XNDAP12JB3h8PbPOSnvN//CYDAYDAaDwfDvNewD0GAwGAwGg+HG8HYKGLbPp6hpydrJkn0Aewjmly69LGf29yd1LkWhdpDyipRNJDZAbVa07NDfsgloT1/ZtkWubYCyyURtF2ieFZaU8xfu5PKcO1r27qAemOAheKK2ochVLXvrOnWQdaH0RBVGWc4PQGX6k840sAfq7WXA56LMGrOUf121lYzbaYuH98LyvbRHcvr5Izx/DzRCUymbTJD2GIjazlHotx3Q7eFBO7cHJxIGtAIpXlOUmIUgRPr/Fji+o3tCR7RHAJuM1AJlUXS/orVCJdofbUKWSerro76uyZBNBDKX1J0eQ6kD25ZOj/P6DMd3kDHkQvV9lrliBprXdzrWapVYqxvJFMpvpz3+uYggFdkRQ1XuJNYegUJqiP53QaxfesomMnRCF88w/D3xXAkoMEyykGi6ayHsegpBrFUDWWA+tnQvZe8itHtJ/6SuW7J0/i7rfjwC1btB1qVruqrr5iqZUGbIOtV4TQG3DqyuqHmxPRrkzun52yh07rGVOJtP2gZm8X/9etwlPScfJ03vvxd6sFVqB91fHtqqbYGG5Fc+Uq+JeHR8f6PlCjuAoc0alFfJLsajtRDZimE2jQo0ss+6wypk5PBov/JF2hG4dyJ+GMvHh2EdgXptwHVb/fp1hW1r4Fq0xSM1zKGVf7hA0xwmfa8ygQUTyTQm9ud7A2wF0GAwGAwGg+HGYB+ABoPBYDAYDDeGN/MnHnacVtpVk6MsFfsi/EOmPOkDJEqOUd86A22R90DRLrTD8A6WRHtZ8ux6vRwaYV228XoZdYX11wK7bDa+Ti1nyzOvlMUjw3c078xMcK+odgRTkmcoc3NIy2pk3PkV9ToysMMuN0BL7jTFUs+wAw8yK+RF90kHu4wCu/oznfdOaEcJlJWypLhJaFq/l+ePScdrv0LGjEHTwwHoXA870H1Lz/sghwn6JBAdWpAdmjVV1MIO5A7ojKbXO78iuPWrXOP0+B52oPlF13eL8sNdEvnFhSQLa8FYBjqY6HbckuqDbt/2IGXms1DirdMZPkbYdeeBpspZ7x6tsLs5787qXHl6/4w0e9iJmA762XdAUU0gJ+iJlo1edjr3UcfFtEKmESh+ziQ9gekKpkw30Kx+DzsOh56y5wSZG0IjcoBdfFHXtVF295ZGygiznlsKZNMYN00Bn3vp10srdSqLfv4wyb1j+f3rcc06pn36XsrQSgaFDdomUjaRBOOuA5p3aPXzHzahva9F17e0ug3eC5hZgqnC3R2Md3S34MQ5C9K8FDgezqnQ44kH3TLgW4C3reMOYaJK6wxlqkwgdCvMLgIDoFK/4p3JEMF5rC/MXZXkZh7Hm8oKosvT2WX4JPwOdybTTv0A0+vxItetRZdX4LpS9fgKm+0CNhgMBoPBYDD8CdgHoMFgMBgMBsONwT4ADQaDwWAwGG4MbyaNmwl5c61zasD6ZQPdVF5IswJarEDboLs70Yc0YNvSNGRnARYJDfgd9E5v28cv24btE0AhMIITeiadUwGrggW4fU88f649/IZc+JWlBzqX6/pidpXsvr5tv4C9x0o6yhm3woPlwhp1nWorVg3LXkQhZdZ1guQvLly1Dcr4SLYw74TSYmYEXac4SFxGtD4gG5gGsqtkr9swQTaRCJkGXNJltBlivpHr2o30e0pjo+OwBw1g6kBH2GormQSSOHA+cuzMAybx7J/vAmpJ4Bn9rPV2aZO/N/AMKYlThkgb1sT6G9CpglyqtmR9BPGVQKhTZxLM5Sc5Pul+2Nz7x+EvD1K/35HuJkA8tTgeycLkCJYNXdFxnCHTAMqQ2KUDnaSwLe/IwmWIovncNb9X53Y70bq1kAmjFq2Bq6A3Dmgd1Gn9mwd97b7Xc/ceNGbPmOyJ5sLnIL/7PIEVEfoLOecq6KsDed9EHAt4TPNzBu1Y10ls7YrOBLJAdp4jjfHK+th3QsQA6PX47Bc5199DA2TSqOGYJD2wmmzwHcpWJzCvod0U2xY5nIM468iIGjsMdKqvys4BmmdHAG2n/0KWh2nH4D3By2EwDvFJPAvzVeYjembMmgLtWykDVYR5pMD72tP4GmD/xZR1zIdMc/QbYCuABoPBYDAYDDcG+wA0GAwGg8FguDG8mQIuYG+Qj5Q9ABKFpyz2Bi0tcxZgQTIl9m6A9lk/wNZ8spjYLfLN2nukSvW3bAfUEC/QYyYPzLqRaI/8DMvPGZbDK60Vr0DfVqctAn6CbfFVbavXa+AHqFOAOhVaRlc0tdf0XQu/CwfIQDKS1QcU0f8Eth+Tfq4FtuNfWk21+Stn334fYELtY9ZxWBrpv7hClgDK9rECjRwHvZ5fvcRh9EBlkkVQaTEOpV9TIslClnhoiahA+5h2kHFTdbe60oB9AFAbNIRUwvJA/7ULGPNAxaWs7X3mDWJvg7gmp4sGLJ5yIVoNLY7A8X+jxOYrONnnBah9qnxZoG3InqOcSUvyDrif5fkySQNG8HPYwfyxozkjeHjebq/OLZBcvoH+rpxMBBlAONf2NC+0kq2jb37R54Jk+KhFOtlHotYLtDMmoWf7jYjWHJQJAsbTPU6TJClaL9JWuZH4fAmaKkYNRGE6DBMwwL9nou8wmwp0q2vd73TdgToP68/6Xo4H4vugrfD+8ySbgHcyZvQJG9GE+B5iDhSHNY5xolQrWEd5fOcXKq/+yrkGyodvjS+0LPULsvffInzl3537kpZVt4ZzmdfDUPYFEhVuJsUP8zPD4fYrHl5grdTCuGmvul+bKtft6PvqiTOevAG2AmgwGAwGg8FwY7APQIPBYDAYDIYbw5spYDTqTkTlxFmWwCtkQki0XSatsu7fX/Xa7nYQ2qKDbA+e6LsyyHUBdjANRDdE2CHG9B3urG2BVwm03oy/ymppl7+bhc6ZKctzBHoAM4hc6DrcqZyAA4y0pFygvpyRZBmEIik/y87COunsCeEC/QUUaDlpKmPtZVdgmInmCLwV6n2wNhJDh0XTGRnaIyBLtepl9AJpE1qijtBdv8DurkwO+g1kp8BwCLTLLkG/dkXThfEAu3Fhq1rgXWtAvxSkeemyqnaZ0zlkSAIM+02XUoEjq6u0b6AYyh52Kje6wnUSGnxb5LgWTTcH2IGM7Evi7BJRrlsoW02Zf7v7/T8XDchQmlaPgwGGdW3kuo3kJaGRuOu+6CugxuHf+Ukr7r7EBPdJt18K0u5d0NlYnJcx7nB3r2cdwlcyIXyx6xHq8QVXBhQujIW7Rl+3QYNcgMDdnzUFPEEdO7rVFelGqFNkphD+BlWH21o9VtMmmofo9C79XfwH9y1whPQnvtHzc8XsREjZ8/ODzKdGek/ipIHvUM7OobJdwAmiZatKLMI7juEQY4iqqyYyle6DrsP6fkEj407iP77T1znnfPnjmVA4i4eaiDntCExsHt4tdeGd1OmPHq+DlhTlgpIaPUZDtV3ABoPBYDAYDIY/AfsANBgMBoPBYLgx2AegwWAwGAwGw43hzQKaFvQBYdX8dTkK99xipoY6qOs62Oq97DVX3nqxQsigUYqcdQQ48GYD/r7RdUJdTXKsV/uaJkSrAOoX4oH/37/zdzM4fFOTovXLqsrX102gHRhgS//CdQLH8FDJ3gUyXFR4sG2n75WvIlQqT1LG8oXgQtp6ITOdkP+RL34XdGC5s/Tk/g/b4CMI6QJp1FaIrxK0bU8F/YUHnVIiPVPoQJsBAsHSUfYb7CLKhFGTxLzSLLKUI/zRwy+yGuC9CtvWQDw0M8arjqGwwlg5gQay0fq9guNt0/2wbHJtXcW2ZR31ONxW0GIuYunxknQ7FbBCqGRbk+5Iq/YOKKB/XWkMTjBmGqVRIq3lLH2/8Cyc/+jhFw4YDWqsMKEDTXctBJTvyDYHNJowfbi6/oq9C+v+8DqYryppwDzomSvol3zR+rUOsvgM6NvSaGuaFTTAKbAw7Y/ryMg5Q83/GPotWRvtIPPNiSxXxvrgvgVG0JHez7q+EbPB/MoyT4W50XOGD5xflPaO9XtwrvyKVnD5+jklI8S5kOYnH75Spy9Ez/gjvtfXyqALcWz/qs3MV7J9OZ1MxcMk73f0LoDAjCDhJfc1N0OBW6vvdbnqd9lbYCuABoPBYDAYDDcG+wA0GAwGg8FguDG8mQJGm4FAy+PuBbIT4G+IbqjAU8RFL/sPs2zx9/dwXdb3CrBUihQoJ54uSDfQsmz+yjFfx9lF5DpyuHfljx4751wCG4MAv4t0XePRdVzajcnrComy50XTsits6c9OKJaBqLdPsOyNiedrQxQdlFdo2b/vyHn+nRAvsswdO13fBuwkXg5yfKDk7RGW81OhvoR+qAdZi9/qQV1XZ5E3YEaORGMjJMi04vVwi8iiIsPC7hlI50Ldv7SBgcsaooSAcVggG4AnO4INxtcWYPyeiJaFLCE+atuROglvsf4i9ypn4jNWGfNzlONBs7xuC2JVUkY9zrfx/bMwFLCBiUm3X1ZSFIktZvVjkrYglYuboL8LzH+c3QXZqxmY3LqjeQHrSJS1sgTyYCtCWQXQVcX/GvWG1Oumx1ZtQF6BXkdUJbS+ChDlOFf92/KBRt70ORxpoBr6wqWjAGWJWUESPX9cQFJCb02ff4Ue/AsiQcaMSHN3Dxl4HGQScmRT5bFB4q/NKF+jTZ2esOCQ21pJAGhEqEwm0Cf8Xv+COv7KP+vsHL9GbcM/R66wiiI5ZDoY5R2cGUfZ4sDzz/ytAWMDsphtvW4nFZZX3Zed05Yxb4GtABoMBoPBYDDcGOwD0GAwGAwGg+HG8GYK2MNOv+j10mMDO3oX2CEXV53kvML2tEA7jjbYZYq7e4unbA9QBmYtSJShGpeO2YUfiemsfkc79b56Rtc9wpW907sSd06orT0kcm7IaR+TTQfY6cOr7Ug/LbwLOEt3TkAJLESdbJu0dUlSv0RPmWEpvom6H+K/g+v4nwMRlsQ3yiBQYVdUA7t5Q6OX5XGDXAq0ywxosHSVuKHkN26AHYgesoJsg65TU4GipJ1fyLgUCIcv8ol/ZQNe4Z2PSNPQZk9I6uHqKDfbKDl83OT5A1DAcyKqdZSK5Kpv5iFryDYKn5sXnckhg3Qkw67TlTjRepb2rVGXcaUd3u8BlFe0K2X4aCGpe5bjSh2ywm7+ibqxBd5oxOwUtPsWqUfM1DRf9bx7beTv1mlnhqEF+h4ZJE6ZEXDeBZo30m5GoMB8q18vmBmkgrzEk2xirtLfAbi8RPPdBo4AkRQpGyY1wTGjL3MBKWtow5VpPqAHWRrU1m8jh1lh3jlvuh8eWxxDKnWLLgTTn3yhN3pbJhBlYfDGTfl+Y7cMaF81ATK9/sd33Hremf4rm3sVVIIvep/gPITfPEQp+1/bIY3jCLegk9OBw7kC4rxQBq6cMbB1h5WGo/tPw1YADQaDwWAwGG4M9gFoMBgMBoPBcGOwD0CDwWAwGAyGG8ObNYBLFe1NaLSOJMJ29BJBExO1IKA5Ax8eNAe+NXLtbgINSNH6ihYkQPkOMlpQpgpUQATSPaAdDWoFect5g7o8EBIw096CvufgtCXGRxBF7L2c60lwEeHv4tEuRj//BbxDNqpIBv1NncBKh9w3YhBd1gm0XWs6q+sq6BSy18/13Oj2fi8U0CIGEv5gxpfWfZbr8nfqurZKg1Sn9VIFrXWKxHJf9fNnyCAygIAv56OuMGhsKmmirtB/KKX6omVBp4Ryu8D9D39zGR70LFfIurGSfg/LWECLGkfKwgA2M1nL8twC2Tr8VU7mWZdRywTXwRxSdRymVXQvG42bu4WC+x0wQ+OSC4xbIT4HGHgD1XPp5O8DddaCelAoP7NNFTQFZvF5piwe3fz4enx1v6hzgwPPHY86JNbvoR7q65onPYf+mj4TstEkuhfYVqFeeSEtd4HyeSyghA8lhl+o9b7yKEPUBf4MurTCj3V23wRLJ33SUGyMoE29B+1x5YaaQXvHNjAq6wb8+xeZYGCO81/XdqryyLbG4zSkYuoLTyyo01c0is45HXusD4S/0S6LNHRK34r35UQo4VeeGQcmxJCfqU5QxgZ6zrnReujuKpPDcyZd9m93gbEVQIPBYDAYDIZbg30AGgwGg8FgMNwY3kwBd5NcWg56Id1XsM54lusSuVivQX7XJ0rq/vTx9Tj8Dhzpz2Thci/neuBi6p6sI7ycy+w6Dmu4EdZNyenDefgXXPVNtKS8hzLunKZ6DkAd9rDOnSo7ocOyL3RLpiTyywj2EVnfK5/l3JqQ5tTdvG5C4Q+wpFzmHV33JPUjKt6N38b9fu7lWY6UaaBEea7g5VnyTksR5iJZPRrKINCAZUy/CbdTNk3teg9ZLKC86HV5BWiVQCkEwAnDAaPsVqIH0I0gAsWQ/df7YCGaahtfoHxoj1W3jbIWAu+YQpYDHm1gSIvg16fX41kOXbic1HV1fpZzwCN7yu5xBcuosFCfcxqNd8AIFGui+3fQtlewKcqJLHA2mf8oGY1Sx2Qonl1/kAFDm5/nScfFffd3r8dbeFbnCsxDHwb5XWy5UvJcig0u+rkqSIB8ZumNzCEeaL7nRT/YeZIyLlXGdF4pwwlSwMyoKfscqC9dh4xdgDQLY6H3yQpUadXz7tYw/fg+6C5ASx91HS5QpzM89IFf+TiuOcEFthvONWwRhJk7kEb+IgMHpt1gmx20o8HfMbf/lawbXB4ERKVYVo42A2bg0KgZn0s1BpX3K/Yr+NpUzDbxtWBhNsG7ddl0vyrpFcmSlt2bP+ekGr/5FwaDwWAwGAyGf69hH4AGg8FgMBgMN4Y3rxmukD4hnPWS6vwRlsf3sLNv1ruFd7BrKUz6XH2Q5cwr7GHcBU1RdZOsqdYBqOKTpgfiEZLV01I0fvXiztFEaTcKZOvAhdieKOUBaN89Of53Dnf04jKy/vZGUqHAYvSL18T0vMEOzovuvhF2FuYXyE5BuyoD8EpnWL4OtF24wlJ0oawb+fnb/N+hhcwVczioc2mR9thaea6BYq0ZpI/yXj+zh0wJJyj/ntI1lB7osk76uJkoBQdQAEuvy0jQz5DX3qVex2FVNKCUUdav09fjpPt8XmSsZKBbJxpfBeJ3A/qhEs2BO3jrRDuEn+C53Cepu2YfXV6QVhNKtJK8oIFtsTPtYsy8Dfcd0MB44l3JCXbcjuCCMHrdRs0kfbC1ND4hc4eaeIh6wsQCuMGSM4v8DEzRnf+vqnMF6DbMJDQMml4aQKKCUhaX7vTNMKYp29MIUqEVpAfnRctLFqAUC5xbipaooCxlJMb6a2wjJbFSzOMA1OYzjZ8Kfb7Q+6R232Yb8FbloYdZ1ylBBq0JnA4OLc3bEfqS5EYolVIbbjfeLYx//ErGECw/UodBVi+lxcr0iYLTa0D6muoE2a88p9OCTwWVQYTZcSxSPQuVpwLMEZA6hxtE3TgTjJVrK2PDX0jiAtedaZd9nn+7HMZWAA0Gg8FgMBhuDPYBaDAYDAaDwXBjsA9Ag8FgMBgMhhvD221gViDfB010p6uQ9l0S/jomzXOvAWw6Zq0BQMPrBDqvQDYVfhTdRwG3iLIjHY0X2w5P2TlQYrCBzqH3mkPHr+MI2qvoWecnf7e8bR222QfQQJD7iLJ+uYJwbCFX/yd0xvfaSmfCLA4N6G1Is7KB+3kAW5mN7DxSDzov0li67tvYwMRZeu/6qOvbgQZiacC2iPprWX54PW4oDjMERw+6uTWSxnSTMuMImUAS6TBA9xTOWrO44Y5+lbmAtIKoMQF9IEms3LiAJceJtH0ZbAcgbjzZDBTwJEGN4UK2GA71Ji+UTWSSe3ebaADXoK8rQcbseoXRVrRFwgpSl7ho2xHP9XoHnEA311P2hFSgbb3o455IoxX3Iogc88/q3BG1rV9JxkCntB6Q5FUvEAoL2Tn91fG/9np8Xn96Pb4ues5swFaqRTurpOMsgjXFhfSaWwHbLrCPuay6TpgJIU8yj2en9YYe5kyWgOEQSsouRF+3QIyD04tbN21ZNMN4Xzetvfoi+8M7Yd3ALozeyQ/i+uQyaPRd5XEMx5R1Quvo4FOBs4lgZCqrEx2xtUHNL4kxd3BthmfJFMwD/g4yJLE1C2hza6JzaCWTsPxfCSI1ENmP6VfsaFBHDbo/H/R100XOTUXqcaXviRU0iy3pzSOLf98AWwE0GAwGg8FguDHYB6DBYDAYDAbDjeHNFHDuwKaBaITWyXI+btWPm6bNEtjVe3IujytSpbC0OdNW5wGX4sH24lnTAw0s7baDLmODde8WlraD03RGgOXcBuhhpnnR3iXQVvoK9Ovm5V5zpawbsCI8Ojn3ctLttF2EisGsIM45t5xhifkZ2nrjTBhyswR8EWeWuHZCRXEWh4Go+fdChn7dUcaMzUF9gc3IjuLw7knOlQd9DilFiMNQyCIH6PKQwZqIM4HMQEV3ur9iuJcyYEgVsi3ISLGAhc+2agoAM3BsVZ+bM9DUkCakZk23VqC6AozXQDEULjLm10nThTlLPaYX4dQr0YroV9KcgPYgPi8CJVyTpoS2K1FE7wAPCd4LWUJNrbTLcP38enzZafp/X4QCPkG/OedcC1Sch+wxnO1CyUiQ5aP6LsAPZ4qtfzhJ4AX/N6/HR0r8g6Hbg+RlachGqcpzlUxWKk7mkAmoyIbmkhlSoSzuQcp2ulIV5tDK0xFM+ZjFYiH2cg/2ZpdZ6jtXPd95J89V64s6F+b3tyJyzrkCUo6OaOkfd9JW31/l+S/EUO6xSSnTimpUnFAD0bcOac6v26/4Hsb1zDYw7o+jp79xWktIqVKN4L3uqy4c5xDF8kaWb2H9f4XmRcqaNQag0/FQeZ62LtB/K0jgrsTKT/A9caHcZVtP8+sbYCuABoPBYDAYDDcG+wA0GAwGg8FguDG8mQL2k3wrNl8kYJel45xkWTIdiCqdZT3X05rv1oD7NWT7mAfepQjU2xlc5wdNN1xXoVy8TgThGtw9BtRupJ1JFeidCkvAX6xWV6nvRjs4kX5cqrTNC68iQ53O0NYnovm2ESgLctCvsA147iBzywvtdIWl/Qz/BViIY4ojZBah5fylEkf0Xki4m1XzA5isAjYtuoZ2iLtNYiNSTm43SCEZdw8TzePh7wwZH+oz7XSF3Y6edoxiEnUHGUgazkiDtO8MfbLpfi0YK1XvEF+B9g8rZAWhXbTLCu7/i5zLq6YXpg12u45M7Ur5DdDD00Jj/izjLbRAqy267gX+n+qvuh8Kp3Z4B4xR6ME563FwHIFGHKBPV5qfNmmjT0AvOufcMfzr1+P98PevxwvtNlXZLuDfM+1S9LhbklguVDZEyCQzU5YZpNgaL8+cIsmBOtm12zr9zGuGWHDSxyyvcKvcLFTIaOTv1WUe592vs5IOwthFuu4MY+sEMf2S9Ti+wpxcq47382/ffPlnwTXLw2yTfrA72Kl7AcqyJ6q8BbeEhilQdHrALuLsO/De9GhNwLujI7xPKSMJTrUVJFWe6Va8N8Y5b31H2jfQvfA9Dy4dX9RXMbtQBo2vmuD5yUmjguOGB83GhXbsbpvE1Gf4d5oy3YIahlW/vOZCWajeAFsBNBgMBoPBYLgx2AegwWAwGAwGw43BPgANBoPBYDAYbgxv1gC6y/71MGtHA5cPwj13sL+5nrS+CLeId15rR5ZNvkU7EMj5qEUL3RNYWDzIb9YzadKi1KlhvQFoG9BaoJC9CzrNb/Ct3LATOOgDNipjAQ3LCs98rlqYOIFVw/kidR+vpCkE+clWtXZmBHuK7jPoeWa9XTyB/gAzhsRfdDhU0BhOZDmzK799y/mfA9smzxKyrlO7k1hZr9+/Hi9RCyk6cJ1fo47RAbQ+Afp8GrS+YjdCtgLQvVSvdRltAn0XudpvvdQjJWnPudN6ngDxho4ZYSYBI2ShyIuOjQI/XEEfs1IMeRy/YNsRJ63nmj6DZQRbyYB2tB2ljOtCFklJ6jtPYH2SSUczSvmFskY0Qdt1vAdW0E2OndbvtVnmyR6sRH4Yab7r5Loy6vH5BPNVLaKpO9Tv1HUoIwKpkaukZdK5DvR8ssCcHEH394WtBhSyfEVC5ZxzPWQu6qJ+UaQkmt0OBFbztlfXodYRJZ7Z6Tmzgbk20Zw8QfloYVMok8wC2tYt/Cj3nZ6cxi+vRxea/pc4um8BlHzxu2u8ykO3IPx7po7tQCB5n0gsD5lGKghOfaYGQN0f6pe/0GWClpe08q7BeqEnFu03ULpp0LaS/YoqnzOSuK/ZwJAGEAWzGOf01eQxhUzD5+QGL2CltZEf0QukO8KsS3mmPQDwjj/T4Jsy9d8bYCuABoPBYDAYDDcG+wA0GAwGg8FguDG8mQJeO1jmpiwWwxMsRQ5yXW7IsuEkVMf4SEnUR1iWDcBz0er6yyBVPpwhGfZOl3d8EdroFDXFgrYSuRcqK5H9hoPMIAG2jl88UdtoK0NrwIuX8ifgUa6zrm+WPOxuAnsPznQwtUKvbRddjxDk3HUPtjqUMWMBuiCj7Uen6fYF7BlSpGX0+IUZzrvAgw1As+r4WiGJtn+QzfQT2UdEyHYRqc83SG5fi8RNQ1YV8yS0VRsk1hbKXIO9vDU6mDvwj9iOaG+kHfmxrTO49a+VqFfoZ09WFeAe5NIJxlrRlivIOHiQcMyFbAuA5vWzjpu6obUGZEmhTCDI3kawXFqIHQJW3kWi+pr57SqWPxeQlmnJfsPdQR9DjJzIpX/OQh13mWLw/Ph6XN0/yom9tj1KoMVB+ylONI9/bhTvERkmaOfMw/trWUd4CQHKv9CpBJmQGid09uYoLuAGM0iDeHqOkFlhIr5RWeFskLWmaMnAuoJEAQLyROPnGsWmaJ//jb5X/u32G38OzGArVaKuwxEG0djKnFGvup1+7tGmRI/juwy2bQ10OlOlmA2ngfILST48vJPIRkzFUfmVd0uH/Qr1+BXNAksiPFjkIHXs2d4F/4RphiUqDq2QSJYzwbx5gt99JinGBWj0FY4nZsChj3LRfTmxx88bYCuABoPBYDAYDDcG+wA0GAwGg8FguDH8hl3AkNT+Xi/uZ9gRGSosG69UfCe0UV30uQl2y3rc6Tjqb9TmSZZOp3u5sKVNqZerLMseil6WPS1yr/Yg5/qgl6X9AHVKUo+Z6QbI9lGKpmkWoMMqrOeeKRn2BLuFMBl0XXTd/SdwxqcdUuuIbSiUwOw0fVlxqR/orG3Wz5/BnTwRBTjNvMXrfbABjXSl8I2wnB9nOU5J1xUpYBc0deKhDbcOdkjPlJU8wa5Y3GVNqQZUtg4aDjM47wdoT8/BvEr5216ow7Lp/vdgG08m8a6Bf1g2oG+v+vlX2I3sZ6RH9G7XAM77M8k0opfySxLqrCWGYoN7NbhrmaijMorkJEddj/pFKpe/PDbIpHNqNL3UQTaW2sgOXnch2gwyF/1Eu2Uftn96PX6GUPBVB9DH9u9fj2MjbcQmBTh0v2BsYYck0mGFr4N/UGwbsXUTsnKcWAG6aoOTMeqxNQGl2IIGyJMMY9xk1+Pm9Zip0EcF5rELZSd5cVKpbZVYnZymiifI3HJxWqJR5m/jiJBhR3NedAz9Aq4FR9hF75KOgAD9P/KUDpfegRzmi63fMCcjG1w5OPD9SoGoaFWMm0CTJtLtoAnwRKmi7oEJa70bGe9LGXRwegUa+YsdxzAXnqgap1EK+TTJszx5PRliaF+A2s0sRYCB+IeWpB5XHZdvga0AGgwGg8FgMNwY7APQYDAYDAaD4cZgH4AGg8FgMBgMN4Y3awDLJtqJULRWrATRBywf5Lr+pHUJqCPZyD09V+H2Czhab2yX0sq90UbCky7DHeXkcjmqUwNq8SbRznQ7zcujZqXCdvmFdAkJ9Auom3POuRl0ChFlY17rWTLo0uoV7DcmrcbZYHt7eXL6HFS/rGj1oq+7gqXNAKKdMmtNwQD2FCNlYEAd1HuiAeuU0JB+D7QoFfRSO9JRLPOdnNtpPWsETUiEuBmPuh8imFxUdMbPWpd3bWRs9KtuswAWKQtoB+Ok48uD3nD9DFpB6tgCmTbyqutRQAfkwbZmCvr5w4vE5QK6mkhCv/gksdGSTnVZMUUB2CCQti8uaGMiv1lIlznvxdLn7lm3IetA3wPzKLFwR306taJnO8HcdT9o7dkC8fO4/F6dO8GckcFWKpMVUwEbjIf9D6/HbfyorlMyVPovP+pmtcxX36sNf1wf+IU1C2buICEhWtUkKG8rur8j6O1GuFuluFhQcEZ62BV0zxn0rye2c4IMH+MofZnWT/peaOG06jIu4duso4wOtWL6+cEtzJ1AK7Yj/V4E+7U/dNou7UOR9lgG6YfHTOM4QKe3YIn2hTML6E3ZOQeCzycIqkCWa5gaBsuv+rk81jFyRb4iaPUUsJidBOf1qsWSLxeIL/pe+TctvhvkPbRM+nvlUyvxNcL7fyIZZQVbpIHm/xcW/74BtgJoMBgMBoPBcGOwD0CDwWAwGAyGG8Ob+ZMF8nV3Ey01RnCn/klc7Kcd2W/A0mZoaGkXmJQNlukvTlsENLDc3kLmivqZMnAAPbAORLd2svwaR6FmClFvroclVqAe2Wdhhu/oQLwHLtMXpDBGymKBdDNQ2ytlCVghiTTbItQof4dnoErPur5HWNqfZqHbm+1JXbeMci53msLyCxtFvA9KAhqBOIYWMgMU2Oo/r7oNm14oxZkSaM9Aud1Veebueqeuqzt5/g2d60ddXjyApQ/Vd4P+QmP8QH2OyS5qgnEzkm0BpG+olMphAT1DPQNV3Gpqt7xIRZA2rlGP1ww03Zl4xQ6oiQ2o6FB1zHRFbDcy0C+VMhJgVoNMWXjyF6ko/vJYM1jq7DSVc0CpTJIsHkvR2WjcBplAyFZq9T+/HnuYotF6xzmdnaFc5b53NFb38a+ljI6kMjDvYIKHyh4uEGoYxkwBK1aKbEVSQWpbKPDRaSorQ6z6GbIiUF+n+vR6fCXKesPsHyABeQ463puTUL0B+u7npGNwWyRW60SyiUw+SO+EDNZhU6uf/wRtugd/l9Lod0YPfbIQ3Viy/G4P1PFMNDIOgR5kCQN9JqCVmot6LtDqAwgqygqiYg+oXc+KJJWthC1iYK6pX9cseLBjuUI7nel9+gLShomkN5hN6QwZPuaqx2g5A+3rZQ6+kPVTANu2hd5rpaW0IW+ArQAaDAaDwWAw3BjsA9BgMBgMBoPhxmAfgAaDwWAwGAw3hjdrAFMRHUX1j+rcFCGlUwf2ED9q3cv1XwpH3Z21Zq/tQNuW5Ljs1WXOz6K/yFGqfyGdX7yIFivNmtsH5xcXKuic+HMYNHtpEy1ioC33mJ6skt5gSZBqCKqRPpG2bwNtG9gi1I20dxcUQZAeakadImg7aHu70g4cRIu0ztoGwA2ilRspx83e/Xa9wZ8DcQepwGYdHPny8HqcGrBpSfq6bZS+bB91+8ZR2uDFyfGuoVRTZykjQ3o2diMKkK5vrVofWFDPN0Mqr6g1RutVfhdAExMpneCWMK2f7q8MNgmYdm0hm6G1itYpQJq17UVPFRk8mDpKEzhj21/lXOO0Xcy5xdR10p7dxim/RODTUBomtl16D1xA57S7aqHb1Eg7dTA+p4nG6l7irr3qcdcepB8H0ButRacn+7QDrRxYk2z+SV33ApYox1FbxDS9zNEBUnX1NBei0xE6czSkPasJ7V3IIidDv0K/XSPZI0F8voDtR6K+LjC2pqBjxq+iyzujpvCqx/vVy9g9wRhpX17UdSM8y2eyegrrt9FDfwZbJX7HLWD9EkDLx/riBjRrV7IZugerHjdLGz63+t19D03Vgm7+oerr3F7Kv6cm82jvAinkWDftca5B6xdK4+YyzFek51R2NPAeu2ZdxjjJs1ygfU+U4m6EOp1p3h2h/iuUP5Nt0SfQLG4LvDPOen7BV/nLoy5jyr99Pc9WAA0Gg8FgMBhuDPYBaDAYDAaDwXBjeDMFjFkRCmUCCcCwxSJFXinLQnkCS4Pv9Nb5/g9SyPQD0Earvu5lL1TREZaeK/G3uQolcL3Ty6gNWqk8g7N2oi3cZ+HzZthiXcgJvHayJBzI1X4GWiUv8rvVkf3GBShFoI5K1vSQh2Xp5aKX8zfIjFGBltjIEqS9ynXjLM/YFLI3+Cznpo6e6/2ZN+ecc/kidiyJMku0gwRE8RKv0REFkKQ9tvNOnfNgEeAhS8ZadJ8niLcFrHRS86yu2zbJdhGipqkC2LF4oFSvXg/LCJk2PFiizEmXt0HcxGfK1rOTDssryCgWuleWeqxQXibq1YMFBY4155zrnoCaayHWXjQ/XhugdlfIdkL2NtnL70KjqTl30f33HoiN1PWFMhp4oM0OkDGoibr9IjxjTjoTSDrLXPhLC1mWNj2OPz5JGT/3ctwWPY8dwC5mA4sZ55zrqsRnboQO3tGrIRaQwABVSAkYXARKcaXMHStYk1RIBbGQDYwHP5IF6LuSOcuSnJsnPRcUJ320QbaWZdM0+hmsibz/p9fjS9RyhRPM19npemzfaDLcgEb0A1lMgU3TBYZdIuuQDWy17snN5gz0vocMFMHrtsFpOED8j6sexzuQr7wk/V4bQB8VQCmDNjXOOedB2oRSrp2egtwLvMv7F5JlgR3LC0zrnJFmhdiYgOadOOsMtGmZdBkT2N1A0hV3mvVc6FGWA/8+s8Rihrl11u+1/S9Eub8BtgJoMBgMBoPBcGOwD0CDwWAwGAyGG8ObKWDcbbfRzsG+R7dr2CEXiDaDteL8i/72vHwnO07d/P3roafdpl2RdeqllzXg9YkoC1jC9z8f9Dmor+ugTkQjT4Ms0yr2oSHq8Sp1OlW947RJsOsMmi2cyP2/eZL6QgboTa+2uw2oXU9L1uGTLAHXBTIN0K61s6o+OLz3ul8HzPF9Ikf2b7TzDZszEy29rZDFopcO81n3SYKl89rpvsSc7yPupLvq5y9VYm8DG3qmm3Hn4tjoXcC7Ip07w4721msaGemXGejhnHVwRHSJ7zVVWk7QNhtSgpREHrIGbEAlVq93Ty5AA/YvdA5ooGWUMVQpE4ifMDME7GINeiz3Tp7lhXbFuYGzyv/l8Qna5aHV9x9hh3AFunHsdDtH2AEdaBfwupdzA7TfNWu6e4ZdlXtIQp8oG8EF5Cv7QcdWOsmu4LaTdl4oU5ODjEwJdhtuXvdHBzsdF9pVWoHm2yCrSVj0vWaYu/P49XhvHTgYVMrcARTzCOfWSV9XvPQR7gIeVt1OU5BnieOTOnehXfDvBRy7Czk4RMjkUiD7iaf30z04CUyUdWMD6UCO0v/DVc+ZM8hD+rO07zbofn2B3cgtZSBKsIu3e5K5iqZ4lyEDE77+fuJkH6Bm+tQwjSrHzwXmJ0oncoLvAQ+7+FeSHmVwLfic9dxVYVx+bqTuiWQPF6CKz7AuF0le8DlJ22xXPR/k9rfHoa0AGgwGg8FgMNwY7APQYDAYDAaD4cZgH4AGg8FgMBgMN4Y3awAbdLFutb7o6v729XgYhdtPtCt5BJ6/udeWI9sIFgRgd83O5U+DaBF2VcpoSJO2PQu3n3qt5zjnByl/El1CJp2Oq2BNAYI4tJFxzrkRdFmFNIsraAAy1JHtYtwFtHig7UA94L/9G+xHki4jgdZjgjpFcuSPM2ivJtEvDHTdFfQ9Meo2zL533wLnPWSa8XrvfwWriraV2PAjZQwB/ZEja40FnNu7K7RTo/s8B4mNBrQtmfp/81J+t+r2XWH4VdA3XVbdth6y8HQw9raoh+98kQHHWsSyQZYQ0EQVsk/YvNwrQZwH0uyglcJIupcmy716GHvjs7Y+2MAmJKI+kPRcZZL+653uB3bUfw+EFXRT65M6VxrRGz9DVpCWsgeUi8yFL60+twd7p9SIbcu8/Afqun6UGJ8eYBzPWiu3A+uXWh/UuZik/vuzaFQXHt+dxLiHucWXgS6DOYi0nGmWMsYg4+xYntR1OL1e4SWSg9ZDhQXGuNfvkwnm9Rn0pbHqe53BBiUv0k4/kdT0uqKWW6+b1KCtdd4LJ9BY7kgrdg2iCWxgrLaRbNW8XFcasne5StvPkKnrXGm8g3B6V2WMt2fSpB2k/P6kPw4WGCt70ISWnS6jBf3hspf5w688B0EQncmrCKxkTjA/z9TnGbLrPEMctjSP5wX0luSL9AyxMj9JnS6kvZ7QPgfmuI2yqWSw1gk0ef/Y/fZ3sq0AGgwGg8FgMNwY7APQYDAYDAaD4cbwZgr4BZZ2++2ozs1nWR6/HMEl/qS3pgc45/9B03LtvSyrerAkLxd9rwLZD0IDdhNHvSyLSaPLpJdRYxa6YNuB1Qs7gS9Sx3SRc/OOrEPQVsRpy5kan16Ppw4yA1z0evOGvEeP5RG1DUvWDTmcr0AjJqCe51HT6KuT69pVrnveNEUXnVgkFHJ98VTmewEtUtJ2p841A1BCSDceiZaFrB6hIVoWlvDnFjJ8bJrq8khZgkVOJkf+GOXec6YMMq3cu4PYWz3Z+0A2BHTjic+6/1OFbB9VPzNS2y3E61J1GWGU55qjlHfeiF6AMnZsHwGxvABl0ZMUYwHLmSvQMqnTNNUM2U/ci7Y+6Im2eg9UsH65THrMJJCl+KucW8mi4dSCRKPR/V2gzBX6LcV/VNetUebGtMpctUU9WOtFztVK4/YR6GyQxuyoTh4yFSXIbnTt9LjoIdsLZzG4qyJfyGARdiXbmhnmuBNc5ytlKpql/DXomAkgQ0CLjS+sk67yPjknsLehjDMFMuRsXo/xwmPjndDCO+RKdlYJJ2yQCu1XmuPhXCJadttJPxzhXbO1lAlllTFZwd7k80ASALCPuyPJVl5kPnlqQYYz6us6kF+Ek8TyfKDYGOXbQ59xLsEcnyGrVyU5UFikHted1C+ThctnoNtnooAboOZPPbyTWZb1JGVc0aYu6PKukHWqpawjyvvmjbAVQIPBYDAYDIYbg30AGgwGg8FgMNwY3kwBR8z+MTypcy041LewVOx7vVQ8PkNmhd9RgmbY0ZivP7web+RIX0ZZpsaMFpF2HPWfpLzpAyWUBlohJEg8vunrpqPQBQMs7XZPmtoeMySrj5o6mGFVvYfdeeVCO8nAuR0zMLhnvSyPy+jropeAcxYqYoPsH92FtnouUt+tkwws8UnT8h52flNOblfX98/A4JxzDey4qk7TPhPsRh2gvlPRMeQ3aVPvNC27IIULlGrciPYBi/oVbhYumqKcgOprG11fjzvawE0/At3knHMZ6J1+E+pgzjoOfRIKYKbdY80s9553QO1/1n3uILuCh510+4l2t0egkfUwd8tO4rw7AwUeKBMI9NEemDl0C3DOOReAKt9rSmTUTMq7IK1IXeuHj7ArtoCDwUzxE4CiSxvRXJBB5NIIzbvfUVxAOz1DeY+0C3hpkdbX47bCTvcdZEI40+5eSArhhgQZOCiLyRIhi8GqJ43PG+y47WEH56KlHBHo1wlodNdoimsBtwiU9TjnXA+0csXMFVHv2L1CGbhx/uJ1vyaYa7ekx/H2DWLQOeeeQTZyuBB9C9IIn6SPPtNO130GOjTQzlScJ0EeVFvKyAJUZIFAmUc9VlegdluaNDDDUQtOFyON96cA71pwXCifdRxisi4fdWycwBUiwpgaPdmWwBz/DLKMNuoOf4ZmOyTajT3BLmto3zHosZEgC1e7SSctlMVrARnE1JI8bPrtsixbATQYDAaDwWC4MdgHoMFgMBgMBsONwT4ADQaDwWAwGG4Mb9YAJtC2LaRzio/ClV+vkD2Cvi/DnVw3Os3Z9wtsb+5A6xL1tvWmSpkr6DfaVZd33Ut920WfyyA+aifQCn7UAon+92BpsxcufiNPlCXK77pZ65cqnBtBExSSbhvUX7RXyARy0uVte9AzkDAPjOHdvIlOI+8oYwZspb+O0pd91dqODI7v0dHW/0bHwHthA90L2lE455wbJYbWo+h0POmvug0tOLTGZD6DPnSA/qfMGuFJ4rIcIEtMPKvrygy2QCvZwCToZ9B6jBQb7SLj4VoO8But50KdLurwnHOug8wIFawEwqKf6xKhX1fp8zGSLg+slbpBP3MFDdoF+mg46bEM8kA3gAYmUKadUuWZl6w1tml5fwuOzytmO9JT6HWWsdaAVVDf0/+1Z8gKkCjzy17ODU6e97rpeayAJVIHfX9tdXmHUe790um5YAea2h/BSut+1X26bd/JMYwF1Ik651wNEickN3MgKXPHRcqfSDe9wrxTwLYlrFrLVcDCJJPMeezQwgosvEiXeAUbqARa0zKSNhhiMlPKiBNldXgvVNDUXsn2aaoSAw8zvHdpuNyBndeV7bJAE/8c5fie9OtrL40/zTLGF0oF9gCd9AvpgQv8jTMNalSdc86DtVACneeW9DweYY5von6uEfXLkO1qIFu1T2Bbl0ap+0L3CpCt65x1A587qf8K792RNNpHyFbzc4GsKKTzdmALV1ayNGLt9BtgK4AGg8FgMBgMNwb7ADQYDAaDwWC4Mfha629fNzQYDAaDwWAw/HsLWwE0GAwGg8FguDHYB6DBYDAYDAbDjcE+AA0Gg8FgMBhuDPYBaDAYDAaDwXBjsA9Ag8FgMBgMhhuDfQAaDAaDwWAw3BjsA9BgMBgMBoPhxmAfgAaDwWAwGAw3BvsANBgMBoPBYLgx2AegwWAwGAwGw43BPgANBoPBYDAYbgz2AWgwGAwGg8FwY7APQIPBYDAYDIYbg30AGgwGg8FgMNwY7APQYDAYDAaD4cZgH4AGg8FgMBgMNwb7ADQYDAaDwWC4MdgHoMFgMBgMBsONwT4ADQaDwWAwGG4M9gFoMBgMBoPBcGOwD0CDwWAwGAyGG4N9ABoMBoPBYDDcGOwD0GAwGAwGg+HGYB+ABoPBYDAYDDcG+wA0GAwGg8FguDGkt1748Yf//utx7Ks6N2/yHRnjh9fjsK7qurXv5I9Bf3vupv71uLZyLnRRXdfm/Hp8Db97PW52+l5p3cl9g9dlRCmjpEbuW4/qOh+kefw8vR4v7Ud13aE9vx5n+qbuZmmrJQ5y342ey19fj7d2kzpd79R1sUjd8+5ZnVvnFgqE9ihFXVdmOZc8lDfq62KaX4+nUbdhiVLfn/4v/zP3XviX/9H/8PX4AWLBOeeuQfoyFWnrZqfrPizS9kur+2EH3ZeL9P8Q6P9KVeIrJSk/0dgYoEl90jG6dBLzd5P8ruv0db2XfthgyN6v+l4hSdyUoM9hDEQPx1W3YYdx6KW8k+vVdftpeT1eo26bJ4ib9iJtk9eruu4MbZqr1Pc06vIWJ+WtuivdFuTc/+b//L9374HH//S/+3rcOz1m1nL/ely/k7rlsFPXdVmeN+/1NBxWid34nbRzTTpWu4vMV+N34+ux97q8dJU6hb0uww8w1xSYP2KjrnMYk1HKaFZ9rwJz7Zo6da72UoYvUn6TRn3dVX63zQep+/FJ1wnGjJv1c7kq99og3uuY6TqsOzzjVZcXoI5lnfW5LOX//n/6n7n3wv/or/+T1+O50vMHiaGHepF/9q2+rsrfIS7qVEwwPpOUt5t0zOO5GKB91wddHpTfVN2Ga5L5ZbfKs3ga7zlKffdF5pMz1ME550L1cN1JnVsaKaO/yLOsrY5D5yVGM8y1l0a3YSoSN7nR/RBnec5rkjL6Td9rchLzC/zG7y7qupKl/HbR/fDUSH/9L//1f+7eAlsBNBgMBoPBYLgx2AegwWAwGAwGw43hzRTweA9UxOWDOjcMT1IgLA8vj3qJshll+XIteqm0wHJrGmR5NK736roVqJS2lzpt7qCu8z0se6/f6zJ2Un6XYZk3atpsARqti1L+vtPLsjXLknBa9VK0a6WOEemSO3r+017+ABql6TRlsQDd1hRNRddBlqLjRZ6r+LO6rgS597TK0nNzpPX2F/k77nQZHVFf74UIdR+JAq1AW6Ve6PGpeVTX+U36a0dUaW2kjD08Y8iaEoud9KvPQO37vbquj5/kN05TBwegQcqdxEYctRShAK1wdELZhUbXPeEYCps6FzrpSw9UVzwT1bcXKsZf5fl/54myaSFWsq7HcQLqD2Jvjvr5Y0WKSco/9Drm11nq+Jw0TZXz+/8fNh7lnmXUdL2/Ayq2kbjIi6bQG4gfji0/QGw1SEPpOaOC3CCC5CEHPQd5mBpD0G2Lc4FDOUyjx3eAc7HIs8z3urwwS+yGqOdJpJU9lF9nPWYKSCraA4xjGhcdyFDyQFT0BvEeRb7jvO6HepG2TiBDqEypXuTv4DW1vRaSW7wTygI0L83HI9Dtk5N35nDRsdECtT/VB3Xu6OTc7KDvAo1jkEodF2n3Keo5yG9ybz/oNuxWiK9O5ozIcgbghOss8qi7oucn52FssJwB5ox1kHN91fX9jHIOkEocs6ZvC0iPJqfHQ0zSL3cQJyu14QHkDCNI4NZVjw2cuz1JQr7b9Nz4FtgKoMFgMBgMBsONwT4ADQaDwWAwGG4M9gFoMBgMBoPBcGN4swbQA3+967TmobyIxq4chYtPo9bv1Q60V2S/kRzYRXgprzZaY1N60GIswo9vB83fd6AdLJ3+zm29aEkyaLYCyT4GoOk7sKwYg9YbFtDcHBqtRShVtA4eLG28oy33oAmMaG8S9PN3BbRXZLPjUZsSpPylJe3MKtqcDramO681Oxs0QLqQPjBpLc17oV2ln9ted9g1oX5N+rUlHQlqR53X9hwF7E7CBPF60BYmayPl5yi/eWTtXRX9YR91f0W4dyyiU2rJVqUD/VUAu4B71qLAGEhki7EPUv4G+pOw09qhBWKo24ElTNblzavE1CH9os41UP8rWCbEq75XC1ZIFfWRgbTDnZTfXLV26Mf65insz4a1kXumqscF6oEDaHmGh0ldh3qoJumYqaCBK6BLThSrG+iL2g70pIvWDTU96LJ7rYdqs9xrg6aNpHMbQOe5HGV+6kgrl1GX2Oo5Io7SNqVHnSPZxXi01QL7kUa30wI61PR7fa/1B9Hetj9Kf81Jj63Qyb0L2A3lrGMQpb1xIeskkp+9Fypo786kZe5gznsEbdh80HHYwhzXdzQXgAbuAaxJxoZ07iu2ofTRQP3VwDveZ3qfQH3bKvdNWZdx9qL7S+DhE8nepnrYH1D0+7oL8p6LTubQsdXP9XGR+fp0lTI8WX25Ru71w6rn5J8jvHtRv7eRPhLmgADjvyPd7wX04OlU6NxvnwttBdBgMBgMBoPhxmAfgAaDwWAwGAw3hjevGbb1h9fjrdHO2vGjUEV+FWuS8kEvlSegNmsk6uCA2Q6QGtNV7CGbwrZDOw9Nc0awUmmDLsOD7QAk53CFVrbTWZaiYy+0RLeRc7+XZ9kGvbSdYGnbV6DhsqbHQ5bnaoEefq76ujbAEnPRy8hoY4D8dVN0P8ywxDyArcaZtpzf5T/IuY+aYslEg7wXVrQ+qVRfyGRyBMr+WnSfdA1knVk1PTBABhUPwwPtApzT9kEDWJjEpGPjAawUPMVXMwt1glYF+07TCGDw7o5ox0I0XYhy7+aoqZ4ObEiaJOM3Et2cIUtO3sAWhCjgFuq4bUThATXXAGU/kcYiAtVboI9Wog5H/yB1WrR0oidX/vdAC7RMbdimQZ7JA13fVt2neQC3/6LbbwMqqgU7i9JrCcEObECm8vB6HO91GxXI/sGZO9w9UMwN2D4Ry7W0MI+dv5MTd/pd0DiQuVTdN9sdUnZQHq1DrDuQYZzleH180veCjD7lb7VNlf8sVGGBd0ug7EErZLtJOE8U3dbrInVsyXJlab/NXLgDa5Jx0WNrgOxczyA9+kB2RMsD2E9tur+OXtqggn3OQFRxKWhHJPfdk5Tj2shcuyOKvUB8JZQl0Bx3D+/GsofMGjPZAMFkOw/6Xjh315zg38kGDiyYEkilfCIbnFHmgJXm/zsIo7mClY4niQF8DwXIyLNELT3awzt/puxMfavn/LfAVgANBoPBYDAYbgz2AWgwGAwGg8FwY3gzBRwOsJa56eXLef6r1+NhgKVMohEwq8cW9PIlbkYdkA7ad3Qd0LewQ9hn/Sh1h0uqd+qch52POUs9UtDfw/4Odq0lyX6SW00pBqAHgtdZJyIszW9wruloFxDspFqA5j5qJsItkO3Br5QxYhDX/DJKnSLt9AwvQrFPsNx86J7UdSukEGhW/cxx1PV/L9wBrTYlXaelSl8WWGJPHOYXKSM1mi5rgM2Je1lS31GGlwQ08i4AnbfqWAs7aaf9Rpk7Wvk7HIDOoIwHD5CIPoLr/EDJy3FHaqKsI+EgD9ZusEM66S2MGXZ1rrDLlBMj4Oi9khShxR2jQB1H6i/ctb2/Sj3OVcdrP8kzj+QK0FJcvgd8wmw8uk89ZuT4nexeztMP6jrcvFw63Vc4N1SIMy1WcG4GCgzpOld1rIYVaDOndxJXkDyETc6VHU3e8FzNDzLPxJV238JOxEIynx1kvlmB9i573d8JostDLNRJZ3Ry6UnqXmkt4x7oyxGkFoGoeJjjPOx0zUTztc8yflaSFNXy/jIE55wLQIf+f9r7cx9dli3LEzMzH78hhnPOvfcNWZVZVd1VZINgNdAgFVKgQhCUCLREmSL/L8oENVIipVYosRroBsjuGroq6w13OCcivsFnMwqPFfu3982XL27mq7gAv70kj+P++WCT+7G1bK2HWo8ZPd7Rj6BlzSL60GI1ejDJQg3GvBqH2ZXU3SjtpudqVtPWPkQpw8Y4c2TIqGaMC/urLusK4+SE1e59rR0sMujsZjF0M065ZbnHDu/PEELokVxWoX8tVvICGZVtNxMes4fMa130ORYksqiV1GctMXnppf32Rnqwm356OpfPADocDofD4XDcGPwD0OFwOBwOh+PG4B+ADofD4XA4HDeGN2sAqwkag/Ko9h3p6g5bjVRrLQp1WY2xS6HI6HIn/Pih0pz6gqXULRINWqNfWJnUsNO6j2qW+6f9Roza6qOB3Us+yDPWi9b5pR2+o43DeYVv7AKNYT1qfcyKBIkM64eQtUargRKoGLuQgvLu78UWYZ6MRuVOflePUidj1noeSEdCk412Zv/T9QZ/Diyo896kbhyQeLDBcqQz9iMZTvYfJ73M/gotzY6WFpUuG2qOWmj52mCsj1Anu6j1hmyzD5XsSwf9/7JP0Jg0SJbZJ5PqANuFKun7QNGEmpqrxWhWGmiuBmn/l1Zr73poTEPU5dtBc3PF6bdBP9cdLDg2WFqso9HYot/MUSvh1uX922GEfskGkTBMp4NdSjnqfhzSo+wzURIt02giUkEOplwwFixfSTtujCYzrnK+qtXlVWokISFlIHX6Wn0NjRbsPLYH3c4SbGbMpUJBnAZb7mrsRwJ0fwuSK2pjP7Ju0rfixfTxJOWRaDdU6T5DbVe8ih6sjnpcCEeMJ8b1ZS4/jx663USXPgStFUsVnhltqF10HzwiQWM1Y0aGTn/FO+Q4GZuhChpL2MXYaK2Cdp2Dbl/HDUlbE7SDnR53qlXWEXzA+JGNh9sGS6Ou0RZBacYzY7zbsrGSg54xKxG0LqdCa6UfWbOh/9bSpvpFt8Ma41jCd9LLvW7zjyN12fpap0Zbxr0FPgPocDgcDofDcWPwD0CHw+FwOByOG8PbKeALDj3oadkpiQ1MPMr0cG+sI0KHBIakp/3rXs7/NawVrtZKAA7yGbYfVaenVOeO1Nuj2pc/wH4jwyXf0MgF9FhVIaC6Md/NsEIws94hKcd/PPPR2I88yfRzheXyea+vxbAPW3sV6Od5A7UTNH2bMcU+JVAsSS+ln7EcvVSapqpWXd7vhgG2DQddX1Mj99hmSAAqXVCHStrvtf1K70P76hopm7tVt/nmDqkJm5Tn3iSG9HuUrwkl/wr2MXe4p12rn+suSNtoQAffm2bYInz9Lmh6oIByaHmLO32tDfYRKyxyTllf7AqaYmfSFZ5ACS9oJ32r2/z2LGX9uZW+cVgMxYJ23RuLmKr/6e73f1+0tVyz2mvqrUAakWF1Eo3tVQurqxh1+1yP8rsG9bg1mubq9+iTGAuboC0mmo9yT0OjqbcWiREJj7J1ul1USL+IkOUkI5tZWlgsGSeZCZKFAkukxlCPG+6pwVgVo6FaK9BrR9M/YeHBMAkTyBJmXCvvcY5Zv5/KQei76w+aamuWnycJpJ2lbA7GBiXCji3DFogWUCGEUKOed5tNpIHcBPKVYtKpOowhCVKxYpJgWtZzpa+1wfqFY2GstJXMBNnDkZVp9AYr3qEbbOr+cMPSfxNSshojt+JfK2QEXdCU8tKirRmpVOqlXhK+oa7mW2MPSVHOsPqajO0V2vyLkeLt85fwU+EzgA6Hw+FwOBw3Bv8AdDgcDofD4bgxvJkCzgeEd5tQ+w4rpjasosx2uRRcx+tKUxHLXqaLMXsf4qanm1ekCVSYNo4m1H5/hylgE5qc4FZfrZLcsJrnijw/ptHzXlMR3QBqu9Grx9YVaRpYPbThuiGEEEDTpCLHxUFPgYerTB0vOz09HEesYF0lpH0pero94h7bgLB5Qx1lRLlEEyLf5J+HAt6hXqNx5K+5QvQgddRMj+q4Dc//aTG0Es654ypz46DfjUik+Sj3dMhaA/CAlIeHTVOge1AHn3DdB7Pi9ggqtoIk4mhWNO5aIS12s+naPOfG1Ah9WDjg/pFi8yHqA6+gc74b9X2soIfLDKrPpHaguYYWFHWysSNJ7tfShcvpY3hvJHCKyQyhE5IKVEqJWUUeHrkSX68+7CBlqECV5d4kMLS4NhII8lEfV6PN3BlabvsICQykEkutG3wFbQtVOVtr5hCQElEtuh4j6Vb8u1EXhHgGfVlJfZfFpK4gcYZpTCGEULBqOWTp77ORCvWrnH8CFR9HXa8L2+BOj/Gxsp3ofVBzFX1+VPvIiO5RwDYVakmQHgW9b08JA87fGLo1bzLu9lipnYN+oVZ4D/WmzGr0/9LKu7E1y+z5NTC2WFVunC4aSpbMmBHx7ipB6nU0WTsP8eV1+4rxk9Kz/9+NvG52Zvzv6KSAfz8sWroydvwmwXjf6HsfFvkeaGudXLLFn56K5DOADofD4XA4HDcG/wB0OBwOh8PhuDH4B6DD4XA4HA7HjeHNGsAd3M4ns5Q8N8JLV9Cp7IxubNrDMbzWeijqAxKWppfJCPPukBgwi4VH+uZFHdZCUxWT5vYbWCFkaBZ6Y+9CpUOBfq+ajbYByQApaG1fgR5qHGRfMi7eNbQoZRP9Qv6R+z20ArVxbm9hHwPt0Daa4yAVSBP1EPqeGHCynn+h9k21Xgr/Xqgmufl1r/WRHS1CrvL8ba3rNRWkqRg9yw5WFXtoMcPeaCBr+fuA33wwutd7aJE+mX2Pe9GBfYROp+u1nuXQyjN/2EQ7UpLWCgaUTahNksHGupXflWRTI/A3TtdOWtvS7qEPNYkkC54lz2iTz1o7c6Q2Z5B6+O6jtmPYfZG6nDZ9H9WDec53wEDdnJF/VQljy73U467V/SW30BTf63bRYd+KpI7uoHVDcZF98UHG06O1ZnmQ+21NakvokP4BbfShNuNOTUssPKN5F+wwJs1HrUkqIzWAsBsyllJwAQsbtHhb0oW94O/6rNtxhiZww3P1xhJr2cs9Um61PJh0lqv0mcnovGL5eTSACdZpbTTjMTR7ibpMk5hRMBYezDuZYv8aqVi9edwMHWFXMZ3jzhwo778q6fZVaNuGb4F1e9TnaKHtRoJMFfX5miT1PHd6/G+KaOcqbHcm4YOpY02R+u9n/a0xQaO9mX6zQJv4MCHh46Db0N0s7e3ay3Zvxt2M905lvo2+vzPaxDfAZwAdDofD4XA4bgz+AehwOBwOh8NxY3gzBXx6QLLEpqd2951MP8dapiXnRlN0qQclED/oCxw5hS+LvY2BfmiQtFBA//SNmZbfISjcLH2PCfsQi5BNYgRtZkKWfbVZwp5fZGrbzESHQmoPvyvBBGU/gRJCKkKsNRURdzK1Hc+afmmiHDsjyLo1FjkbArs3pFGsi67XOiBQ3XBdKf08tEe7hw3MZOjLI6bHI2iPXk/t72Fp0TXa7oJ1W2PfXdZ01j0ojHtE2380beOxl+O+SroePsDG42tQsdYxpAZlG5BIEjfdNgrqPJjEDIaUF7j6RxtkD6qjQJYQkn7+COnAo2asVdh6BR65bjSFeV2kfE9H0JTmluaaz6x3bmYseg8cQKMxFSSEEAro0QSaM9VGQhCljBpTfnWN1BbIBlJnUhw+0R5HyqG+03XVgSqsk6aN4gPOD9lI3OlzNLDmoZVKFbQMYYWV1GpsRZYR+2i/YpQMCH4JEyQ/zZNJ9IHF0GJiRxL6XYLt0/TF9He093nCvskk5ID2rRZ9w1WjUzjeDWhDvbUmIY2KfSnr528gt0qLsSbDu3EPSyz7LqjxGRGRWtQG3V5jI3Rzm3WjrxFD0yAxKfb6nmo8yxFj/LVtzHFo1yb+pQpikRY22U61TtKI1Q+v212WOl56/V0TN6bwaPRIDXmqpO/dmX6Ts5zziDF5MLK0mGGzszfvpMEMJG+AzwA6HA6Hw+Fw3Bj8A9DhcDgcDofjxvBmCpi0RN/o1UIj6Fa62u8aO1UqU5ZLoy+dkkxNFyQkpIOhnkDL1UfQwY+abpiw8He36anRinQMqKd109PNCQHjGSvuinWu3zPkXD9XvmB188RkDUNL30uZLnRgf9GUTVtYhmZ1L1ZItggoX01QeIOVRUwXaEc9tV/iJ9lu9Mqn1aziei9MoLAezOquBckYBZRFP+oybA5SNnd2FSdWXR+w77DTz/uAa33EvP+DXnAefokV578ydP4jaPSC1XNxM5wYKGsVsG5o+Ejad7IPhvOz7UXdhvh3BC1dsqX8MQZset8dEh8+9FI4T5sunD0o7APoixfjaM/F7o1JF2gNlfIeiD1WOi76fmokFdUtUkEMBbyBiWuM9CSCsq2w4vh40G2wQtl2aLfxqMe7Dn3c0s2pFfqqBh04/0jhIeffQUKwGSnLhlW22RBi4wGJUdhXm1XAM8o3XaQ8pzuzmv8J6THmuTb0heqzjGMp6XEsYjDPkAqlqGnD8APut9X9eB01rfpeqOB0ka30CCkZd+y75lYPjGFpNI3cY34oN6Bokz5JgqRIUcCtbhs19oX8ldqn5FYJ8jDTvV/wnF/wWOv2xyn7Lupxh4lRv9zJfayLThXqiny/lPTd63Y0NHpIkEqZtJorvpuOaFPjor+N1k7e0bmSxlxMms49Vi0/RT1u7CotR3kLfAbQ4XA4HA6H48bgH4AOh8PhcDgcNwb/AHQ4HA6Hw+G4MbxZA9hVIsS5GnduWiHED8JZj8Z1vqUWxYg2ChITeliN551Zts+UACwdjyapoYeeoXwTNB5EY1IfoRWptJt6okv+IrqX+qKXt6dRdCplMEkFCCpIn+VZ8mJtVXD/8EVYjb1NitAbZP3MK8453sny9uoHo1mAxqY5iRZh2Rl9zEXqfCn2uYzY7Z0wQ0eSk9biBGgzdtBKlp0WkqRGdBmbKd8WqRYH2Occoi7DB9i9fISF0T8pWlP3ADuKu2IELdDiRbS1sJn/l+FnkSKu2tTBAHuDvbGFmLCvFh1JMSKbCO0orWOi9Tdi316NVREu/XWQP56NbvS8k/a7Q/+638y1IBG7mNSF1d7XO4DSm2jsNyqktnSwvVqPph+jvltjuVLfIXUI49++18f14pYVqr1oEe/3ug2uSB1IJu2AVjVMO2qMfm+L0EPjtVGC1h0l2P5kIzjjtRZoB40EMrQ7aeMX6Ndi0drzeYdnGfW+CO3gdif7GqNzXlCkzQB7rGzGDOjZrPb6Z5JDhw5tL9a6bewr9MksDaU1urEAPV8uD2pXVcF+CdrrztYrUkd6tP/afCeUSs7fJJOYBcuYIUodDUaLOmBcn1Hus7Hp4s9egj7JHpZWyyjt/Jv2kzquQtnUK565fFbHNeH71+2x0t81TZKxdoXeMtbGwox6bo67JrinzFJuh6x1qu1q9NxvgM8AOhwOh8PhcNwY/APQ4XA4HA6H48bwZgqYy7t3xtG/hs3KCgot9ibtAlP7tXGJjx1ohXuhJdO9pYNkGrm6Ryj7Rz1lX76Sad54r6esGUKSPoDaaK1dDNIkRkzZjnqqtTxjavdJ20JghXgooBTjyUxZgwKOCHNvjIv5Mgvt19Sasi6dUB17TG1PJr07n6V8M1NcVv38cY9UiKyfuQ0/fbr5z4G7INRGNAkfPcLMc5Gp8s4EdDPVoJ00nX/cyTm6FnYmxvrow072/QXO//VeT+23Ce3SpqeAii4LKLdOp1vEGnYEsBWw9GNoYfczapqidPibLjCjid2AxUfB/UZLy9JyJurnKoOUTXqQe/q60n3j36/yd08rBZOYwpD2xlxrX97fgqM/yQCyHPW40yEloRxRfgdt+9Ci7qp7fY76IP3wA5IA6l/q+9gj/L3d4VrmfjtYsxQjUciQNijbFmMPlDFXsEHKkAylSAp4M/KCCvVYISGhDXqMm9PfXDYnKxuaQbFbicoBtlpIrUnbVR2X+L7aS1utz7q9r9DydCZxoYw/8sx5F8yQORkVQSjoFztw1GXT492uIAnLdKWqSDtvivTVFPT41CW+r5DikfRxd/jcyMYi5ormFsHLT/a5sE23KDs8sfWmok+iaGVsfzH2U30lz/Kh+cvX7cqcr4IMoiBZJIQQIsq7wM+qX/X7JGepy5VDa9TfWl0tfeXZpCAN+59uieUzgA6Hw+FwOBw3Bv8AdDgcDofD4bgx+Aegw+FwOBwOx43hzRrABVFSycYaYUl3fBSeuzb5NBs0ZuM3hm+HdqCC3cHcae1M9SjnaH4luoz8C32/1Se59vaPdBRaAa+utAJGi8LYrdx+/brd3mnuvbqX49JBf1PP30PDg7iaSd+SsrpIsCYpydhHLCh7oynjoTO0Z9WidQSxRcQXNDvFRJBlWG5UJvJpiu8fwRVCCBl1slu0fm1FDN8j2l5nyikfRezSJ611Oq7S3g7Qc32qtNXJrzr53S8OUhZto+s/wiKlGM1ehAYu9iLwKv2v1HFfirS3a5bfbKvRosxSHn33g9r3KeDvAbGL5vkj6jXSCsOKbGCDExZzjhb6llHqpG619cOHVc7/HfRMrWmHzxt0WlnX+dS8fztMqG8buxZhTVRmsZXoe32fu4/SJ3cmqqpF/GXzIOX8cK+tWXaIbstBxsJoVICq5qLJTIMIauKRRlO3RGnXJSCqylxrC6ifottMrY6VNpKM10VhHGEQzfdRP37YjoxP1G3wigjG3VWecR11Wackmq3tBHsokwSXoAlcds9q37r7eeZRuhnlZvS1PfTgE0TvH8wrv9TQ4RajX4eGL0XRslXmWrTVilmO25t63SqsIzDaXb7lB9Rzs+qxm6r3CdGy5vWkdHRG5ay0g/xEMdL+UKD128Hbal/9pTqO42Rl5KAFeuYG4/Vg3hMFDa6HdraZzd3jfMb5JrR/h0hCnwF0OBwOh8PhuDH4B6DD4XA4HA7HjeHNFDCXgc+tnkbvWk77y1xsbjTl02Fqt4p6Pr86IBXhUbaPxtW+fJKp7fgVbFX0rGzYvpZp+jl+r3diIrnC5HMJ2gk8RlDb+HdOh4cQQupxDhPOwLCKDHf62lDW8Um2OesdFz2tW2GOubTG0kCti4cVx6DLOoIeXkHt5FVTlAso65Q0JzJ2b246f1bsW7n3sdLPtQfVu4G+Xnf6Xh+QKNC2et+ukQr70Erbu2v1tb7q5bgDKavVcPuV9Ie46bosx7943R7qf/a6/fui/T6e1q9et79HlV8M3dDhv3M7k87xy/ivX7f/IfrvIWg7gnClXADbleVH0Oebv8WrAX/0jb7hDnV0BzHGd8X0L7TzxljEtD8yPfmPD7BcoTPpLvMDqDK0kc6Md3GWMaO708/UoG/tH4RubY3tUQJVFAMpWn1PtD3K0VDohdYvsn019i5jkPG/kEY2bTChL9TGwoKCmxr0cAy6rdagB9eIdKJOJ1XsJrn4YjlA2N1cOrlWMv1iY/vppNx+ZCsC+41t1mUTzTj8Xuhx75Xpn8smffwB74WhfFTH0QYmRmNVhPbQggJtTNpFB1lKA1uhptJ10qPt7cz7pG8gbUF3+GRkLgMe84TtL0FjQjXPpo3StYfqoB85XWH7C4bJ0ulx/Jh+jRPq/tXgXZOzlMdq2mtGPVwqGUPWost6buWudmboXmsr7/jT8BlAh8PhcDgcjhuDfwA6HA6Hw+Fw3BjezOPN9ePrdlXr6eY5gc5YserFBBWkHqvHKk3zxKOcc2vkWvVRT6kmrO4NvwZ9+Y124N7Cv3ndXoNetZXw2BHbyUzLNkUouib8p/KbJ33vGdPNlpDiFzZN2KNhDbiiBzPqISZ9xnLk6jkT+o4Uh3hGWdd6uj1fsdqtE5omGUf7DWHgdrFlvRjK5b2AR25rXYhrBeoULfto7hXNMHTZhHcj9LuD/OCrTqeufETNxojyNYkpAStYS/drtWvohfb9t/P/6HX7X7xouvC3aNpQEYRiqA0E14Sm0jTFP2j+x6/bTzuh0v6nvW5fBzjZlwHPZRIkVCCHvRFQP4WpNmbFcY19K+j8fdHcxhdQG9uir9Vv778KOK6gclq9IvJuQR+Msi8/6v9r7w4oi1rXVYfEpP0RaUcmPYnJGpFUtBmEyKIVM8atWKk5YnXvJegx7hpEDrOBvi2G2q4hKeiDWbUcII+Ist2Ze4oY1wrWcNr0qB1WYK+zpnYTmlCTpc2MtVmlz/7fyD01k6Gl2e5q3T432+ffCQn9zKowKkglSpb386Oh5Su6b2RNsccWiVFRVvA2WddrD7lAhX58n83KdyQmmZCwcECZHpEs0u3MylaMNXmV476YMei3nRTIs1lI+4S/n1HNVzOMXdHcGFxiVwu3UcqtCR/Uvi5LmxqinLAyY1xCG9qjnU9Jt/mM9ppX/f6L6ae3Q58BdDgcDofD4bgx+Aegw+FwOBwOx43BPwAdDofD4XA4bgxv1gDualloXQUt7ivwn6jhLG7PvsExvL/TfPUGHWHzQXQK5V5fq/oaFib/ANvhX6rj1vDd63a2XgVBdAU17A124Z/po57+Cznffy3/nq1LPOUyD2bfEZoFCDWSXo2vNCYJur910+KOhLiPzbipb0hxqJPYJ4x7/fwR6+LjCIsIY2OeJqnAknRl1pvWyLwXmIxSjG3NsRa9xQ62Reum9UzHlsfpZ77bS7l9RH3dt/q4irrSLFqMknWdRKQ8xE57//xuEl3p//NJ+sa/fFGHhRdIaRZKQozup8bfjdHYjCiqOUnSyM5YWPznD/+5/JEhPpysnz5+ZxJ/9H3RmuiPt+VSoOfNVvcDXZ2xXRmSERq/B1i4D7r8JtgKMdGjisYCCLfdHPUztQf0cYxd0WQaRGgAKxTtahoGk0Gy+T//ivHvFB5ft89Bpx0NsMtaInWP+p6o01vDk9pHzWKDekzmHBla5gYvkc1YFqHJKOuQEEIoSKOZBinP2ljOUL9XMMTZfjxTO2fGjDT8dPuNPweYyJWSsWZBigXkcCElrVndYGnWGRuRCmNoTz2rOUdFqydYvVS1boc7WHgdjZ7zsZeXKm2BymZ0bmw36Gsfs24AH5E6EtM/UPv+u6v87jf42V8bv5gB4lnISMPZDHdhluO+7rQGcITWtTBlKWlNeUEHbpCeNNoUK/av1qSJGG3mW+AzgA6Hw+FwOBw3Bv8AdDgcDofD4bgxvD0JBNYEY9aO4dUGW5VVppS3ez19WdecotQcVXUPt3bQDesnM835COo4/l6OC5/VcVsQHs0GlickDTRRrEN2L/+FOm7+v+F8v8E92CX3YPainm0OBTQiHSNMpn0orRxX6LFx0FR5OcFBf6epoxrL7hdOKU96znqZYRGAVJBc9E11tfw9Gsa3dD+P9UHVyLP8mM6Raf+1leMeTXh73pGm0LTHEXTGHZbtH4z1USEtOSKUvjbT8LAxuBTdOP7fV+EB/zUcMp5tOAe2V3IRP6L6BLVRPSxgHNijvu7+Qh336/mvXre/av97OfeieenCBmxSCGLGsIIUgtxrWm0cIIkAfbF2xtoF1lI2gcZaF70H0gZK0dDaTN1IcP7Ppr8kWF3kRpdLAmfXKfpWo8E+UsXJSF6YdmETCFbISM5IPrqaVKQBp2R6UDRzCMqaxljJdEgo6UGpbja5RLVkPpdGG0ReMSWdwJMhWWnhuTWb+ARliXWmJZihtsEx50E/15p/HjlMhbbWmMSMXEvZ5Eqe60dJILWMQZbarSEJSAkJHyYxhHR7izbfGsuZO9hlPSYbtYIsj0g62IwFfDdiDIrRaF4qnG97Urv+6eGfvG7XaPOTebH/Hrd4wbhbTJ/H6zTkrKPAqg1SiiJj6GzSjuoNiSFRBus46fdTXUtbm4Our7jZ5J0/DZ8BdDgcDofD4bgx+Aegw+FwOBwOx43hzRTwMsm0b+pNsDmmhzMSPZrOUK+gLH+0Kg4rcwtoz6o336j3MtW7IAI6mxViGVP40TxmgXN5G2Q6eP6v9KXW/w/+OGE13s6kc2BFX9RhD6F6xD7ODttPb7AICdP55XtzLaRz0JE/hBAynde5yx63k6niinbnSU+j54HT+ZrCGiazUvOdUKGae9O+6sQUApk6r1dDU2FJbH1nyhcz7nukpOx/lPCBG/mbGas/AKvzRkOdfI/V5FcwTlfDjqwMLLf6gz+CYhl6UCdfcN1/1+lVtL/eff26/XX1l7Kj/k4dF1c8fzacNVauRcTazKseN5ZF/p7IGp/1cQWr05fZrHwPZkn+O6DZpHBnuxQbSQhVBef/UVM+5R593Kze21b2QzlHY+jbEpiYQapYH7chkWMxDg4nrO4cMU5aZn3FOVQITPjjWIoed5dIKvqPn0OfX45si+7HI/ZVraa/mhUOBov8rvtiEqhW+R2LfdzrdsWkhqky9LAOoXo38L22FT229GgP1+2r1+1jpdtatUn919FQ9lHGrmmRfT8adzdpU7GW8uwaPZA11KVkY3VQWH94GZrEDPUu49J3o6kqkVIEew4ZQ/6qFwr4t4ZB/czHRNsdrRYDj2XlO/dIZJorKafWMNtlRiJPjz5a6ZtKWIFeG5nCqf7p72SfAXQ4HA6Hw+G4MfgHoMPhcDgcDseNwT8AHQ6Hw+FwOG4Mb9cAwragNqkITK7YoL2KVrOSRARXGx3dCgkDtQdGlha2jkv1eQ6bVEARlObGqyC8f4/0j/mvzSngHlLg9l2M8TtW2YekjcBD/JUIBrYgy7ubSjvtL7DEyEpuZZzAYbkRa20/QMf/mGRfMsvxa7ipF+i1lIYwhLC10FFejaVP8/7aqxC0tcZSG43JLBWToVMpey3MaDc5rjPPvN+gsYCGK25GVEdtCtp/iH9cwFcq2x+gbYO1gJX5MWiDu6wUhfusBJDWGgsOHBddr5dO+sbaS6xNPev2qlJCKvP/SF4cncNqZ9YGZT9AD2jGjaQ0caafz++fwnDeI9Fo1pUVGymLqpcHnu90O6uYTrMZ25YkBbhgPC1Gy1RBy5RhlxGjro8F5TmZsfAKTeCM7dXYalBXWFQ6ibEAYis0uuEK52DoUGX6DO9eWcQYDW0sSFnIuh3EBmki0KUNvdGvLTJO9tADRpNus1Yy3u0H/drczBjyXuBddGY8zrDI2aPdVNEMLtDvp6AtTJZV+jyc3sJouqBKIML5dvlJHddTw2nHSViQFb7jVnMc7WNUtzH9ECLoYtpyhEVcCjKOHWo9xsHdxoS/WJslwZT0fUw454SxsFqMJdYO6xLQnGajoy0YD7ZJ7zt2X8JPhc8AOhwOh8PhcNwY/APQ4XA4HA6H48bwZgq4rmS5eGM4qoS/Fyx1Jl0XQgiNmlI107KTnL8Cfbm15lrKSkCmUWPQ9ADd8Cuzrw7C06Yr9tl0Ds70cvbalBrtXaqv9b61/B4HInVjrymLgpSEiGnkbJa3b6AiNzONTvplgu1HvBjrDHipbOPfQirOcu28aZojrT+P+/0Kq5f9rCsid3JPEZRQczJJC3spw9pM2a+wFlhqVLoJgA8bAstJWSZdXxEpBHdJ0zQfkBJzhDvD1bTD5Y94bfzIEAbHxb+FlSUzN5oEAXbtATTlsdX0SFzhQr8awjn+zfILJtCEEMIVLvczync1we4TyqM2nW+I70+/lV6e72oo1SNsmiYk03RX7dq/HaWvTYbm2V3l+be9tK3NjGN9JCUM+ta0jCXQ6kXfh7LfQgMqxjrKMof/AcmMGQ1aWm9SHHaw92giG7mx8OB18YqqbIsntbcYunlDihHaU7Iyl4nPDOuYq26DGyyLErVBIYRY/zwUcMb9jknf7w4dOaoxTr93mgwZQdI2MAyQ4vBvumdYwOd/hYayFCMboYTBnKPgd4p+NxIw1dz4WGYcLxzITLOhZVKEhZXJcAoUTmGo/pH1E4NBLD1+x/6VaaWkC6CGbRFPUZt3xrgxQcj4D5WfPp/nM4AOh8PhcDgcNwb/AHQ4HA6Hw+G4MbydAsaK09Lo78YSZLVgi0DiWPSqoi0JTdGsmteqsCJwA52RJrPieIC7/lGo3BL0dGgOXN1kVwFLIHaZMH+719eKcOtXi9HMzHZ8lO3ySZ+jINg6Y6VTazmVCygwlE001GtJKN9B78ubrIo7YN9cndVx6QUrrhrZl696lWFT5N5XMxU/tTp8/b2QsCy8Ni7pzSD0VneQ47pWP9eK1ejVqsuQHaIBB1Ia0zZqmYqPM+7D9qj5B7mP8b9Ru/7nX0vSxm/QzgcTNk6WcyYtY5cBo1vahbmkN3b4414zgqEFNddhtXhczKrviqtCdT+PTE1BusCXbELU0c5HrOa1SQtcPXedzar4TSdbvAfiFXWvHz1MFSg2VEJtKmvdQPNOmnx6AbXX4LjepDgMoNQSxsxsKKpBreA11KaSyoAqNccxWYl76qLrqosyDt+Fz2rfDqsvGzgi1EZekSBt4QrmzRxX4d6T6cdctB+xyjqbRJ8FK7XD/L2cL2s6NIFipgQghBDKlze/Rv+syLXcR1p1P0jch9udWkN0IpGrMSToRoYdQ6h9F8zo19+icXw86MFFrxA3EjBWLbuKHcj+GEzbUD3ApjhhkC5IwlnMK5m3oehwI8nhvW+V3rnBSaLGeDeZ/sXPEEoRXky6RzPJe3dn3munzfLlfxo+A+hwOBwOh8NxY/APQIfD4XA4HI4bg38AOhwOh8PhcNwY3ixeoDVDvxodSZLT1PXf/O8hhNDBIqBkow+gpccVvPfJ2MDA7Lo5/gp7jDaoiN4kRmMDUuTa1O+lXxoRAGRPKvjBpH1Uv5Dt2GtdGhd1V3Tdf9FHRXD7TI/YjN1KGqHtM9qGNEi9DLDiyNnoEmGzE+Y/rm0ZEd1QrVpHGK9G/PReaMVWZTJa1Ab6o7lIooUxTA/dOmCfttYoC+oPbvKxWI8gxnNg34+EebABOv0LteeXWNL/v/uL//Xr9v/VJNL8q5PU3xfYtqw/sjfALZm76KBNOcLT4Jc73TaOReq5qtHobeJGjcSfWbf50kmZXiBu+TJpndJ3UZ7/WkudbFeT1oCUkKXSWq852fL+j48VSTKVcUOqUE5VjbLdG43aSdrn0upnqC7S7k5ICKiONp0D+j3GExmrnIxhPpv/81doxxXacWPSg3gOWmztoh4XHoIM0B+MLnuHv2u8C2wSyKq8P2Q7G93YMmCMG4wuD5pq6vdSMXZWJ5TNVbThk5GN1TX0jCd9H1vWWqx3A4cgY0VzKY+v23toRw9GK8nW0Bmd8w8QxdHBaTVD4QOkg79HUXwy+r0PSdr8vr6qfQHjjh687EjGJBBqCrV+UY2FyQidN/n7mmWs+mL6MkNIaMVln79Tsl9jEYPfLehDUzb3i7FxRbRKZxKoZliTXY1m064XeAt8BtDhcDgcDofjxuAfgA6Hw+FwOBw3hrdTwPA+ielJ7SsH0HJYPt8tZsp+Dxph09+eLQO2D7BBMSkO4Qc5Lj7KvvZOT/OuUZb0R+NIn8D7rqAsqv9Ec7uRjBUZkQd1WEi/lO0taOokwXm/xgnnJ22jUr7A7uBF5p7jWdML5Um260VPoy+ghAumg2M0juHwBcgN7H1O+loRHPhsUl2q6uexgWk4/74aah9UUgObmmW4V8fNH0g/6bKZi0yrj1d55vUr3VVqtl+kDmg/gxACKZf836tdJYsO4Ffbd6/b/4f/5L9Ux/1ffiPt5l9BOvC9mfFflYG+vo8HJOr8BZiDbyodIH5fJOWggowiGBlBYPJApeuhIOj8+wmyBEOjTyP6A9rXVOvjTrU8mA0dSclKLt4B4MPmo6Z8GsYdLdL3p0VLJhqMC8ui+119ge3NAyhaQxt1EQMRaN85mDEDNFoxlFoNj6E+kAOzKUMyFrSgbw8mFeMe4+khaHq4ZcYBqOdi+gyTdWiJEaOWIWyD1P00GOotI01qlPpajYfH2sDeBpKPttK2R/EFNl1Fc4Xbs028eB9sav5GP/99lL6bs7S9UhnZEN6NV2M/xZCoET+zoUifaVOVZOe/nvX57hoZh/9xp98fCYlJQUkCjA0a/4A9lB12I99XlaGA41evm78/yw+fzTnGzH6D09lpM+z8kTMX2mGkrVat21fapL42JPxcNjO21tKn1tm+k3V/ewt8BtDhcDgcDofjxuAfgA6Hw+FwOBw3hjdTwP0mU7TDoim1/kmmKbeDrKpZarNKBdRJbxYVhjOc8TuZso6NucXv5Fod3c7/Sq8wbO6+lvOZ1WhcjVuKPFfzTzQFnD9hmzO2euFoSI9w5C965zbL/S5fMM39700qwkmmhxO2h82sMMPKzDKalW9I7pixbLm+mJVUWGUZW5zDXGrDitYumjSN2SyZeidMm7S9VPQU+HmPJINR2k131DRhfRKZwmzqcsLKshmh5MOoy/AICjRmLn03q9sS6Ux9H3HC35vUXdz0EvH/8uP/9nX7v97/1ev2f2tWkj+RiTZ0ztdgIP9RLTTdx/Tv1HEfK1m1XEah96J106+RlNBq7uR7UG4/YEX795umYiasRp9Pss9SxRGc02ae62yjON4B+SD9sxv1/6FXpAnVaCPrqvtPwgp2E3YUGJjSn2QMnQwdBCYrLAiCTyZlqKhhXl+sxd8ZKzGPZsVtBYqxArV7Z9r0DlRxVQzdSGcCcHZ2ZTJXAW/4zWXR1zpP0k6WTY9HGQ4GmXTw1ayCHuR+B0pIjGqmIIJntalAH74PPwf6JDe5blqXtGIc24MOLuFRHRcbeX5jAqGp3r8lCYMJGkz7+J1ZLXsATX+/+1rte8S7vFG/M+4TWCEb4EwSikk4UStkf6n2PM9y7W+xvPdqkoq48pePbBb6qt5VmSSQsZL3wYLV4lvWhTPjd+eK6TeaKq/QDosZJ/P20+fzfAbQ4XA4HA6H48bgH4AOh8PhcDgcNwb/AHQ4HA6Hw+G4MbxZA5g3OZQ2ACGEsHWwbYH+JBkX6wq6rGJ0FAt0RClAl/diPFegD1mg36r+rRZzNZ/kPpp7rTfIO+HR6yjaoy1qTj19gA7mUc5XGw0EdUnpWZ9jO4n+JP9WvrezsR2vPsvv8gzLBe3SEZYrEhOMeGhb5Ll2s2gnpqy/82MjJ11hM7MYDUHdinZkGbUmaLRCiHdC7p5et/fGkb+exI6h66UN5azb0NxBl7HpLrDC7uSHJDqS+1kfd3eH9pag78rGtmDB0v/NWJZUTNpgSo7uNxHizH++/5+9bv+Db/6pOu77WfRwNp2gXUUv9KH85nX7EH4wx4kdDeNvSmfaELR9z8aO5jP0suwOTyZN5AIt6hekYRST/nNZ5HejtU/4GdyI4lnuZ7vXddVCY1b2sm9ttUa5huZpyqYNXmRMSrDA2XrT3wfYpew4Put+QQVTMnYhtMjqInStYTLHyTmaIIXeBmsdhXYcbMIHtJyFCR/RHEeLHHmu4dkkzlwnHKfH3QH9eEPfrQf9XAPeUamW59rMq3HAOBFHYyXzo7SK98FUMYHI1Cs0Zit0lK21vcrQVFe6LndIKmLJL1ZjyrQLlPt50cf9Fn/eX3T5/uNOBK0PndxvB1u5EEKI1JUyFWjWGsAF2uDzqtcs/HaGLhn3OBnNonouXLYx3StCv7czbWEttLdB2W96HKOTWNioAdTj7lKjz2etjzynN3/OvcJnAB0Oh8PhcDhuDP4B6HA4HA6Hw3FjePucYYOp8sHYuzQyQVwuSAypzXRoI1O21aIvXdGqBOHVpdPT7QXTrd1fCxWTL/qe8pPsS4/GjuAR06gBtJS1ptkJJRDhXJ9P+sAF1Ot20rRH/UWuPX/GM171FHA44xwz3OlXPc27YW16mfU5JiQK9KD88qLpJ3LYLWwbLC0/X1CGZsn5Pv88NjBpknr+bOxH2geZbk+jWGYczXQ7vV+unZ7PH+BxMIK+/X2jLTgeQCs9VHK+aJbtKxujRbeNApsdhrnHrP1dyvrvZd9Z7vcj6PAQQvjYC9V9NdR2CyuIiCSDav0cNHBt0C2l6Db/hH1/ver/R34GrfYF3Mls2swV1FQFi48fir73AgLqeNXnePkJQ9ifC+se5Wcuf4KFVY90jjZq+vIK6q2fdTuukRiwQDYTf9B1cALV2xbp4/VOj3ekAJsfZRXIObRZjD5Hg/puVOyCsURR1zVpT7DmII24BN231lWOO52l704nPQaNL0hqeNLX2hIkIBOOK0aGgbSfeBXqeS56zGiROLMay5EyWcr9nQBbtc5qIZKMSRusXkKx/jak83+vd9X/8HWbrzWjlFJQrK9hxk9oUv+DSW5JkGL9ovzqdXsXn9RxfZRnWZHwEY3MaQR1/FQ0BfzXaA98rtnY4DDsqIt/83YIIezxoDnqsTtAijXj3cJvoRBCSCvaOdKEWvM+GdCuy6Tf630y77k3wGcAHQ6Hw+FwOG4M/gHocDgcDofDcWN4M38SkcJeKuO6DUotYTa8zHpV0eEFq/mO+tuzYMVRxEqXajVLbjHdSmavGNf5OMg8NanMEEKofw8K+FHonB89F8LcK64QG80c+CDzyOli3LnP8neFFWjrZz2PvKGs5gvOZ6fKEb6+mrKpMMdOiiVVT/p+n5FwUeFaL5oeSqSiVj0VXdLP83+HHmW91rr5Hi+gG0EjxVa3wzNWYFZmOn/CM3P16X7RCR/foq30jbSTftOr1hRFZlePcbWvShvX9RAn0J4dkzrMSk3QHnurZ+CSNlKxya7ow4p+9LXPi67vZySjDKZsfkC5fUG/vlgmHpTIBasHJ1Mp4yoFNwdN50xFSyTeAzWKL/f6XhsUxdZirMqarklI4BkX3WYyBtEC6cmWTf/E3+siv1kbXfd7yBdmQwEnrOJNnA8wlP8MGj6Byo2G59tw/sa8XkYei8SkcdHj2ICl48MZY9BZj/EjVlzHVVO7y4yyx8rxbFafpnH4G4/bzOrmGbKfdjPpDH+HBIY/BxJo6i3rwSVBclBBNjOaFbxtJZTwk0kJOaKhtxhPzKL1MDAlBgkkNjKEq6VPxjngtxgbrqu016/6b9RxfZaynzEurJuROeFavzfULq99wbb90mBXaVHFdhUwH3nJWlKTsfI31d/Kjkm31w3RMx3LotP9NeN7IBZNN7/8HZw5fAbQ4XA4HA6H48bgH4AOh8PhcDgcNwb/AHQ4HA6Hw+G4MbxZA7jBxb+0RkcxyN/VYcVvdDrHDAuXajDcdgM9x0Rti7lh6G/KHjYaRfPfK0j7ZKR92xHWJ19EO5Dt5zCWY0ckPKyzFgFU0Ggtm3HGh24lv8Cd3uhZlkrOQR1hGjXPP6PYfnQt6D7yi9TJ2pvkFugjorI419qWGvrF0JqKMH++F04NNIvG+mCcRUsVYVu0brqtVRPqP+s2ugV55iva+dOs29ce+svfwu7i1/tP6riOmsDKWDBQB0LxbDT6vQ2NHmkisXnSx7Fx2AqqoJGJFOpq5csEXdkznvll0W3oO+i2fjhpDdt3KzSAK5JmsrVwgWYVVjLZWJBEnGM1Grax/em6l78vGDqQnnX7ib20mXTAOJa0NriZMIY2xpoFViUzBqXG9PfmRep04fmLESn1GFu140ro0NYmlG2MxlaL2lCkE+RobLqKXGAyejM+5Uy9romSmWYRUk4YM3PRWlPqDfNqdLMDNOtn2MBk3QevsBkrV9Sd0a8zdYGWYCGEMLSm/t4Nco9b1GV4QvW1SAXqgtaoTUn0y4fw12ofnKnCp/6fvW4/GwewGvrdGXVu9aEz2lDJet8J4yml0U9Gbv+xFpslytBHXV1hQbu8riZZCOfHrf9YAwi02Nsard1KKy1jA7NAs8h3y2T6zYyH2SpY3Rh9bANbmMG8k8tsfez+NHwG0OFwOBwOh+PG4B+ADofD4XA4HDeGv5ONfq7N9PgGG5gGLvmL5hs2WBVUtZm+5DL+C2gV84m6PspUfMb50xe9DLxqkU7S6cecYAtTJcxn93q+OWL5/FyByjVh4BssaOJsnusq9MAI6qDaNBURQYOssCJJT8amY8O+1lAi+UnOgbXq7VVTpdtZCnXopJzqZ029nUAd77OhrH+UKPA+OExig7O1eso7Ixz8DtPt86ppumYndZ5rzWfMC46t5RyNCRv/AWkq+SztazH0wDeVUBYPtW7M8fhB/lhgR2Sos4hOwESO+CNfGbR5XDeEECLSxgeEjV8MPf6EIeEKyvH3hl54AZ37xdzvkFBHSEl4MpTQAjp7QbseJ5O0k0AdrbqP9pvxeHgHNEigyPe6/WygcuJZxicTRhAyJQWDHk8y7acw7swH/ewr0o/qBPrWJOSsoO/rVbeZ3MvvakgDqkpfK0Wk52B8ahdr9QG7kMFYYmGM36SJhNUcN4PO3VDW26DH+AL7obnoelghS6KFWTDygvCMd1QG9WZsxVKUezpf9XhyMHYc74URNP1h08+/oK8teOY6mP4TfiPH5V/oczTfy++QzvOx+0t13Msq+6jsspRqh+FvMq+PTHs37KtMdWW0t41jrTkfnXmGbN7XtK3Bp4Fh9gNDoo6Q1IzbkzquFLHm2uJ3+n4hHVjQRmP6oq8FGdn3uPfWSBYmfDcti7H+SYabfwN8BtDhcDgcDofjxuAfgA6Hw+FwOBw3hjdTwAmrdjazCrZbZAq8BAmkbxozLT8KD1IbGjkhlDv0cKc3K1gjqIOMxIDNrAaMSC5YL/p+a0yVFlAnycxZrz1WXC4ydV4v2sV74qq4rOMONiRMc2XZZubAcxSatpywai18r47j/W7PNsZCnnPDquKrea6mk2s1V3mutdL3XoEuGswqs+r604On/xw4t0IDNUW3oRaU0KmWtvbNpu91gHSgMxRDVUld3mP16cXwAzMosQr3sZ5MggIotlNtqCOsVO87+V1TNNXVgH2OK1eL2TQZOXDadH2NoAsmrDJ9XjS1zcD2L6B2rlddUF8WuceXSTewL0gkOWEF3rY+q+MGuARcmdZgqIyFdKRJpLlcNdX9HsgJ9OJiqUKMGVh9WwyXdQ1SRq1ZsV1jrJ3Qp8Nen6NFu15HuadiVnanFauFDUu0IUEhP8j5GkPg1YX3KO39aijVjLawGbo+zpAhjPJcySzhLC98Lcm7ZRuNhADXysbCYcN4HUGxj0aGELCyOEWMhSd9virJcZW5j+Hu5xkLt5l0qK7YhHqte6Eh16LrZESyTh10/+zK37zKeM66vd5VX71uf6jFBcEoilTJ2zSRCu1NUbT6sDCjb6xwFal/lGiEcce+//gHVx+bcxwz2t4mlO2adDlNAWlEq5YDtEF+d8H7NBnOesM42TSoL9O/Clc0m3dy/jtYc/gMoMPhcDgcDseNwT8AHQ6Hw+FwOG4M/gHocDgcDofDcWN4uw0M9Dv1qjVKcy9/V9BeXHeafN+BH98uWg+17mRfD5uKZdNWMuVyJ/cB24/a6DIyrRAazaNPsDvooJ259ppDb8/UB4jGYkyGa4cEJNdaH1ho8QBRxGw0ZStsRdoBeovKWETAMmFN5loB+qNZlo+nSmtsZthsbNBXVUYE2RR5sHjS+8Zs1Rnvg2UTLU45GJshpCEcJ3nm0ulyonXFaszTZ+goLqvotLao29D9KGXzHSx3dkZjdIbY5ctO7Qp3g1x8jyScXTK6V5w/b9B6aRegEKBhukb9f7t5lr/PsJJZZn2t8yznv0Cn+8Okb/55gU4tndW+Kwp1hC3SUrTecIVebl2kPwymba0Qsa69sTFpdd2+BzLHCZOYUTDWROrSjA657WQ82Wq9b6HFUCd1UD19VMete7mPiPNvxpolIPlod9XXGltYUzwhWcOMBQN0zgFpMXGxOmScw1gsBeiNC/SLw8XoDUdq++Tfi9FezyvPZ/Tm8BIp6DNp0WPhivGPjhtWDz4tom2PvWlzzz/PPEpq5J35nHQazw42Y9MqdlONScw6QOeXGq1lvJSvX7dbvLsr8z55gT50F+S6d1Hrc9ck9xGz1eXLNmWKq3UbQ99YoAfMRrOaatlnpLPKtq3g5V1HPY7NqzzLhcdtP6jjSvUk92R09C8DrJVw/qHWx80ZmtWVSUAmdQRj6FQZC6q/Lcrkj8BnAB0Oh8PhcDhuDP4B6HA4HA6Hw3FjeDMFvMEJPO8199RiirXCdHs4aYpuwqLuzgRo15jCXRCOHk0CRV8/yXGgh60NQBoQSr3XbtoFtNwIK/B40UvkC5ZZT6DUkgm1L6AVimGHN9jR5CL3UW2aRtiQupDhOl9MSkDcEEo+GGuSVS5+gB3NZMqmH2Vp+hVT8WvS09JxxHL0yvxfIf8d5pv/DKhWqfP6RT9/2uNvpKTQliSEEPb4f09bTBcANbVVsGYx9XrCzxLsLdZi6Es039nQGWeUaR8oN9D95mGA7QauG4u1tEAfXQ2FB9uBEfTYi/k/4ICEinGQcrsu+uYvLCfT6C94loGJBIazPpPqwYPFpPtrXYE6OWvpSEjvb8GRQeuEXpdLAVVaoz+GWtNhmTyX6Z8z0k12Pwjls+40RTVNsDMCfbcNur3XuNa56GtFjLU1pC0mIEal01SUDURNB27gbNOLHuNI50VYYpVZt9VtlPOvGP9WmwpB2ytDKUak89SLWActJ91+EtKTro08Y2/SPQpSSFZTOP2k++t7YUA/S7OhwKOMXXfl6XV7rLWUY6ohKYlaD1OB9h0he4izft4Mq7Y54PzTnTouxM+vm7WxuhoCbbWQ1FWbtKsg127Q1lYzjm2wGYqNrssKUqkJlka5mHcyrH8W7JuNXU5BrE3ZtE1V7iApglwiBn1cg2uNA2QlnX7+FWPDajpEG/V9vQU+A+hwOBwOh8NxY/APQIfD4XA4HI4bg38AOhwOh8PhcNwY3qwBLI1w4NWL5vZTA50GpBhlthot4cMH47+xh16mvoOmwDgJzJPw4xsij3h/f7gn8ONXrXtoZ8RO7bD82mgbrrDjSFg6HoxWYKmhWRyNhQe0eBnnyCZCikqa6iL7BqM3oUXIetaaxYQyuEATw/iwEEK4QnM014iFM2vu11nqKDdas2DlZ++FgngeI7cL6Sr1N7dS50ejlVjvpK1Vi24bawct3lUe8rdHbffxAecsEXojE8mUVzn/ZdP3kaG/aWq5p6PRh4wZOrBa6nxKuvvSgmlddeFM0HqNqLz5YsoG1i9XPOOLkTmlZznf86J3rog1XGm5Y3RlM+2eWvlNMnGK8yDtdYq67zXZeuH8x8cKzVM01jbVRf5eWqmfqv6sjttgzVEZLW8NffR0ZFSZru/mIuWy7KFRjiaOEm1rC3rMqKBfo41SMfZTEb+bEStotcAJ40S+6PuN0F4V2MVsFz2Y1BMscjjeGa1gDUuoMNlYRFgMweqkWXX7mWAXRjnpMOr3E6PW4qbb3FIZL6l3AvW1dyYWk3GAL7XcX19M30J8ZNfpfV+K6FaP0PxWWWvqFkT5bUm0fEOlx7EWY200bXmAjU2Hfby/EEJoYHVFr55ibNX4flpMG51gubJRYziafggd6MzYtWL0e9DenYpuCwv00SsGwN7EZ75ADz63eEYT61iveL+YKNAp67J6C3wG0OFwOBwOh+PG4B+ADofD4XA4HDeGt1PAoBtT1tPoI5aP11i2vBW95L6ClURdWxpVqIgrKKUu66ntDJoiKSsVPf1ZwyIgmaXkYy/TqjXSPsJqKVXQwxFJIGbZf8JUdzRO83Qan2eZAk+Tpt721Xdy/k72HX/Q3+icfI47m3AhU9HrQHpNT23nKM9cvchzLQ/63knth0FPe6fup083/zlQQLcsg6Y55w9SXx+vcr+X3lrWoG1ctR3BCDv16l7sSI6jPu6cQB2DlmgN9XqCc/1RF2+IR7H16EE3L51uGxuo+IQ2atxDQkHax5RMYgasO0bQeaOxwdle5H5POEf9ovvGKYCaM5TjBCuoDf03B20Xk2At0i5S1i+G29+D+tt2T2rfOrx/O0ywplqTvn4LSrqAKo3PJgbmHhRl0uMkbaDaEyQvs6Eae9CSoIpWQ0tH2HElkzJTKqG52GbqQdd3rOV3rMXWWPts38uzzKtu8C0oYHoi9ZOWTYyg/SKSFeJongtWHzkYOyDIFyL64HXVtFlC22oneebByEaYplSfjWyi0mX1bkD6yXOry+aOKVFoh2nTffAOsqGXottohYSLwyTj6VA9qOMy5Fxrg3LK2s6pQrGd+nu1L0F+tUJ+UILuGxssjQrG2jHrd3IFUVWp9H0o+yykbmVjZzXDjqqGFOtixrEVCR95NZQ1LGJeMFbMRkaWFko45HyzkWyMsP6pgn6u9e8wneczgA6Hw+FwOBw3Bv8AdDgcDofD4bgxvJkCDqARZ5MKwNWjdHUvZhq9w/TwOump3YhVPBHu+qXRNMKM1YwFruCVmdreuIrNrPSsMNWfsUIuLybuAZfmqqpY/V4dxoU6mwl9LwhEj1xJFPX07WkD7YFFVmujj2uuco65mJXEZ1lJVVcSWL2eNX3J8OqC8kwns0oV9F00tNw2akr4vXDBPbatnh7fg5q5cOVbpZ+rxQrEpdYr2nq0y22Usv4uPqrjvt6Esn9qP75u78xS1x7T9C8mTWUd5VofQB3GybRXrPAbatJeur1OEVTfaFJdQP1dJmkno1k9n0lbgla7JN0PT2BRVtO/roUrBuV3czLUyRWrWLH6ejUpORNW9BtmMpzD+6/AXEHXhM1Q7TskJqDMbTJLz3Fy0m1m2yEVqZOCTtlQ6AgGyUxS6UwhwaVgrg1FdcUq2Ar9wqyqDIkrnzGOmyFzmTBmmPF0w3gVcdyL6TP1ilSTH6R8ixkLJz7m2awCrqQNLaCiG+P0sGAVcMYK8602FPAgbXxNRlJiKOH3worVrbvNyDCwijlCytNEXdYjKNXKJrJU0la+h+PAftOJNAOkHDXSuWYjjxggMUiLHndb0LIJbS9HPWZOpcNv4BZiVmJXWGVbGcnagDGjAc17SmbsXpDOgbizJdv2KudYgk7hGfBePzTfv25fjEwjN1KmdH2oF12v7JZzY+Q7009vhz4D6HA4HA6Hw3Fj8A9Ah8PhcDgcjhuDfwA6HA6Hw+Fw3BjerAGM4JfTovVfK5eBY2n2odMWAVfoL+LOOPhj+fQGV/doUgYytCjtneiwyvmjOm6jzczeOJfPj3J+6D7KYJz2W+HfC7QS26SPm6PcU2dc4jdoGMqKFItoojROsLdJOMeqLRImJCvUxj6BOp15gS4DTuV/OIc8c4v7q00iwQitSza6l5LfLh/9cyJ33+IefqH2zdC6dIiQWQatN033KN9N6yMvrfyugkVMtdNJDmfYE6QZKTYmnWRk+92MjQUtgpgmErRmpTTQQaHc06zrIBVYDmxaE1MKLWJEs7KZtJ4FWpwKAq+T0S9uSB1Zgu5f60IbGFjObLovX2DPEJ+hRdppLcuC/pVH3W+a9im8N+oT9JBHo+ucpa62gzzTvdEhXRZJAmnaP65fTrTBuh7NcbJdqO2adN1H6BLrqMfujYlBPJ9JT6g3JIGgGZcXrf9M0OkVYwOzUlOMcrL6SI6n9RF2ORfTBjH8laR1aUwuSVe54Wysvja8hypotOfBRN+gieeD1mX1288zj9LEp9ft0Wg2W9hUFbxbl9Yk0myfXrdrc45d/oF/vW5djC5vxbibMdYWY83WYoyLxjrqWlEDKNtl1WNcB9uhEfdh21AXpHEMm3lft7BcmaXdtLVuGxUaWFb3pK/FULOl0esDwov02SVSH2s01dAwdkirWYzO/7wh4epk+nKvNbJvgc8AOhwOh8PhcNwY/APQ4XA4HA6H48bw9iSQK6bld2bJNaaKq0pos8VQEW2WadTJ2IrEGmkaoBtXQ1n0CA7PSGBYNk2H7kDFZkNn5CTU8TaCrjJO4EwZaDBlXTaTGAKLjEnP7IYKDuob2SsTeF8xsJ37Vk371EnOdzLXuqMrP6iN0QRPV+CO1iC04WYSKALoO2tNsiVNab0XSLHm7ge98yoO9Qx4qQ/6Xlf8v6cxj7yBB9shHf5lM2kNCIc/IF3gpej/U+1gRxFMUHg4S9tbK9gbLLpvJFghsc1PWd/TivrLlW7L+SLnX1raeJgkFKTa1KBOLLkQIVPIJyPTAKVZYMGzXk2bRxku6PPxqqmooUd7XYxVRTSWHO+AAmuWudHjTgdPqG6R+p7WR3Vchq1WsikWL5KSsB3RB2dj79KhnGBbUkczMKyk603bQvtfYcXTDbpjXJEYQwuXZFvGBUkNpmziABptw7huaNklyXHrBW06mxSP7yGNuNO3sZ1l7GayQq502dTfsg9K321HQ/N1Qp0yFSKEEGZjwfJemPFCaaOmW9cZ/XonZX1dDWWP/nTf63HyeZXxhYksZdNJIF2Rep4pITHtcAmgeU3CxYR2WW+QMhn7rRFWSAV2KcFIlGhvFa8mMQp9JeGdOSzawmXBN8puFenRat7JmVZixtJpgpyng6XLVOu2zL5yrmgfZV5QeJ+cjR1fZ+yU3gKfAXQ4HA6Hw+G4MfgHoMPhcDgcDseN4c0U8IzA69GszO0qrDjClGdjVhVxEeQuaopq2WRaNXLFnLnDDS73y0Wokl3/RR03cprehHUnUtOFU9uP6rjc/07uCVxJuRoKvJFp5CXoKdsJ07k9VvTmk6EDmciAlT/FuK5nUOKHSlMs12ckQUygM0zqSABlPZ9AoxRNB1YFv0ua5mjiz0V7YPXgoKfsezi0b52UZ21oj4L/93TRrB6cZd8QhQLZV1qK8Nxhm8PCjwAAXHRJREFUddeM+tqbqX38bAu6fLej7GxBewz6sDBluVaLayVT/wPOYfPpB1I4E1bjR72Cd0O7WdFeWyPFmLASfqltQoPU0ZJRNjuzuvmC1a5oX5tZID9PMlakRj9Yv5iD3wModrMgMlSgoiakB9S1bmct2u4waAeDHdoF04hi0edIG9JEsEpzM4H0gakDJtFlPUJegJWvZgFvSFiZWHrZWVY7jjOdSZ9jhWtBjKD/R93gI9p1gQwlmbSn+Cj71ot+J5VKxuT6CvnDqOm7qpV0hgCpzGBuvjrJWJBb7aoQk+mw74QVFGBjkkvmWp5/y9JId8GkWIDmfJmNfAUrq+Ms7bWJeiVxBH27QkaVjKToAur02bzXW1CdE2jknPTYco/3zinKOzQbOUzPNBnjzLBhTDpjzOySlhSdkTrC8J+x1uNuBdlHbdO5INn5tuA7KWq3kIQxboUEop31teaG9WreNdVPl8P4DKDD4XA4HA7HjcE/AB0Oh8PhcDhuDP4B6HA4HA6Hw3FjeLMGsFmEe54b45KO5f3pIN+Uo7EcqGpoR8wy+9JyaTaWehut3NyLhqGFhclodHkJfHgMRieURdtQaimCfv6dOmwd5ZxNEF3OYHQvlBvGqDUW/cRry+9i0CIb6ip5DqYghBBCM0EDYLQNFS1HIJWyRvVzgiYEFgxjpTVaA669Jf3MD8ZO4b3Q0q2//1btu2TRhLYNkjoWrVcsaA9fOq0PrGB38fUmz3jp9fMn6mWgASmj7lJPLe7DtPkGjvIDrIpswkcLm4EJySVX43DfQgP5I50KrZCgK30JWhO1m2AzUCElYjIu+dAHNqaBvUDDUkPrNY/6HCvsI0ZYphRjkdAgNeJqfJau6f1tYKgHSkZ7dv1KyrahmDPpusrUth21poyuKLnQHkPrnDboiDItISqtL6qR9sHUhj8cinaHtCPjzBJykn9oP8OmyzxXhKb6R+pM6KMgvQrNxdiFdEhMGKHrHfSAx/ST3mqloedb77V+VR33jDa+k3vfXXQ5zegLodLvmmwsTd4LC8bgyRT2Pfp7hNXTZHR5UydlczQJV0/QQIdKyroz+v07vK/nGqkgi7XOkms1iylD1GUNCytrU7VCKz8iaeQhf6eOmzE2TvY9ecU6AviKWXu3FrrpBWP3rtW6REpTZ3O/NXSUZaZdjn7vzBivIRsMl2C+f5DAtDP9PJp39FvgM4AOh8PhcDgcNwb/AHQ4HA6Hw+G4McRSyvtzKA6Hw+FwOByOnw0+A+hwOBwOh8NxY/APQIfD4XA4HI4bg38AOhwOh8PhcNwY/APQ4XA4HA6H48bgH4AOh8PhcDgcNwb/AHQ4HA6Hw+G4MfgHoMPhcDgcDseNwT8AHQ6Hw+FwOG4M/gHocDgcDofDcWPwD0CHw+FwOByOG4N/ADocDofD4XDcGPwD0OFwOBwOh+PG4B+ADofD4XA4HDcG/wB0OBwOh8PhuDH4B6DD4XA4HA7HjcE/AB0Oh8PhcDhuDP4B6HA4HA6Hw3Fj8A9Ah8PhcDgcjhuDfwA6HA6Hw+Fw3Bj8A9DhcDgcDofjxuAfgA6Hw+FwOBw3Bv8AdDgcDofD4bgx+Aegw+FwOBwOx43BPwAdDofD4XA4bgz+AehwOBwOh8NxY/APQIfD4XA4HI4bQ/3WA7/5y69ft2MY1L7YVbL9cXndPnx/UMfluyjHHfW3Z32SfVXbynH1oo/byb5m3l63y35Vx22bXDvu9LVSnGS7buS6W6eOC62cM7ZyrWU8qsP6Or9uX7pN7WtDed3uzrKdu6iOy6OcY9nJvjVX6rhQ5PnbL7PaFXdy/rGRZ5xXfY76Rf7eavlNuOoyXIPcUxN0PeROjv1v/++/Ce+F/+w/+z++bm+Nbr5NL/dYjVKXsynrpZNyuxsatW8+SvkeztJull6fozSyr56krGPQ58toy20xZbhI2beV1MkQJnXcvJPt+NS/bqden69fr6/bVf+D2vec7163j8/n1+211ve7JCmb7izPPATd1kIj974lfb9xkL43HE6v27UdD/Zyj9so7WnNWR3XJHkutv8QQlgnGYv+7W//X+E98L/6y/+93E6t76eOUmbpKNvNugv6wPvXzcNk6uAgbesB/741ug02qNNUyTm2rMu5a9lOdJ+pahmv8oq2WutxrOC5qiz1/Vzra/VZ6ntd7OtF2tCAcS1Vuq1eJ7mPdZR7b007u1Zyj9tzUftiJe1iq55fty+T7jNbjXMOco6rbe9Z9pWk339pkGP/xbf/VXgv/PP/xf/ydbtp9T3lRdrb2Mv7arfpckoP0rfqsFf7lk7a4Q7NIZn3ZIedCe+74aDfu4ckbTQO5hz9KOfoORZ8UsftkoxdcyPP2OnHCjPaa+n0e61b5D7WStpo1oeFapR2uPUo32jKMEubmjfdR9dByr6u5d7Psx43OrSpiBs5me+Jgm+P3UXX+YLvkP/H/+n/HN4CnwF0OBwOh8PhuDH4B6DD4XA4HA7HjeHNFPDdJtPc015P38Z7TLeeZBq5N5+Xc5Epy7YY6m0vB8cOVF7U9GW3yrVGTFG3zaM6jtRrtdPTqP2LTB2vtRTBdq+v1eJaEWTM/u6kjitXoUGWnZ5H7q84573cRzRl04BSiw2o11WXU/0i2+uDpbZBW3Tyuwd9u+EEKn6HqeepMtTbKPeeK13nc9DHvhe6Sgpg2el7qk8yPZ4e5Ln2nT6uylLna6Pp/KbIc217UBZZ10NXLq/bJX2Q8xkqogad2Rh6IFdy8JzkHltzju4q9ZwfhCqpn835Wkgxrr9U+w4N6rkRWqWdL+q4cpDnnPdSTtWm63sBhbEzjfl6FFqtj9Ifpg9ndVwzye/6JOc7tbq/VgVjw6zvY7j7EN4bM+j/SjeLkDZQ9OiOudVD7QHlUh90hVezULsb6rQzlGqp2D/l3/dJl98W5HytoTZjkPvdkozdpXlRx5WAMR4U4NHQYXmVsXBX6WtdsvwObGCoFk097rOU73RAuzXP32zynNVO38eMjjgvpBGf1XEbxrEVzThl0wnTE36j2/vaGunQO2HFWBWMFKGCZOWYpS67vb73bQUFavpxt0mjUvIaM/RPpGL3kNcEPT6p9mskNQEyrRylT/d7TXOui4zX9wVSqaJv6gGXYj8JIYQBbf6A/rCYaiyQR6Ua7b/S9zRfRM6x64x8pwGdPeG6j6M6bsVnQ/sMCVzS5XScpM1PO/3Ml9SHnwqfAXQ4HA6Hw+G4MfgHoMPhcDgcDseNwT8AHQ6Hw+FwOG4Mb9YAXiDT6GqjAZywhBsagKuxbOihU1isDUqUc5ZVuO2qs7coxzUfhDg/FM2pnw5yrXrS3Hj5SvQMHXZ1i9bOUFM1Q2STH+7VcQlagX0wmjLoFLcK9jPm07tA99eC2i9aHhMqWB8Mmy7fjOXzzUB7G32xe+jBtiz32xnrh+og2pHPQT9zNWg7hffCtf34up213CLUD1Jw8wRdXq31PAe0h6yLMNxBCDSg/re90Wws0FXBZsBqO9dVKnA2mqgj7WM6WLNsug3tIPxsoZub7oLGLH1lbvW1qiTn7NGG4r0WsSVYHwx38vztRbeNCbZA06AbabeIrnApogmrq6s6ri+w6jnI/e4mraNNsKdYGr3vGJ/Ce+MILWc2w1NdoIHaZOclGYERdG8x6b4UoUuuIKTOQTfWBG1km+V89V6PrTV0btQXhhDC3Mo5qFFNq9ZWxk7a/wZdUjQWUxF9oYrmPi4Yu3dfXrfPRr+WcL/dJNrr1GgN6QqN2TDrMX47Sj0kvJ/qUbf3npZFBZY4RWtj11X6T9Xqdnw2Wrf3QotuN0XdBw+wAbtiDErmnbzrpKyvSVv6FGhJd9BlLqtuQ4e91Aut1PaN1qhte2gKo96XW9ql4P08P6jjqI+nTdvBaOViogZUP9ehl31NDS3uqMtwTdCDV7Tz0u+TK/SLjbFtKw1tjPCbTbfXDtq+DZZ2ndGi8lNmbfTL5ng2utU3wGcAHQ6Hw+FwOG4M/gHocDgcDofDcWN4MwXc3cuhqehl0PsG055Y3h2vZmn+vUyxHsxa8rYHVVbEt6Q3rvZlJ1Pbu6vcU/yop1S/wpT12ulp7xZTp2stv1vMEvk2gpqp6DquucfmExzkDbfbw11+YeqCoWWbFhQgqJO46CnlDfTQYTGu4xOm0R9wj2Z1+Msi0+pllKnn/qzrJMHi4c4ksmzTz2N9UIGz74qmOVtYldD6Z29sABJtdmrdBRI43GqT+tqPOsmhwLm+g+v+YuqfSodt1TQ6adoE+t0u5i/x8XX7CioiRk1F7ZnqYOwIyowbOYDaDsaCBFKKwyx98rzXZXh3lWsfjC3CuUEqBdrv46Lb0OWT3GP1GW13MVYVoGkq49UwNu/fDpdenm9XNC25pa9et+eK44fuWzVTYYykRlnJgAKqTDtuKTdBQ6ujSfsA7ReNndM+w1aikrG2Oui2tRQZM44LkgrudZ3ukGpikxWaRymDYZJkKSsNGGlpc//d6/Y66ndBC4pu7o3V1/Qo91F9ft2+7vSYscKPZltlX6lMUsMobfX7TdPjCXT2uyJKO7kztj1zJ2PNnq+d3tiULLBz6nQ9VJQtgGJt7/XzdhH0OOphNvY4HyidMPRww/5RQ85w0I2ohpUM3GfCWvSo2SLxZG8G1KaS+7juIHPRh4Wxkh9WkASMhpa+w7t7M2NXwLshJ4ytlX53LxjXCtr/wcicLrB+SeYbYrvX9fcW+Aygw+FwOBwOx43BPwAdDofD4XA4bgxvpoB3WEk5TXqV4orkjg7LKpuv9PRtgynLfaOpgwlURNfLtGnd69WXZYeEi1Fuf/pkKBbsM4vMQmplaneHpIaY9AqxAod+rtIpjT7hBBrx7qppmoxA+H2Q+dzFJAOEWa5dY5VS/1lTG2csVKo3va/bI5T6InWUV31cu5Op4hF1mXpN5Z0wtd+ZsPElGn7nnRBRD9EkfGxYBR2xQiwaunqqIEUoZuU3KLKW0gaTSFPDGX7Cb1YTgN6g+R4M3VpjCekpfyPHNd+r4+Ik/SF1WMFtVoFv5JvNqtN9wqpAuOZ/yJrCvBzwLKAfDq3mIkjtbkVfq8VK6sRUilb30f4s7Ws5CK20N2kVTwhsj3s9btyf9LHvgQbyks0kENVIVphBB/dXI3lB3EsyK1PTEVQ+Vnc2JjFkm6UOEqjwtOrVjLmV8zcmPSAjPSB30s5KNpQa6NYBFHi/6fE5QdZwbU0SxCx9EuqKkKJuW3WDFZFZqEw7Pq1ZVqN2sxm70P/Xs9DNVjZxTL993Z7gRFE1uqzXmakY+n4fBz2GvBdiK31hazQtWU9SD7l6fN3eTbr+qxrjlamvA1ewnoT2rs27u8VKYo6fdya5Zb6Xaz2YJKkW40REqktnxp0qg0bu5fzd1VCqO6SEmBSnu0XKpkb7jweTugU5UMYq+7YzDhiQB02NWY3MBBE0qXzRY2YE1R0XuY9hZ1b6jtJ+l6KvNTWWxP7T8BlAh8PhcDgcjhuDfwA6HA6Hw+Fw3Bj8A9DhcDgcDofjxvBmDWBissQnrbvZz49yHKwPSjAaNVDsU6dtNboH+RbtZtF9VEmfI1bClV+PoiG6X7Qmre+EcD8dtGax6kV/UEOXeDQarecjbAfgrl/VRisBHVlnE06CaEfqKBz9avj70kHPA83a8GDKMMhzlk3rKM61/L1vRZuzzvq5ErQzzQfoHDatgWhGLKU35TtFXX/vhQZWGO1O60NaJMgsiQkUWs+0g6XBFkySAewf+l6W/udyZ45D28BS/7vBuN9D6lFq3W8y9GJfBbFxGItury30SBlJOF00FiRRzt9vun3R+oZJE9FEzeyhnc20rl+0voQu9NH00RG62mqV+5gvJhkIiTQNkltKp3VlHdrhZqxkVpN68R7IUe4vbo9qX4FuqG1F11jlj+q4AL1xMo7+yuoC9jvtqp+1wu82WMnkXrf3inpjk5hQQfe2y7K9dLpfVDWeGW2wmFfIijSlyoynAecoGP/SYvrMUdr1cpG+1Wx6DNomufZm9NttfJY/oOWNq77WsJN3TZfELiYG3Qav0Hbtsy7DNTyGnwNtjXdLZTT1Pexd0Lx6k9ySYYOyN3ZOGSlR7Uepk8601xXtDa/xUBs93A66v2JtpWap5xbjwtJq66wa6Tob3uOdtfpigobZt/bSfj9AH791Jj0p4x0HG63FpKkUfEM0Ju1pgC1MnOSdMe30mDlg7cR9lraXZzM2wKwmmzSVbvrpunyfAXQ4HA6Hw+G4MfgHoMPhcDgcDseN4c0U8PpLLhfXFMOK1IEDKNByZ6gI0G3HzQQvY8Z29yjnq0c9fRs6mUZt9jJV2hof72kv07f7naGJEqxq6AQfNI3ABIlYYNPS6elbfkV3k6Y9IpagT6DKDGsWVoRXLx9lKrf5oquoRSLHk3nmD1c42RehnNJOu8QvSDLpkCayftFL0zOoR2M6Hjpj6fFeaNFkq1E//9LA+mGR9hVNM69hn1BVuh1WoIAz6LIu63PQnuMAm5Ix2il7OcfRUEdLD3oPXHFr0l+amtYV8oznnQkUh5VQNudIq/SHe1C0xQSbb600zJX0g01GwDkuiy7D+/rpdfs5oR9WmqI4YwxoUXflqtthl4TO23b6fpufIZFmKUhZMPXdos0UjDNbY4baBFuRoseduUWyApNlkhnjdjIWHoqcv5hEoxzluNwZyhb7Eqy+qmgssSB5YAJBrnWdolmEetY06lrLc+2R9jS3Wl7RgObb1TJ2DUlbnTRRzmFHo4SymirYEj3r54/I3amDjJmDSXtKhX1QX412LO+JwhSLSddXt6Jf3Ml7ocq6De0aea7S6H78cSe0b0Q7iUHTsg8Y1xpc685YhTWwD2qNzU7/Ae/yTdrJsRjbmjs5jn0qtfp8GTTtbLoepQndIPf+3JqkGaaJ7UHtXgwFjvNlo3rocP9X0L7tkxnjkTo2Qn6xN22L7+gmaro59j99Ps9nAB0Oh8PhcDhuDP4B6HA4HA6Hw3FjeDMF3GF6sTLznFgsFBKW+ra1npYOERTDQU9tpkqOXXdCGx3u9TRyh5SMsZILR5N8cAhYwXM0aQGYziZl01T6fjfQOxVSF/JRP/8MyiIbujmC2u2ucr7hoFdcNVgxXWFF1GZWXDdYIfgw6+nxK5zWufCpmNW9HYLoB5RbNE7wd+23r9vjxTSV+DP93wHtcNn0SuQKq6IeMfU+VPpel0qopN5w2xVWrsVOKJFsVk9Gru7GKvDerJ7scP6yaQprD/qsAvVamwXWC37XF2kPO5OgwCSQZFccR1CTaGtl0PRbzrLymQvVt+FRHTf1Qg891iahYZZzPnDVpVk912SkRtRCxfWNXt380kkZ1pNuh6V+/xSGh1rKPZo0nito2brIyua9oWu2JDRa3PQzVQ36KxI+tp0ZT3H+lelJjW6Dbc9zaJovRCn3gtXy1c6MmRhDNtCIJqs+VFhJmidNqZVVzrmuGE8XTRXHQe5jgbyink7qOLbpkPSdUFLTneX8jV3BypW0CxKSBi2vUFSxqfNleX8ZQgghNKiHyiQ1RaTGJKRCpYNJ4wnSHphAFUIIefnF63b3KGW473RZ75G6coBkoa702HLAS+nY6jKssVT5iHExm8SsLpKyF8TK1AnfyWa1LKe9NsjZNkNL3yE1ZcaP8p1JiUESzHU1TgcYr+8gt/py1PdboAnbnpDOY95P9aNIIhYzFq7rmz/nXuEzgA6Hw+FwOBw3Bv8AdDgcDofD4bgx+Aegw+FwOBwOx43h7RpAaEBSZTh1JGPEhCX8q/6+HMHzx6Ped8SxoPmVpvAP1xKty3Ev95E2rdkIB2j71ke1K95j+Tz+fWu0ZoXpH2mRfZ2xs6hh6dAZi4BtQKrH11gG3ujnitAHxgRtVNJL7gu0V8FYFRzPSBrJovObii6b+kX+3sHSZvz1VR0Xvv3mdbOJWqfzsv/pruN/DkRofSqj/8pR7nfu5Fl2JhVjRX1VRqdajvJcO+iAStFtg20gQXO1M07wAdqhpjbaLNxHQCJDs7uo4+oFdjzUyiWtRSlBrp1nrfXaIOjLsE6pTerGFES3c6FFzFFrjPYvcLU32tEaiQ0RetltNKk2BUkrtLe5+1od9zj/29ft0ThuNOn9/w9bIfmlGE1Zh3GMOrpt/aCOa5BUtAWjw0SKw5pkXzKJNuWDtJ8MPWzc67ofkZhUNzplZm7l2B4asGkz6QmQufWw/eiDrpB5xXiVTbLEJm1tLkiBedGvoamVPllgZ9RG086wnYwmudtknLhEKcPB6txwT3n3+LrdJ33vyyp/r6vRgPU/z1hYVdTD6za0R72UX0gZ9lHXV4Pxb0v6HA/UFMPC5d6U9QEa3T3f/6ZvPHJs7U2aFmxc9tiORpfXZYwhsE8aWn2tiHSZ1cxzrbB74xvUpqQEWLgN0Bgups2veIXEwa57kGOfYfv18arPQVeYgvZUn/W9n44Yx4PRntbm/f0G+Aygw+FwOBwOx43BPwAdDofD4XA4bgxvpoD3mJaMrfapiBumaTEFHD5qyucR7vKVuXT5KFO2GWkf6YNJ1qBDPdIYumSmb+Gm39dmufQOYeYH7DMUSw3ar91hWXmlz5cY0FwbexvQ3lUH24/JUIUNUjw2oRt2g/5GTyjr7qLvd6M9RS/3yHDpEEI4fY2l9BexVtgbZn95xD2umm7+OP08SSAJtjV1bR345Z6aAusLQ200OynfatR0GR31IywImmzoS1CxBRRwF3Xb2PbShmz51pjBZzpHU2m6Od3L/ZJ+26LphxPsg3pjrTFJGx2Uq70+x4S2ckyyPUy6HZYHUGyDpiIW2JVk0IDDpC0SVrQvSgy+umi7j0v7+LrdGguqc3x/G5gJtHNcdfktB1BlBUlCZqQtkAbMd3rnDnYZa4exqtVykIBxeOtkvBs+6ONqUMJDp++XVj95Y6KBpug20I0zpAfRSCgyhomS9LUy6OYE64zpoJOK6tPn1+1llDHz2ujnqqCGqbbv1b7pKsd2Uc4/mpSZfoZUBjKf2drgnL963Szxi9rVZvPueSfwnbcZunWPd1QFyrJu9PPXRerok6GH86Oc4wjadN/pPvgRaVr7g9zH3Z1+Z3xVybXv73W/7SG36tCm2qDLNuPvK8bd1kgWFtqqTHrfhH65G9GuTRkyJanCvtnYqvG905kyvMIWLE7SlieT8FEukD0gMSQZuVkYpQwn8/rbzfa+/jR8BtDhcDgcDofjxuAfgA6Hw+FwOBw3hjdTwBWmittsVk5+g6lNrA5t7FTpPdzJzaqdBitajqCbc9Y0Z9WDskMY9t7QtxmUbTAhz+kA1/wCejDqFXJLLzTCBjqwmMSQBmnTqwmlrjaZp+02rAo0K1jrIjTFjJVpfTKJDqNc69rrKfbmiilrrDKazHf+ccG0Msp3Gk2IPO7xcNWU0LTZ1a7vg7aSslk3Te22Pe4JK8Sqe50sUY+ghzZNS0awBXtsJ5PwQhf+DFqlNyvkd1jF1hlX+4da9j3upL5So6/1gBXCESke0a44x+rbxVAiuZdjT0j1mD8+q+OWq7SHAaevjZv+TNpjNfuwUvsCh4De0LfTAFq6lj5aLYZ+bKTOR7PyeV/0iun3AMsyGqeDHsHwCXKYEnQ7u0Maj118WEDttmh3zV6PO8tHGQvLXijK9VH3izNYv7rYVbCyHZmCY6cGJtQJTrFaJQge0zDAAQszw4rO1U56hfRWgyqefif3ZGQoI8q3uRjpTZE+v2GF9CHpcfeEJIi6kfMfLpoqvewhrznpupyKllu8F3KS+9h1mipcO3muuyz7SjFygx32Rf1chwYU8F7K7aN5x+2xovebvez7dNQN++NRGsBXB71vj3d5zba36Aa2YAy9oOOci26wExwcpp0umzRKP1rgUtCacWd5kGsfV9m3mnE3gG7v9vq92L3Itc7oX/0X3b4qrDIuSEx7MQ4WHWReX0wyEH/3VvgMoMPhcDgcDseNwT8AHQ6Hw+FwOG4M/gHocDgcDofDcWN4swaw/Eq2uxfN318W0Ww8gqOujOaphR1LGzR/Xd2L/mCDnq+70xx4D+1V3UDLd9DfsttO9HxrpZMFSv+AbdEexU5rAEMluhqmhJSgNYULEh7ypp+5CuLOXTbZbmatvVo30QD25yc5X631awEWJodZ61m2LPWQWzlfddZWJwkarTKIbqCpjXUI7CjmWpdN3Jn7ei/Adr0xKRYR+46btIf0g66vCfYGsdd6jg66mgx7g2RSPKpKzn/Adr/X7fArNN9Pd7q+voEM5AHtd28SD+CeEBbomSpj77OiPYxZa6LGRZ7lUydt6LOxMWGCyukqdb6vtNZuHeR3P9xrbVb7ghuGlczaaqf6hPqLgzzzeNSanQzd0vGiy/Dv4Hzw90ZapK5qo4fqZmk/DaweNvNf7RH64tLqh4hIDFg/STkvxwd1XPlKxrVLJ7q/YoaxjUVmXCVaaDRrdIXKuOuw+W84zkgyA5pZGKyVDCRm1BgaGWVoHqT9pFlePFv8Th23+x4WQ0mXTZ7lHBV0WcX48bRR2u51lIKrOl0AdONoem1TVA9G7PhO6O+kInqjZW6hB4uN7DMyUpVB097rMeMR/W6PKJhH/ToJj0gMefxKyvqrvda5/QMMw7VNE4MmtiD5KLb6HJRHd9AYjpOxemN5LHaMw3styX1YfWyDe6praPuysYtB36iz0VEe5XctNPaj0SVG6MHLRZ6lboyFGy5dm763bj/djshnAB0Oh8PhcDhuDP4B6HA4HA6Hw3FjeDsFjGXxs1nC3TWcKpYpy7bV1iwpYCrWTIFWeyxbp9N+NPTlo5wj3dF+xbjEg+atuo/6fnuZ+F7aX8p28yt1XGowQQ6KZan0tVZMPy82mADztB3ohnl60teafi/ni7JdT5r2iKO45MfVVN/9D7J9kfvtDR2YMe29IjFiMnRgA7f+YuxojEvCu2FDEkxv5sBTEH6gJNm+HDUVdYR9wM5M5wcEm3dIE6l1Uw5HUEwHSBvujQ3AL/DDv3zQbf4fwvF9d5Syb2pjkYTweQawzObep052LoumZU+w8VjooD/p4+ZBeJq7O6Fsz4u+1gm05Wrol7ATuviZ99vpRpOKUHhLEPqtPmt66BjlfPPeSCwmXbfvAQaf3Jlg+AkJPHP45nW7rk06B9MODAU8H8UWJd7Ldv74SR8HuxcGtWyGGmJwURt0eRWMV1SA7KylxMy+hX82fXCDXUY0Y8QK/5jM+zAMaoZdUNMJpZbWb9RxE2w78pN+J8WDjJPpImU/V7odpxY0KvrMdTE8eivnm6+PaldTaTnPe6GeIXNpdb0yMaMc8X42tHxAUtWx0vvqO6mHw0HGrrve2rvIcb9qpb6+udNlXdMuZzbtq8Baibs6M7agfzEJbKo19fqMb48p6ecaQJVm0r6dlqgEUOCUR/SbHp8iEql2Jp1jhY1ThfeuuVIIs+wrqNfFpJjtRumwe9P32upHZ/2T8BlAh8PhcDgcjhuDfwA6HA6Hw+Fw3Bj8A9DhcDgcDofjxvBmDeAONhWd8Qgo5LmhKSg7zZX3vWh+to9a93JoRR9QQw9YOq03uJtl33gnIpP7oOOPtoPoPvJB62+2TrR+TSO6kur4qI6batEOrgV6gy/qsDBC2jUOel+mJibKvTfdL9Rx90fRIob+v5Pjno22pWGsj9Y2JETIZegI1kdjdYIoo6UTHcF+0xq1rZd9ddR1fmfsJN4LjElb7JJ7SiIQwbZvtS6vgl6kSrodJsb6oHfUJv6wP0h53LdSR1/XWrP6jz+JLuPXj/ocv4ImjlFIMZtYJ4iuEnxPmlnr9yKOi0brdIcIrAX2BsZlIUyIaCzQWDWDiTiCBU1qjA4OIp51lLJuZ32OHyrps2mCLrF/UcfVIyq20ueYu59uffD3xYco9zAnLQ7dwd+EOtQ2GmsbRHVtR32OeJBK2fZi9bJ+1FYnV7RPDgXJ/LeethrJ6Lwa2EDdIXaqN9GPcPoIG0SGg9HGRownq4nWijgJ5aubiQjM1I3i3/dH3X/WVWy62qz1TyPiOjMizsZGjxl7+NZM0Cg27ZM6LqEdFxMFNsefxwYmRui8k37+FsPQPeqyNj4wjJDbFT0YtAd5zg/oZl/rIgzHBznnI6xe2mwE8Sw2awPDyDNqYhfjW/NBHuy6yMVOq9ZsviCec8p6jFjwLit4P4/mXXBYRXucoZveTBTsAeNpNO/kWKN8EeNpYzEjYnMT4nSXxfSNixx3V+uxcDRxk2+BzwA6HA6Hw+Fw3Bj8A9DhcDgcDofjxvBmCjhhCnQ+6Hn/e0579jJFa9M5Cji1NmvKtiqg5eCu3zV6urXcyd/dTs6xdpoeqXcfsW3sEw6yj07jm7HJb4LwuVWUKevmUU83b19g02FSHCYsd99gpRBMkMaAoIUP3/xTub9Phr79LPfIqeIQQtiuQnUn0C31oim6+Q7u5ExWuOop5A1r3+tBT6NPNtrgnRAXuafW0NDbDjTNJu1hP5oyhMv/ZmQKx1XKqkkH/EZf6wCrlsd7uZFf7/WU/Ye9nOMrY59w7Ehtom0YGnmCzcq1RtrHpBNOchZKeLPyACT0NFn6b520ZqGHLcIRVMkp6rZRIwKinHXhkJpMe2nYX5J+/v0iB1ar3N8w6f41JiYI6Y6Ta0MlvQNm0PB9b/pBj0YJ2nc9GtuLo5RZTl+pXfEeSUVfS1lYtx24GSlrFsNQKaucqFUD4QEU2CPGoOPFpCKAoitZtgdj55EOOO5vud8NdKt9C5FGq3CYYfJCgoxoNhKgiDGvgU1HnkxCzk7o2wJbovKi6zVC1lAZm6Y4mbp9J/Q7oX37oAsnZ9hKdXj+e2P1gjFzZ6RdnxBxcYD90v1BP+9XjfzusMNYsBmpGN6Ncdb3q6RejD7aP6rjhiSSre+i7Puh0WPhCd5C00HfxwwJA9tJtxr6FrcEB5fQ2CEHVOwx6A5WMD7RjaY1Zd3Cj2nFOPnwrO9p3SMx5UXfSNn/9LHQZwAdDofD4XA4bgz+AehwOBwOh8NxY3gzBcxUBLNYJvRIKgiYym2NxXuPqfPSGjqslSnQ3AgF1h4NjdyDKt7Ldr3XFFXE1H7YG6oMyd5VEN5jh+0/7JMUjoyiGpM+X/fpL+S6td43YgUWVwsrOjiEsGBBDxfc9n/1T9Vxu92T3N+sHehTAgXYSmD5apZ6tqNQBxtWN8dOh5y3cDyfi670KpkVXu+EOoOW3el7yEgraYuURWWoxxpB4ZtZLVsHrgKW899FfdwDVkgfUL53Znn0A6j4nXHrDzXqpQgt+5x1ff1+kzp6ARV/NbEzK+q/KXolbcpSNrsV1JGl1SpQZHDd37e6bxSspmS7CyGEAEo4D0gnqXSweeYKP6xuzz+ijuR+JzOm3CX9nO+BAorqXGk5TAMqrkNSwdaaBBOsdEyfdLlMh0f5o0eigUnn2CAbYPMsenFgAIMe7oz05BFd/hFFuTOrgHtUCaldS5uRkc+mua+8fzhH2FAIRWRxQahJWUgYQ6udpoADpAcbYoviVddXlaQAYi1tywTfhCb+5nV7tQvPzUrw98Ja4HTRaSlHAxeEDe/Q+0oX9j2WjO+MnGGP8WoPVUq/08d1cDBIkOiEnSkoFpxWuYTIFcho/5dH7Zbx7xZZFf/bWqRdL1mfcFhlfFqLHpPLLGWVa9D+xnFjQ9lUgZICPd7t0cHqSu9r8e5JeF/1pi/X+G4acb+x17TuhPuYBvMhZuRnb4HPADocDofD4XDcGPwD0OFwOBwOh+PG4B+ADofD4XA4HDeGN2sANyz93kXNS6edcNEVePO21pz0Bhfyh1afYzwgFQBWL7tGc/vtjnw7dAM7rQ0qR+hvjAv/LnyWawU6dWudUxuecZxw+0vR93QOfyV/PPxztW+8iGZhgLXCarQzlFHSxuHLF6O36EVveNj9Xu0r0D0U2OrEoMUzOcm+HnqGwegNVjiXB6MrysvPowGMWHI/GM1Dv0q9LEi0qMzy+ArpB7vVLMevkX6yF23WsdK6vI/QQH7spXyPxo2d7gbrpjUbT7VYfAybtN9v5w/quH/zJOf8Fvc+jub5cem75qPat0ebv0/fv25vRn/1IYgmqt5J3+gm0w+RBNI1ugwXFBXTWpLRUTZIrqkX0VGlTmtbwyQnLEZW9KXSljHvgQ2CuJhMwgcSCWqUyxR0+6kqJAsY3XD8KL+bodnKRkNaYNlTKMM2/aKjrNMkFfVnJOa8yO/ui24YmakwOF9j3iDKIsMMETVEgdQKnht9raWHPhDnsAqniCJdZ90+cytWOs1OxvU06QIoql2LQLJe9YNdkXaRPuvxJJtEhvdCdZRnaUzbSPAFalG+u0W3w/Qg+3oz/h+g03xA3+1a3Y97Rs9QU207K9r8jyKI7mTM+4yx67f51+qwH5CMc61EAzkHq8NE/V31+2+tkfBxlTrPR2OrcpK2McIi6H7RbQjBUqGJZm0DkkACrF7KXpchg1AWpIQMe/N+2uS5ml73mzi5DYzD4XA4HA6H40/APwAdDofD4XA4bgxvpoD3mKO01C4pxT1Cnu20dAQlkmpN2e47/K7itYx9AniueAfLmVbTaxleKptx5w4Ib97HL7IdfqsOa4JQZV0QK4oc9T0dw+9wbn2t8df/m9ft07P8zjARisJZ4Aqx2Vt/QIj8qKmjUGPJOb7tV5NVXsESZAEVH0/6wHiVc2zdk77U/P4JDCGE0BeZso+Lfv7qIHXUoOkdVv3/nN1Onr9q9TPXmM9/AGW1O2iqrzrAQR/kVGvo0BX2BmdDAV+ucu3vNrE7+G++1VP7/w72HCdIB4y7jaL6HhpNifxiJ2kTK6ou1d+q4/pGGt8BHF7aaZqr4dBhaI87UBgXUMC9SdrJT7BWinLzddI0egNbmDHostmXa3hvjBiTmmzoMFA+Czx2NiNDKLDYaWtNhxXYe1RoW8nYoARYDCUMIJVhJHf43Z0Zdz5ARsBbrEySDGuErhqdkRCQ9jXKm9DgHhvQ1G2vr0VjH7pPbeZtxaKvDQNYEN1TGvTxTY8ZqX563V6hvRnu9IN1k9TlZKZNDr0thPdBB5p3XXWfOeCRS02Jlj7HHufoW/0cCTYuzV629ztjq8J3L+zdihlbC9KEXpK27fk+C7X7lGUsfNr/hTruJco5R7TK7W+Zy0rGBo5MNC2n8qTtmGZQ+/NGmxZjv4Ji+5EjUGGHgG2T8Wp6xLfShu3zovvGFZ17No+8ZaeAHQ6Hw+FwOBx/Av4B6HA4HA6Hw3FjeDMFnEGNxUZzEW2PBIYoc6CLSftgykI0s6gdaN/QyO/6xqx8w0qlDnO5qdPXomN2Mo9ZRbnfiJW/Nmi+xyrgTu3TU60t6OEt6qn4E1YIf/fpf/K6PRgqZsGsesVVcWZFX6GFuqGiK6y6KuBHdoaWnpGqPg1SX0xcCCGEDekM4aqvlYN5gHdCabGqtDPJLaR6KrnfIT+q4/oeK78NLVtBikAeuTUN9ohVwDusBC1FcwALKNuzSfj4rsh9/Ss8yr970XX+A5gJLh4vmrEIF3SBySyyWxYpt3/4ICtV+6zr/A5pHQwotyzXBrooF32xK2QFPejgdtD/37x8kGvtP8txT0mv6Kwg4dgafb/r+uYh7M+GBv9v7s2q78K/saJ83fRq5Rq6jMXIVyJ4uoxdluCBkiVERd/q4zq0E6NkCAw1QEBSMEEFoaAeE8ckc1NkEZO9YfyOoRCrWXHMhBMuWt3SH1+ZvJobbjteS8p6Pfygbwn2C/0ZySKrpug2pCI1ps0t+f3bYAghVChPW+cRy7F3eMb6qNvafSuNqOvs6l6k2lDxEfUYF5F+s2D8m005nYJQsV/io9r3eScrf8/1L2U7aqp4wbt8hUwhmndhAS9r/SrqDikhGJPmaAbNJOfPSN2oK/39U6Nd7o0rQLhKOyrQdkXjiFDQkfo7ub87o3A5o51/W+u6rH/0pH8aPgPocDgcDofDcWPwD0CHw+FwOByOG4N/ADocDofD4XDcGN4sXrjHsuV101w55BFh+Ip2Dnr5dU2BiKHbV1grdKC2Vy0HCnvITxI8CFLQgqgEZ/DFJGFEfPdGLOnOwWhxuGwbHH0ytjKUX1grmU/hX75uf/PNP3vdvrwYSxBIDGtoz2rjsxBhpbFWWiumrPIr6AFM3MMMW5TYi8igG4znTJa/y6LL8GwtKd4JGQkUa9SNoxnk7x7F2++1XrHl87das7HvpDz2KN+9sVxpGmnADLWJxurkCn3QxWQZPEF/+AX1fzbaKWq9aH3xI4kVtFTDbNIgoB0ZYDOy5ZM6rsA+poINQt3pq3WwhVpXXTgN9Fc9hImt0bM2o9TXCU20X7S28wVWMruodboXc873QDdLe8rGLqSivhaap74yY0Yn50jG34RuDgs1elpuqKyjEvRQVdb3BCliqEy7SJlaTgpM9bWoN+P9RaPLU/Yxts9AVndEFc9G5/1CCxMM68nYWW0qdEKfY8pS9m0rdl7KAySEEKFZ26C9XGp9XBlFwznff6f2tZ9NYb0TcpIxqDIayGaTxlLBcqivjIUL0j6i0fJS99dgPE2mrNk2FgxQF6NR+x769Rejy/6SRAOYW9k3mU+UDX9Ti/pjAxSM8WZMXnGOgvd/qfRZ0gQdYb3gN/pKNco+WuErkqZikX1l03q9iHs64N19Mn2eaUqdea65+ukvZZ8BdDgcDofD4bgx+Aegw+FwOBwOx43hzRTw5QgncDulupO5+W6W6dBjrackE5ZqZ0Ntcjq3u2LJ9U5PN0dMP/PmN8NZRNjVF0PtzrD0iKBpakMpdpiyrotwFjGa58K1K0MPN/C13wexIDg+/FIdl2kDg5n4Jpnp9izUUTRWBQn7FixHr83q8FSDVznJ+Qfj/r8wzLuytNLPkwRyyEx40dQu6fxQkyrQ9VVtUq/G/D60C9o57I4ak07RYsl9bGBTsunjlswUC/3/rQmVPuJ3i3ES2MDhZfrAGPZzxj7jLBImWGbQ8H496vutG1icwBZibxJ5CvryvjEpIbgWQ0KKacszKLeBtjLPhvfYSx+azw9qV57fX4vwEoQOPDwbLcsn+TuC2pxrQy9RemI4pYQ206DfrabCa+zLSK1J2TQMpgyZoqXlCinVYGhkynyUDYwZM3iL1kqm4jiJe7TJJUw8oSPQYhKo6HpRTJ/hy2HDSX5kv7GRApV/b7JJ9IFfTvdFW/pc7IO+EzrQja3h2xP6f4dIli3p569pF9boQmzw3mwbSqD0tTI6eUZZzEbaMGb5TriY9JsFKSxr/OOfJVHZu0jd/bgGIEUz1HaAnK1seGYz8C446x3GzNr05R0b7GgaM79D2M+LeSlvf3PH6cyY2eBd0JpTlNqTQBwOh8PhcDgcfwL+AehwOBwOh8NxY3gzBdxjejRafgmUMNMoojn9BPrhbtT7uEJ4ucf5DI1cq3BlpH0Us9I3ynHlR279mG7GNO8U9OrDGfRtE0EBB42MKfFSND2Q4ZqewFm0ZlYa2eUq4GOnTxfyKvfUzXoF5zaDEjjLta5mddO6yN85CbXxo9VScImvr3pqe3570/mzYuxQhi+Pal964JJBFJxZqZgUdaLbTcNVVqBOLAW8A0VEOi8kLQHIbHuTSU8psuI4QZbQ2hWNoAdU3rf575sKerfMHFdMYvvwo2B7+eEBq3lb6zIP6ujJNOZ0kmNXUImjCSsn65EG9END2Ud2eVOXsX9/CniHMSk3+pn6WcaCdRR5yXav75vj6brpc1Qz5AWkaA0tu5JGRVkupk4nNM+zGbovO9BNKOfFhNAznIi3UZlrMYGhGCqa1HEDmqvYtCe2VdxvrPXzL6RsW3MtdLWIVZWV6e+TGhtBKZp0jzhKvQ6Phip9+XkoYD7xbFI8DhPa4SOeuTYUOFZF14aW7KEdSnAs6FvdXgtkI3mFvMokgWQ0osVQmxn9JkP2VZKdo6LzB8vd0p9mCTqwjQO20ZcnXa8tXDAaNKi9GZ/uOCaN2o2EFLN+v9qlxCj7hv3aSOCQQLXaleq2c78BPgPocDgcDofDcWPwD0CHw+FwOByOG4N/ADocDofD4XDcGN4s5IJpfzgUzT3TCXsBZz0aj439JN+bNuGi9ND9cVn52qvj4gR9TC/b2XidFKX10Nx+hHpii6JfWoIW3A3hEScUbr+O+p5CkeXtL/HXatdL+Bp3IQkMRsoUWoSmNNBK7KFDDCGENHyW8y0m/aR+ft2eM/RlJuGjXqCBmKVs8mS0HdBlrVdtkTOHnycKZIMWpez0c6Wr1GV9B7ucSddrVSFNpNZpNQ10lHEHK5mkn3erpA1EOLA3Wf+fKm1yLaubbGdJtTh2j6/bF12tYaTrBk9h2hDlImxDIYRwDz3frw7SV36x0xf7FfQ9rbLCMCkx0Nh0q243PONc0f1e61k2WEat1PIZC45tlDKdOr0vn42vyTug3qRPlvKN2nc+SvvsKtEN7y6P6rj5XsqzMtqjvEoJlvlOdhhZE/V3lCWZJhhO+F1jNMVHWAd1dKLQgSshoa5o4WLVb0WlJ2kwMOaCnRfzFroi8QOuTGGxljO0ejFWOnRmqaF53hZzMZwzNTJmblG3swkau/6qC4e2Yu+JDXq+u1k3jg26vzRDo3vUz1VBf2r1tRtOmaHzK/Zx8Q/UdqbavHehva5Wo2fFWL7lM35zr49Dq6owf5VNS9ygCYyb1sqvL3L+GXrAw+mqjtsX+V0P67RDrcfMasPYOFt7F+tP9B9u2A7eGENRJ7PRGK9XGe/ipu9jKz99Ps9nAB0Oh8PhcDhuDP4B6HA4HA6Hw3FjeDMFvFtkSnkzodztCDoMZ6wGPR06HGSqeDfqb89tAC2Lqe3apAxsvcxLV5gCrYKmZbsgv9uCCZAH1dvCpmMN2s5iDh/kD9DSxdBhW3x83X4Jv1L7Rvw94fzR0Dk7WBwcQYfHy2/Ucf2LBJvXgw4lX8Ad5gn3eNH0Zca09Ax6PA9mGj2B9jb0SzX+kant/8jokX7SVGbJ/V7oXCa8lFbXF616mtk8ByiSFQkCtAT4w+8wFQ8pQm2m9qtGKIbdqLmTXSOU/R5JIMdW04pkTk90ujG0RwP7gL1JTfjHj3Lsf7qTdvNPH5/0PY2SVkNLm2KsSmInzzJc9L75igSMs/Tl0agGJljLDBnnM5Yza5Z6WGcje1h/uvv93xd5kfZzvjMyF6QM1Ojkc23kCuhrpbWJNrCcmh9ft6tetx+23AqUv0qLCSGsGK+f7X/5mdyAf/6FIXAfUKfsTjaBqWCcWM0Yt2J4vdzLcc+mDAdYusx4rvgjbyNc11jOkMHNsHPKpn82szz1Cu45mpShBslH06jlMKEx9k7vhLgiSWen+8ynCXKYnhWm33H8czUvpbXImFRDllGM90+Fb4OKtjKGUt5DXnOuNN2aRpE6LCj7ZOx9mlbKPiMJpzZUa5nl/IPR1Cwz7N0WGe+q5os6bofIpE+b3NOjsfoKihI24yRtbNa/2XIohBBCYmQS2v9k7HLwzkuboZFtusgb4DOADofD4XA4HDcG/wB0OBwOh8PhuDG8mQKeRpkebwwduDyCHkgyFVtXZkpyRqKBoZFTxmq+Tabll1Gv8uPKn4Cp7fZqKJa9UMJ10RTwMcg08oTVrNnQyHMQKm4Nn2SHCRQnpXwNv1D7RqwkJl3SmcWLNRLR4/g/yHO8aAo459++bg8mnWNbsIoNU9ZL1MetWNE3X7Bqy6wqbkD7vZhV29XVrgp9H+ROnmUsj2pfN2HV7kGe5WjogdiAzk+aztlA9SSuZ13N0jfcBwMKUq27VMeVage9Gu0j6WesVGzNStdj+yi3cZCOYxZ3qzb1D+50qs0/2gvd/M8enl6398tndVzI+h7/A6JxpF9B554HXTYnyAOekP4xGsZiQlLANks52ZWa24aV/61uo2v1/quAR6xm7Ex6UMQy7XmRe0uLWaXKui+aDqtf5Jwb6i10n/RxKKaC5A4TYhEmUGWrqceMRAYssA/bD+qwQFZ5j+3KJobgWldTNWdIFH7A4s4ve32OK4bhBREnhtkONejh9qJ3tniHlKs01mJXXKO/B7bH6506rhTpbPc7/T75cnr/NhhCCBso2mrQ1ONyL8+8Yil1MYqXEe11NW20QlrNkoUrTuYckf+ARK47896ZoryTrlm/a8cRK+txvnXWy9a3Sso+Z0gsjCvFOsg5UnlS+/qz9Lcdrtub74QHLIX/0Mi4+Njp54pnPH80kpQFYzk/G4xkoUCKwffT9dkk16CO7Pg/2e+tN8BnAB0Oh8PhcDhuDP4B6HA4HA6Hw3Fj8A9Ah8PhcDgcjhvDmzWA6z2SFQx/f6CeJYlGabrXmoJ2EM3CbK7cYil1HmWnzZtILbRXJ7iT77WOZk4iaKl7fR8Z6RoVNHq56CXyI5Zqx9Dg3/XzL0H0Ipeg9VAF9v0thVPjkz7H8q1c6/z71+3m/Ft1XJph/TLrZevhKjqFMkADMxqxwFn2JTiXn4y28TBIncRKaxtyMnEV74QNDWdn4goquNWP0HlWRnC626Qe6qif4wJN4B7FtrbWmgTlC8v8xlhCxFau/Vh0a97tpEx7FP2h0fV1WZnwIvdHK5Y//E764dd7fY5/dIAdTYHubzGaP9hkFNo4JK1zuozy/N9P+rl+gMv/5Sz1NS36nmZoiTfoV8qo7Sgy9DHrRWs2ixWGvQPgehG6TeuBXmopp08XWFHVuv+kFuPVWafRBOxLn6VO+6Tb4NxKOW0Qom4mcYXpMbMJMVqZpoFi/5HDBI57wDmMS5f63WosPD7jdz/gkS9GD47hX0mlonXOoP7Q7MsDkjAwju1n/Z5YJ3mAjH6WG63trAdoqo2dUzGasPdCgV1SqXUfvLZyjz0sRnbWtgeNeTLzQRcknOwrvOOtvw8dTGCR0md93P1OxprZ2DdFvBubswhEB2Phdsb4PEG/2s66Dvhe65Dc84dryT3uN6nnx6j10N/UsH7p5fzVauqbyUVWhgcNK5dOxGQ+gPAsw0XKejA2ZQOsdCZTD8n6bL0BPgPocDgcDofDcWPwD0CHw+FwOByOG8ObKeBlQBi2mXqcEC7ftZh6n/R083wgp2bOMQr9WrA0P/eaotpIlyD1PJrl1xumn/Oi95VaprYjtquoi2NGIkkEpbgEzVnQgLs23Mk2iZ/CjKnnNOjn6obfyfnOT/L7UU9LzxOmsxcTSk4bmDOnkfWUdY37mLGWvDVT258TrHRentW+MP08AejVKlP2E1ISQgih+yDPfJhA2XSa2j9sUk42NaEaUZmN1PnzTj/v3SznX0GPzob2OoLq6My+GrTdHpYJH5Keyp8zaGoEr8ek+9Cuk+d/TPr/dm0BNT1DKmB8IWKHEPVCmwXNHX77LG3vt2dD9dEGZpP7OJsEhWuW5zxlub/Sa5oug85Zdrp/jdc3D2F/NpRKrlmuemypUY/jnZTDruj7XBcZQ2oj0VgXJIFwnDB2O00rtjCZXkSWvgW9ZCkqOISEC6QyySZr4M8ZllD1YHlZ+du4+YQnDJsI3VA2NSFounkDb/Yjlwt0k3rV50gXyHyuUp6zGeN2V6mj04x3waL71gJ5Rb7q8aTZfh4KOAfWl+7HzQtSPFCva2/mfEBtLpuusAU2MAXv/1zrikh8T7IeBt2PaaxTG7lRQXJRj/fVi5Gb9UXqdUYbjSapiUEuqdLvyQbypY9B7vFoEj6YyPWJspyrkT8haSYYdjxApsBvlNLo519BFf8O76DL2aQswbZtMklr1/LTU5F8BtDhcDgcDofjxuAfgA6Hw+FwOBw3hjfzJxspv6ynHjNWRK6wfz9Xeqr8Hqsv80FTBxOSMLYJ09cXPb3+1MqU8H2S6dtLpVfSdVjttV30d+62EzozgRNZO72CcwtyzoWrXhe9qoju+uWsp6w3uJ/XSNrIJoGhgLLIi9xfddbT1+uA1WlPuh6qVaai47Ncd9ubJBBMK69YVdR81jRKl4R+ejb0wLb8PEkgKxej7r7VO4ePr5svlRAOx2BWn2Ka3q4eG0F7n7jq0kyv/zALnVmYSLPo8w2gYtusV9K2SJToG66+1WXNFdgR91EZ6izgHGpJZwghQB5At/poqGL9O3nGf/+iV0X+GyTB/NYwIl9AC04JlH3U93vBiu4EmcZg6NIFSQtNp6UIcX3/1ejNKGU53Rk6EH08XmT8mA1dv9+h/5u+lUgrR6z61lUQYi3X3hVJTBjNSl90cS7y/sO1MAxzRfWk2XoVcLBgyW1jEoISKNvFBGRwdS/pYZtcEnH+tsj5K7O6eQfmbf9Zj8nlWRwSZqwIbg0tOXFlfsQ4kbRE57RgRWzW74n6pwcw/FnAd9c436t9KwvngDFj0/39dJU2ujMPwuSWF1CZu0mf40MAtYnyjGZ+KU5y3M4sH/8nkL089dJX7k0C07BSlsLrGvoTrg3J6B4SZBr3O6nzO7OS+oHaLpWS9bdUuElJKwfQ40hCs1NvTz/I/T9f5FpfBn3g77AaezDXuphvj7fAZwAdDofD4XA4bgz+AehwOBwOh8NxY/APQIfD4XA4HI4bw5s1gLtnWIc8GIsAfEdSyxNn404OmV4y9hMr+Ov+QfQc/WdjEw8rmREaovqstUC5lfuY7/V9VEjJmFo5X3XSep5Sid6oFLmP1Wi51hrPMmotwgrRTXWCFuWqtX0RusIBYp9p0lqJ/vr0uv1ikiUaJDJQRrR91pqFAluRgt98MbKxZpJ6zidjpdMY+4f3ArRs1emodk2o57sgtjpzp9tQB9HRctYP3aLNXj5K3bVf9Dkm6EXpgvK9sRL6CprAJuq6PMDigKkJvbE0or4lRtSlPQ56kVjM/+0q2vVj24wAp6s8829P8oz/5ou+1r9+kh8+vWgd2BOsb54X6fRT0X00omwWJs2YPpRgCzPOuu8N8f0tOEboeo/GfH9DOTcRdkPRtJ+z/N1sZnyCJUQNS5glaWHeYRMN7AobjZ3RQwckuqymWag/oWVezXPNODBD97eZCA66x1i9IYM7NjTjpF8F6m/eX2PknnuMXelJpyLFJwgmM6y4zHiaoGXer2hno+4YH7Ocb620fntrzIO+E8ZZ2lC81wLRhDGu4D15NfriHu+uF1PnDVOXYMX0sdIVsSD9pqGm2KRHBZR9NFrpgvf1h1bO8VhrXduItjxBE5pXo4dHI1pNCk+PY3cRbajXDbGc8JzQ3sVoG+wfj9CJI9OURM/4xej3fzfJ30+fpdx/GIyt3FnK5noxtnWLqcA3wGcAHQ6Hw+FwOG4M/gHocDgcDofDcWN4MwV8fgCVtWiK4fAi+64PSD6Y9FTpDk7r4VFbcxS4iZ/AU2Tjsh5HJJKArpof9PRnxFLt9KxpiqbIOQusasaoKeAVU7YL0h4aQ18n0AWLseHvNlDnWEp+2qyFi9BK+SLPshoa/QJLg6XVVgXxNzJdnluUW9bHDaBzMyiANOk6OcEvZam1fcJmZsHfC9Mk99QaimGGPVEFC5/+rMt6AWXzpdNtYwV12o6g1ZJ+/u8qKevphOsuumDmo9zvOmm6+fQodfQIWmLc6f+XHTZph6mGXVLWFgkRzz+ZZIAF1g3njEDxiy7D38NR/99e5H6fjYzg2xe59nezPscVZRgvoEENI3QFFZ3hcH8yw1IL+5gtaQuOuL2/FGGZ0N9NHwyQh0yrHLc3/GW9gJattZShO8Hq4qOcvzdh73n91et20/xG7mn9tTpu10lfyHd6fFphTcG0DxOKECKY9wgudzSOGA2PsyEhOLZFFa+LPpAkfw1OeXc1N/X9d3Lc0w9q14wElRa/K5uhL0HZreSvVyOvWOTmN/OeuI5vfo3+WVGCjAXppMtw3sk99UjMmu/1uHCGpKI96L61P8k5Xnopj283TcsmvEMeD5BlGR1BYXSLsZ+KIyRRqOZY6XF315CWxrktDU95zGxeVjg2sk+ZtqxKVMXamGth7C5GEjFDOnYCpfybk34XnL/IQ3+7yb2/zPp801Wu9b0ZJ9cXI5d7A3wG0OFwOBwOh+PG4B+ADofD4XA4HDeGN89dz6CDKmNJ/1LJ1GMPo/7KBLef7mXOdmemzZednLNGcsdVRUiHcIcg+xkrhOJnYzuPa6fKLG+lqz3CsMNqkkBa+V2BE7yZlVWrNNfRTsXL/dZPoMaSpranAW7tSD9ZVk17bFhlvQ2aplgqWUm8Ydp7HPTzF9DKDJQuzybtA473m6FpJlsI74T9Batv7/Vz9XjmGi7pY6Ofi9RUbxz/udKyAm36xTSvliuusKJtznql5ldIdXm50/vun+R+zwgHP5jV6GknddQhRL3YFbCQFZyNg/55BsWKursYWvG7Qa79hFV7v580vTBf5Xfn9mz2QTqA6Jat6OMy3P8LVta1q6GpMEzVxhm/1O+/CngPLnMrn9S+DmkSFSQvpWh+acZ93w1Pat8lSx20T0hWWPR4Oj3KatTu9x9et9NZr1LtPiKBaNX3y/B6hOAEu56QIRkMguot84aqs+EMWNysjkuGemOv7p/QPy+a5t2+RerKqJNAIiQLK26ku+obnrEyfcU4ORgKONdSl9GM8dXP0AZDCKHCu2Ex7F+GzOlc5B3aTJpSfT5IedSDpnarvVRS/wLq8U6Pu/GKBBmsuP3qqPtqCxo1mlW7QcmqUEeLaUSZ72uszF3Npwz/XMy1eA6mDpnV+IGSHTpu7PT4nLEK+Dzpaz3DIeEzVvR+N+ox7gnj8wto3qerfq4R95TO+jts2f30dugzgA6Hw+FwOBw3Bv8AdDgcDofD4bgx+Aegw+FwOBwOx43hzRrADF3eWmuuvM2wJtnL9rhorrw6wd7FakeScP39KFqEZNQoV8gU1h1+M2v93oJv2zppzUKC1iMeoCPZ9HETHMm5bL26aA2I1roYp/kn3C+Wpi/GCX2ihQl+s0X9XNPfogFMkAS8IKIgGT3LCquS5knu47OxVYmw35iNZiGtP4/u5bmTe0zmniZoPRM0G62xCJhpb2PaRozSHrYeTvNGszoU0QStldRdHbVm8wXaudZY+nxACs0PnZyvbfRzxVH29fAqyFnfU4Ku5nMxDvrQcF4nKY/nSYsb6fZSDXJ/k0mdOQe5x+usy7BaROs3QYq4TKbfzFLWV9hxtFm3rQZt/mJc/dPy/hYcayMdbVv1s3cYxzK1R8XYXhXRg053WhtZr6LZqqnXzY/quFTJ7xKSQJLRMrULLIs63Rf6A3TJ9YM8R2d007w/JnqYKYSCMShqGWqoUAS0cMrGpmkb5LkqJB/ls9brlgtOuGh7lzbK71Zor67mfVJD55thMVQZze+CtmpbXGe9cN4JM/TA0dqFwGengh5wmnWl1Gh69r1+rqBZm2kxpttru0lhZVjp1JNuax9h9dbcGQ35pnyB8O+mbGkfkxg7YyyCoEu0FVZgixNpF2NSUgLeNQs01eOox6czvgdOJrnjcpY29Rnvq/Gzfv7vern/Z1jdLUazeYHF1iXqspkuesx/C3wG0OFwOBwOh+PG4B+ADofD4XA4HDeGN/Mn1QBLkJ2mYS6LTAH3cOYf9/q4I2wMJjNbGV9A31XgESq9vj2Dpl0DpkdXPWePnPBQFf2Ydfe9/PEZqSaVplsLpoBr0HCXoumRjGXr1pljIXVGKjbqqd2wkW6DfcSw/LHDQhl1+Z4RgF3/RqaHfzBszsNZbnJAQkE16+nr88KpfX0fy8/jAhNWWIxEE1fQIEFj6PHQs6HlQSO2i3Fkj9Ie0lnazVwbyxmkpsQKweuGEhxA091ftSTidEQKy0XSILqo66FmSDnafy76uAwrhMkElr/g/jMCxUPWdM5A+xxQJfli6AZS0cZCf0S6QCKlbuJjSJ/uFinPl1FbP0VoIvaG6jrZDvcOmEBRNSZl5wr69g62DNnYQwytlFF11Ukg5UGsg/Lw8XW7N6kIaZO2ut6DDo66r6ZV6OZm0uW10XImyjm2Ro+7bZDjErI6OkPJV0gxWDYjUQBNl0CpVpOmb8Mk43Aa5Znr5Ys6LOJZZpM6VUEeU69y/oux0omwUiHbmE3aU93DSudq3jVG9vFe2EAVTr1uXzuUzUh5iRmfIv42VRnWGXZHDeyNTvr5y16OG/BunDd9whMkNY+r7scHSBMa0Nd1Mi8aUP2FiUN2LqvnGGfe16BOyRwvxn5qgCxlnpCeZKyzTkhC+mIs106QB5A6/j5oLL9BuVGiYyQuF7yjr6YMl/LTpQg+A+hwOBwOh8NxY/APQIfD4XA4HI4bg38AOhwOh8PhcNwY3qwBpIVDZZbSt1g+f2pFO7KfdFTJBXK78Kx1PuGR8UryXdp3Wl9xwZLzIyJ5xk7rY+ozbDp2et+CpdoJOrK46SXyM2xF7hd5xsUUW4HGYE7GZuEqmoVhwfd2o3UvBdqUeYHNxKR1FOVF7nFKWrMYIXx83slz9d/p7/zP0I4k6LdmI8UZarmP3miv4ovx8XknlEbqMkbTfKGjyzvRUZXtoA4bUK82Ju8eWp8JOs32qkWrl52Ux7CJxqr/otvrFelv12ijhmC7gTiptdbtsHqWv9Nezl82rSncVqmT0urKHL4gNhHCl2uv21cNy5VlkPK9Gh1phv50zrpsYi26uAV602L+v1lnie86N4iaDEYfi7jCc63bfC66DN4Dc0I7M+PTPSyWTknqoGs+qOP20Fete63DPCIKMLbfyY7ajJkYM/JF2khl4rPonNEbm6oMbXOEhmhX6bE7RUT6YTslXadrkH7RFTM+UQNK7dWm76kN0n7iGf3RxrMh+jGbmMEzNLB8n+xWrdmc4UfWRNk3ZT3epbO08dmUzRp/nnmUjPfwbPpWHqRe99Ch587oxKDTtJryS4V2OEo5fWn0YLDi22DdI8bUWGc9oflOtR6fOkhO99ARdo2+pwbtK8FyyUgbQ32W+10q2+bx3QDh52heaStiA6/ory9Bt40Z0W1fTN+7Yuy6IsbtYt6f1PZ9j3qdjGa1eca3hvkOec6uAXQ4HA6Hw+Fw/An4B6DD4XA4HA7HjeHNFPAVKQOttUFB6kQAfTG1hp7hMuu9pgd2L3QulynWl07TYamSa11h09Jselp2wHRoHMyyddqsHOH+XgwdBlbhqZHzR2Phcl3lOfvZTKPDSuO0F+ogftFFX/XyXNVn+c1LtpYgoDCMRcyA+99/ARVV9PPPSBcoNaj3UR93D2uFL5WxdKg05fJemGHvYMIuwilJ2dDUfm01ZRM3UkJ66f+XVejiA5JrhqCpvjlKnTcJtEelp+FJzTSL/v/WMQhNfQnSJptR940Zsorms7QH0+RDhE3I9aJtPODGEjbYkywm1Wah9c9ezpeMzUaepZyGRreFDEqvhsQiGduC6wZOaJQ6moz1w0LZx6avdYma0nsP7EdQlCYFZQK9FBup720x9D8igqpZSxRIKeqkE10HXRQziTl/I7+5GOuoBynbodaWMw0sPeqMdI5Ot9UNnW0PuynDAIcayTIlGl8RUJEJ6RTJyEvKDGsWNNxoKMqcIT3a9Ni1QxpNFURqQFlLCCEUWLpc96CDTbLUM6xOlpMtG10v74UF/T1eH9S+3CF1AtKmspg2hO70u0ddhp9AXw545M3Yqm2gLEeMfyYwIzRoy2ul+03VS9kfkITUmgbWgZpPOK4y9OfK9KdRn2PC+L+CYt1MWs8F7XJBsshgLJ0KLOyuJjHpBVYynyFheDHvgkzfOlhumbCv8IQX23rW56iqny7L8hlAh8PhcDgcjhuDfwA6HA6Hw+Fw3BjeTAHHZ5luLWYx2hXTyAdM3y8PxjEdn5td0NOVBa7hK6biu0lPqa6ggJcsU9u9cR2vg1BgMWnaaGtlynY7g1I05ygJVGmW5+/NytGM859Pmpdcdpim/p38bgiauqpBHSVQtNHQPvOTVNkYzUo1cIInJFzMy4s6DsxUuIACWU6mTnDv4aJXbY2tmZt+J1SL1Ply96T2bdsv5LiTPP/UaTqnBXWympXE5YrVrUhr2KxNfpbfRdLIlbXTl3Y4R90fLoGu7jiFod/aUajiYZZlxVPQ5wtJnrk1K2kn0DQRVMRqFo6R2i+gusZZt+vSwMs+m5VvkFjsSbGY8PIYhI4rWKlXVabNY6X6ZJI/mhdNn74HuBq1H7REpXx8et1u5vvX7a3RdYpFiuFxMUkSDeqqxspuo7pYke5S76U+ctErjuMibSHblbRF2ifHOGP0EDIo2zHIdRvjepARERQr/VwJdTxixXF7MedI0i4yaLnNMFzlLPsek77hTBoZQ9fY6z7T7mQcrjbIi1rdVo8vSHEwMo+7+edJArnCYmB/fFL7VsivEt4Fi3G6CBzHn/RzPUPB9RF06HUzq4DxjjpipevQmQpDBV6N3Kq/QpaD91oyCSe8cgN51FbrcbwNUumLWUkb0M7psjGabxIs7g15Qdsd9Xt3BMX8YijrGdYaZyxVXl+MVKyWc25YmT+Y8XlaISsxjgjz/NPn83wG0OFwOBwOh+PG4B+ADofD4XA4HDcG/wB0OBwOh8PhuDG8WQO4FeGys0lW6OhIDl4+XrX2LI+iN7nutI6gQOdDCdBqNFVVC40JePThoM9HV/edWbZ/foBmo5Lz5aI1AA8jngtL2C9R6+EyExk2sxwdGpk8ynWHg9ZoHU7y93Z+fN2e9vp8A3Q0u5Mumw3lO0MDcQ3a+iEOSBppTviN0TO9oCKS1l71J2O9/k4YsfT//PSV2nesRCvHlJB605YouRY92/WodRQ1LI7OcGdvTJvvI3RKVynfZae1ci2c9lujUxoq2DMg1SAasVPG3zPSX4yTQKigHd0arVNZ8X+9bZL2uhkbkxqaswnaxn7TmtUJ40Gc9I08wGZhzNDRmvu9wlpnhySLpdV9o4eVzHnU1lKp0WPMeyCiDS4mgqAMUv+7Xp5jZ7R3c4M2mLXmsU/SZgbol/pKl0tEAksNK5LW2G8EJMkUk4qQMObNsJGI5rn20Hll9JHZyFBr2KfMjb7WPTTGGWqutZhUJNjHMD1k3SZznIyNxdg5DRFJEOgLi9FU5zM1unK+Ztbt7IpCPVz0OVZjR/VeqHC/0ViClIOU4RSR9mLSnhL6p50OGjE2fIvmkOondVz9gv7eyLUOmx7vEuooGx1hupO23cBm5tHoQylhjNQUR31cBa0ck49CCGHIUrd0iKlm0zYw7tIuazTWbCPWKZytNB4XmJj+ZcZ4PmbCY83G+ogS6MnYallbsLfAZwAdDofD4XA4bgz+AehwOBwOh8NxY3h7Egjoqt2gp1RfMMVMqvBopiQTaYrNTKMzNQTeFHNl3K7B2CUsgy5Pekr53GPKdtKPOVzl7w4USI7aJf6Maw138sfuapZw809D8yXM7V5wH/1nfU9zL0v6xxMopklfK01yvtE4ks9MCeES9uGLOm5dkfZw7fHvmubLoISrJ1OGd5Zneh8wvLsJ+rlqBtsfQbeb5JaWLvlfNO39KYjXxtDLvpw11bhgNn9uhHpuDHVG+n1NugwXJi/APmNnqIjPrdDPfS/XKqOu/3OC/YqhB2KGJABdam9CDEboLxK4iBfzXBGpMbHSbf6KOuqy3O9Sa1qtQrzAgL48m2vRcqg248b570B7/H0xT9JGdkai0oAq/BzEjuVQ6xvdg3rLZhQusJapAsplp6UMDdIP0pOU7XWvx7F6kvbTdsYuJf7NdkbVoutgQzrJkuR8tUlPWEDFNYa+GkD70cIqGfq2IEkm1dJu+0mPOZ8rjGMmgaEUKQNaic073Y+nI7i3Wc6fTTvbstx7VxuPnKefoRGGEJYAmjfotlFBctBhXLTpSYEJR2ZITxdpU5GSJWPn9GWFHRssfK4mMewjEi6+tPq9vgclOqE4ByPLCmqswXtcK3lCi7SaS9DjzgaJQUZyV8m6HpdRzj/zw+Osn+tC2yZjU3Ve5Rz5CyxyTHLN3Mj5p0L63lgMoXCWvb7f2rwP3gKfAXQ4HA6Hw+G4MfgHoMPhcDgcDseN4c0UcIUVp0Onfxb3Mq3eIqnhatIDIqaso5lvvmK17IErv/ZmmRnooRnLXpracFknuccy6mnUbuNUv9xvU+vjnuGSX38n1/3ehlyDzqhMiZ5BZ9/Byv8azaqtz3iuXqaU6+/16tMrVhaG1tA5L5guRzl1xgk94fwLVuN1JhbihKSVxbj6V5OeVn8vlCJtrQSzCgoU0zUj5N6s6CtMKTc6hQvKIIH2nWrdlifQCu2I9mqWujYInx+Xe7UvN1KmFYLtz61u8yV/lj9Am2az+rb0QpcVQ4kMO2kDaZZ7GpKmM1acs1tAvTa6Dc1I8VhN+6pAdXNFcz1oKv4KiUECTd+a1IyCVXwvZjX67vL+q9GnSqKQDiapaEoi5TjUIlFozUr8ESt4d5OhW5G60bZcEazbxRWrYmOPJJWrbu/Dw5Mct+jxZINsoEXawWJos9BJW9gvkjoyFv1cR8hShlb3rTZKO47oC1vW7SKh3U0oC01sh1BjZfqcDQWMVIQN43NctOQjXuX8sWeSzrM6bgCNfsq6vh4efgg/B7go+pA+q33TJg4JqYHDxKJfUGekCVWGvrxr5Zwr6NHlWdPNu0bqawOdv1W6/n/A6t4m6OXI0wl0M/p/U+v4mwzqtIGE5hxN/eO42SS37FY4OGBF7zXptpFX2be+SH8dGiMpgiRuMiuEn0BFJ4x3Y6tbczVI2UOJELZJv3cQyBLSF7O6uf/psiyfAXQ4HA6Hw+G4MfgHoMPhcDgcDseNwT8AHQ6Hw+FwOG4Mb9YADtBbVVfNc6+9nIY2JcU4cB/hND825tKriJYul8fXbepS/nBSnLOI3uZq7O8bJBqUSesDn2vRcGz4XWc0i2GCdiKKpqAbtbZheJBz1KMum6HQhV6euYpaz7Pgdyfopj4krZVofiO6h9PXWttQn+X+J9onmGr+fMYzI+2EVj8hhNBsor8oy17tm6efvuT8z4H4jP+z9Lq+CnSlEZqgqTFpF3Raz8ZpHfrTnskIV/1/pV0WDcdLDx1NMvq1y4OcL2udTr6XtnHaHl+3Dyfdlsseuj+486+9SVBY5Zmfk0kkgV9KDb3M1TjoF+hvLtDstKPWvdTQ/V073TYO27ev27R+WUziRUb5UhK0GJuNFTrdZCV/zU/Xvfx9cZieXreHypTzIrrRBvZY86bbRQcNUFP0eLKmx9ftM7WRRffjHKVsz7PUwX7T+r3dM9I+Ot1v2w0JT7TtaI3mF141E9JtDqu2YjpDA0mtdQghzNAUb0n0e43RkFKztyJqpIlP6riJ8xeTPgftaKpKyrqeTZ+BLc4F9jvrqs93hALxYtJULuPPFQUCfWTU91DtvnvdHkbRWzJlJYQQ9rASMs43YcC+Gm3NpkJFWJWdErTXydgA7eXvJuqOfFyknVNv3V1M8k8HnSr0ocVYR6VVzncxmuLlLOdcUf+LsXdbodmLCescrvr5vyAlagl6nJxWuVaC5cwlmDYDbepWybXmqCulgVXdaX+n9j08m5iXN8BnAB0Oh8PhcDhuDP4B6HA4HA6Hw3FjiKVYq22Hw+FwOBwOx/8/w2cAHQ6Hw+FwOG4M/gHocDgcDofDcWPwD0CHw+FwOByOG4N/ADocDofD4XDcGPwD0OFwOBwOh+PG4B+ADofD4XA4HDcG/wB0OBwOh8PhuDH4B6DD4XA4HA7HjcE/AB0Oh8PhcDhuDP9fxiEsC/pKOO8AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize source data\n", + "visualize_data(source_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 673 + }, + "executionInfo": { + "elapsed": 665, + "status": "ok", + "timestamp": 1718868750796, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", + "outputId": "eccb0d95-4566-445f-a058-b1d5b87765b0" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize target data\n", + "visualize_data(target_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2f31008f-dbfe-4788-9949-bfeb6a6d5793", + "metadata": {}, + "outputs": [], + "source": [ + "# Define and initialize model\n", + "class NeuralNetwork(nn.Module):\n", + " def __init__(self, npix):\n", + " super(NeuralNetwork, self).__init__()\n", + " self.feature = nn.Sequential()\n", + " self.feature.add_module('f_conv1', nn.Conv2d(in_channels=3, out_channels=8, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu1', nn.ReLU(True))\n", + " self.feature.add_module('f_bn1', nn.BatchNorm2d(8))\n", + " self.feature.add_module('f_pool1', nn.MaxPool2d(kernel_size=2, stride=2))\n", + " self.feature.add_module('f_conv2', nn.Conv2d(in_channels=8, out_channels=16, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu2', nn.ReLU(True))\n", + " self.feature.add_module('f_bn2', nn.BatchNorm2d(16))\n", + " self.feature.add_module('f_pool2', nn.MaxPool2d(kernel_size=2, stride=2))\n", + " self.feature.add_module('f_conv3', nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu3', nn.ReLU(True))\n", + " self.feature.add_module('f_bn3', nn.BatchNorm2d(32))\n", + " self.feature.add_module('f_pool3', nn.MaxPool2d(kernel_size=2, stride=2))\n", + "\n", + " self.regressor = nn.Sequential()\n", + " self.regressor.add_module('r_fc1', nn.Linear(in_features=32*5*5, out_features=128))\n", + " self.regressor.add_module('r_relu1', nn.ReLU(True))\n", + " self.regressor.add_module('r_fc3', nn.Linear(in_features=128, out_features=2))\n", + "\n", + " self.npix = npix\n", + "\n", + " def forward(self, x):\n", + " x = x.view(-1, 3, self.npix, self.npix)\n", + "\n", + " features = self.feature(x)\n", + " features = features.view(-1, 32*5*5)\n", + " estimate = self.regressor(features)\n", + " estimate = F.relu(estimate)\n", + " estimate = estimate.view(-1, 2)\n", + "\n", + " return estimate, features\n", + "\n", + "\n", + " def get_feature(self, x):\n", + " x = x.view(-1, 3, self.npix, self.npix)\n", + " features = self.feature(x)\n", + " features = features.view(-1, 32*5*5)\n", + " return features" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2e7f70d7-4779-4cc0-ac79-4a7f4fc8f492", + "metadata": {}, + "outputs": [], + "source": [ + "def loss_bnll(mean, variance, truth, beta, epsilon = 1e-7): # beta=0.5):\n", + " \"\"\"Compute beta-NLL loss\n", + "\n", + " :param mean: Predicted mean of shape B x D\n", + " :param variance: Predicted variance of shape B x D\n", + " :param truth: truth of shape B x D\n", + " :param beta: Parameter from range [0, 1] controlling relative\n", + " weighting between data points, where `0` corresponds to\n", + " high weight on low error points and `1` to an equal weighting.\n", + " :returns: Loss per batch element of shape B\n", + " \"\"\"\n", + " variance = variance + epsilon\n", + " loss = 0.5 * ((truth - mean) ** 2 / variance + variance.log())\n", + " if beta > 0:\n", + " loss = loss * (variance.detach() ** beta)\n", + " return loss.sum(axis=-1) / len(mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ac90fb71-6235-404a-9b13-db9545688947", + "metadata": {}, + "outputs": [], + "source": [ + "# Define training loop\n", + "def train_loop(source_dataloader, \n", + " target_dataloader, \n", + " model, \n", + " regressor_loss_fn,\n", + " da_loss,\n", + " optimizer,\n", + " n_epoch,\n", + " epoch,\n", + " init_wt_da,\n", + " final_wt_da,):\n", + " # init_wt_mve,\n", + " # final_wt_mve):\n", + " \"\"\"\n", + " Trains the Neural Network on Source/Target Domains with the following loss:\n", + " Loss = Source Regression Loss + 1.4 * DA MMD Loss\n", + " \n", + " source_dataloader: DataLoader for the source domain data.\n", + "\ttarget_dataloader: DataLoader for the target domain data.\n", + "\tmodel: The neural network model to be trained.\n", + "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", + "\tda_loss: Loss function for domain adaptation (e.g., MMD loss).\n", + "\toptimizer: Optimizer for the model parameters.\n", + "\tn_epoch: Total number of epochs for training.\n", + "\tepoch: Current epoch number.\n", + " \"\"\"\n", + "\n", + " domain_error = 0\n", + " domain_classifier_accuracy = 0\n", + " estimator_error = 0\n", + " mve_error = 0\n", + " score_list = np.array([])\n", + "\n", + " # Iteration length is shorter of the two datasets\n", + " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", + " data_source_iter = iter(source_dataloader)\n", + " data_target_iter = iter(target_dataloader)\n", + "\n", + " # Iterate over the two datasets\n", + " i = 0\n", + " while i < len_dataloader:\n", + "\n", + " # Time-varying hyperparameter, p 0 -> infty, alpha 0 -> 1\n", + " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader # UNUSED\n", + " alpha = 2. / (1. + np.exp(-10 * p)) - 1 # UNUSED\n", + "\n", + " # Source Training\n", + "\n", + " # Load a batch of source data, move to GPU\n", + " data_source = next(data_source_iter)\n", + " X, y = data_source\n", + " X = X.float()\n", + " X = X.cuda()\n", + " y = y.cuda()\n", + "\n", + " # Zero model gradients and labels\n", + " model.zero_grad()\n", + " batch_size = len(y)\n", + "\n", + " domain_label = torch.zeros(batch_size)\n", + " domain_label = domain_label.long()\n", + " domain_label = domain_label.cuda()\n", + "\n", + " # Apply data to model and get predictions, embeddings, apply gradients\n", + " estimate_output, domain_output_source = model(X)\n", + " mean = estimate_output[:, 0]\n", + " variance = estimate_output[:, 1]\n", + "\n", + " # print(y.shape)\n", + " # print(mean.shape)\n", + " # Calculate source regression loss based on predictions\n", + " estimate_loss = regressor_loss_fn(mean, y)\n", + "\n", + " \n", + " # Target Training\n", + "\n", + " data_target = next(data_target_iter)\n", + " X_target, _ = data_target\n", + " X_target = X_target.float()\n", + " X_target = X_target.cuda()\n", + "\n", + " batch_size = len(X_target)\n", + "\n", + " _, domain_output_target = model(X_target)\n", + "\n", + " # Calculate the DA Loss between source and target, MMD loss\n", + " domain_loss = da_loss(domain_output_source, domain_output_target)\n", + " mve_loss = loss_bnll(mean.flatten(), variance.flatten(), y, beta = 0.5)\n", + " \n", + " # Hyperparameter of da_weight set to weight domain loss vs source loss\n", + " # Perhaps this is where alpha was initially used\n", + " da_weight = init_wt_da - ((init_wt_da - final_wt_da) * (epoch / n_epoch))\n", + " # mve_weight_power = (init_wt_mve - ((init_wt_mve - final_wt_mve) * (epoch / n_epoch)))\n", + " # mve_weight = 10 ** (-mve_weight_power)\n", + "\n", + " if (epoch / n_epoch) > 0.5:\n", + " loss = mve_loss + domain_loss * da_weight \n", + " else:\n", + " loss = estimate_loss + domain_loss * da_weight \n", + "\n", + " # Calculate the R2 score of the predictions vs. labels\n", + " score = r2_score(y.cpu().detach().numpy(), mean.cpu().detach().numpy())\n", + " \n", + " # Backpropagation, update optimizer lr\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " # Update values\n", + " \n", + " # Domain loss is the DA loss or MMD loss between embedding outputs\n", + " domain_error += domain_loss.item()\n", + "\n", + " # Estimator loss is the source data loss on regression\n", + " estimator_error += estimate_loss.item()\n", + "\n", + " mve_error += mve_loss.item()\n", + "\n", + " score_list = np.append(score_list, score)\n", + "\n", + " i += 1\n", + "\n", + " # Calculate average scores/errors of batches for this epoch\n", + " score = np.mean(score_list)\n", + " domain_error = domain_error / (len_dataloader)\n", + " estimator_error /= len_dataloader\n", + " mve_error /= len_dataloader\n", + "\n", + " return [domain_error, estimator_error, mve_error, score]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0f396a25-17ae-48c5-90e0-7987621247d7", + "metadata": {}, + "outputs": [], + "source": [ + "def test_loop(source_dataloader, \n", + " target_dataloader, \n", + " model, \n", + " regressor_loss_fn, \n", + " da_loss, \n", + " n_epoch, \n", + " epoch):\n", + " \"\"\"\n", + " Tests the model accuracy.\n", + " \n", + " source_dataloader: DataLoader for the source domain data.\n", + "\ttarget_dataloader: DataLoader for the target domain data.\n", + "\tmodel: The neural network model to be trained.\n", + "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", + "\tda_loss: Loss function for domain adaptation (e.g., MMD loss). UNUSED\n", + "\tn_epoch: Total number of epochs for training.\n", + "\tepoch: Current epoch number.\n", + " \"\"\"\n", + "\n", + " \n", + " # Evaluating without gradient computation in bg for validation\n", + " with torch.no_grad():\n", + " \n", + " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", + " data_source_iter = iter(source_dataloader)\n", + " data_target_iter = iter(target_dataloader)\n", + "\n", + " \n", + " domain_classifier_error = 0\n", + " domain_classifier_accuracy = 0\n", + " estimator_error = 0\n", + " estimator_error_target = 0\n", + " mve_error = 0\n", + " mve_error_target = 0\n", + " score_list = np.array([])\n", + " score_list_target = np.array([])\n", + "\n", + " i = 0\n", + " while i < len_dataloader:\n", + "\n", + " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader\n", + " alpha = 2. / (1. + np.exp(-10 * p)) - 1\n", + "\n", + " # Source Testing\n", + "\n", + " data_source = next(data_source_iter)\n", + " X, y = data_source\n", + " X = X.float()\n", + " X = X.cuda()\n", + " y = y.cuda()\n", + "\n", + " batch_size = len(y)\n", + "\n", + " estimate_output, domain_output = model(X)\n", + " source_mean = estimate_output[:, 0]\n", + " source_variance = estimate_output[:, 1]\n", + " \n", + " estimate_loss = regressor_loss_fn(source_mean, y)\n", + " mve_loss = loss_bnll(source_mean.flatten(), source_variance.flatten(), y, beta = 0.5)\n", + "\n", + " # Target Testing\n", + "\n", + " data_target = next(data_target_iter)\n", + " X_target, y_target = data_target\n", + " X_target = X_target.float()\n", + " X_target = X_target.cuda()\n", + " y_target = y_target.cuda()\n", + "\n", + " batch_size = len(X_target)\n", + "\n", + " estimate_output_target, domain_output = model(X_target)\n", + " target_mean = estimate_output_target[:, 0]\n", + " target_variance = estimate_output_target[:, 1]\n", + " \n", + " estimate_loss_target = regressor_loss_fn(target_mean, y_target)\n", + " mve_loss_target = loss_bnll(target_mean.flatten(), target_variance.flatten(), y_target, beta = 0.5)\n", + " \n", + " # Update values\n", + "\n", + " # Regression loss on validation testing\n", + " estimator_error += estimate_loss.item()\n", + " estimator_error_target += estimate_loss_target.item()\n", + "\n", + " # MVE loss on validation testing\n", + " mve_error += mve_loss.item()\n", + " mve_error_target += mve_loss_target.item()\n", + "\n", + " # R2 Scores on validation testing\n", + " score = r2_score(y.cpu(), source_mean.cpu())\n", + " score_list = np.append(score_list, score)\n", + " score_target = r2_score(y_target.cpu(), target_mean.cpu())\n", + " score_list_target = np.append(score_list_target, score_target)\n", + "\n", + " i += 1\n", + "\n", + " score = np.mean(score_list)\n", + " score_target = np.mean(score_list_target)\n", + " estimator_error /= len_dataloader\n", + " estimator_error_target /= len_dataloader\n", + " mve_error /= len_dataloader\n", + " mve_error_target /= len_dataloader\n", + " \n", + " classifier_error = 1 # UNUSED, legacy\n", + " return [classifier_error, estimator_error, estimator_error_target, score, score_target, mve_error, mve_error_target]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "97d4a095-7e54-4e74-9700-3971a034160c", + "metadata": {}, + "outputs": [], + "source": [ + "model = NeuralNetwork(npix=40).cuda()\n", + "learning_rate = 2e-5\n", + "epochs = 100\n", + "# Define loss functions and optimizer\n", + "regressor_loss_fn = nn.MSELoss().cuda()\n", + "\n", + "# Try to adjust momentum -> see if that helps\n", + "# Try SGD, Adadelta, see if that helps\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", + "da_loss = MMD_loss()\n", + "\n", + "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", + "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e3a47fbf-42c0-4a38-9ed0-c3d59fd27614", + "metadata": {}, + "outputs": [], + "source": [ + "mod_name = None#\"models/mb_lenscolor_jul25_1700\" #\n", + "stats = {'train_DA_loss':[],\n", + " 'train_regression_loss':[],\n", + " 'train_mve_loss':[],\n", + " 'train_r2_score':[],\n", + " 'val_source_regression_loss':[],\n", + " 'val_target_regression_loss':[],\n", + " 'val_source_r2_score':[],\n", + " 'val_target_r2_score':[],\n", + " 'val_source_mve_loss': [],\n", + " 'val_target_mve_loss': [],\n", + " 'epoch_no': 0}\n", + "if mod_name is not None:\n", + " state = torch.load(mod_name)\n", + " model.load_state_dict(state['state_dict'])\n", + " optimizer.load_state_dict(state['optimizer'])\n", + " \n", + " stat_file = Path(mod_name+'.json')\n", + " if stat_file.is_file():\n", + " stats = json.load(open(mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "49bde5ed-7373-461d-81ee-11b430fd20d3", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 293833, + "status": "ok", + "timestamp": 1718869045423, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "1dfe3810-672c-4a28-b606-b3079a40fca4", + "outputId": "45493f2a-ea42-401e-f88b-b0ad39b969ed" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Beginning Training...\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 0: 13.90s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.2990\n", + "\tTrain Regression Loss: : 0.2748\n", + "\tTrain Mve Loss: : 315.8445\n", + "\tTrain R2 Score: : 0.1353\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0522\n", + "\tVal Target Regression Loss: : 0.0741\n", + "\tVal Source R2 Score: : 0.8369\n", + "\tVal Target R2 Score: : 0.7645\n", + "\tVal Source Mve Loss: : 44.7462\n", + "\tVal Target Mve Loss: : 62.5105\n", + "Saving Model... Done.\n", + "\n", + "Epoch 1: 14.24s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1748\n", + "\tTrain Regression Loss: : 0.0406\n", + "\tTrain Mve Loss: : 29.4055\n", + "\tTrain R2 Score: : 0.8724\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0348\n", + "\tVal Target Regression Loss: : 0.0476\n", + "\tVal Source R2 Score: : 0.8888\n", + "\tVal Target R2 Score: : 0.8494\n", + "\tVal Source Mve Loss: : 18.2544\n", + "\tVal Target Mve Loss: : 26.4915\n", + "Saving Model... Done.\n", + "\n", + "Epoch 2: 13.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1557\n", + "\tTrain Regression Loss: : 0.0284\n", + "\tTrain Mve Loss: : 16.8131\n", + "\tTrain R2 Score: : 0.9106\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0281\n", + "\tVal Target Regression Loss: : 0.0322\n", + "\tVal Source R2 Score: : 0.9116\n", + "\tVal Target R2 Score: : 0.8991\n", + "\tVal Source Mve Loss: : 17.2457\n", + "\tVal Target Mve Loss: : 17.2937\n", + "Saving Model... Done.\n", + "\n", + "Epoch 3: 12.43s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1491\n", + "\tTrain Regression Loss: : 0.0229\n", + "\tTrain Mve Loss: : 14.2603\n", + "\tTrain R2 Score: : 0.9282\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0234\n", + "\tVal Target Regression Loss: : 0.0281\n", + "\tVal Source R2 Score: : 0.9271\n", + "\tVal Target R2 Score: : 0.9107\n", + "\tVal Source Mve Loss: : 15.3324\n", + "\tVal Target Mve Loss: : 16.8217\n", + "Saving Model... Done.\n", + "\n", + "Epoch 4: 11.17s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1462\n", + "\tTrain Regression Loss: : 0.0202\n", + "\tTrain Mve Loss: : 12.9957\n", + "\tTrain R2 Score: : 0.9366\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0204\n", + "\tVal Target Regression Loss: : 0.0247\n", + "\tVal Source R2 Score: : 0.9354\n", + "\tVal Target R2 Score: : 0.9216\n", + "\tVal Source Mve Loss: : 14.0231\n", + "\tVal Target Mve Loss: : 17.5901\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving Model... Done.\n", + "\n", + "Epoch 5: 11.67s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1434\n", + "\tTrain Regression Loss: : 0.0184\n", + "\tTrain Mve Loss: : 12.3696\n", + "\tTrain R2 Score: : 0.9424\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0197\n", + "\tVal Target Regression Loss: : 0.0252\n", + "\tVal Source R2 Score: : 0.9390\n", + "\tVal Target R2 Score: : 0.9207\n", + "\tVal Source Mve Loss: : 13.4569\n", + "\tVal Target Mve Loss: : 19.8212\n", + "\n", + "Epoch 6: 14.08s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1412\n", + "\tTrain Regression Loss: : 0.0176\n", + "\tTrain Mve Loss: : 12.8769\n", + "\tTrain R2 Score: : 0.9449\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0178\n", + "\tVal Target Regression Loss: : 0.0228\n", + "\tVal Source R2 Score: : 0.9435\n", + "\tVal Target R2 Score: : 0.9275\n", + "\tVal Source Mve Loss: : 13.1345\n", + "\tVal Target Mve Loss: : 18.3494\n", + "Saving Model... Done.\n", + "\n", + "Epoch 7: 14.02s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1418\n", + "\tTrain Regression Loss: : 0.0167\n", + "\tTrain Mve Loss: : 14.2330\n", + "\tTrain R2 Score: : 0.9475\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0171\n", + "\tVal Target Regression Loss: : 0.0223\n", + "\tVal Source R2 Score: : 0.9462\n", + "\tVal Target R2 Score: : 0.9288\n", + "\tVal Source Mve Loss: : 16.3561\n", + "\tVal Target Mve Loss: : 23.6803\n", + "Saving Model... Done.\n", + "\n", + "Epoch 8: 14.55s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1414\n", + "\tTrain Regression Loss: : 0.0160\n", + "\tTrain Mve Loss: : 17.2328\n", + "\tTrain R2 Score: : 0.9500\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0158\n", + "\tVal Target Regression Loss: : 0.0196\n", + "\tVal Source R2 Score: : 0.9505\n", + "\tVal Target R2 Score: : 0.9380\n", + "\tVal Source Mve Loss: : 18.3855\n", + "\tVal Target Mve Loss: : 24.2277\n", + "Saving Model... Done.\n", + "\n", + "Epoch 9: 15.29s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1374\n", + "\tTrain Regression Loss: : 0.0153\n", + "\tTrain Mve Loss: : 18.5568\n", + "\tTrain R2 Score: : 0.9519\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0163\n", + "\tVal Target Regression Loss: : 0.0189\n", + "\tVal Source R2 Score: : 0.9492\n", + "\tVal Target R2 Score: : 0.9403\n", + "\tVal Source Mve Loss: : 20.5774\n", + "\tVal Target Mve Loss: : 24.9147\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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YmBjTjzpLLXmShYSEpFlWq1YtBSgrKyu1efPmNOtDQ0NNd2m1Wq06efJkmjTJFzHJF5VRUVFp0nTv3t20HTc3N9W1a1eVmJiYKk1iYqKqW7eugqTWEubujl65csXshVSyGzdumO7C9e7d22yalD9qXFxczAaHTp48aQr8eHt7q7i4OIvbtGTdunWm7TRv3txsGbNnzzalefXVV82Wk/LO4JPITNAnMjJSlSxZ0vRemfuxO3XqVFMAY8OGDWbLCQ0NVRUqVFCAatCgQZr1H3zwgakuU6dOTbM+MTHRdMGemaAPJN31TfkjMCWj0Wj6IVelShV1//59s+k2btxo+uGd8geeUsp059/X19fiXXWl0n7OLl26ZKqjuaBOyjqGhoamWZ5e0Oeff/4x1bdixYpm9z/lPtWuXTvN+sdblX3xxRdm69aqVStTkCQ4ONjifqQnK0Efa2trs2lCQkJMgYTKlSub3U7K48LX19ds64Xt27ebfqDVrFkzzfonDfqY26f0fPbZZwpQDg4OFlsJKKXUo0ePzLZwehpBn8d/BB85ckT99ddfqVr5devWzWJZ7du3V4Dy8fFJ9aM9paNHj5p+SI8ZMybN+pTHp6XvreDgYFPwyNvbW12/fj3d7RQpUiTNeSTl+5gcRDEajWa3d/36ddP2+vbta7Elz+jRo03nzscDCJlhNBrVhQsX0k0zduxYUzDr8dZSSuXc57tLly6mMv78888068PDw9O0zHtS1apVM11XpBQWFqZsbW0VoIYOHWoxf3JrHnMtdpJlFFRPlhPnEKUyf84SQoinRYI+QuRR6QV9bt26ZVq3evXqLJV78OBBU970mufv2bPHlG7QoEFp1qe8iLHUuiblPtjb25sNQCmlUt3VPXHiRJb2J9n333+vAOXs7Gz2oj3ljxpzAYdkX3/9tSnd0qVLs1yPl19+2fTj1dyPkGQtWrQwXWzfvn07zfqnHfQxGo3qxo0bauXKlaps2bKmNOaCiPHx8apw4cIZXmwrpdSGDRtMZaX84RITE6NcXFwUJHXls/TD6u7du6YL+8wEfXbt2mWxLilb6WR0XCW3zqpfv36q5S1btlSA6ty5c7r5H7d3794nOqbT+1GSshXJ/v37LZYxcOBAU7pDhw6lWpfys1mjRg2L78emTZuy/V2TLCtBn/RaR4wcOdKULmXrkGQpj4vly5dbLCfl6/f46/Ksgz5vvfWWAlS1atXSTWfJ0wj6pPcoXbq0+vXXXy12sQsKCsr08TJixAhTwOZxmQn6pPyuXrRokcXtfPHFFxa/01O+j66urio8PNxiOcOGDTPVNyYmxmK6hIQE002ITz/91GK6J5GYmKg8PDwsns9y4vN9+/ZtZWVlpQDVvn17i3VJeU3xpEGflN0Hf/zxxzTrk28kFSxYMM0NpGQ5GfTJiXOIUpk/ZwkhxNMiAzkLkQ+5u7tjY2MDwO+//57u4KaPSznw4ptvvmkxXf369SlXrlyaPI+rUqWKKd3jkqdZBWjZsiVubm4Wy0h2+fJli9tKFh4ezpUrVzh16hQnT57k5MmT2Nvbp1pniUajoW/fvhbX9+/f3zSoYlYHqUxMTDQNENmyZUt8fHwspn3rrbdMeZIH2nzaUg6IqtVq8fHxoXPnzpw9exYXFxcmTpzIlClT0uQ7dOiQaYDmV199Nd1tNGrUyPQ85aDYR44cISwsDIA+ffpYHLiyYMGCtG7dOlP74+PjQ8OGDS2uX716NZA0GGjKYzG9egcGBqYakLNw4cIA7Nq1i0uXLmWqXinzAWYHnn0Sycdl+fLlqVu3rsV0ycdYyjzmvP766xbfjxo1apieZ+az+aSSZ+nJqC7pfcYLFChAx44dLa4fMGCA6fnTGog2s5KPk9OnT3Po0KEs5x8/fjwq6QaeaZDYp+n8+fPMnTuXffv2mV2f/Jmzt7enXbt26ZaV/Jm7fft2hoPHm5P83rm6utK1a1eL6QYOHJgmjzkdOnTAycnJ4vrkfevQoQO2trYW0+l0OurVqweQIxMDGI1Gbt++zblz50znuzNnzlC0aFEATpw4kW7+7H6+AwICTN+F/fv3t1h+7dq1qVChQqb2JSPJgzBbW1ubPdf07t0bgHv37vH333/nyDbTkxPnkJQyOmcJIcTTIkEfIfIhvV5Pjx49AFi+fDklS5ZkxIgRbNiwwfTD2pKTJ08CYGNjQ7Vq1dJNW6dOHQAuXLhAfHy82TSlS5e2mN/V1TXL6SzN4nXt2jXef/99/Pz8cHFxoXjx4lSsWJFKlSpRqVIl3n77bVPax2cMS8nf3x8PDw+L6z09PU2zdyS/Vpl1+fJloqOjgf9eO0tSrs/qdp6GJk2aMHjwYLM/Dg4fPmx6Xq9ePbOzESU/HB0dTWnv3r1rep5yH1P+0DCnZs2amapzRhfhyfU+d+5cunXWaDS89957AMTHx6eazaZPnz4AhISEULFiRXr27Mm8efO4ePFiutv29/c3Xdx/9913VKhQgbFjx7J9+3bTMZIdcXFxXLhwAcj4GKtWrZpp2uL0jrGyZctaXJcyUJveDHs5JSfqUq1aNXQ6ncX1VatWNQXNc/uz99prr2FtbU1cXBz169enQ4cOzJo1i1OnTuXabF3JQaTkh8Fg4N69e/z1119UqVKFffv20aJFC9Nseyklf+aio6PR6XTpfubat29vypfyuyKzkt+7lMe5OQULFszUd3p63ydhYWGmz/zPP/+c4ffJ8uXLgeztFyS9BwsXLqRp06Y4OjpSpEgRypYtazrfVapUiePHjwPpn+8g+5+poKAg0/NatWqlu43atWunuz4zjEajaWaul19+GXd39zRpUi5PnuHracqJc0hKGZ2zhBDiaZGgjxD51IwZM+jQoQOQFBCZMmUK7dq1w93dndq1azN16lTCw8PT5Eu+GHFzc0v3hxFAoUKFgKQL0IcPH5pNk9zCxhytVpvldObukG3cuJHy5cszY8YM01Tm6YmJibG4zsvLK8P8BQsWBMjyVNUp0yeXYUnya5ud7WTX3LlzCQoKIigoiMDAQJYuXUqbNm2ApDuaLVu2NDuNsrkpxTMjZXAj5fGT0Xvg6emZqfILFCiQ7vqcqHfz5s2ZMWMGdnZ2xMbGsmTJEgYMGECpUqUoWrQo77zzjsU77YsWLTLd8T99+jQTJ06kefPmuLq60rhxY2bNmpXhtNePS/k6ZnSMWVtbm34gpXeMPclnM6flRF0yOr50Op3px+6z+uxZUrZsWRYtWkSBAgVITExk3bp1vPvuu1SsWBEvLy/eeOMNdu/enat11Gq1eHl50aVLF/bs2UPp0qWJi4ujX79+ac4LOfGZy6zk9y6jzwH8932b3vud3vfJs9yv2NhY2rVrxxtvvMGOHTvSPZ9B+uc7yP5nKivf2Zl5DzKyZcsWbt++DfzXoudxKVsArV692uw1Tk7K6fc9o3OWEEI8Len/4hNC5FnOzs6sWbOGQ4cOsXTpUgICAjhx4gQGg4HAwEACAwOZMmUKq1atMv3wTMlSc++UcutOc0ohISG8/vrrREdH4+joyPDhw2ndujUlSpTAxcXFdMd++/btNG/eHEi/3s9qvzOznWfN39+fihUrmv6uWbMm3bt355NPPuGbb77hyJEjfPLJJ/zwww+p8qX8MbBjxw6zd2DNyUyA7UlYWVmluz653vXr12fWrFmZLtfb2zvV34MHD6Z79+78+eefbNmyhb179xIWFsatW7f4+eefmT17NqNHj+aLL75Ila9IkSLs27ePbdu2sWLFCnbu3Mnp06dJSEhg165d7Nq1i6lTp7Jhw4Z0W8JZkl8+w89afntdunbtSosWLViyZAmbN29m9+7d3L9/nwcPHrBw4UIWLlxI3759mTt3bqof6bnB0dGRd999l6FDhxIeHs7y5ctTdSNM/sz5+/uzZs2aTJfr7++f7Trl1Pud3vdJyu/ADz/8MN2u0Skln5+yYtKkSWzcuBGAxo0bM3jwYKpXr06hQoWws7MzHQONGjVi9+7dT+1YTlluRq9xTtQhZcudjLoRQ1Kwa9myZZl+L7Ijp84hyTI6ZwkhxNMiQR8h8rnatWubmlZHRESwY8cO5s2bx8qVKwkODqZr165cunQJOzs74L/m3CEhISQmJqbb2ufevXtA0gVfbt2hWrZsGY8ePQJgxYoVtGzZ0mw6Sy2RHpe8T+lJvrtnaQwiS1Kmz6hZf8r1Wd1OTps0aRKbNm3in3/+YebMmQwaNIgyZcqY1qcM8tjY2KQKHGVWyuMnODg43SDH/fv3s1y+Oe7u7ty7d4/79+9nq84peXl58eGHH/Lhhx9iNBo5fvw4K1asYObMmTx69IhJkyZRq1Yts2PJNG/e3BSQDAkJYevWrcyePZvt27dz6dIlevTowbFjxzJVj5SvY0bHWGJiYqqWfS+KjD7jiYmJpu+Lx1+XlEEVo9FosYyoqKgnqGFaLi4uvP3226ZuqqdPn2bNmjVMnz6d27dvs2DBAqpVq8aQIUNydLvZkbK7UMouQPDfd8W9e/coW7Zshq1Jn4Sbmxt37tzJVBeq5GMiu5+DlN+B0dHRT/x9YolSil9//RWABg0asH37douBvsye87Ir5Wt17969dMeoy26LmGQRERGsWrUqy/l+++23pxr0yclziBBC5Cbp3iXEc8TJyYkOHTqwYsUKPvjgAwDu3LnDnj17TGmSL1zi4+Mz/KGZPLBoqVKlsnXHMiecOnUKSLoAtRTwgdTjzqTnypUrhISEWFx///59rl69CpDli7zixYubmtIfPHgw3bQpB23N7YtJnU7H5MmTgaQ7m+PGjUu1PuXYT9kdPDPlQJ8ZvVeZfS8zklzv8+fPZ6pbYGZptVqqV6/OF198wbZt20zLly5dmmFed3d3evTowbZt23jllVcAOH78uGmcnozo9XpKlSoFZHyMHTt2jISEBCD3j7Fn6fjx4+kObn/ixAnTGGWPvy4pB/JN70f1uXPn0q3Dk7b0K1++PCNHjuTAgQM4ODgAmTu+noWUr23y8ZUs+TMXHR3N3r17n2o9kt+7lMe5OcHBwabPf3Y/B56enhQpUgRIGgz6abWuCQ0NNQWxXn31VYsBn8jIyAyPwSdVqVIl0/PAwMB002a0PiPLli0zdYn6/PPPWbRoUbqPN954A4Ddu3ebztdZkdnP59M6hwghxLMmQR8hnlPJLQsg9UCPLVq0MD2fM2eOxfz79+/n9OnTafI8a8k/MOLi4izeeY+Ojs70oI5KqXTTzp8/33RBn9X91ul0NG7cGEganyC9GWmS7+ZaWVnRpEmTLG3naWjXrp1pgOVly5al+kHRoEED013fWbNmZWschZo1a+Li4gIkzThn6UfTvXv32Lx5c5bLNyc5qALwzTff5EiZj6tevbqp9U1GA6o+ztJnNCPJx+Xp06c5cOCAxXTJx1jKPC+C0NBQ1q5da3H93LlzTc8ff11SdjNKL/j4559/pluHlLM7xcXFpZs2PT4+PqZWcVk9vp6WlD/wH2/9kbKl29P6zCVLfu8ePXrEX3/9ZTHdnDlzsv2dnlLy98nly5dNAzXntJQBtfTGA5ozZ066ga6c0LRpU1N3pORZtcw5fPjwEw+InnxOLlCgACNHjqRnz57pPkaMGAEknc9///33LG8v+fOZ0WfzWZxDhBDiWZCgjxD50OXLl01Tg1uSskVGyh8ytWvXNs3E8euvv7Jly5Y0ecPCwvi///s/IKlVw7vvvpsT1c6W5FYNUVFRZi+0DQYDAwcONA0AmRkTJ040e5f0zJkzTJo0CUiaSjm9aZ8tGTx4MJB0B3zAgAFmZz2bO3eu6f3p2rVrqum9c9OYMWOApG4tyS1/IOkCefjw4UBSl6KePXum270lIiKCGTNmpFpma2trmgnr6NGjfPvtt2nyGY1G/u///i/Lgxtb0rVrV8qVKwfATz/9lG6QE5Jm9nk8WLBkyZJ0B0o9fPiwqUVIys/Z8ePHTbPrmKOUMk0frdFoTLMLZca7775ragHw9ttvm52x7++//zbtb8rP/Ivio48+MtvNa+fOncyePRtImkXu8delYsWKpgDnjBkzzP4oXLRoUbpBBiDVZ/rSpUsW061atcrUfdWcGzducPbsWcD8uDfjx483zR40f/78dOuUE65du8aPP/5o+rtt27ap1teqVYtWrVoBsGHDhjStBh939epVFi1alK269O/f39SyctiwYWaD7CdOnDB9lxUpUoROnTpla1sAH3/8MXq9HoB33nknwxaJGzZs4J9//snSNjw9PU2zWS5evNjs+SMwMND0Xf00pTwHrlmzxmxLs8jIyFQzZ2bHtWvX2LVrF5AUNExvJrZkFStWNHVBzk7QJ/nzefny5XRbbeXEOUQIIfICCfoIkQ9dv36dJk2aUKFCBcaMGcOqVatMgzevWLGCHj16MHPmTCCpefLjUzvPnj0bGxsbDAYD7dq1Y9iwYezYsYPDhw/zyy+/UL16ddNYDcOHD8/VriGvvvqq6UK7X79+jB49mu3bt3P48GEWLFhAnTp1WLRoEfXr189UeaVKlcJoNFK3bl2++uorDhw4wIEDB/jqq6+oV6+e6Qf09OnTs9WlrV27dnTv3h1I6gZQp04dFi5cyJEjR9i6dSsDBw5k4MCBQFKXNXPBj9zSsWNHU5P+P//8kytXrpjWjRgxwtQyJXk2tS+//JIdO3Zw/Phxdu/eza+//krv3r0pXLgw48ePT1P++PHjTbPoDB8+nN69e7N582aOHj3K0qVLadiwIatXr041/e+TdJOxsrJiyZIlODo6opRi4MCBtGnTht9++42DBw9y9OhRNm3axJdffkn9+vWpVKlSmmDqJ598gre3N/369WPu3Lns2bOHY8eOsXXrVsaPH0/r1q1N20o5oO3x48epVq0atWvXZuLEiaxfv54jR45w4MABFi1aROvWrU0/Djp27JilwF+lSpUYNmwYkDSmSvXq1Zk9ezaBgYHs3LmT4cOH0759ewwGAzY2Nvz888/Zfg3zoypVqnDr1i1q1KjBzJkzCQwMZM+ePYwePZo2bdqYxjJL/o5MSafTmX7Enjx5kmbNmrF69WqOHTvGxo0bGTBgAL179zY7OH5KL730kun50KFD2bVrFxcuXODixYtcvHjR1KLj+++/p0iRIrz66qvMmjWLnTt3cvz4cQICApgyZQr169c3BR2fVfD95MmTqR7//PMPAQEBfP7559SoUcPU4qhXr15UrVo1Tf558+aZjufPP/+cunXrMnv2bPbv32/67Hz77be0atWKkiVLZhhAs8TT05MpU6YAcPv2bWrWrMl3333HwYMH2bdvH59//jkNGjQgMjISjUbD7NmzMxVQsMTf3980mG9oaCj169dn4MCBrFq1iqNHj3Lo0CFWrFjByJEjKVmyJO3ateP69etZ2oZWq6VXr15A0ndIw4YNWbx4MYcPH2bbtm0MGzaMRo0aYWtrm63B37Nq2rRppi6Pr7/+OoMHDyYgIIAjR44wb948atSowbFjx6hZs2a2t/Hbb7+ZAi9du3bNdL7ktBcuXGD//v1Z2mby5zM4OJiPPvqII0eOmD6bKbtx5cQ5RAgh8gQlhMiTAgICFKAANW7cOIvr0nuUK1dOXblyxWz5mzdvVs7OzunmHzx4sDIYDGbz+/r6KkD17ds33f2wtA8pXblyxZRu3rx5adbPnTtXabVai/Xs0aOH2rp1q+nvgICANGU0btxYAapx48Zq3bp1yt7e3mxZWq1WTZ06Nd19ykhMTIzq3Llzuq+tt7e3OnbsmMUyMvv6ZmTcuHHpvi6PW7x4sSn922+/nWpddHS06tOnT6aOPX9/f7PlHz9+XHl6elrM169fPzVnzhzT33fv3k1TRlZfmxMnTqhSpUplqt4TJkwwu630Hra2tmrBggWp8s2bNy9T22vQoIEKCQlJU+eUx6s5BoNBDRo0KN2yXVxc1ObNm83mT/kdktFxkZnPcHoyOgZTrk9PRnVOeVz88ssvSqfTmX1dbGxs1KJFiyxuJyoqStWtW9fi69q4cWMVFBSU7neWUkq9+uqrFstI/l5Ofp/Te1hZWanJkydn+NpaqkdmZKYej3/nxsbGWizv6tWrqlatWpkqq3///mnyZ+X4nDRpUrrnB71en+bzmSyjc485ixcvzvDcCUnnku3bt2eqzJQePXqkqlatarFcNzc3tXPnznS/I3Ly8x0QEKCcnJws1mfcuHGZ/gybk/zd7OzsnO4x9bijR4+atvnOO++Ylvft21cBytfX12LeiIgIVbx4cbP7Yy7fk5xDlMq587kQQmSXtPQRIh9q2LAh+/fv5/PPP6dZs2aULFkSJycnrK2tKViwIK1ateLnn3/m+PHjFruNtGrViosXLzJ69GiqVq2Ks7Mzer2eYsWK0atXL3bv3s2MGTNyfYpgSGrGv3v3bjp16oSnpyfW1tYULlyYNm3asGTJEhYvXpylqVDbtWvH4cOH6d+/P76+vtjY2ODl5UXXrl3Zs2ePqRVFdtna2rJixQrWrFlDly5d8Pb2xsbGhgIFClCnTh2+/PJLzp07Z/YueW7r3r27aXae+fPnc/PmTdM6Ozs7FixYwOHDh3n33XepUKECLi4u6HQ6XF1dqVq1Km+++SbLly/nzJkzZsuvUqUKp0+fZtiwYZQqVQq9Xo+HhwdNmzblzz//ZN68eanGDEoeB+hJVK5cmdOnT7NgwQI6deqEj48Ptra22NjYULhwYZo0acKYMWM4cuQIY8eOTZV3165d/Prrr/To0YNKlSrh6emJTqfD2dmZ6tWr8/HHH3P69GlT17Vkr7/+OgEBAYwePZqGDRvi7++Pvb09NjY2FC1alFdeeYU///yTnTt3ZmtGIa1Wy8yZM9m1axe9evWiWLFi6PV6nJ2dqVq1KqNHj+bChQumrjYvmoEDB7J7925effVV0+evSJEi9OnTh2PHjtGzZ0+Lee3t7dm+fTuTJk2iUqVK2NnZ4ezsTK1atZgxYwbbtm3D0dExwzosXLiQb775htq1a+Pi4mL2u3Tp0qX88ccf9OvXj6pVq1KoUCF0Oh2Ojo5UrFiRQYMGcezYMUaNGvVEr8eT0Gg0ODk5Ub58ed5880127tzJ4sWLTS0wzfH19eXgwYOsXLmSnj17mo5/a2trPD09eemllxg2bBg7d+7MsMtMRkaPHs2xY8d46623KFGiBHZ2djg4OFCuXDmGDBnC2bNn03w+n0SPHj24evUqX331FU2aNMHLywtra2vs7e0pXrw4HTp04Ntvv+Xq1as0bdo0y+W7uLiwd+9eJk6cSKVKlbC1tcXR0ZFy5coxfPhwTpw4QaNGjXJsfzLSpEkTTp06xbvvvms6XxYsWJB27dqxadMms606M2v//v2mQezbt2+f7jH1uGrVqlG8eHEgqRuuua5wljg6OrJv3z6GDBlCuXLlTN0ELXmSc4gQQuQFGqWe0hQEQgiRhzRp0oSdO3fSuHFjduzYkdvVEekYOHAgc+bMoWjRoukOhi1ESn5+fly7do2+ffs+k/FthBBCCCHyg9y/hS+EEEL8KyYmhtWrVwNQt27dXK6NEEIIIYQQ+ZsEfYQQQjwzly5dsjhbisFg4N133zUNFNu3b99nWTUhhBBCCCGeO7rcroAQQogXx8SJEzl06BA9e/akTp06eHl5ERMTwz///MMvv/zC0aNHAWjevDnt2rXL5doKIYQQQgiRv0nQRwghxDN15swZxo0bZ3F9/fr1WbJkyRNN1y6EEEIIIYSQoI8QQohnaNSoUZQuXZotW7Zw7do17t+/T0JCAu7u7tSsWZMePXrQs2fPPDFrnBBCCCGEEPmdzN4lhBBCCCGEEEII8RySW6lCCCGEEEIIIYQQzyEJ+gghhBBCCCGEEEI8hyToI4QQQgghhBBCCPEckqCPEEIIIYQQQgghxHNIgj5CCCGEEEIIIYQQzyEJ+gghhBBCCCGEEEI8hyToI4QQQgghhBBCCPEckqCPEEIIIYQQQgghxHNIgj5CCCGEEEI8Q35+fvj5+eV2NdLQaDQ0adIkt6shhBAiB0nQRwjxRAwGA7/88guNGzfGzc0Na2trvLy8qFy5MgMHDmTNmjW5XUUhhBAiFY1Gk6XH/Pnzc7vKeZJcAwghRN6ny+0KCCHyL4PBQPv27dm0aROurq60a9eOokWLEhoaysWLF/n99985e/Ysr7zySm5XVQghhDAZN25cmmXff/89YWFhDBkyBFdX11TrqlatmqPb37ZtW46WlxvkGkAIIfIHCfoIIbJt0aJFbNq0iSpVqrBz505cXFxSrX/48CFHjhzJpdoJIYQQ5o0fPz7Nsvnz5xMWFsaHH3741LtelShR4qmW/yzINYAQQuQP0r1LCJFte/fuBaBfv35pLvYAChQoQIsWLVIti42N5csvv6RSpUrY29vj7OxMw4YNWbx4cZr8O3bsQKPRmL04B/NjIsyfP9/UFH/9+vU0atQIZ2dnNBqNKY3BYGDWrFnUr18fFxcX7OzsKFmyJAMHDuTChQupyktMTOTHH3+kbt26ODs7Y29vT7Vq1ZgxYwZGozEzL5MQQoh8rF+/fmg0Gi5fvsz3339PpUqVsLOzM419Ex8fz4wZM2jbti2+vr7o9XoKFChA8+bNWb9+vdkyMzp/BQQE0KRJE5ycnHB2dqZt27acOnXKbFnR0dF8+eWXVK1aFQcHBxwdHalXrx6LFi0ymz4+Pp6JEydSokQJ9Ho9/v7+jBkzhri4uCy9Ltm5BgC5DhBCiGdNWvoIIbLN09MTgPPnz2cqfXx8PK1atWL37t2UL1+ewYMHEx0dzbJly3jttdc4duwYX3/9dY7UbdmyZWzatIm2bdvyzjvvcOXKFVMd2rVrx9atW/Hx8aFXr144OTlx9epVVq5cSYMGDShVqhQACQkJdOjQgc2bN1O2bFlef/11bG1tCQgI4P333+fAgQMsXLgwR+orhBAib/vggw/Ys2cP7dq1o23btlhZWQEQGhrKkCFDeOmll2jZsiWenp7cuXOH1atX0759e37++WfefvvtTG9n3bp1rF69mpdffpl33nmH06dPs2HDBgIDAzl9+rTp3Avw6NEjmjVrxrFjx6hRowYDBgzAaDSyefNmXn/9dU6dOsUXX3xhSq+U4tVXX2X16tWUKFGC9957j/j4eObOncs///yTpdcjq9cAINcBQgiRK5QQQmTT8ePHlbW1tdJoNKpXr15q6dKl6vLlyxbTT5o0SQGqffv2KiEhwbT87t27ysfHRwFq9+7dpuUBAQEKUOPGjTNbnq+vr/L19U21bN68eQpQGo1Gbdy4MU2eUaNGKUB16NBBxcbGploXGxurgoODTX+PGzdOAWrIkCEqMTHRtDwxMVENGDBAAWrlypUW91cIIUT+4evrqwB15cqVVMv79u2rAOXt7W32HBcbG6tu3LiRZnloaKgqV66cKlCggIqOjk6zLUvnLysrK7V169ZU60aOHKkA9dVXX5mt29SpU1Mtj4mJUa1bt1YajUYdPXrUtPyPP/5QgKpbt66KiYkxLQ8JCVHFixdXgGrcuHGafTEnq9cASsl1gBBC5AYJ+gghnsiyZctU4cKFFWB6uLu7qy5duqj169enSluiRAml0WjUuXPn0pQze/ZsBaj+/fublj3JxV7Hjh3TpE9MTFQuLi7Kzs5O3bp1K939MhgMyt3dXRUuXDjVhV6yhw8fKo1Go7p165ZuOUIIIfKHjII+3333XZbLnDp1qgLUzp0702zL0vmrd+/eacq5fPmyAlTXrl1Nyx48eKCsrKxUrVq1zG77+PHjClDDhw83LWvRooUC1Pbt29OkT95+ZoM+SmXtGkApuQ4QQojcIN27hBBPpFu3bnTs2JGAgAD27NnDsWPH2LNnDytWrGDFihUMGDCAX3/9lcjISC5dukTRokUpXbp0mnKS+/0fPXo0R+pVp06dNMvOnj1LWFgYderUwdvbO93858+fJyQkhFKlSjFx4kSzaezs7Dh79myO1FcIIUTeZu68kuzUqVNMmTKFXbt2cefOHWJjY1Otv3XrVqa3U7NmzTTLfHx8gKTBkZMFBgZiMBgA8wNTJyQkAKQ6Tx09ehStVkuDBg3SpE8eoygrMnsNoNFoiIiIkOsAIYTIBRL0EUI8MWtra1q1akWrVq2ApAES//rrLwYMGMDcuXN55ZVXqFGjBgCFChUyW0bhwoUBCAsLy5E6mdvOo0ePAChSpEiG+UNCQgC4cOECEyZMsJguMjIyexUUQgiRr1g6fx04cIBmzZqRmJhI8+bNeeWVV3B2dkar1XL8+HFWr16dpUGSzQ2KrNMlXbInB3ngv/NUYGAggYGBFstLeZ4KCwvDzc0Na2vrNOks7V9GMnMN0LFjR9P5Xa4DhBDi2ZLZu4QQOc7KyopXX32VoUOHArBt2zbTRezdu3fN5rlz5w6Q+mJXq036ikpMTDSbJ70Lw5SzdCRzdXUFMnfHNbkenTt3RiV1hTX7SB4YUgghxPPN3HkF4IsvviAmJoa///6bjRs38v333/P5558zfvz4dFsHPank89TQoUPTPU8FBASkyhMaGmpqBZSSpfNzVpm7BkhZX7kOEEKIZ0uCPkKIp8bJyQlImi3EycmJEiVKcOvWrTTToQKmi9Lq1aublhUoUACAGzdupEl/8eJF0x27zCpbtiyurq78888/povLjNIeOHDA7MWxEEIIAUnnIzc3N7Pdo3bu3PnUtlu7dm20Wi27d+/OdJ7q1atjNBrZs2dPmnU7duzIwdqlvgZI/luuA4QQ4tmToI8QItsWLVrEli1bMBqNadbdvXuXX375BYBGjRoBMGDAAJRSfPzxx6maqD948MDUX37AgAGm5WXLlsXZ2ZnVq1cTHBxsWh4TE8MHH3yQ5fpaWVkxaNAgYmJiGDRoEPHx8anWx8fHc//+fSCpKf3777/PnTt3+OCDD4iJiUlT3p07dzh9+nSW6yGEEOL54efnR2hoaJopz+fMmcPmzZuf2na9vLzo1asXhw8fZuLEiWZbw1y6dClVS5T+/fsD8Omnn6Yadyg0NDTV1O6ZkdVrAJDrACGEyA0ypo8QItsOHjzIDz/8QKFChWjQoAH+/v4AXLlyhfXr1xMTE0PHjh3p1q0bAMOHD2fjxo2sXr2aKlWq0LZtW6Kjo1m2bBnBwcGMGDEi1eCS1tbWfPTRR4wfP55q1arRuXNnEhMT2bJlC97e3hkOwmjOuHHjOHjwIKtWraJ06dK0a9cOJycnbty4wd9//82UKVPo168fAJ999hknTpxg1qxZrF27lmbNmlGkSBGCg4O5cOECe/fuZdKkSZQvX/7JX0whhBD50ocffsjmzZtp0KABr776Ki4uLhw+fJg9e/bQrVs3li9f/tS2PWPGDC5cuMDYsWP5/fffadCgAQULFuT27ducOXOGwMBAFi1aZDo/v/baayxZsoQ1a9ZQsWJFOnbsSEJCAsuXL6dWrVpcunQp09vO6jUAyHWAEELkimc2T5gQ4rlz/fp1NWPGDNWpUydVunRp5eTkpKytrVWhQoXUyy+/rH7//XdlMBhS5YmJiVGTJk1SFSpUULa2tsrR0VHVr19f/fnnn2a3YTQa1ddff62KFy+urK2tlY+Pj/r4449VVFRUulO1zps3z2K9ExIS1PTp01WtWrWUg4ODsre3VyVLllRvvfWWunDhQprt//bbb6pZs2aqQIECytraWnl7e6v69eurSZMmqevXr2frtRNCCJG3ZDRl++PLU1q7dq2qU6eOcnR0VC4uLqply5Zq586dFs9J2Tl/YWE69bi4ODV9+nRVr1495ezsrGxsbJSPj49q1qyZ+u6779SDBw/SpJ8wYYLy9/dXNjY2ytfXV40ePVrFxsZmacr27FwDKCXXAUII8axplPq3o60QQgghhBBCCCGEeG7ImD5CCCGEEEIIIYQQz6F8G/SJiIhgxIgRtGrVCk9PTzQaDePHj0+Trl+/fmg0mjSPsmXLmi13+vTplC1bFr1ej7+/PxMmTDA7Yn9wcDD9+vXDw8MDe3t76tWrZ5qS8nFbt26lXr162Nvb4+HhQb9+/VINRieEEEIIIYQQQgiR0/Jt0CckJITZs2cTFxdHp06d0k1rZ2fH/v37Uz2WLFmSJt2kSZMYMmQIXbp0YfPmzQwaNIjJkyczePDgVOni4uJo3rw527Zt44cffmD16tUULFiQNm3apJmac+fOnbz88ssULFiQ1atX88MPP7B161aaN29OXFzcE78OQgghhBBCCCGEEObk2zF9kqut0Wh48OABnp6ejBs3Lk1rn379+rF8+XIiIyPTLS8kJISiRYvSp08ffv75Z9PyyZMnM2bMGE6ePGkamf/HH39k8ODB7Nu3j3r16gGQmJhIlSpVcHR05ODBg6b8tWvXJioqihMnTqDTJU2Wtm/fPurXr8+PP/7Iu++++8SvhRBCCCGEEEIIIcTj8m1Ln+RuWjll06ZNxMbG0r9//1TL+/fvj1KKVatWmZatXLmSMmXKmAI+ADqdjt69e3Po0CFu3boFwK1btwgMDOSNN94wBXwAXnrpJUqXLs3KlStzrP5CCCGEEEIIIYQQKeXboE9WxMTEUKhQIaysrChatCjvvfceoaGhqdKcPHkSgEqVKqVaXrhwYTw8PEzrk9NWrlw5zXaSl506dSpVmZbSpixTCCGEEEIIIYQQIifpMk6Sv1WpUoUqVapQsWJFIGmMne+++45t27YRGBiIo6MjkNS9S6/X4+DgkKYMNzc3QkJCTH+HhITg5uZmNl3y+pT/W0qbsszHxcXFpRrzx2g0Ehoairu7e462cBJCCPH8UEoRERGBt7c3Wu0LcV8nxxiNRm7fvo2Tk5OcZ4UQQqTxvJ9jY2NjiY+Pz+1qpGFjY4OtrW1uVyNfe+6DPkOHDk31d8uWLalWrRrdunXjl19+SbU+vYu8x9flRNr0yvjyyy+ZMGGCxfVCCCGEJTdu3KBo0aK5XY185fbt2/j4+OR2NYQQQuRxz+M5NjY2Fn9fR+4GG3K7KmkUKlSIK1euSODnCTz3QR9zOnfujIODAwcOHDAtc3d3JzY2lujoaOzt7VOlDw0NpUaNGqnSmmulk9xlLLllj7u7O4DFtOZaACUbNWoUH330kenvsLAwihUrxo0bN3B2ds7MbgohhHjBhIeH4+Pjg5OTU25XJd9Jfs3kPCuEEMKc5/kcGx8fz91gA9eO+OHslHdaMYVHGPGtcZX4+HgJ+jyBFzLoA0nN81I2y0seyycoKIg6deqYlt+9e5cHDx6Yuoclpw0KCkpTZvKy5LTJ/wcFBdG2bds0aVOW+Ti9Xo9er0+z3NnZWS5GhRBCpEu6J2Vd8msm51khhBDpeZ7Psc5OWpydrHK7GiKH5Z0w3jO0fPlyoqOjqVu3rmlZmzZtsLW1Zf78+anSzp8/H41GQ6dOnUzLOnfuzNmzZ1NNzZ6YmMjChQupU6cO3t7eABQpUoTatWuzcOFCDIb/msodOHCAc+fO0aVLl6ezg0IIIYQQQgghRBYYURjz1D+V2y/JcyFft/TZuHEjUVFRREREAHD69GmWL18OQNu2bbl//z6vv/46PXv2pGTJkmg0Gnbu3Mn3339PhQoVGDhwoKksNzc3xowZw2effYabmxutWrUiMDCQ8ePHM3DgQMqXL29KO2DAAGbOnEn37t356quv8PLy4scff+TcuXNs3bo1VR2//vprWrZsSffu3Rk0aBDBwcGMHDmSihUrppkeXgghhBBCCCGEECKnaJRS+TZ85ufnx7Vr18yuu3LlCi4uLrz55pscO3aMe/fuYTAY8PX1pXPnzowePRoXF5c0+f73v/8xc+ZMrl69SqFChejfvz+ffvop1tbWqdLdu3ePESNGsG7dOqKjo6latSoTJ06kRYsWacrcsmULY8eO5fjx49jb29O+fXumTJmCl5dXpvc1PDwcFxcXwsLCpNm5EEIIs+RckX3y2gkhhEjP83yeSN63kPP+eW5MH/fSV57L1/xZytdBnxfJ8/wlI4QQImfIuSL75LUTQgiRnuf5PJG8b8HnfPNc0MerzLXn8jV/lvLOOyqEEEIIIYQQQgghcowEfYQQQgghhBBCCCGeQ/l6IGchhBBCCCGEEEI8uaTZu/LO6C95qS75mbT0EUIIIYQQQgghhHgOSdBHCCGEEEIIIYQQ4jkk3buEEEIIIYQQQogXnBEjxtyuRAp5qzb5l7T0EUIIIYQQQgghhHgOSdBHCCGEEEIIIYQQ4jkk3buEEEIIIYQQQogXnEEpDCrvzJiVl+qSn0lLHyGEEEIIIYQQQojnkAR9hBBCCCGEEEIIIZ5D0r1LCCGEEEIIIYR4wRlRGMk7XaryUl3yM2npI4QQQgghhBBCCPEckqCPEEIIIYQQQgghxHNIuncJIYQQQgghhBAvOCMKQx7qUiXdu3KGtPQRQgghhBBCCCGEeA5J0EcIIYQQQgghhBDiOSTdu4QQQgghhBBCiBeczN71fJKWPkIIIYQQQgghhBDPIQn6CCGEEEIIIYQQQjyHpHuXEEIIIYQQQgjxgjMohUHlnS5Veaku+Zm09BFCCCGEEEIIIYR4DknQRwghhBB53q+//opGo8HR0THNuqNHj9KiRQscHR1xdXWlS5cuXL58ORdqKYQQQgiRt0jQRwghhBB52q1btxg+fDje3t5p1p09e5YmTZoQHx/P0qVLmTt3LufPn6dhw4bcv38/F2orhBBC5E/GPPgQT06CPkIIIYTI09555x0aNWpEy5Yt06wbO3Yser2edevW0bZtW7p06cL69eu5f/8+U6dOzYXaCiGEEELkHRL0EUIIIUSetXDhQnbu3MmPP/6YZl1iYiLr1q2ja9euODs7m5b7+vrStGlTVq5c+SyrKoQQQgiR58jsXUIIIYTIk4KDg/nwww/56quvKFq0aJr1ly5dIiYmhsqVK6dZV7lyZbZs2UJsbCy2trbPorpCCCFEvmZAYSDvzJiVl+qSn0nQRwghhBB50qBBgyhTpgzvvvuu2fUhISEAuLm5pVnn5uaGUoqHDx9SuHDhNOvj4uKIi4sz/R0eHp5DtRZCCCGEyDuke5cQQggh8py//vqLtWvX8ssvv6DRaNJNm956S+u+/PJLXFxcTA8fH58nqq8QQgghRF4kQR8hhBBC5CmRkZEMHjyY999/H29vbx49esSjR4+Ij48H4NGjR0RFReHu7g781+InpdDQUDQaDa6urma3MWrUKMLCwkyPGzduPLX9EULkH0ajYs/xywQcuUCiQeYOEi8Wg8p7D/HkpHuXEEIIIfKUBw8ecO/ePaZNm8a0adPSrC9QoAAdO3Zk+fLl2NnZERQUlCZNUFAQJUuWtDiej16vR6/X53jdhRD528xlu/l942EA2jeowNiBrXO5RkII8WQk6COEEEKIPKVQoUIEBASkWf7VV1+xc+dONm7ciIeHBzqdjg4dOrBixQq++eYbnJycALh+/ToBAQEMHTr0WVddCJHP7Th60fR817FLuVgTIYTIGRL0EUIIIUSeYmtrS5MmTdIsnz9/PlZWVqnWTZgwgVq1atG+fXtGjhxJbGwsY8eOxcPDg2HDhj27SgshnguNqpXgj01HAGhQtXgu10aIZ8v47yOvyEt1yc8k6COEEEKIfKts2bLs2LGDTz75hG7duqHT6WjWrBlTp07F09Mzt6snhMhn3n+1EdXLFCUh0UCj6iVzuzpCCPHEJOgjhBBCiHxh/vz5zJ8/P83yGjVqsHXr1mdfISHEc0er1dCwWoncroYQQuQYCfoIIYQQQgghhBAvOCMaDGhyuxomxjxUl/xMpmwXQgghhBBCvNCUUgScucTSg/8QHhOb29URQogcIy19hBBCCCGEEC+0P/cfZ/LaHQAsPvgPf73fC41GWhkIIfI/CfoIIYQQQgghXmgHL90wPT935z6RcfE42epzsUZCPHtGlfTIK/JSXfIz6d4lhBBCCCGEeKG1qljK9LxuCR8c9TY5Uu7dkHCmLQ7g59X7iI1LyJEyhRAiK6SljxBCCCGEEOKF1r5aOYp7uXE/Iop6JYvlWNeu9777i+vBj1AKQsOjGfVGixwpVwghMkuCPkIIIYQQQogXXvkiBXO0PKUUN4IfYfy3j8qVO6E5Wr4QOc2Qx2bvykt1yc+ke5cQQgghhBBC5DCNRkO/trUB0Flp6dWqRi7XSAjxIpKWPkIIIYQQQgjxFLzbqT6dG1XG1kaHq6NdbldHCPECkqCPEEIIIYQQQjwlhdyccrsKQmSKdO96PuXb7l0RERGMGDGCVq1a4enpiUajYfz48WbTHj16lBYtWuDo6IirqytdunTh8uXLZtNOnz6dsmXLotfr8ff3Z8KECSQkpB1pPzg4mH79+uHh4YG9vT316tVj27ZtZsvcunUr9erVw97eHg8PD/r160dwcHC2910IIYQQQgghhBAiI/k26BMSEsLs2bOJi4ujU6dOFtOdPXuWJk2aEB8fz9KlS5k7dy7nz5+nYcOG3L9/P1XaSZMmMWTIELp06cLmzZsZNGgQkydPZvDgwanSxcXF0bx5c7Zt28YPP/zA6tWrKViwIG3atGHnzp2p0u7cuZOXX36ZggULsnr1an744Qe2bt1K8+bNiYuLy7HXQwghhBBCCCGEECKlfNu9y9fXl4cPH6LRaHjw4AG//vqr2XRjx45Fr9ezbt06nJ2dAahRowalSpVi6tSpfP3110BSEOmLL77grbfeYvLkyQA0adKEhIQExowZw4cffkj58uUBmDNnDidPnmTfvn3Uq1cPgKZNm1KlShVGjBjBwYMHTdv/+OOPKV26NMuXL0enS3q5/f39qV+/PnPnzuXdd999Oi+QEEIIIYQQQgiRSUalwajyTpeqvFSX/CzftvTRaDRoNOkfBImJiaxbt46uXbuaAj6QFDBq2rQpK1euNC3btGkTsbGx9O/fP1UZ/fv3RynFqlWrTMtWrlxJmTJlTAEfAJ1OR+/evTl06BC3bt0C4NatWwQGBvLGG2+YAj4AL730EqVLl061fSGEEEIIIYQQQoiclG+DPplx6dIlYmJiqFy5cpp1lStX5uLFi8TGxgJw8uRJACpVqpQqXeHChfHw8DCtT05rqUyAU6dOpSrTUtqUZQohhBBCCCGEEELkpHzbvSszQkJCAHBzc0uzzs3NDaUUDx8+pHDhwoSEhKDX63FwcDCbNrms5HItlZlyuxltP2WZj4uLi0s15k94eLjFtEIIIYQQQgghxJOQ2bueT891S59k6XUDS7kus+lyKm16ZXz55Ze4uLiYHj4+PhbTCiGEEEIIIfKfLUfO88kv61i68wRKqdyujhDiOfRcB33c3d0BzLaoCQ0NRaPR4OrqakobGxtLdHS02bQpW+u4u7tbLBP+a9mT0fbNtQBKNmrUKMLCwkyPGzduWEwrhBBCCCGEyF/O37zPyF/Xs/XYBb5avJ1dQZdzu0pCiOfQcx30KVGiBHZ2dgQFBaVZFxQURMmSJbG1tQX+G8vn8bR3797lwYMHVKxY0bSsUqVKFssETGmT/7eUNmWZj9Pr9Tg7O6d6CCGEEEIIIZ6+sIdRDHt9Fp1rjOO3H/5+Ktu4/ygSBSQ38LkbGvFUtiNEZhnQ5rmHeHLP9auo0+no0KEDK1asICLivy/R69evExAQQJcuXUzL2rRpg62tLfPnz09Vxvz589FoNHTq1Mm0rHPnzpw9ezbV1OyJiYksXLiQOnXq4O3tDUCRIkWoXbs2CxcuxGAwmNIeOHCAc+fOpdq+EEIIIYQQIm9Ys3AfZ09cJzY6nkWzArh55X6Ob6NWGR9qlCoKgH8hN1rXLJPj2xBCiHw9kPPGjRuJiooyBXROnz7N8uXLAWjbti329vZMmDCBWrVq0b59e0aOHElsbCxjx47Fw8ODYcOGmcpyc3NjzJgxfPbZZ7i5udGqVSsCAwMZP348AwcOpHz58qa0AwYMYObMmXTv3p2vvvoKLy8vfvzxR86dO8fWrVtT1fHrr7+mZcuWdO/enUGDBhEcHMzIkSOpWLFimunhhRBCCCGEELnP1s7G1AIHDVjb5PzPJhtrHbOHduNRVCwu9rZotTJorRAi52lUPh4xzM/Pj2vXrpldd+XKFfz8/AA4cuQIn3zyCfv370en09GsWTOmTp1KiRIl0uT73//+x8yZM7l69SqFChWif//+fPrpp1hbW6dKd+/ePUaMGMG6deuIjo6matWqTJw4kRYtWqQpc8uWLYwdO5bjx49jb29P+/btmTJlCl5eXpne1/DwcFxcXAgLC5OuXkIIIcySc0X2yWsnRP4QFxtPTFQ8ru6OT3k7Cfw4cTUXT9+mU5/6tOxc46luT+R9z/N5InnftgUVw8Ep73QGioow0rzS9efyNX+W8nXQ50XyPH/JCCGEyBlyrsg+ee2EyPvOHLvKp2/8TExUHJ3fbMzbYzqa1hmNRu7eeIiblxO2dja5WEvxvHqezxMS9Hm+5Z13VAghhBBCCCEsWDV3F7Ex8QCsnLOTqPAYABITDHzSfw4D2n5L35ZTuH097cy5QgjxopKgjxBCCCGEECLPK+TjBgq0Wg3OBRzQ/9ui58LpWwQdvgpARFgM29Yez71KCpGPGdDkuYd4cvl6IGchhBBCCCHE8yXyURS/fb6ciNAoen7yCr7lkma46jWkNVY6Kx7ceUTnAY3RWVsB4FXYFZ21FUaDEaNR4ePvmZvVF0KIPEWCPkIIIYQQQog8Y3yPHzh58BIoxfFdZ1h0eToANnpr+nz0cpr07l7OfDVnANvXHadUhSI0frnSs66yEELkWRL0EUIIIYQQQuQJBoORU4FXAFAaDQ9DolBKodGk382jYg0/KtbwewY1FOL5ZVBaDCrvjABjkCmnckTeeUeFEEIIIYQQLzSNBmxsrUEDGqB45WKmgM+5wIv0KfUePX3+j8BNx55ZnS6evs2RvRdITDA8s20KIUROkZY+QgghhBBCiDxBq9Uy7o/B/Dp2OS7ujgz7cYBp3cwh87h7JRilFNMG/sTim7MzXW5iooF/jl/H3cMJXz+PDNOfD7qJwWDgxuUHfDfmLwDqNC3L+Jl9sr5TQgiRiyToI4QQQgghhMgzqjetwI+7K6RZbq3XmVr9WNtYZ7o8pRSfDl/M0cAraDQwdlI3GjQuazH90p8DmDdtEwAFi7mblh8MOEt8fCI2NvITSjyfjGgw5qHOQEakf1dOyDvvqBBCCCGEEOK5lpho4Ku5W+jx8XwWrgvMUt4PZ71NhZfKULpGcUYv+jDT+cLDYjj67zhBAAFbT6WbfvOy/+r16EGE6XmpCkWyHPDZdeYKfWYs4dPFm4iMjctSXiGEyAkSphZCCCGEEEI8E+t3n2bV9iAAZizeTc0KxSjrXzBTeX3KFOHbnZ9neZuOTrYU9XHj1s1QlAKtQbE/4Ax1m5Q1O0B0xdrFuX09BDRQrV4JmneuyaOQSJq2r5ql7UbFxjN0wVriEw2cuHYHd0d7PmrfKMv1F0KIJyFBHyGEEEIIIcQzkZBoQAOmThsJiU9/cGQrKy3f/dSXrZuDWPvHfnatPcbutcd4++O2dOlTP03698Z3okxlH4wGIy271kRvm/muZCklGAzEp9i/8Bhp6SPyNgMakj6heUNeqkt+Jt27hBBCCCGEEM9Eu4YVqF+tOI72el57uToVSxZOk+benUd8MXIZn49Ywq0boTmyXdcCDrR/pTr3rj4w/Yw8fvCS2bTWNjra9qxD+171sh3wAXB1sOPDtg2w0VlRzMOVN5vVynZZQgiRXdLSRwghhBBCCPFM2NlaM3VYp3TTTBm3ilMnrgNw704YM39/O0e2rbezpkb9UhzZewGARq0r5Ui56XmzWS0J9gghcpUEfYQQQgghhBB5xqOHURiNyvQ8p2g0GsZP782x/Zco4O5IqQpFcqxsIZ4HBqXFoPJOZyCDktm7ckLeeUeFEEIIIYQQL7y3P2yFrZ01eltr3vmodY6WbW2to3ajMhLwEUK8MKSljxBCCCGEECLPqF2/FCt3jEIphZXVi3ePOio2nrN3gilZ0AMXe9vcro4QIp+ToI8QQmRSXOINouKO4qivhY3OO7erI4QQQjy3tFoNvIAz94RFx9Lt+4XceRSBq70ty4b0onAB59yulnhBGNFgzEOfu7xUl/zsxQudCyFEFiQajRiMRuISrnLmTguuhrzP6TstiE+8ndtVE0IIIcRz5tClG9x5FAHAo+hYdp65kss1EkLkd9LSRwghLFh9+RQf79uATqvlq9oFKGoTA4BRRRIZdwg3XafcraAQQgghniulC3mgs9JiMCpQivJFvXK7SkKIfE6CPkIIYcHEw9uINxpIMBqYeTqOr6raoIhHo7HFQV89t6snhBBCCAv2n7jC3qOXqVPZl4Y1Sj7TbV8KDmHyuh0AjG7fhBJe7pnO6+tZgN8H9WDnmcvULuFD5WKFn1IthUjLiBZDHuoMZERm78oJEvQRQggL3G0dCI1Lat1T0N6NcoU3ERl3CEf9S+h1xXK5dkIIIYQw5/zVYIZ9swINGv7acpzZ41+jUulnNxbfyGWbOHPnvun5ssG9spS/kk8hKvkUsrjeqBRajYx1IoTIHAn6CCGEBbOadGbKsZ1Ya60YVaMpttZO2Fo/27uFQgghhIBz9+7z4bL1RMTFMbZtM1qVK2Ux7fU7oSgF6t9WAldvh6QJ+gRdu8vHv60nNj6B8T1a0qRiiRyra2RcPEop0/OcEhUfz1uLV3Hk+i1alyvFt53botPmnVYZQoi8SYI+Qghhgb+zGz827pzb1RBCCCFeCDtXHuZS0A2adq2Ff4WiqdZ98/curoU+wqgUo1f/nW7Qp24Vf4oVLsD1Ow8p5OFMw+pJAZ3ERAM7Ai+it9Exe08gdx5GoJRi/JIt7MjBoM9nrzRjxNKNpuc5Ze3Jsxy+fguATWcu0K3qdRqV8Mux8oUwKC0GlXcCiQYl3btyggR9hBBCCCGEELlq16rDfPX2r2i1GtbN3cG8I5NwcXc0rbfRJf1s0QDWVlbpluVor+f3r/pw614Y3l4u6G2S8k74cSNb958DoEBpl6TJoDUa9NaZ/0n0MDqGkKhoinu4Wexi9VJJX/aMfifTZWaWq51tqr9dbG0tpBRCiP9I0EcIIXLA4dBDXI26Qi23Ovg6+OV2dYQQQoh85VLQDbRaDUajIiYqjrvXH6QK+nz6chNiEhIIj41jZKvGGZZnY63Dv2jqAZT3Hbtsem4XpaFWyaLExCfySecmmarjsZu36bPwL+ISE2lZpgQzunVAk4mxdRIMBuISDTjqbTK1HUtaly3FB43qse/KddpXLEOVIpbH/RFCiGR5p+2WEELkU8ceHmb25ZlsubeRb85+QVjCI7Pptt9byfiT/Zl1cTzRiRHPtpJCCCFEHtaka230dklBkTLV/ShR0SfV+qKuLszv040Vb/eitl9Rc0VkqFHN/8bla1OnLL8M6sbCD3tSyTdzwZNlx06SYDAAsOXcJe6GR2aYJ+jOXepO/5lq383ku137slXvZBqNhvca1eXPvq/yeo0qT1SWEOYY0ea5R1Zs376dAQMGULZsWRwcHChSpAgdO3bkyJEjGeZt0qQJGo3G4uPu3bsZpm3Tpk2WX/NnQVr6CCHEE7oRfR0NGhSKBJXAg7j7uFi7pkoTEnePTXf/BOBy1El+uTScd0p+i97KIRdqLIQQQuQt/uWLMP/oJO5eD6F4haLorNPvwpUdn77Thia1S6G3saZOZd8s5y/l5YFRKaw0Gpxt9RSwt8swz5xDR0yDOf+07yBv1an5xC1+hBDm/fTTT4SEhDBkyBDKly/P/fv3mTZtGnXr1mXz5s00a2Z5jK0ff/yR8PDwVMuio6Np06YNNWrUoFCh1MHh4sWL88cff6Ra5urqmmP7kpMk6COEEE+olltdtgX/TYwhBl97P4rZ+6VJo9WkvlMRnnCbEw/XUtuj5zOqpRBCCJF1Vy/eY/wHCwkLjeKt4S/Ttlutp7YtZzdHnN0cM05owZ2QcAKOXaRsMS+ql07bGkhnpaVxLcsDQGekb+1q2OqsuPYwjO5VK2KbibGACjk5AaDVaHDU26DX5XwwSwiRZObMmXh5eaVa1qZNG0qWLMnkyZPTDfqUL18+zbIFCxaQkJDAwIED06yzs7Ojbt26T17pZ0CCPkII8YQK23kzudI0HsTdp4hdUXTatF+tBWw8aVOoO1vuLsZaY8BeG4+VRr6ChRBC5G0Lf9zOvduPUEbFzMlradmxGtaZHPg4IdHA5TshFPV0xcHWfOuWuLgE1q86isGoaN+xOnb22WsFExEdS68v/iAsKhaA6UM681IFv2yVZYlWo+G1LHar+qBBPZRS3IuM5M3aNTIchFqI3GRQGgwq43GqnpWs1uXxgA+Ao6Mj5cuX58aNG1ne/pw5c3B0dKRHjx5ZzpuXyC8OIYTIAQ46Bxx06XfValbwVQpY23D84RoK2ZahSoEOz6h2QgghRPbYO+r/neUKbPTWaLWZG2MjJi6BPlMWcfF2CAUc7fhj5OsUdnNOk27al+vYsfUUAEHHr/P5169mq55X7z40BXy0Gg3Hzt/K8aBPdtjbWDOqecYDTwshLHu825Ver0ev12cqb1hYGEePHk23lY85Fy5cYPfu3QwcOBBHx7QtEC9duoSbmxvh4eH4+vrSs2dPxowZg51dxt0+nzUJ+gghxDNUza0T1dw65XY1hBBCiEwZMKQVMVFxhD6IpM97zbGyylzQ5+jFW1y8HQJAxJ1wPu75E+5O9rz/eRdKVihiSnfm5C2USnp+9vStbNezZBEPfLxcuRH8CK1WQ+OqJbJdlhAib/HxST2w+7hx4xg/fnym8g4ePJioqCg+/fTTLG1zzpw5ALz55ptp1jVo0IAePXpQtmxZYmJi2LhxI9988w179uwhICAg08HxZ0WCPkIIIYQQQgizXN0d+XTaa1nO51vQFZ1Wi1EpXE6HERppIFTzkGmfLOWndUNN6V7pUoPZM7cB0KFzjWzX005vzcJPX+fohVsUL+xGUU/XbJclxIvKgBZDHprg20BSRPjGjRs4O//XUjCzrXw+++wz/vjjD6ZPn06NGpn/fklMTGTBggVUqFDB7Lg9X3zxRaq/27Zti5+fH8OHD2f16tV07tw509t6FiToI4QQQgghhMhRRT1c+WVod7Yeu8DxM/sJjXwEChISElOl6/56PWrWLYHRoChRquATbdPRTk+jysWznT/RYOTE5dt4uDjg61XgieoihMg5zs7OqYI+mTFhwgS++OILJk2axHvvvZelvBs2bODu3bt88sknmc7Tu3dvhg8fzoEDByToI4QQQgghhHj+VS3hTdUS3pzy92XaJ0tQCoZ80ZXw6Fg2HTmHh7MDTSuXwL942sFXc8PwX9ayM+gyGg1MHdiBZlVL5naVhBDZMGHCBMaPH8/48eMZPXp0lvPPmTMHGxsb3njjjSznzWtdu4A81HZLCCFeYEaVwMPovwmP3YdKHtxAiBfU9u3bGTBgAGXLlsXBwYEiRYrQsWNHjhw5kibt0aNHadGiBY6Ojri6utKlSxcuX76cC7UWQlhSoYYfc7d+wrxtn1Cxpj9vT1/O5KXb+ejXtSwMOGoxX1hEDPGPtQx6WiJi4tgZ9O93h4L1gWeeyXZfNEopzj4M5l50RG5XRZhhVNo898iqiRMnMn78eMaMGcO4ceOynP/u3bts2LCBTp064e7unul8CxYsAMiT07hL0EcIIfKAyyEfcvHB25wLfp274T/ldnWEyFU//fQTV69eZciQIWzYsIEffviB4OBg6taty/bt203pzp49S5MmTYiPj2fp0qXMnTuX8+fP07BhQ+7fv5+LeyCEsOTUP1e5vOcCmngDAIHnzU+j/O0vW2nXdyYd35zFhSvBT71eDnobfDxcAFBAycKZ/7EnMm/YvnW8vGEODVb9yM7bl3K7OuI5M23aNMaOHUubNm1o164dBw4cSPVI9uabb6LT6bh27VqaMhYsWEBiYiIDBw40u43du3fTpk0bfv75Z7Zs2cLatWsZNGgQo0ePplmzZnTokPdm55XuXUIIkQc8iv7b9Dw0eiOFXQblYm2EyF0zZ87Eyyt1d482bdpQsmRJJk+ebJp2dezYsej1etatW2fq61+jRg1KlSrF1KlT+frrr5953YUQlq1YtZefev6Iq1GR6KIntFtFWlUvnSZdyMMoVmw8DkBUdBzLNxxl1OA2T7VuWq2Gol6u3AgJA2D/uWu82/6lp7rNF01EQhwrr54EwKCMLL54gsbeMsuayDlr164FYNOmTWzatCnN+uTW9AaDAYPBYLZ1/dy5c/Hz86NFixZmt1G4cGGsrKyYOHEiDx48QKPRUKpUKT7//HOGDRuWJ7t3SdBHCCHyABe7xjyK2QqAq33zXK6NELnr8YAPgKOjI+XLl+fGjaRWAYmJiaxbt44+ffqkGtzR19eXpk2bsnLlSgn6CJHHLP1tO8nzs+vC4pjQ+iXa1y6fJp2DvQ32djbExiaglKKQZ9YGcM2MwNAgrkTdpL5HdYrYJQ0gfedhBEqTtP5q6COm7N+DjZWWN6vWxNHGJsfr8KJx0NlQxMGZO9ERGJWiXIG8MZaT+E9enb0rs3bs2JGpdPPnz2f+/Plm1507dy7dvCVLlmT9+vVZqlduyzvvqBBCvMBKeMykuPv3lPT4BW/nIRmmjzc84nbkGsLjTgMQnXCDfTc7sP1qTa6H//G0qyvEMxcWFsbRo0epUKECAJcuXSImJobKlSunSVu5cmUuXrxIbGzss66mECIdfrWKo1FJ3aeUvTX6gs78sfMoIRFRpjQx8QnodFZ8P747LRqWpW+3uvTqXDtH63Eg5DiTz8xi8fX1jDjxDZGJ0QAMbF0brUaDBtCVtGHW0UP8L/AAo7b/nX6BWbDq3BnqzP+ZV5Yt5EZ4WI6Vmx9oNRqWtOzNO+Xr8XmtVgyuIC2phHgWpKWPEEI8BRvu7GD97Z2UcvLj3RKvobdK/w6hVqPH3aFTpso2GGM5cPtVYhJvAhpqFPyZe1EbiUq4DBg5FzIJb8eO6LSOT7wfQuQVgwcPJioqik8//RSAkJAQANzc3NKkdXNzQynFw4cPKVy4sNny4uLiiIuLM/0dHh7+FGothEjp84978KWDnpunblGhcXk+WZIUTFm48xhrPu3Hn9uP8cPq3TjY2jB9UGfGftgu29tSSjF/+2H2n71Gy6ql6V7/vwDx+YiraNFgRBFtiOVOzH1KOfnSrlY56pf3w2hUNF8yD+O/rZLOhOTMGGFxhkQ+3r6JBKOR+9FRfHtwL9+1bJsjZecXRRxc+Lhq49yuhhAvFGnpI4QQOexWzD1+ubyM27HB7LofyKa7u3K0/OjEa/8GfAA03I/ZjZXWzvS3Fms0WOXoNoXITZ999hl//PEH3333HTVq1Ei1TqPRWMyX3rovv/wSFxcX08PHxyfH6ivE80wpxZl/bnDtUtYHV7bR6Rj3QTd++XkIIRjR/vsZvR0azp3QCP63Zg9KQWRMPBPmbSbRYMx2PXecvMz3a/Zw8PwNvli6jX+u3jGtq+9RHZ026d63n30R/ByKmNa5Otjh5mTP/1WrBYAGeKtazWzXIyUNGtM+A1jlwbE/xIvNCBiUJs88sv8NIFKSlj5CCJHDDMqQ6u/Ex/5+UvY6X2x1RYhNvAUoPOwa4KqvRLwhhJiEWxQvMChFEEiI/G3ChAl88cUXTJo0iffee8+0PHka1eQWPymFhoai0WhwdXW1WO6oUaP46KOPTH+Hh4dL4EeITPjhi7VsXHEEgKFjX6FN5xoZ5DCvVdXSrA1M6qJcybcQRdyccbW3JTQiBlDcvBHK8nVH6NmxVrbKfxgZY/HvEo7F+Kn6eG7H3qe0kx/W2rQ/id6pUZv2pcqg02op5OiUrTo8zsbKiv+1aseUA3so5ODIx3Ub5Ei5QgiRHgn6CCFEDitm700Pn7ZsuLOTEo7FaFOoUY6Wb6W1pZ73Mu5H78TRpgQu+ooAVPb6Lke3I0RumzBhAuPHj2f8+PGMHj061boSJUpgZ2dHUFBQmnxBQUGULFkSW1tbi2Xr9Xr0en2O11mI593fa46Znm9adTTbQZ+G5f1Z8Ukf7jyMoGbJolhZaZnwWiuG/m8lGiPYRsLd+9nvdtmmemnWHDrFscu3aVTBn5fK+aZa76Z3xU3vmm4ZRZ1dsr19S1oXL0Xr4qVyvNyUQqOi+WHrPmLiExjUrC5+7gWe6vaEEHmbBH2EEOIp6FmsHT2LZX8sgozYWLlSxKnjUytfiNw2ceJExo8fz5gxYxg3blya9Tqdjg4dOrBixQq++eYbnJyS7sRfv36dgIAAhg4d+qyrLESuSExIZOm367l18S6vvNOSMjWKP9XtlalQhDP/3EQpRfkqxdKsP3/qFt9NXIMGGDq2I6XKe1ssq3ghd4oXcjf9Xb+KP52qlmdTwClcnO3o3KZqtutpr7dh/pAeJBgMWFu9WF2ex6/ZxrYzlwA4dSeY9R/0zeUaifzCiBZjHhoBJi/VJT+ToI8QQmRDguEhGo21DJYsxFMwbdo0xo4dS5s2bWjXrh0HDhxItb5u3bpAUkugWrVq0b59e0aOHElsbCxjx47Fw8ODYcOG5UbVhXjmln+/kd8m/oVGo2HvmiMsvjwdW4eMW7E9jI1Bb2WFMSqByW/M4NKJq3Qd0pZXh3VIN9/E6b3YuPIojo62tHqlapr108at4tqVpIGPp41fxaylgzK9LxqNhk8/eJnB/RrjaK9Hp3vyYE1WAz5KKX7df5hD127StkIZOldOO6V8Xnc3PBKlFAoIDo/M7eoIIXKZBH2EECITIhPuAeBoXZAbYXO4/PAbNOhwd3qXKzE38NSXppZHP7SaF+tuohBPw9q1awHYtGkTmzZtSrNe/TujTtmyZdmxYweffPIJ3bp1Q6fT0axZM6ZOnYqnp+czrbMQmXX5n+ssmbIG14Iu9B3XDXunJxuD7c7VYDRaLUaDkZjIWCLDojIM+vzvyH6+PbwXWysdr4V4cmTLPyij4tdRi2jQqTbeJQqazZeYYGDL4gNEPoigSZ+GWJkJyhjVv3OyA0ajytY+uTrbZyvfqqOnmLZ5D17ODnz/Wnt83FyzXMbfZy8yZfseAHZeukoZLw/KF/LKVn1yywfN6vH+orUkJBoY3rphbldHCJHLnvv2Ujt27ECj0Zh9PH7n8OjRo7Ro0QJHR0dcXV3p0qULly9fNlvu9OnTKVu2LHq9Hn9/fyZMmEBCQkKadMHBwfTr1w8PDw/s7e2pV68e27Zteyr7KoR4Ok4/WsniK91YfKUbJx8u5eqj/wEKRQLXw2ZxPeoQR0IXcvrR2tyuqhDPhR07diTdpbbwSKlGjRps3bqVqKgowsLCWLlyJSVKlMilmguRPqPRyKh2X7Jz2X5Wz9jEnE8XZzrvlTO3OL7nHIbE1JMDvPJ/LbF3Shq/qk2/xnh4u6VbjsFo5Icj+4CkKcR32z9KtV6jtTzr3cKp65k9fgXLftzKhx2/TfV5VEoRExPPh5+9grePG0WKuTF07CuZ2rftRy8wa80+rtxJOzB7ZsUlJDJ21VZCoqI5d/cBM7btTze9Uoqddy+y/OpxIhPiTMsfREWnShcaFfN41jyvQSk/Do5+l8Axg+lRq3LGGYT4l0Fp89xDPLkXpqXP5MmTadq0aaplFStWND0/e/YsTZo0oWrVqixdutTURLxhw4YcP3481R3DSZMm8dlnnzFy5EhatWpFYGAgY8aM4datW8yePduULi4ujubNm/Po0SN++OEHvLy8mDlzJm3atGHr1q00btz46e+4EC8wpYxcC/+T8PizFHXqjJtt9gab/Cd0UarnpWyLEJ1wBVDEq6S7nBq0RBse5kS1hRBC5FMGgxGtNunmotn1iUbC7odjNCo0Gg33b2YuyLH9r0NMeW8BAPXaVObDqa9j66DHxtaGEpWLsejS/4gKi6FAwYwHHtZqNBR0cORuVFK3nxrli+PQMZ5Lx6/RZcjLFPa33KrlwqmbACijIvTOI/7ec4bWDcvz8GEUw9/7nevXQmjUtBw/Lx/E8uUH2R14Ab/SBbGztbFY5t+HzzFq9ga0Gg2Lth1j7eQ3cXawPAi7JRoNWGk1JP47x3NG3bp+vxTIFyc2A7Do8mGWN30TgMbF/ahQyItTd4NpWsqfOn5FgaTBkXddukrZgp6ULZj3WxLa6F6Yn3lCiAy8MN8GpUqVMo0BYM7YsWPR6/WsW7cOZ2dnIOnuYalSpZg6dSpff/01kDQ17BdffMFbb73F5MmTAWjSpAkJCQmMGTOGDz/8kPLlk/r+zpkzh5MnT7Jv3z7q1asHQNOmTalSpQojRozg4MGDT3OXhXjh3YxcyenQrwAttyM30LTY3+itPLJcjpu+BFGJSd27CuiL4+P6f9yLnIOjdQEMsYkQsQ1na28quKY/DoKpXg/DmLHjANZWWoY0ewkPR4dM5Us0hBIaOQeNxgZ3x4FotZnLJ4QQ4ulb8cMGfhn1B87uTkxeO5ISVf3SpLG20fHG2G78NmEZdk629Pg4cy1hAlYEmp7vWbaX3Qu24uBiz9d/f0aZWiWxsbXBJp3ASkoajYbf23Xn5+OHKGBrxwc16qFqNGbj/B1Y2ViTmJCIzjrtT4SFmw+zIywUJw1oFMR5O3Hk/C1aNyzP5nUnuHE9FIBdAWe4eS+UoLAwADbvOcNf8wZbrM+Zq/fQajQYlSIyJp5bD8LSBH3CH0bxzbBF3LgUTM9BzXm5R5005djodEzr0Y7vt+ylkIsjQ1rWT/d12Hvvv9b8QQ/vEBwZyeBfV3P29n2q+3kT+NG7uNgn1SMyLp6OvywkOCIKrUbDb290o5Zv0XTLF0KIvOKFCfqkJzExkXXr1tGnTx9TwAfA19eXpk2bsnLlSlPQZ9OmTcTGxtK/f/9UZfTv359PP/2UVatWmYI+K1eupEyZMqaADyTNNtK7d29Gjx7NrVu3KFKkyDPYQyFeTNEJN0jqxWrESDxxiQ+yFfRpUuhTgh4uQaG4G1uBLnvmY0TL+6Vfopd/IxobR6DVWFu8s/u4D5au4+zdpEEubzy8wfc96+Kqz3igyJsh/0d0XFK31LiE8xR1n5nlfQG4ExbBdzv2ooChTV7C28U5wzxCCCEsi49LYPaI3zEaFY+Cw/hj8grGLv0IpRS7Vx/m5N5z+JcrwtKpa7l3/QG9Pu3CayM7YW2TuUvxSnVLcXj7aZQyoqKTuhvFRMTw1/frGP3Hh1mubwlXN75p0sb09/Ce0zh14ALKqLhx/g7vftMrVfqERAP/W74bo6c9ifV90CYYUfbWNKqe1JXSzcPR1NVLo4GLd0LAPmnf7kTF0KPhZGq8VIqhEzun2efWtcuydMcJYuMTKe9bkJJF0p6nl83ewbG9FzAaFf/77C/qtajA7ivXmb5xH95uznzTuy1eLo40K1eCZuUy172zVZGyBNy9AEBdTz92n77K2dtJ5+ajV29z+PJNmlcsCcCF+w8Ijogy5d1z6Vq+CvrcC4vkq3U7iIyNY2ibBpQvYn7MJiGMaDCSuevZZyEv1SU/e2E6yQ0ePBidToezszOtW7dmz549pnWXLl0iJiaGypXT9nmtXLkyFy9eJDY2FoCTJ08CUKlSpVTpChcujIeHh2l9clpLZQKcOnXKYn3j4uIIDw9P9RBCZE1Rpy7YaF0B8LRrjJNNabPpEuKPExuzGaXizK63sXKkhseb1PQYyKJrBzH+O0Ll/Ms7ALDS2mQ64ANwNzwCo1IYlZGrD6+w+1ZProevyDBfbMJpwAgYiY0/mVFyi4at2sCak2dZe/Isw1ZuzHY5QgghkljprLBztkOj1aABXDySgulfDJjNl+/MY81ve/lu0BxuX75HYnwiC79YQXR4dPqFptD9vZaMnDWAt8d3xdHVAa2VFgUULJYz3YzOHbmC+nfQ5dMHLqZZb6XV4myvR6PVoBx1VK9Xkt8mvUGDaknTw7doXYl+bzWmbv1SjPm8C+VS1MsqMoGw0Ci2rzvOzk1BacqOuRhMywgNffyL8evH3bE2Mzj042N5RcfF89mSv7nzKIJjV27z098H0uTJSFe/qixrOoCZdbvza/3XKOTiBGD6ienl8t/snKU8PfBy+q91bYMSvlneXk47/uAWXf6eT6/tf3AtIv3u5RNXb2PrqYscuHSDIQtl/EEhXjTPfUsfFxcXhgwZQpMmTXB3d+fixYtMmTKFJk2asH79elq3bk1ISFJ/aje3tAPfubm5oZTi4cOHFC5cmJCQEPR6PQ4OabtVuLm5mcqCpK5glspMXm/Jl19+yYQJE7K8v0KI/zhYF6OpzxbijaHYWhUyG5iJiV5G2MMhAFjbvISbx7J0Azj+jl5ciQwGwM8hexfbw1o0ZOzaLWgw0LrqMQBuRW6kmHOXdPO5O/0f98O+BjS4O72NUorwhGgcre2w0mQ+hn8vIippdhXgXqRM5SqEEE/KykrLpDUjWTjpL9wLF2DApJ5EPIpm38YTKRNBYgIaDehsdJnujgVJXbIad0wal65ynRL89f06vHw86DWma5brajAY+KzzVE4EnKRKo/KMXfYRbfs3ZvWsrQC0HdAkTR6tVsP/hnZhztqDeLg68F7XBjjZ26Za36tvA9PfLzUszfw527l2NYRDa4NSpUvpwa1QRrf/GqPRiDIqynq707pv2u13f7spl8/e4fy525RpWxbsrB97fbL8MgBQxe2/Fvf1y/jyWZdm7D9/neYVS1LJp5BpnaPehlVv9WZN0BlWnTjN8JUb+ahZAzpWLpe9DeeA9/eu5HZ0BBoNjAncyO/NXreYNjwmDoVCKQiPNX+DSwjx/Hrugz7VqlWjWrVqpr8bNmxI586dqVSpEiNGjKB169amden90Eu5LrPpspo2pVGjRvHRRx+Z/g4PD8fHx8dieiGEeVZaPXbawhbXx8ZsMD1PiN+HUpFoNE4W04+q0IWi9h7EGxPp5Ze1aVAjEqLZcPsQLoUcOPjJuxy6+yZRhusAeNjVzjC/p/MHuNi/ggZrtFaFGXniN/bcP01h2wL8VOtdPG0zHsAT4OPmDRi+ahMK+LiZTOUqhBA5oXy90kxeN8r0tyHRgFtBF0LvJY1tY+NoS51m1XgUHE7PER2xc7Q8WHFUeDTzxy4h5PZDXh3+CmVrJ3UzWjFjM/M//wsP7wL0/qx7lgJHyX4atZjDG5NuOBz++wRbF+7ina9fp3nPl7BztMWntPlzZnm/Qkx7v2OmtqHTWTHw/1qilGJ+QTd2rD9B9fqlaNwmdUv50LuPTLORabUa7l65b7Y8FzcHPHqVY+XuSE4n3ub8krVMeq0NMzbto4ibM4Na1TObLys0Gg096lWhR70qZte7O9hzPjiE88EhGJVi5OrNlCzqQgU37yfednbEGhJRKDRKQ6wh7QzCKQ1t04APfl9DTHwCn73S7BnVUORHeW3GrLxUl/zsuQ/6mOPq6kr79u2ZNWsWMTExuLu7A+Zb3oSGhqLRaHB1dQXA3d2d2NhYoqOjsbe3T5O2Ro3/Zgdyd3e3WCaYb1mUTK/Xo9frs7xvQoissdE3JC42afYOnXVFNBrHdNM76Gx5p1SrbG1r2LHZXIi4hULRxy+EN/xncStyAzZaVwo7tMxcfXV+AJx8dI09908DcC/2EetvH6Zf8eaZKqNNudI0K1X83/JeyNOAEEI8dVY6K6auGcbauTtAKbq/14oCXhkH51dO38is4b+h/p3h63jAKZbe/pm4mAR++XQJSinuXnvAoqnrGD5rYJbrdfXs3VR/a7RaNBoNpav7Z7msjNx4FMYq52CCOzjTuWlprB7rulWiqh9121XjwPpjuBV2pXW/JhbLOnb9NgBKwak793i5ahnaVS+b43VOj9Z0w1ZhRNFr9y/80XggFVyf/RidX9Vpx6hDG7C10jGmevrXENV8vdn16f8B6d90FkI8n17Yq/3/BpvTUKJECezs7AgKStvPOCgoiJIlS2Jrm3Q3Jnksn6CgIOrU+W/mgLt37/LgwYNU08BXqlTJYpmQesp4IcSzFROzmfiEf7CzfYUC7gsxGO5ga9fhqV0MGZSR8xE3TX8HhV3FWtsGP+dXs1SOUSmOBd8m1piAFg3q3wvPgrauWSpHgj1CCPH0Ffb14O0J3TKdPj4ugZ8//t00vo5SiqiwKBLiEtFZW2Gt15EQlwBKYe9kl606te3fmKA9Z1ExMXj5F0w30PKkfti9n7PBDzAqxagNW3i5XGn0Kc4/VlZaJqwYzsN7YTi7O5qdNSxZ1+oVOHztFgCdq1ZI01Uss648ekhYXCyVvQqlCOJkzgdN6nE6+C6n799D5x2LUWNkX/ClXAn6NC9SikOdh2Q6vQR7hHhxvZBX/Q8fPmTdunVUrVrVFMzp0KEDK1as4JtvvsHJKalrx/Xr1wkICGDo0KGmvG3atMHW1pb58+enCvrMnz8fjUZDp06dTMs6d+7MoEGDOHjwoCltYmIiCxcupE6dOnh7505zUCFedDExm3gQ2h/QEhE5m8IFD6C3zXpz57uRazkXMg6d1pFKXjNw1qcduD2ZlUZLi4LV2XrvKABtCtfMVt3H7N3CH2eTxoj4vxqNiLF6SDnnorQuXC2DnEIIIfI6K50Vdo62RIX9N8jzG+O6m7qCjVv0AX9+s4aCxTx4Y3SnLJX9KDiMo9tPUbKaHzN3jePh/XCq1i+N7t/WN4kJBn6btZ3LF+7RoXttatUvxeI/93Hx/F3atK1C7bols7w/1lb/teyx+rdF0eM0Gg1uhVyJT0jkyJkbxD6M4cLJ21Ss4kPNOv/NxNWpWgUqFy1MWEwsVYpa7rb9OKUUiqRWOqsvnOHDbetRQLfSFZja7GUA4g0Gph3cw+kHwfSpVI2W/ub3taCTI/Pe6EqH7dN5FJ+AVqOlrmfxTNflWUswGrDWph0YWwhLDGgx5KG5nvJSXfKzTAd9zpw5w3fffceNGzeoWLEiH374YZrpxo8fP06XLl24fPlyjlc0u15//XWKFStGzZo18fDw4MKFC0ybNo179+4xf/58U7oJEyZQq1Yt2rdvz8iRI4mNjWXs2LF4eHgwbNgwUzo3NzfGjBnDZ599hpubG61atSIwMJDx48czcOBA03TtAAMGDGDmzJl0796dr776Ci8vL3788UfOnTvH1q1bn+XLIIRIIT7hOMlTuSsVSaLhKlZW7mnSGZWBfffncifmFBVcXqa8639jgAXHXmLauYXciqtOFceb2FlPpXqh39Ld7ugKPXmlaD2cdXb4ORZKN60lS8//13rw4PVQVnfsna1yhEgpv57jhXjeWFlpmbhqBAsn/UWBgq4MmPQankXcuB8cjpWVlhrNK1KjufmW4iEhkURGxlKsmHua4Erkoyjeqf0pD++FYaWz4ruAsdRqWj5VmtVLDrJ0wR6UgqMHLtF/aCvmzt4BGtiz+zxzFryNT7G058r0FD38EP31RxicbXi7ajVsUgSBjEZFXGIidjbWGIxG3v1qGSfP3sLpaixakrpxTZv5BpWr/TdTVnFPy0MjJItOjGfuuUPEGhJo7FaS4X9tIiQymo+aNWDbg0skzwO2/PwpvmrSGp1Wy4Kgo8w+HogC9t26zv4+/4eXg/nu3q429vzV5N1/W/h4U8o5701/blBGPg5cyYabpyjnUoh5Dd/A1SZ7LcOEEPlfpoI+Fy9epE6dOsTFxVG0aFG2bNnCr7/+yu+//0779u1N6eLi4rh27dpTq2x2VK5cmSVLljBr1iwiIyNxc3OjQYMG/P7779SqVcuUrmzZsuzYsYNPPvmEbt26odPpaNasGVOnTsXTM/UMPZ9++ilOTk7MnDmTqVOnUqhQIUaOHMmnn36aKp1er2fbtm2MGDGC999/n+joaKpWrcrGjRtp3LjxM9l/IURadnavEBE5G6Vi0OnKYmNt/gL6dNgmjoQuAeB2zEkK2ZXDTV+M82HrmXf5V05HFQU07HpUmmquhgy3q9Voqez6ZGMmVPUszOF7t1BArYLPvjm5eP7k53O8EPlJeGgkfy/ejwJKVvalQq3i2OjTXopXbFCWrzb+d025ZNF+fvlpOxoNjBj9Ci1bV0qT58CBi4z97C8MBiPt2lXlo2Evp1p/8fhVHv47oLTRYOTI1n8oUzN1C5VHoVFoNBqUUhgMRu7cfohGq8GoAYMGPvroD36dMxAXl9RjWqZn07cbKByXCMCl2nHQN6led0LDeev7ZdwKCadTvQr0b1GToEt30MUpNApTYObi+bupgj6ZMfbwJlZfOwkaWPrgFBERiRiV4pttu+jbrDp7b11Hi4Yy7h7otEmtCEJiYtBqNBiUwqAU4fFxFoM+AF62znQqlndb2B4LucGGm6cAOBt2lxXXjjOg1JMPdi2EyJ8yFfQZP348Pj4+bN26lcKFC3P58mXefPNNunTpwoIFC3jttdeedj2zbeTIkYwcOTJTaWvUqJHpFjgffPABH3zwQYbpChYsyIIFCzJVphDi2bCxLo+ty0+cfTCM6Pi7RD+aS4kC76ZJF2eIBDQkX37GG6MAOBu2DkXqu6hFnd/KUh123L7EhutnqONVjK7FLXcLe9zc1l1Zcu4fnGz0dCsl44KJJ5efz/FC5Ceje0zn8qmbKAXodJSpVYJpy97Dyir97guLF+4Dklq+LPlzn9mgz5rVRzEYjACsX3+c995viY3Nf5f5xSv7omtZgIev2KB9YMC/UdobEB1erc3urae4c+sh7brWxKGuJ6FXrHE9nRS0CQ2N4tChy7Rsmflzj09pb66evolSCr8KRVFKkWA0smz3P9wJjQBg1f5TvNqoCu4u9oQaozBYa7BKUDg52/JSozJmy403GNh56QrOej11fFPPbnv60T2MJEWOIo1xgBUawM7amg9rvYR/gQKExsbQs+x/r2PfStXYfPkCV8Me8kbFqpRwzbhFUV7mavNfYE4B7nqH3KuMyFeMSoNR5Z3xn/JSXfKzTAV99u7dy6RJkyhcOKn/bPHixdm6dSsDBgygT58+JCQk0KdPn6daUSGEyElXI/4iyqgADRcf/Yi/61toNam/Eiu4tuVCxG6CY89T3qU1BW2TZgkpaFsRP7vT3I934lGCM52KtqGci/kpXs25FP6AgTuXArD8yj+42drT1DtzYyU42+h5q1KtjBMKkUlyjhfi6TMYjFw6+d9g/hiNnDt+nTvXQiha3NNyRqCYrwdnTie18PTz9zKbpngJLw4evIRWq6FgQResrZO6Ud2584jQkEj8SnsS9p4zRqMBfGzY4XKJyhFluHD6Fv6lC+FSwAGDUvQY3AxfX3fmrjnErp93YXCBBL0GDWAdr/Dz88jSfn+xegQrpm/E3smOar3r0mD6LzyIiqKJpy9GlXT7RKvV4OniyLyxr7N5/1kKuzvh7eCIr58HTs7muyQNWbWePXvPYfsgkR6v1GF4t//G5RtYpg4jDq1FAQPqVyfkRgJ3wyMY1LAOdtbW9CyX9kZLYUcntr8+gESjMdU4RHlRgsHAgqPHuB8ZRe9qVfFxTTsjXElnT6bU7Myq6yeo7u5DB5+0gUIhxIsjU0Gfe/fu4eOTOopuZWXFggUL0Ol0DBgwgMTERCpUqPBUKimEEFkVHhNAVNxBXOzaYK+vmma9va4oIWgADXorTzSkvciztXKip98MlFKpxkeo5fl/uNj44OcUgotNHWq5l8nSrBg3IsOS7kL+61rEwyztmxA5Sc7xQjx9VlZamnerzbblh5IW6Kwo4OGIp7drhnnHT+rGssUHsLHR8eprddOsV0rRsmFpHGx0RMUl8krH6mg0Gg7sv8hnY5ZjNCpq1SmOaqpIbqQaGx7P251+ICQ4HCdnO8b9+AYjxiwnNjYBo6OOBL0GnYLEOC0PqiX9XOhduRKlSmVtPDp37wK89eXrAIxct5mQqGiUgoB713inRQ2u33tI1waV8XBJaonSt33tDMtUSrH34HkK70pqfbvl7G5616tGoSIFAOjiX5mXCvoRbzRQzLEAZLIXlkajyfMBH4Dp+w7w04GDaDQaNp47z47/G2h2FrIOxSrRodizD/ZExydgMBpxstU/820LIczLVNCnSJEiXL58mYYNG6ZZN2fOHADefvtt+vfvn7O1E0KIbIiI3cuV+30ALffDZ1PWeyc2utQ/aku7DcNKa0+C4SF+Lm+mG7R5fJ1Wo+NmdElGHDmK4ipNC5bhf3Vez1TdEo0GLkZdw6eAljvhCRTUu9GuWLks76MQOUXO8UI8Gx/98Abt+jbk0unbREfH06RDNfS21hnmK1DAgbffbW52nVKKiX1+Yt+6o9g66Jmy7mO8vJwB2LLlJEol3WAIPHiZof3aM+9OAAXtXKgZ4s/B4CCiC+u5W9KOt+euRmdMREdSqySlkoIfcS7/nf+2XL3C6H+fR0XEsHHBbnTWVrTt2wgbW2tCI6M5cyuYCkULEh4Tx/aTF6lQtCC1Siadf93tk7ocaQBbGx2D2r+EbTpTtFui0WgoizNhRCYtMCounr9rCvoAFLJ3znK5+cX5Bw8AMCrF7YgIYhMSsbfJ+DgCOP7gNosuHqOEswdvlq2FlTZnZ0bafvYSQ5atJ9FoYMzLTelVu2qOli+ePmMem73LmIfqkp9l6pu2Vq1arFq1ir59+5pdP2fOHDQajel/IYTITTHxJ/99ZkRhJDbhIjY6n6SLX/UQNK7otA6UcRue7W2su/kPyWP9BNw7R2RCLI7WthnmW3xtHz9f3IoWDV4uOpbW7UX0jUgS/Gyx/nf8hWWXT7Dq6knqehVjcIUGZu/gJUswJjDz4m+cDDtHY8869PbtIt/DIkvkHC9E5kWGRaO10mLvmPH3/eO0Wi3lahanXM2cm+L73o0Q9q07CkB8bDwbF+ymVFU/AMqW9WZHwBk0Gg0FCzrTuVQdOpSoxT/X7qC1S0RpIKy0I2g1RBkN2BayRnc9Hl2MAWWlQWdvTUmvAlx6lNQatWzh/7qhfTnwV44GnEahuHTyBq9/3oWu3y0kPCYOV3tbEhONRMXFA/Dz2114qbQvgxvUJTYxkRsPw3irXk2zAZ+omHj0Njp0GYxzNGVwZ947MJv46AQSbTV8tncXv1UpjI+baw68qnnb61WrsPPyFRKMRnpUrpTpgE94fCyvb/2TOGPSwNbWWi39y+Zsd/EZOw+QYEia2OKH7fsk6CNEHpGpoE/37t35+uuvefDgAR4e5vvy/vrrr9jZ2bFu3bocraAQQmSVi/3LBIfPwGB8hF5XAgd9bZSKJTakN8aEQDS6Mti5L0OjTdsPPrOquBVl290zaNDg6+CGvc7GtC40LoprkaFUcC2MjVXqr9nb0Q/RosGIIs6YwNDX/0cB54s0H3YOT6/CuNiPYuShbQAcCL6Gn5MbHXwtd6vZdf8Qex8cBmDN7a3UdKtMOedS2d4v8eKRc7x4kdy7EUJcTDw+pQplOYi5dv5ufhr7F1Y6LSNn9qX+y5kfy+1pcXV3wsHZjpioOIwGI8XKFDat69a9Fo5OevYGXqJK1WIkGoz0+XEJp28GY63V4O7lmDRT1r9dmBvUKcU/109jSFTYhRuoW8GfEe934Le9SUGlPvWrm8o+f/SKqRXRmcDL7D1/jfCYOAAeRcWapjrQoNi45zTFnJwpWrgAn7Vqyv4tJzm/6jSF2+tTjWf0w+87WLzxCAWc7Zj+6auU8LE8fpCvrydfzOlLv28XEe9ihSYuhsWH/uHjNo0wKpXuzZL8rpG/H3vefZvw2Dj8CrhmOl9IbDQxhgQAtBoN1yJzvmt5UVdnzt69jwbwdnHK8fKFENmTqaBP586d6dy5c4bppk+fzvTp05+4UkII8ST0umKU895DbMJl7KzLotXakRi7BWNCIAAq8RyJseuxts9clyxz+pWoj5etM8Gx4bziU5WTYUHcjLlBAV0J3tu/imhDPGWdC7KkyUBsrHQkJl5HqRi6FavD33f+ISwhmipxRblx9hItl11C4xxHVOIl4qJmAEndvTTAg9go1tw8hhUaWntXQqdNPd6A9rFZxDTSDFZkkZzjxYti29IDTBk8FxR0e78VA8d1y1L+36ZuQClFYoKBP77flCeCPrYOeqasH8Gm33ZTtGQh2g9sYlqn0WjY989Vdh25xK4jlwg6f5vTd4MBMCio+HJprpy6S4ijkcplizL6teYEFvPlxxlbcXG15803G+Nkq2dw87RTfbfr35jF320EoH3/xpTzKYRWo8GoFFZWGrycHLn7MByHe4rt106zY/MZpo7uQvytMCa/9zsajYaVc3cxf9enODrbERoWxeKNRwAIi4xlycYjjH67dbr77uPthsHLBgxGlFJ4OTsyaOcqNl47Sw3Posxv0R1H6+dzXJk4lcixh7fQ6MDPuUDGGQA/pwK0LVaWDdfP4mSt57WSmZ9yfs+ta0w4sB0XGz3TGr+Mr4VtTujQAk8nR+ISEnmnUcbjM4m8x6i0GFXeuZbMS3XJz7LekVYIIfIBK60LDvr/Lmg0VsmDTyZNwa7ReqebPyoxCmutDTZa882mNRoN7YomzQByMGQ3c6/MxoiOW+EexBqS7m6dDb/HqUd3KGW7h4ePPgLAzfEDNjQdyc3Ih0z7fSsMMbA0oha6SAPdvI5SwcWBtj7l2HDjDFXcvTkdeZktF08BcDT0Gp9V7piqHg08a3Mm4iJBYedo7FmXMk45121ACCGeJ6t/2Z7cK5fVs7dnOehT0MeN6MgYUFDYN2uzWD1NxSv6MOgb8zcxjgVdNz0/f+EeroVsCYuOxagUrZpV5OVhXVOlb9OmMm3apJ3d6nF9Rr1Cw1dqYGWtxbdM0vn0j/d7cujiDeqX9sXH3ZVtxy7w9bebTHm27z2HZ1g8Wq0Go1ERFR7L3RuhlKxQBDu9DXZ6a2LjE1BK4enmmGEd3BzsmfVGJ5YGBlG6oAe+xVwYt/0sAIfv32Tl5VO8UaZ6BqXkP3ejI2i9Zg4RCXHoraxY334AJV3cM8yn0WiY0aATd2MiKGBjh60uc93CAAZvX0NYXCwajYb/Z+8sA+Qo8j78dI/vzLq7xt1dCYEACRAIwQ6Hg8M5XF7ssDvksMPdA0mAKHF315VkN+vu4zPd9X7osGHZQBIOOKSfDzAzXV39n5pNV/Wv/vLw+mW8fco5R20XGWLjgdPGHXe/Ojo6vw666KOjo/OnwGDqhSXiRYLehRjMIzBax/5g2y9KZzGnch5W2codXW4lJ/SHy6nntqxjSdU/SbMJGgMh1JlsqDiQkbAYjKQ5onA2vdXW3ul6i4jwe/jPui0sk0pJO7xRrAiZg95enJd9Dy8mpvNv9UwMssz4xU+2nbuqejNrS58hzn4GOZF3aJVGZCN/y/n5ymkrQqXQWUqEOYxYy/HtHuro6Oj8HujUJ42CHcVIEmR2Tznh8//vzSv59MXFmK0mLrr5x71QfitMHNOdLw7n/DHXtXLDwN60ZIURYjbx/NereejjRfz9rNGcN0KbjFx+PzaT6UfDo4KKypJNeXh9Abqmx+EPBDGbjPRKTaBX6pHqXpMGduWd6LXU1reiqoLe3ZLpFB3O1++vRfUFyemZTEZnrb3NauK5u8/hswXbSIkP55IpQwDYUVzB2vxihnVKo39GcgdbhuekMzwnHYDd9VXtjkVajl7uHaCwroGnlqzCIMncM3E0qScQJvW/ZmtNOa0BLZTOpyisryo+LtEHNOEn8SckuVZUgUDbNgsKcazmOjo6vzF00UdHR+dPg9E2BaNtyo+28Sk+5lTOJdTgJaAGmV/1DTf9iOizvm4m324dhxvd9I6K4rqsc9nfXM2klJ5EW+w0mPsQCO4DJIzG7ihCpc7lRgkYUIISskGAJDEk7mLsJm3x+m1FjUlJvfno0HoA+oTtx6dUU9ryFtG2UUTZOrrc/zcIIXhi/xtsbtiNLMk80P1a+kd2/1mvoaOjo/O/4q//mE5iRhwep5fJV524N0JcchQ3PTn9F7Ds2AghWLglj73F1Uwa1IUe6cdXOv3Gq8YTI8u888hMqlu8vLNsH88vvY/XduyhusmJKgRPzlzOLnMp23fXcqC8iYyoCD689DxiHfaj9vnMh8uZuWxn2/vUhAjee/AiHCHtQ6lMJgOvP34hi9fsJzUxkpEDs5EkiXdW3ENlcT2d+6RhNBlQheDR+ctYsDefUTkZXHXmCMwGAweq6vjLKzMQCF5dupEZN11It6S4H/yuvaITeHzoqXxVtJfhCemclt71B9veNms+eTVaFawmj4ePL/vf/K4/hX6xSdiNZlxBP2bZwND4tF/8mv8eexoPrFtCmMXK/UPG/uLX0/nfoSCh8NvJifVbsuX3jC766Ojo/OEQQlDqriXKEorD2HGnz+nbSX7tNShqKxlRjxLrOOKmbJJN9A+tItZUjypANh2jnLr41j1aIsIUz7mp5xBmTqBV7GF2+WuM8I1mRMxjGI2dyG8+xI0bLHjUf3Jz9/Hsrq6msSSKPl0EE1MGckbiiA7d3959EqPju9DkXY8xMOO/GZZj0hxwsrlht/a1hGB5zUZd9NHR0fnDYLaaOPeGiQAoQZW3Xl9OXm4lp0/ux5hxx7jX/49Zsr2Ae99ZgCxJfLF6F3MfuYKY8KOLMgFF4f63F7JqVyEje2ZQe7AYQ4u37XhjdTOhNk2gkQBFFnyRuwtRrs2XxY3NzNqxl7+OPJKT5d2N23ht3Wayo6No2dnU7nql1U1s2FPMhMGdO9gSG+XgwintK0RFx4cTHX+kkMLag8V8smUXAHN257K2uIS3L5rKgco61MNeJQJBbnntj4o+ABd27suFnfv+aBtVCAqbGlCEioREjdP5o+1/ayTZw1g45QrWV5UwIDaZ7OP08vlvmJCew4T0H94A09HR+W2jiz46Ojp/GITwojhfZ031Ol4oj6ZVjeTFAdfSNay9G39p078IKHWAyqGG+4mxHylzHlRdxJrqgcPZf5RtBFQ/JlmrzuX0+Xl86UpKm5o5t38qOz2HCDGYkRDkWBtYXnEt1f4Y9ru1fA8HXQfIcmSTFHott676N/WBViQCfF62leenDeObqocwyQo7G3cyIqYzqSHtF1WSJDEkJhtVpJFbt5cG7xri7acTaR36E8dIMK9yBXmtRYyOHcSgqF5tx0JNIcSYI6n3NyEQZNt/+d1DHR0dnf8F8+dt55MP1wGwfWsRnbtcT2JSxHGfrygqHqcXR3jIL2Qh7NtbzjtvryTUYSWYamtLlOwLBKloaPlB0WfljoMs3poPwMK8AtyJQVKSrNgqvMQPSKH/+B54t9lYsGg3ilHgGuZDNQqkwwE8QgjiQo/0XdXi5PHFKwFodHsYkhRPVX1r23FJgozEnx4ObJTbJ2qtd7v557LV/OuMU4kNtVPb6iLaYcNkMbBwbz7ju2RjNhp+oLdjU9BciyvSjaHajJAEXTppoolfUbjzm29YeegQp3XuxCPjT2rzuv2tkeqIIDUn4n9tho6Ozu+EExZ9Vq1aRf/+/XE4OiZYczqdbNu2jdGjR/8sxuno6OgcDzOLt7K+9iDXJq0iRVrA4BD4Z7qdKw5MYm7F5g6ij0H+Np5dxiCFtivba5RDsBpi8AQ1t+91By28sOg1Hhg3kTO6duHFNev4YvcehIBt5eWMG2fAhQWH7EUR5QD4VbXd9ZyBWuooJckmUevVrhVjdbCm7k3CjNruq0UOsqV+bQfR51tkyUT32CdOeGxUEWBT9T1UudeQGDIav3wObxV9gYTE2rptvNz//0i0aTunBsnAk31uY2n1emItUYyL0ytv/NnQ53idPwvNTW4kWUKoAiGgtdVDIhHHdW51aT13nPksteUNjDlrIHe+cjnyfyEOuNw+Nm8tIjLCTp9eqYAm0N9/7+c0t3gI2g0oeySIM4IEvTMT6Zb2wx4vNsuRBL2yAqrVQMlfM5D8gqtPPw2zxcTG1QWEVQRRVYFIFDj7CIxpAXrJaYzNzObM3t1Zs2An7z89n9C0SKTsthzY9O6fyk2nj2RHfjmNrW5G98smJzX26MYcB0MzU/nryEG8vnYzqgTIYDEaiXaEMOfvl5JXWcvaomJun6VVCzu5Ww4vTp98zH4Xzd7KK0/OJTQ8hIdevJisw+Xs42wOzGEyAbsPVQhGZGkbHAsK8vk6T0sE/cnu3UzIzmZc5pHiCAdaallTfZCBMWn0jPzxYhA6Or9X9Opdf0xOWPQZN24c69evZ/Dgjg8DeXl5jBs3DkVRfhbjdHR0dI7FupoDPLTzayTgzNBtpIQJDBIkmV0IVDLt2sJYiCDVzo8JKnUkh/0NAEVpJjXyjnb9yZKBvjGPMKv0Hg6WJ7B4Vy8EAW6fv4Cc8IdZU5mCEAmAhF9R6Wzvy0HvNqIt2RikBhThJ8HchE/qSYWnjqFR/civvQFZbubyrDCW1lxBQERyZ68JfFm2AVdQ2yU1IIiwhKIKBVn66TuY36fCtZwK11IAyl2LwZiAhIQ4vHyv9ze3iT4AsZZIzk877We7vs7vC32O1/mzcPrkfqxYtp9DRbWcelofOnU+vhw5AAs/XEN9ZSMAK7/cwmmXjaaiopm0rFi690s/7n5cbh9/f+hz9uZXgiKQA4LbbpiI2Wbi/RnraQj6wQDCICEHIaQyyIXTh3D1eSNxOb2UljXQKScei6V9FabhPTI4b3gvlq3OIyc6hhGju/DVgVwGJ6UwIiqZe++ZQVFxLaoqkCWJ7PwInr39IiJsNkJNVgB8Xj9P3fQBwYCCXFTLuJReFCVK5MRGcc3wQYRaLQzoloqqChpb3Fpf8rFzb/j9QZbN3QHASZP7YjIZkSSJW08aSXZyNHfMW0gQlUpDMwFVIdRmYWBWCk8uWdXWx4r8wmNeR1FUXvzHVwT8Cl5vgHdfWMwjL2tFDyItIXx80kXMOLiTLhGxnH+4dLlJ1uZeq9VHTFwLB7x76eqKptzTTJQlhKnL3sCnBjFIMrPGXUXXiOP/m/k5qfY2sax6Bxn2eIbF/LbDEnV0dH4bnLDoI34kY3sgEPivdjp0dHR0TpRKTzOg7UB+XNWNgWG1SCjs9J/EbV2ncmayVgGkrOnfVLT8B5Cod82hd9Kydh4+3yXT0Z9ukVewYMde4Nt7moLLt57Y1HEcqosm4DORld3MTd0eJqD6MUomvipexNLyT2gJxHFH79voGZXA/YsfJC5Hs1EVLfw1J5ScKC2H0OjYi1hQ+Qgg8ChGvqn8iKKWmUzPeAG78eeJ0TdK7XMa9Y7oRWxtEzW+evpGdKOrXuJd5zvoc7zOn4XIKAdvvncNwaCC8RihQuUHq/j6lcXEJEdx9g2nEJMUiaoKJElCNkj8894vqKvR8sI8+OLFDBvf8UFcCNFhzlmyer8m+AAYJFAEy1fnsi23jKBZAoeM6bBpkiSBEAzrlUllZRPX3vAebreftNQoXn3pUmw2c1u/iqKyamkuXpeP3Q2l9M1JZsaF5wPwyCOz2by5EFUIbFYT06YP4dSJvUgIi2hvryoQqgCh/T/baeLVv13cro3b6+e6x2eQe6iGTmmxvHrfeThs7ZM5f5/nH/qSpYdFn91bDnHH4+e2HTvorscfFUQVgp2VlXy5cy/n9u2FJEmc1CWbPRXVAIzplPmj1wCQZQmrzUww4EEC7I72dvWLSaZfTPtqYKfk5HBJv57sNX6FLKssaZrHe8XrqHXbyHRE41OD2vgKlW0NZf8T0cer+Pnr5udp9DsRwP/1uJAJCf1+dTt0dHR+XxyX6NPS0kJTU1Pb+6qqKkpKStq18Xg8vPfeeyQk/G9Ubx0dnT8nJyd156PCDRS01uCUhyHFPIFZDjDM0H4x5/LvRZOGBN7gIQR+Ktx72df0FZHmDPpF/wWDpN0SJUni9MTz6T+5lVvnzaeq1ck1A5oxGxSGxh4kMMyAEHB64sn4/HsxGhKR5Cie/M8mzDtSMfot3KK+iaG+lYioeoa8LSMbVISQeOCpfdx/RQUuj4c7nluOrbY/wT4K3aYWYzMrbKyVWFH5DmelncTU9CMLuXpfBV+Vv0pQ+Dk98SqSfyAM7PvEh4yka+RfqXStIMk+juywCfxnwHhaA27CTY4fFL50/jzoc7zOn5ljCT6KonLHhH/QWNOMUFXcLR4uvn8qLQ0uCveW0W9cD154fB6gCQ3b1hW0E31UVeW5e75g2dfb6NYvnYdfvxy7Q/OmiQj7Xj4gAf37prP5YDni8ApdCTPx7N/PYuPWIvr1SqNvz1Q++mQ9Ho8fgJLSBvblVjCgX0ZbN25vgJbWw4mbZdjUUMqYplq6RMTi8wYQ2lSIP6DwWO1m3pubz3vnnkNaRERbH9YQC2dcPJyv3lqJAIr3V6Cqajvhd82OQnIP1QBQUFLLm19v4JbpYwDw+YM89s4iduSXc+aYXlw5RctDt2PTES+d774GyI6IRhUCS4OMrczAP/KXUnCgjnunjefa0YPpmRyPy+dnfJfsH/3NQJvHH3zhYt59fhH2aDuVw+xMfv8DLh8wgKk9jl6gwCDLXDOkN7fumNX2mcXoB2wUOesJN1lpDnixG82Mij+2Df8th1obeGLnYiRJ4p4+E0h3RFHtbaLBrwmMMhK7mop00UfnZ0Xht1UxS/ct/nk4LtHnueee45FHHgG0m+jZZ5991HZCCO69996fzzodHR2dYxBmsvHF2Oto8nuINIf8oIgRF3oBzd7VgEKsfRp+1cuCsjtRRBBYgVkOoVfkebiCFZjlUMyGMBJDQ/n0/Onsq6rh3rmzCfbsytCkFgbH9EUxjMDTfBMlNQcQWKk7+CKRs1sJxDja7qxKZChNxV4+uWsYySe5scW5mX7GXP5xo5tyQwghlQIwYqwwUp4TQ3zPBlZX5wBOttR/RbojigHRWqjAl+X/odi1HxDMKH2GW7u8clzjI0kS3aOupXvUtW2fGTAQYQ79yWOu88dCn+N1dH4Yr8vbFsolSRIluWUYDDIX3DoJgIA/yKyPN1J2qA4hYMjY9l4+e7ceYsnsrUdez9rKmZdolRpHD+3EtZeMZtP2QyTFhnPSyC4M6JfByt2F7DukebWoQqVH12QG9zvi3dK5UwJCaPao4Qa21FaR3BxNQrh2Xw9zWDnntH58MX8bjSNVlkYcYtncN3lp1NlcedVYSksbaG5xU5StoALlLS28tWUrD084qZ3tzu/kPTq4p4z6qmZik44kbE6M1vLjaemfYcaandw0bTSyLDFn9R4Wrtfy47w2ax0jemfSNSOeCZP78tlbWqjW+DP6tLve5MyueIIBXv5kLc1ootXsjXu4d9p4JEliVE7GCf12Pftn8PR71/DKxk18tHoNArhzwUKGpqaSFHb0OTDBGkePsC7sbcnDIBmp99iQkIg025g5/mpym6voEZFEvC2UMncD31TsplNoAqPju5yQbd/HHfSxrm4vsZZw+kRqgtJtG2ezt7EKJGjwuZkx/jKSbdF0CU0hr7UMSZIYH9/nGD3r6OjoHKfoM3HiRBwOB0II7rzzTm688UbS0tpXdbFYLPTq1YsxY8b8Iobq6Ojo/BCyJBNl6VjFRAhBY6AehzGUqJCJ9E1ejaI2YTN1pSVQjiICAEjIOIO1bKl9gsKW2ciSmTGJLxAXMgCAR75ZTm6Nh8eWTiLWYWfNzdfwfO4znOY4AEBuQzif7pmHNzYCgyq+awCSWUaJViksSeTyMd9wcHs8jVUWTKHtw2gam+1ILcF2n1V7WtpeB1QfWtFagV/1/RzDpqMD6HO8js6PYQ8L4dTLx7LwnRUYzQYmX3Nyu+Mms5HnP72OLWvyScmIIbtb+wS/33r1ACDAHnrkvSRJXDR1CBdNHdLunAeun8Rt/5xFXaOLa6ePxP6d0C2AQQMzeeIf5zJ30z5mlx3ghWXr+WjTThbccTl2i9b25ivGE5bm4B81y9rOm1u8n9NGn837H1xLi9fL4FdfQ1IUBBBhs/J9eg/vxNKZmwFIyoghKk4TefbuLqOqqolhIzrRuXM8uYXVKEaQDUc2XVQhtAqY33kPENI1hpZsTXDZp3raXU+SJKZ37k1xrwY+WrUdSYJe6f+9d6EnEECStKpkAvArwR9sK0sy93e/mWJ3GVGmSNbVlFLYWseUtF4khYSTFKKVmncFfVy05lVaAh4E8FS/8zglqdcP9vtjCCH4+/bX2N+ieVje1e08JiUNpsnvQUUgCWjyuQEwygZeGvA3djcXkWSLJsl2YqHgAVVhfe1Bwk02+kSl/iR7dXR0fn8cl+gzbNgwhg0bBoDL5eLqq68mKUnPWq+jo/PbJKBUUdlwDxXuPSxviaVZJHJTp4dIsqUCWvWOMFMyXcJOI69lPjZDJF3CJrKk7CJAq3hV0Px5m+hj+E5ySiHBJ7t2kd9sZKjVxvbGFP619gxUIcF0yPyoAVmxAhKGoA/HQBdRF7vJOxjHrXMvAyC2k5Owgz6CVhmzbKC5s5Fyu4OiQ9HYo/wIQ5DekSmMTTiyc3h60lV8VvIMQRHgrOS//SrjqPPnQJ/jdXR+nFv+cxXTb5+CI9JOWFTHynb2UCtjJvU+6rlZ3ZK48ZGpLJm9ld6Dsxg35dihOBnJ0cx6/uqj5gH6lqGDs1lTV45crpVxr3e6OVTbSI+UeADemL+BV+euR+4vodoEQoIh8Uce8sOsVl47cwpvbtlCVmQU1x4lefvE6UOJjA2jqqSOUZP7YTAaePS1Bczesh85IOjxyVoeeexc7n1vIU1OD7efO6YtmfOU0T3ZnlfGzvwKzhzTk24Zml3LtxxAcWiJp9duLzxqAujbzhxNdmI0Lq+fs4f2POZ4HYtL+/djXXEJeXV1XDlwABmRP15eXpZkMu2a8D0p5eihYOXuRpoDmmilhVmV/mTRpzXoaRN8ANbX7WdS0mDu73sKt22cjYTEvX0nth23GEwMjOr8k651+5YZLKvSPLDu73U60zP1Kp067dGrd/0xOeFEzg8++OAvYYeOjo7Oz0Z14yM4vUsIlVROCavh/YYI1tUt4dzUy9vaSJLE2MS7GBb3N0yyDZCwGmLwKg0IoVLrPzLJ3DF2JPfPWkwQhRJ/C/cvWYIExBj64PIZj0xIMrjCAziK3RgkP8FHbZSqcchKPRUN31lkjjQyeWAP+g/tRmNIK8/MX4S1WsYbLzgpog+3dRmETZgIMR7Z3U0N6cLtXV//hUdO58+OPsfr6EBVcR07Vu6j2+Bs0rsmI0kSSdnxP7m/084fQt9BGfi8geOqcPUtx8q5Nr57Nu+v2QYCMmIiCVdkFn20hi4DMtl5sAIJidBdZvyxCs9cNplT09qHII3JzGRMZiZlrc28vXsrmeGRTMrqjCRJbKhfw9cVM4lJjuXKUX8j3BSK2+tn9vZcMEioMuQ1txBqMvPJ3Rd1sM1qNvHE9R3Lqg/tlcH23DIA+ndLPep4GA0y5wz7cQHFEwxQ3NpEZlgkFsOPP85Eh4TwxUUX/GibEyXTEUvXsERyWyoxSDKnJP40wQcg1Gija1gquS2lAG0VucYndWL7WVqF0Z8j/54i1DbBB2Bhxd7jEn2qPI3ktpTTJzKDSHNH0fOX4rOizaysLmBsQmfOyxj4q11XR+ePyAmLPgCHDh1ixowZFBcX4/F0dM186623fhbjdHR0dI6FEB4U7yJUIlAxYDKEoYrWtuNGSUWgEmtJPOr5FsORuP6M8Pv4uuxJ3IqJfHcjdd4lpBnT+NebK6hrdiFs4EsWh68rWP5GJjE76oge4aS+kx2DW8Gxvxn6GfGeaYIyP60x4WwuyMJkUiGoiUOOsHgWRjp5ccsCTFVgbg3BjsSpOdsYW57FdX95FARc+cBZnPs3LZRAFYLn961gQ80hzkrvzQVZA36pIdX5k6PP8Tp/BjYs2MG2ZXsZfEofBk7oSVNdK6u/2kJoRAgv3PQu7lYvRpOBF1Y+SFbPHw+DKdhexIzn5hOVEMFl/3cONkf7UKkF767k+ZvfA2DazZO48pFp7Y4LIXh//ma25JbSPz6GMQM6kdXt2N52/TOS+frWSymsbaBLWDg3D38QZ5Mbg9HAtBcvZiMlyEGJs1J6MCm961H78AaDnDXrI+o9bgTwz7GnMLlTDu8fegMVlSZ/A/MqZnNh+uUYDDJGWSaoaKlVw0NtREZ2DK3+MS6dPIjslGianV4mDPlp3io1bidT5r5HldtJVlgUX51xCaHm9tW5vMEgZoMB+RcqVmCSDbw3/Gp2NZaSao8mwRb+k/uSJIln+13Lurq9xFki6B2Z1e7Yz4VBkhkQnc7W+mIAhsceOxl1sauWKzY8j1cNEGGy8+Hw234V4WdTXRGP7NISpK+szifDEc3gmGNXbdPR0Tk6Jyz6zJs3j6lTp6IoCnFxcVgs7W+yeiUYHR2dXxN/w+Wo/o2AtovlR2CzXozPkExAbaBCPZmzkk9nVOzEH+3HpwSp8hnZ1pre9tlH+QspK4jD0Ww63EggewWqVQIV5PUeXBUykQ012LvHYdpZgcGj4s9UMV9TgQTED2uh6JJeSPFuqLERDBo40NSIHJCQkFBiwOgCWRUkm1r56N/r25IgfPTiwjbRZ17pHl7JXQPA9oYyekcm0SMyEafPz/Nr1pHrqmJUThqXdhl8zF1PHZ0fQp/jdf4M7N98kIfOf0FLOPzGMp5fdj+PX/U6VYfqtAaHRY1gQGH3mrwfFX2UoMI9Zz6Ns8nV9tm1T11IeWENoZF2wqMczHnzSF6dOW8s6yD6LNtSwEtfrCGkqIUDJU5mAFfcdTrT/jrumN8ld3Uhi7/ezvoIG84md5tNoQ1evnjoUpqcHnpnHX3TA6Da5aTOo50nSxLbqyuZ3OlIdcjvZp8zGw2ceXpvvt6+jwRCeOWaqRgMJxZ6IUkSo/r/d5WvFpUUUOXWKlgVtjSwtvIQp6Yf8WJ6btsant+xjmhrCB+eeh7douKO2k8wWI7HOx+TqRtWy8gTtsNiMDEoJuvYDY+DEKOFCQn9f5a+foz/DLmYheW7CTeHMD7h6ELgd9lUn49X1fIfNgVc7G4qZnRcj1/aTGq9zh99r/PLoQgZ5TcUUvVbsuX3zAk/Gdx3332MGDGCTz/9lLi4o99EdXR0dH4NhPC1CT4A0uG0kc3OLygx3cZJKddy9Gh8cAU9zKtYjUk20SWkGxd9M4Mmv4se6QZMJoUoo5NzumzhRedJ+ApjQNXy+UgBFWGRsRd7cA/IxJ/tIWRfDWHRkbgjWwim2JAWlbVdx7jezYTrUwgJmpjvOYQaIpCD2oOzQEt0KSFhDg9y3tgrmP/eCixl2kK7bqyVf+5cxjmZvWkJtE/e3BLQKpv8c+VqPi3eghTtY1NuPpsbi3hjREdXex2d40Gf43X+DJTkVgCgHk68v2/zwTbBR5IlDEYTQa8fk8VI3+9V4/o+AX8QZ6NTq6YlS9RVNPDc3z9m8YyNGE0GHvngWroMyKJoTylIEjl909udHwwqzPh0AyHVAQy+I5Ww5n+8/piiT1FBFc89/CXCJCMFVWzxkXirGzGaDPQb253MhKgO57h8fvJbKjEYZXpFpJAaFs7AhGS2VJUjSxJTcrpiM9i4JONq5lTMJMYSy+lJWkW/hXkFvLt7B7JJollqRjV36P5XoXNkDECbF092+JFkxi1+H//esQ6ABp+H13Zv4t9jzujQh6o6qa49FVXVfveYqHex2U75pU3/nxNiNDM1/fg9hftEZGCQZBShYpVNdAlL/gWtO8L4hC70j0plW0Mp/aPSGJ/w31VH09H5s3PCok9BQQGzZs3SF4M6Ojr/cyTJgmweiurfAByuDiJBRdDO+pa5rKxTqfY2cEHaqYyJ0xY5VS4nkVYbj+17i11NBYBAdu2lxe9FCJn9xQk8POwrjJJKUJVptZmRhjgxF5iQ/CaCDhlkCVd2CNaVreAJ4O6VxJhemayocGkL9oZwJA6/jrBR/FwuMhIhw220dDKgGgWSEEiKhGIN0jrKz0sTLiI9Novo64upmlWMK9FMS48Q3sjbwKeF21l46jXMK9vL9vpSTk/pyeBY7cGhrLkFQgJtY7KmpvAHx6vJ7eXa92ezr6KGaQN7cf/kcbrnhk479Dle58/A0NP6EpcaTU1pPUnZ8YybNpSln22gYEcxCLj5+UsxyBJdB2YdM5ePNcTCxfeezQePz8YSGkJUaixz318LkoQSVJn/wVrueOEvpHVJxOf2c/qV7YWcZStzydtbiQSo4TbUVh8GT4DuAzIAOFBay3tzNhERFsJfpw7HEXLE+66h3oU7zYFqNSIFVM4ZPYKsxDDMyWHcumQFtfPcXDS0D38bMxRJkli0r4DbV8xETte8ks5PH8LdPc/g48nnsb26guTQMMIlC199s4O46CT+MeDZdnPEoYYmJOnwXCugoqWVlIijhzUJIXhzzxbWV5RwRlZXpnb6+bxDBsen8sb4qaytLGZiWic6RcS0HbMYDDhMZlwBP0IIwr4X9vUtwWBRm+ADMl7/+p8s+tR7Xdyz9Wsq3S3c0mMsJyX9cQSKzmHJvDn4BnY1FTMkujPx1ohf5bo2o5n3R16BRwlgM5j0tYqOzn/JCYs+6enpOJ26i52Ojs4vi+pbj/AtQjIPQbae+oPtzFHv0NI6j6/Kcwk1bAKphoOBSKq8KRxy56EgeCr3fR7d+Qlqo53kqEpc7lgM0X7EYcd1H62oQsZkUjAYg1T7Qkm2NmOUVaLNUG9RiVyj0JQlI0UaAYEwgGNFAcbWAMEuMXS/ZALL2IMwSpCViDfeiiIphOJA9mmLlZjtXrwRdjAZMLYEiNjbgDBZGXf6QIbHay7ir4y7jA/T17OmspRd9dWoQtDs9+IOBvh4zKXsqazmH4uXcVneTB6cNJ5rhw5iw6IDKDYt98r4hB/OkTBj8y72lGt9frJpJ1MH9KBH8k9PTqrzx0Of43X+DIRHh/LmlsepKKohKSsOs8XEv+bewY5VuSSkxZDR/cS8GS6+5ywki4UPn5nP3A/WIqkKitMFRiNpneIxW0yc/bejhxi3qw4JhPVPodHlxdw1DlVVuflfs2hodqMKwaoV+7n/mlMYNFgLj3IbBKpVW8oLk4w9M4oxUwYw6v5XaLJomwEvrtjA0Mw0BqQn8/LyDUjR3rbrzd6xA7HdSrjDyqjeWSTGh3L5re9RVKKJIddfNY6EvlF0j4ojLsTBWT278eG2HdQ4XfSOj2fZ0lz2RpVz0WkDMJvaP1IsKj7APzauAGBpaSGdI2PoGfPzzTcTUnOYkJrTQQywGIy8OWEqVy+bSWvQx6ySnVzSvR854THt2plMnTEaOxMM5gMyIdbTfrItz+9bwarqg6hCcPPGmWyZcgdWg+kn9/dbo3NYMp1/JQ+f7yJJUruCFjq/DgIJld+OyCZ+Q7b8njlh0efee+/l6aefZtKkSYSEhPwSNuno6PzJEcFC1MbLAIFwfwCRHyBbhnVo5/VtIRAswGGfyCXdziGo+tna8CURwWZkg4lD7u2ABBKYLEFSMg+Raa9DlsqpaRlIvt8PwPW9hrMuqpmFdZtBwOdlI3i8VzzFpdFEfnQAv6kBKRiJJCQMfq0/Q6MfQ6u2qDYcquf9+jywSqBKIEmYwqJp7GXAtMeDvU5FkiCuTzxlJjcIQdBhZMxFo5nQOZHGVsE/3l3EacO6ExJh4eSIPoyN685FKz7CpwQZGZ9JmiOS/KZazlryLoqsIrcYuOurb5h55YVsu+QW1lYXokgqYxM10Sevpo4bZs+hxevjwYnjOK1bF0KtFm2H9jB2i4lSdxUOYwiR5rBf+mfV+R2gz/E6f2Ramty4XT4SkiMxW01kdDvyIGsNsTD01D4/ue+8HYcAEKogWFMHaN4wJiXAkw9/yarl++k/MJMHHjsHi+WIIDBmdFd27ill05ZCElOi2La3BCFg5rztnDS6Ow0t7sOeNYLaJhf/d8/nzJpzG7YQM6mJkVqIk6SFqnXOjmfZgl2ELqnDboLaQXb8kUZ8wSBCCESpj5B1DpSEAP6BHpRVIcxUdwHw9rxN/GXigDbBR5LghW9WUV4TxG4ys+DMS0kPi+Sbqy7lzQ1beX/uJorrq5BVqG1ycuelJ7Ubjxr393KyeFz8XCwqy+P2jV8jSxIvDDub0YntcwSZDDIuvMhG8ASDzCnex629R7drI0kW4mPn4/Ovx2jMxmhIZ0fDbOr9h+gRPokE27Hz3XyLX1XaXitCbTfP6ujo6PwWOGHRZ9OmTdTU1JCTk8O4ceOIjo5ud1ySJJ5//vmfzUAdHZ0/HyJ4CDiyiCJYAN8Tfdyeb6ipvwyAZkMqSQmrMMpWhsScB0CvyCYOuWoocJbz7frLLAeRJRACTEYPYf5UqvcJnv1iN4ZSF+HCRjC2FQw+/u+bUBpCfJAegrVUQa5qJNA/4fDVJRSHBWQJVIE02ExuQzXhUQq2elPbnoQsoK6vjXhfKCFVXvqnx7KroYi4LT6MXoHbv5W4Ua9hDrHz7vxpzF6zDWea5op+7cjBrD7jBl7ZsY6P1u2k367nGdAjCQUVADVModml7dhaTSZOSjniTr6t/gPunZdPcWMkQkjcM28xk7p25tyBPSmub2RnaRXnDerFnMZvWLR/HQZJ5v7u1zAw6pdPzqjz20af43X+qGxenc/DN39EMKgw9ZIRXHP7pB9sGwwobN9cSESknU7HUUXL6/EzbFIfNi/dB6pK26Qjwaf//Aq3T0Ekx7FxncJnszYyamIPMqMjAa08+W03amFFXy3YwdY9JW392qwmrjt3BC/PWAMCzM1BAgEVnz+ALcRMRko0z9w3lRUbC+jfI5VBvdM554aPkYMCKQiRez30vLwPQzPTyC2spq6wGQkJQ6kJo9/A4emkjUWb8+jdPYVd+8oQAhrjggC4An5Omf0OU7K6YWkxMWP7bkS4wGCG0HJYv+dQhzGZnNWVd/ds40BLA2NTMhmRlN6hzU/lke2LcAX9SMDjO5Z0EH3SQyOxGoz4VQVVCHpEJrQ7XuerBCDGkojNOgGA3Y1zWVnzMhIyuc1LuDLnE6yGo2+G1HmdHGitoWdEEg6TlRu6jSa3qZoqTwt/7zn+hLxTGmpasNhM2ENtJzACOjo6OifGCYs+L730UtvrTz75pMNxfUGoo6Pz3yKZh4CxMwTzQY5DsnaMs/d4VwIyoBJUSgkGizGbuuDy+wkxmfC4YLhyCr1iqpldvoKWGhlLag2EgCqsbG8N4gnWItKhy04vyUNryd2eTl1hOKbdRdRPFlh8Kr4oGW9aKE6fj6Ehu1kh9QUgJbmGjH8JWlvNNPeM4qSUnfiHyux/tTsGp4Q3VqXPoBoId1K5O5b95gjW+/YTXS1h8KmAxN5VMo3nOAiLcpFaXUxRTK+27/fp1l1c3b8vM19djQ0rklGw2VyK5Dj8PCHgwm69OoxLg6+QzXVvIsuD0ZxiJcxGAwAmg4G7TxsLgFfxM23dq4C2M7mgco0u+ujoc7zOH5YvP15PMKhtJsz+YC1X3DwRo8lw1LaP3P4pG9fkA/D3B89i4pR+R22nKCoLv97Gf/4xB1VRGXz9WLZtzkNZ1AwePwjwuHxakYHiSkREGM+uXs9jBZv5v0njOD0rG2eTh+SsWCRJ4rQJvThwqIbd+8uZPLEP2RmxZGfEMrxbOg/d9zm1QT9/uXI0ERFHyqQP7pPB4D4Zbe8tIWZqQlUUq0RnUxgvnD8ZWZbaVdmSkEi3xhBQAtQ0tRK0SiBL9O+cwv2XTmTLjkOoIRJXbf0KlKD2PYJBPsvfTZY3WguMliQUm8DVy0d8ZGiHsfnPwg1UbWkmVDZw/sBemA1HH+ufQoTZRrWnVXttsVHc3ERuXS1Dk1MJt1qJtdmZOfES5hbvp3d0IhNTj4Q9r66dw7zK9wA4PfFSRsVOBqDRX4aEjEAlKHy4gg1HFX2KnfWct/J1nEEfSbZwZo27jhR7BF9OuPqEv8f7/5zLJ89/g8lsZPRTo1kVU0qvyGQe6D3lDxUepvP7Qq/e9cfkhEUfVVWP3UhHR0fnv0CS7Riiv4JgERhTkaSOO2A22wRaXe8CYDRmgZTG1TNns7ywiMyYMBrtZWANECy3Y69JJSMqj5QwJ1b/YIJJfWlt3IIcEqCTXMuVd60AYNyZ23jurul4rWasLTLN6UfiiF2dI9laHUWoqpCQWkenPsUYZEHJwTgSIlqQZRVbuErPG3eTe08qKWN8hGTWA5A9uoSyHXYCqhlfpYL9sGpjMKpYbAFkSVCzz4G1ixdnuHZb7h0RxdV97yS2ohFhkAkO6ITSYOXka7szf1cuIaVG3li5llO6diI5LqLD+IzrvZtA0IBRpPDQxMkd8h6YZSNxlijqfE2oqGTYf754/aLaBopqGxmSnYrdosfj/57Q53idPyppWbFsW3dAC7VNjMBgbP8gUVPVjCPUitEotwk+ACsX72kn+gT8QUxmIx6Pnxtv+ZDCwhoIs6AYFb4uK4FEG/K5vYmZV0BYiBlnfSuqoiLJEu7ONjwJBpDghbe/4ZP5FShBlczuyfS9chiLi0ronZHA68/8pV2OnJzseD789AZUVSDL7e/l36fPFX3ZsXMXCME2t4/PPlzHyNN78sqqjaR1i8VX56V/91ScTV42HCzEgkRGVATTpg1i8vDumE1GRgzWSrZ/nfwXXtu9iZkFe9v6H9s1g4/WayFhIiqAL1phheEAVe4WEkI0kUQIwafrd2pilwqfrd/JpL7Hn9xYESoHWiuJtYQRZekoKL0w7Gye2LEEgyxzTkpfTv7wHQKqSlJoKN9ceBkOs5nuUfF0j+qYQ2hN3dx2r78VfbJCR7O98UtAJcrcmShz2lFtW16VhzOoVdOs8DSzrb6EMT+SS+8Hv2NQ4bMXFwEQCASZ98Yq6m8KpdhVR5ewBC7JHnHCfero6Oj8ECcs+ujo6Oj8GkiSCUxHX0gJ/3ZswVySol7Gj0SIdTwbSmtZXlgEQJWxEmuoH0kCc6aTMH8r9585AyEkZGkrD2y8iKbGKGg1MHTcpsPXA6stQLy9lBKh5TIxusF/uPCH6jMgjICQaNwdxVI5lKEn5xHpaMUX1HYwhQC/wUTzyeFExVWAAElGSytkUEA10thNxoSCwx3gomlOEmJOwihnctr5Pfj8hSVYan10HpDBBVFpPFnRqNmmqMgNrUg2C6ZKmfA9JgSgoFJa09RO9HEY0miqG4fFsYnpQzxc2v0qTLK1wxjKkswTvW9mfuVqIsyhnJE45r//0YDNhWVc8eYXqEKQGRvJrJsuxmzUpxodHZ1floP5VWzfXMSAIVlk5nR82L/8ppMJjwihqcHFWRcPbyeE//uxOSyYvRWL1cTjL11M5+5J5O/Tyrr3HZQJaCFcD1z5Fns2F9FveCcmXDpcE3wAjDKqVW6rt67azZx79xROmTyQ1+74gJqSei57eBr/KN9HbX0DAJadDShBTWQt2lfOwbtnUTMpjYKKOnKSYjhnaE9UVWC1HRHOjyX4AJR6ndpkJEkE7RJbdhXzRW0RB2q0TYgBPZN54LpJnH/dm6iKiqklQGNzLVn20A7JmLtExvL0qNOIsthYVHyASRmduXvQGJKarLy4bTXu7CDIEBQqlR5N9PH7g3w2YyPJdQYqHQEUi0T3FO33qPc5WVGVR05oLH2iji6qCCH4+7Z32FhfgEk28OKAq+kTmdGuTVZYNG+Mnq79dhvXETwsVle0trK3toYhySk/OD5JtixaAtpvkGzLavt8Y8NGSryRyFKQEm8j56pebIaOec16RSa3hXCbZSOdwn5apUPZIBOTFEldZZOWByruW08oicB3cgTp6Ojo/Bz85JX4N998w4oVK6irq+OBBx4gLS2NzZs3k5GRQWxs7M9po46Ozp8Yf7AUt38bdvNgTMZERGA/ouECQGDEgCnmayQ5jJgQLb5f8O1/jqRVOKV/COtbsuhsqybW7CIuvgzJaIdwGYuvMxKHAIl6j4ONQ9JIGNzIhIiNbFzTA5PsRU7wUbIn9UiHCHxxEkWuGEyvBlFNBoLXgGSGovVp+L1mCkuScYS7scQEiPKMJMEjqAy4EKEq0qkB/tI1nouy7obADny+VfzlxgSGj7sVr9tPnxGdqCmpx2w14fcGEIAIDcGVKtiyLh9HRQBfiExazwQ6p8fy8uL1eAIBLh01gIW5Bby9IhzByQCMTXCRE9NR9AGIs0ZxWeaZP+vvtXTfgbbXRbWNFNY20jVRnxN+b+hzvM7viUMHa7jhsjdRgipGk4HXP76WlPT2+ajMFhPnXz227b2iqBgMMi1NbhbM3gqA3x9kzuebefI/l7Js4S4iox2MGNcNgHWL9rBns7axsH1dAX3Ha4l+JUlCCEH3tFi20IoqBH2zkrjyNi2s6rGv72q75lU7bNw7Z7F2rWgz9mJ32zE5oCJ7FdRQmby95Zx7/ReoisrNj53DyVMHHvdYnDWwB8vyCgGw1gdZX1uBWmeACFDNEvVO7ZoXnj2Yfz81D9mnoqLy4F2fM+ubv2M0tg/DkiWJ+4eM5+5Bo3m/+DPu2PUQ3ZL7Ef6FjLczqDYYEJFCr0gt99Fbb63ki5mbEQgiQyQmXt+XW08aiSfo54JVr1LlbQHgpcEXMTq+o/dPpaeRjfUF2m+kqiyo2NZB9PkuQ5NTeYH1AIRbrHT5Th4yZ8DHfRu+oaCpjr/2HMqZmd2Znnoj6+oWADAi5kjFLiFUBBJBYdBEHSFwBX3sbS4j2xFPtMUBwIDodN4ZcRnb6ksYl9iFpJCI4/pdvo8kSTzx6Q3MfG0Z4VF2mk4x83nlVnpEJDM9Y/BP6lNH5+dAFRKq+O1UzPot2fJ75oRFH7fbzZlnnsnSpUvbdkmuu+460tLSePrpp0lNTeXpp5/+2Q3V0dH58+ELFFJQPREhvMhSGJ0TliL5dyC3ZZ8MInybkIw5dI6N4bkzTmPO/lx6J8WRK+dxoKWaSQl9mFOzhED1UMxSkLtTv2FLcxqSBEIWfLR9ICH7E7hsYClV4gxaIwtQjAYGDVnP8DF7UAW8uOQM7Ck2lBo/ATxEXlpBfESQIDLBHjJpJXX0kGuJjevEvySJQHKAoE9i78wUYpfXsO5mN0FVRZIkrskZzu1jRwLQ0rqV/ZuvJCzKT2TsS+T0XoLJpC2CEzJieXHto2xauIMPXAUUhQaw5rmQllUjwh1Ygna6J8cy+ZY38Moq/kiJLYXlTBjQSXNbOixQ+YO/7o7h4KxUPli7HYCY0BDSoiN+1evr/Hfoc7zO75HcveVtXjPBgELuvvIOos+3KIrKP698lRVfbKTzgEyufGQahvJqgqqApBhS0qKxh1qZPK39g3d4lKPd++7dU3j04XNYt76AAf0zGD+uO6W1TVTUt9AvO4l6l5uFu/JIj45kdNdMhBAMT0njuhGD2VpWwemnjKdxTj5z31uDqqhEd42nOcpGj/RESufn4TYLqsZEcvP2VdyfZuLCgcdXWWxC9xzm3nwpa7YW8PIHq1HtMhJg8UngMPH3M0YBMGVib7YszWXDmgKEEPh8Adw+P8tzD2E2GjilSyetMthhVtdtYHH1SgDKqeTBu66l8oCP7F7xDOuc2Xa/KCmtPzz9SEguwT77NkzGUylqqW0TfGQk1tcePKroE2UJJcwUQmvAg4qgU2jij37foSmpzJx2Abuqq5mQlU2E9Ug4+Ot7NzLn0H5UIbh1zRxGJKQTY7MzPv6cDv2cnHA2Fd5S6n3VTEqchoqRC9a8SLmnkRCDmQ+G/40MhyZ4N/hdfFOxl/3NlTzcdwrh5p+WhDkpM5Ybn5yOJ1iDonq4qc/Eo7Yrdtazr7mSITGZRFnsHY5Xtn5OcdN/CDFl0i32aUyGKAACqkKps5kUe/jPmlNJR0fn98cJiz733XcfW7ZsYebMmZx88smEhR1JcjZx4kRefPHFn9VAHR2dPy9O3zqE0CpUqaKFBvdMXti5hlvTLUSZfbgVI9bW/0OoNRhCb+GMbl05o9u3ZVaHAzC76DUCh3cJ/MJIuT+CoKItftRDNkpVF2prBPcvimbx1SeRE9aTaHsIPSKvZnP5Vzy/vBrXyhBiGp0k9Yqn7tR9hNi1eH6/auBQegJTL96BJAk87GbgkBaWlWk2+LoZ6GbrTaHqAbS0081e7ft4fAFuOPcdavechMGocuOz68ge8waR9qls3RfNGws2khobwYN/m8hYaRzPLFjIjvtmIRSBt5Od1pEZzNy/F7NfJtThYeTo7dgcKqf2eJTVhSnsqqjmgv696Bb/63pljO+ezbtXTyO/qo6Te+YQYtaTUf6e0Od4nd8j/QdnYXdYcTm9hIbb6DdQC8kKKipl1U0kRIdiPVwmfe+6fFZ8sRGAgm1FPDztOYLNbhCQnBrJ+VeMOuo17IlhGDIj8de6GHVqL3oeDvsaMbxTW5vU2AhSYyPwBxUu+M8nVDZpyYYfO3ciOzaVsHDtfuw2M//++9nMe30V+btLueiuyQwZ05WMbklsXZPPusV7yZcNNPV2EAg3gizx6ILlnNm7G3bz8eVIy4qLIvmkAXw0dxstLi+qKrhp8kgunDQAg3wkl9GV147j0MEaGuqdXH3DBO5fvJQFuZqXzRWD+nPPSUfCfgNqsN01UrJCmdC3f4drT506iE1bCxFBYIgHi1nLyZNujybNHkWJqwEBjDmK4ANQ2NJARYMZyRAk1R7DGYkDeXThcpbnFzKxWw53ThjdTowC6JeQRL+EjlXWPMFgWyiWKsSPhk2Fm6K4qdNDbe/X1xZQ7tFCrN2Kn5U1+8lwxNIa8HLnlpkEhUpBSw1JIRHc2bNjsYnjpbR1AZtr7gMEXSKupEf0De2O5zZXMX3lGwRUhWiLnTknXU+E+UjYWUBpIL/+fkDgUyopaX6N7Kh7aPF7mbrwAw4015PuiODL0y4l0qJXCNPR+bNywqLP559/zqOPPsrZZ5+NorS/eaalpVFSUvIDZ+ro6OgcH4oIsK3+Uxp9eYQqdhwGF7IUgse3k68qujK/sgvdQhtwBQ3MHDQX4foPwnEjktRxJ6t3mBGjUAhKBqxSgGS1idNbfWzbHoWUHkOerwkEqEJl3OtvIxBcP2wIA0YMp0/SX7gkJpd/epdRHQaNu8rJOkvh21Vksi2a1y+7jU8LV2p5HFQVg6zybZyZwWdkR2kzo/pksN5dRXJ4GFcN0dz0N28vpHaPhCldIeYWJ2+YB9M5/wAj46/m09UncaAik4OVDSQt2MhA1UTdw+tAEfiTrZTdmXPYhiBRG42ce846ktLqtH7r7+K9i+Z2GIdfk0FZKQzK+uGcCjq/XfQ5Xuf3RFODk5lLtxOdFM5rn15LYV4VXXokExllx+cP8tfHPmN/UTXR4SG889BFxEeHEhp5xFNCCPC0eNpCgqvzKzqEN33LezPW02I3IULCWZJXSs7MjQzsm0Gn7Pb5g4KKyiP/ntsm+MiSxNq8Q6xemwdogv8rzy3g0MqDCCH44IUljDq1N6UHa3jouveRJFAVlfjJqTglPwIwGWQMUscKNk3Nbu79x2wOFNYw9Yx+XH7xCCwmE5vKyihtbubZO89iydp8kuPCmTq+D7Is4fYH2FJaTmZUJOmZsbz/xRGR4cFnXz48MPDZ+l18unonZ/fvwYOTxzM6dhjbm3aR13qA0THD6RKac9RxGjQwkxfeu4CX9n6JMSKEmztrXjUWg4mPR/2V9bUHyXTE0jmsY94lgFlFu/EEBKrfyn6Pk4937uTDzTsAeGfDNoZlpDGmU+ZRz/0+V3cfzObqUg62NHBdz6Ek2o9egv1oZIfGYZVN+FQtxLpneCqgJZlWxGFvYwm8SgBFVVl84AABVeXUTp0wHfaq8SkBNtQVEGMJo0fE0efEA80f8e0fYEHzBx1EnzXVB9rEqnqfiz2NFYyMPzL2gvaIw5+srCjiQLOWx6nY2cTi0nzOyzniLZbXspFl1e8TaozmzJSbCTUd3TNO58+HgozCb6di1m/Jlt8zJyz61NbW0qPH0cv6yrKMx+P5r43S0dH5c7O1/hM21b2HhIRJzuHsxGmEWcdQ3/oaPcIr2NyQzobGRM5M3IVHCGzGRDg8KXxRvInn874h1uLg/7oKYo01ZAcCYK1lkKOQcmsYWUPW0XtkD4ZHP8utXy+g2unEIEsUNzVhqYf3PtnIwu1rcXatw74mDtUsgSThjzRRvD2WtIGVSMhcnH4hsuRn/8IuZI4sorUmhB1F2RABcgAc+Zo65NvWxL63bmqXOLRLp0RUq5Ho61ooDonlQE08m2uzKWiIp1tKBbvzM1GFoPxQNYvvm41QtYWcL8UG30nmaYjzkZCiLewkCbxKQ4fxrKtpIXdPOd16pxAd07ESio7Ot+hzvM7vhdZmD+fc9AqV6UbYAWMy03nlqqltx3fml7O/qBqAhmY3izbk8pfTBxGXHsNpV44nf1shQ0/ty6qZGyjeUwpAUBUoQQUkiQ8+WEvhwRomT+nH4MHZhIfZ+PYWriqCV95eidGwmrdevIzM9Ji2665em8/qpXkYOxkI2mWEEEzq3YVty4vw+AKoqiDcfiTPWiDUzA3/nIVJlgmaZQw+7fp/6dObtZYmKppauXHMUKymjkv2L+fvYH9+JT6r4LnSbTz7zHZO6d6JeQe16mM5UVHM/8slGA979/iDQc59+2MO1DVglGXu7DeMRYv2EhsdygPXn8ppXTvx+a69SEHw+TXPns827+LMvt3ol5bEXV1v6mCDoqrM252HJxBgSu9u2MwmeiSk80rCzdQ73by9YgsGuZArxw4iPMTGKUk9f/R37R4ZjyoEkgRGZEKM7b1F2wSX4yAuxMGXp1/6o20OtO5lQ91W+kf1oXv4EVEkzhrOe8OvY2X1PnpHpjMgWhOaIswh3N3zVF7OW0FKSCTXdB7FP1as4P0dOwCY2r07/zr1VIQQ3LzlXbY2aHmgHup9Lqcnd/SMCjd3odG3DwmJMHNHIW1QTAayJKEKQajJSreIhHbHzYYoOkU/TEnTf7CZMkkLvxaAzLBIJLTcQaoQZIcdEXUUNcDM0n8SFAHqfOUsq/6QM1NuPuZ4ehQ/rx1YSJWnkQszxtA7IuOY5+jo6Pw2OGHRJzk5md27dzNu3LgOx3bt2kVm5vGp7zo6Ojo/RIu/EgkJgYpf9WC3nYkpuItI7wwe7wZzq7tgkP1MiM+lWrGRHfsekiThUfw8uW8OqhB4gj7+k3+IXvZKVvtGgS+GIUmFWgUvBK2Bvexw5vHZxVoFkPu+WUxFeRPWBm1VX7fLhDnMgsvmAuyHq7IIqsoiKfVHkRERSZ/BfdhYcT++RolZd04AoGd3I1JcHIX7G1Ba/AAMGZhNq9fHwt35JISFMqpLBvHRYfzjsxt4t+oZqpqP7D7urE+jyheFd3QrUqvMpoISQkLtEBGK3OJkYpdufGOVqPa6sJt8nH3ORoSkCUJCQKg5vd1YVlc2ce0Fr9IU7sUSZubdf/6NhMSIX/YH1Pndos/xOr8X8vaUURd+5P3aQ+290JLjwjEYNNFFVQWZSdEoisodZz1H0b5yAM7tlsLfnrmEB859Fr83wPTbJ2M0GZn5xSY+/GAtkgQbNhwgOycea6iFsUM7UVzeSOHBGiS0/ED78iraiT6qoiIBEQcUAg4VS62LbZlFvHTPuXy5fDcp8RGcOaoHTzsD5O8uozozlNpGF7IkYc+Jgr21xCdHcupp/Tj/e3mEACpdLSwpPUCPqHhsVhNCCJwpMuphbWR+fj6yAVTgQEMD1U4nyYfDNPNr6wkoufSK85BXnMJHW+dijfdTnhvFq5+uYfCENMJDrQi34L0129qu+d2wstzmSj4oXE+CLYxrOo3hucXreHe91nZ5XiGvXnRWW9vbP5zH1iJtrAurG3jp8mMXDhiflI1RllCEQEGlXGpifJcstpdWckq3ToztlHXMPo6XElcRFy77iDq3A5uxkA/HG+gXfUSUygmNJye0o0fSxdlDuTh7aNv75UVFHV67gr42wQdgedXeo4o+fWLuwG5KJqi6yQ6/oOPxqBRmjLmG3Y3ljIzPaUso/V2SQs8nKfT8dp/1jErgrXHnsqTsAKOTMhkQd8TTSADqd3yEVNE+dO+HeKdwCV+UrAMEWxoOMG/M/2Ex6CHcOjq/B05Y9Jk6dSqPPfYYo0aNonfv3oCmIhcXF/Pcc89x+eWX/+xG6ujo/LnoFXkWhc7V+FU33cNPJ8QYScC5EFmSSTGrXJuaR7niIygEHtVPrnMb3SIyMCBjloz4RAC/X2ZJcXcW0wOjKYjJomgVAA7v1Hp9Rr5qXM9pSYMAuHPUSFas2YP3WyMUgf0DMNYGIcRFS6INc6tCcrFCfW8TUy7qDmjhBSPO2YZZeJGMgmpPLIe2AUgIm4GJp/XgukvGcd5/Pia/SgvBun/KeC4Y1odBA7NJdN/NvoWv4vRpsfa2JoX6dDMIgWpWaK71E9I1U3sfH82UK07lrsEZzCvZjUudA3IUybZhNHo3gVAJMZjJa3yHzhGXIUkSOzYXUd3TS/PJAH7u3/wlb0657Ff6JXV+b+hzvM7vhewuiYQ1KdRHaEvZvgntH86T4yJ46a5zWLIxnz6dkhjRN5MP31vTJvggwYbFuwm7ugddPjmHCZYEtry9kQfOf4HwHmnIsoSqCoIG2OZqAK9EnNNGzsAkKKoBBex2CwP7ZrS77phRXXj02TkIVQJF4A238OU3OxncJ4N7rjy5rd0jr2v/liZd+TJ+pxY23L1fOnc+dxkx8WGYzNr3EkLgDQaxmUzk5ZVw5spP8Jq1qeydcedyRnkf5lUfpFzyggCjKhMwaN4wGRERJDiOiASRtiU8NfkjAOaX9KYiJAIhwNe/jlUHI3lz+W5QIScsmqFdUmlt9XPugB50TtBErYAa5Kr17+IMeFEDEmu3VFBS6m4rVb+xqKzdWBTWNKAeLiqwrayMoKpglH88obBXUVAOnyNJEp/m7aam1oc91MxFQ/p0yOfz37Cych91bm18PEETXxTtaCf6HC+nde7Ma5s3AzCpk5bjyW600DUsidyWCgAGxxw9HM4gW+kSecWP9t89IpHuET+e0PpojE/JYXxKx+saZRNTkm9kSdW7hBqjGBt/0XH1V+9rRUITFD2KH58a0EWfPyB69a4/Jics+jz44IMsXbqUwYMH07NnTyRJ4vLLL+fgwYN06dKFu++++5ewU0dH509EvK0Ll+d8gbf1ZYTrNeoqvuKrkj5cnK4tZJvVRCr9NdiNfg74Y3E4V7N+Rypzt+9nUGIS9ckt5NYEEWhx8ErAQIbDTmvwbCLNs8n9xMG2J6Mx2rey9+s8egzvwor1BbjrVZQQCaNHwuj2Y6w9bJA7iL3MAyZtsRqRG+Tjl9cR1WjEajuDJe96qNimuU5beih8qyxJQHOEwB0MtAk+ErDhYAkXDNPcyFNC0nh2yA1c/vxHGFNcGLv6sAFunxF/0EiI04CQgnijDRj8gve/Wk+or4DZLZuRJJiSMpXLs6dS2LyJHXV/pdlXQbNvF6HmDIJqX6w5dlxVR8Z2m9R+Ua6j8130OV7n90JkjINPn7ia9xZsIDo5gvOG9+Grt1ZiD7cx7uyBGAwy/bum0r+rlotly9Yi3v5wDRYO36EF7Aw2sHHjamRJYuvbi7AWauXMEwtriM1OpLq6haBD/jZ6mBqPh0N7D0InIya34KppI1iddwjnDh9TR/bCbDQwc+te3J2tKE0KsgooBgwuwacfr2RA33TslvbJmB+5+Qyee3cZjhALt10xnsTEyLZj5c0tXPzR55Q1tzCtT08KXlqB9zzNa0cI2FJfzu03TCRx205eXbeJ6lYnqiKQVZBkie7hse0SN7t9cxFCCwW2RAQQPu21NcZLS60bnCB5JQq9jRw0NvLsyZM4u4u2wbHwUD4ryg/SEtBCPJUCO7ta65HE4TR2Rjij15HkzIqqIocIcGoCjjOpgS/LtnFu2qAf/E1VIdhaXc7o+GzWVBcSbw2lrMILSHiCAT7P3ct1AwYRZQ35wT5OhEExfZDYcdjnRaJTWPpxCVPf546RIxmamoqiqow57A0pSRIvD7qQZdUHiLNGMCym0zF6+WUQQvBp0WbyWqo5O60ffaI0j5/eEePoHdHRo/PHuDB9NJvq82n0O7k08yTCTD/P76Cjo/PLc8KiT2hoKOvWreP5559n3rx5ZGdnExISwj333MMtt9yCzaZnhtfR0fnvMQg3wvW89lotBsXBlesmk5VkYKNfRUIwJKKIdFsDcmN/np2/BoD8SngofgFbE6bwWZELoQpM1QFSnnNy0pcDyPfAjn9FgQLB1gCv3v8A930eiyRdjMkJ7mzwyRDeImA/IAkQEsKgLZwlQDFros6rM1bjRxC5LbqtQojN48YQphL0yzhTZSb36kpQamRkHxNrd/kQQsarBgkoCrtKq1i8u4DU8HAMfiNyjr/t+5uNCqrTxtvX/oUr1Bk0RmjL0uDC/ai7DIhz7MiNBubuO8DU6DKe2T2b87ofGb/ZRUU8vXMDAN0TEzmkVgIwOCbjl/nBdP4Q6HO8zu+J5LRo7v3r6QDcPvXf7NtciBBQWlDF5fdMAaCpxU1jk5uGRhcAkjgS1lKXakSSDnuWuIMIBJKAhsom/nL7ZF5/dRkmVcIvSSAEQgJhkECW8IdJbMwrY+3OQgxBwdfvrMWd20AgRMY7JBQlWiKkFoxuBWN5C4WrDnCl7OWs80bx9bb9DMlO5caJwxnQK5XHHj2ZKHM44ab2Odc+2raTihYtIfTnO/eQXdKMsc5CMMaCpArGp2SzqvAQDy1aduQkARISsipR5m9g2orXOCe9P+dnDsJhHU6rby1CQIgn0CZmdXZ0o8EQS1N1BY4ibTZzZUgU1Gv54jZVlfLXZV8iI2E1mjFF+hFuAwjNycdskTFkC+ojm2nxewkzWylvaqFaacU0TLNfMglaAx1zggmhklezhMeWllLYpFAuNSPMgkFxabw+4WxGvv8mXhFEFYIP9m/njb2buKxnfx4cNp4ZhTvZ31jN1Mze9I4+cU+YrhEpvD76HD4r3MwhTwVvlXzNkvoNvDLwBkJNx3ev29G4m7eKPsZqMHNDztXIkoQQgrKGm2lyz6KrIZWsyJntcvr9mswq3s6ju+YjSxJflexk2Sm3EnmUsu/HQ3ZoIl+Nvo+AqugePjo6vzNOWPQBsNls3H333fqOn46Ozi+GJJkAExAECZxBM+tq0qiLqiTO2kQnew0qIYxLfIyKinRgdtu53oCJqdY5LFo9AhHwELmimRqXnzBxN6faBTMiE2mqNQESUmQrrZ51DOoTTVJoMpG+MhypTpJPrqQsOY7AbgvGnn6SK3pS29KMTS6noCkRi9WHJdSPjxCCDiNGp1YadvT4gVx+03R2lNYSF2rn46I5LM3/irgeguExEaxa1YuVhYd4Y9UmXlu8CVUIVCGwOgWi2YCI1GLr1VYjKZ5IkOU2wQchcHZ2ELeshqaqSGiWAYmbPvma6qhIusck0zOunBp3Eh8UtLaNR5G7ldvTx1BcXMNVKSe2s3c0tlSW81X+fvrEJXBO1x7/s8Wszi+DPsfr/B7Zv/UQ3+o5uzccBGDXvjJu/b8ZBAIKo4bk0Kt3KvsrGjE2OJGNMrYKFSJUMEm4Mm1YK30AZHZL5vVXlqGqAkNTAKNBEAgzImS4YsxA1h0sYXSXTDasKSBmSxOGgMB9+D5odKs4irw0dbMRtrsBc7Hm5SmA4qJ6nn9mIf4wmZ0llWTFRbHDsoxtTfswSUYe6XkzXcO0nDW+QJDWWg94BZg1MWrSWcOY+/g3eHuEc9sd0+kfl8xHZTuPDMLh2BsTEkO6JLGBfUhNsLdpHgOi08gJuwGLMZ2gUk9y+KmcbvTiUlqQWuN4e90n2F3S4Xx6AnslnNNN20koaNLEH1UVBKpDCNRZkU1gDGrVopyRPhRFYWFpAWmh67i733gSwhzEGcKpb/Qix/lJMkdxdupA/MEgH23cSavXx0VD+uLyPcrDi1rYVpGFKiSMkoFATJAtNeVEWG18PvV8vsrfz7aacrbWaqFS7+7ZRl5NNRs9hzBIEjMKd7Jyyt/YUluCACYmd21LXn0sTkruCkYvD+/ZhQSUuGtYU7eXSYkDj+v8Vw6+S0uwFQmJ94s/5YHut+MN7KfJPQuAgFJOg+sjEsLvOK7+fm6KnHXIaMmcfSJItbf1J4s+ALIkYzHo1ZT+yKjIqL+hilm/JVt+z/wk0UdHR0fnl8apGCiU7yVNmk2NN5YPCrsRZ7eTbo+ie+h2ZATgodi1izBzDuN6prA+t5ieyaV4HYKv1icStVUgFzZgMKuc/nQ567f1oHtKDY++m8/TT2VRaQ1jyD211Cs2FGcd0cOqSepToxmgqNQM8WEe4sMiBTgtKYdHd37DW11ns7CgB+HZzQRVmflVPakkjYFqHKeP6MZJZ/XHarQwNDOVuQdz2deylsxYgQTExzdhDfHj91kpbWgmqB6pQiJZJcSqcNQcD2qEgr8gjHLVy2WFM8jJiOJAbQNGj4QhIOPqFEZqSDhVzU5tFFoChCWE8PbOsciSiuxQUCQXICFLElmmCGad9TmKorI/chNvrH+Y8OiOySCPhypnKxfO/hxFqHwodmIzmcgKj2JvTQ2j09OJc/y0fnV0dHT+G8ZPHciSzzcBMGHaYADmLNqFomj32dUbDzDrnesIfWI6W7cf5Ma356IYIbRAJmJHI6EiHH+6hfiAl5ueu5hb75iB2+1DkiS6xcdgyHAwdUwvhnRL58IhfUmMDaNyaTENgSOivJAkEKCaJUIrgxgxYggPQWl2E4i2EdJkQqAQUqfQaJLYkV/IttR9AChCYVnNBrqGZSGE4IbnZ7EtvxwHoChewrZVUeBoYU7ZG8iyhNmqhYmd1q0z727exqHGJgxeFWuNQmSej5xOFjaZjpT0dgf9SJJElH1Kh7HLba3RxB4ZhKp5Cg3MTiU7UgtbPiW9Ey/tXE+FsxWzJBN0AQa4bvJQntm38sjThNBKmAOYjUZmXHMh83fnkRYdwfiu2QA8OncZn2zciSRJrMov4oEz5uJTTuI7DlgYLUF6xcTiVfz0iI2jQilgTl0eJruJgMuMUCU2VpYhRaAlfFaCPLRtIYvKcwE4L7Mvjw0847j/dpJs2vf8VvBKth1/+XJZktGkMpDRwsKMcqQ2QKiAislw9PL0vwZT0/sxs3g7zQEPI+Ny6BwW9z+zRUdH53/HTxJ9PvzwQz7++GOKi4s7lG+VJImDBw/+LMbp6Oj8OXEHfVy16TmqvY0YpO68OOB6tlyuVaWqdFcws2QJoC3Qlu3dx+z5QQwGhVMnbWR5eX/W7E/EEKUQkyMREohjwDktfLxhHF6fGUkSvHLlbKLudFDrCcURFcQpwkgwXkNCj4fbbLDICgMctbgUmJQwgr2tVoLIvFg1nIHZJVo5WVllQGQJ/mnjsL5Tz4s3vsP7D33O03PvJLVTAp5gkLrWULLjahEC1ICdYMBMz6R4bjppBPtKajhQXU+0I4Rok4nSyibEfjuYQElQMbgMeP1B/j5sOF9u3cfq7YWo4TZEbBiPTD6ZRz7/gqpmI2NHGEjLmE2k0cP63M6sXduLYJRCTt8YTk7pTNjyJj47LDC1Nro4sKuEAeO6dxz446C8tYWAquVKkiWJ1cXF3LJ7PooQRNtsLLnscsKt1mP0ovNbRp/jdX6P3PrMhUycPhR7mI2s7skAZKXHoKqammCQJHJ3lDByfHdaTBKKRXtAl5DAaMDnViDSwSmXTSKrRyqPPXUeH7y3hpjoUK694SRCQ22s2FzA6de/iqoKLj9rKJYwS1tor5DAH2YgEGrknr9PYXh6KuUlDXTpmcz2wjL27q/g05dWaflvgFSLnXX/Xo/lYQlsAtUgyLAnAeD0+NmWfzjhtBDYKv3Yi5zkdVUZv/wFnhhwFmMStBwxkTYbC66+lAWLd/LCg3Pa7Bkem02+oZFdjWWck96P3pFHqjd9n64pcYzomcGq3CKMPlBNMPGUHJ7NexmAC9Onsfycq1mQm8c9XyxCRgIFBsYmcXp2V+YV5yIh0Skyimu7D2/rNy7MwWUjBrS71r6KGgRarpm86jrc8mhO6bWNWlconkAE3TslsF3J56C/jJs2fcLLQy7k0V1f4TFasIX7MIcEcDbaECpYJCM+EWRYfDo7G8rbrrGi8sAJ/e10C0vlkV5/YX3dfgZHdaF3xPFXKbyx01W8d+hTLLKFKzIvBMBkTCQ95m0anB9jM/cgyn58iZJ/CbJCY1l2yq3U+ZykhETqnrk6On9STlj0eeqpp7jnnnvo3r07ffr0wWKx/BJ26ejo/Ik56Kyg2tsIaIkd19ftp3u4JvokhiQxJOYqNta9jSdgYOlqbXGvBGW2b8zBnRqgR5dqZAnUiBAuC5xFIK2IRW8c9uAR8N7OXiyNicdsDvJ68UhOSYokrTUKZ64VU45CblEKtuYY3r7k74QevseV+j9haHIxAH7ViknW6ny1Bq2cbM3i2a8Xa++b3Cx4fzVDrhrJrt0VWJp7s161MjDJwV39rubxAVoVlHWr8xntjWLa4E6E9XMw+4vdlFZpC2HFJPBlBoiZ6yV6l5M313xC+rSeyJLmou32B7Dyd167bB3InXivNpQESwuSBON67uXArnRqqyOYHNqd6dl9KfFVMNO4gIAvgD3USlqnn77r2DsugYGJyWypLCfCYsVuNLdVZ6n3eNhXW8Ow1LSf3L/O/xZ9jtf5tWlpcGI0GQgJPb4cKrvzylm2IZ/eXZMZ1jOd4rwK/LFmNjVUMTQnlayYI54M500ZyMaVeezeXYLsDPDkfV/wxbK7GdY1ncTIUCobW5F9Ckanimq3IH3H26Rnr1SeevpICW0hBO/P2dQmIr0/ZxMeq8CWHoLRHcSdYCEYbcZiMjK6ezaRDhux8VpN+bTEaF5dsB5ThJlAk5+IiBCGpCSzfHkZvn85MAz3M25QfyYNHwOAw2ama1ocuSU1IElkOuw09Qmj+gIHAb+bh3fMZdmpt7bZZpRlTpvQh6IdFaxfk8/Isd0YM7oH4+Tjq0RV1djKuv2HkIWEaoKAHT4tWoQpQRN4mwLNPNLzXqzfe2yodbp5afSZ/J/nJMItNqwG7XhebS3PrF2L3WzmntGj23mAXjSkLzvLKhEChveM5aEDRUB/zh0fwU1db+GCVW9Cs9Z2a30xsiTR5LYiGYW22WJWwQBClrgoawAXdO1DZmg0T+xczLsFmqfXpJRux/W9v8vYuN6MjeuNoqq8tGw9u8qrOKd/D07p0flHz+se1oWnej/Y4fMw20mE2U46YTuORkBVWFV1ALvJzJCYjBMWbmxGM6nGqJ/FFp0/PoqQUH5DFbN+S7b8njlh0ef111/n+uuv58UXX/wl7NHR0dEhw55AuMlOc8CFQNA3Mrvd8SAJ5LtjcftMuHxmtMyVEv51BpJuaGnb6ZRj3fij32NPkwm7IwmX04ZsUMkNjcZoVlGRKXVGsaquBuTNrN7Sh0CNwOPV6rvcs2AxL52luYhvbVp1uFeJwrwkolytBH12zhzyd3ondsJsMREMBFEVFUdKBJe9NgN/UAUJ/jrwZG4aOrbN/rx9FTx41wytJPAcQfVFKoFkibBmB56ggitLwShJRO9ygipoaXDTtOIQcgaossSYriFEhazTOlMLSDC1X5SqqjYCxSVNjJz9Cmajgev+OZUv//Y+rRVO7jr1cZ5e+RCRUY6jLh6dwVY21q/GYQxjUNRwZOlIPLXJYODTs8/jUHMTiY5Q8uvqeH/7dhQhiAmxERtq7lD9JG/LQf5z63sYLSZufvlK0rokneifhM6vhD7H6/yazHphAa/d9SFGk5H7P76JYWcM+NH2lTXNXP/wDFQh+Gz+NhJLm3DlVxMMM1J0bRpSmJl50/5Cl+hYGpxuXH4/KREO8loCqKpAkVVUVRBut/LmtedwycUvI7sUMFmw2a306ZfG2VM75nLxB4Lc8sRM9h2oAklLnRMdHkKZ340nUfNsPHt0TxwOK6cP7Eqko72AdeU/Pqa1xAUGgZpiIljn4bP8PKKsMsZqsK2I5tLrJ7fdjyVJ4rW/n8vSrQXERjoY3iODi1a+TXFDGTLg9Afo886LjEzJ4Nnxk7AYjBgMMjfddTo33XX6j46h0+vj5hnz2FVWyfmDenPbhJG4fH6tqheaF5JFlomIceI8HBzmDDoBGNs5iwFpyWwtKadPSgIndc1GkiTiQ7QE1K1eHx+u3c4b+7fSGtAKE3gCAV4988y265/Rpyv905Nw+wM8U/w2aAXTWFpXxZmuJgpbG9ranpbcC5NswiGF45aaAAj4DG0xa2mhkWSHaRsp9/Q5mZHxWj6kUQnt1wwnwqzte3l5hVYEYc2BQ3xzcxypURE/ub+fg79vmsmiCi107faeJ9Erupm9zevpFNqfkTFnnbAIJITQPX50dP5knLDoU1VVxdlnn/1L2KKjo/MnoNazm8LWOUSYO9E5/NwOC49KTyPvFq5iWFQ/MkMj6RmRQY/DXj7fImNlU1UaLX4btmFNmDc4iG10EtESZHRmTxbWbAIBSpXg8fdS8CWHEp7s5Pwe+ZzSYzL/LC2juvFbV3CBJAlmbd+NP8aG168leAbBzqrKtsVRqCGR1kALQkDeE1EEGuORJPAM3cLI9/rxxKxbWfD+atK7JtFlUk/8L+853I1g9pwt3DRtbJv9ZaVHkmICGBsgkCjwRDrxWo1IBohYdSQXgwSU7Cgmcmk9IsRE9vk9kCbTZueI2MvZ2LgAG43Ulg3HKJKZPiKbmVv2ABAIKszcnYfq05JEl+VXMmX603Qb0YUX7pmGzXqkCocQgucLnqDCU4pA0OCvY1LiWe3G3yDLZEdqu4Z9ExOZd/Ff2FlTwcKWZVyx9RkSrVG8OuhGIs3a7u6Tl75MZVENkgTP/+1Nnln6fyf2R6Pzq6HP8TrHS21ZPVuW7qHLgCyyeqb+pD7ef+QLEBCUDTxy+WtMumQ0N/zrQmRZJqioPPzyfFZuKWBQr3Qev3kKpVWNBJUjudAavH4sdhtGIRO210XjECPbqiupqGnh5g/noPpUBrvDcETYCfoCXHHjBELsmveaQYCx9XCoKipTTu3FVTeefFQ7t+4tZfv+Mu2NEKCC0hLgjDHdWLwtn74ZiYyMSSCnSwKpybEdznfVeNrKxIeU+ZFViDjgp75vOIaAys3XnkHMYa+gb3HYLJw58oinzmMDzuTRHfOp87rYVdyMCPqYV5jHuLRMzu3ywx49pa1N3LluPs1+L/cPHM/aPSWsLSxGRfDa5k30Skng5K45XDi6L5+u3klidBgvXDWFVksFLx14A4CL06cDYDOb+PDyabj8AexmE3ubqpi5bwddwuOYntmfuz5dwOq8Q7ijVSQVJAUqmlo72JQUoZWd796UQaG7HAmJzqFpfHxwC65AEFXIIMGVnUYD8PrIi7hlzWz8BDk7sy+bqsvoHZPIBV36tPUpSxJjEnN+cBy+j6L6Odi6GFkykBU6AVnSHonqne42r1ohoNHtJfW/dJJp8jdQ6DpAlj2HCPOJd7asMr/t9erqtRT71gNQ5NpDnCWFLmGDjqsfn+LnidxX2NOcz6Co3vy981UnXJ5eR0fn98kJiz4DBgzg4MGDjB8//pewR0dH5w+MV2lkacXfECKIQMUoW8gOa59U8uYtH1Dk1EKxJiX1ZXr6GFpbPDzz0JeUHKrjgitGofYLp8Wv7aR6VDOXnbGBKzO2UeRNJGjvTMC3j5WfpVG/xIHvVG0Hstltp1WqoTj4Kvta+iBJgJBID/MwIKI3H9JKMC6I0RAgWK1VtgiTSrhh26XEWuP55mA44SEx2K1+zE/6EG+BsslEXX0r9z0+m4zMWCb/3+k0KV7Om/cpwqZi8MjIQUF4rdLuOw4Z3onk1CjKSxsIhgo82ZrA4yiUid3P4bLAMv74UIyNbsKi7DRuKENWVWjxsWJrDUUrz+LsXlX0z5yG1HgqhW/YQJK49sYJ3DBWW1SuP1hCSV0TAOlxURQeFrBUGdRQK3sKKlm5pYBTRx7J7xMUQco9JW3v19evZ1zcJKyGHw7z6RwTQz21FFRqQlqlt4Fl1Ts4J3UkAH5vACEEIOHz+n+wH53/Pfocr3M8NNW18LcRD9La6EI2yDy3+D66DMw64X7i02MoLqgGgwEhYP57qxh3zmB6De/M+h1FLNmQB8C67UUs25jP+CGd6JQeS0FxLaEhFoRHhfBQBBBZAJHlbj58/0vs/WNRwgVRez2U1jsxyBL9Bmcx+XCCZ4CE5Eguumo0n3+wjtSMGOpMKhMue5FenZN47LbJhBxOlAwQFx3Kke0JCTmg0uLzcM2kIdx34UlcN+0lnvpgFwaDzFNvXk7P/hntvufo4Z1YuSwP2a8iH9asZBXMLpXwTpEM73XssctwRPPWyL+woaKU8w9+1va5yfDjD+0Pb17CxppShBD89ZvZBCoklJgAIsaHQOK27V+xIedG7po6jjvPHvudjZgY3hz4gvaNv7M5I0kSDouZJr+Hi1a+h0/VyqkbJJn9FTWoQmByauMEcLC4jnEvvcnFA/tx5dD2nlzX5pxNuj0Br+Ln9KThfFq4/XC4sIRJMhB1uMpUz+gElpx53THH6ERYVf0YRa1LkBFUuDYxOlHbjDh3QE/m7srlYG0Dk3t3pWfSf5eEud5Xx2P778GrerDJNu7r/gRR5pgT6mNEfBYrq7Q8Rb2jYmg6onviUjqKaj/E2vqt7G7W/k1tatjJjqZ9DIzqdUK26PzxUYWE+hsKqfot2fJ75oRroD377LM888wzbN269Zew5w+J0+nklltuISkpCavVSt++ffn000//12bp6PzqeIK1qMKPQEVCpsVf0qFNmbsBFYGKoNillbqd8e5yNq7Jo7yknmce/pKd5Vrc/rfVPvpEVrHJnchHLdl8VrkEnxxN9Ko6DKVerdHhRWRcaAtmqRxZAqNBYGyV8c3tzEcrWgnEBVDDVSKinLw//UUeGfcpOYMLEJJKna+a+NA6ZAOaWGQGy6U+opKsFAR8rN54gA8+Xc+0Jz/gmnlf4VWDBCIFqlmg2GVSzu7U7js6Qq08+OhU5FYvxjovMQuCDNofhzVPuyWbU6yMGtkZg93C4LP7E9EzCSUjTkt+aTRwsGcY3+R25trPR7OvZhRPPDibjesOsHFtAU898nXbdf5z9Vmc3C+buBwzTf1auPrTK5lw7QTc47shbNoDTXRE+9KtJtlE/4jBbeN7wNnAv/PfO+Zvm2iN0iqYCAmn18xjO5dx99aZBFWFW1+9mujESOLTYrj+2UuP2ZfO/47f6xyvz7O/Lgd2FNPa6AJAVVV2rt7/k/p5eObt9BrZ9fCNVcMaYkFVBaUl9UhB0Xajt9vMWMwm3nr8It7/5yXM+s81dOqZDpKEJEmYXWBuUggGFJo3VmHwqZhcqlbFXBUUH6yhOK+Cm095gr+NeYR9mw5yyV/HMWfNfVz/4BS+Xr4Ht8fPpl2HmLNsTzs7s1NjePzWKQzonooxCJIKvbslkxQfQfHBGipKtJAkIQQbVuZ1+J6PXXcGt5w/Clutp+37SJLE3ZefzMy7LyHcfvTk940tbv7x9iLu+c9ciio0D9EhiSncMmA4mY5wzqiPImRHM48sWMolH37BsvyOSdYDqgJC21gIuAQiJICc5EU2CQwmFbfkY2N1SZtN30U6PLbfZ9O+Em57fTYeJYAqBLIkcbC1jktHaqKOFJTaRDJFFZQ3tvLU0lUU1Na168ckGzk1YRhTU8ZhN9q4JGcI13UdzSnJ3Xl9xIVEmI8vz9NPocK1CbMUxCwrlLnm0+ovBSDGYWfODZew44Eb+ee5k5Dl/+6BM9+5D6+qJcT3qB7yW4/8WylzNfLvfUv5/NBWVKH+UBe8MOQ8/jXwbP4zbDo3db2YLqFaCGKGvQc9w4f/4Hnfx2EM+dH3Ojo6f1xO2NPn8ssvp76+nsGDB5OQkEB0dPuyhpIksXPnzp/NwD8CU6dOZfPmzTz55JN07tyZjz/+mAsuuABVVbnwwgv/1+bp6PxqRJhzSAwZRqV7PSY5lOywyR3a/LXTeF7I+wajZODybM212+9eDtgAGSHgUP1Soi0J+IQRk1DoE1rFJ8092voo85u493kvHz9ZyqGSIMrI3mSmrqJnSgkRITcQZXFT0eLBsSea+mYXAYuCOJwXyKWYMckqOXE11Dvt7PMloyDoGR3K3iYtr4GEBH4jIi4exact5gQCQ1DQ5PGCBYzOIwvFpaXFeANBrCbtlquqgjkHDtA0Igq50kvEfidR1+0n6rRqqmvC2VCWyQtTR/HI/2lhNouX7eXxg9UE0mIZPL4zc9xHxDKLyUhLi6ctVKy52Y0/GOQfC5azrbQSNcpDTVIN1U5oDHWx8N+3EPX5alZuPMiYQZ0Y1LN96BzAFZk3sHnrnTT4nQSFgbzWwmP+thmOeJ7sczlvFCxls7sWUJhXvotTk3sy9uTefFz40jH70Pnf83ud4/V59telc79MwmNCaa5rxWg00H/88SUM/j4JGbE8+fUdvPnQF+xck8fEC0bQqW86/3phIXO/2YUJiEwI5fRJvRk1QMvTYjQayEnXQqjOv2Ysj98xAyEEWV0TKSysASEwmgxcO3EoueEl5M4rAMAbYeS6u9/HU9OAqbSZO89/nse+uI0+/TMwm454ywgBFnPH5fHYwZ0YO7gT1bUt7MutwGIw4PMGSMmIITLaQWO9E1UV9BnUsfKTJEkUbyvF6A6ieIIIk4FHX7iIISN+PEnwUx8sZfm2AyAgt7iG2U9dgSRJ3DJwOP639rPs8w08wwaaBoRTf1ICW2aWs+bma4gKOSKW3DdwPNev/Ipmv5e/dO3PS1tWa/l7Dk9RBhmywo6/RLnT4+Oh997D5mjBYg7DFw12o5lzMvrQKSyO8T2yOVhbzy1fzMcXDGphyoevFTw8Tx1orqOgpZYaXzP/2rMYi8HIS0OmMywui5u6jz1uW34qB5xFBEQUZunb/EGCMtdqupm1e4UkSVhMP6nAcQey7DkYJSNBEcQoGcmya5tAAVXh4tVvU+d1oiJoDXi5otOIo/ZhMRiZnHbEI+fijPtQhYIsnVho1qDI3lyQNpntjfsYHtOfrmE/PfeRjo7O74sTvqNFR0cTE3Nibol/ZubPn8/ixYvbFqAA48aNo7i4mDvuuIPp06djOIZrro7OHwVJkhmb+BytgTI2189iVunDdA4dRjd7KnZLH8zGRC7NGs0ZSf1YW7+bcm85Zc15jJ/8FTv3nURFbThDbt1DaKKb6uZQ/MKIEPBg6Vg6O+oIqDImWcUmR5Ha633uen8/GFOR5Ch8wYsRqFiNSfy7bw2nzX0H1AAmIWEpNOPp5wEE05I1DwdJhpqvw/AMMWEOl6j2lxFpg2RLN/Ztr8L5dSjG5jroYYJDZhSHwN3TT0irg0EpiWyrKyeAtgOaGB6KxWig1eVlw65DLCouZE5uHiRIGEKtRA4yIYdowkpifDMZHhfxIUeqnZw8vgd9eqXi9wdJSIgg4puVrC8sZUqfbvRNTeRvt0zkiYe+RJIkrrt5Il9s38uMbYd3qmvBlC5DlIJX8XPvirvY/owF4ZeZtboUT6WTU8/oR853KnrJksypCafwfvGXAJySMOq4ft9hMd346JDmXWGsFchusAz5eRbOOr8Ov8c5Xp9nf33Coh28uuFRdqzcT07fdFI7Jf7kvgxGA3/9x/R2ny1bldv2Otxs5upz2z8M19e08Mj1H1BQ24QzzYGkCOIGp5LVLZHi4jrGTunLmScPwHjqCJ6NWcSXi3bQZPRDmAn6JBKiCkS9m1tu/4j/u/tMxk3syc2XjmPOst306ZrMGWN78H32F1ZR3+wm0mzmnw9/RSCgkJIaxWtvXclLn17HuuX7yeqcQI9+HYV0gK69U1ny1XZkWSIqzEb/QR1Dur6fYLe2yYlQBQJoaHa1a7tl2d621yFFLqrig4g6cPv97USfzhGxLD7zqrb3PWPjuWPXTFoVL5GmEP457Gwyw46eZ8aneJlf+RXNgSZOTjiNcDmORxa/yIVXzkOWBZUVUdQWX8f955+Cw6SFAKdFR5AWHcGimy5nf1UNH23bye7Kai7o35tu8bFsrinhouUfoQiBxRJAAJ6gn+f3L2dYnDYm9T4X+xqr6BWV9KPePq0BDzOK12GQZc5LG06I8djVBpsDLTy672mMmEkwJrCnJZl4SytjErsc89yfQrw1iXu6Pka+cx+dHd2JsyZodvg91Hi10CwZidzmqhPq90QFH9DErHNTJnFuyqQTPlfnz4MQspZX6zeC+A3Z8nvmhFfjK1as+AXM+OMye/ZsHA4H06ZNa/f55ZdfzoUXXsjGjRsZPvz4XTN1dH7vSJJEuSePXU3zANhY/zk+VzGRRpluCQuwmDJYWrOZNwrnICExz+TkqXQX9z/+FevdqdSrVlqDVvzi8O1LQJknjB3NSQhkjCJIhJREoIcBs1lL8ri1pJy/z55Pi9HL+Z17kB0fhQCc2UEcPonIrS1ErGvEe4uDZmGjuDqS0oWhbH0+GuOdJuLG+wCQJdi3q5mmt6PoPyaf8ZduQUHm7fyR7GlNIcro4F/jp/Dh3C2kuOwM7uvHYm7goiGZBBWVKx/8hJKqRlrSALO2sFdsUOcL8N3l5n2DTiHcYkUIQYPPTYTZRmxMKC+sXs+sL/cxND2VmdddhPnwg+ywkZ2ZMedm9m05RGpGNHsPNbcb84hVFgzTJaakJbB9cRHCFwcSBAMKX32+mXkLdvLu+9cSGx/G7KLdVLhaODd7CP0iuyOESqbj+JO0Osz1pOSbUd+xIiGxsmQLw/6l7yb+Xvg9zvH6PPu/ITIunHHThv4ifQ/ol87qdZqHzqB+GR2Of/HWKg7sL8eZFoYwSAijzJK1ebz3/KVc/Y/P2DR7Nd/sPcjjV0+iYNsh8CkgfTtnCIJRNrwZEYQ4YcuGg4yb2JPpp/Vn+mn9j2rPvNV7eeSNbwBIjgglGFQREuyTWrjl4zlce/IwJk8f8qPf6fTpg7GHWqksbWDClH6YvuNNJITg8aUr+WDbDjrHxPD29LOJsdv569kjuOOFr/AFgtw8fUy7/kZNGcC8d1YC0NLPAQJy0iJJiWifEFoIQUl9MzGhIdgtZsZlZrMm7VbKXU2kOaIwfS+R76tbN/Hezu30iotnTM9m1tQvxe03s6oyj37BaajWrXxbZiAxqYHJnXLaBB+Ab8r3sa2+hFOSuzO2cxZjO7cXt5ZVHGgLzVZVkGUtFCzequXfq3Q3M3nRGzQHvERZQnhy8Cm8dXAJNoOZB3qdS5r9SKLsB3Z+yqb6AgSws74EX3UUAUXh7lGjyY46upBV72vErwboaq3hq+regKDaF86aOi/T7Uc95b8m0ZZMoi253WfRFjsTEruxpHI/siQxNb3fL3Jtr+LDIpv1al06On9y9C3YX5g9e/bQrVs3jMb2Q927d++24/piVOfPhiKC7d6rSKjCRYt3NbGmDPa3FGOQFCQVaqrDKHFEY3M6afabIBHsRh822YdHtYAEzWUhiDhtQROUjOTWuxj12n94eORExnbN4u8z5lIS0oQaAv8p30zsJ34yxsdQLDcRN+sAxmovANYtLhbf3Zldr0RhcGnx9UqCgaAqY5RVhIChvbbgucVGn85FyDJIQmVSyh4qC7vw8ohzWLS4gK0FZXRLrOSeUZ8jkJFQKSmNoqSqEYIKWZ46Dpi13T6DF1qjDUxKOI/9LdvpHTGEcXEjWbHnIDds+gKvI0CKNYJHep3OS2s3AjBr9z4GpiYzrY8WUhHwB7lp8nOUFDdglOHRD68hwmOg2RQkpEIhosbEnFNu4+WX36DmATeoxZAUjwixoRpl/H6FQ4dqmdOYy+PblyIjMaNwB8sn/w23y8eDT8+horqZy84bxohBPy7gnJU8nfyts7+twsuK+bu47bFzMB8lXEJH5+dAn2d/H/j9QUwmQ9vD54al+9i0fD8DRnUmMSuO1hYPPfumYTDIPHDHZJavysVsNjBmxBFJfM+OEvbuKsXrC4AAOSBQrRIIgUGFhetz8XgDAOzeWcJfRjwCisBmkAk64gg6jBiNBpTMKIy1PowuP8NG/XiIFcDSzUeqJ5U3teJA4Ewx0pJlZGVJCRveq2D17dfgsJh/sA9Jkhh3ep+jHjtQV8+7W7YDkFdbxzsbtjI8NoXs5BiWvnw9qqpi/jY8WKjMKlvOrqnV1Nii8Spm3J1sIMFNg9r/nQshuPGDr1m+vxCHxcz7fz2PLomxWA0mssM6Vhk72FDPU+tWA1Bd5CQisZmaVgdbS9IAiUO23UT7Y+mfVaiFwcmxZCdoFbMW7N3KrtovWOF1U+KJ5uPCzSw8+UaS7RHtrjEsPoM3crWS6A45lGGJyYSbbdzW4yQA1lQX0hzQ5uQGn5vH9n6BK+hDAv61/2teHHhlW195rRWohwWozXWFVB3UwrUqWluZd/FfjjrW6fYUuod1YaBxA1/RGy1gW+AO/rxFBgKql52NswiqHnpHTiXEGNnuuCRJ/HvwNPKaq/GqrfhFC17F96NFE04ERSg8uvdd1tfvJiMkkX/2vZ4wo51Sdw0hRisxlvBjd6Kjo/OH4SetwhsaGnjuuedYunQp9fX1xMTEMGHCBG655RYiIyOP3cGfiPr6erKyOrrwRh3egaivrz/qeT6fD5/P1/a+paXllzFQR+d/QNew8RQ5N1Hi2kqMXE2E7AaMOCxa2dF4axgGCTCAJcbPfc+ehnVGCbJFMO5VhcheKtbdJirrYgg2mpBsTYhY7UHi2x1ExVLHFwXPsnxjL7xbWlFPPeweKgSeZAN95yjcd/2pPF399BHDVBVTgxERFgIuLX+PPTKEBp8BkxzEhERoqBdLlyABo4xZ1a7ZUhnKrXED6BedwiK03enkyGYUVeLDz/uzJzeB7uNzaRmhYre0kBlRR4q7mejqZr6qyiHHFU5n0zgmdp7aZsr/s3fW4VFcbR++Z9Y3ycbdSEICCe7urhVKjQp19/atu7t7aSmFtrSFIoVSrLi7BULcPdkk67sz3x8TQtMELf1K33fv68p17e6cc+bM7GbOOc95nt/z5C+/Yk9UFi+F9lo2VDbX1ZFlGafHg0oQWLf6ILlVVgRfAy5g0ZcbmWoMZNnHq5CNeqa+qIS8rHhuO7gBQSZQ66AuMhSL1kNAiJG45FDmpO9XRE+RKbLUUee0883cLazZnIEkyTz52iKWfHMHBv2JFzZ9gwdxwQAr3+1bhyAIxLcNQ6Pxhtb8m/i3jfHecfb8RpZl3n9zGYsX7CIqOoDX37uauso6nr1tJqIg8OvcrUi+elCrGDg8lcdeugSdVs3YkR2btTFv9iY++3AVADqdhl5DU0k/WkJ5nQtZgMmjOtM2JqRJWFhTbQOPMiCIHgljgZV+E7vw8APjEWXYvjmTyOhAUlKjWvT5UEk5M7fsJNzPjzuG9KVXWjwb9+QA0L5NGNdO68wnu3ez316NJMvYXC5qrbYWRh/5D6LNf2ZfSSmldQ0MTmyDj1aLgOI/I3skfl10gB/qd6DRioy6JoUyqZ7LkrozLDKZZSWbmZGjCPaHjoDMAl/wwIdDLmB8m/bNzpFXWcvv6crYYXW6+Gn7AR6fPOy0v7swurPBvKPpfbathgTdUH7d7s+oNBPjO0xHJWhZfeAQZfmPclnqEa7SuHnw8AT21keyofQoeyuqiTL6cXOHPqgEgVCdLzMGX0aR1cyI6GTCDX7NztkpMAqVIOCRZdSCiIiEjIyAgEdqngnziviBfHR0GQAaSyCyrJiAauy2E16TSlDxeOp9FJYuZULwIX6rbkeSUeLi2D7sKCrisx07iDb58eCAgfhoTzzWnYp1Ze+Rbv4NAYECyy6mtvmwRRlRELFKlbxy+CMA4o0xvNrlEVSnEbpl8zTwXd5zlNiy6BE4hjGRNzX7nR0wZ7O5aj8AedYSVpZup8RWy89F6xEReLrjtQwM7XzW1+flvxcPAh7OH8+w86kv/2bO2OhTVFTEgAEDyM/PJzU1lbi4OIqLi3n++eeZNWsWGzduJCqq5QD6v8zJXCpPdOzll1/m2Wef/bu65MXLP4pa1DIpRkmPandlUmdfh6+uDwZte2RZZuseG1lH4tGbHER2KENVXocsC3jsAiuni3yaew3r0+cjHQFjURVVQ/R0NBRT7AigoCYIjVvi4t7bMaicIGfjM2sw+hI19kgRBAHfbA/J7aLY5qzGbdKgrlOMK10md6eywYRurAqdnwd/k5GJvaP5KPtrJFmmX2A1+8tjWJabRpDBwoS4fahqVAjhEke1r/HGgfXIif2JLw1kT1kHvl7p4NOM9rgiZH5pqETyEbDKPiyuTUFXrsZftOOKMpAhCFz4+Rx+ve1aIv39kGUZg0U45kEPAsSrTNzUuwcLDqbTOy4Wi8ZB6uy38HWoCVzqRtc4KMrIFJXUkPvrNgQZRIcLsbiK0qIafAKMOKwOEKBNShyrk7TYXW7MoofLZ87l4SmD+LXgMB5ZZkR0MoE6A1a7E9HmRpBk3AYZj0du7SttxtW3jyIyOpTaqgZGX9yDH/Ye4MVVawg0GPj0kgtoH9Zyh9nL+cG/dYz3jrPnL4UF1SxesAuA0hIzC+ftIDkuCGQa03MDHgm53sL6Bdu5clcur306nfjEsKY2vv30d2Z9tgY0SgpFh8PFhKv68Uy/thxJL8bpcNOxixKG6pFldqcXsHTBzqZHKAJoDFquvaI/vkbFk2LIyJa6PQAuj4frvplHvd2hCPwjc/+YgcSE+1NZa8F+sITXpn1AQ/do6OUHGgF9jczC9Qfo2zGeHokxAOzILOSBmb/gdHt49vJRjO6aQlWthXtfn09WQSWWQBlrBHSLiWLuVZfx1uTxzN61h3DZwKZMJT13Q6SDb4uUe7emNIs1E+6kzFGN4BFw16sQTW7UKonRzPJo1AABAABJREFUMWmMj2+HJMl8v3EvOeXVTOnbkZhgf4xaDXaXklY9MbT1kKdjJAUF88iAwXy9dzddwiO4rdNY/HThvLxrHQICsb4mPrvwQlTi8Q2K/dklPPLBb3g841i4oRdv3/wNF0fu4562K5Hlb/i5ejTfZSRgd7vYU1HKhuI8DGoNP4y7ooXBB6B9QDhzh09nS3kuA8MTMbvreP3QAvQqLfelNk/+cElcV1zyOhrcVbRRt+Wp8lzcksRTQ09u2BIFkaiwb7jT8D53Cjr8/e7FJWm57uf5WF0uJRucSsWjg4ectJ2TUWnPQhmRZaocOScst716b6OvkUyetZAKRzUR+lOPkTurl1FkPYKMzLbqX+gSOIJIw3FP3ADN8XsrAwFaPz7O/AVQNnYWFG7wGn28ePkf4oyNPo899hg2m42tW7fSq1evps+3b9/OpEmTeOyxx5g5c+a57OO/muDg4FZ3GaurFRfUoBPEHD/66KPcf//9Te/r6uqIjT19XQ0vXv4t6DVt0WvaNr3fXVjCpvQKQMRWq6dyXwgGsxk1ZgRRICopnMCAOK68dz37DkYxr6gHick1TI/dRJXsR029kV3ZbfHRHHPVlhETnET9CrYYkQBTA844mdseHsdne3dReHcqxgO1OCP0zH7xJkJ9fJj66Tfk7y1CrXNg3lnAi12WARI5DYG0DQjmpeHbWFiUzLNZAxgeCQnarWSZA1l1VIXg2Ia+SoMgC3yQ1RlHigODVUJrk3EGg+QQUdkhaLsTjVXAnuzBEarG5nJxoKSMSH8/3n54LqqfcojoosUxMhAxR+LTr1fTs2sb3r2/D7/u2sGnn+zHTyWiLTfjFnxQa0RULgkQyCyuRt242hEEgfQ9ecwe/QaypCG+YxzJHWPQjEzGvkXJwiRKUFlu4cMvNzE0Komrx/dgQEwCgiDg4wK1WTGKRQf74+tzatdzURQZfZGijeGWJJ75YhVuScbuquftdZv49JILztGvx8u55t84xnvH2fMbX18dKpWIxyMhyzKBQT70GtKe2KQwCrLK8Q0wUptTBDWKp1Wt1c682Zu5+/FJzFq/i6IaM1kbDoFHUow+QFi4P2mdFONKuz956owfkMa4/qnsXZ1JdaQLwe4iqX0kb31+A8YTpEbPyC5jxncb8fPRce2V/THblPAiURAoMtcjCAKDuikL6ivv/AYAtawlbJcLSa2kcP/SupVP12zjrekTGdk5mTcWrqXWYkMGXp7/O6O7pvDjij1kFVQiSTKGKrAHwe6iEmpsdiamtWNiWjuq66xctDkfq92JpJUR3CBUaJBVMhXWBvoauzLjh8O461X4hYkseuwKUoLDEASBbzfs5pWf1yAKAot3pPPrE9dzw7he7D5azOCkNlzW59SL/Fu69+KW7sf/92/u0Jdwo4kiSx1TkzqhEpuLqq7edRSpMdt4fkUI6aURRIVWoxHcFFkDGBp2iK0ViRyoLmNDcR4ADo+bnzIP0CkkotU+dAmKpkvQMQ2cSH4e8nCr5dZVzKbCsRUZiQwplx23zEUlahFPQ79GrYoiMODlpvcOpx2LSxnrBKDSaj1BzdOjS9AUVpa8Csh0C5p6wnKdAtqxqnwjAGG6YIK1p+dNqRMNjUZJBa3Y/Lcd7xPBo6nXsLpsJx38Exge1oPZuasotJYjI5PoG/3nJr148fJfzBkbfZYtW8YLL7zQbDII0KtXL5577jmefPLJc9a5/wY6derEd999h9vtbqY3sH+/4nLZsWPraU51Oh063bmJ6/Xi5d+EUaP5wzuBYF0DKc+XELQvmlT3QEZfMwR/vT9dwt4iwLCMspgCJGQaZD3BYj2+JjtCaiGCKgCbp5Y6p4GyyaA94CEor56QyioCkj34+Ri4qUdPjtYUU5iWy5TkvoT6+FBV1YB9eQZXP7wJY4CD8sogHkgfR6nDxINxWxkRUoggwGVxh1lSkcTQ+AHk2jZzuDoSEFA1iE0eOrJLJvJ30FhFZGTKx0k4Q9QEr3NhrFQKhexxUDxEwOijp3tsFDUV9az4aQdiqESQ1UbAlmgKaq1YQySW+2Sza80OnAtCUNW68XF50BdacCQYsEcZUVndyKJMWR89fsExhGwrxxPuw4JEFwEOHX7ZUKcx8NDnt7D+UA5fbtmrdFUGbT0U19dRWlVPvCmIwVcqC5yMQ8VN30ZpQU2z76rAWsw3eT+hQsX0hEsJb2V30u7KRiU6cEsaJGBPTW6LDDVezh/+jWO8d5w9vwkM8uWZly5h0c87SUwK44IpPZEliZdm3oDD7iYkIoALAq7lWOCOVFtHUIgvM9Zs5/3fNiEKAroYEf8MgdpkNSH+vjzz+JV8smIrC7YeokdSNK9cOx79H3TDPB6JqtI60GuR9VpM0UEnNPjIsszDL8ynqsaCICh1b+jfgxmbduKj1XBd3+bizm3aR1FbUYeqqh5PmD8qFzh9RGSVYiTanJHPyM7JmIx6BEERKfbT63BLEqiOh3zJACIkhwah1Rx/HgaZjPQamMCKHRlg1aDO0IBVQEDg5cW/MzYyEXe9YvyqL5coya1j0d4MNuXkY5TViIKAJMtYHE7uW7GENeWKl0lbdQiieObPXUEQuDCxda8ogI5JoY1h1TJavYtdmlSSnQfILk3ik4PDAVCp4frUnuyvzcYlOGho0NE+8OTeLMW2Cmqd9bQztUEltJ69xyXZm157ZDeyIDUZfA5Vl7E4N53OwRGMi2/fav0/YtLruadvP97bsplAg4GbevZsUabObue73fvQqdVc0a0zOvWJl1Ht/UcTY+yGW3YSoD2xgaVHYAduTLgIlywwOLQfGvH0lmbdA0dT5Sii0HaEHoFjCNa1PMfQsO4MDTv++32t6y0sLNyASePLRTEDT+s8x8ipX8H+6q8waWLpF/4YOpVXE+i/FUkGST5/5mjSqR3MvZwGZ2z0MZvNtGnTptVjCQkJmM3mVo/9r3LRRRfx+eefM2/ePC677HhK0q+//pqoqCj69Dl5tgcvXv7XaB8RypNjh/HT7gOo9JkE5pZgqxaRxxZxWY/JTeUy8tvx/JKDdByppDnd1JBMsGCmxBWEW0jh1eQHyC08zPRDy3GrZDQaJ6o1bioxUblT4PDwPOI6haKN3Eqgq5a1tkyGWmKpLxRJ6FmMwaRofYSFVFOVk0ixw8TamiRGhhw3gtzXbRx9osayvdrA3uptlNRISHplci4AGqeA5thmoQA+OSqe6TWaD0sWAkqYggCEHHXy9TvXEexjxKl2YRokoLq1HkEEfWEx9h9NVI1zgQhFkj+B1mpMS7KVgC6jAZ96J5KvFp1aTVG/IGQ11A2IpK5/ZFMkdGUPNaY8J4kpSmrlQWkJvHfDZFYeyMTHR8tPy/Y2hVq43B7sbjcf7dxKRV8tjiIBnVlm6Ii0Zt/VuxlfUGgrQQDeOGjmrvjbiQsJaFbG4SmgbVI+B3ITlJ1qg51iax3RPt4J4/nIv3GM946z5xfZmWUUF9XQo1ciBqOiidJ3QDJ9ByQDkHuokIfGv0J9tYUx1wzi3vevo/e4bmxepGjHpA1szxXXD+bZhauaDBg22UPEyGhKaCA7QObun5dSdETx5Pp9fxazf9/J9oxCquos3HPhIAZ1SKBz51j27SsAoHfvkwvQ19XbmowxNWYrT4+axM0De2PQqNH+aWH/6Bc3M+/jFQhAYPd4tqYXsK24mAa3FQGZoR0UfalnLhvFqz+vweFyc8PoXoyaNZO8mloS4o0kaPzp2i2WYlMVGxybmLz+GZ7uOA2fhkCW7ztKZmU1Ll+QEREbxxAZmT35JRT4ZwD+ICg6N1nWWj7ffFx3x6RX4bB5GN4xieVVWU2fr8rP5KHeg5RrtNk4UlVJh7Aw/LR/zfA5pEsSI6bsoapCT1xyBfFBPfgqK5iasuNGNpWsokYuwydQ8ciLDZbpFBbMr0X7GBCWjEnTPC37psq9vHToS2Rk+gV35okON9IaA0OvpNR+lHpXJUPDrkMrKu1U2ixMWTYbh6SEtX0y5CLGxp06Jfs9/fpxa69eaFQq3FItFda1mHQd0KlCALh9/mK2FxQhyzIZFVW8NH7USdvz1Rw3bEmyRL61kGBtIH6NoVcWdwOvHX6YWlc1RpUvA0K6A76n7CeAStQwNurm0yp7jFBdADcmTTyjOgBOTz0bS59GRqLOmcv+6pn0DL3njNvx4sXLP8cZG30SEhJYsmQJo0a1fND9+uuvJCQknJOO/bcwbtw4Ro0axW233UZdXR1t27blu+++Y9myZcyePRuVyitw6sXLn7mqV1eu6JHKvdc+QObvinFAnxUAXx4v8/z8VZTUCoTmBxIZVwWCQK47AhcqkAuYnfk9Ky9Kp/uz5Rz0i0Fja/Q/bzSD3LB0Nlcbu1LjqgWUCdne2v2Maz8Ww69RCOKRRpd1gVqHARBYWpnIJAskJ+QRFHU1fU3jAUgzjiVpj0TJtmx04QIhvj6UOKz0GRZDVnEJNZUWBFng7WkXs6+gHI9eQGV2gVqFqryGb7/8D3ERwQBodRqCr/elVlD6ZYkpJ2pSNJUqZYEjy6A/XHb8RlhtRHeVGHN1Jk4hhILQ25h58FimGcX5W0BAr1Zzxc1DufiaAU1Vh3ZMYmhHZTHULiiE9xduJCLQl1sm9OXtbZv4bPd2BEHAdKE/n3UZR4+ezZ/vVo9NUSyQIaOilAk/fMXrV45nbJfjk+sAfV96x3zLPrsTAZkQvZEQ/d+UF9fLX+bfOMZ7x9n/PyRJojC7gpAIf4y+LT1ntm7O5Mn/zEWWQeV0EmWp5/Fv78YvNhijQYuvQcfiz1djMStCu7/NWs+0hy/gie/vZcO8rRj8DPSd2B1BELi8XxdW7M/E5nQRYVPj3FRCNFA6wIeKWEuz867Zn82hvDIkWeY/M5aw4Y3befmVy1i//ggBAUZ6/unZlXekhM+e/BFBFLj1xUu558YRvP35SowGLTdeqXhA+BtaXp8sy/gF+jD9sQubPps8thsWu5O1B7P5aed+Hpy7lAld2vPEBcP5zxW9mZU3j68rZlNiF0DUkhNq5YnJoxmWkMjEdU+DWsItw8f7VnB4hQpJlhUxaoOAG5lOceHszy9DQMAd5sIsyHSakE1dgR+jenXA508ht69fO5GkwCBiQ/y57/elLMg8BMDYBCVLWWFdHRO//wazw06kry9Lr7iGAL1iLHF63Lyfvo7chiquTupN79D4U/4m1KKWOwbdw6aKOfiq24CQwJQEEzuEEH7LKgQEuoRGsN+c26RdU++xcM2mT5GAGGMgPw2+C73quJfv6rLtTaFLm6v2YXXbMLsaeO/o99g9Tm5OuphUUwKB2khuSvqkRZ/yGmqxeZRQLRFYkn+I1KBQ4n1PrmkEYJfcVNoKOVI9DZdUg1r0o3/UfAyaaA6UljdtjuwtKTllW8eQZIlXDr/NwbrDaEUtT6Y+RKJvG442HKTWpYztVk8DB827GBh6ckPSP4HcKKZ9DEl2/YO98eLFy9lwxkaf6667jkceeQRJkrj22muJjIykpKSE2bNn8/777/PKK6/8Hf38VzN//nwef/xxnnrqKaqrq2nfvj3fffcdl19++T/dNS9ezluyzF9RvN8FKBNa84Hjx2RZRl9iQV9r5cD6ZKIuM4PGhVs+7gJ+tC4DQ/tq0rpUkEYFdaE69m+Poz7DQEDXBkpSDLx/YCeD4n2weCxIssyri3axMDKfh2+8iQ93ZRMUXM8ecwz1Fj2iRyBoNby4PwE5OJbud3nokvQ7ny3YSZ1kR7tHmTRb82VK6qtROSS2Zh/muieGEF7kT5s2IaS2j8I3yIdZ3dYjlFhRZbq55o1RxCUd1zXYU1LCvjIH8fGKgcdPFcCF/TqxZ9taxMa1a0y3MMoP5yALIMdqeOCLDfgYnQhCPoey52IacjvvbNqEpJZRuQQCtDo+nDKZXvExJ7zfFw/oxMUDOjW9z6+rBRSh1VqXgw7dYlGpmrvYX59wOR9kfkW91Unp/jBkGX7efrCZ0UclGnikx0ekBG2g2CpwcUJXdCpv+vbzlX/rGO8dZ889kiRRXmImKMQXrU5DflY5z93+NUVZ5fiY9Lw5907ik8Ob1dm07giCICDLMh6tloJDlTzw7PeU+GrRadS8+9DFhMcFI0sSgiggCAJPXfYu1z5xMcOvbB5u0jkukt+fuImvZq1j8acbmj73LXSizSll/Nge7K6upkfbGOoa7BxCMYZ7JEkxjus1jBrVemjfa7d9SW56EQBv3vU1r/58H2X7iijJq0Kqc7Qob3E5uWHJz2wtLmB8UjveHTUB9R+0bXz0Wuyym605hQDM3baP0Z2SmW+ZTa5F+axNgo7MI3HIsky0yQRApD6QBpdiAPN1+eGWlKyRHrWM3Pi8d6tluvcOZ6stGwwySQENBMXVENSuhtFtpxGnb8dvh4+yPb+IiR3bMSQ5oSnE6Y2h4xifmIJBrWFgtGLA+T03G7NDCYsqaWhgS2EhY9sqXlgzjm7msyOKvsyakkwuTehKrcvGDcn9SAuIbPVeAsT7dCfepzvLSn5mSclPCAgYA3U82e8WHB6ZK1O7cKg+h5Wlu5GBYG0ADXalD4XWGnIbKmnvf7z9dqZ4NlftQ0AgyhCCXqXj5fSvOFCbiQy8cugrvu773An70zEonI5B4RyoLkWlk1hWcpBVpel8N/zaP2gFtWRNUTY3rZ5P1+Cj3JiqhDO7pXqq7JuJ0VzCVd278OmW7QBM697lhO38mVJ7GQfrDje252Z95SYSfdsQpY9DJaiQZGVTKtb49xjVsxoK+K1kM7HGCCZEDUQ8QbjcidCp/OkVej/7qr5AJQazvKKOTbUfcF3C1fhrzs5rt6B+PgX1PxGo60a7oPsQBe+84HxBkkUk+cx+I38n51Nf/s2c8X/YQw89RFZWFh988AEffng8/aAsy9x88808+OCD57SD/w34+vry7rvv8u677/7TXfHi5V+D3V1Bh0klbP+qDQDtJuwip/YDEgLu5KtnfsI1aw8hgGlEWyKM0VS48tGJbuySBlkG8/dBNFSpqc2uRx/ioK7QD821AvoGaNOpmtzKACz1eiZZr+TdzT9TqTVhrTOwudzJOz5LqPI1kV4TRm51MIgygltAm+5GVstwt4VdxkPsKjuEvbsWccef3LFlEGQB0SxyuKGcq0YNQN1oMCk3laMZpezsuSVY45fOtYxrqmp1uyguDsblUqPVurm+3SQuSehLg9vKkoIjTIrvDF0czDD9jGCWYJIRP18HgqDEPbv9MgjeVsNgp5WCNrVUWYN4a8QUesWd2ODTGtd37s7avFysbhc3dunRaurankFd+KrX21z01jfYKqsBmU6xLYU5RVHDJUmnnybYyz/Hv3WM946z5xa328Njd37D3h25BAb58NjLl/DE9C9wOT0gilgbHKycv50bHm4eKtK9ZwJLF+9RLNbmBkCmxFd5djjdbuau2M0Ld47D5fSw6vtNlORVkptezEvXf8JPOe+hMzR/zlSW1LHgu+2oROUBJwB+B2sR62xkFW5l0e6XAMgrr6Gw0kxVvZUHLh7c9Lw9EZZ6G5KstGettzHr/ZXM/0oxLG1bd4RZ6x5mu7mUKB8/OoVEsOjoYbYUK6FiS7KOcGlqR4bENV+ga//kUaZVq2hwW5s8JKL8DaS1a8/45BRSgpVwoRc6X8usnFVoRDWXRw/jjvTFHC4pRzIBTiV860BpOUI+tI2J5K6e/Xl9/lKcYRomth9Ie5Ni1Ppq2pRWr1Mtioxuk9zss05h4U1hv2pRpH1ISNOxMlsDYmO6dIfkZk7WDgQBNpRlsXH8A80MXa1R7axEQERGwoWdKe2S8W8UJu6nS+Wbfg9Rbq+lwenh3p1zAIjQ+xPvq3i6FjXU8fzW1VjdLi5NvBCDzsOoiD6IgojD42zMpSbjlE7uaaJTqZk/9hp+zt3PE7uUjFUeWWZVccZJjT6fHdyGW/KQVx+CWxJRixICKvx1igD2A0MGMDGtHTq1moSg0xNcBgjUBqIX9TgkBxIScUZFMD5MH8m9Kc9y0LybZL8OxPu0PUVLp0+xrZhZuXNwyx721pRh90hIyAgCTIwa3FRuXcUqlpTMJ0wXzo2Jd+Gvaf262gdMJcV/CrfsuBuHVIJAKXrxJ25te8MZ963BmcX+SiWDa61jHz6aBOJMl5zdhXrx4uW0OGOjjyAIfPrpp9x///2sXr2a6upqgoODGT58OCkpKX9HH7148fI/SKL/VQy8cQ1t+u9ALUrEtKshp/Z9onynsvL7TU3ltOlV3JT8OKvL5oMs8uPjRzHngtviAgxse64r+gQ1JQYVdcE6BEEmLy8cV7KFiC/LUD2so6LEH1vgcVf+yloZs0qP1aFRnNEFAVkHqePjydiYDT6NQpwyqEUJR4oTzW4DMgKCW0Z0SciApbebBatzsRcs5Z1LlcXRL4U7kWUQBBBEMKl8eGf5RqotVqYP7EHfmFimpnVk0ZHD9ImJ4fLUngiCwDCfnhRnyDSUigwf3oGZkWtwtwWXUebbfb2Z1mUbLlnF6l9iyVm7gPBXrSQC7cRqUsPPPJyqV1QMO66/DYvLSajxxPUFQWDGLZcwb9sBgnwMXNTrxIKfXs5/vGP8/xZl5XUsX32Q6OhAhg5IQWxc1B85WMTeHbkA1NZaWfjtVsXgAyAIyJJMXHJLA++QEWmYAgy8c/MXlBVVImt1+Oo0WF1uZFkmNjwAtUbNtIcnU5JXSWlBNbJHwuOWKK4wg1okISq4qT2nyw2CgMdHi+j2ECJJ1JXakUUBH38ja5fuI/NgEUMmdGHuo1ed1jXn1FVT+2AiRek64ldZuPXFy/jsvVWNobDgcUtc98P37FErnh4fDJ2E/58Ev/11zUO/KmwWfqs9SmCaEV21iss6d6ZbfBTXmy7lvaNfISBwd8pVdDC1Y2dRMdlV1SQGBxGuD+Sh1OOL3e/vuYKFRw7x8MplaJxqZGQESdF+yy2s45NV28jxBaxh5K7I5KZ+0ikNXH+ma0Qk3118GVuLChjWJpEokx8FlmqijAFc07YXK4oPU2FvIM4nkEJrNRJgdtpwSG7UYkvj/x/pFTSEzVUbAIlQbdsmg88xYo2hxBoVnZtZA24hq76cgaEpVDsaCNH58ejG31hfnAtAfn0tay65qanuTUkX80r6TBweB3emnNqDT6tSMTa2HW8cWEWt04aEfMpwtURTEFtK8qly+PPVkct5fUAUQfo++GmVZ58gCLQPO67Ts7TkFzZVbSTVL43L465EJbQeSvrrkWy27ogiNMxMr7AUhoYe92qLMyYRZzy55tTZ8Fn2DHItSrY0rUrA6jEgIlJgLW8q0+CuZ27BTGRkLO56lpUu4rLYa0/YpiRLuGRXkyHTIbX0ijsd3NIfwzMF3FLdWbXjxYuX0+esfenatWtHu3anFkXz4sWLl7PBV5vAqLgVZPm9RX7dDAAE1IiCjm5D01j1nWL46TY0DX9NMBfF3ER1TQOf73wJj0oEtWJZcbtkakpEHEkakBVhTKdTS9yH2XSKSmLI8DRSl2xip96CYFeD0c1tXSaw5Fsdml5LWCR0xiWrSTRWEtrtCMW+o9CRTxWViIKsWH58ZORJdurSddhDBCJDgom0GCkurwCXwPL0zKaMVaX1nqZrdLpF/Iri+WKH4i6+7kgOvz98E6+OHsOro8c0lZNlmXte+ImqWguyDOu+2YquWIUOqO6s4/Mug9mtjUTr66Lmdy3Gdo1pZwVwyy6K7YUE647v5p4uRo3mT9nUWifY18jNw3ufcfvHOLAjh3kzNxAeHcj0e0ejN5x8YeHl78c7xv/343S5uf2B2VTVWKhL8VBfIBNm9OPLoZcSFuGPWi0iSTKSJNOldyJ71x7GUm9HpRa55q4xjLyoR6vtxoT7U5athFqpBIG+Kj3GAQmEBvpy1fjjGZGuengS2QcKqCyqpsstQ7j02W+Qgesm9OaOi5VFcXJyBJde2odfluwmNTWaW68fzNcvLcTtdNNjdBdeeeA7RFFg8bebmbnyPwQEty6Ce2BrFjnpRfQf24UHdi9hn7MSknS4e8TQbXB72m3KJCe9GGQZSa9mv6sa1IqxZVleBu8Pncw9PfuxsTCPycmpdA1vHur09OaV/JqXATKEhftw8zDledgzqDNf936rqdwNPy5gXU4uAvDhRZMYndLcs0OjUtEtKgpZBy5/D6IL1LWKIWFA23i2WpWQNASwB0qKB9RZ0Cc6hj7RMVTaG5iw8n2KbWbS/COZNfA61o2/B5vbxTvbNzCrfiOCChJVkfioT/1c3lGdR2Z9IIIgkSGbybWU0Man9bCwTgExpJoiuWvHDHbX5BCk9QVHOLKsmBTMTnuz8sl+cczo/dQZXae/1sCCkTfwQ85uUvxDGRie2Gq5lYUZLM4/RJegKO7o3Jdah52bOvQmzi+AOlcFK0s/Q6/ypU/wxWgaU6NnNWTyWcav5NUEslpzgHDdBvoExbOv6n1EQUOX4HswapRr/2b3bmw2Hfl5YZQW1vPaoOPfW3Z9BR8f+R0ftY57UkcSqDs3mncOj2KQkZHRq5TvTqfSMCaiX1MZEbFJZ0mGExqtjqEW1VyfcDVz8ubip/HjkpgLz6pv/rpOxPpNpbD+Z/x1HYn1a91Tzcs/g4SAxNk9W/4Ozqe+/Js5K6OPx+Phhx9+4Pfff6eqqorg4GCGDRvG1KlTm6VL9eLFi5e/giCItAm4DZdUg9WVTZz/DWhUAdzz3nRqRJEjmaXoeiQgSTLvf7aK+Yt3YWgXgpBTg9yoadCtdyKGSH9W7DyCI0AEAXoH27n60Z70G3sNeoOWOR/exmcbtrI6J5NJ7dIwCWoOrsjj2u4lDO1yhHKHH0m+FRRnJfOdrhj1ZhUDRlbip3Egy+C0xfDO2OfZVJRPTl0N4xPa8d3WvewrrwSgV3w0ZbYGtpcV0t4vnsPLKtEVqVFFaimNtTQJQ5bXW3B5PE3ZYo5lk/F4JKpqlHKqOhvm4uOTYWORm6ouAoczo0nrUoBunIRtroaAKx0IPhCkDaGtb3MPDafHw9bSAsKNvqQEnrkx6Fxitzl58pavcdgVQ5Ver2H6fWNOUcvL34l3jP/foLrGQmV1A5JKpra7oilSZqvngwMbeX/gRbz84TWs+nUf7dKiGHdRD/oPbcehnXm07xpHWFTACdv1D/UjMMyEubIeSZLp0T2JydOHtyinDfeh4e5EMtJFShatRRMYhsal4sdZm7l+XG8MBi2CIHDLrcO55dbj9Z+ddRsAX7+zHEEUkCQZh91FaWE1JRV1HDxURJ/eScTGKKK9m1fs5+GX5uEM98Hw8yaEa4OaDAv1LmVhfNOdI6lrcJCXU8EV1wzgNct2jtRWIgMDo9ogCgL39R7Afb0H/PkyAKhx2JrarHU0N1YIjWNRrc3Oupzcps8XHTrcwugD8P3u/QiNKdnjQwK4f2J/9GgYmNyGm39ZwLoCpY12oaFNbZ8tvxUfpNimZOQ7ZC5ha2UOQyPa4avRsTOnFE+pDwiQLVhO0ZKCRlQjIzRpcGhOodNy0FzA7holpXyN08LYuCCK6q04PB6e6zvyL1zZcX4r2cfM3NUA1LrqmZbYr9nxrLpKbln/EyCwOO8QHw+cwpjY4wbv7/OepMpZiCxLrM3dz4PdnkenVlPntHGgNAIZgTqHnnnZ2UiuTzA7MxEAp1TLkChFZLpTRAT7y8oQBIG00Oap6u/cOociay0A9W4Hb/a89Jxc9zVtruKTrM+QZJmbE28gWBdOgMYPo/q4l5pR7cO1bW5lacnPhOkiGBtxwSnbHRw6kMGhZ5bu/c8IgkCnkKfpFPL0X2rHixcvp88Zz94qKysZO3Ysu3btQq1WExwcTFVVFV988QVvvPEGv/32GyEh/+wiwosXL+c3suzAUXMHHscaVPqR6ALeRxBa9yhRiz6khrzY7LNd+wvYWFgNeg2rdq8mdi3MX7wLAIfLw9hr+3PnjcOoqqgnJj4YWYawj1ax4K15uG0uTJ1KiL5kH7KYCgykvsZC53o9owYOZ/qhnygrqoV7VSze1JW7Ov5GkM7K0YYo5tWkoYm1IteImNR2Ze9BAMFRgd3upn90PANj2gBwx5C+JIeFUGez0yspmtELv6DO5cCUJ+K/U6s4R5e4KVaXI6gkZI9IWNtKzB4zoepgfl+6l3efW4TeoOGpd67k8sk9+O7HrRi350OACYzKxK0hXosgy7jy9BTsSuS5e8eSdnkMlQ1VqGLcJPgkolcdT4cryzLXrfiJDcV5CMBHwy9gfJt/zqPD6XBjtzkBEEWB6sqGf6wvXrxj/P8SYSEmunaKZfeBfAQPSpojwF+rPFs692hD5x5tmsqHhPszeHznU7ar1Wl467dHWfHtRtQBRn4oL+Gbp2fxyJXD6dHuuLbYa7vWsq6+CGI0NFwSTtwClDTkDjc//rCNa65tvrCUZZm57y5j9U/b6D40lbHXDGbRnE1YGxykdIrBKQrcd89sJFlmxsz1fPPVTYQE+7Fi1X6cUUqKbJuPwNCGMGp1djyyzHO9lUxJPr56nnrhuLdBL0cyS3OPEOPrz6DoNpyKB3sM4roVP1HvdJAa5eZwXS7tTc3rmfQ6EgIDyK2pRQa6R0e12taWgoKm1zlVtdy+YTHtAkPo2zaWd8aO54PtW3FJHu7o2eeU/ToVx7R0RARklExaxxgY34Z9pWUgQ5+42NNqb1LUAHIsxRypz+OCqMFEG0NPWj5CH4C6UchYQmZARFue6nIRwF82aB1jTs7mZq//bPQpsdY3BispGk+FFnPTMVmWqXYWAopRtNyex4ztO7m9Xx/aGJOQG/9pBMBfHYLDUw2Kcg52T01TO48PGUJ8QAAWp5OrunZtdv5KR0NjDSi3nV2Y07GMb3/UXEo1tefdbm+dpJZCr6D+9Arqf1bnPRNqHBlsLnseWXbTO+wRQg2nL4TtxYuXv84Zy2Hfd999HDlyhDlz5mCz2SgpKcFmszF79myOHj3Kfffd93f004sXL/9FeOy/4XGsAFx47L/isa88o/putxIi1fOSA4y4exNrVZ8TMLBW0ZqQZcLDTPj46gkL92f+xyv56LEfWPLBcii3oq53kb4phD0rwqhvWMdvBw9yec9HePaaj7hj6POUORonaiKkB4bz7l2TWV3bDrOoISy6XNHjCZRwS41u0DI46kSuX/49iV+/yoSfX6eq8mWQyhiTlsyYxES+mL+ausYdZbH2WBp15a+ixELH0UdJG51BZGoFVreSyeWDFxdjtzkx11h55fmf+SBjJ5LoQpBkqDZDjZmqoSZqOxhAEAjcXYdcLZIUEEdEXAgd09qRauqATtRTUVWPw6F40tQ67GwozkOvcRLqW8/i7D+kRTvHyLLc5K3UGha7k7cWrce3SxgA/kE+TJn+13YQvfw1vGP8/w6iKPDmC5fywavT+KDvhfQNj+eC+A482GXoCeuU5Vey8JMVpG/LbPZ5UWYpS79aQ0GGksY6sk0o1zx2IWssZo7kV5BTUsXjX/zaVL6w2szG7LzGjgjQmMlLaOyXrdEQ/EcWL93O1y8vouBoKQs//53sffnMXPkw7/90J2/OuZXDR0qavCbtdhc79+dxtLySrn2bCxknCEF80XYyk1b48umU2Xzz7vKmYx6PRHZ+JSq3wBXtupyWwWfjjixmvLuOtMBq4qMqKLKbeXz3rBblREHg+2mX8fDQQbw7eTzX9ezWantTOh7XRZM0irHhSE0lW0sKCdAbeGLQUJ4dMgKVIPLuxk18sX0HDrf7lP1sjYFhbXm1+8VcFNeVj/teSVtTWNOx+wb05/2JE3l59Cg+uWDyabWnU2l5qP00Hku9gXK7nU0Vh09aPtwQwHs9r2dSTE8e7XAxI8I7Kb+DMzD4uCUPnxxZy3N73mFDyRw8UnNPq1T/qMYgJoFU/5aGtt6hcfQNU7R+Yn0DmByf1nRMEAQ6+ineL7IscCinDVVWCzur15Jp3cp/Og9Fr1KT6BfMHWmD6BryICpBh1ow0iX4nqZ2bJKTDbb9zK1Zx7yCHc3O/2CHMagEAYNKyx3tW3rEnYpNpXl0/v5t0r59k3lZ+8+4/v8X28pfptaZidmVw+ayZ//p7pw1do/91IX+5Xhk4bz7OxNWr17N9ddfT/v27fHx8SE6OpoLLriAnTt3nrLuzJkzm55Bf/4rLS1tUX7lypX069cPo9FISEgI06dPp7y8vJWW/3nO2NNn8eLFvPDCC1xxxRVNn6lUKq688krKy8t55plnzmX/vHjx8t+I0Fx3QRD9zqh6v15JjB/ZAd/eS1lxqBP7CuPBB1Km2BkYJzGxnxLO9N6Dc/h9/jZARh2iLAYkjQpPkBGXTs0DT1exS/8DsXXKAkOyehCsMpJRWXxoKmVi7ygiwlCHKED/0GwO1UZgdhnJ+CmGxOElSIGQ7RtIZlkBok7gkFVi9uGd3NZuLergpTw05V0yKyoR7gkBRLSVKhBkkMGtA0u8mxBDMNWuCkaGDSbOqGQWMfrqsVqdCECxvY7r0rYT16eSTdoYjv7mj85Xw2T/WH5ddxhNrQtjkZNLHhtGfFRQ032SZZnn31rCynXp+Pnqef+ly2kTF0LHMDUp0btQiTI6anBLk1GLiqeVw11KZvULeCQLCYEP4ac7PgE+E+rt68ivvBXwEBP0Lv7GsS3KfLlsG79sSUcKkNEMCWPuG7di8tG3bMzL/xveMf5/C7VaRecOMXQGxrU7+f/67o0ZPHb9DEXY3uXigmsGcttTF1KaW8Ft/Z7EYXOi1Wn4eMsLxDSKPB8zwiDTzAB85+xFVNZY0fhKaM3gs70SjTMQfHTEtwnhkqmKJo7d6sRpd2LXwPO/rOKPPmYuhws/fwN+/sozs0/vRL78ej0Ohxtfk577f1+Bex1M7daR6WN7sHxrBiFqHXNnbmIum1DV2VGbbXz74SoGjulEXHI49z7zI7sPFuBj1PLxS1eSGHdyr7YGi4PHX1uI2y2h7mwn3xMAQFU9HKktp11AWLPywT5Gbuyj6BptLMllY2kew6OT6Bl23ANqevfu9IiKZmtJAS9s/x2x0RiW4N9cFPmmeT9zoKwcWZbJrzXz3KgRJ+3riZgY25mJsS09uERBYHy7Mxdvr3Y0cOPWD7F7FMHfN7pNZ0Bo+2ZlZFlmTu5mDtYWMSmmK492uPiMz7Oh/AhvHFqK3S0TqtnPFXHbqbPDppIlDIya02Q4eqXbVL7L3YIoiFzRpqV3lFalYs7wK6m0WwjUGVtkKJsYexP710bw3a5DhBpDiW9ziLkFawHo7N+fg5c8/IfSo4jxGQ4ICH9Iiz47eys7qvKQkHknfRVjojsQ56OM1Ze26cUFsV0RBRGNeHJNndZ4becaLC4ls9mz21cyJanTGdXfX7uFHdVriPNJZljYRWeczv10kZu9PvFm0PlOrbP6n+6Cl1Pw8ccfU1VVxT333ENaWhoVFRW8+eab9O3bl99++43hw09tXP3qq69o3775cys4OLjZ+7Vr1zJu3DgmTJjAwoULKS8v5+GHH2bEiBHs2LED3Z8SAPzTnLHRR5ZlOnRoPTtLx44dT7qr68WLFy8AKt0wNL7343GsQqUfg6htXSfhhPVVIg/fM54fcxeRWR6hGFGAQqeAOeQQ7/z6ETk/hVK3LaNxpiEg22XCrpbJrG2HpNXy/poEfAPM2GN0SFoB0SmDAH45WupiPfjv8eC3XeJIj3BKS3zpH5aNj9pFm5WB6CLiOJRegNNfhdjHQa3tuPCiIEK9R4PkzqKu1kz+0TK0QMIHlZj7+CN6tLiNypTHmFhNcF09SZVmxkR3YmLCFU0T1afeuZIv31mO3keLfcAmBnXbj0700PbFIh5puIaKyCAKy0oJtWsQiiwkd4ph5NRoPsy4DZfsYGLUHRgtSaxclw6Axepg4bK93HfLSK7vEszmxnmLgwqK7XnEGRVtiYyqp6i2rQPAVnEnfWJWn9V3XFLzLJJcD8iU1D7ZqtGn3upQ3J1kcCHj9khndS4v5w7vGO/lGHUNdhau2oevUcekYR356s1lyMe8MLRaFs3dTse+bXFUmXFodeDri7OugYObM5qMPg9fOYwnvliG3eni0auOGyVKa+vRVElEzyhGKKtG5WvkjjlX8dG6naTbbWzPLiTiEDwz7SMcNidDHhxJXaQOTUd//DLqiewSzbApx8XjPR6JqIgAZs24icyscr46so+MfMWT6MfdB9j76F3cevVQLrvsw+N1jFrUZhuOIDW/FGTSyWlh98ECJBHqJBc/LtvFwzePbnZPZm7YyS97D9O/bRz3jhqI0+XG7VaeWw2H/eEPTkUZtRUtjD7H2FNZzFUrv0dA4NODW/ht0g209T9uYOoUEU6niHBiAkxsLS1kXJsU2vzJ6HO4orLJqHawrOy0v9e/mwJrJTaPspEiIJBuLmhh9PmlaA9vHPoVAYHlJQf4Zdh9RBoCTtm2R3YhNi5dHt3zAxa3A7dHZGhwcVNWzHrnPlxSHVqVPwC+Gj03JQ89abuCIBBqaF0EHODRIZN4aNAEVILAq4fvavo8q6GlZ43QihiyRlA1M3Oo/2RY0ak0Z/1sDTb4NHnJBeuNZ1S30lHC7Ly3kJFJr9+JvyaInkHDWpSTZDduyYZWdWYbdH+kd+jDbC5/rjG869GzbuefJkzfMmuhl/OLDz/8kLCw5s/esWPH0rZtW1566aXTMvp07NiRnj17nrTMQw89REpKCj/99FOT3mFCQgIDBgzgyy+/5Lbbbjv7i/gbOGNz7siRI1m5svVQjBUrVjB06NC/2icvXrz8lyMIAlq/ezCELELre8dZx+5Pin2VtFgDfm3M+CWY8Q+vQ5Iltn2uprTUjMPvuDEm+uI6jMO1SFoli4WMQFrPAmIjq8m5O5ayMaHk3RBHZaCOgI0CgWskqi5QkaEOZUdVG37O68bhown4d+3AJnMltal6qkoDEUQwaP8QiiDB2JAcqjxOKp130LmfYkzRWlQE7XAr2b4EEB1u9HPq8XwJ6x40UtDwC5tyv8fpcrNk3UFyasw8+cGV7J9oYx7h3HfgMmrcRlRqmfpQU9Pp9L2j+GjJ/bz1012sqpxBtbOYOlcli4rew99kQK/XIDaKnUZHBADQzpTWeAcE9KKRYE14U3tK6lQZkP5SGlWVKhDFoiOiEgNbLXPt6J7EhQagVau4Y/IAgkxnNmH1cu7xjvH/bpx2J45WQqNOh+2/7eWzR+awb71iKH7otZ/55Lv1vP7FSj6YvY7QqEAE4fiOvSBAWVEtFWYnQnAA+PkgRIeT2LUNAOZaK188+TPCwnQm6fzpkxoHgCRJDK3SErY4F7GqDkEGT72VDxesp7zWQoPNyQvfruLH95fjtCvXsu6dVXSOjqRqaDg1d3fgma9vQ6tXvBP3bz7KZWn/4aKk+9n+617692tLWpzyTBMFgdhAf3RqFTnZ5XhsTkSnBySZyFA/TB1DKJgawjv7tnPn70sR/EQcASJOH5GFuw9TVl3fdH/25pfw2q/rOFRczhfrdnDz9wtwqWVuvGIAGrWKBHMowVrlGRbtY2JgZMIJ7/Wh6vLGp6yMR5b5YPsWvti2A6vT1azc2IQUnu43nN6RMS3auKZ7V+V7AK7q1vU0v+W/hkeWyLMUY3FbT1imnSmaRB/l/utVGoaFt/Q8KbbVNuoIyXhkiUp7fYsyf0SS3awtfpRvMwextGA6ZmcFvpp6/LU21KJEtiWSY9MIkzYVjWg6aXtng1oUEQSB7oGDmz7rFjjotOpeldSHsdEdSPAN4Zkuk4gyBjQ7/lvpWqZtuYdbdzxGnqXwjPr1ct+xTG6TxsiYtnw29MyyYFncdU1eNwICda7aFmUanHksyxvHL7mD2Vn+zFkbp4L07ZkQ9y0T438gzNB6aOO/gb/LE+p8QpLF8+7vTPizwQfA19eXtLQ0Cv6gmfZXKCoqYvv27Vx99dXNElz079+flJQUfv7553NynnPJGXv6PPnkk1x88cV4PB6uvPJKIiIiKC0tZc6cOcyfP5/58+dTXX3c9S0oKOgkrXnx4sXL2aNX+aMP8EGoVZ45Nq2KY4YGADnYj4RhatqM38qhTckcWRAPgoysUkp0iCugU2QWS7Z1ZG9fxTgjI2P3UXbNXCGK1oQM5NcGIxZrKS7NBo0AgoBT0NJnVyqb/RpQmyUkjYBgFclOFtD4SeBcz7Nff8DOtYU8/9BcVE4JS4wDSatBX2CBxrWZo0ZD+W4/qgaU8NzHv7JqSwYAAwYmsi+8GIAal5GNVUkEbnAi1nuQg5QFT7u4MPQmAw/fN4eCKh9iLzHhm1hPSb6ambatvPHsJSxdvp+4mCCmTOwOQEf/Xlyf8DBHCw6z5Mb9TE2/h4k3Due216eRGPgQB8vvwCPbSQ565qy/m9igtyipeRYZNxEBT7ZaJjrEn/nPTD/rc3g593jH+H8P27dmUVJUw+BhqQQE+rBx0Q5env4RkkfmgU9uZMQVp+9BeXBzBo9PehVRFJj/7q98uvMV0jNLOba+O3C0mNeeugC3x8O+rdnY7G7Co4MYPqkLP83ciKhS0rvLksTOlfsoPlrCu19vxFzvAJMvP365jsBQE0u/XovL4aa8sFqZgBr0eDxWBEnCz6in0m5TlqBON8GRASAIiCIEhwcwY/ql5FTVEOVvwld3PH34Gw9/h6VO0UL77Jl5jLtmIBHBvgxIjaeNbwA39e+FIAi89sJi6mttiEBYkC9ffXsb3x/cz47VvwNgc7vRh6uhRtGMc7g97MsuYVSQ4t1gcTY3pm3IyeWW+QtYcM1VTJ+qiAM3uBxkmatIDgjBeJIU5yNikgjZa6TSbkUvaPhlzxF+UR9mWeFhZk6aik6lYm3ZYYxqLf1CklvdGLmjX1+MWg2hPr5cmJZ62t/12eKRJZ49+D77zRnoRR0vd36ANj7RLcrpVRpm9L2Tw3WFxBlDCNI19w6RZZk4fRgmjZFal4VBoSmkBbRs54+U2/aSb1G+p2pHBm9kvEmQUdHfi/LR80jHVxHldFRCDRE+o854I8nhLiW/9g1kPMQFPIBOFY2EG1UrCSZGhU8l2bcTHjwk+bTuFVnlqObDrC+pcdZyZdwUegV1442el7QoZ/M4eOHg5+ypPYJKkHBJtczJW0RFfQTFVjN3pQ1mYHhSq+cotVfyQ/5ydKKG5/qOx6Q581Tvsca2dPbvxz7zZkJ0kfRqxcsnu+7HRoFqyKtfSLuA6/DVxp/xubx4+Scxm83s2rXrtLx8ACZOnEhFRQX+/v4MHTqU5557jo4dOzYdP3BA0cPs3LllaGznzp3ZuHHjuen4OeSMjT7duyuLhjfffJO33jquCn/M8tujR49m5T0ez1/pnxcvXryclChDAAdqlZ0xvcvA2pk9oA34FruIjtJy3b0/IVHFoLYZfPTRhWTlRVEfIXL9oNV0bZPLAWcMA/r3I6eyhDqXGgGwxItU9VJj3CdRN1gEBFw2NUf0Yfio3IAyERzSIQenjw/9VaPIz9yDvsaOIVRDUpgiZqrXtEenD6TvSH/8/A001NuxR4m4TDJug5bQVSDIMoJaxhCpYlDSVXz4/k9N15Z9tBIxQvHSQRBY+FNfQg/AUzePJAcHGrXItFE9ePnJ+RzYW4Asq7B+lowULGGv0LNNv5HKBxt4+u7xLe5bndOXmR/sw5ZeBhIs+mwV468fSpu0HvSLVbKd/JXsKVp1HPGhM866vpd/Bu8Y/+9g+dK9vP7iYgDmzd3Kl3Nu46tnfsTlUAR9Zzz5AyFjY3nz0FIMai1PdrqQGOOJDXQ5+/MBlGcNMvmHi7lgRGfmLd8DwIUjOxMUZuLZj6cjyzK1VRZMAQZUahXjL+nJql/2UFdrxcdcy1ePfQeAJy4cokORBXC092PO58uwmD04QlToUMzzAIHRQXQfmsZVD1/K9f/5EnODDf3eUmq6tWXKHaOoq2rgkjtHo1GpSAlrrrGTmVtBUXVD02RW66Pjs+3beX3DBkRBIMuvmsf9hgJgtzkbrw8a6u0gw8D4ePRqNXa3GyRweDzoGz0jffRaOidGIssyn6dvY11RFp2TwtmfXYZHJePWQE5NTbP++Gp0dAlpPSvXHwk3+vH7Bbdw1FzJ7T8upkJXDyEudjvzuWTF13SK8GV12UEAbmk7gpuTlYXKwfJyvtqziyg/Pzbm5LGnRBEWrXPYuaX38XA3WZbZU5tBg9tG3+COaMQznu63oNBayn6zsiHhlJysLt/C9Qmte5boVRq6Brbu6fThoY28fWAtIDM5vjvDok3cuetZkn3bcEfbaehULY1lusZQLQWZfFtt07sEXwMNbifryzz0CulCrF/rYVqy/TfkuudB9EcIeBdB3bbp2NHKB6hzbAWg1nGUfKcGi7ucDgFX0DP0zmbtCIJAgu/JjWxzCxZwpC4TCYn3j37Bl73eRd3Kd7CqbBt7ajMAAY+sQsbNEXMpW4qrALh98w9sn/QQOpVSt8yexa7qhZg04XyXn0eBVfn+q51mHk278aR9ag1RUHFVm/txSg40grbVMd+gDkdGAgREQYNWFXDG5zkVTo+VBQVPUmw7RHvTMEZHPYDYSpicl/9t6uqae5/rdLrT1s254447sFgsPP744yctFxERweOPP07fvn0xmUzs37+fV155hb59+7Jx40a6dFGyzlVVKf+jrW18BQUFNR0/nzjjUeCpp546Z2kUvXjx4uWv8linSQRojezNLyZjTR2yVUQArNNrcYVkI3H8wZuSUkBWXhRChJNBHQ6zcc5wfp9pQB2zjhuezmRvQRxZmxJx1Bow91IzuPdhjEY787f1AkkEWUbSyITvsBGeWsneuSHUdTDiUe0i9ad8rDVWgsL9Cb3pPYyBtQT4XIAgCDjwEP98Kruz8uhk0bNLrscRoaG2tz99A2KYclVfOvdM4eUZK3AJMj5GO0F+Fob3786DA0dy/8pFVFc5sPhr8Bnrw/iLlDjj2nobWrWqKZuZLANuHfYKZWEj2uHAtgIY0vyeSbLEY3vm4NFY0UuNmcQEAYOvIqLsfcb/7+Id4/8d7NmZiyAKyJJMcWENVVX1hEYHU5SpaLuERAfy8O7vqbDXIwAvH1jMh72vPWF7/Sb14JsX5lNTWktkYjjdhndgoL+R8UM7YDRomwnE52eV884T83A63Nz51AWkdotn9vIHqa22cHXCHU3lhJp6pKgQEKB2goYGu4rAhRoqR8oE/erEkOOgvouR+UtexajT8dv3mxEXHiKw0cBYeLSU53+896T3weORcCQEI4sCokdixB0jOFBWhoAiIl1YV8fNX8/mtnGDmXxxDz56R8nUZbM4WLhwJ1Mv7cPCadOY8t5sPDYPIpAcGURFeT29kuMJNhlZXZTJy7satc20cP+FQ/hgzVaQZW7ve/Zp0/20OrqHRnNt9+68ceD3ps+P1lVSKx4P8Zmfs5Obk4fjcLuZNv9HGpxOZEmGP9hbN+blNzP6/Fi4iq9yFKNg3+COPN3hplb7YPPYefvI+xxtyGJASD+uT7j6hOErIboA9KIOp+REQmZ5yX6SfNoxJKxjq+VPxC/5BxtfCawrPUSuR/FmLbNX0tY3nsnRLXfiA3VtGRD+NNn1vxJu6IZNFFhbqeykt/PtwvSNM/DIMp8dXcvsgTfTKbB5OJwsy8jmh0G2glSJXPcqQtDnTcednjKOpWUvdVRj9YiAzMHab0kNuBQfTevaTCdCkiWOBUKeTLRYLzY3cKX4xbOttBQIREbA6fHgliV0gFtyMjf3ERySFRmZUnsKUmPbZfa/tsDUiideOCf5X4FbslLnzCLRf2qTVtK55JB5JUU2RR8pvW4l84qPYtIk8UTabQRqz/35vJwcCQHpDDNm/Z1IjVsEsbGxzT5/+umnTyu5xJNPPsmcOXN4//33W2xc/ZmxY8cyduxxDcrBgwczYcIEOnXqxFNPPcXChQublT/RfOl8nEedsdHHm7nDixcv5xMmjYFHOk7ko8yNZFq3N02CBEmg1BGIQ/JHJ5oBKC9rx7iLO3LxoBoMDe+y7L1fABeOdDXLr0nBYxOhtwa1WiClop5gkwWANsGV5FaEgSAQWmUjOsZM6sBMzEs7oqtxUxsnYK1RNA6qy8zMnG/l3tsvR904kfr48AZ+qU5HDpQpdjkIWe7EUNiA79EGnj74HwJD/Ji5aCtrdmbRNqqEV2/5Ab3WzVHHYg5bruPjQZdx/4JlOHzcvDBhFFV1Fm58cS5FZbWo1SIju7clpjwYS4OdadcP4p2PViDJMoIs0CsliTeWrcOmtWIMl5kQ05VkUzhuWcI52ohY4SGoUMtd91xO+Cky1Xj578c7xv+zyLLMhp+3kZdexPDLBxCVFN5quYFDU1n5m7JIap8WRUioiQc/u4mvn5uHpcGOW6OjxlyArJMBAYfH1Wo7xwiODGTmobcoyCgmPjUGnUFZjKYmtRQtfe/pn8nYX4jk9vDEVR9z06MTGTNtAL4BRmgXjVRchVhvB6MeZ7iV+oFqXLEgZijGBLVVpODuSEQZwn1NGBp11r58aTHotGB3AHDpfc09FCVJZt26w1itToYPT0Ov15CSGMY1Vwxg4fK9dGwXxbXXDWVLcSG/ZWYiyzKi3sWWoGy2bMnmuTYTm7X39oJ1hKWGMKRTEp9dfREzVm/HKKnYuj4LgN+3HOGNcAM71c1FktuHh7L21unkWbJJC2oZelNhsaBVqfDXnzgT4dr9WazcfZReybFc1j2SPY5iVpYo33WMjz+hKn8s4mF6BeZRW+tLZmUJIb4B1DmUeyMKAmoEXI2GinEpzbNsba7c1/R6e/WhVvvg9Hh4bs/XFLqOgABrK9YzKKQf7UytZ+zyURt5qfP9PLHvc0ptddg9Fp7Y9w1LhjyNSXNcj02WFa+QEy16hkQmcbSuEoBuIdFUoRh9ZGB+1i4OVBYwNXEgyX7N722iaRyJpnEAdAiUGBTaD71Kz1FzA255OwBqwcPu6l2k+YejEv8cmqWmyb/sT2Fb8YH/IaPyHpAlQowDqanfiOLZokYjnrnW3GWxF1LmqKDGWcu0uEta9fIBGBbek2xLEftrjzIyog/hehe1jplU2Y3Y3RquTU7FpzFM0CXZsUsNSvcR6BVoYmNVLSpB5Ir4lt685wpRUJMadMvf1j6ATtU8NM3ukah2FrK4+HeuaXPh33puL/8eCgoKMJmO63WdjpfPs88+ywsvvMCLL77InXfeecryrdGmTRsGDhzIli1bmj47lsmrNY+e6urq8zL0/a/7e3rx4sXLecDlw7ux+VAumYUVGNrZsfp5cMpa/nNwDB39yriq7RW8/8SYpvJlBVXAL8obWVAMPoCxqJyON1Uh+rsbj0H/lEwmhvVhzdYdjLllG4JHoHReMP5TnRTWBRGgMyGsLlZ2EwWY7TjKrpVzWTD+GgCqHBZlrmlWIebqscXqsMX5oanOZ+/2LIaO64pHkhGAUT0PolErW7jJuhqWV60lOXwwk4aXIIg7KBYyefHuAGoxAOBySyzZncGjt43kkoFKbHFC23B+XbOP5NRIXtywEavThSyDpq2Fnwp28OvwB3ii4xTeObyEwDsjeKnrNOJ9Qv/278iLFy8nZ9W3G3j9hk8QRIGFH/3GrCPvNnng/ZH+g1L4dNbNlJWY6dazDaIoEBwZyP0f38gT137K7rWH8a0WqZ+mJyI0kAfSTr0oNPjqSemeSE5xFUuXppMUHcyYPu1bLN49bknJGmWuxyrLvPvAHOrr7MzYfAhL2zBICiXSIdOwOw9ViRlXTBAgENDel3aZgUhbiwnx9aHnyGRu6dSvqf3gCH8azFZkrYauA1MYd+3gZued8eVavvtOmXSvW3+EV16+lK1bsnDV2Hn+nol066bojFgO1xGxxolHK+BKcWFtlIsp8a1n2nUDmTVnI05fEUuQyAu7fmO+NYyrk3rx2S1T2LD/YJPRB2D2zr04QwQIFkAnMzQqkb7hUXyU/TgVjhK05TruTn6JCL3iWfLxtm28vnEDKkHg/QkTGZuczJ/JLK7kvk8WIQgCv2xNp2NtLemykYiAGhINVbze6zU+3rSCNpG70Guc4AeFtq9pG/II07t2Y+ae3eg8Ii6bB1FxSCElqHkq4T7BHTlcr2Qv6xHYeijSJwc383thLsl/sOvVuVy8c2g1kQYTl7TpjupPXj8JPjGUWj30DcohVFdPRkM4Lum4y5HbtgSH+QFAgz7wY1S6gS3O+3CXEXQOisLhcTMhLo0FRaEsKlpDSa3M3kIPa+Vydte9zce9nyVE1/y68izlvHt4DmZHNR0Ce3FT21EEhYQSafCnzlXO6OgjFNj38mX2cqYnvoFG1FNoqUEURCID3kOufwUEfwS/x5q1G2wcTZ/YvYCsjJWqTzA780kLvByt6sRZvU5EqD6E5zueOkOVSlBxc5KSrr7Imsn6ivmE6WFU/BFCtFHclXLcUGlQm+gWOJHdNb+gEQ1cFj+Nu1LiEAURver0Qlw8ssTL+35jfdlRxsd05O7UYeeFR0I701CqHHnkNuxic3UtDR49AmBQndhw6uV/D5PJ1MzocyqeffZZnnnmGZ555hkee+yxU1c4CbIsI4rHn4fH9H3279/P+PHNx9f9+/c30/85Xzgro09paSnz5s0jLy8Pu93e7JggCLz77rvnpHNevHjxcroEmYw8dON+SiyLyLUG4mAEXxxV4ZK1bKpOwJ5VzNA/aEXu3ZaD4GNEstsJ6hhO1b4S1DIMu/0ACcOqkWUoLYsmOHYoyaZufPxLOWVZoSyTe2A4YKPG409VSBAyAg02N8/NvpmZP68gPdaNM1LHnsoSSgoq8Ng9TEvoyS+5B3HYG928RWWSVXp3CHc7FvNygYrLRndj/5GdVJr9UIlKOYdNpN6m45m359IlNofwwTYKHfsIuyyGmh/TGr3RFbHpcnND07V17BBDxw4xHC6pwLLq2A6/jMcqYvPYKLHVMjqyK8PDOvPqwjXc/eFSLuiVxvXDev39X5SX8x7vGP/PcWRHtiKK7JGoq2qgorCKuPati9wmJIaRkNgy7MRcbUGWZbR7PSQWwPc77z/pOfOqagGIDw6gwebg+pe+x2pzIskybo/ExAHNxWrveOoCXrp7NqWN9USVwLLf9tDQNKMU6DymA3fPup0Ni3eyN7OA0IHRTO3RB/9JBmprLJj8jahUzQ0KT35+A3PeXoZGp+bahya06OeOHTlNr/fsyePggUIef+wHRFHk5/k7ePuDq9CH6Jm3cCdqO6jtMpq9aqy93YiCwODwZDrfGMPPJTkUVJrxxNnJ97VQUFTFmtIMNo5/gBzfZcT0KabsQAhiuJuSSB2iS4W6QsfzY0dwedfOZNbvpcKh6LY5JScHzFubjD4fbFWMUh5Z5pPt21o1+pRU1yGjLCIktcQ+twcENW5JhV3QE6L3Iy4uE6OoCEfLMqjUipDuU0OGcWfvvqxIz+TJpSsRFEcfTPrmi/7LYkfR1jeWLZVHqbBb+bV4F0PD27GydDY2TwNDwqZSZDFT0WDCUOPE32Dn8vjx3LH5FxpcdmTA7LRxc7uW2akGhzgJ19UgCNDFvwhZLkWSjWQ37MJd+wIxKhsIdgpKH+Xzoie5tVMfYv2Oh+iIgsCEuLSm9+MiB7A2O4uN+Q6OeeI02NRkN+S3MPr8mPU6D4b/gE708GPFVu7bUcIX/W5h/tA7+bXoG440KF5N5Y5cCq2HWVVs4Y0DqwB4ttsELktY1OJ6ABweC78Wv0CZ/QhdAi6gb+g9rZb7u3BJDr7KeQqn5EBGZmDIaMZFXo/mT+FfQ8NvpnvQRZg0wWhOEpJ1IpYVHWJO9jYAPjmynr6hCfQJPXGWub9CVkMB6yt2kewXz4CQrictKwoqBoZdz4DQ64jSPU+59Xc8YicmRbYUlvby9yMjNIVUnQ/IZ9GX559/nmeeeYYnnniCp59++i+dPycnh40bNzJy5Mimz6Kjo+nduzezZ8/mwQcfRKVSNKi2bNnCkSNHuPfee//SOf8Oztjo89tvv3HRRRe1mAgewzsh9OLFyz9FpW0DayuTWVLWGZDx1Wqoc7qRZEj0ax669NWby5C0GkrHhJEbrsU0JIhLnSEkDSzg96w0rE4dQ5OKiNy/l737dxOg6YzGR8ZUUU/tNl8cCRrkYJq8xR9M/53unWLwCEoowMAcI9ff9TCSSiT4ws54wlRIJhWyCIIEokHCHeLBJcPrB1YwYVwn3r63J1L1O9glLZIg8d4jqZjljqg3V3CQSOqP6mh7UyX4SQSNKqVuVyAOs57wcD8u7t8yLW7bsGB6xEezM68IRBBDnXQNjCPZTwkj+GVXOt9v2gvA20s20Csplk5xLcM5vPzv4B3j/z4kyY4g6E66sz700n4snbEaySOR2qct0cmRZ3yeC6cP4t2HvkUS4JanLjxp2Zkbd/Lar+sA+M+4wQxqE0+DtTGESBQ4nFfewuiT3CGaL1f+h6emfciOVQdRa9TEd23Dkf25jQJh0KldFP7BvkyYPoQ/mm8OZZXynzcX0GB18NB1I5gw5PhuaGR8CA++c9UJ+zpieBpHjyrP18Fj4phnf5Geb1VQujqCrLWxTF0xB1eEi1C1BoOg/FZTkyMZ160rHQIjSfRTvBk/uWMKc9bsZqNwlMNyCRIydo+bBpcDl+wgcWgB6i71bMpWhH49Bg8xRhPj2jeGPTnnocaDuzFLZKyxLU6Xm+LKOkICdRTVO8ChIvEE7v29UuLo1CaC/bmlyBpQgnUUQ3+KXy/Uoo7kwA7sq1xNqKYBGRUppmkcqi0mwuBPkMGHS7p2oLDWzM6CYqZ06UByaPPxTRAE/NQm5uRuQkBgeeke0uuCqXVtAWTyrYe5tv0L/FaQQW5lCFcld2djaS31ruP/9+nm0lb7PzmmJ9sqt/7hXCK/lXzIntplQCC99B766MvJrJP4PmMv28sKWX7R9Sf8Xn8o+AK3/gAadXtcbjV6nQOj0U6QtmW4cV+frWgExbNoSsghvj2o6Nv5qHV0C+rGkYYFCIiIgkiQNooZGbOa6n51dAuXJbSu57G/djF5lh2AzNaqb2jrN4gQfeIJ+3yucXhsOCQlA52AiFt2tTD45DQc5aPMV7FLNsZGXMSEqFaygbnysbqyCdD3QiW2zObllpoL77ukv0eIv9pp5j9738YtuZGQeSLtZvoEt5yj/Jkq20Zczu8JVAOUYXHtRq/u+7f00ct/L2+++SZPPfUUY8eOZcKECc3CsgD69lV+UzfccANff/01WVlZxMcrnqIjR45k8ODBdO7cuUnI+bXXXkMQBJ5//vlm7bz66quMGjWKqVOncvvtt1NeXs4jjzxCx44due666/5/LvYMOGOjz0MPPUTXrl355JNPSE1NRaNpmc7QixcvXv4JInzGsq2m4vgHosTlCT0xaQzcmNI8fXFopD/logN7uDKxqne70A6NYVPBhSw5aEYQZA4XxhH4cglulwqtPhvDLYFIhcqCzSfPijNAiy7eQ5/4o2xd04FCTwWRsorbHurL5hmfUCHqID6Kqn3VRAtQNNwXp7+KLy65kC9L17KjyoLHIVJUKdP76495e8R4QgofIGPzHDYtD2TXkbaIjuPXU7HdF80VHqaH5DC87UbqBxhQB/2AwZiCKLZcSKpVIl/dcAkZZZWotPDmrg2Ul1pZmZvF2MQUnC53s/KOP7338r+Hd4w/98iyTF7V/VRb56FTJ5AcNhetunXjaod+KXyd/jaluRW065XUwhumNSrrLejUavwMOpx2F58/9QMemwNJkrHUNJy07tcbdzW9nrVpF1f360bX5Gj2HC1Co1Yxvl/roUGCIPDs7NvJSy8mKCIAj0qg4Pl55BRWMWZoGheO6dpqvY/nrqfabEWWZV7/ahXjB3c47fCSSy/tQ1qHaGxWJ2VR69lYVYUARI4qJc8cjStCWcBW9nfRNyGakREpXDS5OyaToVk7kUEmYqMDOLqkFikN0MK0xF5YGlyUHu5KnWhG0jRPz/7MuOGYdDokWUL0pDPetJd8VzCh6gZCpCSmPDGTHFMV9mQXBEOSPpTnho9o9Tr0WjUzH7ictTlZXL/mZ0SzAaOvk0GRSfyng5INa2DIhfirgzG7iugUMIIHdixhR1UuelHDVwOup0NANA8Mbxk69UdKbEpmsWNCwqU2Mzq1kp2twV1L+4BQtk65C4vLSZDeyLBlbzerf0l891bb7RR4AdWODMrsB0jzn0ywLonDdRuajme4wpCsATx9oA8eWaagofak/axzmTHqnIzqvB+z1UiFZKSTf2+SfGNalI3z6wGubDyyQI1Lz8To40LaSX49mBL7GIXWdFJNA/DXhtHOP5xtFbkAtPdXNju+z93MF1m/E+8TwmvdriRY54soNF8O/fm9R/LgkFwY1c3Djeqd+YCM319MYe6rCaBX0Fi2Vy9DJxroG9zS021l2S84JMUot6z0Z0ZFTEb7B8NQnWMve0quQMaNQZ1Az6hFiH/yBhoX05H1ZZlsLMtibEwH+oe1ng7+zzglFzaPA3/N6YW6ldgqcEqKl7GAQHZDwWkZfVyS+U/va0/rfF68/JHFixUR+2XLlrFs2bIWx49lI/V4PHg8nqb3AJ06dWLu3Lm88cYb2Gw2wsLCGD58OE8++SQpf9JOGzp0KEuXLuWpp55i0qRJGI1GJk6cyOuvv37aWcX+Pzljo09WVhbz589vNS+9Fy9evPyTpAY/Ru+Qz1lSXIgA9AhqwxNdWteyePy9q/j0g2V8L5ciCzKyLJBr+ZnM4o6AgCwLlFr9GD3sAFfekkFZkYH3c7viGSugSXfjLlWTGGnlP9Nnc/cztyEhggo8HhCKdpDYroKMo4nIjYs2QQZTpYRYLfPyHd9R1lVL4oAwcm0OHG4XDboqHj/wGe21YeT8OBihQUDwkUGSodEYM3nqZCIirAzXKiknfbUOBOlnRPGRE94TGZkIP1++OryLlbk5SLLMHSsXs+Oa25nUM431h3PZkV3I5B5p9EhsPYzEy/8O3jH+3GNzHaTaOg8AhzuPyoZviQo4cchVSHQQIdGnJwL50fLNfLRiCxqVyHvTJ5PiY8JcqRh6RFEgc2/+SesnqX2x5VbjCFKT1j4MlSjy8X+mkpFfTmSwiUDTiUVsRVEkocPxhfnnb15zyv6afPQcs/H4Gk/u9dQaHRvPtyBvs6KhBoBA166JFDqOggiyGrqPSeDaTgMotJbzzdFfCdMFclHMYNSiiuKGOp5fvBrZIaLe6YOfj5Z7xw1j5OszsDpcSHIEz08Zhc2yi72VpYyMTUKj9TBg2Uu4ZYlHUyfQVr2FQHUhQT7XsGZPNiVVdTiTjxvNC501+Gpbph4/fu8EhiW1ZYHpKraVFTI0JpHkgOOhTKIg0iVQSbuYVV/OjqpcAJyym8WFe+gQcPxZ7ZI8zMxeS4GliqnxfekUoGS46RuSQntTNIfriogzhnJ1m6EsKM7CJTkYFX4VoiCiU4lN6cAvbdOD99KVLGLXte3HgPAk8hrWkV77M8G6FHqE3ESBNYflZT/hqw7ggrjP0Ag+rMrPJFDTgZLGlOcH6wOZWRpLhV0xENzbdQCyLHO0oRitoCZIZ0An6tA16tBMiLqMGdlvImhc3N7hCtr59SBYa2r1txEb8hK2hkjMjnwwXs5D8c03c9qb+tPe1L/p/Tt9LmFW5hZUgsi1bftS5Wjg9XRFy8/stDIzey0PpE6gc8Akyu2ZlNnS6RJ4IUG6uKY2shtKeGD3J9S6GpgaO5jbky8A4Ejtt+ypVAxlnYPvIjXw1L//kzE5+hZGhF+OTjSibiFCTZPnk4CIj9oX9Z8MU5WW5Y2p1cHmzqHBdQSTrvlzXCuqeKPXlDPqV0Z9Ho/v+xCrx84F0UObNIhORrJfPIk+MWRbCjGodAwKPXnGpGOEGUcSbBhAlW0TIYZBhBlbZnLz8vcjyedZ9q4z7MuaNWtOq9zMmTOZOXNms8/efvvt1gufgFGjRjFq1KgzqvNPccZGn/bt21NXV/d39MWLFy9e/hKCIPJs1xvpGbIbh8fNBbGt71QChEcH8tTLVxC++wN+3Z+Nv7qejDvc1ETtg4tjQBRIq3Nx/wu7UKllIuPreTjcxiOvRiFUCAgGLc/eeS2LluxHQqWENcjKLmrX9r5E98zEP9TD/NVBOF0aNBoVQ9ruJiylhj0LkrGkR5CDCt9OLhoEgdDIWhAgQy7EdIUP9s8bFxA6LcMu6smEK/vRoVcislSNXP4c4FKirtWxJ7zGvPIarnv3B6rqrYR19m+KivbIMrMyt5JoCubd6yYjngdCjl7OD7xj/LlHLQYCIooIl4RGdW5E0yVJ5tNVWxGdEqZ0C69s/46HHp5E96Gp7FqTjqgWGXnZiUMj8nMrKfopC5NbQhCd3H6bsjBTq0TSEv6eMM/7r1UWcXUWO7dd1lIv5nSoslp58edq2iSGYzJZOFISSY2ljMtjerK5Pps+sfHcljoAj+ThgT0fUOtsQEbG5nFwTcJYluUcxaWRUDuU516oyY/Cmjoa7Ip3jygIZJdXs2jyNTg8bnQqNZes/RCL24EMvH+0nGXDN+GR6tFrUokPV9KrayvV2E2Kd0P3kEheTn8fX7UP17aZiknj1+q1dAmNpEvoyUP4Igz++Kn1WNwOJFmmval5+dk5G/j06ColjKsonQF+3QnSG7m7ywBm9LmDSkc9QVpf1KKKtIBv8MhutGJLgdzb2g9mSISiQZQWEInFVcHq4ieQkSi2bsegCubH4uVYPY1GRVT8ciiYdUW5iIKOJ/pfjkrrYHlpOj5GB4bYCu5uO4QpbfrwaeZS5uT9TpCugUCdHZ2o44GUB0j2S6adX0de6TwDGQmVcPJliSAaMJr+gxE4ncDHAK2Bu9OO68K4nG5EhKYsnxpB0eFQizrGRrW+efJTwTrqXEomzx8L1nF5/HCCtH5k1H7XVGZf1Ve0D7j6L4si+6hPnJ58YtRUVIIKs6uWEeETEP8ksu2v70VB3eeN1xOIUXNutHoWFq7B5lFCPhcWreGKuLH4aU6e0Uwranij6wPkWoqJ1Ifge4ryx1CJOnpGfI4sSwjCqb0cvXjxcvqcsdHnueee4/HHH2fw4MGEh7eeStSLFy9e/ik0ooqL43qespzd5Wbj4VxiDckM7LWYwgU+mPEjrLQaw3s2bnrjCjzqYmSVGxeAAEnJ/tx6zUUcTS9h1MQumLPrKN6nxaRuoM6t7Gr6FtaRmHwngr2U0A75dKwLJjQsiY6T0qnxyUAAwtOqeWfeOOQGPb3j97KjKF7Z/W6cL/YalsKozt3ZtPwgEbGBjLmsNwEBSny+IAZB0FfI1h/IOmzgnfdy8XR4m6tuGo+tUGD+xv10iI/g1gn9+GnTfmoaFJ2A0kO1xPcKoMhST6C/yCcZ65CBImstt7Y/s8WXLMtsXHmQ8hIzwyd0ISD4zLObeDk/8Y7x5x6tOprEkE+pbPgOo7YTIb5XnJN2RVEgOtCfus0l6KrduIHXnvqZH1Y8xE/fbeaHX3fz8ldreTE6iDaxwS3qZ6QX43ErngGyJFOQWUlaasuQmnNJcIAPL94z6S+1caS8klqbmz0Hk5CRkfQyst7Jw8OH4acd21SuwWWj2lkPKCEm+VZFDygtOAxHuARaEUEWeP7yUSSHB9M5JoJ9haVo1SomdG4H0OQFE6j1QUBAAAK0RrR/MLb3bB/LK7dOZGt6HqZYHXFRgSwun8Xe2oYmQ/tdySfWtDkVPmod3wy8icWFe2jrF8b46ObeG8W2GoRGQ0ZVlZqfKxQx4xqHnTcGjidMf9yQoBLUJzWspAUcN6U4pfomzxEBEZunGpvHioyMgECdq5Z1Rcr9lWSBpZmVvDLkUr7JTUcCdCoXovQ1MIkFRZsRkAnU2RvbdrK8bDnJfoqRSTFgnNkiX5Y9gHhGhpZArQ/PdJ7CjKw1JPiEMj1pyCnrhOj8kVF+Q3qVBmOjh5IghCPLiu5RpRuyzStJ1NaBtvdJN2POFp1Kz4UxV57weLBxKJ3DZ2FxphPiMxq12Lqh8UwJ0yvPDhEBo1qPXnViD7Y/ohHVJPvFnbpgK3gNPl68nHvO2OgzYcIEdu3aRVJSEl27dm2Rh14QBBYuXHjOOujFixcv5xpZlrnl03nsyikG4IEp95E6chXqqb8gCPD760kM6NEOn4A65EZpBxnQ+6Vw0eXHNQT25j7JhU/s4UL28Ms3fdi5OJ6bHxyHVmfg4OFreO+9mUADsJfUKdWKR40go9F48HR2EyyXERNaTWxoLRL92VTpJFxn4vbIXehC36NDx9Hc80oSH9ywiy6p0bz11CXodBoEbU8y00O5a+KLyAIIy+FBynCWhCPLsOVwPmEBvoT5GZEkxftI5RL4euhFhIWZ6LLwpaZr2FVVcMb3b9G3W/j4FeVe/TJ3K58vuve0tEe8nP94x/i/hwDjGAKMY5reezwSkkdCoz2rJKpNfHrTRTyybxaVchUIAh63hMvl4Ztfd+N2S9hKa5nxzXqef+zCFnW79UrA5G+gzmzDz6SnR5//P+FaWZaprHkbh30Jfr5jMfk9eNqL904R4YT7+VJW36BIIKsl7u3VHz9tcw0FX42BsRF9WFa6FY2oYlKUEgrUNyqWr8ZPYUtJAaPbtKVreBQAs26+lPTicmKC/An2Pe6ZUGW3cFPbIZg0epySh/tTR7fo08ieKYzsqeg9SLLEjyW2Ri0dgXrXyXWVTodEv1CGhVeQXf8Du6r60D34hqb7dWl8X1aWHqC83o3kUXEs101+fc1fOmeANoH2/hdy2LwAkyaGtIApXCAksKh4FgaVD2MjLuUb05fk1fkDAvGmIyT7xXBjXBmH6+uI0JpRCxrsnlo6mOLYXp2BWxJQN2anDNU193jLbajiP9sXUOu08XiXMU1eR63hsXyDu+4FEP3QBM5A1HY57euaEN2NCdHdTrv8VfEjcEtuiu3VXBI7qMnoEeRzJXvrSgAZl8dAvP1eZLsLBCOELEVQRZ32Oc4VgYa+BBrOnfBxtSOHaO1+BgaHoFbFcVHMcDTiX3tmeTn/kWQRST5/5nTnU1/+zZzxf+7MmTN5+umnUalU5OTkUFRU1Oz4X3Vt9OLFi5e/izXbjrJ1Xy7dOsQ2GXwEYN9RF5P6H6LBokZvctPnhjx+Xv81Qp81XBOgRG0JAojqds3aK6xbQ2lpNLHxZfS46DCLpG4QZwKgqrIBv1ALkiRgqTIilozBEbkbjdbC6rJ2OCRNk7aFRvDlqoSreDgtHrdtKY7a9xTnc+fX+OknAW3Ym17Ezdd9hkatxmpzMnqAkllGaNSfE6pljmnRiYJATb2V9loTvrk23D4qjKUODm7JIfaiHoyJTuW3onQEYHLcmWu3HNydhyAo96U4v4qGOhv+gS0zhXj59+Ed4/9+DmzP4ZlbZ2KzOrj18clMuqr/qSudgNjgAPrEhLJkXwmo1VBTR2VBFVqNGo9HsVgb9K2LcQeH+DHjxzvISC8muX0kAf+P/8P7sxYQaHgdgLr6Q2g1nTEYxpyiloKfXsfi669iW0Eh7UJDiPT3a/LI+TP3t7uMK+JH4qc2NgtJGRaXyLC45kYurVpFl7jmQUNrSo5y++YfcMsSlyd0582eisDuhoI8Xt60jiCDgVeHjSbKz9RURxREpidcxlc5czGqDFwae9yzye6pJ7N+PSZNBHE+Jw4//jOl1r1sq/wYgErHYaweNyX2cqKN7ekfcglvdJ7OlGVzGsOMQS2K3NG532m33xqCINA//EH6ht2LgApBEBgQMoZ+waMUrydB4Om+Hn7N3Y6v1s7YeMXwkuh/Ax9lLcMuqenqX4CbaVwfncSFQZso9gzATEeCtcGMCh/L7yVHiTb6k+Ifxqv7VrC/phgZmfu3zWfHpP+0+ryRZY9i8MEFUg3uhnfQBn31l671ZGhVGm5uO7HF572DBnPQfJiDdfu5LESLyP7GDlrBuQsM//9Gn5MhSTYq69/H7akk2O9mdJq2Jy0vyxK/FNyH3WMmUC3TOXAqSb7n3oOpsH4J2ebZ+Ova0TH4EVSthB568eLlr3PGRp9nn32WSZMmMXPmTAIDA/+OPnnx4sXLOWfv4UIefXsRoiCwcNU+EtKCyKmtRQZi7WrempiC25XCgOsziG5XRlHiFjQePYvrE0jSmFlR0ZY+RDG6MRHM3gP5vPriRDweFSGhtXS+8AAhYWa6R/yHygojYR27cvk7KwE4+utgenUbxMR7D2FPsuPo2pjVwqxiU25XfILs6Ao3cEtSLDRqDSyYEcfc9xLBaENo70A26ig+WoagViNpVCxYfpCU3glkbMvBHaOi3dg44krbsnjLIdqEBzJlYGdqisz4FjoQRAFZkomIUbw23uo9hV1VBQRpjSSZlN1WSZJwuyW0p+F5MHRcZ9YvPwDIdOubhCng9OL1vZz/eMf4s2ffpgx+/2kbyV3jGXf1wBMayGa/vwJrgx1Zhs9fWcLEaf3+kjGtfdc4ln6xGlElotGqCYsJ4oXHL+TzWesJCvThlutOHMLiH2CkV7+TL/7+DjbuP8DE3sff2521GAwnLv9nAo0GxrQ7sSfIMQRBIMrQMvX36fJt9g7cshLi9H3OLh7vMgaNqOK2ZYtocDoRBIEXN63lwzHNQ9ZGhg9ieNiAJuMIgCR7+CHvbmqcinelVr6Ewvp4piV3Jy2weSilLMtIyKgaw1yckqXZ8W1V87HLWo42bMOkCcXsbAyjafwZPd5rGEOiz43nVsvMVsd33YdGP0O8aREACX6KwPGykmocklJnjzmWPkE5lLMMg+giXrWItIjp+Gi7csWameyuVpIufNB36vFrP3WPQDSBVA0ICELL0MX/D9SimpuSbgdAducgV64GHCD4gPb0hIv/jCxLVFvm4nDlEOR7GXrN6WXXOh3Kza9Q3fAlINBgX0Vy5I6TPnc8sgubpxYaPdbqnMXnrC/HsLnL2F3xGCBjdh7CqIklOeCGc34eL168nIXRp6ysjLvuuss7GfTixcu/irwSxdVdanSHuXlwLxw6mYgAPxY+swS3SwAZNn2VjM7lS9I7HrRBEoccQaypjWd7eQJuXSajozoCMHfBDjxuEQSorAjgl1/68tilS1CrsnE4QM92QDGodJ2UjcMjIXlAm6FHla/FEOlmytS2rLP8jl2CleUb6R/Sg87+Y2mwXcg3rytaCThldFkVyKGBqOweGpK0GGpArVHx7oIHqKqsw2WUiDAGIAgCT145ErWo6ByE+PvwxOuXsXlNOt37tqVrL0XYUSWI9Ao5nmI253AJj133BeZqC9PuHMG0u1pmIpBlmTXztlGUVcbIy/vx2YJ7qCyvo2OPeK/3x38R3jH+7KgoruHxS99D8kgsm7MRo6+eoRf3arVsUKgfgiDgl2Ql+eJatlfNpWfwVMRGUdkzZdQV/fG4PGQfLGTk5f3wD/ajR7AfPd78a2mk/wrVzjoWFa3BoNJzYfRQdH/SAXHLg9hwYDW92x3lYF4SPx10Icnf88RFI2gfdWqha5dk5VDtPNbucfDjGhdhJl/emT6J2JCAc3odKf5hrC3NbDQe+aMVVUiyjMsjNS6FweH2tFr3z0K7VndNk8EHWWBf9XpW5tfwS94hNl90F0a1co8y6op4YPeXmF1Wbk8ez+Xxg4jx6U2i3why69cRpGtHmetYVjaBBnc1AyMHMyQqgbXFOXQKjmBK0onTYy8q+p1fS9bT3pTAbW0vR9tKpqjTRSXqaet/abPPIg0BjT2T0YgejCoNWuF4ZjNkiXJ7PburCxvLCfxWfJiHO4+i0tGghHd1HnPCcUUQBDSBM3A3vIsgBqE2PXrW/T9XCOoECFkCrl2Kpo/qdGSmW1LVMIuimicBkWrL96RFbUUUz8AaehKc7lwUA46E21OGjBOBE6eVVos6ugZewZ6ab1ELOjoHXXrCsmeLJDs4buYTcP/JuAnK3MMlVaIRAxFOIfT9d+GRLBSbP0SSrRg5N5ps5zP/9uxdXlrnjP97unXrRmFh4d/RFy9evHj52xjSsy1fL9hKcbmZhOhghvVKxseoTHi2xgVzYHs2ggB6g57O3fswNrIv+f5bWVOWyZ4qExIyg8NTkCQZm91Jp7Ro1u7JVmKcZBBsKvxwNm60yqgEOCZMGaBLpmh/PsYqK9ZgI0aPhk9uuIpK30LWHT3eR52oQRBUFKqSEDW7kFwCggAJiSW4fezohjrY5duV1AwDd9w9GkEQCAz0Zf63mykprGHS1N4kJDffMR40Mo1BI9NOem9+/GItdTUWZFlm9gcruXD6QHz8mk80l32znnfvmYUgCiz+4ndm7XuV2MRzk4XIy/mDd4w/PRZ9topFn64kpXsCd797LZVFNbhdyuJfEAWKsstOWPfWJyaj9QXp4m8QtBIbK75EEER6BZ/dokoQBMZdO/is6v5dPHPgE3IaipCBMnsVd6c0XyjdMmkg3yx/hR82NrClqJCcqkoAHpu7jPn3XX3K9teUPEOOeStfLJ2MLIvUWR18tHwzL1857pxex91pQwnUGqlyWJiW2BNBEFAJAq+NGMNz638nUG/gkX6nJ4Tvow4iTJ9CuT0DBJlscxgeWabeZWde7h6GRaYQ4xPAzJzV1DotSMh8mLGEi2P7oRXVDI98BiIVjyF3wSscqd9MiC6WzgEj0apUfD3yUmxuF/XueuyyDb9WFvT5lhJm5MwDoNheTqJvLJOihp7DOwbTE4ciyTK5DXkMC9MzIPwuSmpfo96+hRDfS/DVdccgy8T4Gql01uJ0qekTEk8b32B+HHbjaZ1D1HZGGzTjnPb7ryKo40B9dsLFx7A5D3Es059HqsEtVaIVz01IVbDfzVgcG5FlG8F+dyAKJzb4HKNP2C10DroMtahH8zeEXflo4kgOuIks8yz8NG1J9J/W7Lgku0gvvx6zfSM6dRydIn5Ee46yH54usizzW97VBIu7AAGbxatp5+XfyRkbfd58802uv/56unbtSteuXf+GLnnx4sXLucffz8D3b15HSYWZqFB/1Orju+q3PHkhfv5GGuqsXHrrCKITlElFH/ozLtLOuvIM4nyCiRYDmfbwTHKKqtEGaHH6CKjtEpf0j2NpRj5f/zaYR69cSJCfTEDAc6QaahFRkRxwJbdMfgVNTjkmnZqw+BA+n7eFigYLHUZ0pc63jMGhvWhvSqLEXM/XW8H/Rg2qDfVExNcz7pEMDCYPn+0exrXRfbnjseNi0j/M2sjMD1chigLrVhzk22UPoNWd2c5tYIivsmstCBh8tGhaqZ+xKxdRJSB5ZMyV9VSV1hKVEHZ2X4aX8xbvGH9qijJL+ejB2Y2vy0jsFMuFt42my4AU9m7MICDYjxFTTyymagr04YYnRvBFpqJDIiBi/htCJ/5J8i2lTWmxcywtr02rUXPDBOU5NvmNrxXRYxkcLneLsq1RaT8MgoxKlHB7lNSHOvW59wLQiipuSGmpjTM5uT2Tk9ufUVuCIHJJ3FvkWbZTblXzRcNGwIHRIPPivmW8dXAV3w2ZhluuasoWZVTrmkK8im1VPLr3C0rt1UxPGMN/Uh9ALeiaecQsK93IZ9k/A3Bn26lMiBrYrA9u+bhXkoCAW1Lu996aIywoWk2UIYxr2kxq4Zn1RwosVaTXFdEjKJFgXcvMjVqVmltTmnuLJoe+3+z99qojOFVlmAzg56diQuzJNyb+VwjyvYway3xkHPjph6FRnbtsej76AbSL2oskW1G3YjiRZZnC+llUWdcT6jOKaL/LADCoA85ZH1qjfdBdtA+6q9Vj9Y4dmO0bAXC4C6iwLCTadHqGwXNFZkM+Dnc2ghYEQcYjVf+/nt+Ll3PFGY+QN910ExUVFfTo0YPIyMhWM3vs3bv3nHXQixcvXs4VGrWKuMigFp/7+Om56fHJADidbt58fB4Hd+UydkovLr1xcFOK3O+W7CCvuBoZcNQ70VRZMe0sZuWaHKY/NhlVajhu1T3ExCoTtY5/OIfRWINKkPFoVGRH+XF0bzYAh3MEZj5zEx1iIgC457tfOFjsAW0qqddUcuulyYgeFztK4ZK0wUxIbi4mXZRXhSgKSJJMvdnKpy8tZt/mLAaO7cQ1953YRf6PXHXXKNwuD+XFtUy9aUiruj4jLu3Liu82Ink8dB7Yjoj4s9fJ8HL+4h3jj7N/Syav3D4Tt9vDA29fRe8RHQBw/zGcRwC304Nao+Kln+6hvKCaoHB/tCcQTwYora5HLRpJNY0kvW4lWtFA58C/lsb8dHG5Pbw/bwNHCsq5dFhXRvQ4tS7O2XBxzHDmFixHQODC6KEnLfvUxSN49PtlyLLM01NGnlb7aYFT2Vn5KRNGbWXP7iG0CY7lznFnL4j9/4VG1NPWbxBt/WDLRT2Yn7eHF/ctA8DmcfH+kTcJ88kixhiJSZPC3SmXNhl9vstbTaG1AgmZz7KWMD6qD/6a5s/3nwpX/eH16hZGnwSfaKbGjmFZyQZS/NowJmIgVredZw9+glt2s7PmIEahlmmJreuqZNaXcfWmD3FKHgK1Pvw46B4CtWcuAL6zOhOxMc18vdtKgbWCdqZzZ+A4G0qsZj4/uh6dqOHWdoPx155+WFWuJZvZeTMREbmmzfXEGM/O48dH14O06K24PGXoNe3Peei0KPog0vr3VW3fwNHqlxpfr8cmRXHUoqO9KY4E34hz2o/TRasKp0moChndP5ARzaDSs7kuiYtDdqFCptAZAOSfqtq/GgkBifMnpOp86su/mTM2+gQHBxMS4p3se/Hi5d/Bgry9/Jy/lx7BcdyROrhpAv1nPj+4lff2bSLuoIBnQQUAX761jPxdmWxduosOfVPoffMwZAlECfAAvgY8vlokvZqvl+3g6cFX0v3/2Lvv8Kiq9IHj3zu9pPdKCAQCoUXpKEpVRFDAsmsHFFdBBRuLIAgK2LCwLrqiIq6oawP5SVNBwAaIglIUkN5J75nJlPv7I2RgSA8hjffzPPOQuffcc985M8ydeeeUxBhOpmRjsRjx8ynuDq2683h01ve8+Wxr9rvjyNYrlCzdpahwJCWLdvHFH6qOZKbgPj3EPSs/gISAUQC0KGeuyiE3deWHb/+gsKCITsnNWPHhRgD+98a3tO8aT+feiWUfeBaz1cj9U6+vuB1zj3HgrpZEqkbGTrwDjUaW0GyK5Bp/xhvTPiMzNRcVlXmTP6HbphkAxLWJ5rZJ1/N/81fTKrk5Q8f0A0Cj0VSaDF2wfBOvL/4RjaLw9D1DGdN5NEatzwUZOlGWT9b+zoert6ACW/YcY9lzdxMe5Fvr57kzfggDI7pj0BgINvpXWLZLixi+mVy9X+87Bd1BnM8VKM0V/Aee35Ca+mLVG+gb2ZqXd66h0OVAr2jwMRzBoHGTHHicDgFJtA+Iw+UuIDXvE5rpd6PBjRsFvaJFX8YcUM2tkWQVFc8HF28t/QVZURRujxvKdVGX8d8Ds3j+z5F0DhyMQy3u8aNBJSNvBap6G4pS+jW5Ie0vitynk55qCt8dux29kk+H4IeJ9a360LrLQ5P45PD3AMSYg2luDS9VJs2eSpo9jQSfVujqYJnwBzf9j105J0GFE4XZvNqt6sMtFxyYzynbSQDeO7iAKUnTaxyHThuMTlv2BT+rKJNvU77BqvOhX9hA9OcxH9O5ilzpnr/znQbGb11OvsuJVtHwRNK1bMxYjEbRcFuzccRZ62byd7O+BW1C55OW/3/4GjsTbKnd4ZtVEWMJ5+qYx1ly/BP8NX/QRnugzmMQojZU+1103bp1FyAMIYSofXtzUvnnr8XjrzemHqSZNZBhp5eVPVtqYT6zfl0LwIlcB55BS0UOVi//Hfz82bj1KG22HWFgzzas/nFX8X5FwRFspaBt8Qe0R+cuZWCnVqz/fjd6vZYXJo+ga6c4UEzEJJh55u1trFhn48WPI3Cc/p7l72fm8o7xnliGdD3CB99FogBXdvwRt+ostXrK2dq0j+HDVY+Rm1PIn78eZPv3ezz7HEXeE4w6XOnsz3iKIlcqzQIewd/U/dzqSjmZlsP2wyd4/+ffwFfPcUXlf79tZ9LA8lcEEo2XXOPPMFtNp3OzCiar9/wXd0wexh2Th1W7zoUrfgaKJ5R//6tfGNSj8vlryvLL4aNsOniUPq3iObXhCCs/2kBS5+bc+dhgtLryJ4Red+IAmW3daBzgc0gh31ZUo/NXRaT5ws69EWCov4mqa0uMNYAv+v+DjakHuDQohu/SniHFvh8Vlda+xcPK9qY+QJZtHc10Kvc368ba7Mu5Na4/Fl3ppMykNnex+Og6FEXhhpi+5Z73u5QvWbwPTua3YVfQdwwKg1WZJny1RYQY09iVvZK2AcNLHdclKB6tosGluukTuo8d+W70ikK+62mifQagUaqWhEgObMF/ez7CwbwUugQnYNR6H7cr509e+WsOLtVFgk8rJiY+UWpi7Np2tCDTs9DD4fzqDeFxnTVszq2WPbF3CVV1o+JEo5Q/hK48r+55kRO2E4BKZlEGf292e7XrKE+Y5SqOGz8m276FXLUn+a7iRKBLdfO/w0vwM6QA8NnRt3k08blaO29lgiz9CbL0r7PzlaV/eA/6h/egwHGIrOwM4NJ6jUeImqifadCFEKIOZBUVev5WgMyigjLL6TUatIqCS1XJ7qSnbYYvzgP5JHVsxYYf9xUXMhr488+TTHjh72zecYjs7EIUpxu0Wk+vHYBvN+5GCzgcLhYu3kDXTnFsSDvAa3/24IaQP4npnsC00Kv47c+TJLaNZPCV7dCf9SWtY6vDJMSsB1TMRr8KEz52hxONRuHr3dt4Zv9q9Hod3W9vzbGlh2lxeRwbAtMJykqldUDxl69Dmc+TXrAKUNmVMoZusVtRKlgxaPOOQzz83GIcuFESNcXrfqgqQRZZol00fQ+/dCuvP/kpLoeL+2bcUCt1xkcG8+ehU6BCy+ia9aj6/dgJbn/vUwBe/34TkR8dQZ/jZMemfUQ0C+GaW0vPQQOQbbPxbdZBVB24tBCdHEx8GcNd65KqqrjUPLSKT4NfBdDuKuT3rB+x6Hxp59et1uKN8wkizqf4eYjzncOBvF8JMEQSbipecj3X/gslKxwlWDIZkVD2/CcAvnord8VfW+k5f09zcCgniEERO7it+SYAzLoI8lUT6aqWNSdfw9/QkihLR6/j2vpHs6jXWLZlHuD37F243W7AwDE7UM0hGM2t4WX28AH4OWMTbtUNwN68v0izpxFmurBzyI1r04fntq9Cq2i4r3X1Jka/s/ndvHfg7eKeMHEjyy1XUPQ7B1Nvx+XOJsJ/MqF+91X5HG7VzQnb8eL5r4AjBbU7xEirsdA58iNcbju5Ticfn3iebEcBOkVLiMlFUfHTUeNVBpsCiz4Op6Hpr2wpq3c1TTVK+mRkZPDKK6+wZs0a0tPTCQkJYcCAAUyYMEGWeRVCNBiXBscyNLYDXx7ZTruASIbHJZdZLsBo5tXLr+P1HRto4RfEs7cPws9g4viRDDYMeaW4kKLQrnsCgX5mjlxWiLKziMBN+eh3H0cTZcbta4IiJz4/HsTtY8KWGMkv+4+yeP3vfG3+hT2FPjx7pCsaRWHj1R24qn9xj6PD+eks2PkD/noz97a+kpQiB4rGgA4XeUVB7DqWQpvo0h92/7fpd2YtW4sOhaKgTJyxCjiK+KOLkcl338Wobz9FsyONt3f9zPrh9xFitpJfkFH83UFRcas2VNwolP8B7qsf/kR1q2hUsB52k3RZLO2jIxjZ/ZLzfWpEAybX+GIxLcKY/eG4Wq3zpQev54OvfsFk0HPHoC41qmPH8VOeRY6dbjdFQXr0OU4UjUJuZuklj0toNRp0Gg0OtxuNRqFbm2b1mmhxuLLYdvI2Chy7CTD1pl34m+X2fnC4XezJOUW0JYAAQ/0knd89MJuDBX8CcHXErfQNG1Gl41RV9WrnHEcuCw78l3R7OsOj+pJsOgC65miMV2DQmEj0u8zr+BCfmziVuwCAUJ/aWTY7yb8LsJxro7Z5tsUYMtha0Byrrrj3V64j9azH4MLtOoZGG0Frv0ia+wTxW3bxBNoABl1rjhYeoZklntrQwqcl36WtQ0HBT+dHoCGgWscfLzzE+tSVBOiDGRg+DF0VhkHd0bIHQ2M7olU0+OqrN9wy0bcNszvOAaDQmckvaW+iU4y0C/wb+rOWXE/Nfg2XOxtwczJ7Ntm0I8Z6CSZt6Qmxz6VRNPQLu4o1KV+hQUO/8IGVHlMTWo2RAIORd7o/ypaMvST6xQI5fHr0bbRo+VvsPy7IeYUQF1a1kz7Hjh3jsssu4/Dhw7Rt25ZmzZpx/PhxnnnmGf773//y448/EhVV9xNtCSHEuTSKwpyuw3m+y/XlzuVTYmh8W4bGtwXgYEom3x06QJeEGPqPv4Sfv9hNu/bNGHZbT9Ye2U+uww2ttOS09MOYYiVg/SkcvoGErT6O4lbRFOWjUd0YczS8+vLXdLkrGl2WFv1OPT4RRpSrFM+Pov/Y8B4nCrMByHEUMihyKPn5LxChyyWrMJ1/vP0Gd14xmLv7dvWK98VV3+FSVVyqG7ItEFtYnNApdPFb2nHPJJn5TgcHcjLYtXYvb72ocvNsE36hTlqFP1VpV/yklhEsX78TjaIQpbew4PYbvHoliaZHrvEXVoi/lfE3n9/QyD6tWvDqup/IsdmJ9PPh6u5hfH/oFxLaxTConF4+AD4GA3MHDeFfP28gzt+fh7qVv8JYXUjN/z8KHLsByLJ9T7ZtI4Hm0j0snG4Xd/3wLr9lHMWiNfDBFaNJ9K+9iWXdqpvPjr7Lb5mbSPJL5pa4e9Ge08PSrbo8CR+Av3J/rzTpo6puNqTMZn/OCkJM7egX9TIGrS+fH/2CrZm/4Ubl3/veZV7sD+gVN/jPQWMeVqqeuMAnCbYOQaMYsBrasS1zJetS5mPVBTIsZjrBxurPaTS0WUd+SdnHKZsffvriHrHH7IH8mJlAj8D9RJiCOVDgJMaaj0WrITvtRlyO39FoY/AP+RKDNpTro//BVyffx+4qYldeGn/uepLRzcfjr9nK8bxlBJt70SZoYqnepG7XKVy2FWh0CWgMl7Mz/b/8krqedHcPro0ZDAr0CroMs9bMKdtJugf1RK/xTgbmOzMocGYRYmyOcs613aU6mbf3GQpdBYCKGxfXRv69Su1SGwnFNcefINX2Byoq2UVHuDJyqmefTlvSu0+hSFX46tgz+OnDGRn/JgZt5ee+OfYW+oT1w6gxElDFHicudwH5jr+w6Fui01SeXCoRYvTnqsjOp++F8VgdDukSQtS+aid9Jk+eTGFhIZs2baJr1zNfQjZv3szQoUOZPHkyCxcurM0YhRDivFSW8DnbX8fTuHXOhxQ5XfjEuXC1T0czTiFFs4sHsfHLqeOne8sooAV7hIZTN0fhu7MA5fQMzKpJ7/kgqigK4ccD8VthxeVUKdrmZkXS7wy5Npm01ByO5WeBBkBld+YmJra5lQP2XOxOHZv2JdAi8iSfbtxWKukT7GPlaEY2qGA8UIBbZ0ejwMwbbiEgPJC3/viZAqeD1gEhdAiOYMb7/0fKPl/+/bcBKAp8uf9vFbbD7l/2sf+jHxnULIyYri25tk97SfhcBOQa3/BFB/jx1bhR7ElJo31kGD5GI/98/pYqTa4+KKEVgxIuzIpd1WXQRpxzv+zhO3tyTvFbxlEAbC4Hy45ur9Wkz66cbfyYthqAzZnf09avE52DvHvbaBQtSX7d+COneE6mTgFn9h8vPESeM4eWPkloz0pwpNp2sC9nmefvvTlfkhR4K0VuB8VZfxWXqhRP3K9oUIs2QhlJH0VR8DUW9650qQ5Wn3wNNy4cRTZ+TH2f62KmlDomreBbDmS+hFEbToB1FJsyFmPS+tI3/CF89CHoNBoeSXJwJP0op5y+/JYfy8858agoOJWrWJO+A9I/Y33aRqYnXI7LUbxin9t1FHvhl5h9RtNSs4lu5u0cc5jZ7Y6kwG1md/YyAvkMgHzHPvyNHYjyGeKJS1Vt2NKuR3WfACDXeCv5+f8j0Qz5rp+4d9Nu3BotQ6O68c+kG8t8vg7lb+Xzw0/ixkmi7xUMPefxF7nsFLjyitsOhQx7Spn1XCiZRQdQKR4LlWHf67UvIuAJAFIKt/Brng1QyHGkcNK2h2bW5FJ1Od12duesx6Axk+B7GYqiIdxU9de+w5XJr8eHY3cdx6ANpXPUUgxamahfVEyGdzVN1U76rFq1ipkzZ3p9GATo2rUrTz/9NFOnTi3nSCGEaPh+3nOYotNLMtuMhRhO95ixu52cKMzkmvhWvPn7JpyoaOwqplNa3HrQpxViC9ahKwRbcz9ULWhdACrtWkXx1ekPzRqNwq9/Hub1w7+Tl2sjzj+XQ1G+6BUXV4d8i83ZE9Dy6jfXsvlgAqAQH1z6y9y826/j8dFvULg9BRwuYrb7MeFfd7Fw3EfkZuQxb9bNWDtH0DE4ApNOT8v2Mfz2419oNAqxCeFoteV/QSzMK+TxftOxFxbhdrsZ89ztRNzoV+ttLRoeucY3DkEWMz2ax3ruN8bV9IItA2kROIVs+8+EWAZjNbQps1yUJQCL1oDN5cCNSptaTPgApSYIPnfOkj25f/B71q909O9Dt6ABWHQ+NLO0ZtmxLXx6eC0Frj1EW7PpGNCV0fGPeo4zePWqUDFoimfvHx49lEP5h8koyuCGwBSMGjegoJgGVRqrggatxoDbXXj6HKWHIbnVIv5MHY9btVPg2MfBgp0cL/JDQUGjaLk2+ikALIZOKIoWH00Rv+Q2p0jVo0HBj22MDv6LA3Y/1uWpuDQly2YrgButrgWq6zi/ZH5CnqrBT1tIG/Nxfs1vQTNrM3Lzz47F7hWb6jrmSfiAhlz7ZtyqgkZR8dXZ8dXZyXZbWHZ8M4+3HVHm5M3bslbipvgavTv3OwY4H8SsO3N9MuusXBFyDd+lrcSgMXJFaN2u+NQh8Ba2pL8NKLQP9O5hpNX4Ex30HK7838nJmQiAQWMlxNi8zLqWHZvJgbziOZe6Bd/CZWGjqhVLZuGP2F3HAShypZJesJZI35uq94CEEE1CtZM+2dnZNG/evMx98fHxZGdnn29MQghRb7q2ikWn1eB0uTGm+WJu4yLfZadDQDPa+EWj02hZ/7cxPL14FT//dgzN6cVvLMf0GI/nF4+wurIZbqsWxaXy3D3XMqBrIj99v4eNm/ZhsRj5yXmKQ6nFv0QWFIby2sB30SsuTFonBl0zYkPe5Y/jWykZA5aVU8j06Yvp1SeRLakphPhZ6eYfhP23lOJOQhotg/8xkM9eXsbOH3ejulVeG/kfPj/1tmcuiZEThxAaGUB2Zj5Dbr+s1OM+W25GHoV5Noqr1nB836kL0NKiIZJrvKgriqIQ7T+KaCr+IhtgsPDhFXez7Og2Ev0jGBzdvlbjSPTtwIDw69iauZEkv2Q6BXTz7DtpO86//noOFZW1qV8xodUUmllasyfnOE9v/+x0qWBMOifbszfjdDs888cEGFvQI2wy+3KWEWbuRAu/wQCEmUKZ3XE6AKpaiGrfgKKLRdFV3gNLo2i5MjCJzZnfY1ScJPvGli6kqqhnrSClqk5KJoIucp1ZzMBsaEtC+BLybD8wJ/gSduQ52Jc9j3v8t2NQVPr6nCLOHIHF2B5d0HsU2ZajN/TEYOqD6krFffr6pCgqQXo9D7V6kgSfRP5QjnAifwXB5p5EWod4haZo49DoknA7/wAg1OcW0oueA5zsLQgj22VGURRa+UaiUTTkFizDXrQTX2MyBmMXFE0wYcaW7GY9ChqsuiCMWmupJhgecxcDwodh1JowaIyl9l9IycEjaeE7EK1iwKo/s4KdqjpALUDR+NPM2olb4l7mpG03LX16YtEFlFnX4fwtnr8P5m2udtLHamjN6a7EgIpPOYlVIUTTV+2kT3x8PMuXL2fgwNITiK1cuZL4+NqZxE0IIepD6+hQPpl4O9sOnqBHYjP8/AycKMyiuTUUnab4F+AYX3/m/n0El//47+KDVBVnpD+qKQWl0I5ic+AOMaIxabk0KRaNRmHWMzdy8mQ2AQEWLn9hPlpb8cdwS0AQuQf7ENX8EDGBf8dqLJ7g+fpLNXy48TcAnPvy+OH4br7/fjeZbU2oChxPbOkVt8XHhNPpAtTiFXGc3svG6vRarh/tPZeIqqrs++0gBrOBZm2iASiwOzjuKuKKO3rz3fvfY/Y1MfT+q2q3kUWDJdd4UZ9UVQXUUvO0tPYP5xH/CzNxraIoDI26haFRt5Tad8p2AjduCp06HG4tB/MP0tq3LRlFZ0+YreJwaYkxRaFVs4AzX/Rb+V9HK//rKji3GcXUr1rx6uwf08NS3IMmr2AR+HpP7qzRGEkMmc2+jBcw6sIJNv2N42kfYdT40C7gFhbsX4aPzsywmCuwGi/BenromK/xANl5JzAoLhQU3KqGfkGRABhM/TCcFaeiDeWSoLvYkvEBimKgS/gLhFjasjXzd1aeysCiG8zIqEfQnpNwURQdppDFuOw/odHFYdUlcKn5WvIdR+ikb4fV93eyHQVcF92dnIKlnEi/n3CtEa1NiwsD2qD/0jX4RoxaKzmOFDoGDC53NSlfvX+12rU2+Rmive6rzr24Mm4DdzqK+W9o/WcRbWlHtKVdhfW08u3NrpxvAWjt36facVgNrekU8T4ZBesINF+Gr7FDteuoDy7VwanCP/DVR+KrD0NVVY4UHsSkMRNWjeFtomZkeFfTVO2kz6hRo5g0aRJut5u77rqLyMhITpw4waJFi3jttdd47jmZ6EsI0bi1jAymZWSw536Cb+kPGWajnh4tYti4v3iuCWOmE8xGLu2ZQNID/diTksGwLkmE+Bb/CqkoCpGRARxMzcRmcxRvAzrHxjCkX+llW6cM7UPGV7v5dfsxdFozqqIUZ4kcKhgUMgwq90wdxtcfb6R995YMvLkH7S5tzqyjGeRl5jP21ZGVrszz1qQP+Ozl4jknssZEEXl9IvaNWk5k5hIYa+aNP16iRVw4eqOeU8cyCQzxwWCsfBUU0XjJNV7Ul1zbDxxMvRcVB7FBLxJoHVbfIZHom4RGjeRAbvEQrA8Pbqdf2FV0CWrBFWFt+S7lT5pZA7grKocehi8pSlmGLnA+WlOfWo9FVVUKXfkYdC2wO/cAKiZ9Ypllw32GEe4zzHO/fVDxMKP7f3mBg/knUFFJtWcyrtWZeXP8NBoGWk9RoBahQcGo+KK1lr9aWHjAI1wT8IjnvtPt5LsTj9PSlAnA4sP5jE6YU+o4RTGjM/X33DfoIjDoiq+xw2LOTESeUrANLRp8Tv/YouLEXfgpWkMXkgO9exA1dO6C98GdBYBa+DGqz1gUbXTFBwFXRz1OG/9+6DUmYiwda3TuAFNXAkxdKy/YQLhVF18cnsAp2x9o0HF97MusT/uZH9OKk193xN1Ht+De9RylEI1PtZM+jz/+OPv27ePf//438+bN82xXVZV7772Xxx57rFYDFEKIhmr2fYO5e8w7ZKbkEuxv5bmvnyA+MdKTbLG5nGxPP0lz30B8DcW/eIb6WbEa9BQUOVCBS2PPrIR0pOAQG9J/JMbcjJ7Bl+Gf5cS8Nx1Hy0jQ64hpF0Y6ORh0Wm658hK6JzbjhvvOfHhu1jaaN7e8QJHDyZeb/mDuih8Ib+bLwJatCDaXXhlk2fzVnr8tX6ezNzkdXWbx8rKZeYVsS8ukVctonhj1Ntt+PkBgiC+vfjyWsKiAC9CaoiGQa7yoLycyZ+NW8wCVY5nTG0TSx6Q1E2PuzM6sX1FROZifQqo9i0hzMHMuvYMitxO94qDoZEmPDQVXwQeepM+5y7XXlN1l4839Mzlc8Bcx5ksYHtwLky6AUN+qL5+tqiqHCk7iPj3Ua1/eMa/9LtsyjErxDxJuVAh4FUVf9USDW3USYcj03NepeziQf5gjBcdIDmiPn963ynUB+FmGkZ23EKeqolUUFNwourKTXBXH5eZA/g50ip5mlja18nxUl6KJOj25swYwgFL+HHnOol8pyHoCRTFgCZhDvE+3css2RdlFxzhlKx7+p+Lmr5w1/JT2i2f/j2lrq530sTtTOZC9AK1ipHnA3eg11XstCtEUVDvpoygKb775Jo888ghr164lPT2d4OBg+vXrR+vWrS9EjEIIUSe+33+QP06lMKhNa+ICAyot7x9g5f337uPA/lTi4kOwWs90Zc9z2LluxXvsz8kgyGhm2bWjiLL6YTUaSM6w8Ht2Grp8N4f1B6H3peQ783hh1yyK3A7U07Ml3Dl5GAf+OErWwVPc/fSNDB3Vh+MZOfiYDPhZSk/gWWLGh9+w4uddqKgU+avMbbORb28ZjVnv3UsnsXMLtn3/J263ir2VGbfFhUZT3KNIVVXaRIeya9sRtv18AICs9DzWLN3CLfdXbziCaDzkGi/qi04bBI7iCYN1mqotR10XugW3YdWJ4i+dMeYQQo0Bnn0GjQ5V1YA2BlwnABcaXSKqaiMz/W6K7OsxmgYQEDQfRTGUfYLTVFVlwb51fJ+6m37h7bgj/nJPguKPnF85XPAXAEcLD5GueZBL/S+v1uNQFIVh0Vfy+dG1aFC4PvoKr/0aXQLF3Uk1gAatvmrzv7hUN7mOQvz1FvTaFhQ596MoEGy6lCnbZ6GiEmwIZE6npzFpqz6/jsnQgfjITTjsG9E4t6Ho4lHMZ1adXJ+6gk3p62jp05Zh0XegVcr+SvPl8Tf5JeNrAAaE386VYTdUOYbaolhHo6g2cO0H0w1k5b0DuPH3uQeNxjsBVJA5HrfrMKBQkDUJ39AvanROu8vGKfsJIkzRGDQVv/YaEh99KGZtAIWubFTchJuTiLWkcaTgICoq8daEate5NWU82fZtAOQ7DpEc/kpth92kyPCupqnaSZ8SiYmJJCZWP+MuhBAN0Zq/9nHf5/+HAszf9Atr7xuNn6n8xEoJs8VAUvvibtqn0nPZfzSNjq2i+DnjCPtzMsAJeUecDHp5IWOv7MF9V3Qj7a8M/HKKZ4DebyxeTnbb0YOkHdfhE2ZHo9FwrPAoPdtdzsKt3sNpooIqX0Xr1z3FQ84UFPT5cCIvl31ZGbQPDfcq99Rnj7L8rdXsKUjj92Z5XJ3YgiE9k9mw6zBdEmLoFB9FijELrU6D6lZxu1Wi4mS514uBXONFXYsJepHjmU+jYicyYFJ9h+PRLzyZYIMvRwvT6B3awTO3WwlF0WAI+ghXwSLQhqK13IGt8EuK7GsBsNu+xm5bjck82Ou4fNtmCjIfALUIvd80the05fW/intfbs86Qlv/aLoGtwDAXx/kdey596tqTIvrGBzZE5PWQMhZySsAnekqTAGv4Cragt58HRpdTKX1pdlzuHfTfzhemEnPkNbM7vQWx/NXY9AG8F1aOlC8Uld6USbHCk/Q0qd5pXWq7nyc2VNQnbvQWu/BbLkR8B7OdazgIF8c+y8AJ2yHiTbH0SO47B8jtmd97/n796z1nqSPqqqsPLGArZlrifdpz02xD6MvZ9Lnr09+yY/p62hpTeSWZqPQa6o3zFlR9Gh9xwNwKv0e8gtXAmCzbyEydJH348d51j0nNZHjyOL5XVPIcWQRbAhjYpuZFDiP4lKLCDO1r3Jvp5TsOWTkvYtZ35GYkDfRai78Kp56jZkbmr3Ontw1BBqa0cKnN/dbe/Jj2rdYtFZ6hfSpdp0FjgOAG4B8x77aDViIRqJKa3xmZmZyww03sGzZsnLLLFu2jBtuuIH09PRaC04IIerKlmPH0SgKKpBjs3MwM8t7f8Z+5u5azk+pu8o8/q/Dqdz82Ls8/OIS7pjyPuF6KxoFdFlaFLtCkdPFq2t+5ER2Ljf8vUfxQQrc8PfufPPrHh547ht2L2vFvm+bY9QY6RFc8QpbFbmu55nJIe0BKjG+fiQElv6S4BNg5doxA9j/8U5y/rGJQ3etJTEokAevvYyeiXEAhEUFMPuduxk4vDMPzhjOFdc0jokgRdXJNV40BAZdJM1D3yA+dAEmfcPqVdYpsCXXRnXHT196mCyAootG5/dPdNbRKIoejcZ7EmFFU3pSYUfWAwSRSZCSjzZnMrkOm9f+XEeh5+8WPm25OeY+Ovh34+aY+2hhbUt20X4KndX7/6goCjGWsFIJn5J9BssNmANmoTN2r1J9K45t4URhFgAb0vawOzeDlv4jiPXpR6fAM9eKYEMgIYYQ/so9gc3lqLBOV/4C3LZlqM49OLInkp37n9MrkJ1RdM5S8EXuonLri7eeiSPBp5Pn70MFf7IhfRk2dz5/5mzit8x1ZR5/uOAAXxz/mFT7KTZmfMeG9O8qjL8y9qJtFCcg3BQ5dpTabwl4GY22GRpdC8z+syusy+bKodCZVWr79uwt5DiKt6cXpfD1if/wxeF7+PLIWDam/rtKcdocu0nLeQW3O4t8+w9k5C2s0nG1wc8QSZfg22npewWKouCj8+XqiOvpHTqg3B5dFWkRcO/pvzTEB9xTu8EK0UhU6X/O22+/ze+//86gQYPKLTNo0CAeeeQR5s2bx7Rp02otQCGEqAuDEluxcPNWilwuWoUEkxh6pkfLgbwUHtj8NgAfHfqBN7v9g06Bzb2O/37LPoqcxR9Mj6fm8P2e34kLTyUtNwgHxfPkaBQFg1bLbSMvp8+AJHRaDeGRAUyYtxTVraKokHXAn+ltHiHIUvOVR+6/tieXt4tnf1YGqgX6xLXApCv7l8mNy7dybO9JAI7tPcmm5VsZcLv3ePmO3VrQsVuLGscjGja5xgtRuwzGfvj4PVHcw8d0DQZDr1JldJxJXBgUN/3D27Hq+O9sSP+LK0Pb0jvMu6ddt+C+dAvuC8DGUzPZn/slClquiHyRaGvNfyQ4H+GmAFRUigflKYQYz8yV0t6/DbM6TOFowTGaW1tw14Y3OF6YSaQ5gPd6PkCAoewEGmcldBQgPfsZHK5UQgKmerY3t7Tm8pCr+TljPfHW1nQP6lNujDc3e5RtWd+hU/R0CDgzJO7c5EF5yQS36j7nvqvMcpVxqy7cqht/n3tJzy5+LP6+95Yqpzf2Qh/+Q6X17cn+inUnn0NFpXf4wyQFXO/ZF2WKBYqfE1DIsp9Z+v2vnBX0DHuw0voVzv7MoKKh8QwRO1dz/1FEWK9Fo+gwaGvWS+5iosLpSQYaBrW+A2giqpT0+d///seYMWPQ6covrtPpGDNmDB9//LF8IBRCNDodIiNY/Y9R7M/I4NLoKIxnvd8dzE/xTH4JsDf3ZKmkT8dWUZ4rk9VsICTchOWkg5jEFFIJJswdw7grLiPYp/iDbniUL7rTXcQj/H3QFRZ/wDUYtfgafM7rsSiKQsf4SDoSWWnZ2MTiMhqtgtulEpNY+TGiaZFrvBC1S1EUfHwfxMe3+Mv1vrw/WJuylEBDKEMib8eoNaHx+Sfu3OkoqBRZRuOr1fOvrndVWrfTbWN/7pdA8US3e7OXlJn0UVWV7PxPsDv3EmD9G0Z99edCqcxVkZ3IKMpjZ/YRBkUmE2MJ9tofb21GvLUZK45t5Xhh8STPJwqz+DF1F9dGX1pmnVrrKNxFP+Mq2kyO6sSFSkHRJq8yiqJwQ8wobogZVWmMeo2BzkEDSm2PtbRmQPjt/Jb5LfE+HegUeGWZx8dZWnBV+FB+Sl9HC2treoWUXa4iB/O38enhZ3C6i7gq8h90jNgIuNHr4qt0vM2Zzl9Z76FRjLQOvAu9xoct6f89PTk0/Jq20CvpE+/TirEJ/2R3zg7a+V/CqYJl7Mounico3Fy13rpGfQsiAmYVD+8yXEKgT+WvzYbMpAur7xCEqFdVSvrs2bOHLl26VFru0ksv5ZlnnjnvoIQQoj5E+vkS6Vd6VYeuQQnEWoI5UpBOiNGXK8OTSpXp0q4Zrz95M3/sO0nvzi0JD7Wy27mPHVl7ufGqjoxucT2KouB0F/Hx4ac5mP8bsZZ2/D1uBnq3A40CqgpFdheHTmSQEBtaFw+ZxC4tmbH4UTav+o2uVyfTpmvtfzEQDZtc44W4cBzuIt458BxF7qLixL7GxNCo27H43IJqvQlQ8VW8e2Kqqp3s3P/gcqfi53MPel1zzz6tYsCqi6LAeRIVNwHGst+zs/IXcSJzEqAhM/9DWkduRqMpp3dNDSmKwi3NK59QOt4nzNMbSEWlhU94uWUVbTCGkE84lfEYOQUfAuBv+XuV4skqykOv0WHVVT4fH8CVYTdUOrFz8QTYf2NY9N8qLFeR71I+oMhtA1RWn3yHzkGfV+v4jScfJdO+HRXIcxyme8Tz+BtiyXEcB8DPUHr+pbZ+HWnrV7z6WkufVoSY2uByF9Haf3CpsuUJ8h1JkO/IasUqhGiYqpT0cTqd6PWVT1qm1+txOCoeqyuEEI2Nj97Eol7jOZifSqwlGIuu7MkeL2kTwyVtznz4mpJ0t+dvVVWZt/Invjv6NR17/QbAkYKd/JG5gqDghahqHxRFxcdiJCLkwk+WeLaeQzrTc0hn8uxF5BcVYTU03m7covrkGi+qy+W2k2nfhkUfg0XXMHoH5ub+m8KCxRiNV+DnPxVF0VZ+UB1wqg6K3CVDljTkObM9+5RyhhRlZr9ITt7rgIaCwpXERGxGUTSnj9EwIPoN/sr+HJMumNb+N5Y63uHK4XjeSuyqHpPiwO3Owuk6hUFTtZ4l1eVWi9ibOZdc+y5i/W4hzOrds6atfzSvdh7JhrQ99AxpTVv/6ErrDAt8AT/rzWg0fhirsJLYR4e/5r8Hl6NTtExtdzfdgtpVekxd8dUFe4Za+egCqn18ruOAp1dPTlHxRMR9I59ga/oi3KqLS4Jvq/B4jaKjjf/Qap9XXJxk9a6mqUpJn8jISP744w+uuOKKCsvt3LmTiIiIWglMCCEaEqNWT6JfVI2P33H4FG9+s4mQMO/5ART3Abp3/BWtJpujJ0MZ1udv+Jirvqxtbfnstx1MXb4aRVGYM2wQg5Nk5aaLhVzjRXW4VSc/Hh9JdtFOFPT0inqHIFNyvcZUZN9Mbk7xpLdO5y70ho5YLCPqNaYSZq2VqyNu5uuTn+Kr86dv2PWVHuNw/nX6Lxcu13FU7Cin54YDsOojSA4ZV+axqupi04nbTq9SZCFIU0CYuRd6XVwtPBpvdped/x35gP25vxGn/5VYYwYZto30jv0Wk867N0/P0Nb0DK36BN2KosFs7Falsqqq8uGhVQA4VRefHlnToJI+V0f+A4PGhN1dQO/QW6t9fGLg3exIfwVQSAwcCYBJ60/PsOLXgEt1sjPra9yqi7b+/dFpDBQWriIv99/odPH4B8xGoyndi1lUn92ZUt8hCFEjVVq968orr+T111+v8Bc+h8PBG2+8Qd++fWstuNqwbt06FEUp87Zx48ZS5bds2cKAAQPw8fEhICCAESNGsH///jLrfu2112jTpg1Go5H4+HhmzJhRZhulpKQwcuRIQkJCsFgs9OzZkzVr1tT6YxVCNFwlK6SmnQzklx8SOXEkCF1qP1r5XQVo6NJ+H8MGbKZlzCX1Et8r637Epao43W7+tb70e6NouhrzNV7UvXzHQbKLdgKg4uJ43qp6jghUtbDC+/VtYPgNPNdxEVOT3iDCVPlS6H4+o+H0RLq+1rvRKOaKDziL3ZV61rLUCnrjIJqFvu/pKVQip+gEv6YtZG/OGlS1ZlOlfnPqK35I+55j9hx+ykvA5tYBbpzu3BrVVxl30WacuXNxF/3utV1RFMKMQWhQUFCINtfN8Oiqsuj8uTb6IUbETiLU1Mxrn6q6KXTsw+nOKff41gF3ck3cVwyOW00z3yGl9n978t98fWIOq0++wqrjz+N255CZ8Q8cji0UFi4hN/eVSmN0q052Zy9ne+bHFLnyqv8gLxL7MipeUU2IhqpKPX0efvhhunTpwvDhw5k/fz5RUd6/dh8/fpwxY8awe/duPvjggwsS6PmaPXt2qQ+r7du397q/a9cu+vTpQ3JyMp988gk2m41p06bRu3dvfvvtN0JDz1xEZs2axdSpU5k0aRJXXXUVmzdv5sknn+TYsWPMnz/fU85ut9O/f3+ysrKYO3cuYWFhzJs3j0GDBrF69WquvLL6E8IJIRqfIKuZK9vE890fB9j/Zwz7/4yhfesAxpkWk++4jZsjA7g2dtAFmWyzKqL9/UjPL/6iFBNQt8PLRP1qCtd4UXfMuigMmkCK3FmAm0BTx/oOCYPxciyW2ygsXILBeFmD6eVztgz7QQBCTZW/x5tNVxIb9TuqOxedLrZa5zFqQ/E1tCG3aBegEuE7vNRQN6fbzheH76fQlQWoONyFtA0onUyoTKGr0DNPDyi4VC0xvjdi1besdl0AKbYD7M/7mRhLe2Is3j113I4dONJvAVRcefPQh65Eoztznpkd7uOzo2vw1ebSyryT39Neo13QPeg0VU+Y1YUiVxbH81dj1ccSYurGntQxZBV+i0axkhT+P6zG9mUeZ65gIuIj+VvP/F3wO6rqAIqT+Cpu8vLexmgagMlYehW5EpvT5rM98yNA4WDudwxtNq9Gj6+pc7iz6juEC06GdzVNVUr6dOzYkXnz5jF27Fji4+Pp3Lkz8fHF44IPHDjAr7/+itvt5o033qBDh6rNCl/XWrVqRY8ePSosM23aNIxGI8uWLcPPr/hLT+fOnWnVqhVz5szh+eefByA9PZ2ZM2cyZswYZs8uzvj26dMHh8PBk08+yYQJE0hKKp7o9Z133mHHjh389NNP9OzZE4C+ffvSqVMnJk6cyKZNm8qIRAjRlKTn5HPLMx+QW2hHYwC3tnilLrX9dgrVPDQ6ePeojaHxZX/Yqwv/umEI//5+IzqNhgev6FlvcYi61xSu8aLu6DQWekd/wLG8lfgaEoiw1n/vL0XREBD4IgGBL9Z3KGXanPY+m9LeBaB7yCi6htxR6TFaTQBoAqp9LkXR0i3yfdIKvsOsj8HfWPr/bL4zjUJX8WpaChpSbH/SluonfQaGX8UfOTs5YTvOoIjBXBf1Nppy5imqTFbRSd4/MB6X6gTgjvhXiDSfGWasOnYAJcOjnaiOP+GspE+kOYRxCTfyfwev4Wh+8bxJbtXBJaGP1CieC8GtOvnu2J3kOw8D0CFoPFmF357eZyMl72Piy0n6VCTJfyAb0v4LQFu/AWi1wfj6TSEnZxbFaR8nOTlzMIUuLreOU4XbTv+lkmLbWe0YLhZxAQ8CS+o7DCGqrcrvzGPGjKF9+/bMnj2btWvXeoZGWSwWBg0axBNPPFFpUqUhczqdLFu2jDvvvNOT8AGIi4ujb9++LFmyxJP0WbVqFTabjVGjvJeKHDVqFFOmTOGLL77wJH2WLFlCYmKiJ+EDxUvf3n777UyePJljx44RHV35hHZCiMZr1+EUcgtPT+RZBLf3v4S2ieG8tPMD/EIdmH3s6DQOnKqbCz2bT7o9l18y/qK1bzTxZ62gEuHny8xrB17gs4uGqqlf40XtsuhjaBU4pr7DaDR2ZC3z+rsqSZ/zodNYifC5ptz9fvpIIs2dOFH4Owqa08OMqy/AEMhT7Z6uaZheUmz7cKlnhpieKNztlfTRGPuAEghqJmjC0ZTRa8WtOrCf7r0ECvnOE7USWwlVdWIr2opOG4G+mj2wAGyuVE/CBzRk2vegVXxwqYWAC7OhVY3i6h5yG82sl+DGRfTpJdl9fceRm78Ql6t4hS+ttuL52Fr7DfYke1r5lf/audgFmDrXdwhC1Ei10vE9e/bkyy+/xO12k5aWBkBISAgaTZWmBqpX48aN4+9//7tnTp2pU6dy+eVnlpnct28fhYWFdOxYuptyx44d+eabb7DZbJhMJnbs2AFQ6hfPyMhIQkJCPPsBduzYQe/evcusE4onxpSkjxBNW7vmEQQqWtQNR9G6VHx6d+Sx/1uFSjAnDgTStuc+Lg/vg1V3YVfNyi7K584Nr5DlyEeraHiz6zja+lc+v4S4ODTma7wQDVmkuR17c9d7/q5viqLh2tiXSbXtwkcXho++/KFDdSXW2hEfXTB5znSMGgstfLwncXYr/pzQ9UN1/Emg71iMmqBSdeg0JpICR/FH5gJ0ipk2AbfXWnyqqnI87S4K7GsBLVEh72M19alWHWZtGP6GtmQX/QmoRPlchX/gnaTkfYJZ35Iwn9KTPNudhyiwb8Fq7I5BV/ZiEoqiEHXWcDibK4c0214CAt7Elv8fNBp//P2eqDC2NgHXEWZuT5E7j3BT1XsbFblt7Mz6Br3GSJJ/fzQNZNU8UXMyvKtpqlEfTI1GQ1hY/V8gqsLf35/x48fTp08fgoOD2bt3Ly+++CJ9+vRh+fLlXH311UDxkC2AoKDSF5GgoCBUVSUzM5PIyEjS09MxGo1YrdYyy5bUVVJveXWefd5z2e127Ha7535OTvkTvAkh6tfB4xn8eeAkXdvFERJQ+n0hwMdMlyyF7Zl2UOGbF79BvbG4l43q1nB/9HiuSqz5almHTmTwyKtfkJqZxwM39+bmAWVPBr079xhZjnwA3KqbzRl/SdJHlNKYrvFCNAYDIv9JpLn4i3S7gGvrOZpiWkVHhLn+hhSfy6z1ZXTL/3CycA+hphZYz1na/ETOG5zKXwyopKZO4NLYy9FpSs8/1yH4fhIDbkOrGNFqqt531uXOJz1/CVqNL0GWIaXmQXK5U08nfABUcgs+q3bSR1G0XB61gNTCDVh00fgbi6/7zYOeKrO83XGA3SevQlVtuDFQZJpI19B7Kkys5DnS+N/BMdhc2Vi0gfw9/i0sutLfQ6B4uJmCFuX0ShNBxhbVejwA/3f0GQ7m/wIU99bqF3F/tes4E08ROQVfodFY8DX188QlhDh/NRt4W0/WrVtX5ZVDtm7dSnJyMpdccgmXXHLmC1Dv3r0ZPnw4HTp0YOLEiZ6kT4mK3mDO3lfVctUtW+LZZ59lxowZ5R4nhGgY/jxwiruf+Qiny02gr5mPnxtJgE/piSPdjuK5CFRVReMCX6OBXHsR0f5+9Ixrfl4xLPi/TRxLycatqrz8wTqG9m6P2agvVS7RNxp/vYVsRwEaRUPXoPqZNFoIIS4mOo2RTkENb3Lphsak9aG5z6Vl7nO6syieDc+NigO3uxDKSPoAGLTVX4xgb+q95Nh/BKDAsYvYgH967ddqAtFpo3G6TgBuTPpkzz5VVdmRtZIU216SAgYSaW5b7nl0GjOR1n5ViinP/hOqagNAQxG7sxai10VxadDQ8h9H9kfEanfj0mo45nBwJH8Lif4DSpU7kL2AvzJeQa8NpEvEW/gayv7hyeXOAtWBVlv2imjHCs6Mbjhc8HuZZarqcNqDnMr/mmy3mVjfYbQNlZWyhKgtjSrpk5iYyFtvvVWlss2aNSt3X0BAAEOGDOE///kPhYWFmM1mgoODgbJ73mRkZKAoCgEBAQAEBwdjs9koKCjAYrGUKtu585nxnsHBweXWCWX3LAJ44okneOSRM5PP5eTkEBtb/fHDQogL6+edh3C5ihM6mbmF7Dpwih4dmpcq94/pI5h937vYCuw89PzfaX1ZS/akptM+Mhwf4/kN67Kai49XAINei1ZTdjLZ32DlvR4P83PGHtr6xdDCp+Ix/kIIIURDEOE7hqzC77A7jxLlfz8GXTh2lw2X6sSi8wHApTrRnNVzpTpy7T+f+dv2U6n9iqInJnQpuQWfotPF4mse7tn3Z84aVp98FQUNO7O/5u6E97HqAmvwKL1Zjd0BPeDAqSpku3zIcaRUeEx+wQcYleLJsKN02WWuFudyF7In4yVApciVwf6s+XQKe6l0XYXLSU2/D3AS6P8k/r7jSpVJ8h/A76fnrGrvf37zAqYVruPPokjcKBzNXI/GeQPNgydjNMg8OnVJhnc1TY0q6RMZGck999xTK3Wpqgqc6WnTsmVLzGYz27dvL1V2+/btJCQkYDKZgDNz+Wzfvp3u3bt7yp08eZK0tDSvpeA7dOhQbp1Qetn4EkajEaPxQk/pKoQ4X12TmqHRKLjcKv5WE22ah5dZLqFDLAt+nOa1rYfVUmbZ6vrHiF5k59s4mZ7DvcN6YdCX/9YeavLj2qgutXJeIYQQoi6Y9LEkR69DVd0oioad2VtYcOAVnKqTYdF34Ks5xZb0/2LRBXFtzMsEGuOqVX+Q9XrS8z8DINg6rMwyel0UQX7jS23PtB9BQYOKG5daRJ4jtVaSPiZ9Aq0jvmbDqafZmX8MjTaUToFlT7JcYPsJu2MnCm6Kv9oohJoSCDI2L1VWUXToFCtOtXi4t15TdqzZOa8BxQmkrJyXy0z6DIh4gDb+fdArRiLMrWvyMM/EpeuKm4On76mk2P7EJ+12oiJ3oigyt5wQ56NRJX1qS2ZmJsuWLSM5OdmTyNHpdAwdOpTFixfzwgsv4OvrC8Dhw4dZu3YtDz/8sOf4QYMGYTKZWLhwoVfSZ+HChSiKwrBhwzzbhg8fztixY9m0aZOnrNPpZNGiRXTv3p2oqLInZRNCNA5JLSJ4/+nb+fPAKbq3jyPAt/TQrgvN38fMrPurN0/Eih//4I3PfyQi2JdZY68lLND3AkV3YWzdc5SP1mwlJtSff1zfC2MFiS4hhBBNQ8mX/29Ofkai4ST5bj2rTnxEC1PxqlgFzgx+z/wffSL+WVE1pcQHvUCIdQRaxQersfSiLhVJ8h/I75nLsLtzibUkE2pqWflBVWQ2JNAv9r/0cGZj1FrRKqWvdfmFazieXrwinL8mgFwlCq3GWu7wKI2i59KI/7A/6z8YteG0CiqdyALQ6xIoLNpOgarHpIsss4yiKMRaOpS5ryKOwv+jKP99tPpOGP3+iaLoaRf2GnsKb6XQlYsGlRBdHm7VTXHi6cIudCFEU9fkPyXfeuutNGvWjC5duhASEsJff/3FSy+9xKlTp1i4cKFX2RkzZtC1a1eGDBnCpEmTsNlsTJs2jZCQEB599FFPuaCgIJ588kmmTp1KUFAQV111FZs3b2b69Oncc889nuXaAUaPHs28efO46aabeO655wgLC+P1119n9+7drF69uq6aQQhxASXEhpIQW/Z49/qwL28ra06+h0Xnz3XRD+KnD/HaX2Ar4pl3vsLlVknNyuOtJRuYMrpmS/bWhwJbEQ++uhi7o/gXSJNBz73X9aznqIQQQpwvVXVCFYZoXWv9gXDNQQC+K+zEKZcRp1oEqJi11e9loyga/Eyll4GvikBjDGNaLSLPkU6AIeqC9Eqx6PzL3Vdo3wBoADcGskgO/xCTIbnMsjZXLtszF6NVDHQM+xd6jancegMDnmFP/ibs7hwoSsUvbznhPuc/EbnbeZTCzAcBFVfRJjTaaAw+ozDpAhnR/GOO5X6JO/8FjKgE+M9AUSThU5dUVUFtQEOqGlIsjVmTT/p07NiRjz/+mP/85z/k5eURFBTE5Zdfzvvvv0/Xrl29yrZp04Z169bxz3/+kxtvvBGdTke/fv2YM2cOoaHeX+imTJmCr68v8+bNY86cOURERDBp0iSmTJniVc5oNLJmzRomTpzIgw8+SEFBAcnJyaxcuZIrr7zygj9+IcTFRVXdfHb4eezuAhQ0fHPiXa4NeYgXH/mQP349yDW39ODGsf1Pf6AuHuaqKWcOoIaqwFaErag44aPRKKRm5dVzREII0XSpqkqhbTUu1wksluvRaspPQJzPOVKyppGVtwC9rgWxoR+jL2eJclV1ehI+AJf76sn3mcHvGf/DTx/FpcF31Hp8ldFrzAQa62c1TKt5EJl58wE3el0LDPo2ZOUv4VTOyxi0ccQGz0WnLZ679KvjT3G84HdUVNLt+xkYNaXcep1qYXHCBwAN6YXf10rSR1VzKfn8ARrc7kzPPqPWjxYBt6H63wq4S62iJoSomSaf9Jk0aRKTJk2qcvnOnTtXuQfOQw89xEMPPVRpufDwcN57770qxyCEEDWlouJSHZ57TrWIrz7exIavt6Oq8NFr39BzYHtm3HsNb3z+A5EhfowZ1rh6yYQE+HDrwEv58JstBPiYuWVA2au9iMbr22+/ZdGiRfz0008cOXKEgIAAunTpwrRp07wWSyixZcsWJk6cyMaNG71+sGnRovpLEAshvOXmv0tGVnFyICfvPaLCV9f6ctoO5wGy8t45/fdBsvIWEBrwZJllFUWH1tALV1HxhMtmyzUEWC4l2lL+teBY3lfsyXoHX308nUKfRK8pf0hzoTOTk4W/EWJqg6++7GFNDYnZ2IW4iO8ocvyFxdgTVS3iSMYEwEWR8zApOa8SFfgMAGm2vagULz6RZv+rwnqN2nCs+kTyHbsBNyGWMysoq65U7DlPo6rZGHwfR6svf4iXqhaRlf8xquoiwPo3NLo26C134ihYhEaXiMFaOklX/PqShI8QtaXJJ32EEOJiolG0XBc9nq9OvI1F50e/8DvZqD2Eqp5VRqthYPdEBnYve4nWxuCRv/Xhvut7YTTo0Gpkgsem5o033iA9PZ3x48eTlJREamoqL730Ej169OCrr76iX78zSx7v2rWLPn36kJyczCeffOIZmt27d29+++23Uj11hRDVY7N9T/H6kCoO5x+41Ry0Su329tFofCj+ku8C3Gg1Za9uW8IS9C5O2yoUTTBaY+8Kyxa5svg15QlU3OQU7cWijyYpqOwfbQudmXx+6E5sriy0ioFhzd4hsIzJkBsag645Bl1zAFzubM70pAFVdXn+7hR4Iz+nvwtAx8ARFdapKFo6R35IeuF3mHWx+BnPJHbsOTNw2ZYX/+34E0v45nLrOZ4xieyCjwGFfPv3xIa8gzlgJib/p2WC5gbIXTwdeH2H4dGQYmnMJOkjhBBNTPuAK2jn35tTOXn46yxc/bcIdm09xM5fDzD4lp60TIqu7xBrhcUk4/ybqnnz5hEWFua1bdCgQSQkJDB79myvpM+0adMwGo0sW7YMPz8/oLjXbqtWrZgzZw7PP/98ncYuRFNjsQylwLYKAJPxcjSKX62fQ6cNIyrkLbJy38WoTyLA9+4KyysaM3rL8ArLlHCrTk/vFgVwuW3llk2x7cTmygLApRZxrODnRpH0OZtW40904HOcyn4Jg64ZYf5nElxdQu6kpV8ftOjxM1Tei0mn8SHcOrjUdtUzJMuN6s5BVdVye38VFG0qOYoC+8+e7ZLwEaLuSNJHCCGaGIfLxb3/XcLG/UcI9/Phf/f+ncdfua2+wxKiys5N+AD4+PiQlJTEkSNHPNucTifLli3jzjvv9CR8AOLi4ujbty9LliyRpI8Q58nHMgK9rhUu1ynMpt61PrSrhK95EL7mQbVer0kXQrugR9iT9RZWfRwJASPLLRtiTESnmHGqhShoiTB3qvV46kKQz60E+dxa5r5AQzOy7X/y7ZG7yXOkgLYNfaPm4KuPqHL9Bt/HsGXeDe5cDP4zKnxNBFpvISX7WQACrLdU74E0MKrqru8QhKgRSfoIIUQj89XW3azasofOLaO57cpLSn3Y2nb0JBv3F38xTs3NZ+lvf/KPK7vVR6hC1Jrs7Gy2bNni1ctn3759FBYW0rFj6SWWO3bsyDfffIPNZsNkKn+FGiFE5YyGDkD1l+ZuKBIC7iQh4M5Ky1n1oYyIe5ejBT8TbmpPsKlVHURXNS7bGlx5/0LRxqLzn4miCahxXb+nPkGh4zBawOnczi9p8+kbOa3Kx2sNl2AJ+xVQvXrsqKpKjuMIJm0ARm1xIj7E7wGspitQVSdmwyU1jrkhyClYUd8hXHBuVcHdgFbMakixNGaS9BFCiEbkr+Np/HPhClTg2217iQj0ZUAn7w+lEX4+aDUKqgpuVSU2qPZXWhGiro0bN478/HyvVTLT09MBCAoqPf9HUFAQqqqSmZlJZGTpYQx2ux273e65n5OTU6qMEOLi42eIJslQtaFjdUV1F+DMHAs4UB07cWnC0PlXPUkDoKp2QI+iaFBV55kdCig1mDel+Acn7+O+OzmTfblfoVUMXB39MhGWZADMhtKJ+bpUWPQnWQXLsBg64m+5usb1uNwptRiVEHVHBlMKIUQjkpaTf9b0jJCSXXq58uhAf+bfOZyhndowbWg/rmnfuu4CFOIc69atQ1GUKt1+++23MuuYOnUqH3zwAa+88kqZq3dVNLSgvH3PPvss/v7+nltsbGyNHp8QQtSWIsdfFDn2lrHHefoGoKCqBdWq1533L1yn2uNK7YXq2E2H0BkYtMGoih6NtgNdQu4939CxubLYl/sVAC7Vwa7sL867ztrgcKWx99QwUnL+zcG0e8gu+LrGdflZhtVeYELUIenpI4QQjUiXVjH0bBPHhl2HaBkRzODObcos16tlHL1axtVxdEKUlpiYyFtvvVWlss2aNSu1bcaMGcycOZNZs2bxwAMPeO0LDg4GzvT4OVtGRgaKohAQEFDmuZ544gkeeeQRz/2cnBxJ/Agh6k1Gzmuk5xTPfRPiP41A3/s8+xSNHzq/aThzX0bRRqHzGVflelV3Du68fxXfcWfgzn+LoIA5DIxbX6vxGzQ+mLVB2FxZqLgJMMTXav0ABY4jgIpFX/paUZ4i50HcniSZhsKibfhbrqrR+XXaileVawpUVUFtQEOqGlIsjZkkfYQQohHRa7W8cd9wcgvt+JiMaDRyMRQNW2RkJPfcc0+Njp0xYwbTp09n+vTpTJ48udT+li1bYjab2b59e6l927dvJyEhodz5fIxGI0ajsUZxCSGEy7YGt30dGuOVaE0Dzru+rLwFXn+fnfQB0FrvQmu9q/oVK0ZQrFCS+NCEnE+Y5dIoOq6JeYXdWcvwMUTSNqDiJeGr62D2f9md8RwAiUGP09x/VJWOMxvaY9InYXP8gUYxE2AZWqtxCdEYyPAuIYRoZBRFwc9ikoSPaNKeeeYZpk+fzpNPPslTTz1VZhmdTsfQoUNZvHgxubm5nu2HDx9m7dq1jBhRu186hBACwO3YjjPzXtwFHxX/W/TbeddpMnSi+KuZgtHgvWpYQdFuDmVM51Tue9VeQUpRjGgD3wFjXxTLbWh8HjzvWEvsy/2Rd/fdzv8OjiMlaw65aVcS43qTBGsCGqV2+xYcyn7P8/fBs/6ujEYx0Sri/0gI/4K2UT9iMiTWalxCNAbS00cIIYQQDcpLL73EtGnTGDRoENdeey0bN2702t+jRw/P3zNmzKBr164MGTKESZMmYbPZmDZtGiEhITz66KN1HboQ4iKgOvcB6ukbqM79YEg+rzojgv5NVt67oGgIsI70bHe5C9h16iZcaj7gQlWdRPjdXa26FUMXdIYu5xXfudyqi1XHn8Wp2shznMKWtwRFUXGr2eTkvEJoyPu1ej4/YxK2glPFfxuSqnWsRjFiNZaeD06UJqt3NU2S9BFCCCFEg/Lll18CsGrVKlatWlVqv6qemc68TZs2rFu3jn/+85/ceOON6HQ6+vXrx5w5cwgNDa2zmIUQ9UNVVeyFn+Jy7MFouRmd/sIvXqAx9gNtc3AdBG0zNKZ+5ZZ1uQvILFiJXhuCn+mKcieX12h8CPIr3QvH6U7HpZasLqjBVuZEz3VPOWvNLxUVJ0b0FAHgdp3CVrgMo+naCifar44Ooc9xKPt9QCXO/45aqVOIi4UkfYQQQgjRoKxbt65a5Tt37szq1asvTDBCiAbL7UrDXvAZBbkzAQ32gg8JDN+MorFe0PMqGj8MoatQXUdQtDEoSvnzg+1JvYs8+2YAYgOmEeE3ulrnMmhjCDBfTVbhV2gUIyE+fz+v2GuLomhIDhzAloylaFA5rHYmyWTGYf8et3MnWRn34h/4L8yWG2vlfDqNlZaB91VeUAhRiiR9hBBCCCGEEI2KPX8RhdmTARUFDSpuVDUHt/sUWk2LC35+RTGg6FpWWMat2j0JH4Bs27pqJ30URSEh5D/YnPvRa0PQafxrFO+F4HIeIVSXB8Apez7dw94h277m9F4tjqKttZb0EXVDVu9qmmQiZyGEEEIIIUSjYsudS8mcOsrpf/WG3mi0zesvqHNoFCN+xss99wPNNVsqXFEUzPqWDSrhAxBh6e75O8iYhFGfhF5fMneOFpN5eP0EJoTwIj19hBBCCCGEEI2KVtcSZ1EKADpDT8z+09DqElGUhvWbdquwt8kqXIteE4yvqVuVj1NVFZdtObhOobUMR9EEXcAoa6ZVwM346GMpdKUS69MfjUZHUOjnOIq2otU1Q6uNrLVzqaqKK28u7sJlKMY+6PyeQFG0tVa/EE2ZJH2EEEIIIYQQjYolcB72vHmABqPvODSawPoOqUwaxUSQ5ZpqH+fMfxtn7mxAwVnwP4yhXzW4hBZApLWn131FMWAwdi+ndM2pRRtx5f2r+O+C/bgNl6I1D67181zs1Aa2epcM76odkvQRQgghhBBCNCoabTBm/2n1HcYF4y76BVAAFdW1F9R8UHzrO6z6oxZVfF8IUa6Gly4WQgghhBBCiIuYzny952+NsS+K5iJO+ACKsTca899A8UVjGoxGevkIUWXS00cIIYQQQgghGhCteTBG3deo7lQ0hq71HU69UxQN+oBngWfrO5QmTQVUtb6jOKMBhdKoSdJHCCGEEEII0SCoqgtH/nzcjl3oLX9Ha+xZ+UFNlEafACTUdxhCiEZOkj5CCCGEEEKIBsFZ8AGO3OcADS7bcixhG1G0IfUdlqgGVbWhFm1B0cWj1OIKXkKImpGkjxBCCCGEEKJBUF1HAS3gAtyo7gxJ+jQiqmrHkTYc1bkbMKIP/hiNoWN9hyWqyI2CQsNZMcvdgGJpzGQiZyGEEEIIIUSDoLPcCpogALSma1F0reo5IlEdqmP36YQPgAO3bUW9xiOEkJ4+QgghhBBCiAZCo2uOJewncOdID59GSNE1B8UP1FzAjWK4tL5DEuKiJ0kfIYQQQgghRIOhKAaoQsJHVR04c15AdfyO1nIrWsuwCx9cGZyOfRQUfo5e1xqT+XoU5eIdkqJo/DCEfIHLtgJFl4TW1Ke+QxLVoKoKqtpwXr8NKZbGTJI+QgghhBBCiEbHXfAR7oIFgIoz+1c0hktQdHF1G4M7n9TU61DVbMBNgGrHYv1bncbQ0Ci65uh8xtZ3GEKI02ROHyGEEEIIIUSjo7pzwTPRq4qq5tV5DC7XcVQ1E3ADWoocv9fp+VVVJbvoMEWu/Do9rxCi8ZCePkIIIYQQQohGR2u9Bbf9K1THn2gsf0fRJdV5DDpdCwyG7hQVbQJ0WCw31Nm5VVXlm+OTOZz/AzrFzJDYfxNial1n5xdNj1tVUBrQkCp3A4qlMZOkjxBCCCGEEKLRUTRBGEL+D1VV620eHUXREhzyCQ7HdrTaGLTasDo7d47jGIfzfwDApdrZnb2MENMjdXZ+IUTjIEkfIYQQQgghRKNV3xMnK4oeQz2sUmXWBaHXWHG6C1FxE2Co2/mMhBCNgyR9hBBCCCGEEKKRMWgsDIn9N7uzvyTAEEdb/2H1HZJo5FS1+NZQNKRYGjNJ+gghhBBCCCFEIxRsTKBX2MP1HYYQogGT1buEEEIIIYQQQgghmiDp6SOEEEIIIYQQQlzkVFVBbUArZjWkWBoz6ekjhBBCCCGEEEII0QRJ0kcIIYQQQgghhBCiCZLhXUIIIYQQQgghxEVOhnc1TdLTRwghhBBCCCGEEKIJkqSPEEIIIYQQQgghRBMkw7uEEEIIIYQQQoiLnFtVUBrQkCp3A4qlMZOePkIIIYQQQgghhBBNkCR9hBBCCCGEEEIIIZogSfoIIYQQQgghhBAXOVVteLfq+Pbbbxk9ejRt2rTBarUSHR3N9ddfz6+//lrpsYsXL+aWW24hISEBs9lM8+bNue222/jrr79Kle3Tpw+KopS6DRo0qHoB1xGZ00cIIYQQQgghhBCN2htvvEF6ejrjx48nKSmJ1NRUXnrpJXr06MFXX31Fv379yj32+eefJyIigilTptCiRQuOHDnC7NmzufTSS9m4cSPt2rXzKt+iRQs++OADr20BAQEX4mGdN0n6CCGEEEIIIYQQolGbN28eYWFhXtsGDRpEQkICs2fPrjDp8+WXX5Y6tl+/fjRv3pxXXnmFt99+22uf2WymR48etRf8BSRJHyGEEEIIIYQQ4iJXPKSq4ayYVd3hXecmbQB8fHxISkriyJEj1T42KiqKmJiYSo9t6BrlnD65ublMnDiRq666itDQUBRFYfr06eWW37JlCwMGDMDHx4eAgABGjBjB/v37yyz72muv0aZNG4xGI/Hx8cyYMQOHw1GqXEpKCiNHjiQkJASLxULPnj1Zs2ZNmXWuXr2anj17YrFYCAkJYeTIkaSkpNTosQshhBBCCCGEEKJy2dnZbNmypdTwrKrYv38/hw4dKvPYffv2ERQUhE6no2XLlkyZMoXCwsLaCLnWNcqkT3p6OvPnz8dutzNs2LAKy+7atYs+ffpQVFTEJ598woIFC9izZw+9e/cmNTXVq+ysWbMYP348I0aM4KuvvmLs2LHMnj2bcePGeZWz2+3079+fNWvWMHfuXJYuXUp4eDiDBg1i/fr1XmXXr1/PNddcQ3h4OEuXLmXu3LmsXr2a/v37Y7fba6U9hBBCCCGEEEKIpignJ8frVp3v0ePGjSM/P58pU6ZU65xOp5O7774bHx8fHn74Ya99l19+OS+//DKff/45//d//8fgwYN54YUXGDRoEG63u1rnqQuNcnhXXFwcmZmZKIpCWlpaqfF1Z5s2bRpGo5Fly5bh5+cHQOfOnWnVqhVz5szh+eefB4oTSTNnzmTMmDHMnj0bKJ6V2+Fw8OSTTzJhwgSSkpIAeOedd9ixYwc//fQTPXv2BKBv37506tSJiRMnsmnTJs/5H3/8cVq3bs1nn32GTlfc3PHx8Vx22WUsWLCA+++/v/YbSAghhBBCCCGEqAZVVRrY8K7iWGJjY722P/XUUxWO9CkxdepUPvjgA1577TU6d+5cjfOq3H333Xz//fd8/vnnpc4/c+ZMr/uDBw+mefPmPPbYYyxdupThw4dX+Vx1oVH29ClZEq0yTqeTZcuWccMNN3gSPlCcNOrbty9LlizxbFu1ahU2m41Ro0Z51TFq1ChUVeWLL77wbFuyZAmJiYmehA+ATqfj9ttv5+eff+bYsWMAHDt2jM2bN3PHHXd4Ej4AvXr1onXr1l7nF0IIIYQQQgghhLcjR46QnZ3tuT3xxBOVHjNjxgxmzpzJrFmzeOCBB6p8LlVVueeee1i0aBELFy7k+uuvr9Jxt99+OwAbN26s8rnqSqNM+lTVvn37KCwspGPHjqX2dezYkb1792Kz2QDYsWMHAB06dPAqFxkZSUhIiGd/Sdny6gTYuXOnV53llT27znPZ7fZS3diEEEIIIYQQQoiLiZ+fn9fNaDRWWH7GjBlMnz6d6dOnM3ny5CqfpyTh8+677/L22297EjnVodE0vBRLw4uoFqWnpwMQFBRUal9QUBCqqpKZmekpazQasVqtZZYtqaukbHl1nn3eys5/dp3nevbZZ/H39/fczu1SJoQQQgghhBBC1Ba1Ad6q65lnnmH69Ok8+eSTPPXUU1V/7KrKmDFjePfdd3nzzTdLjQCqzHvvvQfQIJdxr/c5fdatW0ffvn2rVHbr1q0kJydX+xwVDQU7e19Vy9VW2YrqeOKJJ3jkkUc893NyciTxI4QQQgghhBBClOGll15i2rRpDBo0iGuvvbbUUKuShMzdd9/Ne++9x759+4iLiwPgoYce4p133mH06NF06NDB61ij0cgll1wCwPfff8+sWbMYPnw4LVq0wGazsXLlSubPn0+/fv0YOnRoHT3aqqv3pE9iYiJvvfVWlco2a9asWnUHBwcDlNmjJiMjA0VRCAgI8JS12WwUFBRgsVhKlT174qfg4OBy64QzPXsqO39ZPYBKGI3GSrutCSGEEEIIIYQQAr788kugeL7eVatWldqvqsV9h1wuFy6Xy3P/7GMXLFjAggULvI6Li4vj4MGDQPH0L1qtlmeeeYa0tDQURaFVq1Y8/fTTPProow1yeFe9J30iIyO55557LkjdLVu2xGw2s3379lL7tm/fTkJCAiaTCTgzl8/27dvp3r27p9zJkydJS0ujffv2nm0dOnQot07AU7bk3+3btzN48OBSZc+uUwghhBBCCCGEqC8NdfWuqlq3bl2Vyi1cuJCFCxd6bStJ6lQmISGB5cuXVyuu+tbw0lC1SKfTMXToUBYvXkxubq5n++HDh1m7di0jRozwbBs0aBAmk6nUk79w4UIURWHYsGGebcOHD2fXrl1eS7M7nU4WLVpE9+7diYqKAiA6Oppu3bqxaNEiXC6Xp+zGjRvZvXu31/mFEEIIIYQQQgghalO99/SpqZUrV5Kfn+9J5vzxxx989tlnAAwePNgzRGvGjBl07dqVIUOGMGnSJGw2G9OmTSMkJIRHH33UU19QUBBPPvkkU6dOJSgoiKuuuorNmzczffp07rnnHpKSkjxlR48ezbx587jpppt47rnnCAsL4/XXX2f37t2sXr3aK87nn3+egQMHctNNNzF27FhSUlKYNGkS7du3r/bkUEIIIYQQQgghhBBVpahnD2RrRJo3b86hQ4fK3HfgwAGaN2/uuf/rr7/yz3/+kw0bNqDT6ejXrx9z5syhZcuWpY7917/+xbx58zh48CARERGMGjWKKVOmoNfrvcqdOnWKiRMnsmzZMgoKCkhOTuaZZ55hwIABper85ptvmDZtGr/99hsWi4UhQ4bw4osvEhYWVuXHm5OTg7+/P9nZ2fj5+VX5OCGEEBcPuVbUnLSdEEKIijTl60TJY2vx3mS0FlN9h+PhKrCx/67ZTbLN61KjTfpcbJrym4wQQojaIdeKmpO2E0IIUZGmfJ2QpE/T1qTn9BFCCCGEEEIIIYS4WEnSRwghhBBCCCGEEKIJarQTOQshhBBCCCGEEKKWNLAl22lIsTRi0tNHCCGEEEIIIYQQogmSpI8QQgghhBBCCCFEEyTDu4QQQgghhBBCiIucqhbfGoqGFEtjJj19hBBCCCGEEEIIIZogSfoIIYQQQgghhBBCNEEyvEsIIYQQQgghhLjIqQ1s9a6GFEtjJj19hBBCCCGEEEIIIZogSfoIIYQQokF7++23URQFHx+fMvdv2bKFAQMG4OPjQ0BAACNGjGD//v11HKUQQgghRMMjSR8hhBBCNFjHjh3jscceIyoqqsz9u3btok+fPhQVFfHJJ5+wYMEC9uzZQ+/evUlNTa3jaIUQQohGTFUa3k2cN0n6CCGEEKLBuu+++7jiiisYOHBgmfunTZuG0Whk2bJlDB48mBEjRrB8+XJSU1OZM2dOHUcrhBBCCNGwSNJHCCGEEA3SokWLWL9+Pa+//nqZ+51OJ8uWLeOGG27Az8/Psz0uLo6+ffuyZMmSugpVCCGEEKJBkqSPEEIIIRqclJQUJkyYwHPPPUdMTEyZZfbt20dhYSEdO3Ysta9jx47s3bsXm812oUMVQgghmgRVbXg3cf5kyXYhhBBCNDhjx44lMTGR+++/v9wy6enpAAQFBZXaFxQUhKqqZGZmEhkZWWq/3W7Hbrd77ufk5NRC1EIIIYQQDYv09BFCCCHEBbNu3ToURanS7bfffgPg888/58svv+Stt95CUSqfxLGiMuXte/bZZ/H39/fcYmNja/T4hBBCCCEaMunpI4QQQogLJjExkbfeeqtKZZs1a0ZeXh7jxo3jwQcfJCoqiqysLACKiooAyMrKQq/XY7VaCQ4OBs70+DlbRkYGiqIQEBBQ5rmeeOIJHnnkEc/9nJwcSfwIIYS4uKmnbw1FQ4qlEZOkjxBCCCEumMjISO65554qlz948CCnTp3ipZde4qWXXiq1PzAwkOuvv54vvviCli1bYjab2b59e6ly27dvJyEhAZPJVOZ5jEYjRqOx6g9ECCGEEKIRkqSPEEIIIRqMiIgI1q5dW2r7c889x/r161m5ciUhISEA6HQ6hg4dyuLFi3nhhRfw9fUF4PDhw6xdu5aHH364TmMXQgghhGhoJOkjhBBCiAbDZDLRp0+fUtsXLlyIVqsttW/GjBl07dqVIUOGMGnSJGw2G9OmTSMkJIRHH320boIWQgghmgBVVVDVyufSqysNKZbGTCZyFkIIIUSj1aZNG9atW4der+fGG29k5MiRJCQk8N133xEaGlrf4QkhhBBC1Cvp6SOEEEKIBm/hwoUsXLiwzH2dO3dm9erVdRuQEEIIIUQjIEkfIYQQQgghhBBCyIpZTZAM7xJCCCGEEEIIIYRogiTpI4QQQgghhBBCCNEEyfAuIYQQQgghhBDiIierdzVN0tNHCCGEEEIIIYQQogmSpI8QQgghhBBCCCFEEyTDu4QQQgghhBBCiIudSsNavashxdKISU8fIYQQQgghhBBCiCZIkj5CCCGEEEIIIYQQTZAM7xJCCCGEEEIIIS56yulbQ9GQYmm8pKePEEIIIYQQQgghRBMkSR8hhBBCCCGEEEKIJkiGdwkhhBBCCCGEEBc7Wb2rSZKePkIIIYQQQgghhBBNkCR9hBBCCCGEEEIIIZogGd4lhBBCCCGEEEJc7GR4V5MkPX2EEEIIIYQQQgghmiBJ+gghhBBCCCGEEEI0QTK8SwghhBBCCCGEuNipSvGtoWhIsTRi0tNHCCGEEEIIIYQQogmSpI8QQgghhBBCCCFEEyTDu4QQQgghhBBCiIucqhbfGoqGFEtj1ih7+uTm5jJx4kSuuuoqQkNDURSF6dOnl1l25MiRKIpS6tamTZsyy7/22mu0adMGo9FIfHw8M2bMwOFwlCqXkpLCyJEjCQkJwWKx0LNnT9asWVNmnatXr6Znz55YLBZCQkIYOXIkKSkpNX78QgghhBBCCCGEEJVplEmf9PR05s+fj91uZ9iwYZWWN5vNbNiwwev28ccflyo3a9Ysxo8fz4gRI/jqq68YO3Yss2fPZty4cV7l7HY7/fv3Z82aNcydO5elS5cSHh7OoEGDWL9+vVfZ9evXc8011xAeHs7SpUuZO3cuq1evpn///tjt9vNqByGEEEIIIYQQQojyNMrhXXFxcWRmZqIoCmlpabz99tsVltdoNPTo0aPCMunp6cycOZMxY8Ywe/ZsAPr06YPD4eDJJ59kwoQJJCUlAfDOO++wY8cOfvrpJ3r27AlA37596dSpExMnTmTTpk2eeh9//HFat27NZ599hk5X3Nzx8fFcdtllLFiwgPvvv7/G7SCEEEIIIYQQQtQK9fStoWhIsTRijbKnT8kQrdq0atUqbDYbo0aN8to+atQoVFXliy++8GxbsmQJiYmJnoQPgE6n4/bbb+fnn3/m2LFjABw7dozNmzdzxx13eBI+AL169aJ169YsWbKkVh+DEEIIIYQQQgghRIlGmfSprsLCQiIiItBqtcTExPDAAw+QkZHhVWbHjh0AdOjQwWt7ZGQkISEhnv0lZTt27FjqPCXbdu7c6VVneWXPrlMIIYQQQgghhBCiNjXK4V3V0alTJzp16kT79u2B4jl2XnnlFdasWcPmzZvx8fEBiod3GY1GrFZrqTqCgoJIT0/33E9PTycoKKjMciX7z/63vLJn13kuu93uNedPdnY2ADk5ORU/YCGEEBetkmuEKstdVFtJm8l1VgghRFkuimusqhTfGoqGFEsjVu9Jn3Xr1tG3b98qld26dSvJycnVqv/hhx/2uj9w4EAuueQSbrzxRt566y2v/RUNGTt3X22UraiOZ599lhkzZpTaHhsbW+4xQgghBBT/6ODv71/fYTQqubm5gFxnhRBCVCw3N1eusaJRqfekT2JiIm+99VaVyjZr1qxWzjl8+HCsVisbN270bAsODsZms1FQUIDFYvEqn5GRQefOnb3KltVLp2TIWEnPnuDgYIByy5bVA6jEE088wSOPPOK5n5WVRVxcHIcPH76o32RycnKIjY3lyJEj+Pn51Xc49UbaoZi0g7RBCWmHYtnZ2TRr1qzC64soW1RUFEeOHMHX17fW5w08X/L6rjlpu5qTtqs5abuaa8htp6oqubm5REVF1XcoQlRLvSd9IiMjueeee+r8vKqqotGcmdKoZC6f7du30717d8/2kydPkpaW5hkeVlJ2+/btpeos2VZStuTf7du3M3jw4FJlz67zXEajEaPRWGq7v79/g3sDrA9+fn7SDkg7lJB2kDYoIe1Q7Ozrm6gajUZDTExMfYdRIXl915y0Xc1J29WctF3NNdS2a+o/vitq8a2haEixNGYX5afCzz77jIKCAq9l3AcNGoTJZGLhwoVeZRcuXIiiKAwbNsyzbfjw4ezatctraXan08miRYvo3r27J/sbHR1Nt27dWLRoES6Xy1N248aN7N69mxEjRlyYByiEEEIIIYQQQoiLXr339KmplStXkp+f7xmD/8cff/DZZ58BMHjwYCwWC4cOHeLWW2/l73//OwkJCSiKwvr163n11Vdp166dVw+joKAgnnzySaZOnUpQUBBXXXUVmzdvZvr06dxzzz0kJSV5yo4ePZp58+Zx00038dxzzxEWFsbrr7/O7t27Wb16tVeczz//PAMHDuSmm25i7NixpKSkMGnSJNq3b19qeXghhBBCCCGEEEKI2tJokz73338/hw4d8tz/9NNP+fTTTwE4cOAAzZs3x8/Pj/DwcF5++WVOnTqFy+UiLi6Ohx56iMmTJ5daqWvKlCn4+voyb9485syZQ0REBJMmTWLKlCle5YxGI2vWrGHixIk8+OCDFBQUkJyczMqVK7nyyiu9yvbp04cVK1Ywbdo0hg4disViYciQIbz44otlDt8qj9Fo5KmnnqrWMU2RtEMxaYdi0g7SBiWkHYpJOzRN8rzWnLRdzUnb1Zy0Xc1J29Uz9fStoWhIsTRiitqk15wTQgghhBBCCCFEeXJycvD39yf21afRmE31HY6Hu9DGkQnTyM7ObpBzPDUWF+WcPkIIIYQQQgghhBBNXaMd3iWEEEIIIYQQQohaoirFt4aiIcXSiElPHyGEEEIIIYQQQogmSJI+dSA3N5eJEydy1VVXERoaiqIoTJ8+vcyyI0eORFGUUrc2bdqUWf61116jTZs2GI1G4uPjmTFjBg6Ho1S5lJQURo4cSUhICBaLhZ49e7JmzZoy61y9ejU9e/bEYrEQEhLCyJEjSUlJqfHjh+q1AcCWLVsYMGAAPj4+BAQEMGLECPbv319m2cbSBuVZt25dmc+5oihs3LixVPn6bpv6lpeXx4QJE4iKisJkMpGcnMz//ve/+g6rWqrznDel57s67wP1/bgv1HtAVdugqV4LxPl5++23URQFHx+fMvdX5/9NU/ftt98yevRo2rRpg9VqJTo6muuvv55ff/21zPLSdmc0hevshVad15e8tipW0fuatJ0QtUOSPnUgPT2d+fPnY7fbGTZsWKXlzWYzGzZs8Lp9/PHHpcrNmjWL8ePHM2LECL766ivGjh3L7NmzGTdunFc5u91O//79WbNmDXPnzmXp0qWEh4czaNAg1q9f71V2/fr1XHPNNYSHh7N06VLmzp3L6tWr6d+/P3a7vU7aYNeuXfTp04eioiI++eQTFixYwJ49e+jduzepqamNtg0qM3v27FLPe/v27b3K1HfbNAQjRozgvffe46mnnmLlypV07dqVW265hQ8//LC+Q6u2yp7zpvZ8V/V9oL4f94V8D6jOe2FTvBaImjt27BiPPfYYUVFRZe6vzv+bi8Ebb7zBwYMHGT9+PCtWrGDu3LmkpKTQo0cPvv32W6+y0nbemtJ19kKp6utLXlsVq+h9TdqunqgN8CbOnyouOLfbrbrdblVVVTU1NVUF1KeeeqrMsnfddZdqtVorrTMtLU01mUzqvffe67V91qxZqqIo6s6dOz3b5s2bpwLqTz/95NnmcDjUpKQktVu3bl7Hd+3aVU1KSlIdDodn248//qgC6uuvv15pXOWpThvcdNNNakhIiJqdne3ZdvDgQVWv16sTJ070bGtsbVCetWvXqoD66aefVlq2vtumvi1fvlwF1A8//NBr+8CBA9WoqCjV6XTWU2TVU9XnvKk931V9H6jvx30h3wOq2gZN9Vogam7IkCHq0KFDy31tVPX/zcXi1KlTpbbl5uaq4eHhav/+/b22S9ud0VSusxdaVV9f8tqqWEXva9J2dSs7O1sF1NiXn1Hj3nixwdxiX35GBbxeB6L6pKdPHSjpll+bVq1ahc1mY9SoUV7bR40ahaqqfPHFF55tS5YsITExkZ49e3q26XQ6br/9dn7++WeOHTsGFGfbN2/ezB133IFOd2aO7169etG6dWuWLFlS43ir2gZOp5Nly5Zxww03eC3LFxcXR9++fb1iaGxtcL7qu20agiVLluDj48NNN93ktX3UqFEcP36cTZs21VNkta8pPt9VeR+o78d9od8Davt60BjbQFTfokWLWL9+Pa+//nqZ+6vz/+ZiERYWVmqbj48PSUlJHDlyxLNN2s7bxXSdPR9VeX3Ja6tiFb2vSdsJUbsk6dMAFRYWEhERgVarJSYmhgceeICMjAyvMjt27ACgQ4cOXtsjIyMJCQnx7C8p27Fjx1LnKdm2c+dOrzrLK3t2nRfKvn37KCwsLDeGvXv3YrPZgKbXBuPGjUOn0+Hn58fVV1/NDz/84LW/vtumIdixYwdt27b1+iIKZ2Kti9dobaroOb9Yn+/6ftwN4X2wxMV8LRBnpKSkMGHCBJ577jliYmLKLFOd/zcXs+zsbLZs2UK7du0826TtvDW162xdOvf1Ja+t8lX2viZtV4/qeyiXDO+6IGTJ9gamU6dOdOrUyTOvx/r163nllVdYs2YNmzdv9kxylp6ejtFoxGq1lqojKCiI9PR0z/309HSCgoLKLFey/+x/yyt7dp0XSmUxqKpKZmYmkZGRTaYN/P39GT9+PH369CE4OJi9e/fy4osv0qdPH5YvX87VV19dpdgudNs0BOnp6bRo0aLU9oYYa0Wq8pxfrM93fT/uhvA+CHItEGeMHTuWxMRE7r///nLLVOf/zcVs3Lhx5OfnM2XKFM82aTtvTeU6Wx/OfX3Ja6t8lb2vSdsJUbsk6VNN69ato2/fvlUqu3XrVpKTk6tV/8MPP+x1f+DAgVxyySXceOONvPXWW177KxoicO6+2ihbsv1Ct0FFMZy7r77aoDw1aZtLLrmESy65xLO9d+/eDB8+nA4dOjBx4kRP0qcqMdRF29S3xhRrearznF+sz3d9P+6avgfUlsZwLRDVU5Prw+eff86XX37J1q1bq9TujeH/dk3UxueOqVOn8sEHH/Daa6/RuXPnUvubatvVhLRF9VX0+pL29Fad9zVpOyFqhyR9qikxMZG33nqrSmWbNWtWK+ccPnw4VqvVaynn4OBgbDYbBQUFWCwWr/IZGRleF5zg4OAyf5kpGSZQkkUPDg4Gyv4VJyMjw1PuQrZBZTEoikJAQICnbH21QXlqq20CAgIYMmQI//nPfygsLMRsNtd72zQEjSnW6jr3Ob9Yn+/6ftzn+x5wITW0a4GonupeH/Ly8hg3bhwPPvggUVFRZGVlAVBUVARAVlYWer0eq9Varf83jdH5XltnzJjBzJkzmTVrFg888IDXvqbedtXV0K8RDVF5ry95bZVW1fc1abt61NCGVDWkWBoxSfpUU2RkJPfcc0+dn1dVVTSaM1MwlczfsH37drp37+7ZfvLkSdLS0ryWfe7QoQPbt28vVWfJtpKyJf9u376dwYMHlypbsv9CtkHLli0xm83lxpuQkIDJZALqtw3KU5tto6rF73Ilv2TUd9s0BB06dOCjjz7C6XR6zTfQEGOtibOf84v1+a7vx32+7wEXWkO6Fojqqe714eDBg5w6dYqXXnqJl156qdT+wMBArr/+er744otq/b9pjM7n2jpjxgymT5/O9OnTmTx5cqn9Tb3tqqupX2drW0WvL3ltlZaWllal97XPPvtM2k6IWiQTOTcCn332GQUFBfTo0cOzbdCgQZhMJhYuXOhVduHChSiKwrBhwzzbhg8fzq5du7xWXHA6nSxatIju3bsTFRUFQHR0NN26dWPRokW4XC5P2Y0bN7J7925GjBhxYR7gWXQ6HUOHDmXx4sXk5uZ6th8+fJi1a9d6xdBU2wAgMzOTZcuWkZyc7Lmo1XfbNATDhw8nLy+Pzz//3Gv7e++9R1RUlNeX3sbm3Of8Yn2+6/txN5T3gLJcTNcCAREREaxdu7bU7eqrr8ZkMrF27VpmzpwJVO//zcXkmWeeYfr06Tz55JM89dRTZZaRtvPWlK+zta2y15e8tkqr6vuatJ0Qtayu14i/WK1YsUL99NNP1QULFqiAetNNN6mffvqp+umnn6r5+fmqqqrqwYMH1V69eqn/+te/1BUrVqgrV65UJ02apJpMJrVdu3ZqXl6eV50zZ85UFUVRJ0+erK5bt0598cUXVaPRqI4ZM8arnM1mU9u1a6fGxsaqH3zwgfrNN9+ow4cPV3U6nbpu3TqvsmvXrlV1Op06fPhw9ZtvvlE/+OADNTY2Vm3fvr1qs9kueBuoqqr++eefqo+Pj3rFFVeoK1asUBcvXqy2b99ejYqKUlNSUhp1G5TllltuUf/5z3+qn376qbp27Vp1/vz5amJioqrT6dRvvvnGq2x9t01DMHDgQDUwMFCdP3+++u2336pjxoxRAXXRokX1HVqVVfU5b4rPd1XeB+r7cV/o94DK2qCpXwvE+bnrrrtUq9Vaant1/t9cDObMmaMC6qBBg9QNGzaUup1N2s5bU7jOXmhVfX3Ja6tqynpfk7arW9nZ2Sqgxr44U43795wGc4t9caYKqNnZ2fXdRI2aJH3qSFxcXLkL0R04cEBVVVXNyMhQhw8frjZv3lw1m82qwWBQW7VqpU6cOFHNysoqs965c+eqrVu3Vg0Gg9qsWTP1qaeeUouKikqVO3nypHrnnXeqQUFBqslkUnv06FEqoVDi66+/Vnv06KGaTCY1KChIvfPOO9VTp07VSRuU+OWXX9T+/furFotF9fPzU4cNG6bu3bu30bdBWZ599lk1OTlZ9ff3V7VarRoaGqoOHz5c/fnnn8ssX99tU99yc3PVhx56SI2IiFANBoPasWNH9aOPPqrvsKqlOs95U3u+q/o+UN+P+0K+B1TWBk39WiDOT3lJH1Wt3v+bpu7KK6+scBHgc0nbndEUrrMXWnVeX/Laqlx572vSdnVHkj5Nm6KqqkyPJIQQQgghhBBCXIRycnLw9/cn9sWZaMwNZ74kd6GNI48/SXZ2Nn5+fvUdTqMlEzkLIYQQQgghhBAXOUUtvjUUDSmWxkwmchZCCCGEEEIIIYRogiTpI4QQQgghhBBCCNEEyfAuIYQQQgghhBDiYlcyHXlD0ZBiacSkp48QQgghhBBCCCFEPfnpp58uWN2S9BFCCCGEEEIIIYSoJ4MGDfK6/95779Va3ZL0EUIIIYQQQgghRKP27bffMnr0aNq0aYPVaiU6Oprrr7+eX3/9tUrHp6SkMHLkSEJCQrBYLPTs2ZM1a9aUWXb16tX07NkTi8VCSEgII0eOJCUlpcaxq6r3WLaHH37Y637btm1rXLckfYS4SGzbto1Ro0YRHx+PyWTCx8eHSy+9lBdeeIGMjIz6Dq/R++mnn5g+fTpZWVlVKn/06FEmTJjAlVdeSUBAAIqisHDhwgsaoxBCiAtHrrMXllxnhRCVeeONNzh48CDjx49nxYoVzJ07l5SUFHr06MG3335b4bF2u53+/fuzZs0a5s6dy9KlSwkPD2fQoEGsX7/eq+z69eu55pprCA8PZ+nSpcydO5fVq1fTv39/7HZ7jWJXFMXr/rlJoKNHj9aoXpCJnIW4KLz11luMHTuWxMREHn/8cZKSknA4HPzyyy/85z//YcOGDSxZsqS+w2zUfvrpJ2bMmMHIkSMJCAiotPzevXv54IMPSE5OZvDgwXz00UcXPkghhBAXhFxnLzy5zgohKjNv3jzCwsK8tg0aNIiEhARmz55Nv379yj32nXfeYceOHfz000/07NkTgL59+9KpUycmTpzIpk2bPGUff/xxWrduzWeffYZOV5xSiY+P57LLLmPBggXcf//95/1Yzk0CnXu/OiTpI0QTt2HDBu6//34GDhzIF198gdFo9OwbOHAgjz76KKtWrarHCC9OV1xxBampqQD88ssv8mFUCCEaKbnONkxynRWi+hRAaUArZlU3zXFuwgfAx8eHpKQkjhw5UuGxS5YsITEx0ZPwAdDpdNx+++1MnjyZY8eOER0dzbFjx9i8eTPPPvusJ+ED0KtXL1q3bs2SJUtqlPTJy8ujQ4cOtGnThjZt2uBwONi/fz8tWrSodl3nkuFdQjRxs2fPRlEU5s+f7/VBtITBYOC6667z3He73bzwwgu0adMGo9FIWFgYd955Z6kuhX369KF9+/Zs2LCBXr16YTabad68Oe+++y4Ay5cv59JLL8VisdChQ4dSH3inT5+Ooihs3bqVESNG4Ofnh7+/P7fffrvnQ1pNY9q8eTO9e/fGYrHQokULnnvuOdxut1fZnJwcHnvsMeLj4zEYDERHRzNhwgTy8/O9yimKwgMPPMD7779P27ZtsVgsdOrUiWXLlnk9lscffxwozvIrioKiKKxbt67c50WjkbdfIYRoCuQ6K9dZIUTDlZ2dzZYtW2jXrl2F5Xbs2EHHjh1LbS/ZtnPnTk+5s7efW7Zkf3UdOHCAWbNm0bFjR/78808iIiJo1aoVAQEB9OnTp8bDxkB6+gjRpLlcLr799ls6d+5MbGxslY65//77mT9/Pg888ABDhgzh4MGDTJ06lXXr1rFlyxZCQkI8ZU+ePMmoUaOYOHEiMTExvPbaa4wePZojR47w2WefMXnyZPz9/Xn66acZNmwY+/fvJyoqyut8w4cP5+abb+a+++5j586dTJ06lT/++INNmzah1+trFNNtt93Go48+ylNPPcWSJUt44okniIqK4s477wSgoKCAK6+8kqNHjzJ58mQ6duzIzp07mTZtGtu3b2f16tVeXSiXL1/O5s2befrpp/Hx8eGFF15g+PDh7N69mxYtWnDPPfeQkZHBa6+9xuLFi4mMjAQgKSmpZk+cEEKIRkGus3KdFUJceDk5OV73jUZjmUn2sowbN478/HymTJlSYbn09HSCgoJKbS/Zlp6e7vVveWVL9ldXXFwccXFxXj8S5Ofns23bNn7//ffzmshZkj5CNGFpaWkUFBQQHx9fpfK7du1i/vz5jB07ltdee82z/ZJLLqF79+688sorzJo1y7M9PT2dr776is6dOwPQpUsXwsLCeO6559i7d6/ng2dUVBTJycl8/vnnPPjgg17nHDFiBC+88AIAV111FeHh4dx222188skn3HbbbTWKacWKFXTr1g2AAQMGsG7dOj788EPPh9F//etfbNu2jU2bNtGlSxcA+vfvT3R0NDfeeCOrVq3immuu8dRZWFjI6tWr8fX1BeDSSy8lKiqKTz75hEmTJhETE0OzZs08cTVv3rxK7S2EEKJxk+usXGeFaFJUpfjWUJyO5dyk+lNPPcX06dMrPXzq1Kl88MEHvPbaa5730YpUNG9OVefYqercO9nZ2SxdupT9+/ej1+uJj4+nW7duJCQkeMpYrVZ69uzpNeSsJqTfoxDCY+3atQCMHDnSa3u3bt1o27ZtqSULIyMjvd5Ag4KCCAsLIzk52euXxpLM9KFDh0qd87bbbvO6f/PNN6PT6TyxVDemiIgIzwfREh07dvQ697Jly2jfvj3Jyck4nU7P7eqrry6zu3jfvn09H0QBwsPDCQsLK/PxCCGEEOWR66xcZ4UQ1XfkyBGys7M9tyeeeKLSY2bMmMHMmTOZNWsWDzzwQKXlg4ODy+ylU7L6YknPnuDgYIByy5bVA+hcGzduJCEhgZEjR/L0008zdepU7rjjDhITE2ndujUvvfQSNput0nqqSpI+QjRhISEhWCwWDhw4UKXyJW9eJd2mzxYVFVXqza2sNzWDwVBqu8FgACjzzSsiIsLrvk6n83rTrW5MJW/EZzMajRQWFnrunzp1im3btqHX671uvr6+qKpKWlpatesUQghx8ZHrbDG5zgohLiQ/Pz+vW2VDu2bMmMH06dOZPn06kydPrtI5OnTowPbt20ttL9nWvn17r3/LK1uyvyLjx48nLi6On3/+mbS0NPbt24eqqtx55534+/vz+OOP06FDhxrPD3QuGd4lRBOm1Wrp378/K1eu5OjRo8TExFRYvuRD14kTJ0qVPX78uNeY/tpy8uRJoqOjPfedTifp6emeWC5ETCEhIZjNZhYsWFDufiGEEKIycp0tm1xnhWik1NO3hqIGsTzzzDNMnz6dJ598kqeeeqrKxw0fPpyxY8eyadMmunfvDhS/Xy5atIju3bt7eldGR0fTrVs3Fi1axGOPPYZWqwWKe+/s3r2bCRMmVHqubdu28cUXX3iGv/r7+wPw4IMPcumll/Lbb7/x0EMP0a9fP3755RfP8Naakp4+QjRxTzzxBKqqMmbMGIqKikrtdzgcfPnllwD069cPgEWLFnmV2bx5M3/++Sf9+/ev9fg++OADr/uffPIJTqeTPn36XLCYhgwZwr59+wgODqZLly6lbjWZK6DkFwf5VVIIIS4ucp0tTa6zQoj68NJLLzFt2jQGDRrEtddey8aNG71uJe6++250Op3XENLRo0fTrl07brrpJj788ENWr17NzTffzO7du3n++ee9zvP888+za9cubrrpJlavXs2HH37IzTffTPv27Rk1alSlcYaGhlb4XpacnMzatWvp2LEjU6dOrUFLeJOePkI0cT179uSNN95g7NixdO7cmfvvv5927drhcDjYunUr8+fPp3379gwdOpTExETuvfdeXnvtNTQaDddcc41nBY/Y2FgefvjhWo9v8eLF6HQ6Bg4c6FlVpFOnTtx8880AFySmCRMm8Pnnn3PFFVfw8MMP07FjR9xuN4cPH+brr7/m0Ucf9WT4q6pDhw4AzJ07l7vuugu9Xk9iYqLXHAXn+uyzzwDYv38/AL/88gs+Pj4A3HjjjdV+XEIIIeqeXGdLk+usEKI+lCTYV61axapVq0rtV9XirkMulwuXy+W5D8WJ5TVr1jBx4kQefPBBCgoKSE5OZuXKlVx55ZVe9fTp04cVK1Ywbdo0hg4disViYciQIbz44otVWlXs5ptv5tlnn+Waa64pt7xWq+XRRx/1TJB/PiTpI8RFYMyYMXTr1o1XXnmF559/npMnT6LX62ndujW33nqr1+Rmb7zxBi1btuSdd95h3rx5+Pv7M2jQIJ599tkyx9yfr8WLFzN9+nTeeOMNFEVh6NChvPrqq575CS5ETFarle+//57nnnuO+fPnc+DAAcxmM82aNWPAgAE1+gWyT58+PPHEE7z33nu89dZbuN1u1q5d6/kltSw33XST1/158+Yxb948AK+LkBBCiIZNrrPe5DorRCPVyId3nTtJfHkWLlzIwoULS20PDw/nvffeq1IdAwcOZODAgdWI7oynnnqKXr160bVrV1555ZVSSaUSOTk5tTKhs6LKO54Qoh5Mnz6dGTNmkJqaKmP7hRBCiFom11khRFXl5OTg7+9P3OxZaEym+g7Hw22zcWjyFLKzs/Hz86vvcGpVeno6d911FytXrqR58+YcPHiQmTNn0q1bN7RaLdu3b2fmzJl07tyZFStWnNe5pKePEEIIIYQQQgghRB0JDg5m2bJlfPvtt8yfP5/MzEymTJmCoihAcW/Ezp078+abb573uSTpI4QQQgghhBBCXOQUtfjWUDSkWC6Ufv360a9fP1RVZffu3Rw8eBCHw0GLFi1o165drZxDhncJIYQQQgghhBAXqZLhXc1nNbzhXQenNM3hXXVJlmwXQgghhBBCCCGEaIIk6SOEEEIIIUQ9ad68eY1Ws7rQFEWpcGUsIUQTpDbAmzhvkvQRQpwXRVGqdStrecSGbPr06SiKUuUlIIUQQjQuTf06dqE19faTzwFCiMZOJnIWQpyXp556qtS2V199lezsbMaPH09AQIDXvuTk5LoJTAghhKiC+r6OrVmzplbrq2v13X5CCCEqJkkfIcR5mT59eqltCxcuJDs7mwkTJjTILutCCCFEifq+jrVs2fKC1n+h1Xf7CSFqUUMbUtWQYmnEZHiXEKLOfPHFF9x+++20bt0aq9WKj48Pl156Ka+++ioul6tU+ZEjR6IoCvv37+fVV1+lQ4cOmM1mrzkG9uzZww033EBgYCBWq5VevXqxfPlyFi5cWG438qNHj/LAAw/QokULjEYjwcHBXHfddWzevNmrXPPmzZkxYwYAffv29eqeLoQQ4uJT2XWpqKiIf//73wwePJi4uDiMRiOBgYH079+f5cuXl1lnWXP6nH0NW7t2LX369MHX1xc/Pz8GDx7Mzp07y6yroKCAZ599luTkZM91tmfPnnz00Udlli8qKuKZZ56hZcuWGI1G4uPjefLJJ7Hb7TVuo4rI5wAhhKh70tNHCFFnJk2ahEajoXv37kRHR5OVlcWaNWt4+OGH+fnnn/nwww/LPO6hhx7ihx9+4Nprr2Xw4MFotVoAdu3axWWXXUZGRgbXXnstHTt2ZP/+/QwfPpzBgweXWdeWLVu46qqryMjI4Oqrr2bEiBGkpaXxxRdfcPnll7NkyRLPsRMmTOCLL75g/fr13HXXXfJrpRBCCKD861JGRgbjx4+nV69eDBw4kNDQUE6cOMHSpUsZMmQIb775Jvfee2+Vz7Ns2TKWLl3KNddcw3333ccff/zBihUr2Lx5M3/88QehoaGesllZWfTr14+tW7fSuXNnRo8ejdvt5quvvuLWW29l586dzJw501NeVVVuvvlmli5dSsuWLXnggQcoKipiwYIFbNu2rfYa6yzyOUAIIeqeJH2EEHVm+fLlpbqxu91u7rzzTj744AMeeughevToUeq4rVu3snXrVuLj4722jxs3joyMDF5//XXuv/9+z/aVK1eW+WHP6XRy8803k5+fz3fffcfll1/u2Xf8+HG6du3K6NGjOXjwICaTiQkTJpCVlcX69esZOXKkrGIihBACKP+6FBgYyKFDh4iJifHanpmZyWWXXcakSZO44447MJvNVTrP/7N33+FNVW8Ax783aZvuvSej7FH23nvKVtzgFhe4ABEEF0Pcgv5QFBRF9hBk771H2bQFWgp0753k/v4IBGpbaKFAKe/nefKY5Jx77psg3OTNOe9ZunQpa9asoWPHjubnRo8ezaRJk/j1118ZOXKk+fnhw4dz6NAhpk6dyjvvvGN+Pjs7m759+/L5558zYMAA6tevD8DcuXNZtmwZzZo1Y9OmTVhbWwMwYcIEGjduXLI3pJjkc4AQZZuimm5lRVmK5UEmy7uEEPdMYXULNBoNI0aMAGDt2rWFHvfee+8V+KAXFRXFxo0bCQ4O5uWXX87X1r17dzp16lRgnJUrVxIeHs4bb7yR74MegK+vL++//z4xMTEPfFFNIYQQd1dh1yUAnU5XIOEDpmTQ888/T1JSUoElRDfz+OOP50v4AOaZQjeOk5CQwJw5c2jcuHG+hA+AtbU1kydPRlXVfDNpfvvtNwA+//xzc8IHwNXVlbFjxxY7xpKQzwFCCHHvyUwfIcQ9k5CQwBdffMG///5LREQEGRkZ+dqjo6MLPa5p06YFnjt8+DAAzZs3R6MpmL9u1aoV69evz/fcrl27ADh//nyhhSfPnj0LmKaL9+zZ85avRwghxMOpsOvSNcePH+eLL75g69atXL58mezs7HztRV3rCtOoUaMCzwUEBACm2UPX7Nu3z1wTp7DrW15eHmC6vl1z8OBBNBpNgeQHcNdmtMjnACGEuPck6SOEuCeSk5Np3Lgx586do0mTJjzzzDO4urpiYWFBcnIy3377bZGFI729vQs8l5KSAoCXl1ehxxT2fEJCAgALFiy4aazp6ek3bRdCCPFwK+y6BLB79246dOiAXq+nY8eOPPLIIzg6OqLRaDh8+DDLli0rUZFkJyenAs9ZWJg+vt9Y+Pja9W3fvn03nUl04/UtJSUFV1dXLC0tC/Qr6vXdCfkcIMQDQFVMt7KiLMXyAJOkjxDinvjll184d+4cH330UYFf13bt2sW3335b5LGF7ZLh6OgIQExMTKHHFPb8tQ/Py5Yt45FHHilu6EIIIUQ+Re3e9Omnn5KVlWXecetGEydOZNmyZXclnmvXtxEjRvDVV18V+5jExETy8vIKJH6uXLlS6jHK5wAhhLg/pKaPEOKeCAsLA2DAgAEF2rZs2VLi8a4Voty1axdGo7FA+/bt2ws8d6045LZt24p9nms7hBS2lawQQghxo7CwMFxdXQtdHnU717riatKkCRqNpkTXtwYNGmA0Ggu9Xm7evLkUozORzwFCCHF/SNJHCHFPXNvmdNOmTfmeP3ToEBMnTizxeAEBAbRr146wsDD+97//5WtbvXp1gXX8AH369KFy5cpMmzaNf//9t9Bxd+3aRWZmpvmxm5sbYCoYKYQQQtxMhQoVSExMLLDl+cyZM1mzZs1dO6+npydPPvkk+/fv55NPPkGv1xfoEx4ezrlz58yPhw4dCsCYMWPy1R1KTEzMt7V7aZHPAUI8ANQyeBN3TJZ3CSHuiWeeeYYvvviCESNGsHnzZqpUqcLZs2dZsWIF/fv3Z968eSUec9q0abRs2ZJhw4bx77//UrduXSIiIli0aBF9+vRh2bJl+Yo7WlpasnjxYrp27UrPnj1p0aIF9erVw9bWlqioKPbt20dERASXL1/G1tYWgPbt26PRaBg9ejShoaG4uLgA8OGHH5bOGyOEEKLcGD58OGvWrKFVq1Y8+uijODk5sX//frZv387AgQNZuHDhXTv3Dz/8wNmzZxk3bhx//PEHrVq1wsvLi0uXLnHy5En27dvH3LlzzbtgPf7448ybN4/ly5dTu3Zt+vTpQ15eHgsXLqRx48aEh4eXanzyOUAIIe4PmekjhLgnfH192bZtGz179mT79u388MMPXLhwgenTpzNp0qTbGrNmzZrs2rWLfv36sW3bNr755hvOnz/PkiVLzLuR/LcIZt26dTly5AgjR44kJSWF3377jR9//JEDBw5Qv359/vjjD9zd3c39a9SowezZs/Hy8mL69OmMHTv2rm1lK4QQ4sHWrVs3/vnnH2rWrMm8efOYOXMmOp2OTZs23fXdoBwdHdmyZQvff/897u7uLFq0iK+++opNmzbh4ODA119/TefOnc39FUVhwYIFTJgwAaPRyA8//MDy5csZOnQo8+fPL/X45HOAEELcH4qqqjJpSghR7jz55JP89ddfnDp1imrVqt3vcIQQQghxD8nnACGKLzU1FScnJyp99Dkaa+v7HY6ZMTubiAkfkJKSYi7eLkpOZvoIIR5YRqOx0B1GNmzYwLx586hVq5Z80BNCCCHKKfkcIIQQt/bAJn3S0tJ4//336dKlCx4eHiiKUmD7R4AhQ4agKEqBW/Xq1Qsd9/vvv6d69erodDoqVqzIhAkTyMvLK9AvNjaWIUOG4O7ujq2tLc2bN2fDhg2Fjrl+/XqaN2+Ora0t7u7uDBkyhNjY2Dt6/UIIyM3NJSAggC5duvDmm2/y9ttv07VrVzp37oylpSXTp0+/3yEKIYQQ4i6RzwFCCHFrD2wh54SEBGbMmEFISAh9+/bll19+KbKvjY0NGzduLPDcf3322WeMHTuWUaNG0aVLF/bt28eHH35IdHQ0M2bMMPfLycmhY8eOJCcn8+233+Lp6cm0adPo1q0b69evp23btua+W7ZsoXv37vTs2ZNly5YRGxvLyJEj6dixI/v370en05XCuyHEw8nS0pJhw4axadMm9u3bR3p6Ou7u7gwaNIgPPviAkJCQ+x2iEEIIIe4S+RwgRCkraztmlaVYHmAPbE2fa2ErikJ8fDweHh589NFHBWb7DBkyhIULF5Kenn7T8RISEvD39+eZZ57Jt+3j559/zocffsixY8eoWbMmANOnT+e1115j586dNG/eHAC9Xk9ISAj29vbs2bPHfHyTJk3IyMjgyJEjWFiYcmw7d+6kZcuWTJ8+nVdfffWO3wshhBBCCCGEEOJ2mGv6jCuDNX0+lpo+d+qBXd51bZlWaVm9ejXZ2dkMHTo03/NDhw5FVVWWLl1qfm7JkiVUq1bNnPABsLCw4KmnnmLv3r1ER0cDEB0dzb59+3j66afNCR+AFi1aULVqVZYsWVJq8QshhBBCCCGEEELc6IFN+pREVlYW3t7eaLVa/P39ef3110lMTMzX59ixYwDUqVMn3/M+Pj64u7ub26/1rVu3boHzXHvu+PHj+cYsqu+NYwohhBBCCCGEEPeNCkoZusnyrtLxwNb0Ka6QkBBCQkKoXbs2YKqx8/XXX7Nhwwb27duHvb09YFrepdPpsLOzKzCGq6srCQkJ5scJCQm4uroW2u9a+43/LarvjWP+V05ODjk5OebHRqORxMRE3NzcSnWGkxBCiPJDVVXS0tLw9fVFo3koftcpNUajkUuXLuHg4CDXWSGEEAXINVY8qMp90mfEiBH5Hnfu3Jn69eszcOBAfv7553ztN/uQ99+20uh7szEmTpzIhAkTimwXQgghihIVFYW/v//9DuOBcunSJQICAu53GEIIIco4ucaKB025T/oUpl+/ftjZ2bF7927zc25ubmRnZ5OZmYmtrW2+/omJiTRs2DBf38Jm6VxbMnZtZo+bmxtAkX0LmwF0zejRo3n77bfNj1NSUggMDCQqKkqKWAkhhChUamoqAQEBODg43O9QHjjX3jO5zgohhCjMQ3GNLWtLqspSLA+whzLpA6bpeTdOy7tWyyc0NJSmTZuan79y5Qrx8fHm5WHX+oaGhhYY89pz1/pe+29oaCg9evQo0PfGMf9Lp9MVup27o6OjfBgVQghxU7I8qeSuvWdynRVCCHEzco0VD5qHcjHiwoULyczMpFmzZubnunXrhrW1NbNmzcrXd9asWSiKQt++fc3P9evXj1OnTuXbml2v1zNnzhyaNm2Kr68vAH5+fjRp0oQ5c+ZgMBjMfXfv3s3p06fp37//3XmBQgghhBBCCCGEeOg90DN9Vq1aRUZGBmlpaQCcOHGChQsXAtCjRw/i4uJ44oknGDx4MMHBwSiKwpYtW/jmm2+oVasWL7zwgnksV1dXPvzwQ8aOHYurqytdunRh3759jB8/nhdeeIGaNWua+z733HNMmzaNQYMGMWnSJDw9PZk+fTqnT59m/fr1+WKcPHkynTt3ZtCgQQwbNozY2FhGjRpF7dq1C2wPL4QQQgghhBBC3BeyvKtcUlRVfWDfygoVKnDhwoVC286dO4eTkxPPP/88hw4dIiYmBoPBQFBQEP369eODDz7AycmpwHHfffcd06ZN4/z583h7ezN06FDGjBmDpaVlvn4xMTG8//77rFixgszMTOrVq8cnn3xCp06dCoy5bt06xo0bx+HDh7G1taVXr1588cUXeHp6Fvu1pqam4uTkREpKikw7F0IIUSi5Vtw+ee+EEELcTHm+Tlx7bZXGfI7W2vp+h2NmyM4m4rMPyuV7fi890Emfh0l5/kdGCCFE6ZBrxe2T904IIcTNlOfrhCR9yrcHenmXEEIIIYQQQggh7pyimm5lRVmK5UH2UBZyFkIIIYQQQgghhCjvJOkjhBBCCCGEEEIIUQ5J0kcIIYQQQgghhBCiHJKkjxBCCCGEEEIIIUQ5JEkfIYQQQgghhBBCiHJIdu8SQgghhBBCCCEedurVW1lRlmJ5gMlMHyGEEEIIIYQQQohySJI+QgghhBBCCCGEEOWQLO8SQgghhBBCCCEecopqupUVZSmWB5nM9BFCCCGEEEIIIYQohyTpI4QQQgghhBBCCFEOyfIuIYQQQgghhBBCyI5Z5ZDM9BFCCDOhnkcAAQAASURBVCGEEEIIIYQohyTpI4QQQgghhBBCCFEOyfIuIYQQQgghhBDiYadStpZ3laVYHmAy00cIIYQQQgghhBCiHJKkjxBCCCGEEEIIIUQ5JMu7hBBCCCGEEEKIh5yimm5lRVmK5UEmM32EEEIIIYQQQgghyiFJ+gghhBBCCCGEEEKUQ7K8SwghhBBCCCGEeNjJ7l3lksz0EUIIIUSZ98svv6AoCvb29gXaDh48SKdOnbC3t8fZ2Zn+/fsTERFxH6IUQgghhChbJOkjhBBCiDItOjqad999F19f3wJtp06dol27duTm5jJ//nx+/fVXzpw5Q+vWrYmLi7sP0QohhBBClB2yvEsIIYQQZdorr7xCmzZtcHV1ZeHChfnaxo0bh06nY8WKFTg6OgLQsGFDqlSpwtSpU5k8efL9CFkIIYR44MjuXeWTzPQRQgghRJk1Z84ctmzZwvTp0wu06fV6VqxYwYABA8wJH4CgoCDat2/PkiVL7mWoQgghhBBljiR9hBBCCFEmxcbGMnz4cCZNmoS/v3+B9vDwcLKysqhbt26Btrp16xIWFkZ2dva9CFUIIYQQokyS5V1CCCGEKJOGDRtGtWrVePXVVwttT0hIAMDV1bVAm6urK6qqkpSUhI+PT4H2nJwccnJyzI9TU1NLKWohhBDiASW7d5VLMtNHCCGEEGXOokWL+Oeff/j5559RFOWmfW/WXlTbxIkTcXJyMt8CAgLuKF4hhBBCiLJIkj5CCCGEKFPS09N57bXXeOONN/D19SU5OZnk5GRyc3MBSE5OJiMjAzc3N+D6jJ8bJSYmoigKzs7OhZ5j9OjRpKSkmG9RUVF37fUIIYQQQtwvsrxLCCGEEGVKfHw8MTExfPnll3z55ZcF2l1cXOjTpw8LFy7ExsaG0NDQAn1CQ0MJDg7G2tq60HPodDp0Ol2pxy6EEEI8sGR5V7kkSR8hhBBClCne3t5s2rSpwPOTJk1iy5YtrFq1Cnd3dywsLOjduzeLFy9mypQpODg4ABAZGcmmTZsYMWLEvQ5dCCGEEKJMkaSPEEIIIcoUa2tr2rVrV+D5WbNmodVq87VNmDCBxo0b06tXL0aNGkV2djbjxo3D3d2dd955594FLYQQQghRBklNHyGEEEI8sKpXr87mzZuxtLRk4MCBDBkyhODgYLZu3YqHh8f9Dk8IIYR4YChq2buJOyczfYQQQgjxQJg1axazZs0q8HzDhg1Zv379vQ9ICCGEEKKMk5k+QgghhBBCCCGEEOWQzPQRQgghhBBCCCEedrJ7V7kkM32EEEIIIYQQQgghyiFJ+gghhBBCCCGEEEKUQ7K8SwghhBBCCCGEeNjJ8q5ySWb6CCGEEEIIIYQQQpRDkvQRQgghhBBCCCGEKIdkeZcQQgghhBBCCPGQU1TTrawoS7E8yGSmjxBCCCGEEEKI++JI5GX2hkehqvINX4i7QWb6CCGEEEIIIYS4537evJdvVu8A4PFmIXzYt8N9jkiI8ueBnemTlpbG+++/T5cuXfDw8EBRFMaPH19o34MHD9KpUyfs7e1xdnamf//+REREFNr3+++/p3r16uh0OipWrMiECRPIy8sr0C82NpYhQ4bg7u6Ora0tzZs3Z8OGDYWOuX79epo3b46trS3u7u4MGTKE2NjY237tQgghhBBCCPGgW37wpPn+P4dO3qSnuCfUMngTd+yBTfokJCQwY8YMcnJy6Nu3b5H9Tp06Rbt27cjNzWX+/Pn8+uuvnDlzhtatWxMXF5ev72effcZbb71F//79WbNmDcOGDePzzz/ntddey9cvJyeHjh07smHDBr799luWLVuGl5cX3bp1Y8uWLfn6btmyhe7du+Pl5cWyZcv49ttvWb9+PR07diQnJ6fU3g8hhBBCCCGEeJA0qxxovt+4kv99jESI8uuBXd4VFBREUlISiqIQHx/PL7/8Umi/cePGodPpWLFiBY6OjgA0bNiQKlWqMHXqVCZPngyYkkiffvopL774Ip9//jkA7dq1Iy8vjw8//JDhw4dTs2ZNAGbOnMmxY8fYuXMnzZs3B6B9+/aEhITw/vvvs2fPHvP533vvPapWrcrChQuxsDC93RUrVqRly5b8+uuvvPrqq3fnDRJCCCGEEEKIMmxkr7bU9vciR6/nkQY173c4QpRLD+xMH0VRUBTlpn30ej0rVqxgwIAB5oQPmBJG7du3Z8mSJebnVq9eTXZ2NkOHDs03xtChQ1FVlaVLl5qfW7JkCdWqVTMnfAAsLCx46qmn2Lt3L9HR0QBER0ezb98+nn76aXPCB6BFixZUrVo13/mFEEIIIYQQ4mFiodXQp2FNHm1aF2vLB3Y+QrlxbfeusnQrqZKUgfmvdu3amfMMhd2uXLlyy77dunUredB3Wbn+mxUeHk5WVhZ169Yt0Fa3bl3WrVtHdnY21tbWHDt2DIA6derk6+fj44O7u7u5HeDYsWO0bt260DEBjh8/jp+fn/mYos6/Y8eO239xQgghhBBCCCGEMLtWBiYkJIS+ffsWuSKoMNOnTyc1NTXfc5mZmXTr1o2GDRvi7e2dr61SpUr8+eef+Z5zdna+7djvlnKd9ElISADA1dW1QJurqyuqqpKUlISPjw8JCQnodDrs7OwK7XttrGvjFjXmjee91flvHPO/cnJy8tX8+e//fEIIIYQQQgghhLiuuGVgCnOtnMuNZs+eTV5eHi+88EKBNhsbG5o1a3ZH8d4LD+zyrpK42TKwG9uK26+0+t5sjIkTJ+Lk5GS+BQQEFNlXCCGEEEKIh5XeYORMVBypGdn3OxQhHmz3e6euUti9qzhlYEpi5syZ2Nvb89hjj5XamPdauU76uLm5ARQ6oyYxMRFFUczTr9zc3MjOziYzM7PQvjfO1nFzcytyTLg+s+dW5y9sBtA1o0ePJiUlxXyLiooqsq8QQgghhBAPI73ByCtfLeTxT+bQc/RMzl6Mv98hCSHKibNnz7Jt2zYGDx6Mvb19gfbw8HBcXV2xsLCgcuXKjBkzhqysrPsQ6c2V66RP5cqVsbGxITQ0tEBbaGgowcHBWFtbA9dr+fy375UrV4iPj6d27drm5+rUqVPkmIC577X/FtX3xjH/S6fT4ejomO8mhBBCCCGEuC4sOp5DZ02bqGTn5PHv7hMlOn7WjM306TyFt1/7ndTUsvdlTQhhKnVy4+3GMih308yZMwF4/vnnC7S1atWKr776ikWLFrF8+XJ69OjBlClT6NatG0aj8Z7EV1zlOuljYWFB7969Wbx4MWlpaebnIyMj2bRpE/379zc/161bN6ytrZk1a1a+MWbNmoWiKPTt29f8XL9+/Th16lS+rdn1ej1z5syhadOm+Pr6AuDn50eTJk2YM2cOBoPB3Hf37t2cPn063/mFEEIIIYQQJePj5oiNzhKNomBUVar4exT72Avn4/lz9nYyM3M5fjSK5Yv2k5yQzs+fLuPnT5eRkph+FyMXogy630u5iljeFRAQkK/0ycSJE+/ee3CVXq9n9uzZ1KpVq9C6PZ9++imvvvoq7du3p0ePHnz//fdMmjSJrVu3smzZsrseX0k80IWcV61aRUZGhjmhc+LECRYuXAhAjx49sLW1ZcKECTRu3JhevXoxatQosrOzGTduHO7u7rzzzjvmsVxdXfnwww8ZO3Ysrq6udOnShX379jF+/HheeOGFfEWdnnvuOaZNm8agQYOYNGkSnp6eTJ8+ndOnT7N+/fp8MU6ePJnOnTszaNAghg0bRmxsLKNGjaJ27doFtocXQgghhBBCFJ+TnTW/vv8YK3afoJq/B92bVi/2sVaWWvN9VVXR6SyYMnwOR3aeBeDc6ct8/scrpR6zEKJkoqKi8q180el0d/2c//77L1euXGHkyJHFPuapp57i3XffZffu3fTr1+8uRlcyD3TS59VXX+XChQvmxwsWLGDBggUAnDt3jgoVKlC9enU2b97MyJEjGThwIBYWFnTo0IGpU6fi4ZH/l4AxY8bg4ODAtGnTmDp1Kt7e3owaNYoxY8bk66fT6diwYQPvv/8+b7zxBpmZmdSrV49Vq1bRtm3bfH3btWvHv//+y7hx4+jduze2trb06tWLL7744p78zyqEEEIIIUR5VjXAg7cD2t6643/4+LkwYmRPli7cR5VqPjwyoBErpq3DaDRNL4iOiC3tUIUQt+F+lDuZOXMmVlZWPP300yU+VqMpWwuqHuikz/nz54vVr2HDhgVm4BTlzTff5M0337xlPy8vL2bPnl2sMTt37kznzp2L1VcIIYQQQghxb/R4pD49Hqlvfvz4G1347oMF5vtCPEyUq7ey4n7FcuXKFf7991/69+9v3pypOK7lB8raNu4PdNJHCCGEEEIIIUpLt8HNaNa5NooCTq6m3Xoijl9k15qj1Gxcifqti798TAhxfxSnDMzzzz/P7NmzCQ8PJygoKN/xs2fPRq/X88ILLxQ6/rZt2/jss8/o168flSpVIjs7m1WrVjFjxgw6dOhA79697+4LLCFJ+gghhBBCCCHEVc5u17dmjr2YyPCeX6DPNaCqKlMWD6dO8yolGi8sJoHsvDxq+XmhKGVpHoUQ5VNxysAYDAYMBtPf6//69ddfqVChAp06dSp0fB8fH7RaLZ988gnx8fEoikKVKlX4+OOPeeedd2R5lxBCCCGEEEI8CC6cvkxejt78+MyRCyVK+szbc4SPl24E4KkW9Rjdu32pxyhEqblhx6wy4TZjKU4ZmFmzZhXYufua06dP3/TY4OBgVq5ceRuR3R9lKwUlhBBCCCGEEGVEzSaV8A5yB8BQ1ZnzPlqik1KKffyCvaHm+wv3HSv1+IQQ4lYk6SOEEEIIIYQQhbBzsOHHjR/Q54dHiWrjzsz9h3n0f3PJyMkt1vH1An0BUBSo4+99N0MVQohCyfIuIYQQQgghRLllMBiJiU7C3dsJK6uiv/6cPhDBgU0nqN+2BjUaV2b17C3M/mQx3kHuOA6pj0ZRMKoqiRlZXEpOpYqX+y3PPbJXW4K93MjKzWNgkzql+bKEKHWKarqVFWUplgeZJH2EEEIIIYQQ5UpaRjZ/rz6IIc/A8YVHCDsejbu3E1///SruXk4F+l84dYm3u07CaFSZM2k5U1e+z7dv/IbRqJIcl0qjIFc0AaakT01fTyq6uxYrDkutlsHNQkr75QkhRLFJ0kcIIYQQQghRrnw0fRW7j57HIiUHu7OmGjzxMSlsXXWU/kNaF+gfduQCBoMRANWgEnE8CkWjgNE01cDL2YHVw/sQmZhCg0BfLLRSJUMI8WCQpI8QQgghhBCiXAmLisOoquittABoNApGo4pfUOFLsuq3q4mzhwPJcWk4udnTvHt97B1s+P2zxfhU9OSpUX1xdnHEz6XgLCEhyo1ysnuXyE+SPkIIIYQQQohy5cmejfj6j80YrbV0HdYWJTaTWg0r0LR9jUL7u3o58fPeTwk/GknlOgEcPBTJ2dgMRs8bQZVqPvc2eCGEKEWS9BFCCCGEEELcc+v/3snvny/DO8idUb+8hGshtXZu12NdG9C2YTAA3u6OxTrGwdmOem1qsGPLaT79cDEajcLShfv4Y+HruLrZl1psQghxL8liVCGEEEIIIcQ9lZGaxVevzyI2KoFju87w15R/Sv0c3u6OxU743Cj87BUUxbQcLDdHz6XopFKPTYgySy1DN1EqJOkjhBBCCCGEuI+U+x1APu0718bW1gqAKtV9qFpdlncJIR5csrxLCCGEEEIIcU/ZOdrw9g9D+WPiUryDPHji/d73OySzgCA3/lj0OlcuJ1OxsicWFtr7HZIQQtw2SfoIIYQQQggh7rlOg5vTaXDz+x1GoRwcbXBwtLnfYQhxTymq6VZWlKVYHmSyvEsIIYQQQghRLuVk5/HTlH/58LU/OLgrrEB7YmomK3Yc53Rk7H2ITggh7j6Z6SOEEEIIIYQol+b/to1lc/egonJkXwR/bxiJnYM1AOlZOTwx/g/iUzJQFPjpvUE0rBZwnyMWQojSJTN9hBBCCCGEEOVSSlImigKokJdrICsz19wWEZ1AfEoGAAoKu49fuE9RClFG3O/dumQHr7tCkj5CCCGEEEKIcqn/U81x93REUWDQkFa4e13fwr2ynzuezvbmxy1qV7gPEQohxN0ly7uEEEIIIYQQZdKRwxc4dOgCzZoFU72Gb4mP9w10Y/aqt9HrDVha5v/qY2djxZ/jn2LXsfNU8fegSoBHaYUthBBlhiR9hBBCCCGEEGXOqZOXeGfEn6BX+eunTYwY1Yvu/RqWeBxFUQokfK5xcbClR/OaJRovLi2D9xevJjo5hTfat6B33eoljkmIskh27yqfZHmXEEIIIYQQ4q4IO3SehV+vJPxIyevlnD1zBdWgok3KREnP5dsPF7Nny6m7EGXJTN+ymz3no4hMSmHU0tWk5+QW6JNnMHDw4iUup6bdhwiFEOI6mekjhBBCCCGEKHUXTlzkjZZjMegNWFhq+d/ByQRUK/4SrWbNg7G3sSTn6q/9ikbh5OEomrYt2cyaddtPsnVvGI3rBvFIp7olOrYwRlVFufagkJkIRlVl6LzF7Im8iKVGw2+DB9A00P+OzyuEELdDZvoIIYQQQgghSt2pfWEY9AYA9HkGTu8Lv2l/VVU5sO4o2xbtIS9Xj4enI7/++Spefi4AWFhoadWlVoliOBl2hfHfrGTTrtNM/mkte4+cv63XcqNhbZtRP8AXH0cHPu3TGXudVb726JRU9kReBMCgqiw/fvKOz/mwSMnJ4qsjW/kudDtpeTn3O5yHz/3eqUt277orZKaPEEIIIYQQotTV71AHe2c70pMzcHC1p36H2jft//fkpfw65m8AWvZtzPhF7+Lm7sD/lr3JySNR+Fdwx8Pb6aZjzN98hB+W7cDbxYGvXu1NbIJpeZV69ctjTPydL7fycrRnznOPFtnuaW+Hu50tiZlZGFWVOj5ed3zOh8UbO5ax48p5UOFkUiw/tul/v0MS4oEnSR8hhBBCCCFEqfMMcGNm6FTOHIigWuPKOHs43rT/jmX7zfd3rzxovm9tY0X9ZpVveb6M7FymzNuEUVUJz8ph8Ed/MKhFHWpW8ebE2StUDnSnXbMqt/+CiklnYcGCpwez5NhJKrq60LNG1SL7Zhmy+fL0D5xND6eNewuGVnwSjfLwLsY4mRSL8WqG7mRSzH2ORojyQZI+QgghhBBCiLvCxcuJpj3q37Kfqqq41Q2AvWEANOlWr8Tn0mo0WGg15OoNqKpKdnYec1cd4NtRA6ga6ImTgw0ajXLrgUqBv7MTb7Rqdst+W+J2cCrtNCqwMW4rrTyaUc3h7iemyqoXazRl4qGN5vvi3pLdu8onSfoIIYQQQgghSsWetUeZMWYejq4OvPfTc/hW9CzWcVsOhrMqKwPLDtXQ6I08/8NzJT63tZUFU17qxRd/b+JSTAranOvfGF2cbEs8XlhUHG9/s5Sk1CzeerwtAzuElHiMW7HRWmMwKGQnWWPlkIu1xrrUz/EgealmU7oHVkOjKPjZ3XwpnxCieCTpI4QQQgghhLhjRqORSS/8TFZ6NpfPxfHLuIWM+2NYsY69cDkRRaOQ5+sMQHxaFkG3EUObupVoUTOIiTPXsfvIOTo1r06T2sUfKdeoZ17kFhJy0ohYpSc2MR2jqvLlnI30aVMbSwvtbURVtEaOjYhbd5D4eD06nQZjVTuwK9VTPHAC7J3vdwhClCuS9BFCCCGEEEKUDlW94W7x12Z0aVadv9ceJCElkzqVfagT7HPbIVhYaBn7crfbOnZmxBr+vrAZBQUl0x2wRFHARmd506Vhpy7H8dGS9RhVlfF9O1LLr3jFm09FxREfrwcgN9fI2kNneLn7rZeFCXFXlLUds8pSLA8wSfoIIYQQQggh7phGo+H9GS/wvw/m4ehqz4sfDyr2sT7ujiyZ+jyxien4eTqh1dyfYsZRGXEAGFFRQ+Lp4NyapNQsXurX4qYxjV28lpOXTMeOXrCG5cOfKdb5Aj2csba0IFdvwKiq1Ago3nI4IYQoLkn6CCGEEEIIIUpF8+71sKnhye9bDzL3+CleC3DF2rJ4XzmsrSwJ9Ha5yxHe3ICAluxJOE2eqmdgcAve6tm7WMfl6g2oV6cl5BkMxT6fh5M9s98ezNpDZ6gd5E2b2pVuK24hhCiKJH2EEEIIIYQQpSI7T8/LMxaTlacHVCwttLzZveX9DqtIqqqSbdBjrbVAURQaulZhaeuxZOhz8LYpfgJqfN9OjF6wGqMKH/frXKIYqvl7UM3fo6ShC1H6ZHlXuSRJHyGEEEIIIUSpyMrNIzM3DwCNohCbkn6fIypatl7PkDUL2XU5igaevszpPgg7SyscLG1xsCy429eFhGQORkbTKMiPAFfnfG31g3xZ/W7JdxwTQoi77f4slhVCCCGEKMLGjRt57rnnqF69OnZ2dvj5+dGnTx8OHDhQoO/Bgwfp1KkT9vb2ODs7079/fyIiIu5D1EI83FRVJfRUNFcuJTO0XUMAnGytebpNg/scWdE2RoWz63IUAAdjL7H6/Jki+15ISKbPtD/4YMla+kz7g4tJKfcqTCGEuCMy00cIIYQQZcqPP/5IQkICb731FjVr1iQuLo4vv/ySZs2asWbNGjp06ADAqVOnaNeuHfXq1WP+/PlkZ2czbtw4WrduzeHDh/HwkOUSQtwr02dv4e9l+wF46anW7PnsNawsLLDQFu835o0bjjPth/U4OdsyfkJ/AgPd7ma4AHjY2N308Y32X7hIjt60y1ZWnp6DkZfwd3G6q/EJca8pqulWVpSlWB5kkvQRQgghRJkybdo0PD3z72DTrVs3goOD+fzzz81Jn3HjxqHT6VixYgWOjo4ANGzYkCpVqjB16lQmT558z2MX4k6oqsq6ubsID42i42PNqFov6H6HVGz/bjx2/f6GUJ4e0LTYxxoMRr6Y8i+5uXpSU7OY+fNmJnwy4JbHXYlNYd+RC9Sq5kulQPcSx9zY259Jrbqw9kIYbf0r0tqvQtF9K/hjbWlBdp4eGytLGgb6lvh8AEZVZUt0BCrQzq8SGqXobeCFEKI0SNJHCCGEEGXKfxM+APb29tSsWZOoKNNSDL1ez4oVK3jmmWfMCR+AoKAg2rdvz5IlSyTpIx44mxbu5eu3fkej1bDmz+3MOvg5zu4O9zusYgmp6c+2PWEA1KsVUKJjFUXBwkJDnqkUEJZWt/6KEp+YzrMjZpORlYtWq+GXKU9RpWLJtzt/vHoIj1cPuWW/QFdnlr/2NAciL9E4yA+/25zl8+m+Dfx6yrRU9dlqDZjQtGRFn4UQoqQk6SOEEEKIMi8lJYWDBw+aZ/mEh4eTlZVF3bp1C/StW7cu69atIzs7G2tr63sdqhC37cKpS2g0CkaDkZwsI3HRiQ9E0sdoVOnVMwQ/fxcCPF3o3r5WiY7XaBQ+Gt+PGTM24eJix8uvtC/QZ8fx83z0xxq0Gg0Tn+tOZmI2GVm5gGmm0KFjUbeV9CmJAFfnAgWcS+rfyOt1g1ZHnmFC085k5uaRkJaBv6sTisz8EfeT7N5VLknSRwghhBBl3muvvUZGRgZjxowBICEhAQBXV9cCfV1dXVFVlaSkJHx8fAodLycnh5ycHPPj1NTUuxC1ECXT8bFmrJy1lYzULOq0qEKlWv73O6Ri+fyPdSzdalreNeKxtlhaaks8RqPGlWjUuFKR7Z/9vZ6EtEwUYPL8Tfw0rD+O9takpmdjaamlUciDsRSuk38wc84cAqCDf2UOXgzj9Z/XkpqVQ5vqFflhSB80mnuX+DkVE4eFRkOwx92voSSEuD8k6SOEEEKIMm3s2LH8+eeffP/99zRs2DBf281+Fb9Z28SJE5kwYUKpxShEaQis6sPvRyYSfykJv8peaItZBPleMugNTPtsBQd3nqV9zxCeeaMTq3adMrf/u+sET3ZpeJMRbo+NlaW5/o2NzgoXZzt+/2YIB49FUbOKN/4+LqV+zrthQpNOtPQJwqAauahfzLi1G0jL9gEUtp46R3hsAlW8S16f6HZ8t3kn07btAWB057YMaVZ2d1oTQty+snclEUIIIYS4asKECXz66ad89tlnvP766+bn3dxMv0pfm/Fzo8TERBRFwdnZuchxR48eTUpKivl2rVaQEPebrb01gVV9ymTCB2DL6lD+nb+XKxeTmPu/zYTuP0+Dqn7m9obVSlbPB2DZyZOE/PADrX7+mdCYmEL7fD60B/Uq+9Kwij/jnzLVwXF3tadLmxoPTMIHQKvR0D2oGnU9LQnLOIqdYzaqqqAoYG1pgaej/T2L5a/9Rwq9Lx5eiqqWuZu4czLTRwghhBBl0oQJExg/fjzjx4/ngw8+yNdWuXJlbGxsCA0NLXBcaGgowcHBN63no9Pp0Ol0pR6zEOWdQW/M/9hgZMprj7By1wlsrCzp1qx6icZTVZUx69aRpdeTmZfHF9u28fvAgQX6VfP3YOaIR+8o9rLEydIVraIlIDgOo1HBW9+Yl1p1xsn23tUhq+vnw9bwc6BCiH/hS2GFEA8+SfoIIYQQosz55JNPGD9+PB9++CEfffRRgXYLCwt69+7N4sWLmTJlCg4OpmK3kZGRbNq0iREjRtzrkIUotzJz8tgfHkWghwvtetTlwI6zHNwVRqMeNdEG2KGzsmBgu1vvgFUUOysrsvV6ABxuSMaqqsqxE9EA1K7pd9tFjtNycriYmkqwqyuW2pLXG7obnCxdeanSh+xP3EK/DpVo4dblnhdx/qp/D+YdPIpWo2Fwg4JF8YUQ5YOiqjJn6kGQmpqKk5MTKSkp+bamFUIIIa4pL9eKL7/8knfffZdu3boVmvBp1qwZAKdOnaJx48Y0aNCAUaNGkZ2dzbhx40hMTOTw4cN4eHgU+5zl5b0TorTlGQw89s1fnL0cj0ZR+PnlATQJDmBb2Hle/nspBqNK5+rB/PBob/Jy9aSmZOLq7oCqUuyCxIcuXeKzDZvJTcpjSJMGnNwbxYatp3B3tCP2cgoATw1uzgvPti5x/BeSk+n/118kZ2dTy9OTBYMHo7O489+9U3OzyDLk4mVze1u3iwdPeb5OXHtt9Z76DK1V2dn10pCbzeE5Y8rle34vyUwfIYQQQpQp//zzDwCrV69m9erVBdqv/V5VvXp1Nm/ezMiRIxk4cCAWFhZ06NCBqVOnlijhI8TDzmg0otEUXkNo3YEznL0cf/3x0bM0CQ5g0eHjGI2mv4vrToVx6swlJrw4m6T4dLyD3LiSkE5QZU8+/+5J3G6y7byqqtTy8CT9TCZXktL4+Mx6rBMNWOpVYi6ncC1ttGb9sdtK+qw8fZqU7GwAjsfGcujyZZoF3LruUI5ej5VWW+jsm20xZxi+9y/0egOPV25G3kUbIuOTeaZ5A1pXqVDiGIUQ4m4qmxXiStHmzZtRFKXQ2+7du/P1PXjwIJ06dcLe3h5nZ2f69+9PREREoeN+//33VK9eHZ1OR8WKFZkwYQJ5eXkF+sXGxjJkyBDc3d2xtbWlefPmbNiw4a68ViGEEKI82Lx5M6qqFnm7UcOGDVm/fj0ZGRmkpKSwZMkSKleufJ8iF+LBM3vKCnpXfJvnW3/Clcj8hdH/3XmCsT+uAqMKKhhVlUaVTNvI1/LxRAU0ioK3gz1fz9/EqepaUoNtuHwhAaPeyIWIOJYv2FfoebOz85i37yj1vviB1t//THR6GmDadU+vMyVa1Bu+qdQPCbyt11fN3d0cp5VWS1AhBd53Rlxg2dGTZObmYVRV3lu+mjpTvqf7jNnEpWcU6P/Lga1YLLFDu8+O2WH7+StrG9vjw3jtr2UkZ2bfVpxCCHG3PDQzfT7//HPat2+f77natWub7586dYp27dpRr1495s+fb54i3rp16wJTxD/77DPGjh3LqFGj6NKlC/v27ePDDz8kOjqaGTNmmPvl5OTQsWNHkpOT+fbbb/H09GTatGl069aN9evX07Zt27v/woUQQgghhChE/OVk/v5uLQCXI+P57fs1vP3Zo+isTF8Rth2OQKOAVSoYrFQ0BnC5uvTj+RaNcLa14XJKKhWcnRk9bw24WpLraollih6rdAWDUQXLgr8x79ofzugJi7ncSIuqVcjO02PvYYnhUh4KMKhNCGHHL+Ea6ISrjQ01/D3p3qnObb3GjpUr832vXhy+fJmeVavi45B/1tGf+w7z8epNADQ44MsHXduy7NhJAM4nJjP/cCivtWqW75ic4wrkKmTXzsU8Fcknh7xkSzJyc3G+h8WYhShNimq6lRVlKZYH2UOT9KlSpYq5BkBhxo0bh06nY8WKFeb1gg0bNqRKlSpMnTqVyZMnA6atYT/99FNefPFFPv/8cwDatWtHXl4eH374IcOHD6dmzZoAzJw5k2PHjrFz506aN28OQPv27QkJCeH9999nz549d/MlCyGEEEIIUSSdjRUarYJeVcms6cXKiEvsf2Mmv0x5ChcnO5rXrsC6fWdQVLDIMR1jaWFK4mgUhUH1TT+grj56Ot+4eZZ6cLEhz16DdwPvAuedPmszRoOKogdVq4Ki0KiyP8/2q4+fqyNBXi78uGYXP64xzcrvbJnLI5b1bvt19qhalR5VqxbatiXsvPn+/sQo/oo4hKKAenVmk5udbYFjOlSqzq+Hd6PJVDDoVFPiJ0dhSIsG+DlL3REhRNlS7pd3FYder2fFihUMGDAgX4GooKAg2rdvz5IlS8zPrV69muzsbIYOHZpvjKFDh6KqKkuXLjU/t2TJEqpVq2ZO+IBpt5GnnnqKvXv3Eh0dffdelBBCCCGEKHf+mriUAd4v8V6XT0lNTC+yn8Fg5O9Fe5n09SpOnLpUaB8HZ1scLFT0dpaotlYAxMSnsXVPGACPtKnNtHf707h6AH4eTrzcpzn1qvgVGKdDzcp4pRjBqGIdkYL9noskhNhAXScaBfsX6O/iao8mLhn3rYlYphhp4OfLhO6daFEjiCAvFwA2HQs39996ovByC6WhQ9VKABhtDOi985h/4Qh46GlWIYDXWzVjUEjtAscMeaQpz/ZpSuecmrR3rcqjFRuyadAbjOwms/iFEGXPQ5P0ee2117CwsMDR0ZGuXbuyfft2c1t4eDhZWVnUrVtwq8K6desSFhZG9tUCcMeOHQOgTp38U0x9fHxwd3c3t1/rW9SYAMePHy8y3pycHFJTU/PdhBBCCCHEwys67AqzPppPWmI6oVtPsvSHgoXO8wwGPl+/hb4fzeTHmZtZs+EYI0bPIy298FozgZU80MQmmqa2XK2ZdXBHGLFXTLtmNa1Vge+H96erzoWD07ex9NetBcawsrBgeEgI/tOO4L7yHHXaVGfykz1Y8vYzeDjaF+jvFxWH5YGz2Gw7TcsoA3898yje/+nXoXaw+X7bWpUKjV1VVf48dIT3V65h5/nIIt61mxvcsC5znhlE9wZVUQAjKrk2el7t0Jie1atyJiY+Xy2xLH0ev589iLaWJZ++1Jvp7R9nQv1eeNvJLl6iHFDL4E3csXK/vMvJyYm33nqLdu3a4ebmRlhYGF988QXt2rVj5cqVdO3alYQEU9E6V1fXAse7urqiqipJSUn4+PiQkJCATqfDzs6u0L7XxgLTUrCixrzWXpSJEycyYcKEEr9eIYQQQghRtp3cH8Hvk/7Byc2OVz59FGeP4i0J0lpozfdVwNKq4Ef5vw+F8tu+gzheMWAHGI0q2Tl5pKRk4mBvTVx6BpZaLc42prozo/54gz8+Xsjl7FwiNVpiwhPYs/4k0Wdj+eWvVwHYsGQ///xu+sF0xqfLqNO0MsG188/geeTlTlSsHUBqQhqNu4ZgpbMs8nXsWnq9uLP+6KVCd8h6uUtTagV6kZWbh4NOR4cx/8NoVPn06a60qlkRgJUnz/DR2o1oFIVlx0+y8eXn8HMq+fKqxkH+uLvYsmV1GKl5OVR39uR0RDzPrVoMwEttGjOicysARu76l3/OnwQU9sVe5Of2A0p8vofJxZQUXly4jIspKbzVqgUvNGl4v0MS4qFT7pM+9evXp379+ubHrVu3pl+/ftSpU4f333+frl27mtsKu+AU1lbcfiXte6PRo0fz9ttvmx+npqYSUIztJYUQQgghRNmlqioTnvmR1MQMFAU0Wg3vT3+uWMdqdZZ0eaEjoRtDqd44mL5vdMNoNHJw2xksLLWENA8mNScHjaKQ6a3BNtaIoocWTSrj7enIjB37+HLjdrQaha/69aBbzaq4ejvz1vQXABjx8m/EZxswAtFRibT4bQZpuTk8muJtqltz9Vf37KzcQuOr07LaTePPSMvC2saKRl1C2LJgFwBNujcotK+iKLSuYUruDJj4O4npmagqfDpvA6snmOKNTE5GoygYr87EuZKWdltJH4CKjq5s7fMqF9KTqebswYBpf5rb5u49Yk76HIq/dPVtUDkUX/iyOXHdT7v2EZGQiEFVmbxpKwPq1MTFxuZ+hyXEQ6XcJ30K4+zsTK9evfjpp5/IysrCzc0NKHzmTWJiIoqi4Hx1e0c3Nzeys7PJzMzE1ta2QN+GDa9nr93c3IocEwqfWXSNTqdDp9OV+LUJIYQQQoiyS1VVMtKyTUuGFIW05MxiHZcYl8qwbl+QnpqFhaUlg8f0x8bOmu/GLGTVXFPB4yfe6Mzgl1uz/kwYJ4mj7XMhpMwN49Dcfbyy6xwHW1iCBgxGlRk799GtZlXWnQpj6dEThPh5M/DJ5pw6sQiD3ohNM1fOZKRjVFXm6i7Sv001ju87R6cBjanVqKL5tRzca6q306BJpZv+oPnTuIUsm7kFJzd7PvtzGM0faYylzoJW/Zve8rXbWVuhoKAopvvX9K1dkz8PHSEmPYMWQQHU9SlYNLoknHQ21NWZEhIhAT5ExCWColDH7/q4T1dtwOcHTbt9PVOt8ISVuM7OygoVU87QQqvBUqO91SHiPpLdu8qnhzLpA5jX5iqKQuXKlbGxsSE0NLRAv9DQUIKDg7G2Nk2BvVbLJzQ0lKZNr1+krly5Qnx8fL5t4OvUqVPkmJB/y3ghhBBCCFH+aTQahn3+GD99OB97J1ueGdm7WMedORxJemoWAPo8A4d3nqVidV+2rTxi7rNlxSGeHtGVJUOfRFVV9m09zUeHN6EA0efj8avkQ7ifggpUdnflQmIybyz4BxVYfzqcyY90Zf7Kt8nN0TN23yaORIShALZ2Oj757SWOH45kx8aT7Nl2hmZtqvHzt2tZ9Kcp4TTgyWa8NLxrgbgBEmNSWDZzCwBpyRms+GM7b015PF+flIxs0rKy8XNzKpA8+vjJrkxcsBGDUWXkgHbm530dHdj0yvPEZ2Ti42B/06RTSX3UuwPVvT3I0esZ3Ph6jc6XajWlvV9lDKqR6i6ehR6bnavnYmIyQe4uWFo83EmO11s2JS4jg8ikZF5t0QR7ndWtDxJClKqHMumTlJTEihUrqFevnjmZ07t3bxYvXsyUKVNwcHAAIDIykk2bNjFixAjzsd26dcPa2ppZs2blS/rMmjULRVHo27ev+bl+/foxbNgw9uzZY+6r1+uZM2cOTZs2xdfX9x68WiGEEEIIcb/l5eqZ9fVazhy/SK/Hm7H0/Lf5khQnTkSzZOkB/PxcePKJFlha5k8WBNcNwMbZlszkTCwttdRrXgWABq2rsvVq4qdxuxrm/oqi4OnjDAooKKiqyuu9W7NPm4KtpSUvtWzMmdgEc51URVGITU/HwdE00+WjNh0wqCrJ2dmMbNGaS5GJvP/iLFRVZfGcXUz5eQib11zflGTLuhOFJn3ik9I5cSEGnY0luTl6VCO4+zjn67PndCSvz1hKrt7AwBZ1GPtYp3ztFTxd+N9rhdfOsdRoiL6YxLm8OJrVqYBWUzr71FhZWPB08/qFtlVxdi/yuPjUDB77+i9iU9IJ9nbjz7cGY3sPEx3zzx7ls/0bsNAaGdusPX0D7+9sJAedjq96d7+vMQjxsCt20ufkyZN8/fXXREVFUbt2bYYPH46fX/4tGw8fPkz//v2JiLh72yqW1BNPPEFgYCCNGjXC3d2ds2fP8uWXXxITE8OsWbPM/SZMmEDjxo3p1asXo0aNIjs7m3HjxuHu7s4777xj7ufq6sqHH37I2LFjcXV1pUuXLuzbt4/x48fzwgsvULNmTXPf5557jmnTpjFo0CAmTZqEp6cn06dP5/Tp06xfv/5evg1CCCFEkR7Ua7wQD5KV8/aweLapGPLxAxeoERKIp68zAFlZubz73t/k5OgBFUsLLU8+2QKAcxGxnA2LYebafVyq5Uplj0p88ko3KlYz/Xj47peP07RjTSwstbTsln/X2ApVvRn7w9NsWxVKSLNKdOlen643JJpC/LzpXD2YdafCCHJxon9ILXObl709/+vZx/x495bTGAxG8+PzZ2No1CKYNcsOglHFztqSxPg0XN0dzH0uXEpkyNg5ZGXn4dUskOY29gRU9mLQsOtJnZw8PX9sPkiewQDAwp2hvNO3TbETJb8s282MZab6QI+0rs3Y57rka597+ghTD2zD396JHzv0wdc+f80fVVX54+wBQhOv0L9ibZp7VSjWeYuy7uhZYlPSAQi7ksATi/4i3CKBwZXr8UGDDqU6G+m/knOyGLl9NerVVN7o3f/S1rsaLlYFN6ARolBlbcesshTLA6xYSZ+wsDCaNm1KTk4O/v7+rFu3jl9++YU//viDXr16mfvl5ORw4cKFuxbs7ahbty7z5s3jp59+Ij09HVdXV1q1asUff/xB48aNzf2qV6/O5s2bGTlyJAMHDsTCwoIOHTowdepUPDw88o05ZswYHBwcmDZtGlOnTsXb25tRo0YxZsyYfP10Oh0bNmzg/fff54033iAzM5N69eqxatUq2rZte09evxBCCHEzD/I1XogHQeT5eHZtP0PUqctoNApGo2qq63PDFurp6TlkZ+cBoNEoxMSkArBvbwSjR/6NqoLBQgEvK8LjkonLzeXaJuaWVhZ06Fv0jkgtOtWiRadahbZpNRp+GNSb9JxcbK0s0dwkIVG3UQX8K7hz8Xw8zq52tOhQg16DmnA2NIrzZ2O5eC6OiSPn88XM583HbD0QRtbV1xWjGuj8Riea1a1gbg+NuMywrxeTZshFtTS9dncHO3SWxV+MsHbvafP99ftO42OwwtJCw6DHmmKwgA92rsWoqiTlZPHt4Z1MbtUt3/FLzx9j/P61aBSF5eePseWR1/C2dfjvaYqtspepVui1AtOhFxNQbYz8krOXHkHVqe/ud4sRbp9BvZbuMVXdNhpV8oyGu3Y+IcSDoVj/oo4fP56AgADWr1+Pj48PERERPP/88/Tv35/Zs2fz+OOP33qQ+2TUqFGMGjWqWH0bNmxY7Bk4b775Jm+++eYt+3l5eTF79uxijSmEEELcaw/yNV6Isi4xIZ3Xn/+VrKxcMKr4+7kQG51Ej8FNqVDFy9zPw8OB3r3q8c+Kw9jbW9OvnymJs2P7aRTFtDRLq1fR6FVUSwV3Z3vzsekZOSxauh9FURjYtyG2tiXfCKQ4dVZs7XT8+PcrRJ6LxzfAFVs703lysvJQVRVVhUuRps1K9HoDk35dz7YDYQAoClhZWlDJ3y3fmH+tP0h2Th4aFVQVBrSvwzPtG5ZoiVbLuhU5f9l0Xlu9hnlzTbN+LlxI4N0xPdFeTb6oUGgR4QtpSWgw9TGqKjGZaXeU9GlSJYBvhvRm44lw5ocfB60CuRqUDC067d2trOFmbcvbDVrw3eGdKFqVYXWb4Wl9e7uZCSHKj2L9y7Njxw4+++wzfHx8AKhUqRLr16/nueee45lnniEvL49nnnnmrgYqhBBCiNIn13gh7p7zEbGmhA+gaBW6PNmcx55qjqaQpMaIEd147rm22Npamev51G9QgX+WHwLA3tGaRk0r06VlDSoHXK8p88mk5ezdfw4VOH32Mp99VHjtm+LavSuMmTM24epmz3sje+HucT0BYqWzJLi6T77+T77Sni/HLkZV4alX2gOwYc8ZVmw5Zu7Ts01tnujREE/X/MkUHzdHVFS0ioKDTsfI/u2KLHysqiqbr4SRlJNJN/8a2FqYElVvPtqGOpV9yMnTM2PyanKNprkuEeEx2Fpa8W3b3nx9aDsB9k6MqN8y35hGVeXk+QSMBhW00MwjkFqud7YDGEDHusHUqODF3z+bah4pKLTyrUhNF69bHHnn3gxpxZshre76eUT5JLt3lU/FSvrExMQQEBCQ7zmtVsvs2bOxsLDgueeeQ6/XU6tW4VNHhRBCCFE2yTVeiLunek0/vHyciLmcgpXOkuatqhaa8LnGyckm3+O27Wrw5de2REUm0KpNNVxcCtZmOXX2CgZLQFHYe/QCqqredt0Yg97IJx8tJidHz4Xz8fwyYxOjxjySr09MbCq2NlY4OJg2Q+nYM4QmrauCquLgZFvouF1aVKeSf8Hixy/1bo6FRsOVpDSe6tzwpjtdzTyziymhGwBYdP4wf7Z7FjAtCevYuCoAaY+nMuOnjSgKPDq4GQA9K1ajZ8VqhY555PJl1p85B+jQaKF1pSpYlFIhaF9HByZ07MDP+/ZT3cODqV273fogIYS4C4qV9PHz8yMiIoLWrVsXaJs5cyYAL730EkOHDi3d6IQQQghxV8k1Xog7k56SyVdvzCbq7BUeG96dTo81M7fZ2un4afaLHD96kcpVPHH3KPlSm3r1g6hXP6jI9oAgN5JOXgQgR28gKjqJQH/XEp9HVVXWHTtLnt5UrFkFwrJSmLx8Mz3rV6d2gDc/zNjAgqUHsLTUMmn8ABrVrwBg3vHrmo7NqnHgRCS7j56nY9OqNK4VmK89IjaR+NQM6lf0ZVi//LNv/isxKYMJk5cTei4am7oasqoZ2Rcfid5oLJCgeWxwM9q1q4FGq8HD49ZLtJxtbDClxxRUA3jYlW7B46fq1eOpevVKdUwhhCipYqWyGzduzNKlS4tsnzlzJkOGDDF/OBRCCCHEg0Gu8ULcmfnfrmHPmqNcDIvhqzdmkxyfZm47FxbDC49O56O357Lh39B8xyXFp/Hn9+v4Z85OMlKziI6Izbc7VnF1alcDFAWNRsHG2hLXQmYDFccPG3bx9vx/SaikRWOjxaG6C7tz4vlz+2Genb6AS4mpLFx6ADDV7Ll2HyA7I4fPnp/BgGrv8FyPL9i+9RQfvNiVgc1q889f+3lyyP+4GG2qu7Mu9Cx9vpzNczMW8sas5ajqzddvzJm/m6PHL2JIN+K00wIlG9p6Bxc5I8fL26lYCR+Aii4ufNurJ60rBPFS0/r4eVuRmpdVrGNvZV5oKC8sXcLvhw+XynjFpaoqf5/bx4cHl7Ev/vw9PbcoB9QyeBN3rFgzfQYNGsTkyZOJj4/H3b3g1EyAX375BRsbG1asWFGqAQohhBDi7pFrvBB3xqA3mCoVY9qVy3hD4ubvWTtITszAaFT5dfpGHhnUGBtbUy2a0c/+TFR4LEajys8Tl5PmaoutgzXffPcMVYJNdWXiLyWx8Ps1WNtaMeit7tj9Z0YNwCNd66GqEHEhjl5dQrC/WmDZaFSZvWAXB45eoHObmvTpGkJaciZ5uXm4ejoVGGfHWdPufFmeFlz2VhjapCZntx3AqKrk6PXEpaXj4eFAfEI6OXYQbpHOyoOn6NmgOit/38b2lYdAhcwDEXw6ZgGeM1/gt99NW9THxKYy849tOFZ2YWf4BTACCmw/fZ7UrBycbK2LfH81yo33Fb5o0oduwaW33LRn9Wo0DPLiyR3fsehANq5W9vzV8k1cdfa3PrgIBy5dYvT6dQBsPHeOii7OtA6qUGjfSympJGRkUsvH66a7pxXXPxeP8vGRlWhQWB51hHVdhuNlI8WchXiYFSvp069fP/r163fLft9//z3ff//9HQclhBBCiHtDrvFC3J7EuDSyM3MZ+HoXzhw+T9TZGB4f0R1Xr+sJFScXU40bRQFrG0ssrhZoNhiMRIbFcG2SS7aiwWivI11VmTBxOXNmvgTA+Ce+J+LYRVBVYqISGDnjxQJxZGXnsmbLCY6fuUxCciYT3uuNpYWWzbtO8+vcHaAoHDkRTU50Er+PW4TBYGToB3149I0u+cbpUbcaR6OuANClVhUSt14AvREsNThlQ01/L76eOJj/zd/O0qgwzqQkMerPVbg72BacraNCdlYuVlZacnMNqCpsO3aelPPnMBpVNNZgtIYgDxccrG++29hTjzUn8mIiUZeSePbxFnSrWrv4f0jFtCv+DGn6bAASc9M5kBhBZ5+6tz1ebEZ6/sfpGYX223g6nNfn/YNRVelRqxpfDexx2+e85kJ6omk3Mky7kV3JSpWkjxAPubu7b6AQQgghhBDlzLZVR5k0/E+MRpVHX27PF8vfLbTfsy+3Iyc7j/jYVAYPaWXelUur1dCqRwjbVh4BBfT217dMN96QQIkOjzXPHIo6c7nQc6zbepLjZy6jAutPhLN22HfUr+KHZ7oGq8Rc0ECegyVrZ28zLx/76+tVBZI+z7RsQB1/b1Kzc2gZHMRbc7/D92wselstTkYtllot/r4utOtYg6WzwsxxRsYn0+vZ1hzZcYaD206R62hHu+4h1KtXgU/HD2Du/N14ejqy4ORpMCooCtTz86Z9s6r0blgDjebms1ucnWyZ8vGgm/a5U7Wc/NGgXN1JTEtVR9/bGkdVVaKSUmjs40dTf3/2XLxIfR8fulWpUmj/xYePmxNm/x4/zce9O2Kvu3kS7Fb6BdZj/vn9JORk0NyjErWcfW59kBA3kB2zyh9J+gghhBBCCFECS37bhvHq1uCLf93K0He7F9rPzt6aEWN6F3j+1KlLbD4aidHDHhd3ewJVlQuRiVj4OfHe8OtjPf5OT36dsAiNVsOjwwufBeJ0dcmX0RIM1hpQ4eDpaGxjc9EBqhH87O2oGujJ5bAYUBR8K3gUOlb9oOvJjoEvtGXqe3+jSdUzaERH8/PNqwZRw8+Tk9GxBLo707luFWzsrPlo1itcjk7E1d0RO3tT4qJxw4o0blgRgOxZFvyz8wQWWg2vPdKSJjXyF3e+l7aEn2PB0WPU8vLipWaNqOroy8/NXuZAQgTNPaoSZFf4UtdbeW/pav45dgobSwt+e3IA1bw9sLGwKHI3tdo+Xqw/FY5GUfB3dsTWyqrQfiXhb+fC+i7Dic/JwNfG6bZ3chNClB+S9BFCCCGEEKIEKtXw4dThSBQFAip5lvj4PbvDMapgtLIgMTWb9Pg0NDl6rC6mUKva9cTLo8O703Fwc06fuERcXBrxsam4e+ZfqtOueVVeeqo1m/ad4UhCvOlJBRRMy8o0ikKLpsE8/0JbPP1cyMzIYdCwzgAsOXKcf0JP0SQogJdbNc6XIGj/SH1Cmgejz9Pj6etift5WZ8nc4Y9zJTkNTyd7LLVaMtKzGf70DKIi4vD2d+G7P1/B0Tn/9u0fPduFId0a42Rng4tDwdpE98rl1DReXrQMo1Flzekwlp45ga+LA2PbtGdI5Xa3PW5cegb/HDsFmHZRm3cwlEl9ut70mBdbNcbN3paY1HQGNahTKjV9AHRaS/xsnUtlLCHEg0+SPkIIIYQQQpTAi6N74+HjTHpqNn2fvfmW49eoqsqK/63j2I7TVGhZHaNGRdUoqCim2j4qZGXlos/TY6W7/hH9zOkYJoxcAMDcX7fx25I3zcWgc/V6tBoNTw9oyhN9G9N66NekuyhYZhhpUtUf9Cqenk4Mfb4ttvbWDPmgj3nck1diGbVsLQA7IiIJdHWiR61q+WJ2LWQXrKycPHSWFvi5Xq9ddGDHWaIi4lAVuBSbytuvz+aTLwbj43M9WaQoChW8i7+V/PnUJPZciaKJlz8VnUq+BX1REjOzMBivr18JT0gkPC2Rd9euZvFjT9z2uI7WOpxtrEnNzkFVVSq5u9zyGK1Gw6AGdW77nEKUOlWFW+yod0+VpVgeYJL0EUIIIYQQogR01pY89kqHEh2zY+k+vn/jVxSNgrpwN7QxFQpWFNB42qNcSuGZ4V2xtc+/k9XRg+fRaBSMRpWkxAwuRSVSuZo3szcd4Jvl27C3tmLay/3wcLYnzV+L0ahisNUS0rU6T7drWGQ8SZnXtyZXgMSMW29VPmXuJuZtPIynsz3/e3cggV6mxIZvoBsooOosUBWFC+FxPPPu/1j023AcrYremasokWnJdFv6G9kGPZYaLav7DqVyKSV+anh50LNGVVaePINWq5CnNYIKqbk5dzSuzsKCOc8MYu6BowS6OPNUk3qlEq8QQtwpTUkP2Lp1K+np6YW2paens3Xr1jsOSgghhBD3nlzjhbh7rpyPMyVGjCqqwYilpRZFMc2A6T6wCcuPfV5oIqlFu+qgqiiJqdhnZ6NVjegNRr79ZxtGVSUtO4cZa/cQn5ZhKq58dUlXmj73pvE0qRBA52qVAajp48kjdasX2Tc5M5u/dxxm3sbDAMSnZjB3wyFze3ANXyZ89xQanalQNSpkp+eyLupMCd8lk90XI1Gi9FgmQ57RwBtblxTcIew2aRSFb/r05MDwV5k+4BEcbaxxtrbmo7bt73jsKp7ujOvegSHNGoAKBy5EE5WYfOdBF0JVVWIz08kx6O/K+EKI8qPEM33at2/Prl27aNKkSYG206dP0759ewwGQ6kEJ4QQQoh7R67xQhRf6IUrRCem0LpGReysb12At1HXesz8cC6GXD029ja8934vlqw4hJenE0OfbY3WQlvocXXqB9Gitg+7Vl4hOyOTT575kV/2fIyTrQ3JV2fneDjaUdPPkw41KrHxZAReTvb0a3Tzrc0tNBp+eOwRcg0GrLTXz52Vncf+0Av4e7tQMcCNjJxcBnw3hytJaegw/WKsqiruTnYAxF5K5ofxS8hMz6HjY/VYM/cgqkYhNcCaf7acpmdATaytiv+VQ1VVVv12GLcw02/TCfWNnLSKISYrHW/bgsvNSiIlK5sZW/eSZzDwQuvGdKhUiUMvv3ZHYxZGVVVenbuMbWHn0SgK0x9/hHZVK5Xq+G9sWc6K86dws7ZlXrcnCHZ2K7XxxcNLUcvW7l1lKZYHWYmTPjfLsufl5aHRlHjykBBCCCHKALnGC1E8a4+c4Z3ZKwGo5uvBvLefQHuLvx8n9keg2jugUVVyFQUlNYuvpjyer8+q3zaxb/URmvdqQOen25ifT41PA1XFaITY6CQApr/Sjxlr9uDmYMubvVqi1Wj47ulHSMrIwtHGGgtt8f6+3pjw0esNvDzmLyLCY7GOzcLNwYZezzXnSkoaaEDvBJXsXGhTuyKVgz24mJzCL58s48C2M6gqXI5K5PJAJ5QoPRq9wqEjF5liu4lxgzsXKxaAlLQszobFAqCiYhsHjrXtcNXZ3uLIW/tw6Vo2nopAAUKjY5j74uA7HrMwSZlZbAs7D5j+XV1+9FSpJn3CUxJZcd5UNDo5J4u5Zw4ztknHWxwlhHhYFSvpk5qaSnJysvnxlStXiIyMzNcnKyuL2bNn4+3tXaoBCiGEEOLukWu8EPmdO3WZnWtDsXKxxb+aD00aVkT7nwTKluMRaBQFo6py+lIccSkZeLvcfBbKoaREFEVB1SimLbore+VrP7LlBF+//DOKAtuX7MU32JtazasCMHhEdz5+5jy5OXk8PbI3iqJQw9+Tr5/Pvx28oii42pcsOZKcmskn/1tNdEwKfdrVITwyHl1iNpocA8k56cz/dhOu3d1JzMzGaAXvP9WeSRu38r95B7HQaGhhsELFlNzIzsqlhmdFzpy/wrV9qE5Hx5UoHkd7G4IreBB2Pg4Fheb1K/B+507m5JSqqiRnZ+NsbZ1vtzG90cDXJ9ZzMDGK/oH1GVShYD2jc/FJGA1GdMkQFnuFjfvP0KFR1RLFV6zXYG2Nv7Mj0SlpqKpKiF/p/tvpbmOLTqslz2jEoKoEODiX6vhCiPKlWEmfr7/+mo8//hgwXUz69etXaD9VVfnggw9KLzohhBBC3FVyjRfiuvgrKYzo/x05OXmgQk6AM50fqc/od3oyb/l+1m4+TsOQIJrXCmL5/pMAVPZyxd3R7qbj5ukNLAyPwKqFD7rYTKq0CKZCDd98feKiEoDrm9XERSVAc9P9hu1rMu/UVNbvO8P24+dR1x/i0Y718iU9/isxLpXPX/uD6PNxPPlGZ3o9XfguY78t2c3uI+cxGlV+mLsFTzd7UmIyze0aRWH+a0+yLew8NXw8sbDUcDrGtDW8UVVxbRdI7tkUMtNzeGNCP2q2C+atlGUcO3UFRYEn2za46XvzXxqNwg+fDGbz7jN4uTvSOCTI3JaRm8vTfy0k9EoMdX28+OPxQdhaWQKwLOoIs8J3AXA06SL1XP2p4mhKrO2MO8Ok48vJ87ZEFwYWGQBGRv+4kjXfBOBcylvIW2g1/PncYyw7cgJfZ0d61q5264NKwFlnw5wug5l75jBVnT14ulr9Uh1fPMSu7iRYZpSlWB5gxUr6dOnSBXt7e1RV5f333+eNN94gMDAwXx+dTkedOnVo27btXQlUCCGEEKVPrvFCXBd5Noac7DzA9F1Dk5XHlu1neKR3fX74dRMAZyJiGVehJ7NeH8TFhBTa1658y6VUFloNbg62JPor5Pk7UKVxwaU+Lfo0okqDipw9eI7qTYJp2jP/F/njMXGMn7MWxaiwYf9ZvFwdaNcguMhz/vjlCo4fPAdGmDZ+Ca16hODsZl+gn95gNN9XgW/GDmLztpPsWHoEfY6el0Z0xcfVkUebmHYbS8/JxcXWhuTMLIyqSsf6VemyqWe+Mf989XEuxCZhbWWJl3PBc96KvZ2OXh3zb2Uel5XOL4f3cTT2CgoKRy/HsCEsnN41TQWo0/KyUbj+HTFdf303rnFHF5KUm4HGXsE7wJukk3kYjSpGo0pO3t0phOzlaM9LrQvWRystjb38aezlf9fGF0KUH8VK+jRv3pzmzU0/NWRkZPDiiy/i6+t7i6OEEEIIUdbJNV6I66rXD8Qn0I3LkQmgUTA46GjeoAJZWXn5+qWlZ9O5Uk0aVirel25FUfjptQHM2rAfVwdbXuneLF/7pvXHWfvvUZq80IXP+tTHyd0h3yye3w7v59tft2CBgsFCRZOnEJOYVuT54jIyWBlxFserGRCNouRbonb+YgLf/7uDK2kZPNaiLjUvxBIdm8KLA1sQ5OdKp1Y1OLk/krw8A+4+zvnGttdZsfCFx1l94ixVPd1pE1yh0BiCPF2K9d4UR1R6Mj1X/UJ6Xi74gPayNRgVfByuL6nrH1SfDZdPcTTpIn0D6xHicv3PRoNiXm7m18AalxRHImOSGNKzCV6ud1Yc+kGTmpPDL0f2AyrPhzTCSWd9v0MSQtxlJS7k/NFHH92NOIQQQghxn8k1XjwsMjNyuHgujsDKnljbXN95KykhnY9+eY6k2DQuJaVhYW1Fu9bVSEvNQpttwKDToMkzkhGbXui4qqpyfF8EOmtLqtTNP2Mu2Ned3r4BfD9mIW9+t4PRPzxD5Zp+XIxM4PMJS0GF/Xsj8PJxplvPEDacDGfapl0EuDix6UIYVpmmtIXGqODubEfXptVZu+UEW3efpUn9CjzSJcR8rsjUZGIa26JJzEWXZKDh4/VwcDbV+vntt63M+WMHqgKpgZZ8Eh3HlomvYquzNB//5ZR/ORYaBcCnE5Ywa84r+V6Lv7MTL7RohMFo5Lt5W9h/MoqeLWvyWOfiL+UyGlW+nLeJdXvP0Kx2EOOe7YJFETuYbb4Ubkr4AGghpJInT1SrT6MAPwCycvKw0VrxR+vnCj3+s3qP8cWJf7C10DG2Th8qdPAodpzlzYgNK9kUeQ6A0LgYfus54D5HJMoSxWi6lRVlKZYHWYmTPgDnz59n/vz5XLhwgaysrHxtiqIwc+bMUglOCCGEEPeWXONFeZcYm8obA38gMS4NL38Xvl/4Bg5ONvz500b+mLYBFBg+vh+depiSKFZWFuRk52GZpscyzVRzJisjt9Cxp49ZwIrZ2wB4cVw/+r/cIV/7V+//TWpiBopG4X8fL2XK36+RmpplXpOkKArJSRlk5uYxYt4K8gxGTl+JR7EzdVBRUVAY82wnLl1O5pOvV6IosGXXGSwcLDhrl0iAvTM9AqtTK9CH0D4aHKyseHmQafcsg8HIX3/u5Opg2MTrSXPUYjBe/2a1Nfw8xy9ewWg0nTM7q/DXCrB29ynmrDoAwKnzsWhtLZi3PxRHGx0TBnbG39WpyGP3noxk3obDAPy76yTNa1Wge7Mahfat7+6HVlEwqCo6jZavuvUk0N40k+j3FXuZvmA7ttZWfP1OP0Kq+hU4vrFbJea3fqvIWB4mJxPiMF4tHHUqoWRFtoUQD6YSJ31WrlxJ//79MRgMeHp6otPp8rXfrKCcEEIIIcouucaLh8HuzadIjDMtjYq5mMThXWG07laHxb/vMHVQYc63a5j23lxQ4N2vn6Jt7/oMeqIZi/7eg3+AG/0eLbxWy/oFe833183fXSDpY2GpRVFMS40srUyzWqrX9KNjl1psWHucChXd6d6rHgajEf0NiZiadl6ccryMNgcCtHa0CqnE1t1nTeFeTRh9snUtsX45GFFJzc1h0cDHOZUQT6CjE07WpiU8Go2Cl5cTMTEpGI0qio0F7/Vvh4ON6e96jl7PsMX/oFQG93TQaSwY/k73It/LjOz8y96+XLOd9JwcFBQmLdvMD0P7FHmsRpP/35Ob/ftS29WbH5r35+u9O3BV7NDnqGBv2mL+x4U7UFXIzM5l9j97+eqdwovRC5OX6zXmo+0bAXip3t2rOXSnzmdEsPrKv7hYutDHbwDWWlmGJsTtKnHSZ8yYMbRs2ZK///4bT0/PuxGTEEIIIe4DucaLh0Glat6gmOrcAAQGm/5fr1TVm+OHLqCqkBGbij7PAMDEt/5g5+ELvP/BI7zwascCyYob1W5amf2bT4AK1eoH8fvEZdg52tD7hfZY6SwZ/f0z/PjRYpKTM7FydSA6MgG/QDdGjevL8JE9mX30MBN2baFftRq81bwpvx44hK+LE18/0Yvo84nEJabTrnlVFEWhWYOK1KnuS+ipSwQFurHTM8ZUfBqFowmXGVK9EXU8828LrygKU6YMZsGCPTg62jD48ebY3LC8Lc9gJFevR3XVcqmDLX1qVadZiypFvt4eLWqwaf9ZDp2+SOOq/uxOj0FVQVFMCaSbaVw9gCHdG7Nm72la1K5Ap0ZV2RgVzrtbV2Gp0fBD+0do7H29Ls+v2w8TcSmVCFIZ8c8qlg15Eq1Wg7ODDcmpplmJng9gfZ7UvDj0xlxcdQVnKN0Nz9ZpQKcKwaio+DsUPRPrfjKoBr45M5Usw/Vd5B4LfBIAo2pARUWr3NaCFXErsntXuVTivy1nz55l8eLF8mFQCCGEKGfkGi8eBtVDAvn056Ec3hlOk3bVCQo2JUbGffskS+fsxFJnyZ5/DnL6cCRGVUXVatmw7jg9etcnpF7QTcceM+M51s/fg5WNFct+Wse54xdRVbgSGc9rk5+gduNK+IUEEbH+OLt3nCUqKpFfFr0BwMJTJ5i8fRsaYNnxE1RYnEbXJlUY/8HjaDQa/Fzyf0HX6SyZNvEJ0tKzsbPV8fyWBWy5FIFGURhQqU4h0Zn4+rnw1vBuhbbZ66z4sHM7pm7egY+jPcNaNr3p67W1tqKWkwsnLoZz9GI4zTpWYo8mFjudFW93b8Xp/eG4eDriGViwho6iKLw+oDUv9m3OuZQk8lQDH+xYS0J2Jgrw0a71/NtviLl/clY2qqqiAklXl54qisJ37w1g9oq9uDjY8PLAwrelL6uOJq9n5aWvAGjp/jhtPJ++J+f1c3AsUf+ozBiiMq9Qz7kqtha33t4+LCkBFAh2drut+PRGPZmGDAAUFJLzkgA4l7adtZc/BYx09B5NsGP72xpfiIdNiZM+QUFBpKcXXrxOCCGEEA8uucaLh0XDllVp2LJqvuccnGx5+rVOAHTsUZdJI/7iWGgkBmc7U7vDrb/sWtvq6DWkDQDfvjXbXBcn7GiUuU+u915ajDzDlSNuXNx0vXDxxdQUNIpiqreiVTDYKOzZdoYL4XFUrJJ/xs41iqLgeDWume0GcTTxMt42DvjYFf6l/lDcJd7ctoxcg4HJLXrQzq/g1vHPNKrPM41M28VfyLhCWFo0le19zcuvQg+eJzoygRbta2DjoGPFhlDzsaG7zhPTQQNk88XzPxC17hQarYaPl76PZ9NK/Lh1N3ZWVrzZoQUutjak5ebwyLI/iEhJwlVng7WiRYMCCthaWuWLa0zHtry1fCUGo0pIBS8+3r2Rl+o0pkqgB58Ou75lfI4hlxOp5/C18cDL2rXwP6gyYn/CMvP9vQlL7lnSpzBJORkk5WZS0d4931K7Y8lhjD76A0aM+Nl48kPDkVhpLIscZ/rhPUzZtxWAMU3b8WLdxiWORafV8YhvP5ZfWoKt1pZu3qY/311xMzCoOQDsjPtJkj5CFFOJkz4ffPABU6dOpXv37tja2t6NmIQQQghxH8g1XpR32xbtZsn3/1KpbhAvTXkaK2tTYmHt4gOsWrCX6iGBPPd2VyLjUhn4bjdqH4ki9EgUnbvVoVLlks2A6/Niexb/uB5FUXjk+XaoqsrOs5vw6Waq++NZJ5m2zduY+z9epy5LTpwgLjMT+wu5WKeqaC00jH97LhUqe/Lux/1wcCw68aTVaKjvXvQSoZxcPR/tXcvF9FRAZcxvy3E9AK6udnwyvj+BAflnZSy5uJXpYUtMsQV24rlKPdmy9hifj14AwF+/bcX37erEuObgmGI6JtXNlOTSZOmJWncKAKPRyJdT/yauf1ViEtJBUUjOyubrQT3ZFn2eiBTTLI7EnCy06Roqu7vi5WbPpy0654unTaUKHHxrGO9uWcXisBMol2DXpShW9X/W3CfPqOftw98QkRGNhaJlSsib1HCsUOR7cq/lGPKw0liYkype1pWIzYkAFDytK963uPbFn+eV3b+TazTQw68OkxsONLftTgjl2hqb6KxYojKvUNk+oMixZh0/cMP9g7eV9AHo5duXzl7dsdBYoFVMyVFbC1dS8qKv3ne5rXHFzSmq6VZWlKVYHmQlTvrs3buX2NhYgoODad++PW5u+S8QiqLw7bffllqAQgghhLg35BovyrOEy0l8OvhrjAYjx7adIkFr5Lmxg1BS9Xz94SIATh2J4nxsMjvCLgHwSLcQvvr+9mZfvPjxILo+1QobOx2e/m58PWczO8+totOj1/uEtPQ23w9ydmbbCy+SnJnJjn+OccY+mk2rQrlyMYnYS8nM+3UbLwzvAkBScgbHTkRTrYo3nh5FL9XJzM7ly4Vb2LTnDNlXssjuqEWxA/QKlttzSDdCZlYus37fzrgx+Ysu/3NpR777z1XqycHd4Wg0CkajSszFZHaFHiKviYZsTwVQqBsSRFJMJN7VE1C9tSixBjBCmIueRKsk7NItUHVwKTkVMC3/0Sim8VBA0StU0rkxo3vfQl+PoiiEpSRiRAUVIlIS87VHZl4hIsOUFDCqRrbHHbrvSR+jamRu5BpWRO8kJjuDQFs/vmnwCs5WdnTxGYarzo9cYzaNXYsuen23Lbiwn7yrhcP/jQ5lVO3uuOhMM9zqOldlSfQmAFwsHfG1uXnys667NxsjI1BRCfHwvmnfW9Fp828m0NHnA3bH/YyKkWbuL9zR2EI8TEqc9Pnhhx/M9+fOnVugXT4QCiGEEA8mucaL8iw7IxujwfTF1ojKqj3HWfJNFl916piv34ED58DJ9GVz847TvDusS4nOk5mTy7nYRCp5uRFUzRcAVVVZsvEIeUZPosI8CQiOxcFQDW9Ns3zHWmm1eDo40O+J5iQnprPx3+tLpwx6U+wJiek898qvpKRmYWNjyS/ThuLnW3DWQ0RcIs9/P5+UuCxUVHDXoN2XR3AXV2ycrci2jCc3R49RVdFr8v+cPmvfQU4csCfPJhfXoBSqO5hqGTVrW43Vyw8CkOOukOeggAYyAhUGVw1hQsuOTD66mK3Jl1G/8YR/M0iydCKhiRdoQNWANhdeb98cgKou7vzRbSBvrlpJSmo2Gr1Co4CbFzR+qW5j3tj4DwZVZVi9/DWHfKzdcbSwI02fgRGVGo53NntGVVW2xpwlJS+Lzj41sLGwuvVB/7Epdj9/XViFqoK1Fs5nXGbV5X08HtQOS42O5u6P3nqQu6yKgyerUNEoCq5WdthbXt8pq4lbLSaHvMX5jEs0d6uLzX8SMf/1bYde/H78EBpF4ema9Uo1TgdLTzr7jinVMYV4GJQ46WO8YftIIYQQQpQfco0X5ZlvZW8GvtObRV+vIM/VmvSG3hj1Bi5qsuncvyFrFx9AtdSQq7teZ6dJg5IlDRLSMnn0mz+JTUnH18WB+SOewsnWmn+3HCcnWw8aLev+bo5djgHtpVz+8fid/81+EcdClm05u9rz2sge/DljC/4V3Hl0aCsAQo9dJOXqblVZWXnsP3i+0KTP5NVbSEzLQoOKaZN4yPDWMqNGVxrUDeSV2AUcXRuBwRq2eMSajzty6TKfbtgMgJLiSJcKtRlby1RTpVGrKnwz+0WWHjzCjNyjaLQa7C2sWNDzKaq6mGrBNPQKZEvybvCwQH3WiZxL3pANlskKlkYN7va2nAqPoUmQPzpLC1r5VWDjk8+z/PhJPOzt6Fat6N3CAHpWrEazJwLINRrwscu/W5ethTXf1n+HrfGHqGjnS2PXmsX8kyvczLAdfH1iPQDL3A8zs+WztziioOTcNNO7f7VMjqKouFjZ31Fcpe25Kq2wtbDiclYKg4IaYanRciA+ipUXj1PP1Y9HAutQ26lyscays7Ti1Xo3LwAuyjBVNd3KirIUywNM9roTQgghhBDlnqIovPzFM/T9sB+9v/kdY04uFhoNDSv4k9fTkX+3nUTVarEwKjSqV4EOHWrRoVW1Ep1j68lzxKaYiqFfSkpjx+nz9KhfnajLyVgYFQxGFW2uAU1sHgDxcWkcOXiB1u2qFzreI481pWmLYDQaBRc3e3Ly9Ng622ClsyA3R49Wq1C7ZuEzYzSKgsEWlDzAoJLjAj6+TjSoGwhAsruBy+20qICFIR1VVcnMy+Ptdasw2qpgBE02eOPDzmNR5Obo+eSP9RhVlY+HdGGqayBnUxIYWLk2wU7u5vN2827M5ax4jqecp7tvU5q3rMvZuHgWbD7KpthwEpMymL5yJykZ2bzbvy0AzjbW5uLRxeFmU3TNMW8bNx4N6FTssa5RVZULycm429lhb2Wa0bMt5qy5fU/8OQyqEa2iKdG4nbybsiFmLxcyL+No4cRA/9Z08W5Q4vjyjAaSsrPwsLHLV2i5NGgVDU9Wuj7r7FJmCs9s/R0DKnPC92GjtaSzX+H/jwpR1qSlpfHJJ59w+PBhDh06RHx8PB999BHjx4+/5bGzZs1i6NChhbZdvnwZb+/8SxbXr1/P2LFjOXLkCLa2tvTq1YspU6aUuV1Qbzvps2bNGjZv3kx8fDxjx44lMDCQffv2UaFCBTw8Cm7LKIQQQogHg1zjRXnmamtDzyx3juw7R6uutZk7chEHNp/E2kKDTS1/KtYOYPQ7PXFyKn4xc73eQOjpSzhZWl2f1aFCUmQq1Ide7WuxfMNRklOzqBPsS0TcBQC0Wg0Vb1IgetH0dfzykane0NDPB/HH6QiuJKbhX82ZIU1q0bh+RSpXKvz41zo053hiLKk22WisNAR62PNVzx7m9lfqN+VgzGVyDQaGN2qBoihsOh/BuauFldGAv6sjs5bvwWgAK73GvMTsm0XbWTWp8JoqWo2WFyr3Yv35cL7Ysg0vuwtMbd+Njwd3ocnu77j2u33ElYRiv793m6qqvLp0OevDwrGzsmLu4Eep6eVJZ58a7E8w/Vm19apa4oQPgJOlPdMajiJP1d9016ubuZyRSv9/53A5I402vhX5tdNALDQlj6W4ojKSyFNNf9YKCmFp8XS+xTFClBUJCQnMmDGDkJAQ+vbtyy+//FLiMX777TeqV8+f6PxvncMtW7bQvXt3evbsybJly4iNjWXkyJF07NiR/fv3o9PdfCnkvVTipE9mZiZ9+vRhw4YN5izzq6++SmBgIFOnTiUgIICpU6eWeqBCCCGEuLvkGi/KE4PBiD7PgM46/xftDSuOsHPNCQDWzN2HkphqytEYVZpX9+XtKYNLdB5VVXl34hL2Hb2ARlF4aVBj/lq5F4skPb8e2ECAsyNt2lZnyfSXSEzJxNvdgdAjURw5eJ4mLYLxDyh6W/FFP6wz3/9z4U6u+JmK616MT8G7ohtVKhe+lTvApG1biY/LQJsFBgz4OdqjU68vXWsXWJGDQ14jx6A3z5zxd3QCzDkrGjv7sN6YDqjoDUa0ioKKSraDkTbf/UyTQH8+79UZK4v8XylyDQZeX/sP2QY9Z5MSmLJnG1M7dOepDg34Y+NBLLQanmhb9MyeXIOBMVvXsedyFI9Vr8trDe7ucqELycmsDwsHIDsvj3lHQ5nQuSNPVW5GdSdvUvKyaO1182VnN6MoClbK7SV8ABaFHSMmwzSDbOulcxyOu0QjL//bHu9W6rv6E+Liy5GkS7jobOgdUPuunUuULeVh966goCCSkpJQFIX4+PjbSvrUrl2bRo0a3bTPe++9R9WqVVm4cCEWV/8NrFixIi1btuTXX3/l1VdfLXnwd0mJkz5jxoxh//79LFq0iM6dO+PoeH3HgC5duvD999+XaoBCCCGEuDfkGi/Ki7MnL/HBy7NIT83mqVfb8+TL7c1t/y0RYe9sS1ZiGkajimMtd7rOnU18ViYftmxLv2q3rgmTlJLJvqOm2SAqEBF6GZsLuQBoNArh4TG0aVsdnZUFPld32qpbL5C69QJvOXaFmr6kbEtDBSr6uHKJHDRXEy+7rkSijbSgTUCFQpf7nIiJRZOjcq2YzJ6wKAZ8M4e/33ic6r6m2UH2VlbYc704sfZKHoPtqhDvrKd7zep4KXasOnSKHC8DNqoFHe2DSc/LZWNiJKTC8mOnaODvg4/nKhaGhRHo6MPbDcaiosWgXq8Rdm1nqHf6tWVwm3rYWVvhbJe/jlHopSt8u3EnWmuVygHuLDh9DIAv9m7D0caSE2lXaOjuz4CKdW65vCkyIZldYReoH+RHVW/3m/YFzEu6svLyMKgqld2uJ+IauVe45fEllaFP5+/ImSTkxtHduz91nG++3CvAwRkjKhoUFAW8bB1u2v9OWWktmNtuKOfTE/C1dcL2NgpYC3G/lPbyx8JER0ezb98+Jk6caE74ALRo0YKqVauyZMmSBzvps2DBAj755BP69euHwWDI1xYYGEhkZGSpBSeEEEKIe0eu8aK8WPDrNtLTslFVlT9+3MiAp1tibWv64tqxVwiH953j6P5zdO5dj669Qlg3fw++FT1Y7hzH2fAEjKrK+xvX0Cu4GpZaLbv2R7Bl1xnq1fanW/v8sx4cHWzw8XDkSnwqqqrStEllsmMzOX36MlY6C1q3vb5EIDTyCh/NX4uiKHz8aGdqBdx8S+vRP7/Ikp82oNEq9Hu1E3vPXOTfvSdZGXuWGZcPMuPyQV6u05gPmrYzH6M3Ghmx/F9Ss3Kw1IFF1vXx9AYje8KizEmfGx09dIF3Xv8DVLC2saTF3x34OWYVzh1iyMyyIjnFHpeadjzt3YiNv13/tyA19zxTtmWTnFMFFQ1GdQ6jGz/PpHZdmbhrC1529rzTpKW5v5+bU4Fzq6rKsLnLibdJArtsNoZZAFZU9owj20LLysiZHE72Zl74YZytrOnkX7XI9+xKShoDvptDZm4eFhoN819/gmo+N1+Wam9lxV+DH2Xe0VAqu7nyVP16N+1/p1ZdXsSR5P2oGPn13LdMqvs/dFrrIvs/UrEGidmZHIm/TL/KtQhwKPgeljYLjYZgx5u/bwajkVVRp8g1GOgZVAOdVsrFirsjNTU132OdTndXl0/16tWLuLg4nJycaNeuHR9//DG1a1//t//YMVNSum7dugWOrVu3Ljt27Lhrsd2OEv/NjIuLo1atWoW2aTQasrKyCm0TQgghRNkm13hRXrh6mGZCKIqCrb0OC8vry5qsrCwYPXFgvv5DRvVGVVXmTvsbp1N6sjwVFC9LFEXhfFQCIz9bhKIorNwQiouTHU1v2NXLQqvhp88eZ83WE3h7ONGheVUa1g/kuU/nkmTU8+G8dfz29qNYWVrw4d9rOBeXiILCuPnrWPTO0zd9HQ4udjwz+hHz4/YNq3A4IYZM5fosmoVnjudL+uw8H8mq02cBhTw7lc61gtl2JII8vRFFgboVfAo914nQi+ZlXdlZefxzZi9rsw+i0YC9XQ7Z2VZcykilrq83w1o1ZeHhYzQO9KddNWcmnjItO1NQOZtsmuU0oFotBlQr/N+TwqRm56AG5KAAWhs9rhYGorEHPSTobWjtFsnGuIpEpCXedJzQqCtk5poKZeuNRvafi75l0gegppcnEzp3LHa8dyLHmGO+b1ANGLn5zomKojC05s2XmtwPnx1cz6wz+wHYGH2WH1r3v88RiTumXr2VFVdjCQgIyPd0cQszl5S3tzdjxoyhWbNmODo6EhoayqRJk2jWrBk7duwgJCQEMNUNAnB1Lbg819XV1dxeVpQ46ePn50doaCjt27cv0Hb06FEqVizZ1pZCCCGEKBvkGi/Ki2df74iqqsTHpvLokNb5kj5FWbU2lPNLL+CWqUcBajb3RqsoXI5JubqLsenbR9SlpHxJHwB3F3ue7NPE/HjD4TDSNUYs0o3Ero+iz/qvUI0qiXWtwQpUVKKjk5gyeQWvv9EZW9v8v1irqsqGmLmEpmwl2L4+PXxfQKuYXkPTSgFoju/G4GCKp6Vf/mVizjY3zBhRFJpUC+CfmDNos0HVKWyPjaR+oG+B19+8dVX+nLWd7Ow8vLydCAr0gDPX220srHi5VlMURWF4uxYMb9fCHGsr311sv2RAo8AzNUpe8ldRFMb1aM/Y0GWoFno0CtTzc2RL7PVf923Q42ljT++gmy+5qx/ki5OtNSmZ2VhbWtCiyq2X0d1rXb37EpkRQVJeAr18B2GjLX7R8LJk6+UI8/3tV87dx0hEeRcVFZVvyfndmuXTrVs3unXrZn7cpk0bevbsSZ06dRg3bhzLli3L17+opWT3YolZSZQ46dO/f38+++wzWrdubZ7OpCgKFy5c4Ouvvy5yizMhhBBClG1yjRflhY2tjldH9izRMcdPRKPJuz7j4sSuC1y5nEyDOgHUqOLNybNX8PZ0xMfOmi8/XYaDnxMD+jbGzcWuwFhV/T1RVRXbWD0YVYxXE0YOETnk1bQnMzMXq/OZrDt6DBcXO158KX+i9XzGcbbELQBgb+JqAu1qEOLcBoAWwUH83fcx/j51lOo+njxbuz4bT4QTmZBMz5BqGCyM1KjsyoVLSVTPcyXEwwvVAvT2oFFMS3IKE1TRg9/mDeNceCw16/hjY2vJ6awodsafpLl7DV5u1wOrQpbvKIrCH13f5nhCDB42dnjblbzejN6Yh6f/OSZ6+nMhxR0rrQNPVmjMqO0TOJihUM8ultCjwfzz0vO42xZ8v2/k7mDHsuHPcODcReoEeOPnUvylUJcyU/gn8hiVHNzp5Fu1RF/crqSk8eGitcSnZ/JOt9a0rlqh6Bh1noyuOanYY5dVvSvU4tvQbQD0ukUyTog74ejomC/pcy9VqFCBVq1asXv3bvNz13byKmxGT2JiYqEzgO6nEid9PvroIzZs2ECTJk2oXbu2abrh0KGEh4dTrVo1Ro0adTfiFEIIIcRdJtd48SDR5xnY9M8hUFXa9a6PpdXNP9YajSpLVhzkQlQCvbrWpWpw/no6J85dQdVcK3tsqmvj6GSLTmfJo40qM3//ObxtrJnw9lwS6zmRnazhtyNHWff5y9j/Z6ZO+5DKfPFiL/43dQ1Jl9PAYEr6WKQZqZtuz/FTl00dNQrpGTn8l5H8NbWM6vXHkfHJzN12GAWFHk2r8vOSbfx48DAAv+84yCW/VLINenCG8H2X+XrJBrpXC2bvxUvUcvfk0eq1+XXXASy0Gh5rUAfdDUVI3dztyUnNJDcjBzs7Ha9XfYTXqz7CrWgUhTru+d/P2Oxkco15+NveemnV2itz2Rq/HAUN7jof3qz2LQAeOZ1JOXKUjaqpBpHecD1hlZCThlbR4GxlSgKpqsrG2C0cSzlBI9cGdKvb7JbnvVFqTjY9Vv2PDKNpedrkxr3pXyGk2MdPXbWN3eFRqKrKiL9WsGfcMLR3cVv14jAYjVxIScHXwR5ri5LtHhaXnY7BaMTbtugv2m/WbkUzz0ByjQZaepe9maDRmeH8HfklucYs+vi9Qk2nu7sLXHlQHnbvuhtUVUVzw9/na/V9QkND6dGjR76+oaGh+er/lAUlTvo4ODiwc+dOvv32W1auXEnlypWxtbVl9OjRDB8+HBsbm1sPIoQQQogyR67x4kHy/diFrF24H1WjsHrVUd76qC+BAW4F+qUmpjP9/b84dSyKCxZacLFj7abjLPp9GBEnL7Nu2SEqV/cmPDIe1UGLVqvg5mDDp58Ows5OR/ylJL58eSaqqhKpnCe7ijtpFU0f/hMVA7O27ef1ri0LnLdT/SrU/tKDr75YxcE9EaABVDgRGo2zux0Zmbl4ezszeHDB5ERFuzo0cenO0eRtBNvXo45TK3PbyL9WcfxiDACXE1M4tzMcKpqm8cSkpJPjoQdLwAjpFVU2uURBLLQKqsDvHQfw8tylbAkzLcU5fjmGyX2uL2X48YO/WbhoB8nN3GnRtjYTn+yNtZURvTGLLWEJnIiJpVfNalR2d+ZQ0r9EJSegT61Ns6CqBNwwo2bt5QNMPPE3imJggH8bXqva96Z/lpeyzwOgYiQuJxqDakCraBnStAGbzkQQk5rOkGYN8HY0zSL6+8JWfji7Ag0KH9YeTBfv+oSmHGfW+TkA7E86iI+1N5XsKxR5zotpKXyzfycWGg1vN27F9xu3mxM+qHAo4WKJkj55V4vfq5iSLf/dJe5ey9HreWz+PI7GxOBlZ8fix5/Ax6F4s7AWnT/MmIP/oKIyqk5nhlZpXmg/RVFo6hVUmmEXyqAaWRS5l7icVPoHNMbHxqVYx626PIuk3BhUVBZfnCZJH3Fbzp07x44dO+jUqZP5OT8/P5o0acKcOXN499130WpNy293797N6dOnGT58+H2KtnC3VWLdxsaGUaNGyS9+QgghRDkj13jxoDi44yyqAjl+zhyMjOe5l37lu6+epGYNX3Jz8vjrs8XEXIgjJ09l95qjGI0qVhqF7KbBZGXlcfTgOT4b/jdGg5G1y1RqtA/mxPlYDPYann65HTVq+bFn8yl+GL8E1c0FY0oKencdqfWd4NqyHxU0NkXXC/L2duaZZ1txaE8EGK/WJFUgJSGDf1a/h41t4Vth52TrWfmxBWfP1OCkjw1df8zF2dk0UyMpI9O8XCw+NRPrsBTSKtoD4KVY4evvw/aYC2jyAKtrpZlh9xXTjltHoi+b67QeunjZfE59np5/ftnE5Rcqo3ewZE1sFNq1S2hY4xeOXXRlyZ7maBSF2fsP8elAG/bErWDpuhbk6bdjbbGb5S8/TZCrMwALo7ZhY5GDnWUem+LWEOLiRyuPxkW+T83duhGefgwVI83cupnrF1Vwc2HzWy+QazDkm5E0+9wGAIyozDm3iS7e9UnMzV/gOSk3CahgfpxrMHD8SiyBLk642doybN0/HIs3Jc8upadhE6tBUTSo9qY/qK6+1SmJEV1bcSEhmcT0TEb1bIeF9v7O8tkbHc3RGNPri83IYOWZ07zQsHjFoH8+swP16v8lM87sKDLpc6/8Gr6Zn85uQIPCqugjLGv3Dlrl1u+vpUYHKCiAhSLbzj9MVq1aRUZGBmlpaQCcOHGChQsXAtCjRw9sbW15/vnnmT17NuHh4QQFmZKXnTp1ok2bNtStW9dcyHnKlCkoisInn3yS7xyTJ0+mc+fODBo0iGHDhhEbG8uoUaOoXbt2mVsOL/vqCSGEEEKIB8L+7WfYt/0MjVtVpWOfhsz9bStcLdJsNKrs3hNGzRq+/D5+AfO/WI6iUdBoNKi2V2epGVVQVbSpWcybshJ9nml2hkaj0LSSL88/2wZHBxuqB3uTm6tnwrDZqHojaLXkVfPiUjc30/IvI6AxHTe4YcEte29Uq44/Awc3ZeWyg2RmmXaVat6ySpEJH4CDB86xXx9PZkvd/9k77ygpqrQPP1XVuSfnnGCAIeecg4KKilmM6JrDqmvOeU1rWHXFjIpZUQQEBASRnHOGyTlPT+fuut8fDTOOM4QhCPjVcw7ndFXd8FZ1M7fvr99AVZWd11/7mSefuhiA+8YP48EvZwMSD04Ywa9bnayctgdPVgxe2Uf5Pi9THr2AHm2S+C57M8+uCwgkZ6dm4VNVJnTvxEfL1wIwsVejJ4uiU4hLi2FPkD6Q/EfA3qpcugk3JdXhSEIgfODwedlVWUFpZTheX2Ar4fL5WJmT3yD6tA1KoMq7EwjoYzOK5jcRfeo8bubm7iIpKJQB8Sl0Cu3LQ1nv4vI7iDYGkkwLIaj1FmFRwjHqLHhVP/9cOIu5ObtJS5GR9wtvqdZA+FjfiN7MK11IniOf9sHt6BLWGF7h8fu5ZOpXbCkpw6zX8e2Vl1FstzWIZ0X1Np4YNJzln+bhNfs4r3MnBse3OeT7+mfSosL58c5DV2P7K0kODUGRJASgCkGKZQP1pfciG7piDn0RST6452ZmSDS59VUgQdvgw4fnnWh215UgERD5il01OHwegvUHL3F/gPGJN/BjwTu4/U7OSrj2hNv5tyCQtf5kW9HIUdpyyy23kJub23D87bff8u23gTxp2dnZpKWl4ff78fv9DUn6Abp06cLXX3/NK6+8gtPpJCYmhpEjR/LYY4/Rrl27JnMMHz6cn3/+mccff5zx48djsVg455xzePnll09oOfmj4ahEn6lTp/LFF1+Qm5vbrHyrJEns3bv3uBinoaGhoaGh8deirfEapyq7txby6K2foJoUPtixldg2UVz0+Dimf7kWu8ODEIIe3VMpLarm+w8WIYRA+AWqX8VqNuJyuJGMekw7SpA8fuolhT6DM1m9ZDchYRbGTuhFQnJj8k1HvQvV15hDRvIFNgZCgOICvwmuGdCDCGvLlZeEECzJzqXW5ebam4dz0+2jyc0pp7rKTpeuh64oVaF4sKUHPHscCTLzVmzlhuzhJKZHM6pzW1Y8cxsSErIsMfKrO/h99UYefW4ekgCny8PvC3bQLiMKp1LF7T260zMsk9SgcAZ9O5lSez2je7Xh/t7DaBcT1Xh/kkSnl0fz24a1yC7QKwoX9bCiAh2TClmzoR34AkJLiLsnMRFb0Cl+fH4Fg6LQOyWxYax/tp/A7es2UOOtQQJSLI3X/KrKxHnvorfuxK9KXFx3OVe1H0SIPpwQfXjDs/up4An21a/AIFu4JPVVNpaqzMoOCEn7CoyM75hCx8g4rkwbDoBFZ+HZzo/j8DuwKJYmSZh3lJWzpaQMALfPz4ztO3mg7xAe+O0XFFni3j6DGJKRzqKHbsTm8pASeeTJn09V0sLC+fTCC5m1axc9Yw30D70S1Q+qMxuPLgtj8C0H7ft8r3NpE7wcr/Bz/Un28gE4P7k3v5VtxydUxsZ3OyLBByDCEMt1GU+eUNs0Tk1ycnIO22bKlClMmTKlybnXXnutVfOMGTOGMWNaX7Hwr6bVos+LL77IQw89RMeOHenWrdspp2JpaGhoaGhoHB3aGq9xKpO3rxwE1LQ14wnXk19Tx/sbNjJ98nWsXrOPzLaxZHVI4Jk7PkMNDYYaG6gqvcf3Rg4PY92SXQivD9njQ9HJXHXv2QwZ353KMhuhEVYMf0oEHRYRROcBbdmyfA+SBDU9ggORUhIoHnj0nOEMy0hj/sKtVJTbCA2xEJsSzltfLMZi1pPeL57Jq9cAMCQ9lY8uu4DUtGhS0w7uOVFV7+DnDTup9zVN7ix5VeZt3I5qz+PsjPbEWoIar0kS5dGVYFTBE/DQUcJ93LTqPcpddagIgg16fs/LpdxhBwnml+7lOlsvXv1kIbV2F/dcOow+WSn8ULALv1nFbwaf7CciaBxJoWbKDeV86msMp9m4B56/bDIXJZWwu1jQOyWRjKhGwcyo6Hm524PMLF6ASTZyTsKohmuVLgdBYVsw6QNeT79V/8RVNM2JVOMpZF99oFKOV3WxpWY2QYbGhNKqX+GcuMGckZrZcG7Bht2s2JnHiK5tGJiV1mS85LBQrAY9Tq8PVQg6x8Ywrn07zs5ojyTRkOQ4IshCRNDpWT69JQYkpzAgOQW/dw/28gNnJcB7yH7BehN3dRpxyDZ/JQOj2zFz+H3UeBy0DY492eZoaJx2tFr0ee+997jtttt48803T4Q9GhoaGhoaGicJbY3XOJXpO7QdcYnhVEq+hhJbflUQHR3Muef0aGgnSyBZzMjt0kFVueDu8ezILmNJWRUIGN0tjXY903jm3QWEfLmMF565iOi4gGeHx+1jz5Z84lOiCI8O5pVPbqAov5LgEDPfbdjGK7N/R/GBSVVoGxzOVbd+hHB4kfY7BOlCDdQbBZIksUquaLBpSXYuqhANIUkt4VdVrnr7a3IrasAvCPFAfTjo7AISQ3hmz0p8FfDe5tUsuvgfmP6Q46ZzVBtCLp2Fa0MQhnDBpef25ccVq4HAo9pZU8S6n6pRMwOGKkaVf340DVEWuP7g5JnMf/0W2oRGUFRVh1BAGARPrfiNtVfchhohiA35gNK6egB2lpQTrIukR3wUPeJbvp8wQwhXpk5odj7KbMX4hzRIoUYdy0tyeXH9b0SZLDzfbyyhxnD0khmfcCNQiTAk0zU8iYf7DuPn7F2MSE5nTErbhjHW7SngXx/ORJYkvlu6ia8fuJJ2iY3imldy8b/zw/l122zaR9oYlTEUALO+dRWtjgQhBHOK32FD9VzizG25LOVJzLrWl7E/nij6thiD/4XH/hGyrjMG6zUn1Z6jIdoUQrTp5JTs/v+EVr3r70mrRZ+SkhImTGj+B1xDQ0NDQ0Pj9EZb4zVOZYJDLbw3/Z+s3pTDa7+toMru5L5zhzVLmNuhVzrLftmCXwi692vDlgUb+WT5HjAGctXsrrXz28eL8ftVamocfPr5Up598kK8Hh83jPo3ZYXVSLLEC1/cQlmVg1VLd9N3UCaTxvUmISiYzbklnNmzPVPnrMDn86M0RoDhc/gQBgUJiPIbqVYCHjvD2qQfUvABqLDZ2WerRtKBsR78KliKBT6LjC0ErPkCm8lPMTbyamuY8etWtuWWcsnwbpzZuz0vj7md7f320ju8MynWeM5K6MHPRetRJIX2dYmsW11EuBOciQJviorH50cnZECizulm4a59bMopQfbsf54eFWOuylPvz+HmCwbRMTGmQfQprK6jxuEi3Nr6in6yJHFTm+uYkvsJBtnAzW0nccGsadR73UiSxCPL53JDh36cn/QSO21ziTSm0jX8HCRJ4qaufbmpa99mY+4rDSRxPpCjJ6+8pkH0+SpvHh9nz0JCcEPGXgaF5GGrfZbI6B9abfuRUOzaw7rqnwOvnbtYXz2HgdEXn5C5ACrcJeyt305GUAeijQdR4ABj8D8xBv/zhNmhoaFx6tJq0adXr17s3buXkSNHngh7NDQ0NDQ0NE4S2hqvcapjMOoZ1CeTtjFhGEx6wmPDmlzP3VfOe28tgCAzCEHPIe344Lb3YUB7MOqRALNRh8Wsp97uQZIgLDQQzrNp5V7KCqsBEKrgrce+J6fGjSTBol+2Ep8Qxpm92nNmr/YA+KIVQEIoIAXyQTNmdCeW7M7DYjLwzBVnUyV5qHW6GJmZcdB78vn8eFWVuxb8jDNRRXaBqUYBGYQEkl8gdFIgh49XomNiDKvW5/LFgnUIYMPeQrpmxJMVkUFWSOM8T3S5iKszhhKsmKnIqecbaQ2RW6G+RlCeAo52XoLWGpF84AkXPPjjXGyKp6F/yG4Zn8PL7MLtFJbVMnpMFgt37AOgfVwUdq+Hx2cuwOv3c/+QIWRERPz51pohhKDIZqN7WC/eiw6UqverKm6/LxA555H4dUsuC7bkkhQhMf3SSYQbwg45JsDIrm358JfVFFfVkREXwYAOjWXEv8kLJLIWwM817RkUUoAsnzjPG6PcGB4mEBgV6wmbq9Jdxss7H8CjutFJeu5r/yIxpoTjPo9X9bPPVkGSNRyrTquCpaFxutFq0efVV1/lyiuvpGfPnvTq1etE2PS3o76+nkcffZRvvvmGqqoqOnTowIMPPshll112sk3T0NDQ0NBo4HRd47V19v8XU5/9nk+f+hZZlnjwszsYfsnAhmt1NY7AC0lCkiUcDg9IoNuUg699IkqQkZwf1qIz6Wk/ohPJbWK44bphfPn1Cj6ashh/SgT64lpkrx+9UQ+4G4rHbN1UQKdujQmY/zGiH/MK9qCWqrSNieL5M8fSMSuRI8XnV3n8lZ9YvHIPskkmv78KeuAPjkuSJBFkNmDzeshKieH68/syJDmN96evCNglBRJLV1XbiY9oGvoiSRKmOgP/vOtTykrrGDAok/ikcHr0TOOpui/JUVS8bWX8NiNif0jH0LRUFufkIgDZGxhbFYLteaWULnTiNwgSQkL439Xncd8vc1lZUABAfm0ts66++pD3K4Tg7tmz+WnnDoIMBr68+BIsVjdzS37nqi5xfLutHDw66vECEgVVgnd3fM6DXW877LOMCLbw46PXUFRZR2KUlfL6Vymq20xU0BUkWaLZZcsHJJJNBoymUYSEPnfE71NriTQmck7CP1lfPZdEcwe6h59xwubKse/Cowa8yXzCyz77juMu+rj8Xi5f9DHba0uIMFj4duQ/SLSEHdc5NE4hxP5/pwqnki2nMa0WfSZNmkRlZSV9+/YlLi6OyMjIJtclSWLjxo3HzcC/AxdccAGrV6/mhRdeoF27dnzxxRdcfvnlqKrKxIkTT7Z5GhoaGhoawOm7xmvr7P8fKktqmPrs90CgRPt3r85sIvp07JbMsDGd+G3eVjLaxXHBtUOpttcx/e25eF11GHN9yEioHh/FvhqWltQw76lcvNl2MEnohB6igzD5/FT1jCBmi56y/ID3zwdvzyc6NoQRZwRKgWdFxPDNmAtYMnc9w0f2oG0rBB+AdZvzWLxyDwB+l4q1AOrTQDXA8OGZFOyopE1cJI9cPQaHx0t0iLWhIlWyT4+u3osvSIe5wEH59lJo0zy0Z/q0NVSU2wBYvnQ3n35xC5FxFqLX5BIdCs4wI4Wb22ImmMfPHsnQzHSmbtjAk4sW4oiFoIKA8FMZ4cO1oxJjqEShzsaS7DyqnM5AhTSg6k+V/lqiyGbjp507AHB6vXy6YR2Fob/g9rtRETwzZAJ7Csy8vWIVAoEsq0g6+xE/T6NeR3pcBOW2TyitewcQ2FxLSTNPpMjlQgLahA8hPPLEl1XvFj6GbuEnvqJPRlAHjLIJt+rCIBtpG9SR7PoNLCn/ilB9DGfE34TpGD2N1lXms722BIBqj4PZBVv5R7tBh+nVFK/qZV/9HqKMMUQaIw/fQUND47jSatEnMjKSqKiowzfUAODnn39m3rx5DV9AAUaMGEFubi733Xcfl156KYqiHGYUDQ0NDQ2NE8/puMZr6+zfky3LdvL6bR+h6BTufe8GMnukA/DWPZ+h/uGX39ROyU36KYrMw89fxP1PT0CnC7zvgy8dwIc1AfXCNCMff4QZ/CoF+x1j3AUOJElCEgK/SSa9WxtWOitQq6rxtxEYIkwE53ow1qnMn72pQfQpy6vg/iFP43Z4mKb7kRs+vIm5m3JIigvj7utGYrUcuvqdxdIYJiMB5ioZv0lw+7hBpO/18ea7s9kg4Fd9EOdeN7xJ34y0aCJXVwY6CohJCGtyXQjB+/u+ZYZtHaoagiQFno01yIhRMdIttDMba7dgDnbz8pX9GRzdWJb7qu7dKXPaWZA9lz2WQAl1ZAm1TKBzBNyLYoKsPDh0KLfPnIlfVXlsRGOlp3XV69lnz6ZvRB9SLI3vT7jZTJDBgMPrRRWC2BALe/yuwPDIFLnKKPWHQZAX/BKq0c+wqPGHfIYt4fVX0vBgUKl07yPMECjxne3Y0+rxTmXCDVHc3+Fl9tXvIN3anhB9KB/uvRWf8CAhY1KCOCP+xmOaI8UagU6SUYVARTCzcDVD4zJoF3Lw/EF/xC/8vLzjOXIc2SiSwr/aPUjb4HbHZJOGhkbraLXos2jRohNgxt+XH374gaCgIC6+uGkCt0mTJjFx4kRWrlzJwIEDD9JbQ0NDQ0Pjr+N0XOO1dfb0QwjBR0//wO8/raXvmC7c9NwlKH9IxlxTXsczV7xJbYUNjEbuOecVHnz/Bgad1Z26ynpkkxHV48Vg1HP7fyc1GXv76r28dscUAO55axIdemfQp00SD547nPmbd5M7zkSdIxAOo1clfIpAVUDnAySJ8BAz6T0SWLW8Ap8JfFbwWvU44nUkLainY5ekhrl2rtmH2xHIgeP3+Xnz1Rm4kyPZuquY8FALt1017JDPYcaeXdQnSBhrBeZIE+cO6MSwrhn0y0rlunueaAhr+Pq/vzB+0jC2VpZhUnS0DY+ka7823PXchaxevJN+IzrSsWcaAC6/h19LtuIVTmYVL0Y3AHDKxNkSuHXiWYTuz190V7vb2Va3g1B9CKnWlCZ2SZLEpF4ZlBl3UG3rTFV1MIYKgc4Fab1iGT+0M0PbpCFJEhtuC4ReHUhSvb56A2/sfgsJibkl83il2wuE6gOV0Sx6PV9efAmfb9xIeng41/bogbR3D0sq1mBUDJwZO4QF7mKEUUWRJKw6I90i2h/BJ6op0cFXUuOYhcu3m0jr5WSJLErLFwEwOGpIq8c71YkwRBMREUha7fLb8YnGvExu9cg9pQ5GkjWMT4dezT9XfYHdb6fEXc7Tm79j6qA7jqh/qauEHEc2EAgVXF21kjXV+9het4+RMX0ZFtP7mG3UOH5o1bv+nrRa9NFoHVu2bCErKwudrumj7tq1a8N17cuoxqnO4Ik3oPcp9MqqIqyvh3x9JAlRtQyObEdq2HC2104nytSBvtE3o0jHv/yphoaGxsHQ1tnTj3ULt/HdW78AMOPDRXQZmMmQcwM5pOx1Tm4d8Cg1ZXVIIUEgyfh8fl6+9SPE93cy9OaR5O0qwu3wcOfrV2O2mpqM/dodU8jfHQhFee3OKby77GkArhzcg7O7tWfUve8CIEnQIzkRQ4iOqG5mvEUu9IrCrVcPRTIorM0pZJutItAQEDqJEbf24/LLh+Bye1m8bi85RhtysB7V5sVgNmAP3x9GI0G93d3ELo/q4cu8Hyh0FnNW/Gi6h3Vma1EZ7nAZdzjYJR/3XTK8IXwrpV08pXkBT56UzFieW7GID9avReeQOK99Fi+dPZYzL+7LmRc3rWR15+oprK/OQZFUYoNA0oH+jDrGpYwkKMSKV/WjlxV0so6uYZ0P+h5ZdKFYjTJnDNqIvUTPuv92QbJJ9OsWzhW9ujXY+eeKZDn2XCQkBAKP6qHUVdYg+gBkRUfxwPB+hOiCkSSJuzIncUXKeQTrrZgVE6kdklAkiRxbNRMze2DWHdl3Crffx4zcrRgUHWcnZ5EVPx/wIUl6UiIE/SMHYZSNGKVw1lfm0zk8Ab18+ngACrUe4VmNpGuDpEs5aDuTYmVU7HUsKvuUYF0UA6MuOS7z94xMIS7ISJ7dhkDgVX1H3DfSEEWQLhi7rx6BissvMa1wFgDrqreTEZREsiXuuNipoaHRMkcl+lRVVfHaa6+xYMECKisriYqKYvTo0dx1112Eh4cfbxtPayorK8nIaF6xIWJ/hYPKysoW+7ndbtzuxi8MdXV1J8ZADY39lNfV8/Ss+SjKfNwJVUQEOXCs0VPwVhjxqkLGcImnblyPThEsqk7gyYJ+LKx2c178SwTr3JS6NhGij6dT+EUn+1Y0NDSOgdNtjdfW2VMDv8+PrMgNYsCfcXl85JdVkxIbjt+vNrm2ZuVe6hWF0Wd0IXtLHpXFNUhhoUjW/VWQ3G68Ph/3vjodJIl/vXsd6XojP36wiD3bi5n00LkYzYFQqT/O/2dbwoLM9MxMZN3uQoSAurw6ZIefSycNZ9hVjeEmbq+P6MQQ5F1VSF4VoQOhgx0GG8X2Op58bTabdhcF7vvOZHROG1ePHUNIZSQffrOM+OhQrpzQVIyZWfQLc0t+RSDYVreTyb1eYWK/bqzLC9hyeb9uTez91xtX893b81BVlYtuHcOg6e+Srq/CIZv4efVOwhQTIzq3oU9CIsb9gue6kkLWV+cE7BIykUoacVaFSF08L6zdSI1nJZ3CYvl29LUYlUNvAcyKlWvTn+STvZ+ydS4o1SAJwezp67l04gASk1qu1JVgjkOgAlIgZE1pDHGzeet5atsLFLtKaR+cyYMd7sYg64kxNeZ4UWSZ67Kal2Q/HHcvn87cgp0AbKws4rGeYwhkxQ58DtoGZbKhqoCrFv8Xj+qnZ0QyU4ddgyLJhxj1r0MIQbFjGarwkmAdgiwpf7jmwl85AfzZgB4l4iskQ7eDjtU/6gL6RU446P/Fo+WhTufz1OZvkZB4qPOEI+5nVIw8nPUEq6pWkGBKZJ+9ukEYBKjzHr03UpnLRpGjlk5h8aeViKeh8VfTatGnsLCQQYMGkZeXR1ZWFikpKRQVFfHMM8/w6aefsnTpUhISjn+pwNOZQ/3RPdi1f//73zz11FMnyiQNjSbY3R7G/edjnG4fIcmRdEyzEWTwsOmlOHw2GX9YEGeOXIe838dyeHgRQcVe6lUDlR4rwTo3EjJu1XaS70RDQ+NYOF3XeG2dPbl8N2UJH73xC6HhFp575xrS28WRv6uY8JhQgsOtVNucXPXc5xRX2kiICuHThy/n7ElDWfLTOgxRwcz6fTezluxh65ZCbrl5BOExodTIjWKBYjZSmxrR4HUzb/E2ij5bjd/nZ91vOwgOs3DFPWcBcM/bk3jtjilIksTdb16Lqgqqa+3s2FDAO/+ZjTXExKOThrNk1V7WrclBVQXP/Gcmg76+C93+ELNftu5uKE0uAz4FVD0sKc9h5LcfErY7YJdAgM2MZ6hgnjePvWyg602JvDPwEoL1TT2QbL76ho2uX/hx+92c1aU93ZPjsbs9tImOoNRZS5jBglHRExxmYdIj5wGgCpUzu2zDZKxGCFi5PIupazfy8a4NdI2N5ftLL0eRZZ5eugiPpMdg9gJwVsJgLkrtzzvbllLr2QvA1ppS1lUUMCA27bDva6o1i55hV/Gj/AMR+xM263UywcGmg/Zx+u3oJJX9hcUodZWil4L4sXAJtd5iil2lAOy07WZb3Q66h3U5rB0HQwjB1upSFEliSWl2w/nfS/a12H5G3mZ8IiA4rqvKJ8dWSZuQ6KOe/3iyqfItdtR8CkBa8Hj6xT7eeNG7Y7/gA+BHdf+CX2nL7rqfMchW2oScgSw13dIdq+DjU30sKp9JrbeaodFjiTbG0zMinenD7j+q8aKM0ZwVH8jPlB5Uz8LSVeQ4ihgc1YMOIelHNeb6ynyuXfIJHtVP78gUPhlybTPPM42jQBU0SZx2sjmVbDmNabXo8/DDD+N0Olm5ciV9+vRpOL969WrGjx/Pww8/zJQpU46njac1kZGRLf7KWFVVBTT+EvlnHnroIe65556G47q6OpKTk1tsq6FxrOwrq8LpDrjqGoM8B75XIymABJLHx+7sKIb2z8GvSpS5zThUPVbZRe/QWCq9NUQY25AVev5JuwcNDY1j53Rc47V19uRir3cx+YOFiDAT5V4fn7+7ELWonGUz1mK0GHhp9kPs9rgorgz8KFBUUcfyrbnc/tJEbn9pIhee+zrUBsqsb9yQizXUwtvLnuGFf05ly4Z8AM69ZjDr/U7W7wiUBw/1CfJ9fiCw8d+XW0a13YmnykFsShSTlwbEPLvDzT/u+oQttWXUpwkMGX4i19pQpq4htktjOMmfN8hWo6HJcXish1rFjw8dHlSiEsKoKAqIOGq8lxBdEFurywBYXZHHN9nrub7dgCZjjIsbzbrqTZS7KzknfgyRxsDnMiEsBCEEkxZ9wCZnLkGSkU+G3Ex6UKMYUeetwmSsbjiOT6gkry6QcH1TaSm5NTVkRERgUBRsJcHozR4ijUFclNofgPZhMYES7JKEIsmkBrf8f6Ilzk7Own2jj5+tawip03HlpYMJ2Z8XqCW6hfVgetEP2Hw2Ig2RdAjO4qY1r1PmqkYvewk30SB+RRgO7jmoCsGGykKC9EbahbYszLy0cRHvblsOgKLzI8kSQpU5N7VTi+07hyeg7hPISIQYTMRZQltsdzIotC/60+s/iD66DJDCQNQAKpKhL/OLHqTEuQEQVHuy6Rt9+LL2rWFuybfML/sJCYlNNat4otPbyMfJKypUH8R/ez6IT/jQy0efEmBG/qYGEW9NZR659ZWkB59ehQg0NP4qWi36zJkzh2effbbJl0GAPn368PTTT/PYY48dN+P+DnTp0oUvv/wSn8/XJN/A5s2bAejcueV4aqPRiNF46KoPGhrHizaxkYRYjNQ53FTvC8OUlUOVx0KHR8rI+V8EoUYH85clUVtnIKlrBStNEVycWMqZiRfQLvJ8hBDH3Y1YQ0Pjr+d0XOO1dfbksn59LsIQeO5Cr1BZ52D7jLUAeN0+Zn+8iDPuPRuJgLgiEGQkNIbznDmuC998tXL/60AeJsmk58rHz6M2vxqjSU+fYe1xeXzMW74Ti8XAa/+agvD7keTAJvRbTwnzLv43ls01KMCj71/PgLHdWLJiDzuKyig/U0UYwSHJeMPN+DbWcPPYsaxdvg+P38eNVw9r8PIBGNEhg1tH9uebDWtxhVViSrVhAvIKohBCZtKVA3h1xgLsNg89a9twT6/hXPjbh4FngMCiayoaAcSYoni9+3OoqChS0zCUT9etZJMzFyGgwuXngrkfcWW7vtzTOZDjJ1gfTpQxgQp3EZIEvRP7s2xfFRIQabEQHxwMwPPDxvDAorm4fT6eHjK6YfyRCZm8OfAC1lcUcFZyRxIsIUf8/kqSxIVtu3LhE10P29bh2YLkK+KZTk9S4q4iyZyMhEyJKyDAulWFSH067UKi6BvRixRLUpP+a8rzmZaziS7hEfxatIhfiwMb+n/3OZtLMro3m+/L3esaXvv9MiaT4PU+gxga16NF+85P6YpR0bGnrpxzU7pgbeF9yrPVsLgom14xiWSFxxz2nqs8VXyw72PqvDYuTb6ILofIk9Rgq/NHVNdvyKaRKOaA90uCdSg7a6buf9002bQkh6BE/ohw/wK6jsjG/pQ5n+BApu+A+HN8KXUX7a9/plLnq8arejAqjR5eFfYfsLlWEG4ZS5h5xMEHOgiSJKE/xhyQncISUMWagIinNxFrPvLPtYbG/zdaLfrU1taSlpbW4rX09HRqa2uP1aa/FRMmTOD999/n+++/59JLL204/8knn5CQkEC/fv1OonUaGgEsBj2z772Oj5etwe0tpGtoCBtKVHp16cqZy5pXupj4p2NN8NHQ+HtwOq7x2jp7cgkNa+r1MXZCbwrmrMVe50T1q6R1TKJTehxv3Hk+SzbtI1bosLhVVFXF51O54eaRDBzcDkWRyeqYyJ59Zdx27+e43F4y28Twzn+uQpZlLCYDoSFmvlq4noqEICw+BV21A4EPX6gefZmKOysR/CrvvjSTrgPbERcbit8kIQ7sVQV4w1RcwXo+fP83HHWBcuG/zNrEBeN7NtyDJEncPmoA7oRCZhXlogIyEvf2GEKv2GSeXDab0gw7SLBqXx61BS6e6nEWX2evo2dkMheldW/xWUmShELzvCMrNuZBJPiQ8fh0ePDyzvalxJjrGJXYkQRzJje1+Tdba1cQYYilTXBXuoTvY29VJee074BZH9g8tw2P5PsJf16hA5yVnMVZyVmte3NbQbVjFtkVtwBgNfSkXew0pP2eIeMTBjKjaBl+n4GduTHsQqF3/4D3zr76En4oWEqQEsRrG9bjFyo17i0sKs4iEFwH3+xb36Lo0yMqkd+K9wECWRIYFQ+ral4mzyFxZtzVJAafiyw1CruSJHFWUsteQAAlDhvjZnyE3edFkSSmn3UNnSNjD3nfX+d9y/a6HaiovLXnHd7p9SbZ5dUs2LaXrslx9G/TNOmy6lmNr+YeQEJ1TUdSEllUYeWzvREkWm7h6rYJZNs38NGeiXQMPZN+UVcjSRKSLglJd13DOG1DxrKrbiYAmSFnHdLGo2FI1Fi2123AJ7wMijyjieBT6/yN7Mq7AZkK+zd0jv8Fsz7zuNtwOC5I7Y5Jp2efrZzxyV1bFFs1jgJBQ+XAU4JTyZbTmFaLPunp6cyaNYsxY8Y0uzZ79mzS048uLvPvyrhx4xgzZgy33HILdXV1tG3bli+//JI5c+YwdepUFEVLOqZxahBmMXH36MENx2e1vkqqhobGac7puMZr6+zJpUuXZG69bTSLF++gb58MzjyrGx1+eYTZHy8iPDECZ3oIy9cvo1/nvnz94DQWbc7na0UmKCYMu83JZTeP5Oo7Gz9vvy7ejscbCDfevbeMPfvKyGofT3ZRJQ+8+VNgA2A2404x4EsMw50go6gSakTA2wVZIr/Swc29H+KdVc/x6DVncv+uX3CGBMY0F8kkxYRSW+VE3Z8romZ/eNmfuTp9DNn2Ekpc1VyfcSbjEgIJhnN91YGENYA3UiU2IpjBKRlcntELIQRfbd7MjrJyLuzcia5xh69KNK5vZza/tgt7Dz/8wblkcfl35LmrGRh1I5/krMfpd3Nnu0tpEwyjMjIY1UIC85NFjWMO7PcNsXvW4VMr0CuBm/lnuwu5KHkY9y6az8rqAoQQ3L5wBksvvZE71v4Pu8+FyyvjVQPvYYjeRZK1mnx7BAKJnpEtP8M3B09gys7VLC7dg0FvJ9b6G4n6Kkx+D1/teY8B0XMZnPwBEMiLVO+zE6wLOugPVZsqSrD7AvmQ/EKwqiy/meiz21bCgpItdAxNYmhMB3zC15CQ2C/8lNfZueR/X+LyeBHAR9df2ET4Eb6CA68AqHXt4Y6Vu/ALFQlICqrHLeYDsLLyM9KC+hJnbi7WDYq9n7ah49DLFiKNx19wyQzuxNOdJuNUHUQYmobXuXw5+18FPLHcvryTIvpIksTZSYf3rNLQ0DgK0WfSpEk8+OCDqKrKNddcQ3x8PMXFxUydOpU333yTF1544UTYeVozbdo0HnnkER5//HGqqqro0KEDX375JZdddtnJNk1DQ0NDQ6OB03WN19bZv578/EqmfrYUi9nAtdcN5cIL+2CrcaCqgrSOSdzw78u56en/8lzGp8SE2Snem8XeLUkImwuQsEkgGY18+c6vTLh6EMH7PYY6ZMajqoGQYbNJT2JCGABlVfWIA7/4CgGyBH64qk8Ptu4sZJ9UiG+/iCPZnZTlV/LzJ7/TcVB7zl4eRG28RFSHeEwdDNx8/kBy9pTzzLPTUVXBbbeNavEeo02hvNX79mbnL87oxud71zW8zkxp3BR/v3Urj86bjyxJfLd1K7/fcAMRFvMhn+W5nTsS8oCJpet2kx1ZxeraPOKsRaQEB6ocLSqbSZnbgkDw+q4vGRR18MpNJ4tg02CqHdMBMOnaopMbQ/gkSSLJEs0BpUwAXtWP3efC5nMCYNSpxFtNFNtdbKzqwvXtVrGiPIyM4H7c2flMllZsZGrOLGKMEdzd/grCDMEE6Y3c3nkwt3ceTIU7n/f3zKXebeA/2aMRyPxQ7GBurAMh+Xl2f9WwjiEduK/9Xejk5lugntEJhBvNVLudmBQdQ+PTmlyvdNdz7fLJuP0Boef1XldxUdKFlLhKqfPamJh6GfvKq3F6AsJRVFoVH5a9xWapE9emTUQv65FNo5Hs7RG+nUi6jtRJ/fGLHUAg55LD5+aPOrU4iJuDJMnEmU/s58Css2LG2ux8hOUsSurew+MvxGLoQrBx4DHNs6Muj2/zfiPGFM616WdiVI4t7EtDQ6M5khCiVU5TQghuvvlm3n///SZKuRCCG2+8kcmTJx93IzUCCSZDQ0Opra0lJESLWdXQ0NDQaM6xrhX/n9f4v/M6K4RgQ0ExkiTRLTHuuITkXnPVuxQVBZILDxnaHrminqVztxCbGM7LX96MMCh8N/0WbjxzFftT7/DQdT3ZuGS/ACLLyAmxGM16vlr6KEZT40bv9+W72bWnhFHDskhLCSRm9fr83PHy96zbUQCqQO8QIAsGpiayYUMeQkBIiIm6rXnIBeVIApL7Z1Hr8GG3OUGSsKUYKe8fwpV9u/PouBENnj6y3LrnIYRgbUUBJkVH54j4JtdeXLyYD9asRd3/9XrmVVeRFdO6ClGq8PPentuo9AS8QryiJ6ur6hBAhCGEqf2fbtV4fxV1zsV4/PmEmc9Gp4Q1u769qow7Fs6g3uvhuYFnMCqlDc9v/Yo5JWsxKQZe7X4jIboQYkxBGBQZVXjRySZcfg+XLnsAn/AjIzE2fiC3ZV7abPx8xzbe2PIRc4qtiP0C06eDJ1Hh3c3U3K8a2t3f/m66hDUN89pjK+LJLVOxeV0Mi+iL26cj31HFBWndGJ0QcH1eX5XDP1a+DwSSUd/YdgQ3ZjYVDO1uDxe8OZUyTxkdR+1tOH9V6mWMjQu0FcIPagXIASHs+U1zmbp3FalBEXw46DI21UymwLGRjmFjGRh13SkZQq8KDx5/CUYlEUk6em9Kj+rjgt+fwOF3A3B56ghuaHP28TLzuPN3XicO3Nug0U+h0x28Qt9fjc/nYun8J/6Wz/yvpNWePpIk8e6773LPPffw66+/UlVVRWRkJCNHjqRdu3YnwkYNDQ0NDQ2NvwBtjf978vrCZUxesgqA24b2487hx/bLPEBFhW2/Rw7k51ZSsCRQx7y8uIa536zmijtGozOmIcur8KsSsiRjDU1HkkoRQmA06+k5ogMXThrSRPABGDIgkyEDMqmptuP1+tDrdeh1Cu88eDFnPvwORR4nsk9GCJXsvWUN4o2iyCSEBVNW60Q2GQmOCKK0smy/h5BA8gTCUb5YvZGHxw5vtdhzAEmS6B0dqPQ2f8se1uwrYFSntvRpk8SFnTrx1abN1LndDEpJoV1U5GFGa44sKVyT8Qq76pYTbojHqMTj2/0NDr+LGzLOB2BG3ham526mV1QyN3UYdNxLVdf7nLyw7Vty7KVckTaCcfG9m1zfU1uBUdGRHBTWcC7EPPSQY2ZFxDD/wuubnHuo46Vcl3EmIXozlj9tNOX9YoJANIhoEPASaolkS0cuz7iDucUfI4Aoo5V2IbEIWyCR9IGqYeGGsGZ939o9gwJHBSqC2eW/k1sZsOXXol3MH3c7SdYwskITaRMUy976UsyKntFxzcvNW40Gpt1xJb9mb+Cr2r0N83pVT0MbSVJAaQwbe6TbWB7ocga6/epoovXRFu/vVEKWDJh0Kc3OC+FH4EGWDu3ddgC334PdH8itJSNR5qpptS1CCD7PXcTmmhzOiO/JqNhTzxNOQ+Nk02rR5wDt27enfXst6YeGhoaGhsbfDW2N/3sxbcPWhtffb9h6XESfG24cwdtvzUOvV7j00n68vnwvqqqiqoLo+FAkSWLSxU+SmxtHlHUvQREXcfVjqZTkvofT4eaOV6+m58iWk+oKIXj58Wks+HkTGGTqeodyz+UjuXhgV67p25V/L16JqoeIZcWcd/14pnweKNt98SX9sEoSn/3vV0KsBs6c0JPwRTtYuyYXyaKjtI0Zc4UgsU14E5GkwuHgs03rCTYYuaprd4w6HT6fn89/XE1haQ0XjetBu4zGTXqZw87uqgq89T7u+nQGkgSfrl1Ph5QYJvbuxpIbb6Cs3k5qeBiyJFHpLmNxxWyCdaEMjz4b3SHKVHv8ft5ZspKcyhqu7NONlOREAJ7tcktDm9115fxr5Y8I4LeSvSRawzg35fjmNvkydxFLyregInhh2zf0i2hPhDGQc+eVDb/x9pZlALzQ/ywubXv0m2xJkogzH7x0O4BZMXJ75qV8mjOTaGM4E1PHHrRtr6hUvht+MztqSxgc25ZgvYlIXRXdgt3U+qyMi59IkiWxWT/9foFJIiDSyEioCFQElW47SdYwTIqezwbewva6IlItUYQbm4c+QUD4Oad9H+z5+cwrXURGUBqjYoYd8h4PCD6nM27PJkorLkdVqwkLuZ+wkLsO2rbMtZcc+zpSLN25LGUEX+UtxKozc3HKoZ9TS8wr3cDkPbMBWFaxnbZB8aRaD195TUPj/xNHJfr4/X6++eYbFi5cSGVlJZGRkYwYMYKLL764SblUDQ0NDQ0NjdMLbY3/+9EnLYlZW3YC0Dc16TCtj4zzJ/TizLFdUBQZg0FHyDvX8OWni7EmB+NrF4zN5SbYZCS9bWNOnLSO8L9lhw9NKsqvCgg+gPCoKLl2np/2K+f37cQVEwaTGRLClmU7Gfq/C2jbPY0zzu6BKgSqz891l7yN36hQUW3ntfu+QHa4MFkNTHznOt74dDGgonO78Hr96PWBjf61P33HjppShE8iv66Wp4aPYuqPq/jwq6VIksRvK3bz0wc3YzTq2VtdxbnffYbd6yXcYEJIAr9ewm+ELaVlPDxrHl3j42gXEwhLE0Lwv73PUuMJeJE4fPWcm3jlQe/94xVr+d/vK5EkiQW79rLs7hsJMhqbtKlyOxoyvUhApct+5G/cEfJHbxqBQN2ftBdgyo41Da8/2bnmkKKPcM3F5ZxDvs+A0TSAlKDxRxUOdGb8AM6MH3BEbduHxtE+NJD82as6WVL6FNF6HzF6GUmsBJp7JN3dYQIvbvuWOm8l42OdLNBVMq80grFJWXQJT2hoZ1T0dA9PPawNkiRxWcqFXJZy4ZHd4FGgOr5CuBcjGUchW07cPEdKre0tVLUGENTUvURI0I3IsqVZuyp3PlOz70TFh4TC1en/44q0UZhkAzq59Z+NSnfd/hTigX9VHpsm+hwLQkDrsr+cWE4lW05jWv3traKigrFjx7Ju3Tp0Oh2RkZFUVlbywQcf8MorrzB37lyioqJOhK0aGhoaGhoaJxBtjf978u9zz6BvahISMKFbxyPq41dVlMN4H5jNjSWSZ9oL+DndDtj59sc5pIWHMePWqzAcRigUQjTLWRISZsFg0AWqeAnwm2VMBn1DOFbfUV3pO6prQ/vYuFCcbi+rl+7GFWHa764hQX0IUrYTZ72bNetykKTA/qGisp69BeV0SI/D7fexQ82HCAECVpflAVBUUoMkSaiqwO5wU+/wYDTqmZezB4c3kKi32uMiNtxMnd3TxH6b2934HIWfKk9Zw3Gxq4BDUVxnQ5Yk/ELg8vmoc7mbiD65tTWsySmie1gSG2oKaBcaw/mpjWFGm0pKmLVzJ93i4jmr/dGHZF6eOpztdXnk2Eu5Km0UUcbQhmsdI2JZWx6owtU54uDVyYRnI2r1HSx3mbAJCWxzcflKaR9+ExCoqPXK9unMK9lIr4g2PNXlshOQxDfgrwMB8Wpb7ToSg7JJsTStRJhgjmR4ZCaf71nPclHJRUmbeLTHR8QHDW5p0JOO6l6OWhcIAxPuX5B06UiGnifVJkU5ILTIyFIwktRyCfUS125UAtX0BH5KXDvoEpZ21POOi+/NrKI15NhLGRLdiS6hRz+WhsbflVaLPnfffTc7d+7k888/55JLLkFRFPx+P19//TU333wzd999N5999tmJsFVDQ0NDQ0PjBKKt8X9PjDodl/XqeviGgNPt5fZ3fmDNnkKGdErjtRvORa9r/PV92rwNvPfdMhKiQ7iifxab526mY/+2zCna1TiIBLlVNWRX1tA+NiAS7tyUz6bV2fQenEl6+3hsNQ4eu3oyuzflM/rivvzzxUupqrSzfP0u+nRvw5hHBvLlF0txR0p4uhv4cOj4g4pQk2cu572fVxCMLlDVC0AIJGPA7uR28Ywe1ZklW/KQAJ8Rpm3YxsPpcWytLgadOGA2yVFBAFwwrge/Ld+F3elh/JiuRIYHQnm6x8Qj9rc16XR8ddNEqmudPL9wEVtKyji/SxY9kho9Q3SyjqFR41hcMRtFUhga3XJoksvrw6hTuLJ3d+Zs302Vw8mlPbqQENqYuLTO7eK8r6dS53YjANWoJy0qljBDIH9KaX09l331NV5VRRUCnXwuZ2S2bTZXfn0NvxXvpVtkAl3+lIj6AOGGIN7sdWuL194bdiGf7lyLSadnVHIid6x7jlqvjX9kXMTQ6D/k/vHnowI20fi+VdpnIsJuRJIk1lTt5YeClQD8VraVX0o2MD6xT4tzHi162cqAmAdZVvYa9T6VfS7B3j0v81yXt5uIjdm2Sh5etxRBAlvqEok01NMuMgdoLvp8n7+Ar/LmEm+O4vFONxBlPHR42sGo81ZgkE2YlKDWd1ZLmhwKtYSTne45PORBAPy+YkJDbkeSWt5mpli6YVZCcPrrMMpBpFqPTawKM1j5rP89uFQvZqVloelY2FSzmVxHHn0iemPhyHIVaWicarRa9JkxYwbPPvssl19+ecM5RVGYOHEiZWVlPPnkk8fTPg0NDQ0NDY2/CG2NP72pd7m588uZbCwo5uJenXlg3LAjrvzjcftwONz8un0fq7MLQQ+Ld2TzzpRfmTi+H1GxIdjsLl6ZsgAhwFbv4pnfdmDZWsycTxfT4bmRrHSVBwYTEB8aTGpEGAB7txdxz8TJqKrg0//O492f7mLZnI3s2pSPUAW/fL2S3mM689wzPyJcKqoZYu9uS8k4w/4wJi/tUlqugOVweXjv5xUIoB4fMaFGHLVu9HodT79+DRafn33BfqZs20JNpozOBsIi4VUD3h9pwZFYdQbsXg9IkPfpbgoyKhB2L6EFDvR2N11jGpMx909M5ovzLmF9SRFj0tuSHh5OrqOa7aZi1GSVAZ2SmyVVnpB0DUOjx2FSzFh1wU2uqUJwz/TZzNq+k4zIcD6/4mJ+/+cNFJXW8OI/v+TsxxZz3sQB3PCvsWTX1FDb4EUkkFSZGdk7ubdXDWkh4eTV1OD2B8KyZEliZ0V5M9GnwlXP+LkfYvO6kZH4ZvTV9IhqnuPmUIQZzdzZNSCG/Hv7++Q7ShAI/rtrKoOieqJI+0Ue43AUfTsSPDkU+XWAIJGdCO9qJENfjH/KbWQ4RK6jYyEz9Bx+KdvKTudmBAK/345AIP1BJqn2HAiZC6R7tvsjibKMocy5lU1VU7HoougddTMOv8pH2YHS9Nn1RXybv4Bb2l7UapsWln7EisrvUCQdFyU/QUZQr1b1l4xjQNcFfJtB3xPJOKLVNhxvZDmIyLBnD9suSB/JpIwPKHHtItaUiVUX1mK7mvpPsDvnYDGNICzohkP+LZMk6YQIPuurN/D67jeRkJhVPJvH0x8+7nOcakgi8O9U4VSy5XSm1aKPEIJOnVpOvNe5c2daWQFeQ0NDQ0ND4xRBW+NPb75du4UV+/IQwCfL13N21w50STp4+M0Bdm4t5MHbPsNhd5MyLgMOOGZI8M30VSz8aCVvf3ULodHBKLKMz68iEAifijPaRPXAWIwlNh45dzg2lxtHQS2uZYXM+2wJIy8fwI5N+Q0VtnxeP7u3FRIUYkaojZ+nrxavQbgCQozsBDXbgdiv8/SISiDM0HIJYb1eIchspN4VCLEaPr4LZ3RsQ2JcGDHRIeRW1/DAu4FqToRJGCw6MkMjuHFkXwAijBbe73Yxt/9nCrpKFV8BTP98Gfm5ldhqnQgheOfFWYy9oFfDpnNgYgoDExsrF724fhEOnxcBPLtmAeelNw+hizS2nGNkU1EJs7YH8i3lVNXw7cat3DKwL4umrSdndymqKpj26VLGXdibDilRtIuMYldlRcDbSAcmnZ4IUyBvSte4ODrHxLClrIwgg4Fz2nfA5XeyqOxXZEliWPQotlWXYfMGhCOBYFV5XqtFnz9ikHQN+VR0stLE20SSgyByOj2MH5JS9zJ6VKyyANUZsDcslZvansGc4vX0jchkdNyReaMdDWcnXEjB3mycfgcXJl2FLDX1GusWkci4pE7MLthKRnAod3Z5A70Sxi851+BR7YHkzpJCp/AbUSQZv1AB0Uy4+iNlrhJ+KPwKWZK5IPFyIo2BD7Qq/Kys/B4Av/CxqvKH1os+chBK5DQQNpCCT8my7ofCogslI+jgXl1O90rKax4CwOH+DYO+HVbT8L/Iukb21u9rqPrm9DspOyBsa2icZrRa9Bk9ejTz589n9OjRza7NmzeP4cOHHw+7NDQ0NDQ0NP5itDX+9Mak1/FHWc6oP7KveT98uRKXMyCa7F2UA732h5tIEopbxenwsmbZHs69rB9P3X42H36/jPjoEJzlLhb3DiF2lQP3uiKm7/yVt16+mhsueQK/BLMKi3lyxXo6xkRiDTZht7kIi7TSrW8GwaFminIq2LYmG7l7JLPsRSTKgAooMKZ/J/6VmUqxvY5RSW0PuqnVKwrv3HEBn8xfQ0xYELeeMxCLKfCL/+zVO/ho3ir0NeAJByRBVjczX5x3RZMxOsXEY6qVyT/HCLLEFq+N5FoLAgESCIPMU9/PZ1hWBiM6tWlmQ5TJiiQF/EZCFRNfr9tE+5houie1HDp1AJvHTU59deCnbCGhCkGUNSDgWINMDSKrJEmYzAaMio4fL57ImqJClpflUeayc0X7boQYAjl/jDod3028nF0VlSSHhhBiMvHW7tfYXLsRAcws+o0U0yCiTFYqXHb0skJq0E5Wly2kTcgEIkxZLdq5tuoX1lfPJ8WSxai4q1H+kIj52vQJ2HwOarw2rk07r5mYIkkKStA1hHtXIdzLkM1nIRkHN9zXtRkjuTZj5AkXlNOsbXm+yzuoqE3sP4AiybzW90Je6HUeBllBkiS8qhOPaicgj4HTV0Ww3sL9Ha7h67x5JFliuDTljIPO+VHOW+Q7AjmibL5a7mn3GAASMiH6GOq85YAg0nh0ydUlSQIp5PANT0P8amXTY//JEVv6RPRiTskveIWXRHMCSZbjkwhfQ+OvptWiz2OPPcYFF1yA3+9n4sSJxMXFUVJSwueff860adOYNm0aVVVVDe0jIiKOq8EaGhoaGhoaJwZtjT+9ubBnZ3aWVLA+r4hLenehXWwUi6etYs/GXEZeMoC0Ti1vWOISwxACZFkiQm/g3ivHMWPFVrbP342xzIssS2R1SwZgZL92jOwXSBDsv8fPsCtfQnEFNuz2XTVsXLUPv1/FlRCENzogYGwrq+TBp84m3RpM+y5JBIcFzl/30Hi8Hh8Xvv4JPnQUjTJhrPNy9fkDuXbAgMCmNvrwXiid0uJ46R/nNDlXXFXHI5/MRggwIBB6CWK8BMc0r3RlDTahnB8N7loAlsqldA+KwRGtB0lQ1dXEvrVb+G7VFr6843JSIsPIKa+mfUI0Jr2OlwaM44V1i3B4vWzZUM7jWxcgAe9PnMCQNmkt2lzjcjLu208ottdjidLT05pAv+RkLugS8BI6d2J/Souq2bujmC7nZPHO2rV0io/hgh6dGJKaxpDUxnFrPE6e2vAzRY5abs8aypDYxpCuHEf2fskC6rzlTKtYzgWZ/ekW0h6TspJSx1vUuWXybHM5N/1n9HLTMuSlrlxmFL0NQIFzJ1HGJHpGjGm4HmkM48nOtx3y/REYECGTMR4kqXe2fQdTsv+DV7i5OOkmeoQPOuR4R4skSZTU/0aVeytJQWMIN3Zo1saoNNqol830iryBdZUfYFRC6BoRqLo2OLoHg6N7HHa+ep+tIYl0vdfWxI7LU59nVeUPWHSh9I9sfXjY3x2LaRRm41Cc7sWYDH0JMp99UuxItabyUrd/U+IqoY01A7fdffhOpzsHyqCdKpxKtpzGtFr06dkzkGzrP//5D6+++mrD+QMKfa9eTd0T/X4/GhoaGhoaGqc+2hp/emPQKTx57qiG48XTVvHcVW8hyxI/Tf6FT7e9SkhkcLN+E68fiiRJlJfUMuHy/rRpH8dZvTqwbWAeP3+7kn7Ds8jMSmjWT1EUzhnQmUXbViEARZHpMbgd3Yd0YNW2XPS1XkyVHnxWhaSkSHp3Tms2xpQXZ1Izbw+MjsZrNnBm7y6QB1f+82PGDMni8gl9qHG4iAm2HlEIS70jsClzuL0NlX4lJELjagnuUs9Vba9psV/X+ETycuuQJAjeqmNHeRlqUhB+I3giJHS2QPLmddmF3PTuNGwuN0nRoUR3MrFPLWFgfBqJIpoFUi6SBfQuiWXZeU1EH7vHw6q8AtpERrCtuoxie33AVp+XM7u0ZVxmOksrN9IhOJUYUwS3PTyeino7o177EK8/kJzZoNMxvmtTseKNbQuZU7ANgeC25d+wevz9DeLFiOjRTC8KhBJVugNiW52vnrHJHVhT9iNlyAhUfMKB21/dTPRxq44/HEm4mhwfnh3l5Vz9/fdUORzc0b8//xw4sFmbWUVf4PDbEAimFX54wkSfIvtilpXeB8jsrv2ScSnTMetazhV1gG6RV9M5/DJkSYckHbqa3Z+5MPFKPsmdjIzEBUkTm1wLN8RzZnzLibI1QJaMJEV/hRCeg1YB+6uIMIQTYQgk63bz/0D00fhb0mrR5/HHHz/t4kY1NDQ0NDQ0Do+2xp8camsd/Dx3M2GhZs4Y3RlFad3m8mDs2ZCDLAfKjjvr3RTnlLco+hgMOq65uWkiWHu9i+fv/pzK0joW/bSBmC9upn3X5GZ977/9bDJDI9izo4gx5/UkMjaUsMHtMEsgyhzo6rwYq73UZ9dA5+Y27tiZh+J2E/lbOYZ6lTFDz+DZqbMB+ODLpXyweT0VipuhbdN45/LzDllGftbybTz18VwQMKlvZyz76nCkBaOzeXlpwMV065ZGiN7aYt/n+o0lJTgMl9/H6o05FIpaVFngDduf8tcvY0Cm3uGm3hXY+O2hmr01TiS9yk+5W/AUBoEMQgK/QTAiM6Nh/CJ7FVfNexu714W9MJyXzjoXvSzj259QOjnMys1r/o3d78IkG3i71wNEGsLYUV6O29eYnHlvedOwlyJnGZuq9wZyLAFe1Y9PqBwo8n52wrn0CO/J17lL2Vy1niCdkYmpQwBoE3oBefVz8ar1JAeNxqpr7lWVZG5Pz/AxbKj+lURLO3qEj2rW5lC8v2YN1U4nAvjvihVM6tmTEFPT/ExmxQr70yobJBPVnnrCDS1XtKr21LO6aheZQQmkBx0+X9UfqXHvICDdqfiFm3pv/mFFHwBFPjrRoUd4H7qFBYTyP4e9/VUU2NdS7tpBevAQwgwph+9winGyBR8Njb8LrRZ9tModGhoaGhoaf0+0Nf7k8K8HvmZfdhlCQElpLZOuHnJcxh1xyQCmT56Hy+4muWcGb76ziJDQldx131nExIUesu++7cVUltYB4Per3HbHx6SGBZEaH8E/HjyHhLRAKXZZlrnwmkbPjMVLdzF73pbAgUmH6vKh96mUFtc0m2NdZR6/nF+LvTgBVBmrX/lDdaoAdQ4XBEss3pPDQ1/OISMynKtH9MZibJ5A993pyxsSRs+YvY6Q7TWEbA/Mq1ylHlTwAQjSG/lXt2EALBS7eWTyLGo6evEGAQj09QKlSJAZF9VQsl1fKyFXWPFaBWqbRg8YSYLzunSkb2pjON2/t36FP7gGE6C3lLO5oIRpEybya+4++ick49SVYfe7AHCpHmYVruJ/m7dS73UTHxlNWaWDYJOR87o1Jol2+z3ct+FVHLjQKSFIwsADXc7Aqmu6UU4wJ3F3h0u5NKU3y8teZEPlfViU20gPHsq5aT/j9tdg0cU1CL7b6vbwbf7PhBtCmZR2Eecm3s65ibe3+Ny2lJXyW04O/ZOS6ZXQ3BssyhLwLpIAi8HQYojXhUn/YHrRFPbVF7K4TOWXomd5osvljI7r1qRdvc/JpJWvUuWxoUgyb/W6lU6hqS3a1RLJQWewq/ZzvGo9oYZ2RBhbTlp/PDlZYg9AgX01swruBSTWV03l8vQvMOuOrry8xv8fJCGQTqGiDaeSLaczrRZ9NDQ0NDQ0NDQ0muKwOdHpFQym1v0y7fP52buvrOF467ai42ZTeudkPt32KsU5ZTz25HTydhQhSRJvvz6Xp164pEnbmsp6Jj8znZrKeq6660zS2sUREm6hrjpQylqqclJYaKN4ewlV5XW8/v2dLc6pKM09xaJiQjjj3OY5UL7OXoPXqYAa2BjbFT/6RCPD+meyZmMubbJi+dVXiCwFkhz/snYnCImymnoev2xMs/GSokMpqQoIVQldE6neW4uj1onfpGNDaSUDgTqbk/v//QM795Zy7piu3HX9yGbebSN6ZfLja/+g75fvBE4I8IYLeoUkMaZbJm8bzuO9+avYtLcYAKMHdPVB3D5sCB+tW0dGeDgPDR3aZEzP/rAQSQLZ6GOTso2LTB34Z+9AuFOJ04JR1uNWvegkhY3l1Th8gTLyxXHlfHfx9bSNiMRqbPx81Xht1Pns6HTQJqKG0XH9ubJN34brbp+Pz9dsxOn1ckXv7mypnkKlezcClV+Ln2VS0Gx0shmdbG7oU+mu4dltb+NRPUiAUdZzU5umoUkHyK6u5sKvv8SnqkiSxA+XTqRLbGyTNjf2SafSuY0qh5nb+p/RougTZojkmrR/MXLBo7hVLyD4KndxM9Fnj62IKk8gN44qBL+VrUWmkFRrZyy6wyc0DjakcVbKT9R7Cwg1ZqL8hV4kv5ZNZ1nFXFIsbbk0+VaMSvNqdHm2uRTaFxBj7ktGyIXH7HVZ4twK+2ureVUH1Z48TfTR0Ph/ylGJPiUlJXz//ffk5ubicrmaXJMkiTfeeOO4GKehoaGhoaHx16Kt8a1jxeKdPHff13icHvQVVTz12S30GtXliPvrdAqjRnRkwcJtAIw788j7HgmhUcGERgXjdvsacty4XF4gkKtp1fwt/PjBIvbuLqW+3gNIPHnjx3y9+gne/uFOXvnPLJbszseyqzrQRxXUVTdPhnyAAX3bcvGE3ixZvpvoEAuVu8vo2D2F0P3Jm/9IRnAUktHHgUydiiTTJS6OC+7v1GDfZ6s2sLW4lLnLdiBUgST7yQ35lfs2zmRA5CAmJF7csDl+5h/j+GDmCgCuP6c/t1W6sOVUoJp0/PTbVm69ejjT521i665ihBB8P3s9Z43sTPuM2Ga2RVutWIUeu+QFCQyynv/edQGSJDG0Ywbr9haxeb/oAxK3dBnEdd17cV33lktv39j2bB7d9DEuvwe3X89ObwH3b/iC74bcBUCkMZTzE4axz17ARcljmF+QjyAbGYkgg5Gs2BgMctOqUzHGCHqGZ7GuejuKpDAqpn+T60/PWch3G7YgSRJL9uVy3eg/ep3I+wOqGvk+fxGT904HBGZFwqAIbL6Dv9fbK8rx7g9PE0Jw4+LP+GzsVbQNDjxPn2pnffmVjGwfSP6eFJYGNPcGqnE7cfm9pFqj2WMrRkCLoVttguIJ01up8QZs2lf/HRXueoJ1kdyS+RYm5eCeXABOXzlufxXhxqxW5+c5Uuq8TrZXbyfT6iXc0gNJMlDiyufn4i8AqK2tIsWSyfCY8U36Vbt3sLbsQSQkCuwLsOjiiLcOPiZb0oOGsKHqC/zCTag+iWhTu2MaT0ND4/Sl1aLP3LlzmTBhQrMvggfQvhBqaGhoaGicnmhrfOt5+4VZeNw+kGW8YaF88e/prRJ9AB5+4BzOP7cHISFmUpIjT4id/3rwHP77n9lYrAYy28Xx31dm4yutZt7UpYEGOgVhNCJJ4HJ6EKogKjaUx5++iFc/+ZUdkdnYVuajyDI3PXreQeeRZYnbbhzJ2OEduXXiZAAW/bKFjl2SOe+yfk3aXp85CKuyGNU3C7c3hS4hD/PL8z/z9oYczrtpNCMuGcDV/QIeQqnGEN6du5LojBqUmCJqvTCnZBYFRWbu7BvYQBc6bZSFe0gMDSHYaqRTh0QKymuRkMhqExARrBZDk/LgRTU22tNc9JEkiYHWFH4ryEFSIT0kAoO+8WvzlcN6sGjLXnJKqhjUNZ1/DOp9yOffK6IdM4c9x5VL32aHqxS/KlHhbAwJ+yR7Bj8WLgxs+h3lvNztXmQkihy1XJPZr4ngs6uuhG9yV5FoCefhrBsocJYgCwOPr/2F7PoZ3JY1mMvb9GJLcWmgEI8QlDl2I0kuLEoYimxmQMxtzYSPqbm/HLh7PKqOWLOFi5POOug99U9KJsZqpcxuR5JVXIY63t+9kBd7XgaA3ZuLRz1Q7U+myrWGLXUhTMn+hQRzJA91vJy15UXcuvR7fELl+vZ96BXRBoti5PK0Yc3mC9Zb+LDv3eyofAfZv4Z19hqq/RaMIoe8mvdpG34jstxUXPSqHj7Y9zbbbZuJ0pXTwVxEUtAIBsS+fNzzl9V47Ny96lmeT52G2e+hvr4tQTE/HVE5ep9zOqPNVUjANq8Vh6/0mO2JNLXh8vTPqfbkEmvuiP4PHl2nE0IILdfcX4m6/9+pwqlky2lMq0Wf++67j+7duzN58mSysrLQ65vHVGtoaGhoaGicfmhrfOuxBv0hTENViUlpvWgjyxKdD1JO/Uhw2V188cJ0aivrueius0huF9+szbBRHRk2qiM/TVvDm/+ZgyxLSDmlDb4ewucHg0DRK9zy2HkouoDIYDEZePSmsXBTYxW3I9mACfUPG10B3yzZSE2MjqtH9Gzo7/Dlo2c66MCo20b+linM/KAEIQQ717xPpwHtiNkvgt06biA9u4TzRvbrTeb5bPUGRib3JTM6kqu//Q671xvYJAIP3DCadmkxeH1+LhgTCBUaP6orH/68kqryenxBMq/PWcKInm1piefPPZPXFizF5fNy54imVaeiQqz8+NA1rdqQKpLMhKR+PFE+GxBUqX4K7TUkWsPYW1+wv1KyoMRVweif3uOncdeSHBzWZAy338s/VnxEvdeFisAvVP7RdhjPb5jHqoo8VCF4Yt1sxsRZeGrYbl5bWsfywmSuGPE7RfaAh0yboPNIC2peISvRHM1uWwEgGBjZlcc6Xdvs3tbkFPDe4tXEhwZz35lDmHXFVYyd8xo+nQtFgRB9o7AQZGhLkD6Deu8+JGSCDUP498Yv8QuVImcFn+bMY3lBPX4R2NVN2bWWnRc/eMjnafTPJ078F2SZ0UGw3pFIF0shbscr7PP9SpuY6U36r6pazsbadQCUe4OI0AVD/UI80TUYlXBcPi83zpzOsoI8zshoyxtnno1eUZrN6/DVAtIhw8jWV2fT1bKdEMUDgE7dg+pZQ7x5COPiLmNZ5S+kmNvSMaQvtd46QvWNY1k9v6ASCP9rp3djCWoevng0WPXRWPWHT1Z9KiKE4IN905hVvJhUSwJPdb6VMEPzRPQaGhqHp9Wiz969e5k2bRpdu3Y9EfZoaGhoaGhonCS0Nb71PPTvi3jj6emU5JTTrV8qt75w2V9uwwePfM3M9xcgSRJr523is12vH3TjnJ9b2VDRSzYZkOoDlZXQK4SbFSb/9gihLVT4guZijxCCOet3UVRZy/i+HYkJbay41KZ9HFfeMIzp366mXPawhXq2TF9MSnQYI7q0aXF8j9OHJIEQgbGd9qYeZ1VKKR5FptZmxqjzUVoUQW2NFafXi93jxeYJbLZlSaKwzoZfwOqKYjbnleALkZk0ojd6vUJwSjCFihMhAqXdD0Z0sJXnzz/joNdbeiaHw9vwq7WEV1V5fuuj9IuJ44y4MWyu3YNAUGWzUON2MSN3O7d2HtCkv83rwua1o0PFrPezumo7/2AY8p/sqCm7nt32YG4dUMsz4UNYVGdHBGQF7N6SZnZNy19JYb2HECWG4XGZXJ06lu11iyl17aNT6HBiTOl4fD5u+uxHnB4vkiRh1Ot4+KzhTB42kfd2LyTGFMLt7RvFCkUyMDDhK6pcq7Hq01GJQohvG677hUpGcCRryvORJUgNCjvs8/T4dgAyoKKToHOQpcETwOlZhyrqUaTGz69hf+WtYMVFmN5JrRqEUbWglwOf1Vm7d/F7fi4A1fbZbC34gISQnkSFPYQsBWqgrauaw+zit5GAsxP+Sbfw0S3a1j44gZ/ckcgS+IUUKPOupAMwKnYCo2InMLdkPv/a+AgSEv/IuJah0QHxTda1Qfj3AWA0dMagHD5H0amGEAJb/bt4vOuwmi/GbD424SrPUcJPRYsAyLEXMqt4MVeknn0cLNXQ+P9Hq0WfDh06UFdXdyJs0dDQ0NDQ0DiJaGt860ltE8Orn9xwUm0o3lcKQqCqgsqialS/2uCp82fGje/OL7M34bC7ISYU1agHIbju7rFceM1gdPoj/2r41e8beeH7hUjA179v5Ocnrke3v9y8JElcddMI0gancft7Pzb0qagLeJv8mrOPGbt30DfpIqym34gwdaLD0H+xoutksrfmc97NY0hp3zT/S8/wznyR9xN2nZvsrWm4aq1c1iOLXsmJyJLENT168Mn69QQZDFzbswffLt/EvM27EQJenfk7Q7PSaRMXyQMXDOeBT37G4/fz+KUtb+APhcPtRa+TW/QIgcDm1+2vxKCEIktNveWGxLTFqjNg93kwKl7ijNlE+3/D51jG2OjreWfTDpxeBQF0CAt4aGytKeSN7fOpdnoZGJWJ027F4wMQyOTgUX3c2GEgu+vK2Wer5Ka2SdyyoZY9jggA/tt7Lz2ib2Rd5bvoJTNdIq5uYlOps4aXtgXeIxkJoxRCvnM10wtfREJmbfVMbsucguo34vR4G6qXVdudAPSKSOfdfuktPgudbCHCNJBtdasxKVXc1f5CpmTPJcEcyVVpo7EoZqLNVmo9Lv7Rvn+LY/yRYMvF1NZ/iipsmA0DiDCfT1HNQwBYDL2Rpaal3nuF9yPHvo+ddd81nKvzW5H2b4GCjQFhJ8xo59G+P6HIgur6tShKNJEhtwGwpPxLAj5YsKT8qxZFH7/wsavuc7rGwAzHuQwJsRAbegmyrqkH30+FP8P+0WYU/dwg+hjDXsJT/yYIL/qg2w77HA6H8GWj2j8EORI56GYk6cSHdjmc31Nb9xQg4XTOIj52GTrdkVdX+zNmxYiEhECgIrDqTs/wtNMNrXrX35NWiz5PP/00jzzyCEOHDiU2tnkMtIaGhoaGhsbpibbGn1hUVWXhd6uoLqtjzOUDDupR01ouuvtsNv2+A4/Ly+UPnndQwQcgo20sX/5wJ9XVdipr7TzyyRyqPG5sieZWCT4Aq3blAYE0zKW19WzJLaF7RlOhpn/7FAZnpbFkew6dkmMZ27M9e6ur+MfMH5AkiR936Liz96PEJacQGRfDm4ufOOh8caYo3uzxBNn2AtL6JHPfl3P5fsVGls3axrv3XMrjI0dwx4D+WPR65uzczQ/btuEOFqCCvv7Ath16ZCTyy1M3UFZhY8XqvezUl9A+s3ni4JaY/MsK/jdnOUFmI5NvnEDX1KahdEKorCp9gEL7fIxKBMMSPiLI0LjxTQmK4OfRt7OqYjuLK19kXNhWTJIXqGKf9w36JV5DuimNntGJjExqixCCO1d9QUGtE69Px9qSsibzOV1GJCDCaOHDIZcDkG8r5aHV2wGQUVlcEc/49lfSIexCZPQoctOqVX6abqpUISh17UVCRqDiVZ3UeEqIN2dy1+hB/HfBMiKCLNwwtM8RPbOpua+ww7YWgLFxV/D94CebXL+rc/P8PQfDqG9HWvxqfP5iDLq2SJKCydAOr7+UENOYZp5CsiRzcfIV/FRQyubaXwGBmXL2VL9OZsTdjElvw939BrK5ZDU6+cBzkPE35CKCCEMi9b5AIvMIY/NE1ADbauawsWY6AHWAIeQDZENas3YJ5jjqbfUIBAnmxs+OJIdhDHnsiJ/DoRBC4K+6CtRyQKAKO0rIo8dl7EPh9xdxwAsLBH5/6TGJPjGmCP7V/mpmFf9O26Bkzo4fevhOGhoaLdJq0efss89m3bp1tGnThu7duxMREdHkuiRJTJ8+/bgZqKGhoaGhofHXoK3xJ5Zv3pjDlOd+RJIk5n+znHd+e/y4JCjtMaIT3+T/D7fTQ1j04cNCLFYjFquRH9fvoMhuRxWCt2cs48ze7UmODjvieVOjw2lw+1Bhd0F5M9FHr1N4++YJuDw+jHoFSZLYUB6o0CRUgeSFN1es4M0VK7h30GBu7du3pakaKNxSTe7WGpYm1rCwJg/CYV+4lzc/W8jrT15GuNnM0pxc/jVzDqpOwH5drUtGHG3johrGqbM5+cftU6itcyJJ8MaLl9O+QxzTc7Zh1ek5KzWrWciUy+Pjf3OXI4B6l4ePfl3D65OaVmGyebMptM8HwO2vYV/d93SNuqdJmxhzMOck9yXKdC0m50pkCVQB4XoH+e5iPhp8fZP2dV4nfrWlalMScUHVPL/9Ue7MvJ9wQ+D/a7w1mrahEeyprUJFZkRyIMm0Xm5a3UoIlZ21P1HjyeG2zB58mbubtsFxXJo6CLdaytqqmXiFiwRze2JMAU+eG4f15brBvVFk6Yg/uztt6xteb6tbzfCYCUfU72AocgiK/Id8OMZ+h2gd4KyE23G65+Lx1xKtq6Oo/nsyI+5GkiTaREawvDSG3baxZAbPRa9LITzouoa+E5LvZ2n5N0iSxKCoS1oc36s6OVAePXDccjL8OzJvYVbxHGRkzkkYd+Q33Sq8oJZy4D+n8OWeoHmaYrVcSr39C/z+XEymMRgMPY95zGExvRkWE/j8CuFF9VchKxGH6aWhofFnWi36TJkyhSeeeAJFUcjOzqawsLDJdS27uoaGhoaGxumJtsafWLau2gsEfonP2VaIx+XFaDYcpteRYQ4yYf5jUukjwKhTGnw8JDhouNLBGNu3Ax+vXINwCIySTM/MgyejNhkav3L2TUyiT3wiG7cW4f1DNM6MnTsOKvrUeOy8uHQ6SxZswbwA6juGQGcDBzJR662BMKplW3L4fMk6ZDeoehquY2wqmuzLKadMcuFOUTDaVNZuyOVfG+eSXVGDavWzuWcJD/Uc2aTPC2sX4ZcFkj8QdBIb2jSUCMCohCNLBvyqF1B5e8su7uleRvuwmIY2Hp8PRZbpHz2eSlsRJdXP4FJ1/FTejXMSm26UJUni4S7n8NjaWThcgfs5N7UT6cFBLK35hgiLg1JXLb+WzeXCpICnj06W+f6Ma1hQuIe04HB6RCW2+Ex31P7I8rJXkZDRyWZ+HDoNQ0PZ83RuzZxCrbeUGFM6itT4/h0I4TtSOgT3ZLttDQAdQ47MO+h4o5MNdArpQXF9QLQOM/YCoNBWxx0LZqIKwfKijjw56Bau7RywUQg/5bZ3cXl2MTB8IkGmgwuSncLOIrt+BSWuHXQKHUesqX2L7UL0wVyecvFxvrumSJIByXITwjEZMCBbrztsn+OBosQSH7sUVdQhS4fPz9Qa/L69OCouRqgV6MwXYg57VVuPThQCOJUiqk4lW05jWi36PPXUU4wfP54pU6YQHh5+ImzS0NDQ0NDQOAloa/yJZdTF/Vg9fzMIGDy+Z6sEn8W/bGH7xjyGntGFrG7Jx8WeK0b2ZF9JFbsKyrlyVE/iIo4s3Kys2oakSNww90fq4lUk4MlhY2gTf2SVy4yKjjdGncXIjR8ieQVi/2MYmnrwUJAnN33LMucuxADwxUPQx/Uk9UymwGOnnTeYHj3TmDxzGe//tBJJkggGqjMAQyCx87U9ejQZz2+VqW2jAwSuaB07TTZy9tkAGdkt82vu3iaiT63bxZQd65DTwViukBwZzp1nNa+AZVQi6Br5Gh9sf4kSZyi/lyQTYlrFy/3PAeC5ebP54rftWIx6Prj2Irol30S49Wp21JVyf6hEVkhcs4pgE1J6cl5yd3bWlOP0e+kRmYjNV8fOTZ/uD6QRWJWmXjwhBhMT0jsf8n2ocef8IYTLjtNf+QfRByy6kENWqzpSrkj91/6cPhYyg7od83gtMSN/Az8VbKB7RAo3txuOIjUXpjpGPU2YsScCHwlBFwBg87hR9+cMkSWJKqenoX1F/acU1/wbkKlxzKRj4mp0Sst/F42KlQtT/9Pk3L76FSwufRuTEsLYhIcJM7Qsvp0IlJB7EdZrQTIhyc3FyROFJCko0vFfO7z2zxBqIMTO5/weNfhOFF3LeaQ0NDSa02rRp7S0lDvuuEP7MqihoaGhofE3Q1vjTyzDL+hLmy7J1FbUk9W35QpWLbFy8U6ev/crZFlixlcr+XjW3UTHhR2zPWajnucntS7E5I2vf2PqnLUQLFOR6QcC3ig7bRWtGicq2EpyeCh51TWoXri0d1ceGHLwnB159kqEBEjgj4KEyFAmT7oWk9nAne9O5/kFi/BbVIwmGcUV2PC/OmwMnTMTCDYaiQ1quvEttdv3ewEFxJU6AlW8pP3Hg2LSmrQ36/SEGUzUSW5cKX5Gdm2L1dSyaBdv7cNPeYNw+rxISMSYghBC8MzWL5gvbyCsn0Lt+khe+GUeX15/NbJspn1oIjMLnmBh6SpiTR2YkPwixj8IMLIkkxXemGcrRB/KDRl38GvZXBLNSYyKHXskj70J7ULPYXfdbHzCSZJlACH6g4uJfvdifPXvIimp6EMeQfpTqNgB6rx2XtkxhUJnGZeknMmZcQPRyXq6hg1ssf3xYJ+tnEc2TANgZcU+kizhnJfco1k7WTKQFNIYnuVwfE8Mc3iuXwyPrgynbVgkV3bq3nDd48sDFAJZj9z41MqDij5/RgjBnKLn8aoO6ryl/F72LuOTnj6W2zxiHN5s6lyrCTX1xayPOnyH0wBJSSKQK0gGDMiytkZpaLSGVos+PXr0oKCg4ETYoqGhoaGhoXES0db4E09yZjzJma3rk72rBEkCVRWoqp/C3MrjIvq0Fo/Xx+dzAgl5sfsxCgW35EcIwaDk1iVs1SsKX9xwKT9v3klyRBjD26UfMlzjH21H8tTm7xBCcGlUf27+7gzMlkDlpd8Ls7F3CnhouFMgdJWRtIhwxnRv30SY2W3bjd1fT+eQLgzNTKNNdAR7y6tIiQjj7qED2VlVQV5NLSGRTtb7f2VFRQL9ozoBYFAUvhh3GR9tXUNCUAi3dT14pSmzTs/Hwy/jgx0rSbaGcXvnQeQ6yphfugEA2ezHlGhHZ/I39MmzryXHvgqAUtcOdtsW0Tns0OWpe4T3pkd47ybntlSW8MO+rXSKiGVCRqdDPtNIUzsuy/gBp7+KEH3SQdsKtR5P1Y2AB1iBJIehD7m/xbbf5c9jY81OVARv7f6SfhFdCDMcn4TlB6PW62h4LSFR43EconUAj2cdNdV3ABIjogVbr/4Ki7mp6BgZdCU19h/wqZWEWcZj1DUXanfb9jKzeC6RhgguSZ6ASTE2zqHKuPx6zLKfxjjDE4vTm8O6onMQwo0smeiVMBvTIcS80wWD9VoQDvy+3RgsVyLJYSfbpL8vQgT+nSqcSracxrRa9PnPf/7DddddR/fu3enevfsJMElDQ0NDQ0PjZKCt8Y1sWr2PvduKGDi6E7GJJ/dX5WFjuzDt06XU1ThokxVPx+4prR7D6/ezK7+cuIhgIkNa9tI4HHqdQnR4EBW1doSAK6M607ZbDO0jo+kRF3/4Af5EpNWCyWJgWUE+CREhtI8+uFfCWYk9GBzTASEEoQZLk2upmWFsogQkEDq4+/phXNK5W5M8Qr+WzeeLvKkAdA/rwe1t/8kPt11JUY2N+NBgDDqF+TdMYtLyFyj2lONQ4e090xpEH4COETE80ncYD67/jvMWruKGzGFcmNqrRXv7xCTTJ6Zxsx3kN6NIMn6hAmAN9vPkGWc2XDcrYU3617iNLCnZS+/oFExK07LvB6PS5eCiOVPxqH5UIVBkmfPSOx6yj0EJwqAcJvxHuAH3/gO5IczmeFPrrWNL7XbSrCkkmo/889QtPJmzE7syq3ATHULjOL8FL58/4/cX73+1f0OpFjVrY9K3IStxJX61Fr0S0+y6V/Xywo7XcauBZ6OTFSbuz9ezqXYD2+vDEAhiDDquibnpiO/nWKh1rUaIgD2qcFHnXvu3EH0kSYcx+M6TbYaGxmlLq0WfG264gfLycnr16kV8fHyLlT02btx43AzU0NDQ0NDQ+GvQ1vgAa5fs4tEbpwDw5eSFfDjnXoJDzSfNnvikCKbM/hclBVWkZMSg07cu4bJfVbn51e9Zv6cQnSJj0elpkxjJy7eMJyLEcvgB9iNJEpMfuJgvfllHRIiFq8/qg7GVZd7/yNcbN/Po3AXIksS3m7bw+63/INhoPGj7EH3L78HzZ49jwtxP8AqVBEsIE7p0xvQnu9ZUrW54vaFmPapQ0SsKqZFhDedlSSLMZKHEEwjyCtI1n+/DPb+zsnwfKoKnN/3EiLgORBibi2g2bxUlrlySLe0wKVaijCE80+VqfixYRpw5jJuHnU2QvvHZx5k7MDruX+y2Labe3YEblqzEL5bTMSyO70Zej04+fPLkvbXluPy+hnvZWV0OxyHtiaREogu6G1/9f5GUBHRBNwKwo7aIfNtKavzlyHIiY+KGcmHyaLLtBRQ4y7g0+cwj9vKx+xw8tPlpar21yMg82elB2gQdmfF+324e66DwVNc7MOiij6iP0TgCvaE3Xs8adLpOmMwte1XJkhG5BcEHAqKPa3+VroCHUW3DtWUVvyP2C0plHh/GIwwLO1ZCTX2RJTOqcCJLFkJMh0+cPbPod34sWEh6UCJ3t7sCi651CeH/7tjcmyism4JJl0iYdPXJNkdD46ho9UodGRlJVNTfIz5UQ0NDQ0NDoxFtjQ+weU0OkiwhVIGt1klBdjlZR+FdczyxWI1ktG+9Nw1Abkk16/cEKrH5fCp1Pjeb9hXzydw13H3xwfPotERybDgPXDXqqOz4M7sqKpElCVUI6j0eyurthxR9DkanyDh+PfdmdtaU0ScmmWB98zE6hXZmp20nAB2COyC3kOgX4P4OE5m890dUIbipzXmHnXvlnnye/+k3FEni5UvPok96EuXuQibvuReP6iJUH8Vtma9jVqwMju7E4OhOBx2rU9g4OoWN46n1sxHkA7CtpoSc+krahrQsZgi1HrftNWyeIv63y4ReH4nXq8OqM3BBRstz2X1u/rnmczZU5XJ2Yjee6Hr+QZ/HAfTBd6ILuh1pf7tpeWt4enOgElawwUVi0DpWV2/gha6P8EyX21scw6/aqXYuxKhLJtgYSOhc6NjFxppfUYWZWm8NICEQbKzZwu4CHznV1ZzbsQMJoS0nlHa7V1JZcRHgR1YSiIn5Dfkg+Yb+iCxbiIqajlCrkeSwhvtqDRadhQmJ5/BD4UyCdUGcHd/ouZVqTWd9zVokJKKM0RjlwGcyr24aOXXfEm7qSqfIe5GlI/PiOlLM+lR6Jcymzr2WEFNvTLpDJ48udVXyzp5vAShxVdLGmsRlqWcess//J/yqi80lV+MXDkBgk7wn26QTjiQC/04VTiVbTmdaLfosWrToBJihoaGhoaGhcbLR1vgAA0Z15PuPf8en+klIiSS9fdzJNqkJqqpSmltBZHwYhoMkE/4jsRHBBFuM2J0eVEQgHyqgb2Xp7ePNBZ078t2mrTi8XgalpZAecfTeEElBoSQFhR70eryxI3n1K/Cofs6NH3bQdomWaJ7pcsNBr1/Xdgi76krJqa/gxnbDePXbpVTWO5AkeHbGQqbfeRW76tbg2e8BUuutIN++g3YhLYeBtUTvqBQ+37sGCYgyBZFoCUMVaovCjKvuWbyOr9ALwaPJZq50nIfPp/Be/xtoG9aygDujYANrK7MRwPSC9YxP6kHvyHSEEFS6HIQaTejl5t5kfxRGZhZsaHht8xhRhY0ce0GzymMHEMLP5pJLcXi3AdAu6k3MxkF8kv0wfuFDoBJjiKHME/CaKS838crcmUjAp2vWs/CW60FysKX6M1Sh0iX8Sky6cNyuhRwI0VL9Rfi82zEYezebvyUkSUJSIg7f8BBclHQe5yaMQyfpmrw/Y+POJkQXQo23mkFRQ5ElmXpPDhsrngSg1rMVIUXRMfw6dC0862PBpE/CpE86orbqH/KlSIBf+A/e+P8hfmHHL+r3H8l4GsICNTROL47eJ1dDQ0NDQ0ND429I+y5JvD/rbvL2ltG5dzqmVpRWP5HM+n0rL3/yK36HG8Nvu4k2Gnhj0RPEphzaO8tqMvDJA5cxa8V2autdrNmRR0ZCFNeMPbLN8Ymic1wsv9/6D0pt9bSNikQ+RNLhY+W9vXNw+b0I4O3dP3Ne0oCjGifCaOW9Adc0HH9m2NZgt2V/DqFkS3vcfoU1pSnYvSZ6hfpp14rK52cnd8KqM7C3roKRCel8lPM4BY49dA8bwsXJtzcRF1R/ASCQJUGk3oleApNRJj344GFOQToj4k/HflXlpkU/ML9gD/GWYL4beyVxVivTCxdT4qrkrPiBpFkTGvr0jkxnXXUuIDApXiQJRsUOPmgyaI+/vEHwAZlq5wJynDH4RCABt4TM6Nh+WHVZpFtTeX/xjgYvsHK7gxJbPXscz1HoWA5AlXsnZya9hdE0hPr6NwOjyjHo9O2P/EEfJwxy878PsiQzOLqpuOgXzobXQsAPBT/xfm4+z3e5n2D9X1dW/Y/Em6O4Lv08phX8SkZQIuclDT8pdpyqGJRIEoInUWT7GJ0cTLz1CuC/J9ssDY1Wc1SiT1VVFa+99hoLFiygsrKSqKgoRo8ezV133aWVedXQ0NDQ0DiN0db4AHFJEcQlHZsXwPFECMGLHy/A7fWBLKF2jKdmRTa/fr2My+8797D90+IiuO38QX+Bpa0j1GQi1HTkOUS21Rawtmof/SIzaRdy5OFu4YYgpP0F2cMMR5fIuiVeumQcz81YiCLLPHbuSABSrB2QfBdSWL8HATyyZh6j47sR1ELY2cEYHp/J8PhMlpTPJN+xBxCsr1lM38jRpFs7UuJYQ7V7B/GmS5E9q0G4yBWXcW7yAM6K70m44eAiwrjEruytL2NVxT7GJ/WgQ2gCGyuKmV+wB4BSZz3f7NlEYqSLj7NnICOxqGwtU/s/jUEOhCNd22YA8WYz5c4d9Ai3EGHpR4Y17aBzGpRozPpMnN7dgMo+Zw8e3DCDQXFBxJjrMcoW+kWOI8oY8FA5pyN8v3kbqhD0TEwgOSyUtbU5CFRkVNyerXj9FRiNg4iKno3XuwWTaTSyfGIrhR0LIYYOpIdcSXbd15R5TexyxOER5ayq2sCo2MFHNIYQgk0188l3bKdT6FDSg7ofs10XJo/iwuTjE7L5d6RN5COkhN2OIpupt7lOtjknHq1619+SVos+hYWFDBo0iLy8PLKyskhJSaGoqIhnnnmGTz/9lKVLl5KQkHD4gTQ0NDQ0NDROKbQ1/tTGYtLj8fkQKkh+FaEKktqeWqFnJ5LdtmKuXzEZv1CZLM3jy8H/JMV6ZDmo7u1wAWbFgN3n5sa2xy9nSfu4aD694ZKGY58vn8qqm7k2JhubvTfzKzLxCdFQtau1mHVB8Ae/HLMSRKF9Kb8V3wPAVjmY8SlLMMgGusuhdP9Tf79aT63jexQplBDLuTj9LkyKiX92OKNJuxizFZ0kowqBKgRJQaHkO3KRkVAR2HwO6r0OIoyhbKndyOS9r+MTPi5IvIw+MYcuLS+EAGS6xH1LlWMeJl0yb+4uQyCxuKQNQXo3b/a+gXnFecSZ6xgek0X/1GTm3XgthXU2eiTGI0sSXcKvYWXZs6Tpy9FLKhsLR9ElYRZGQ1cMhq5H9Xz/SiRJonPU/VhNl/Pppuf3S5CCOFPLiaJbYpdtJTOL3kBCZnPNfG7OfJdww9Hl+tI4cvTKgdDR/weij8bfklaLPg8//DBOp5OVK1fSp09jRvjVq1czfvx4Hn74YaZMmXI8bdTQ0NDQ0ND4C9DW+FMXSZJ4+e7z+N83SxAuL6mhofS4ZhSDzz98dZ6/C1trChrEE6/ws7228IhFn0hjMI93vvxEmgdAbd1LeLwbCVL83NfmV9bXZXFr1mhCDUdX/a1H2BAq3MXk2LfTM3wYcaYUNlTOBGRAxaPasPlKiDJ1abF/fsW1ONyBkKglZV/wTXkw0cZoHsl6gHBDo+devDWEj0ZdxHd7NtM1Ko4L23Rmly2YxeUbcKsehkf3IsIY2PjOLp6OTwSqhP1Q+A1u1cfYuLPQy82TEhfZF7Km9DEkSaFv7IsEG/uyofQW+gQVUBzZgcWV7TDL0Ty7dQZ5jkoAHug4nktS+5MUFkpSWGOepszQcwiSHeRVPQCAX9RR41xEbPCVR/VsW4vb72aXbTdx5liijUdWJawl0oOSub/Dzayu2kS3sA50Cm13xH2rPIUEkl2rCKDGU/q3Fn18qgOQ0Mknr3qihsbfgVaLPnPmzOHZZ59t8mUQoE+fPjz99NM89thjx804DQ0NDQ0Njb8ObY0/dird2ZQ6d5Bi7U2Q/ug3hi3RJTOBdx655PANTwGq3PUYFT1WXeurcR2M/lGZBOlM1PtchBus9I7MOG5jHzckhQOeOTpJYdk59yBJR/8MZEnhzLimYlWydQQ7qr9ARSVYn0qYIbPhWqmrjOWVq0g2J9IrogcO96qGawZ1K9CfCncFi8uXcF7i+CbjDk1IZ2hCY5n0DiFpfN7/Geq89cSZIhvORxlj2Gffg0CgCpWfin7EJ3xMSLwQn3s1qj8fvWkMkhzMxoqX8Ak7CInNFa+QYM7C7s1GQuW8+I0Mjr+RXpGduGxpIE+KhMS6qhwuSe3f4vMIN/UjHwMCLyARZOh2yOe3s7aUqXtXkWgJ47p2AzEcZdJkn+rj6W3PUeAsRJEUHupwP5nBbYFAVTKndxsmfTt08sGTif+RPhHd6BNxaNtbolPoMFZX/oTNV0mSOYtky8GrwZ0OCCH4rmAeS8rX0ysiiytTz2nIWZVX9wObKp4CZHrFvkS8dfTJNfb/CZIa+HeqcCrZcjrTatGntraWtLS0Fq+lp6dTW1t7rDZpaGhoaGhonAS0Nf7YKHXu4LvcOxD4MckhXJHxCWbdkW0C/058sGc+H+xdgF7W8XKPq+gfdeSeDIcizhzGt0PuZmddER1Dk44pN09J7ctU2N7FpGtHavQn6JWmAp3L7+GpLR+zoWY3w6O7c2/WRJQjKOsdGvIAfl8hfrWY0JCHjknwORiRpizGp35LrSeHaHM3dHIgJ5LT5+SJLc/h8DsQCHqE9CXMl0H/sN0AbHUGQjMFoomXz6Gw6kxYdU1zLl2WcjUmxczCsgWo+4OUylyleBw/4qi5AwCPFMs6/2DcqgLISARCZJSGcuoSMnouSu2HIlnoE5HB6qp9gOCM+Ja9lgBM+lQ6xf9ArfM3go390Pk2YHdMRm86B4N5XJO2Hr+Pqxd/gs3nRgiBT6jcnnXwym2HotBZRIGzEAAhVFZXrSEzuC0+tYYdxePw+AvRyRF0iJuNQXfknjfCX4JwfI2kRIP5EiTp0FuzEH0Ut2Z+QL2vklB9zFGVmj8UTr+LpRWrCdZZ6RvRg1lFa3ht5w9YdDpe7DaJjqHphx+kFWyp3cOnOTMA2GcvoE1QCoOiugOwvfq/CFRAZUfV28dV9BFqHfbq2/F7t2C0Xocp+PbjNraGxqlIq0Wf9PR0Zs2axZgxY5pdmz17Nunpx/ePgYaGhoaGhsZfg7bGHxsFjnX7NyngUusod+8iRff/J/wKQBUqH+37FQh4R0zNXnzcRB8IhGkNjD62Ck1ubzbldW8A4PRuodL2IXFhDzZps7BsHWuqdwAwv2wtI+N60yeiw2HH1inxxER/e9h2+Y5cPsp+D4/qpkdoPG2D2tI1/Bxk6cg8Uaz6eKz6puJCuacCu98OBMpvzy/dTFH9QBZUtqFtSFsmpJ+FUrGEdGs6g6MGHnYOv6ryxNq5LCjczdjkDjzWcwyyJGFWLFyecg11njK21K1HxcLImDF43W9xIOzMIErZXLsDp9DTI7gLkYZQukXdh0EOweOvxOHLJyPsZnT7RaA3+1zDmspsYkwhtAmOPfS9GzpiNXTE6/oFe+3DgITXOQNFNw9F3x6HeyMu7w588kBqvYEcLDISefVVR/RsW0IWeRhlFbcqoQLtggOf6eKa/+DxB8Qgn1pFrXM+0cFXHdGYQghE1VXgzw/83fCXIwX/s8W222vzeHXH9yiyzH0dLqZNcPPcaqpwIUtHnhS9JV7Y/hY7bIGE3hcnjeetXb/jEypuj5ent7zNlwNfOi5CkxACFT9u1dPkvNvvbnhtVuLw+qsRgEV3fHPJue1T8Ll/A1RcthfRm8eh6Noc1zk0NE4lWi36TJo0iQcffBBVVbnmmmuIj4+nuLiYqVOn8uabb/LCCy+cCDs1NDQ0NDQ0TjDaGn9sJFt7s7L8Y1T8mJUwok3HT+w4XZAlmXhTOMXOwGYt2RJ52D5/NYGNcSCJLghkuXmlK4tiPOTxsTI19xOKnIUIVBaWl5Bvn4vTX8eA6IBg4PWsRfUXYzCOQtqfz0SoDmzVN+P1rMBovhBr6HNNNuAJpnjSrWlk23MAlXqPAYHM1vp44oLS6B7eje7hRx5SNK9wF1/sWQ/AJ7vWMDgunVGJgVCyNVULyHMsJ0QHYfoQMoLS8btG4nVOA6DMZ8amGhFIlPiiGJ/6SsO4XWJebjaXXtYxIDqz2flDofoK978KhNOp/mIc/jL2lV0BCHRKHBenPsS3uVsw6fRc0aa5ACv85fg9K5H1nZB1AVFbCIEQLuQ/5JHZXvkMI0JrKHSHk2COpXdET+zu1VTWT6HxsyRhMXRuxR24wZ/beOjdetCWz2/7kgJHBRLw8o5vmdynURwSwkNexXXYXQsxG3qSEv0FylFUMVOF2iD4AGyt3YFOEvj2V09SRR0Ovw3rMXovVrnz+T7vAep9lfSNvIzh0b1ZVrmR7mHtGRzds6Fd77hX2VU9GRkd7SNuPaY5m9MYhhng+HpMndZo1bv+lrRa9LnvvvvYu3cvb731Fm+//XbDeSEEN954I/fee+9xNVBDQ0NDQ0Pjr0Fb44+NGFM7Lkv/gHLXLpKsPTEr//9CuwBe7zWJz3N+J1Rv4ZqM4SfbnGbodfEkR/yXCtv7mAydiAq6vlmbIdHduDxlNGurdzIypiedjjKsxeXZRr1zJiZDD4LMjR50UpNWAcGgwp0NgNvxPfU1gU29ou9JaNR0JEnC7fwer/vX/W0+w2g+F71xQMMoOlnHYx0fYG99NsvLXmSvYS8rK1KJMcdyf6ezjsr+g5Fj34qEhEBQ4y3D5q0hzHwespKE27OTb7O/RiABEiblyELJhFoD3o2g6xgIdzoMevN5uO1TUP37UAz90RkHYKt5hQMijM9fwrWx93JeuI7kiAeIDUtqNp+rYhyolYAeY9SPCCWZ7PLLcHo2EmQcRmr0R8iSESQZi+L5v/buOz6qMu///+tMn0klCYGEEjpIV2y4i1IE0YVbYdVbV1dBwV07NkRFhFvFhrvr+rOBBb/i6gqKrigWEHBdy2JhF+wgSBEIhDSSzGTK9fsjZGBIIQkJKbyfPuZh5pzrXOdzrpnMCZ+5Ct192aS4y1bMKw1txwJsGAyQnngVce5ja9yGluXBeM4B/+uADcv3v1WWLZvA3GCwCEdiJznZ6/+QIv8KAEpKv6Sg+B+0ir+o2nMbE8YfXI/LkRlNENksGyfEh1i9t+yfhycnltI/6QSe27gCly3EkHQvPnvtk0kH+yJnIUWhPYDh3zkvcWX3V7ip16UVyvkcGQxsPeuwz1cZd9xEwsG1hINrccddjt2hXqzSstU66WNZFk899RQ33ngjK1asICcnh9TUVIYPH06PHkffN1oiIiIthe7xhy/FnUWKO6uxw2hUHeLSmNZnXK2OCUdK2Fb4dyBCZsL/Rof9NJTkuHEkx1Udo82ycVmX33AZ1S9HXp1QeCebs8diTACI0C5tAfHe4QBcnDWB5zY+TV5wBymObdiw0S+5LDFT6n+f8sRFOPglJpILtlaUHjyhaSVDeZw2J70Se5Dle5iv89/mws6JHJN0Zo2GjRWXrmVn4cvsNa3onDSRke168Ltux0aHdw3L7BYt2zfpFNbkrgKgg68Hic4UAByuQThcg7igc1/e/uUZvPZ4fpNZMakGkBNYz4rtMymNFHNq6yvILLkbIrvAiofUN7AcHaqN12ZPISH9A0wkF8uWimVZJHqHs6twbtl+XNhMCWkug7/oXkiOjSMS/A8mnMOuCJSaEG2KFhNydKak9D8A7A2sYq//QxK9IxmUPpv/7LoXu+ViQOvpACR6T8fnOpbi0q/wOfvRNrH288JYSQ9A3ESwJWPZq54LaOox5/Pgt69gt2zc2Ou3MfscttgV7ByHSJgZE+KH7AsoCvwbm5VAz7av43V2x5gw16atYl1cCvH2IF3j9+JIuY1BKb3ID+6iR8JJ9TK0y+tIpryXjd1y4rTV/7xXh2LZfMSlPHnEzyvSWCxj1GeqOSgoKCApKYn8/HwSExMbOxwREWmCdK+oO7Vd41qXfQPZxUsBSPMOp3+bx+u1/sLSjewu+Tep3kEkurod+oB6UOz/hC27yv+BbpGaeDNpSTfElDHGkBPYhNeRRJyjLHHiL36ZoryyXnV2Rx98qf/gLz/ew+biDZyZsIFj46BV4mV44/9wWPGFIiVsKniFiAnRIWE032w7jc9K2lNs3DgsOxd2nI0n+A8sHMQnXI3toJWpsv1byC3dRZf4vjhtrlqf/60t17Kj5D8YDN2cNk71bo/usxJmYMXVbSn2ktJv8Qe/J1DyD/z+dwFw2NvTPuOzmHImvJtN23/N9nAAsHBYCfRMu5/NOZP39b2Cn/k/RmVeSGFoO8muDtit2GXpjTGEI3nYbclYVmz/LdjXewknVgMnMXP3vkRByVvEuX9NasIfKo2lXFHgP3y/s3zlNhttEq+kXfKtAIT2TITSf5btSZiOLW5CvccaCBfy+sZxFIVLyHDmcWLbh0n1ja738zSElnyfKL+2oSfcgcNxeHND1adQyM/K1fe2yDY/kmrU0yc3N5dJkyYxceJExowZU2mZJUuW8NxzzzF37lxSU5ve+G0RERGpSPd4aQoKAv+h/Nv/gn09LeqqJJSH0+bFsa8HQVFwCyu3XUDEBLDhZGj7v5Pgavjl3j2ugbgcPSkNfY/NiiPBV/H3y7Is0jyxQ0s8vguw2zsQDm/D5TmTrwu/YVPxRsDGW4XdWVkU5oGMSZWeM2LC/DdvJUWhPI5tNRKfo+p/JK3Z9X9sK3oHsMgu/oDSiJ1iU9ZmIRPmv9nT6eMse11CofWkpD4bc3y6pwPpnup741THZrkoH+iWZ+IwOIEgFjZwDaxzvV7XMXhdxxD2nEpuQSqRSCHJiTdUKGfZ0wi6hkHJe4AhZArxuAZh3NfwzZ5XWbO3Pf/Zu4bt/n8QjOTTytWR32Y9gcvm21+HZeGoYvhaYO9cAgX3Ak68KU/h9Iyo1XUEIyVETAh3DYZURZzDeHvHt/jDPzLWWke3hKpXQHM52pcNLTOlQASvc//E6PZWT2ICy8Fqhe2AoYP1KRLJoYPzJ3AC2Mgr+bDZJH1Emqsa9dF7+umn+c9//sPo0VX/Qo4ePZq1a9fGzAEgIiIiTZvu8dIUtEv83f6fE35XTcnq/XPHn/l/G87mhQ2/Zbe/bKnyPf7/EjFlqwJFCLLHf3hJpQOVhEp5aN07TPn3y6zZszlmn83mJavtUjqmv0HnjE9wO2s+UbHT/Ss8vvOx2RJIdpYnFcqSYi6bnf/ueYnnfzyD13+eRFFoNwDhyF5WZf+Nf2x7hA92/j9e2Di92nPkBb7eV2eEwuBW0m0h7ISj50mx7QTCQIRg8PuyCIwh5F9GsPjvmEhRja+nMqek30Abbz9S3F0ZnNSH/Eg+xZFSAt7zsZy1mRC5cnZ7CmmtHiI99UlczspXfGubOKlszh4gzfc/uB3p5HIWT/1yKp8VdKGdN49gJB+A3NLNbC36ssbnDxTOoWwenlI277qOFzddT0Ewu0bHbin6lAUbxvDCht/w3z0vHbL8G9ueY1PR9+zyb2TVLzdTUPJhlWWd9lR6tllE64QJZKX8iVa+s6P7LMuNzXNWgyV8ANyOdnijK2VFaOUd1mDnEpEyNUr6vPzyy0yePBmHo+qOQQ6Hg8mTJ/OPf/yj3oITERGRhqV7vDQFWUmTODFzCSdm/oPOyVfXqY7i0B6+yX8dgGCkiHW5rwKQ5j0ex77Jau2WjzTviZUen1e6kxc23sJT6yfzY+FnlZY52FM/rOKFnz7lgx3f8YdPXsAfDsbst1kevO4TcNjr3kOug68TF3a4lBRnEpmeZC7q+Ac+z3mKoCkmJ/Aja/f8jez8R/hm2zF8nzsfKEs17AxsIhwJVllvl6QLD/j5InqnP8Z5SXZOjk9lfLvb6ZlSPnzMIiHhOgBCRXMJ5F5Oaf5U/HsuqbLub/LXc8t/HmTmukfJ9udUWibJ1Z4xHf4/xmc9hz34HmEMfoIU+9+vXQMdhkTPII5v/ynHZn5A97Q/AzA49RiOa1XWEyzeVtYTycKGhY1kV817Ntns7QE7xkBe2GJHyQ98vGtBjY5dk/P/CJsgYPgi5+lDlo+YsuTc8IRvONb7Let3XcyuwheqLO9z9adDq5mkxp9b7VCwhmCznPTLeJXuaX+hX9vFpPhGHvogOWIsY5rcQw5fjYZ3/fDDDxx//PGHLHfcccdx9913H3ZQIiIicmToHi9NRbyrdkt2H8xli8Np8xGK+DEYEpxlqyx5HW0Y3v5Vcv3/oZWnP15Hm0qPX5n9LNtKvsUQ4Y2t93Njr0WHnAB5V2AvFhDBUBwuxR8O4rE7qz2mLoa0HonH3pZ3d3zEV3m/YGHDUDazs91ysrNgNmDo6NxFdqhs/pgOvpPZULSF7vGdK/2HfZekC0n3nkKEEImusp4X7b2j2b/G1Wl4vWMBG/Z9kwOHAvt7kESCn2NMEMuqeL0Pfv80BcGytpn300Lu6P3Haq/P6TyO0kBZssfpOvTn0eGIhHdCJB/L0b1seJYtEYdt/zA4l93JjZ0L2ZayGIcVIjecgNN3GV3ih9VqknZfynxKCh9hbd4HfOEvS/rZajgRcoIzk2z/14BF/EHv11AkxMubF7B+7w+c2noYw9uMZEy7S/n7zw+Q4ihPVloU+P9J64Tf1zjeI8lhS6R13P80dhgiR40aJX1CoRBO56FvYE6nk2Cw6m8UREREpGnRPV5aCofNzdgOf2Zt7qskOjMZmLp/2WqvIx1vfPU9CiJm//JYhpp9u3xp11P4aOeP5JYWcVm3X5Ps8h36oDrICeRx/7dziRDhi1y4uMN52MyXJLs60T/l92zY8SThSC4dXHlkJfTg28BJLNy6nHd2PsiI9F9zRdfKJ0WOd1WfxLDbYxMODs9ZlJZ+BIDNPazShA9AaSS4rw0tSiMlZO+ZQjC0kVYJ1+HzVpzbJrHVY5QUvwA48MbVfXjfoYT87xPI/QMQxuG9CHfy7EpiL2VjUS6WceCwQrSyF9Iv7RKcNVhG/kA2R0fiWj1Mmv2fxO+aT4KzDb9qXXXvKIBIpJDCwr/Qx5WLO+kMgsbGwJTYxM1Hu1fx4e6yJdpf3rKAnonH0M7bget6PMoP2TsoCvwbMCR7R9UqXhFpuWqU9MnIyOCbb77h1FNPrbbc119/Tdu2beslMBEREWl4usdLS9La04vhGXfU6dhhbS5jT+kOcgLZtHKOImwMtgM6yIQCnxEKfITDMxSHaxAAPRLb8MEZNxMIh/A5ar+CVU0VhoqI7OvZY8MiYLL4Xdb+JcI7t/4buwofx2FrTZukm3n56/2rn63I/rhC0icSKSA3bxrB0AYSE67F5618EveDOeMuwubshYnswe4+rcpy13a7mKd++js+u4dxabnsLV4IGHbkXEanzK+x2eJjyls2H77DXI2sMsYYgv63iYR+xOkdT7DoBQxhLCBU8iKupJlYlovC0i2URvLxOboyfd19/OLPxW2dyu/TV9Mn5YpaJ3wO1DNxCD0Th9SobH7enZSULAIsujg60abtPyuU2VqyI+Z5cN8QPsuy6N56AQX+lTjtbYhzH1vnmOUoZkzZo6loSrE0YzXqY3jaaafx+OOPV/sNXzAY5IknnmDYsKY1GdfKlSuxLKvSx6efflqh/Jdffsnpp59OfHw8ycnJjB8/np9++qnSuh999FF69eqF2+2mc+fOzJo1q9I2ys7OZsKECaSlpeHz+Rg8eDDLly+v92sVERGpreZ8jxepT61cGazc0YPXfu7G3B838Nfv3onuC5eupTjnfEr3Pkrx7nMJB3+I7rNbtgZN+ABk+TIZnn4yAOmeVEa1/XXMfq+rDx1THyOz1Uzstnh6JpQN17Kw6BbfqUJ9BYWPUlzyBsHgf8nZ80cikbwax2J3DcLhGYllVX3Ng9OOZf6J9/P4oJm0c5dQtkqXAUox+ybVPhKCJYsozv0j/sI/s3f3WApMBhgIG9heGs8ufyGbC9/n7c2/ZdnWiazaPo1f/DtwWiHS3Xn8wvmkxV9Eyd55+IvmN3jsofAmytopTDi0pdIyy3asJRC2EzEQb29Llq9TdJ/N5iHZN1oJHxGJUaOePjfccAPHH38848aNY+7cuWRmZsbs/+WXX5g8eTLff/89L774YoMEerhmz55d4Y/Vvn1jVwb47rvvGDp0KAMHDuSVV17B7/czY8YMhgwZwpo1a2jden+W/9577+XOO+9k2rRpjBo1itWrVzN9+nS2bdvG3Llzo+UCgQAjRowgLy+PRx55hPT0dB577DFGjx7NsmXLOO20qr8lERERaWgt4R4vUh+MMawv3Elk39Cub/O3RfeFg+UrXZXtiwS/xe7sccRisyyLa7v/niu6/C8um/OQk+9emHUOGd42FIeLGZb+qwr7jSmmfLl0CGNMww3dTE64Bn/gE4KhLaQk3oz9EJNa7w5sJyewnc7xvXHZPId17lDpGsq+445gInv4d8nx/Jy7jmR7gHfzO/NH3xZCpf+g/HXND3yMyzaIY+K247EF2RNYwYdb/80A55eAIVS6jvhWcw4rpuokJFzLnpzLgVISEm+qtExpJExR2IeFRRtP5hGfiFlEmp8aJX369+/PY489xlVXXUXnzp0ZNGgQnTt3BmDjxo188cUXRCIRnnjiCfr169egAddV9+7dOfnkk6stM2PGDNxuN0uWLCExsWxCt0GDBtG9e3fmzJnDAw88AEBOTg733HMPkydPZvbssrHAQ4cOJRgMMn36dKZMmULv3r0BeOaZZ1i3bh0ff/wxgweXLX84bNgwBgwYwNSpU/nss5qtDiEiItIQWsI9XqQ+WJbFeR1P5uWfP8YCLu+Yz6491xPn/R88nmFYhWmYyG4sW1vs7rLhOibwIQS/B89oLEfNV3aqys7iT9lQsIhEVxd6t5qM7aA5c9z2mvUoslt2RrT5dZX7E+KvIhD4jFB4E4kJN0Ynaq5PkUgxuXsmEQh8SrxvHMltPsSqYiJjf2gPa3IeY6d/N5/lbydChDaeDlzb7UEctrpPjO3ynkNp8UtABLvzeI5NHsJzP39GIFJKgsPHMUld+KWwLztKPgUsklxduPOYW3hr2/6hZjnBHHCWJYWCwc/rHEtNeDwjaJuxDmMCFZJjOYFt/GPbn+gRX8yPRXHEOeK4rPP4Bo1HjkIGiByy1JGj0V31okZJH4DJkyfTt29fZs+ezYoVK6JDo3w+H6NHj+a22247ZFKlKQuFQixZsoRLLrkkmvAByMrKYtiwYSxevDia9HnnnXfw+/1MnDgxpo6JEydyxx138Prrr0eTPosXL6Znz57RhA+ULX178cUXc/vtt7Nt2zbatWt3BK5QRESkci39Hi9SUzce8xvO7nA8nsjHhAqvpqjYRlHxItq1+ZD49JWEg99hdx6DZUvA+N/F5F0LWFD0NLRejnXQXDW1EQjn8tH2KUQIsa1oJU5bAj2TG2b1JYejHW3bLDtkuXBoGyVFz2Gzp2Fzj+bHXVcRCG2hXfIUMhIvr/bYkpLXCARWlv1c/BI+3zjc7soTUat3PcTWopVsK00iQhxgsdO/hV2BbWR4O9Xy6vZzuE8gsc2/iIS2YHcNJMFy8eTxt/Nj4WZ6J3WhlSuR5JRJ+JwZ+EM5dEk8G48jhb5Jv2Fd/ltY2OiTeAKENgHg8VU+IXZ9stniCYQtvst7nwRnOh3jBgDw3van2F7yI05bhEHJidzY628YE2J73v2UlH5NavxFJPlGN3h8h2KMIVyyiEjp59i9Y7FX8ZqLyJFT46QPwODBg3nzzTeJRCLs3r0bgLS0NGy2mi0/2JiuvvpqLrjgguicOnfeeSe//vX+D6ENGzZQUlJC//79Kxzbv39/3n//ffx+Px6Ph3Xr1gFU+MYzIyODtLS06H6AdevWMWRIxcnbys/z9ddfK+kjIiKNrjnf40Xqi2VZdEtoS37+T2BzYQMKIyFC4S04nV1xuE+MljWlX1I+dAiTC+HNYOtd53OXhguJsG9SXmz4Q7sO72IOkzGGvJzziIS3AhFK7YspDm4AwmzOvZe0uPE47a2qPN6yfNU+P5A/nIPBEGfzs5uyxFm8I4kUV5sqj6kpmz0Dmz0j+jzdk0K6J2X/fstOl8TY5cOHt53CwJRxuG3xxDlSCQcnguXE4TzmsOM5FGMivPzzzewKlM0pOjrjZvomj+TALg9m30pzOXsXkF3wOGAo9P+TYzI/xuXIrKTWIycSeI9g/lTARrjkVdytP8Dm6NioMYkc7WqV9Clns9lIT0+v71gaRFJSEtdffz1Dhw4lNTWV9evX89BDDzF06FDeeustzjjjDKBsyBZASkpKhTpSUlIwxpCbm0tGRgY5OTm43W7i4uIqLVteV3m9VdV54HkPFggECAT2TxZXUFBQi6sWERGpm+Z0jxdpKJ7weoxlB2NoZffidp1UoYzlORNTvACIgKMnOLod1jnjnR3onDCOjYWL8djT6Jp0fp3qMcbU0zwvQSLhn6PP7Caf8sSDhQPLchAI5xOMFBLnaIdlWQQjxWza+yE+exqZvrMJlq4jUPoRPt+5WFY8uXl34XB0Ij7uEizLHq27f8ofWLX9ZpIdAY5JHoHd3p5+SYNx2731cB2xAqGd2G1xOKrplWVZFqnuTtHnDlfFL4UbQiSyl5KwP5rwAYuNRavpmzySkRlX8PrWhwiEizkj448AhMK72T9JdphwJB9o5KRPaOO+mMoSUya8FZT0aTYsY7Ca0IpZTSmW5qxOSZ/GsnLlyhqvHPLVV18xcOBAjj32WI49dv8M9kOGDGHcuHH069ePqVOnRpM+5aq7SR64r6blalu23H333cesWbOqPE5EREREGoZFBLCBFdmX4Kg4l47lGgit3ysb+uMaVO1qVjU6p2VxfPp0BqbdiN1yxyRFaiIS2cvO3b8nUPpv4rznkJby11rXERuPC49vAv7i+YCdpMTbSSl6H39oE+2SriXH/z0fbr+eiCmlS+I4jm99G29vmcKuwLcA/Cr9Jo5JngGAMX5+2X4cEVMAhMEESEj4Y/RcbXyDOC3zBcKEyDyM4VyH8tOeh9hSMA8LF/3aPEUrb8VJrhtLbv7d/Jz/LL+EEunsTmBzwEMYO13jy4bWprk7MKnrX2OOSY2/mLziJQRCG0iJuxCPs1djhB7D4T2bUNHzENmB5RyEzTWosUMSOeo1q6RPz549mTdvXo3KduxYdUY5OTmZMWPG8OSTT1JSUoLX6yU1tWyytMp63uzZswfLskhOTgYgNTUVv99PcXExPp+vQtlBg/Z/uKWmplZZJ1Teswjgtttu48Ybb4w+LygooEOHw58gUERERESq50i4mWBoPURycSTOqDJ5Ytnbgb1+h+k7bFUPg6rO3uJFBErL5uMqKnmN+MCFeD2HN59KfNI9eOMvw2YlYbOn0d23fxjUv7bfSmTfql8/FSymd6tJ0YQPwNa9K7UoAABAAklEQVSizzgm+RwAwpE9REzuvj02gqHvY87z4a53eXXrfADOyjiPM9rWfYJiE8nDhLOxHN1iJo6OmFK2FDxdVoYgWwuea/Ckz6pdy1i6/R+09WQyqcvVxDsSKi0XjuSSX/gEP4fKJtR2sJfjkgbQvdU1ZHqrHlLmdLSlZ8YKDKXYLHeDXENtWfYMPOkry14De7sqJ+8WkSOnWSV9MjIymDRpUr3UZfZ1FSvvadO1a1e8Xi9r166tUHbt2rV069YNj6ds2cjyuXzWrl3LSSft7+67Y8cOdu/eHbMUfL9+/aqsEyouG1/O7XbjdjeND28RERGRo4nN2QN3+geNHUat2GyJ1T6vC8uycDi6Vrov0dUJisrmH3LbU6DkVQb6vKwtLiKMjY7x+xNOdlsGXs9vKPG/hYWLON9FMXV9uOud6M+rst+pkPTZ6/+CTTnXEjEldEy5n2RfWU/9iCnlx5xZ5Ac+JyNuPJm+E/HnXAD4sbtH4m41L/q3voUTt70tgXA2EMHr6HzY7VOdgmA+L21+HoD8YD7v7ljCb9tfWGlZm+XFsg4cbmaR7GpXbcInWtKysGha/2awLHe9rGYnjcAATWlIVRMKpTk7KlOvubm5LFmyhIEDB0YTOQ6Hg7Fjx/Laa69RWFgYLbt582ZWrFjB+PH7bz6jR4/G4/Ewf/78mHrnz5+PZVmcc8450W3jxo3ju+++i1maPRQKsWDBAk466SQyMxt33K2IiIiINH9x3nNISpiC23UCKcn3427geWj6pExmQOq1dEs6nxPi21C8916ybN8wOimNsR0ep2fSb6JlLcsiNWUebdM/JCPjS9zu42Pq6ujrirXvvw6+2GRMoPhlgnvGkckWHGY3P++ZGt23o3AR+UUv086sxbF3FkV504BSAMKB98vmkzkghv5tnycz4X/JSrqazq1uaoBWqZpFddM9eGjb+iW6+7riscWR5jmensl/qLJ8YzFNKRkgIjXWrHr61MXvfvc7OnbsyPHHH09aWho//vgjDz/8MDt37qyQtJk1axYnnHACY8aMYdq0afj9fmbMmEFaWho33bT/xpCSksL06dO58847SUlJYdSoUaxevZqZM2cyadKk6HLtAJdddhmPPfYY5513Hvfffz/p6ek8/vjjfP/99yxbduilMkVEREREDsWybLRKuvWInc9mOejVqmxJ+ZydJxLZ95W8y2wh1duvQnnLsnA6u1da1wUdJ9POm0XEhBnSelTMvpL8u7H21Z1ig1148Ac+Ji//LsKRYtJsAWyAZUEw+C12mwXYwUrAsqfF1OVzdqJ76szDu3AgEikiGPoOp6MntiomhPbZnVzUcSLv7FhChieTM9qOqbZOt2sQvdu+Rt3Xf2s4xhie2rCQpds/olNcO2b1vYpkV+VD1USk6WnxSZ/+/fvz97//nSeffJK9e/eSkpLCr3/9a1544QVOOOGEmLK9evVi5cqV3HrrrZx77rk4HA6GDx/OnDlzaN26dUzZO+64g4SEBB577DHmzJlD27ZtmTZtGnfccUdMObfbzfLly5k6dSrXXnstxcXFDBw4kKVLl3Laaac1+PWLiIiIiDQkr+9SigpnA+CJm1Dr4102NyPajK10n82WSiS8F6wIkESX1CfI2XMpkUgOYOGyucAEMFiEbWm4Em8kEv4Jp/cCLKv+V/8Kh3ezM3sU4ch2bLY2tE1/H7t9/78TjDH8d/csNhe+hteRwR29nsXnrN95n2rCX/ofcgufxunoQEri9Yc158+m4l94a/s/y34u2sbS7R9xYdaZ9RWqNCXGNLHhXU0olmasxSd9pk2bxrRp02pcftCgQTXugXPddddx3XXXHbJcmzZteP7552scg4iIyNHsgw8+YMGCBXz88cds2bKF5ORkjj/+eGbMmBGzWEK5L7/8kqlTp/Lpp5/GfGHTpUuXRohepOkJlf6XwN4nsOxt8CbcgmWLi9lfFMrn+4JPSXW3JyuuT63r9yVcjcszAjA4nIeeh6Y24lKeoaRwDpblIynxdmz21uSaUsom+7BwugbicXQnEskjPvEGnPV8/oP5AysJR7YDEInsxO//gLi4/43u3xvcxObC18rKhnayqeDv9E69sdK6GkokUsKW7POJmCLK2slGWtLNda7Pa3djYWEwRDDEO+o22biINI4Wn/QRERGR5uWJJ54gJyeH66+/nt69e7Nr1y4efvhhTj75ZN59912GDx8eLfvdd98xdOhQBg4cyCuvvBIdmj1kyBDWrFlToaeuyNHGmBBFORdjTH50my9pZvTnUCTI0xtuIj+YDcB5HaZxTNIptT6Po4GWC7c7uxOf8lTMttRWj7An7zZstgRaJc/G1cCJngM5nb3ZPy2q2fd8P5c9EQsHhjCGCB7Hkf8MipgiIqZ8jlIbwdDWassfSltPGjf1vISl2z+iW0JHzsw4vFXhROTIUtJHREREmpTHHnuM9PT0mG2jR4+mW7duzJ49OybpM2PGDNxuN0uWLCExsWy1okGDBtG9e3fmzJnDAw88cERjF2lyTBBj8ijv8REJb4/ZnRfcGU34WNjYWPSfCkkff7iA7/LfwGWLp1fSWGxW4/4TwusdTTvv6EY5t8vZm9Zpi/D7V+DxDMXlip2/yG1P5cS2j7Kp4BUSXd3plHjBEY/Rbtno6GqPI5JDgbERF3/ZYdd5WvrxnJZ+/KELSvMWgWrmHD/yIo0dQMugpI+IiIg0KQcnfADi4+Pp3bs3W7ZsiW4LhUIsWbKESy65JJrwAcjKymLYsGEsXrxYSR856lk2L56EG/EX/gnLSsATf2XM/lautrR2d2BXYAsGQ4+EEyvU8d62qWT7vwEM+aVbGJx+6OkNWjKPezAe9+Aq96f7fkW671f1es6IKeW/2beyu+SfpPtG0Lf1vVUm30zxizhNHlgWSZbBbnPVaywi0rwo6SMiIiJNXn5+Pl9++WVML58NGzZQUlJC//4Vl6bu378/77//Pn6/H4/HcyRDFWlyPAlTcMdNBsuFZTlj9tktB5d1eYif9q4hxZ1BG0/nCsfv9n8P+1bQyvZ/fSRCloPsLFrGzuJ3Adhe9CZt484gPW54hXKRyF4iJkL56wUWWHEVyonI0UNJHxEREWnyrr76aoqKimJWyczJyQEgJSWlQvmUlBSMMeTm5pKRkVFhfyAQIBAIRJ8XFBQ0QNQiTcfBkzcfyG33VTuPT6+ksXyTvxiAY5LOrreYIpG9YDmwWYdOzBpjgAiWZa+38zcn9oNW37LZKrZZaekX5O4+H2NKSHL2xWlPxOa7CMvR4UiFKc2cZQxWE1oxqynF0pzZDl1EREREpG5WrlyJZVk1eqxZs6bSOu68805efPFF/vznP1e6epdlVT0BQVX77rvvPpKSkqKPDh30jyKRqgxOv4FzOj7NeZ3+Ro+ks2p1bHHR39n+S3d27DiBYOm66Pb8wqfY/EsPtvzSmxL/qurrKF3HN9sG8d8t3dhV8EzMvrAJsWTbfTz6/Xje+eVhIiZcq/ga2vcF/+Ld7Y+zce9Xh1VPa98wOidNJt7Zna7JV5PqqTi8rHjvcxhTlszOD67DlvwUNu+4wzqviDR/6ukjIiIiDaZnz57MmzevRmU7duxYYdusWbO45557uPfee7nmmmti9qWmpgL7e/wcaM+ePViWRXJycqXnuu2227jxxv3LKBcUFCjxI1IFy7JI8/Ss9XHGRMjLmwYEMOESCgruJzVtAQC5+bMBgzF+8gr+gtdzWpX17Mz/C6FIDhDhl7y7SU34PTarbJ6aHws+4ruClQCsy3+P7gm/omvCybWO9dDXYli+81lW57xJa09HLsiaRbyjVbXHbC5ay2tb78XCxle5b3F5l8dp7cmq0/kty0aPlBvokXJDlWUcjs6UDeuyY9mSsGwJdTpXU2VMhFDxfCKhH3F4L8Tuqji0V0QqUtJHREREGkxGRgaTJk2q07GzZs1i5syZzJw5k9tvv73C/q5du+L1elm7dm2FfWvXrqVbt25Vzufjdrtxu92V7hOR+mJh2eIwkdKyZ7b9E6477BmEwlv2/dy+2locttRofXZbPBb7h3gdPJmx3XISjpSwa++LgKF1/O+wVzO0raZySrfyWU7ZELds/yY+z1nC0Da/r/aY3YHNAJh9SxDtKd1W56RPTcQlXAeWi3BoK774iVhW7SdwXpf/BYu3LSDensDvO11NmrtNvcZYXPQKgcCHeLyj8XrHRLeXRoqxsHDavFUeGyp+gdKCWYCdUMnr+NI/xbIl1Wt8Rz1jyh5NRVOKpRnT8C4RERFpcu6++25mzpzJ9OnTueuuuyot43A4GDt2LK+99hqFhYXR7Zs3b2bFihWMHz/+SIUrIpWwLIuUlGdxuU7C4xlNUtLM6L42aQuI840nIX4iKa3uBqAk+Asb818gp2R1TD0ZydNoFXcuCZ7T6Nz6+Zh5fbonnMKglN/SytWek1MvJCvuODbuuYUtefeyJW82P+VU3TOmNlw2D+VrWRsMHvuhE0k9E08hwZEGQJqrI53iBtZLLAcKlywhVHA3kdKvsCwn8QnXktTqAZzOXrWuK2IiPL/pUXYHdvBz8Qb+se1v9RprwP9P8vKmUFLyOrl7rqC09L8A/JD/Fi+sP5MX1p/FT4Urqo4vtBGwA2EwxZjI7nqNT1qGwsJCpk6dyqhRo2jdujWWZTFz5swaHfvaa69x4YUX0q1bN7xeL506deKiiy7ixx9/rFB26NChlQ5VHz16dD1f0eFTTx8RERFpUh5++GFmzJjB6NGj+c1vfsOnn34as//kk/cP3Zg1axYnnHACY8aMYdq0afj9fmbMmEFaWho33XTTkQ5dRA7idp+Iu/VrFbY7nd1onfJo9HkwUshHv5xPMJIHwPFtniDdNwQAh70VHVMfrrR+y7IxrM0VDGtzRXRbUeArylevKgqsqZfrSHS25pz2N/N5zhLaeLpwfMrYQx4T52jFH7rNIz+4k1auDOwHrZxWW3v9/6I0tJUk35nYbYmE/csJ5V0H2AgXLcCVvgLLnnlY52hIofDmfT+V9XwKh7cC/fl89zwMEQwRvtj9NF0ShlV6vNN3IaGSV8EUYHePwrJ3OTKBS7OSk5PD3LlzGTBgAOeccw5PP/10jY994IEHaNu2LXfccQddunRhy5YtzJ49m+OOO45PP/2UPn36xJTv0qULL774Ysy2qoaVNyYlfURERKRJefPNNwF45513eOeddyrsNwd09+7VqxcrV67k1ltv5dxzz8XhcDB8+HDmzJlD69atj1jMInJ4ioKbogkfsLHH/3k06VNb6Qm/Z2ve/dGfq1MS+oXNBS/isqWQlbR/rqDK9Ek6jT5JVc89VBmnzU2au+J8ZbWVW7SQrXvKei3t3juP7m3ew4S+o6z3UQSIYEKbDyvpY7NsXJJ1DYu3vUC8I5H/afe7w477QF7vbyjaO5dQ6Eec9g6UFP6JUGAVCc7WlIRzAUhwtq06PmdPfOmfYSK7sewdqp3EX+qoBQzvysrKIjc3F8uy2L17d62SPm+++Sbp6ekx24YPH06nTp3485//XKEur9cb80VUU6Wkj4iIiDQpK1eurFX5QYMGsWzZsoYJRkSOiARnd+IcWRSFfsbCRhvf8DrXlZH4R5I8wwCDz1X1MCdjDKu3T6QktA0wlEZy6Zlyc53P25AK/SspS/AYAsHvCEVycHjGEt77LJhcLEdfLNexh32efsnH0y/5+MOupzI2WzKt0z8gWPo5+TnjCUcgHPqOIUk3s9bVDcuyc1zqZdXWYdl8WLbDT6JJy3U4ycCDEz4AmZmZtG/fni1bthxOWI1KSR8REREREWlUdpuHX7V7hRz/ahKcXfE5D281PZ/r0KuNGYKUhLZSPhSssPSHwzpnQ0r0jiK/+A0AvM4BOGypWJYNV/oqTHgrlqMr1mEOHzsSLMuOzRZ/4BZcNjtD2t7aaDGJVOenn37i559/5pxzzqmwb8OGDaSkpFBQUEBWVhYXXHAB06dPx+utekLyxqCkj4iIiIiINDqHLY42vqFH7Hw2y0XHhAvZXPg3LBxkJV4EQDi0iWDJEuzOPjg9lc8vc6Ql+87GZe9IaWgbid7hWFbZejyWLR7LVvtJmxuT3dEbb9wfKSn+fzic/fHEVT8ET46gJjq8q6CgIGbzkVqBMxQKcfnllxMfH88NN8ROCv/rX/+a//3f/6VXr16UlJSwdOlSHnzwQT766CNWrFiBzdZ01sxS0kdERERERJoEYwyFgY+JGD9JnqExK3U1hF6pd9Ax6WIctgTc9lQikXz27hqDMQWAwddqHi5v46/GEwnnECi4jVDwG4qCFxOfdG+zndPGsizik+4kPunOxg5FmokOHWJ7/t111101XpGrrowxXH755fzzn//k1VdfrRDDPffcE/P8rLPOolOnTtx888288cYbjBs3rkHjq42mk34SEREREZGj2i8Ff+X77Iv4cdflbMy5pcHPZ1kWcc5OuO2pAERCmzAmn7IhXzbCwS8bPIaaKCn+f4SCXwNh/MXPEw5909ghiRwxW7ZsIT8/P/q47bbbGvR8xhgmTZrEggULmD9/PmeffXaNjrv44osBKqw62tjU00dERERERJqE3OK39/9c8g7wpyN6fruzFzZHLyKh7wAHTs9ZR/T8VbFZSZTPPQQWlpUQ3Ve2omEQq5qVx0RqJELZfOFNRaTsf4mJiSQmJh6RU5YnfJ577jmeeeaZaCKnNprS0C5Q0kdERERERI6gSGgrocI5YNlxJtyCZd+/THeSdxglwe/LfvbUbnn0+mBZbhJa/4NQ6ZfYHZ2x1XEJ9IK9CygsfhmP60RSkm7Hsg7vn12euN8TCm8hVLoGb9wl2B1lK1iFw7vYs/t8wqHv8XjPJanVX6Lz/YhI7RhjmDx5Ms899xxPPfUUEydOrNXxzz//PECTW8ZdSR8RERERETliSvOuxgTXAWDC23Gn/i26r33SVOJdA4mYAK18ZzZKfJblxen+VZ2PLw1+x+68sqFpgdIvcDq7kxh34WHG5CQh6a4K20uK/0Y49CMA/pJFxMVfhtM18LDOJdLcLV26lKKiIgoLCwH45ptvWLRoEVA2947P5+Pyyy/n+eefZ8OGDWRlZQFw3XXX8cwzz3DZZZfRr1+/mGFabrebY489FoB//vOf3HvvvYwbN44uXbrg9/tZunQpc+fOZfjw4YwdO/YIX3H1lPQREREREZEjxoSzKR+3YcI7Y/ZZlo1WvsabONmYEIG86wj738XmHoKn1ZNYlqdWdUQihQc8s4hE8us3yAPYbGlEx8BgYdlaNdi5pOWzjMFqQqt31TWWK6+8kp9//jn6fOHChSxcuBCAjRs30qlTJ8LhMOFweN/wyDJvvvkmAM8++yzPPvtsTJ1ZWVls2rQJgIyMDOx2O3fffTe7d+/Gsiy6d+/O//3f/3HTTTdpeJeIiIiIiBy9nIm3Ecy7GbDhTLy1scOJEQ6sIux/C4BIYAWhkrdw+n5bqzrcrkEk+C6isPjvuF3HkRj3u4YIFQCv7wLC4W0ES9fgi7sQhyOrwc51OIwpJZJ/CybwEZbnN9gSZ2oYmjSY8uRMdebPn8/8+fNrfRxAt27deOutt2ofWCNR0kdERERERI4Yh/d/sHvOoGxC4qY1+bBlxcc+t8VXUbK6Omy0TplD65Q59RVWNeeyk5A4tcHPc7iM/y3MvmSaKfkbxnM6lvvURo5K5OigpI+IiIiIiBxRluVu7BAqZXefhCvhdkL+t7G7h2F3j6q3uiORvez1v4fT3h6v+8R6q7d5ODi55wTAmAgUzcME12B5z8HynHHkQ5P9jCl7NBVNKZZmTEkfERERERGRfZzxf8AZ/4d6rdOYCFt2nUNp8BsA2qT8fyT6xtfrOZoyyzMaq/QSTOmHWJ4xWK59qxv5/4HZ+zAAJvABpL2D5ejciJGKtDxK+oiIiIiIiDSgcGRXNOEDFsUly4+upI9lx540o+KO8C7AAkzZI5IDKOkjUp80e5aIiIiIiEgDstta43L23vfM4POOaNR4mgzveLDvS/K4R4Lz2MaNR6QFUk8fERERERGRBmRZNjq0fv0ontOncpY9FdKWginGssU1djgSMWA1oXl0Ik0olmZMSR8REREREZEGZrPFH1VDumrKsiywlPARaSga3iUiIiIiIlIPjIlgTLixwxARiVLSR0RERERE5DCV+D9i8y/HsHlbV/YWv9bY4YjUXvmS7U3pIYdNSR8REREREZF9TOAzIoUPYgL/qtVxufn3YEwhhgB78u5soOiatogJ4A+ux5hgY4ciIvtoTh8RERERERHABL/D5F5a9nPRM5C6CMvZr0bH2uypELQBBpstpQGjbJpC4Rx+2DGGYHgrbkd3urf9B3ZbfGOHJXLUU08fERERERERgNB6ILLvYSD4Q40PTWs1B593DF7P6aSnPt1QETZZ+SXvEgxvBSAQ+pFC/4eNHJHUXhMYzhUztEvDu+qDevqIiIiIiIgAuH8NtnYQ2Qa2NuAeWuNDHfYM0lOfbLjYmji3o+u+n8p6O7kdnRszHBHZR0kfERERERFp8UzoZyJFT4AVhy3+OixbUoUyli0ZWr9d1uPH3gXLpqXEayrecxJZaXPZ6/8nid6ReF3HNHZIIoKSPiIiIiIichQI514B4U2AIRLJwZ78l0rLWZYXajiPj8RK9p1Jsu/Mxg5D6qqprZjVlGJpxjSnj4iIiIiItHyR7UAYMJh9c8+IiLR0SvqIiIiIiEiLZ4u/CbAAJ7b4axo7HBGRI0LDu0REREREpMWzxV2K5R0PlqNsCJeIxIo0sRWzIk0olmZMSR8RERERETkqWLaExg5BROSI0vAuEREREREREZEWSD19RERERERERI52JlL2aCqaUizNmHr6iIiIiIiIiIi0QEr6iIiIiIiIiIi0QBreJSIiIiIiInK0M6bs0VQ0pViaMfX0ERERERERERFpgZpl0qewsJCpU6cyatQoWrdujWVZzJw5s8ryX375Jaeffjrx8fEkJyczfvx4fvrpp0rLPvroo/Tq1Qu3203nzp2ZNWsWwWCwQrns7GwmTJhAWloaPp+PwYMHs3z58krrXLZsGYMHD8bn85GWlsaECRPIzs6u07WLiIiIiIiIiNREs0z65OTkMHfuXAKBAOecc061Zb/77juGDh1KaWkpr7zyCs8++yw//PADQ4YMYdeuXTFl7733Xq6//nrGjx/Pu+++y1VXXcXs2bO5+uqrY8oFAgFGjBjB8uXLeeSRR3jjjTdo06YNo0ePZtWqVTFlV61axZlnnkmbNm144403eOSRR1i2bBkjRowgEAjUS3uIiIiIiIiIHJaIaXoPOWzNck6frKwscnNzsSyL3bt38/TTT1dZdsaMGbjdbpYsWUJiYiIAgwYNonv37syZM4cHHngAKEsk3XPPPUyePJnZs2cDMHToUILBINOnT2fKlCn07t0bgGeeeYZ169bx8ccfM3jwYACGDRvGgAEDmDp1Kp999ln0/Lfccgs9evRg0aJFOBxlzd25c2d+9atf8eyzz3LllVfWfwOJiIiIiIiIyFGvWfb0sSwLy7IOWS4UCrFkyRJ++9vfRhM+UJY0GjZsGIsXL45ue+edd/D7/UycODGmjokTJ2KM4fXXX49uW7x4MT179owmfAAcDgcXX3wx//73v9m2bRsA27ZtY/Xq1fz+97+PJnwATjnlFHr06BFzfhERERERERGR+tQskz41tWHDBkpKSujfv3+Fff3792f9+vX4/X4A1q1bB0C/fv1iymVkZJCWlhbdX162qjoBvv7665g6qyp7YJ0HCwQCFBQUxDxEREREREREGkT56l1N6SGHrUUnfXJycgBISUmpsC8lJQVjDLm5udGybrebuLi4SsuW11Vetqo6Dzzvoc5/YJ0Hu++++0hKSoo+OnToUGVZEREREREREZGDNXrSZ+XKldHhWod6rFmzpk7nqG4o2IH7alquvspWV8dtt91Gfn5+9LFly5Yqy4qIiIiIiIiIHKzRJ3Lu2bMn8+bNq1HZjh071qru1NRUgEp71OzZswfLskhOTo6W9fv9FBcX4/P5KpQdNGhQTL1V1Qn7e/Yc6vyV9QAq53a7cbvd1V2eiIiIiIiISP0wNK0hVU0olOas0ZM+GRkZTJo0qUHq7tq1K16vl7Vr11bYt3btWrp164bH4wH2z+Wzdu1aTjrppGi5HTt2sHv3bvr27Rvd1q9fvyrrBKJly/+/du1azjrrrAplD6xTRERERERERKQ+NfrwrobkcDgYO3Ysr732GoWFhdHtmzdvZsWKFYwfPz66bfTo0Xg8HubPnx9Tx/z587Esi3POOSe6bdy4cXz33XcxS7OHQiEWLFjASSedRGZmJgDt2rXjxBNPZMGCBYTD4WjZTz/9lO+//z7m/CIiIiIiIiIi9anRe/rU1dKlSykqKoomc7755hsWLVoEwFlnnRUdojVr1ixOOOEExowZw7Rp0/D7/cyYMYO0tDRuuummaH0pKSlMnz6dO++8k5SUFEaNGsXq1auZOXMmkyZNonfv3tGyl112GY899hjnnXce999/P+np6Tz++ON8//33LFu2LCbOBx54gJEjR3Leeedx1VVXkZ2dzbRp0+jbt2+F5eFFREREREREGkVTWzGrKcXSjFnGNM+W7NSpEz///HOl+zZu3EinTp2iz7/44gtuvfVWPvnkExwOB8OHD2fOnDl07dq1wrF//etfeeyxx9i0aRNt27Zl4sSJ3HHHHTidzphyO3fuZOrUqSxZsoTi4mIGDhzI3Xffzemnn16hzvfff58ZM2awZs0afD4fY8aM4aGHHiI9Pb3G11tQUEBSUhL5+fkkJibW+DgRETl66F5Rd2o7ERGpTku+T5Rf2+ltr8BhczV2OFGhSCnLdsxtkW1+JDXbpM/RpiV/yIiISP3QvaLu1HYiIlKdlnyfUNKnZWu2w7tEREREREREpJ5EIkCksaPYL9KEYmnGWvREziIiIiIiIiIiRyslfUREREREREREWiAN7xIRERERERE52mn1rhZJPX1ERERERERERFogJX1ERERERERERFogDe8SEREREREROdppeFeLpJ4+IiIiIiIiIiItkJI+IiIiIiIiIiItkIZ3iYiIiIiIiBztIgZoQkOqIk0olmZMPX1ERESkSXv66aexLIv4+PhK93/55ZecfvrpxMfHk5yczPjx4/npp5+OcJQiIiIiTY+SPiIiItJkbdu2jZtvvpnMzMxK93/33XcMHTqU0tJSXnnlFZ599ll++OEHhgwZwq5du45wtCIiIiJNi4Z3iYiISJP1xz/+kVNPPZWUlBQWLVpUYf+MGTNwu90sWbKExMREAAYNGkT37t2ZM2cODzzwwJEOWUREpFkyJoIxkcYOI6opxdKcqaePiIiINEkLFixg1apVPP7445XuD4VCLFmyhN/+9rfRhA9AVlYWw4YNY/HixUcqVBEREZEmSUkfERERaXKys7OZMmUK999/P+3bt6+0zIYNGygpKaF///4V9vXv35/169fj9/sbOlQRERGRJkvDu0RERKTJueqqq+jZsydXXnlllWVycnIASElJqbAvJSUFYwy5ublkZGRU2B8IBAgEAtHnBQUF9RC1iIhIM2ZM01oxyzShWJox9fQRERGRBrNy5Uosy6rRY82aNQC8+uqrvPnmm8ybNw/Lsg55jurKVLXvvvvuIykpKfro0KFDna5PREREpClTTx8RERFpMD179mTevHk1KtuxY0f27t3L1VdfzbXXXktmZiZ5eXkAlJaWApCXl4fT6SQuLo7U1FRgf4+fA+3ZswfLskhOTq70XLfddhs33nhj9HlBQYESPyIiItLiKOkjIiIiDSYjI4NJkybVuPymTZvYuXMnDz/8MA8//HCF/a1ateLss8/m9ddfp2vXrni9XtauXVuh3Nq1a+nWrRsej6fS87jdbtxud80vREREpKUzBmhCQ6o0vKteKOkjIiIiTUbbtm1ZsWJFhe33338/q1atYunSpaSlpQHgcDgYO3Ysr732Gg8++CAJCQkAbN68mRUrVnDDDTcc0dhFREREmholfURERKTJ8Hg8DB06tML2+fPnY7fbK+ybNWsWJ5xwAmPGjGHatGn4/X5mzJhBWloaN91005EJWkRERKSJ0kTOIiIi0mz16tWLlStX4nQ6Offcc5kwYQLdunXjww8/pHXr1o0dnoiISPMRiTS9hxw29fQRERGRJm/+/PnMnz+/0n2DBg1i2bJlRzYgERERkWZAPX1ERERERERERFog9fQREREREREROdpp9a4WST19RERERERERERaICV9RERERERERERaIA3vEhERERERETnKmUgEYzWdFbOMaTqxNGfq6SMiIiIiIiIi0gIp6SMiIiIiIiIi0gJpeJeIiIiIiIjI0U6rd7VI6ukjIiIiIiIiItICKekjIiIiIiIiItICaXiXiIiIiIiIyNEuYsBqQkOqNLyrXqinj4iIiIiIiIhIC6Skj4iIiIiIiIhIC6ThXSIiIiIiIiJHO2OASGNHsZ+Gd9UL9fQREREREREREWmBlPQREREREREREWmBNLxLRERERERE5ChnIgbThFbvMhreVS/U00dEREREREREpAVS0kdEREREREREpAXS8C4RERERERGRo52J0LRW72pCsTRj6ukjIiIiIiIiItICKekjIiIiIiIiItICNcukT2FhIVOnTmXUqFG0bt0ay7KYOXNmpWUnTJiAZVkVHr169aq0/KOPPkqvXr1wu9107tyZWbNmEQwGK5TLzs5mwoQJpKWl4fP5GDx4MMuXL6+0zmXLljF48GB8Ph9paWlMmDCB7OzsOl+/iIiIiIiISH0yEdPkHnL4mmXSJycnh7lz5xIIBDjnnHMOWd7r9fLJJ5/EPP7+979XKHfvvfdy/fXXM378eN59912uuuoqZs+ezdVXXx1TLhAIMGLECJYvX84jjzzCG2+8QZs2bRg9ejSrVq2KKbtq1SrOPPNM2rRpwxtvvMEjjzzCsmXLGDFiBIFA4LDaQURERERERESkKs1yIuesrCxyc3OxLIvdu3fz9NNPV1veZrNx8sknV1smJyeHe+65h8mTJzN79mwAhg4dSjAYZPr06UyZMoXevXsD8Mwzz7Bu3To+/vhjBg8eDMCwYcMYMGAAU6dO5bPPPovWe8stt9CjRw8WLVqEw1HW3J07d+ZXv/oVzz77LFdeeWWd20FEREREREREpCrNsqdP+RCt+vTOO+/g9/uZOHFizPaJEydijOH111+Pblu8eDE9e/aMJnwAHA4HF198Mf/+97/Ztm0bANu2bWP16tX8/ve/jyZ8AE455RR69OjB4sWL6/UaREREREREROrERJreQw5bs0z61FZJSQlt27bFbrfTvn17rrnmGvbs2RNTZt26dQD069cvZntGRgZpaWnR/eVl+/fvX+E85du+/vrrmDqrKntgnSIiIiIiIiIi9alZDu+qjQEDBjBgwAD69u0LlM2x8+c//5nly5ezevVq4uPjgbLhXW63m7i4uAp1pKSkkJOTE32ek5NDSkpKpeXK9x/4/6rKHljnwQKBQMycP/n5+QAUFBRUf8EiInLUKr9HGKOJD2urvM10nxURkcocDffYEEFoQpcXouKCSlJ7jZ70WblyJcOGDatR2a+++oqBAwfWqv4bbrgh5vnIkSM59thjOffcc5k3b17M/uqGjB28rz7KVlfHfffdx6xZsyps79ChQ5XHiIiIQNmXDklJSY0dRrNSWFgI6D4rIiLVKywsbHH3WJfLRdu2bflox9uNHUoFbdu2xeVyNXYYzVqjJ3169uzJvHnzalS2Y8eO9XLOcePGERcXx6effhrdlpqait/vp7i4GJ/PF1N+z549DBo0KKZsZb10yoeMlffsSU1NBaiybGU9gMrddttt3HjjjdHneXl5ZGVlsXnz5hb3IVMbBQUFdOjQgS1btpCYmNjY4TQatUMZtYPaoJzaoUx+fj4dO3as9v4ilcvMzGTLli0kJCTU+7yBh0vv77pT29Wd2q7u1HZ115TbzhhDYWEhmZmZjR1KvfN4PGzcuJHS0tLGDqUCl8uFx+Np7DCatUZP+mRkZDBp0qQjfl5jDDbb/imNyufyWbt2LSeddFJ0+44dO9i9e3d0eFh52bVr11aos3xbedny/69du5azzjqrQtkD6zyY2+3G7XZX2J6UlNTkPgAbQ2JiotoBtUM5tYPaoJzaocyB9zepGZvNRvv27Rs7jGrp/V13aru6U9vVndqu7ppq27XkL989Ho+SKy3UUflX4aJFiyguLo5Zxn306NF4PB7mz58fU3b+/PlYlsU555wT3TZu3Di+++67mKXZQ6EQCxYs4KSTTopmf9u1a8eJJ57IggULCIfD0bKffvop33//PePHj2+YCxQRERERERGRo16j9/Spq6VLl1JUVBQdg//NN9+waNEiAM466yx8Ph8///wzv/vd77jgggvo1q0blmWxatUq/vKXv9CnT5+YHkYpKSlMnz6dO++8k5SUFEaNGsXq1auZOXMmkyZNonfv3tGyl112GY899hjnnXce999/P+np6Tz++ON8//33LFu2LCbOBx54gJEjR3Leeedx1VVXkZ2dzbRp0+jbt2+F5eFFREREREREROpLs036XHnllfz888/R5wsXLmThwoUAbNy4kU6dOpGYmEibNm3405/+xM6dOwmHw2RlZXHddddx++23V1ip64477iAhIYHHHnuMOXPm0LZtW6ZNm8Ydd9wRU87tdrN8+XKmTp3KtddeS3FxMQMHDmTp0qWcdtppMWWHDh3K22+/zYwZMxg7diw+n48xY8bw0EMPVTp8qyput5u77rqrVse0RGqHMmqHMmoHtUE5tUMZtUPLpNe17tR2dae2qzu1Xd2p7UTqn2Va8ppzIiIiIiIiIiJHqaNyTh8RERERERERkZZOSR8RERERERERkRZISR8RERERERERkRZISZ8joLCwkKlTpzJq1Chat26NZVnMnDmz0rITJkzAsqwKj169elVa/tFHH6VXr1643W46d+7MrFmzCAaDFcplZ2czYcIE0tLS8Pl8DB48mOXLl1da57Jlyxg8eDA+n4+0tDQmTJhAdnZ2na8fatcGAF9++SWnn3468fHxJCcnM378eH766adKyzaXNqjKypUrK33NLcvi008/rVC+sdumse3du5cpU6aQmZmJx+Nh4MCBvPzyy40dVq3U5jVvSa93bT4HGvu6G+ozoKZt0FLvBXJ4nn76aSzLIj4+vtL9tfm9aek++OADLrvsMnr16kVcXBzt2rXj7LPP5osvvqi0vNpuv5Zwn21otXl/6b1Vveo+19R2IvXESIPbuHGjSUpKMqeeeqqZNGmSAcxdd91VadlLL73UeL1e88knn8Q81qxZU6HsPffcYyzLMrfddptZsWKFefDBB43L5TKTJ0+OKef3+03fvn1N+/btzYIFC8x7771nzj77bONwOMzKlStjyq5cudI4HA5z9tlnm/fee88sWLDAtGvXzvTt29f4/f4j0gbffvutSUhIMEOGDDFvvfWWefXVV02fPn1MZmamyc7ObrZtUJUVK1YYwMyePbvC615YWNik2qYpGDlypElOTjZPPvmk+eCDD6LvpxdffLGxQ6uxmr7mLe31runnQGNfd0N+BtS0DVrqvUDqbuvWrSYpKclkZmaauLi4Cvtr83tzNDj33HPNsGHDzOOPP25WrlxpFi5caE4++WTjcDjM8uXLY8qq7WK1hPtsQ6vp+0vvrepV97mmthOpP0r6HAGRSMREIhFjjDG7du06ZNKnsj/mDrZ7927j8XjMFVdcEbP93nvvNZZlma+//jq67bHHHjOA+fjjj6PbgsGg6d27tznxxBNjjj/hhBNM7969TTAYjG7717/+ZQDz+OOPHzKuqtSmDc477zyTlpZm8vPzo9s2bdpknE6nmTp1anRbc2uDqpQnABYuXHjIso3dNo3trbfeMoD529/+FrN95MiRJjMz04RCoUaKrHZq+pq3tNe7pp8DjX3dDfkZUNM2aKn3Aqm7MWPGmLFjx1b53qjp783RYufOnRW2FRYWmjZt2pgRI0bEbFfb7ddS7rMNrabvL723qlfd55raTqT+KOlzhNVX0mfBggUGMJ988knM9l9++cUA5t57741uO/30003Pnj0r1DF79mwDmK1btxpjyrLtgLnvvvsqlO3Ro4cZOXLkIeOqieraIBgMGq/Xa/7whz9U2Ddq1CjTvXv36PPm3AYHqmkCoLHbpimYNGmSiY+Pj/mHqDHG/O1vfzOA+de//tVIkdVOTV7zlv56V/U50NjXfSQ/A+oj6dPc20Bq5oUXXjAJCQlmy5Ytlb43avN7c7QbNmyY6dGjR/S52i5WS7nPNpYD3196b1Wvus81tZ1I/dKcPk1QSUkJbdu2xW630759e6655hr27NkTU2bdunUA9OvXL2Z7RkYGaWlp0f3lZfv371/hPOXbvv7665g6qyp7YJ0NZcOGDZSUlFQZw/r16/H7/UDLa4Orr74ah8NBYmIiZ5xxBh999FHM/sZum6Zg3bp1HHPMMTgcjpjt5bEeifdofaruNT9aX+/Gvu6m8DlY7mi+F8h+2dnZTJkyhfvvv5/27dtXWqY2vzdHs/z8fL788kv69OkT3aa2i9XS7rNH0sHvL723qnaozzW1nUj9chy6iBxJAwYMYMCAAfTt2xeAVatW8ec//5nly5ezevXq6CRnOTk5uN1u4uLiKtSRkpJCTk5O9HlOTg4pKSmVlivff+D/qyp7YJ0N5VAxGGPIzc0lIyOjxbRBUlIS119/PUOHDiU1NZX169fz0EMPMXToUN566y3OOOOMGsXW0G3TFOTk5NClS5cK25tirNWpyWt+tL7ejX3dTeFzEHQvkP2uuuoqevbsyZVXXlllmdr83hzNrr76aoqKirjjjjui29R2sVrKfbYxHPz+0nuraof6XFPbidQvJX1qaeXKlQwbNqxGZb/66isGDhxYq/pvuOGGmOcjR47k2GOP5dxzz2XevHkx+y3LqrKeg/fVR9ny7Q3dBtXFcPC+xmqDqtSlbY499liOPfbY6PYhQ4Ywbtw4+vXrx9SpU6NJn5rEcCTaprE1p1irUpvX/Gh9vRv7uuv6GVBfmsO9QGqnLveHV199lTfffJOvvvqqRu3eHH6366I+/u648847efHFF3n00UcZNGhQhf0tte3qQm1Re9W9v9SesWrzuaa2E6kfSvrUUs+ePZk3b16Nynbs2LFezjlu3Dji4uJilnJOTU3F7/dTXFyMz+eLKb9nz56YG05qamql38yUDxMoz6KnpqYClX+Ls2fPnmi5hmyDQ8VgWRbJycnRso3VBlWpr7ZJTk5mzJgxPPnkk5SUlOD1ehu9bZqC5hRrbR38mh+tr3djX/fhfgY0pKZ2L5Daqe39Ye/evVx99dVce+21ZGZmkpeXB0BpaSkAeXl5OJ1O4uLiavV70xwd7r111qxZ3HPPPdx7771cc801MftaetvVVlO/RzRFVb2/9N6qqKafa2o7kfqlpE8tZWRkMGnSpCN+XmMMNtv+KZjK529Yu3YtJ510UnT7jh072L17d3RIQHnZtWvXVqizfFt52fL/r127lrPOOqtC2fL9DdkGXbt2xev1Vhlvt27d8Hg8QOO2QVXqs22MMcD+bzIau22agn79+vHSSy8RCoVi5htoirHWxYGv+dH6ejf2dR/uZ0BDa0r3Aqmd2t4fNm3axM6dO3n44Yd5+OGHK+xv1aoVZ599Nq+//nqtfm+ao8O5t86aNYuZM2cyc+ZMbr/99gr7W3rb1VZLv8/Wt+reX3pvVbR79+4afa4tWrRIbSdSnxpn/uij16FW76rM3//+dwOYv/zlL9FtOTk5xuPxmD/+8Y8xZe+7774Ky/Q+/vjjBjCffvppdFswGDR9+vQxJ510UszxJ554ounbt2/MkpyffPKJAcwTTzxR45irc6g2OP/88016eropKCiIbvv555+Ny+Uyt956a3Rbc26DQ9mzZ49p166dGThwYMz2xm6bxvb2228bwLz88ssx20ePHt3sl5Kt7DVvya93dZ8DjX3dR+ozoLb3g5Z2L5DqlZSUmBUrVlR4nHHGGcbj8ZgVK1aYtWvXRsvX9PfmaPJ///d/BjDTp0+vtpzabr+WfJ+tbzV5f+m9Fas2n2tqO5H6o6TPEfL222+bhQsXmmeffdYA5rzzzjMLFy40CxcuNEVFRcYYYzZt2mROOeUU89e//tW8/fbbZunSpWbatGnG4/GYPn36mL1798bUec899xjLssztt99uVq5caR566CHjdrvN5MmTY8r5/X7Tp08f06FDB/Piiy+a999/34wbN844HA6zcuXKmLIrVqwwDofDjBs3zrz//vvmxRdfNB06dDB9+/Y1fr+/wdvAGGO+/fZbEx8fb0499VTz9ttvm9dee8307dvXZGZmmuzs7GbdBpW58MILza233moWLlxoVqxYYebOnWt69uxpHA6Hef/992PKNnbbNAUjR440rVq1MnPnzjUffPCBmTx5sgHMggULGju0Gqvpa94SX++afA409nU39GfAodqgpd8L5PBUtmS7MbX7vTkazJkzxwBm9OjR5pNPPqnwOJDaLlZLuM82tJq+v/TeqpnKPtfUdiL1R0mfIyQrK8sAlT42btxojCn7pn/cuHGmU6dOxuv1GpfLZbp3726mTp1q8vLyKq33kUceMT169DAul8t07NjR3HXXXaa0tLRCuR07dphLLrnEpKSkGI/HY04++eQKCYVy7733njn55JONx+MxKSkp5pJLLjE7d+48Im1Q7vPPPzcjRowwPp/PJCYmmnPOOcesX7++2bdBZe677z4zcOBAk5SUZOx2u2ndurUZN26c+fe//11p+cZum8ZWWFhorrvuOtO2bVvjcrlM//79zUsvvdTYYdVKbV7zlvZ61/RzoLGvuyE/Aw7VBi39XiCHp6qkjzG1+71p6U477bQqf88q6+iuttuvJdxnG1pt3l96bx1aVZ9rajuR+mEZs28SCRERERERERERaTFshy4iIiIiIiIiIiLNjZI+IiIiIiIiIiItkJI+IiIiIiIiIiItkJI+IiIiIiIiIiItkJI+IiIiIiIiIiItkJI+IiIiIiIiIiItkJI+IiIiIiIiIiItkJI+IkeJ//73v0ycOJHOnTvj8XiIj4/nuOOO48EHH2TPnj2NHV6z9/HHHzNz5kzy8vJqVH7r1q1MmTKF0047jeTkZCzLYv78+Q0ao4iINBzdZxuW7rMiInWjpI/IUWDevHkMGjSI1atXc8stt/DOO++wePFizjvvPJ588kkuv/zyxg6x2fv444+ZNWtWjf8YXb9+PS+++CIul4uzzjqrYYMTEZEGpftsw9N9VkSkbhyNHYCINKxPPvmEK6+8kpEjR/L666/jdruj+0aOHMlNN93EO++804gRHp1OPfVUdu3aBcDnn3/OSy+91MgRiYhIXeg+2zTpPisiUkY9fURauNmzZ2NZFnPnzo35Q7Scy+Xif/7nf6LPI5EIDz74IL169cLtdpOens4ll1zC1q1bY44bOnQoffv25ZNPPuGUU07B6/XSqVMnnnvuOQDeeustjjvuOHw+H/369avwB+/MmTOxLIuvvvqK8ePHk5iYSFJSEhdffHH0j7S6xrR69WqGDBmCz+ejS5cu3H///UQikZiyBQUF3HzzzXTu3BmXy0W7du2YMmUKRUVFMeUsy+Kaa67hhRde4JhjjsHn8zFgwACWLFkScy233HILAJ07d8ayLCzLYuXKlVW+LjabPn5FRFoC3Wd1nxURadKMiLRYoVDI+Hw+c9JJJ9X4mCuuuMIA5pprrjHvvPOOefLJJ03r1q1Nhw4dzK5du6LlTjvtNJOammp69uxpnnnmGfPuu++aMWPGGMDMmjXL9OvXz7z00kvm7bffNieffLJxu91m27Zt0ePvuusuA5isrCxzyy23mHfffdf86U9/MnFxcebYY481paWldY6pe/fu5sknnzTvv/++ueqqqwxgnn/++Wi5oqIiM3DgQJOWlmb+9Kc/mWXLlplHHnnEJCUlmeHDh5tIJBItC5hOnTqZE0880bzyyivm7bffNkOHDjUOh8Ns2LDBGGPMli1bzLXXXmsA89prr5lPPvnEfPLJJyY/P79Gbb569WoDmOeee67Gr5OIiDQ+3Wd1nxURaeqU9BFpwXbs2GEAc8EFF9So/LfffmsAc9VVV8Vs/+yzzwxgbr/99ui20047zQDm888/j27LyckxdrvdeL3emD8816xZYwDz17/+Nbqt/I/RG264IeZcL774ogHMggUL6hzTZ599FlO2d+/e5owzzog+v++++4zNZjOrV6+OKbdo0SIDmLfffju6DTBt2rQxBQUF0W07duwwNpvN3HfffdFtDz30kAHMxo0bTW3pj1ERkeZJ99kyus+KiDRd6vcoIlErVqwAYMKECTHbTzzxRI455hiWL18esz0jI4NBgwZFn6ekpJCens7AgQPJzMyMbj/mmGMA+Pnnnyuc86KLLop5fv755+NwOKKx1Damtm3bcuKJJ8Zs69+/f8y5lyxZQt++fRk4cCChUCj6OOOMMyrtLj5s2DASEhKiz9u0aUN6enql1yMiIlIV3Wd1nxUROdI0kbNIC5aWlobP52Pjxo01Kp+TkwOU/ZF5sMzMzAp/fKWkpFQo53K5Kmx3uVwA+P3+CuXbtm0b89zhcJCamhqNpbYxpaamVijndrspKSmJPt+5cyfr16/H6XRWKAuwe/fuWtcpIiJHH91ny+g+KyLSdCnpI9KC2e12RowYwdKlS9m6dSvt27evtnz5H13bt2+vUPaXX34hLS2t3mPcsWMH7dq1iz4PhULk5OREY2mImNLS0vB6vTz77LNV7hcRETkU3Wcrp/usiEjToeFdIi3cbbfdhjGGyZMnU1paWmF/MBjkzTffBGD48OEALFiwIKbM6tWr+fbbbxkxYkS9x/fiiy/GPH/llVcIhUIMHTq0wWIaM2YMGzZsIDU1leOPP77Co1OnTrWus3zFFn0rKSJydNF9tiLdZ0VEmg719BFp4QYPHswTTzzBVVddxaBBg7jyyivp06cPwWCQr776irlz59K3b1/Gjh1Lz549ueKKK3j00Uex2WyceeaZbNq0iTvvvJMOHTpwww031Ht8r732Gg6Hg5EjR/L1119z5513MmDAAM4//3yABolpypQpvPrqq5x66qnccMMN9O/fn0gkwubNm3nvvfe46aabOOmkk2pVZ79+/QB45JFHuPTSS3E6nfTs2TNmjoKDLVq0CICffvoJgM8//5z4+HgAzj333Fpfl4iIHHm6z1ak+6yISBPS2DNJi8iRsWbNGnPppZeajh07GpfLFV2ydcaMGSY7OztaLhwOmwceeMD06NHDOJ1Ok5aWZi6++GKzZcuWmPpOO+0006dPnwrnycrKMr/5zW8qbAfM1VdfHX1evqrIF198YcaOHWvi4+NNQkKCufDCC83OnTtjjj3cmC699FKTlZUVs23v3r1m+vTppmfPnsblcpmkpCTTr18/c8MNN5gdO3ZUGfeB13nppZfGbLvttttMZmamsdlsBjArVqyocNzBbVLVQ0REmhfdZ7Nituk+KyLSNFjGGHMkk0wiIgAzZ85k1qxZ7Nq1S2P7RURE6pnusyIiAprTR0RERERERESkRVLSR0RERERERESkBdLwLhERERERERGRFkg9fUREREREREREWiAlfUREREREREREWiAlfUREREREREREWiAlfUREREREREREWiAlfUREREREREREWiAlfUREREREREREWiAlfUREREREREREWiAlfUREREREREREWiAlfUREREREREREWqD/H7XXhL91uPaxAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving Model... Done.\n", + "\n", + "Epoch 10: 14.34s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1411\n", + "\tTrain Regression Loss: : 0.0150\n", + "\tTrain Mve Loss: : 19.3607\n", + "\tTrain R2 Score: : 0.9527\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0205\n", + "\tVal Target Regression Loss: : 0.0253\n", + "\tVal Source R2 Score: : 0.9360\n", + "\tVal Target R2 Score: : 0.9188\n", + "\tVal Source Mve Loss: : 26.1813\n", + "\tVal Target Mve Loss: : 33.5438\n", + "\n", + "Epoch 11: 15.44s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1405\n", + "\tTrain Regression Loss: : 0.0147\n", + "\tTrain Mve Loss: : 19.7876\n", + "\tTrain R2 Score: : 0.9536\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0151\n", + "\tVal Target Regression Loss: : 0.0181\n", + "\tVal Source R2 Score: : 0.9521\n", + "\tVal Target R2 Score: : 0.9429\n", + "\tVal Source Mve Loss: : 20.9202\n", + "\tVal Target Mve Loss: : 25.3556\n", + "Saving Model... Done.\n", + "\n", + "Epoch 12: 16.89s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1397\n", + "\tTrain Regression Loss: : 0.0146\n", + "\tTrain Mve Loss: : 20.1387\n", + "\tTrain R2 Score: : 0.9541\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0152\n", + "\tVal Target Regression Loss: : 0.0179\n", + "\tVal Source R2 Score: : 0.9481\n", + "\tVal Target R2 Score: : 0.9432\n", + "\tVal Source Mve Loss: : 20.7405\n", + "\tVal Target Mve Loss: : 25.0431\n", + "Saving Model... Done.\n", + "\n", + "Epoch 13: 15.74s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1404\n", + "\tTrain Regression Loss: : 0.0145\n", + "\tTrain Mve Loss: : 20.3006\n", + "\tTrain R2 Score: : 0.9543\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0154\n", + "\tVal Target Regression Loss: : 0.0184\n", + "\tVal Source R2 Score: : 0.9516\n", + "\tVal Target R2 Score: : 0.9413\n", + "\tVal Source Mve Loss: : 21.8285\n", + "\tVal Target Mve Loss: : 26.9641\n", + "\n", + "Epoch 14: 15.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1435\n", + "\tTrain Regression Loss: : 0.0149\n", + "\tTrain Mve Loss: : 20.9017\n", + "\tTrain R2 Score: : 0.9529\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0163\n", + "\tVal Target Regression Loss: : 0.0194\n", + "\tVal Source R2 Score: : 0.9485\n", + "\tVal Target R2 Score: : 0.9385\n", + "\tVal Source Mve Loss: : 22.6775\n", + "\tVal Target Mve Loss: : 27.3363\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 15: 15.41s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1451\n", + "\tTrain Regression Loss: : 0.0151\n", + "\tTrain Mve Loss: : 21.1630\n", + "\tTrain R2 Score: : 0.9525\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0166\n", + "\tVal Target Regression Loss: : 0.0193\n", + "\tVal Source R2 Score: : 0.9468\n", + "\tVal Target R2 Score: : 0.9385\n", + "\tVal Source Mve Loss: : 24.0087\n", + "\tVal Target Mve Loss: : 27.7184\n", + "\n", + "Epoch 16: 14.77s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1451\n", + "\tTrain Regression Loss: : 0.0149\n", + "\tTrain Mve Loss: : 20.8430\n", + "\tTrain R2 Score: : 0.9534\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0154\n", + "\tVal Target Regression Loss: : 0.0192\n", + "\tVal Source R2 Score: : 0.9524\n", + "\tVal Target R2 Score: : 0.9396\n", + "\tVal Source Mve Loss: : 21.4562\n", + "\tVal Target Mve Loss: : 26.8473\n", + "\n", + "Epoch 17: 14.68s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1406\n", + "\tTrain Regression Loss: : 0.0149\n", + "\tTrain Mve Loss: : 20.5823\n", + "\tTrain R2 Score: : 0.9532\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0149\n", + "\tVal Target Regression Loss: : 0.0186\n", + "\tVal Source R2 Score: : 0.9534\n", + "\tVal Target R2 Score: : 0.9410\n", + "\tVal Source Mve Loss: : 20.9356\n", + "\tVal Target Mve Loss: : 26.0005\n", + "\n", + "Epoch 18: 15.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1413\n", + "\tTrain Regression Loss: : 0.0153\n", + "\tTrain Mve Loss: : 21.5448\n", + "\tTrain R2 Score: : 0.9516\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0156\n", + "\tVal Target Regression Loss: : 0.0196\n", + "\tVal Source R2 Score: : 0.9507\n", + "\tVal Target R2 Score: : 0.9386\n", + "\tVal Source Mve Loss: : 22.2808\n", + "\tVal Target Mve Loss: : 27.7878\n", + "\n", + "Epoch 19: 16.70s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1408\n", + "\tTrain Regression Loss: : 0.0151\n", + "\tTrain Mve Loss: : 21.5279\n", + "\tTrain R2 Score: : 0.9524\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0155\n", + "\tVal Target Regression Loss: : 0.0190\n", + "\tVal Source R2 Score: : 0.9514\n", + "\tVal Target R2 Score: : 0.9398\n", + "\tVal Source Mve Loss: : 21.8280\n", + "\tVal Target Mve Loss: : 26.8259\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 20: 14.25s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1425\n", + "\tTrain Regression Loss: : 0.0154\n", + "\tTrain Mve Loss: : 22.0243\n", + "\tTrain R2 Score: : 0.9514\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0182\n", + "\tVal Target Regression Loss: : 0.0205\n", + "\tVal Source R2 Score: : 0.9407\n", + "\tVal Target R2 Score: : 0.9345\n", + "\tVal Source Mve Loss: : 26.3045\n", + "\tVal Target Mve Loss: : 29.5542\n", + "\n", + "Epoch 21: 11.26s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1431\n", + "\tTrain Regression Loss: : 0.0155\n", + "\tTrain Mve Loss: : 22.0280\n", + "\tTrain R2 Score: : 0.9510\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0164\n", + "\tVal Target Regression Loss: : 0.0199\n", + "\tVal Source R2 Score: : 0.9483\n", + "\tVal Target R2 Score: : 0.9373\n", + "\tVal Source Mve Loss: : 23.4181\n", + "\tVal Target Mve Loss: : 28.1201\n", + "\n", + "Epoch 22: 11.14s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1425\n", + "\tTrain Regression Loss: : 0.0158\n", + "\tTrain Mve Loss: : 22.4046\n", + "\tTrain R2 Score: : 0.9503\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0213\n", + "\tVal Target Regression Loss: : 0.0245\n", + "\tVal Source R2 Score: : 0.9326\n", + "\tVal Target R2 Score: : 0.9218\n", + "\tVal Source Mve Loss: : 31.1123\n", + "\tVal Target Mve Loss: : 35.3412\n", + "\n", + "Epoch 23: 11.37s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1449\n", + "\tTrain Regression Loss: : 0.0163\n", + "\tTrain Mve Loss: : 22.6847\n", + "\tTrain R2 Score: : 0.9486\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0160\n", + "\tVal Target Regression Loss: : 0.0204\n", + "\tVal Source R2 Score: : 0.9502\n", + "\tVal Target R2 Score: : 0.9345\n", + "\tVal Source Mve Loss: : 22.3062\n", + "\tVal Target Mve Loss: : 28.4467\n", + "\n", + "Epoch 24: 11.75s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1465\n", + "\tTrain Regression Loss: : 0.0159\n", + "\tTrain Mve Loss: : 22.2060\n", + "\tTrain R2 Score: : 0.9499\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0176\n", + "\tVal Target Regression Loss: : 0.0215\n", + "\tVal Source R2 Score: : 0.9432\n", + "\tVal Target R2 Score: : 0.9326\n", + "\tVal Source Mve Loss: : 24.9027\n", + "\tVal Target Mve Loss: : 29.9428\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 25: 11.28s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1455\n", + "\tTrain Regression Loss: : 0.0162\n", + "\tTrain Mve Loss: : 22.4118\n", + "\tTrain R2 Score: : 0.9488\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0171\n", + "\tVal Target Regression Loss: : 0.0226\n", + "\tVal Source R2 Score: : 0.9466\n", + "\tVal Target R2 Score: : 0.9285\n", + "\tVal Source Mve Loss: : 23.7667\n", + "\tVal Target Mve Loss: : 30.9080\n", + "\n", + "Epoch 26: 11.11s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1499\n", + "\tTrain Regression Loss: : 0.0158\n", + "\tTrain Mve Loss: : 22.0358\n", + "\tTrain R2 Score: : 0.9500\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0181\n", + "\tVal Target Regression Loss: : 0.0217\n", + "\tVal Source R2 Score: : 0.9403\n", + "\tVal Target R2 Score: : 0.9301\n", + "\tVal Source Mve Loss: : 25.3390\n", + "\tVal Target Mve Loss: : 30.7586\n", + "\n", + "Epoch 27: 11.40s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1560\n", + "\tTrain Regression Loss: : 0.0164\n", + "\tTrain Mve Loss: : 23.5124\n", + "\tTrain R2 Score: : 0.9478\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0177\n", + "\tVal Target Regression Loss: : 0.0229\n", + "\tVal Source R2 Score: : 0.9443\n", + "\tVal Target R2 Score: : 0.9271\n", + "\tVal Source Mve Loss: : 25.8001\n", + "\tVal Target Mve Loss: : 33.3094\n", + "\n", + "Epoch 28: 12.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1571\n", + "\tTrain Regression Loss: : 0.0174\n", + "\tTrain Mve Loss: : 25.4101\n", + "\tTrain R2 Score: : 0.9447\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0176\n", + "\tVal Target Regression Loss: : 0.0228\n", + "\tVal Source R2 Score: : 0.9437\n", + "\tVal Target R2 Score: : 0.9270\n", + "\tVal Source Mve Loss: : 26.3480\n", + "\tVal Target Mve Loss: : 34.0478\n", + "\n", + "Epoch 29: 15.71s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1593\n", + "\tTrain Regression Loss: : 0.0185\n", + "\tTrain Mve Loss: : 28.0769\n", + "\tTrain R2 Score: : 0.9416\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0195\n", + "\tVal Target Regression Loss: : 0.0234\n", + "\tVal Source R2 Score: : 0.9394\n", + "\tVal Target R2 Score: : 0.9263\n", + "\tVal Source Mve Loss: : 29.9122\n", + "\tVal Target Mve Loss: : 35.8226\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 30: 14.81s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1606\n", + "\tTrain Regression Loss: : 0.0202\n", + "\tTrain Mve Loss: : 31.0638\n", + "\tTrain R2 Score: : 0.9361\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0202\n", + "\tVal Target Regression Loss: : 0.0253\n", + "\tVal Source R2 Score: : 0.9374\n", + "\tVal Target R2 Score: : 0.9190\n", + "\tVal Source Mve Loss: : 31.4487\n", + "\tVal Target Mve Loss: : 39.4075\n", + "\n", + "Epoch 31: 15.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1609\n", + "\tTrain Regression Loss: : 0.0224\n", + "\tTrain Mve Loss: : 34.7934\n", + "\tTrain R2 Score: : 0.9296\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0290\n", + "\tVal Target Regression Loss: : 0.0380\n", + "\tVal Source R2 Score: : 0.9072\n", + "\tVal Target R2 Score: : 0.8780\n", + "\tVal Source Mve Loss: : 45.6485\n", + "\tVal Target Mve Loss: : 59.6331\n", + "\n", + "Epoch 32: 15.31s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1644\n", + "\tTrain Regression Loss: : 0.0237\n", + "\tTrain Mve Loss: : 36.9879\n", + "\tTrain R2 Score: : 0.9255\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0245\n", + "\tVal Target Regression Loss: : 0.0275\n", + "\tVal Source R2 Score: : 0.9226\n", + "\tVal Target R2 Score: : 0.9126\n", + "\tVal Source Mve Loss: : 38.4304\n", + "\tVal Target Mve Loss: : 43.1781\n", + "\n", + "Epoch 33: 15.46s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1641\n", + "\tTrain Regression Loss: : 0.0257\n", + "\tTrain Mve Loss: : 40.4145\n", + "\tTrain R2 Score: : 0.9186\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0265\n", + "\tVal Target Regression Loss: : 0.0322\n", + "\tVal Source R2 Score: : 0.9176\n", + "\tVal Target R2 Score: : 0.8973\n", + "\tVal Source Mve Loss: : 41.8360\n", + "\tVal Target Mve Loss: : 50.9154\n", + "\n", + "Epoch 34: 14.34s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1650\n", + "\tTrain Regression Loss: : 0.0273\n", + "\tTrain Mve Loss: : 43.0071\n", + "\tTrain R2 Score: : 0.9135\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0269\n", + "\tVal Target Regression Loss: : 0.0326\n", + "\tVal Source R2 Score: : 0.9152\n", + "\tVal Target R2 Score: : 0.8950\n", + "\tVal Source Mve Loss: : 42.5097\n", + "\tVal Target Mve Loss: : 51.5632\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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56r3QNsSYorVZIiIXg5I+IqVUQUmf5ORk15e6/HryZImOjs61rG3btgYwbm5uZv78+bnWx8TEuH6ltdlsZtu2bbnKZF3EZF1UJiYm5iozZMgQ136Cg4PN4MGDTUZGRo4yGRkZpkOHDgYye0vk9evovn378ryQynLo0CHXr3C33357nmWyf6kJDAzMMzm0bds2V+InIiLCpKam5rvP/MyePdu1nx49euRZx4cffugqc+ONN+ZZT/ZfBi9EYZI+CQkJpk6dOq7XKq8vuxMnTnQlMObMmZNnPTExMaZx48YGMJ07d861/sEHH3TFMnHixFzrMzIyXBfshUn6QOavvtm/BGbndDpdX+SaN29uTp48mWe5uXPnur54Z/+CZ4xx/fJfvXr1fH9VNyb3+2zPnj2uGPNK6mSPMSYmJtfygpI+W7ZsccXbpEmTPJ9/9ufUrl27XOvP7lX24osv5hlb7969XUmSqKiofJ9HQYqS9HF3d8+zTHR0tCuR0KxZszz3k/28qF69ep69FxYvXuz6gtamTZtc6y806ZPXcyrIc889ZwDj6+ubby8BY4w5c+ZMnj2cLkbS5+wvwRs2bDDff/99jl5+N9xwQ7519e/f3wAmMjIyx5f27DZu3Oj6Ij169Ohc67Ofn/l9bkVFRbmSRxEREebgwYMF7qdKlSq52pHsr2NWEsXpdOa5v4MHD7r2d9ddd+Xbk+eZZ55xtZ1nJxAKw+l0ml27dhVYZsyYMa5k1tm9pYwpvvf3oEGDXHV8+eWXudbHxcXl6pl3oVq2bOm6rsguNjbWeHl5GcA88sgj+W6f1Zsnrx47Wc6VVM9SHG2IMYVvs0RELhYlfURKqYKSPkeOHHGtmzVrVpHqXbNmjWvbgrrnr1ixwlXugQceyLU++0VMfr1rsj8HHx+fPBNQxpgcv+r+/vvvRXo+Wd566y0DmICAgDwv2rN/qckr4ZDl1VdfdZWbPn16keO45pprXF9e8/oSkqVnz56ui+2jR4/mWn+xkz5Op9McOnTIzJw50zRo0MBVJq8kYlpamqlcufI5L7aNMWbOnDmuurJ/cUlOTjaBgYEGMm/ly++L1fHjx10X9oVJ+vz666/5xpK9l865zqus3lmdOnXKsbxXr14GMAMHDixw+7P99ttvF3ROF/SlJHsvklWrVuVbx4gRI1zl1q5dm2Nd9vdm69at83095s2bd96fNVmKkvQpqHfEU0895SqXvXdIluznxXfffZdvPdmP39nH5VInfe655x4DmJYtWxZYLj8XI+lT0KNevXrm448/zvcWu61btxb6fBk1apQrYXO2wiR9sn9Wf/XVV/nu58UXX8z3Mz376xgUFGTi4uLyreexxx5zxZucnJxvufT0dNePEM8++2y+5S5ERkaGCQ0Nzbc9K47399GjR42bm5sBTP/+/fONJfs1xYUmfbLfPvjee+/lWp/1Q1LFihVz/YCUpTiTPsXRhhhT+DZLRORi0UDOImVQSEgIHh4eAHz22WcFDm56tuwDL9599935luvUqRMNGzbMtc3Zmjdv7ip3tqxpVgF69epFcHBwvnVk2bt3b777yhIXF8e+ffv4448/2LZtG9u2bcPHxyfHuvxYlsVdd92V7/phw4a5BlUs6iCVGRkZrgEie/XqRWRkZL5l77nnHtc2WQNtXmzZB0S12WxERkYycOBAduzYQWBgIC+88AKvv/56ru3Wrl3rGqD5xhtvLHAfV111levf2QfF3rBhA7GxsQDceeed+Q5cWbFiRa6++upCPZ/IyEiuvPLKfNfPmjULyBwMNPu5WFDc69atyzEgZ+XKlQH49ddf2bNnT6Hiyr4dkOfAsxci67xs1KgRHTp0yLdc1jmWfZu83Hrrrfm+Hq1bt3b9uzDvzQuVNUvPuWIp6D1eoUIFBgwYkO/64cOHu/59sQaiLays82T79u2sXbu2yNuPGzcOk/kDnmuQ2Ivpr7/+YsqUKaxcuTLP9VnvOR8fH/r161dgXVnvuaNHj55z8Pi8ZL12QUFBDB48ON9yI0aMyLVNXq699lr8/f3zXZ/13K699lq8vLzyLWe32+nYsSNAsUwM4HQ6OXr0KDt37nS1d3/++SdVq1YF4Pfffy9w+/N9fy9ZssT1WThs2LB862/Xrh2NGzcu1HM5l6xBmN3d3fNsa26//XYATpw4wS+//FIs+yxIcbQh2Z2rzRIRuViU9BEpgzw9PbnpppsA+O6776hTpw6jRo1izpw5ri/W+dm2bRsAHh4etGzZssCy7du3B2DXrl2kpaXlWaZevXr5bh8UFFTkcvnN4nXgwAH+/e9/U6NGDQIDA6lVqxZNmjShadOmNG3alHvvvddV9uwZw7KrWbMmoaGh+a4PCwtzzd6RdawKa+/evSQlJQH/HLv8ZF9f1P1cDF27dmXkyJF5fjlYv369698dO3bMczairIefn5+r7PHjx13/zv4cs3/RyEubNm0KFfO5LsKz4t65c2eBMVuWxb/+9S8A0tLScsxmc+eddwIQHR1NkyZNuPnmm/nkk0/YvXt3gfuuWbOm6+L+zTffpHHjxowZM4bFixe7zpHzkZqayq5du4Bzn2MtW7Z0TVtc0DnWoEGDfNdlT9QWNMNecSmOWFq2bIndbs93fYsWLVxJ85J+791yyy24u7uTmppKp06duPbaa3n//ff5448/Smy2rqwkUtbD4XBw4sQJvv/+e5o3b87KlSvp2bOna7a97LLec0lJSdjt9gLfc/3793dtl/2zorCyXrvs53leKlasWKjP9II+T2JjY13v+Q8++OCcnyffffcdcH7PCzJfg88//5xu3brh5+dHlSpVaNCggau9a9q0KZs3bwYKbu/g/N9TW7dudf27bdu2Be6jXbt2Ba4vDKfT6ZqZ65prriEkJCRXmezLs2b4upiKow3J7lxtlojIxaKkj0gZ9e6773LttdcCmQmR119/nX79+hESEkK7du2YOHEicXFxubbLuhgJDg4u8IsRQKVKlYDMC9DTp0/nWSarh01ebDZbkcvl9QvZ3LlzadSoEe+++65rKvOCJCcn57suPDz8nNtXrFgRoMhTVWcvn1VHfrKO7fns53xNmTKFrVu3snXrVtatW8f06dPp06cPkPmLZq9evfKcRjmvKcULI3tyI/v5c67XICwsrFD1V6hQocD1xRF3jx49ePfdd/H29iYlJYVvvvmG4cOHU7duXapWrcp9992X7y/tX331lesX/+3bt/PCCy/Qo0cPgoKC6NKlC++///45p70+W/bjeK5zzN3d3fUFqaBz7ELem8WtOGI51/llt9tdX3Yv1XsvPw0aNOCrr76iQoUKZGRkMHv2bO6//36aNGlCeHg4d9xxB8uXLy/RGG02G+Hh4QwaNIgVK1ZQr149UlNTGTp0aK52oTjec4WV9dqd630A/3zeFvR6F/R5cimfV0pKCv369eOOO+5g6dKlBbZnUHB7B+f/nirKZ3ZhXoNzWbBgAUePHgX+6dFztuw9gGbNmpXnNU5xKu7X/VxtlojIxVLwNz4RKbUCAgL48ccfWbt2LdOnT2fJkiX8/vvvOBwO1q1bx7p163j99df54YcfXF88s8uvu3d2JfVLc3bR0dHceuutJCUl4efnx+OPP87VV19N7dq1CQwMdP1iv3jxYnr06AEUHPelet6F2c+lVrNmTZo0aeL6u02bNgwZMoQnn3yS1157jQ0bNvDkk0/y9ttv59gu+5eBpUuX5vkLbF4Kk2C7EG5ubgWuz4q7U6dOvP/++4WuNyIiIsffI0eOZMiQIXz55ZcsWLCA3377jdjYWI4cOcIHH3zAhx9+yDPPPMOLL76YY7sqVaqwcuVKFi1axIwZM1i2bBnbt28nPT2dX3/9lV9//ZWJEycyZ86cAnvC5aesvIcvtbJ2XAYPHkzPnj355ptvmD9/PsuXL+fkyZOcOnWKzz//nM8//5y77rqLKVOm5PiSXhL8/Py4//77eeSRR4iLi+O7777LcRth1nuuZs2a/Pjjj4Wut2bNmucdU3G93gV9nmT/DHz44YcLvDU6u6z2qSgmTJjA3LlzAejSpQsjR46kVatWVKpUCW9vb9c5cNVVV7F8+fKLdi5nr/dcx7g4Ysjec+dctxFDZrLr22+/LfRrcT6Kqw3Jcq42S0TkYlHSR6SMa9eunatrdXx8PEuXLuWTTz5h5syZREVFMXjwYPbs2YO3tzfwT3fu6OhoMjIyCuztc+LECSDzgq+kfqH69ttvOXPmDAAzZsygV69eeZbLryfS2bKeU0Gyft3Lbwyi/GQvf65u/dnXF3U/xW3ChAnMmzePLVu2MGnSJB544AHq16/vWp89yePh4ZEjcVRY2c+fqKioApMcJ0+eLHL9eQkJCeHEiROcPHnyvGLOLjw8nIcffpiHH34Yp9PJ5s2bmTFjBpMmTeLMmTNMmDCBtm3b5jmWTI8ePVwJyejoaBYuXMiHH37I4sWL2bNnDzfddBObNm0qVBzZj+O5zrGMjIwcPfsuF+d6j2dkZLg+L84+LtmTKk6nM986EhMTLyDC3AIDA7n33ntdt6lu376dH3/8kXfeeYejR48ybdo0WrZsyUMPPVSs+z0f2W8Xyn4LEPzzWXHixAkaNGhwzt6kFyI4OJhjx44V6haqrHPifN8H2T8Dk5KSLvjzJD/GGD7++GMAOnfuzOLFi/NN9BW2zTtf2Y/ViRMnChyj7nx7xGSJj4/nhx9+KPJ2n3766UVN+hRnGyIiUpJ0e5dIOeLv78+1117LjBkzePDBBwE4duwYK1ascJXJunBJS0s75xfNrIFF69ate16/WBaHP/74A8i8AM0v4QM5x50pyL59+4iOjs53/cmTJ9m/fz9AkS/yatWq5epKv2bNmgLLZh+0taQvJu12Oy+99BKQ+cvm2LFjc6zPPvbT+Q6emX2gz3O9VoV9Lc8lK+6//vqrULcFFpbNZqNVq1a8+OKLLFq0yLV8+vTp59w2JCSEm266iUWLFnHdddcBsHnzZtc4Pefi6elJ3bp1gXOfY5s2bSI9PR0o+XPsUtq8eXOBg9v//vvvrjHKzj4u2QfyLehL9c6dOwuM4UJ7+jVq1IinnnqK1atX4+vrCxTu/LoUsh/brPMrS9Z7Likpid9+++2ixpH12mU/z/MSFRXlev+f7/sgLCyMKlWqAJmDQV+s3jUxMTGuJNaNN96Yb8InISHhnOfghWratKnr3+vWrSuw7LnWn8u3337ruiXq+eef56uvvirwcccddwCwfPlyV3tdFIV9f16sNkRE5FJT0keknMrqWQA5B3rs2bOn69+TJ0/Od/tVq1axffv2XNtcallfMFJTU/P95T0pKanQgzoaYwosO3XqVNcFfVGft91up0uXLkDm+AQFzUiT9Wuum5sbXbt2LdJ+LoZ+/fq5Blj+9ttvc3yh6Ny5s+tX3/fff/+8xlFo06YNgYGBQOaMc/l9aTpx4gTz588vcv15yUqqALz22mvFUufZWrVq5ep9c64BVc+W33v0XLLOy+3bt7N69ep8y2WdY9m3uRzExMTw008/5bt+ypQprn+ffVyy32ZUUPLxyy+/LDCG7LM7paamFli2IJGRka5ecUU9vy6W7F/wz+79kb2n28V6z2XJeu3OnDnD999/n2+5yZMnn/dnenZZnyd79+51DdRc3LIn1AoaD2jy5MkFJrqKQ7du3Vy3I2XNqpWX9evXX/CA6FltcoUKFXjqqae4+eabC3yMGjUKyGzPP/vssyLvL+v9ea735qVoQ0RELgUlfUTKoL1797qmBs9P9h4Z2b/ItGvXzjUTx8cff8yCBQtybRsbG8v//d//AZm9Gu6///7iCPu8ZPVqSExMzPNC2+FwMGLECNcAkIXxwgsv5Pkr6Z9//smECROAzKmUC5r2OT8jR44EMn8BHz58eJ6znk2ZMsX1+gwePDjH9N4lafTo0UDmbS1ZPX8g8wL58ccfBzJvKbr55psLvL0lPj6ed999N8cyLy8v10xYGzdu5D//+U+u7ZxOJ//3f/9X5MGN8zN48GAaNmwIwP/+978Ck5yQObPP2cmCb775psCBUtevX+/qEZL9fbZ582bX7Dp5Mca4po+2LMs1u1Bh3H///a4eAPfee2+eM/b98ssvrueb/T1/uXj00UfzvM1r2bJlfPjhh0DmLHJnH5cmTZq4Epzvvvtunl8Kv/rqqwKTDECO9/SePXvyLffDDz+4bl/Ny6FDh9ixYweQ97g348aNc80eNHXq1AJjKg4HDhzgvffec/3dt2/fHOvbtm1L7969AZgzZ06uXoNn279/P1999dV5xTJs2DBXz8rHHnsszyT777//7vosq1KlCtdff/157QvgiSeewNPTE4D77rvvnD0S58yZw5YtW4q0j7CwMNdsll9//XWe7ce6detcn9UXU/Y28Mcff8yzp1lCQkKOmTPPx4EDB/j111+BzKRhQTOxZWnSpInrFuTzSfpkvT/37t1bYK+t4mhDRERKAyV9RMqggwcP0rVrVxo3bszo0aP54YcfXIM3z5gxg5tuuolJkyYBmd2Tz57a+cMPP8TDwwOHw0G/fv147LHHWLp0KevXr+ejjz6iVatWrrEaHn/88RK9NeTGG290XWgPHTqUZ555hsWLF7N+/XqmTZtG+/bt+eqrr+jUqVOh6qtbty5Op5MOHTrwyiuvsHr1alavXs0rr7xCx44dXV+g33nnnfO6pa1fv34MGTIEyLwNoH379nz++eds2LCBhQsXMmLECEaMGAFk3rKWV/KjpAwYMMDVpf/LL79k3759rnWjRo1y9UzJmk3t5ZdfZunSpWzevJnly5fz8ccfc/vtt1O5cmXGjRuXq/5x48a5ZtF5/PHHuf3225k/fz4bN25k+vTpXHnllcyaNSvH9L8XcpuMm5sb33zzDX5+fhhjGDFiBH369OHTTz9lzZo1bNy4kXnz5vHyyy/TqVMnmjZtmiuZ+uSTTxIREcHQoUOZMmUKK1asYNOmTSxcuJBx48Zx9dVXu/aVfUDbzZs307JlS9q1a8cLL7zAzz//zIYNG1i9ejVfffUVV199tevLwYABA4qU+GvatCmPPfYYkDmmSqtWrfjwww9Zt24dy5Yt4/HHH6d///44HA48PDz44IMPzvsYlkXNmzfnyJEjtG7dmkmTJrFu3TpWrFjBM888Q58+fVxjmWV9RmZnt9tdX2K3bdtG9+7dmTVrFps2bWLu3LkMHz6c22+/Pc/B8bO74oorXP9+5JFH+PXXX9m1axe7d+9m9+7drh4db731FlWqVOHGG2/k/fffZ9myZWzevJklS5bw+uuv06lTJ1fS8VIl37dt25bjsWXLFpYsWcLzzz9P69atXT2ObrvtNlq0aJFr+08++cR1Pj///PN06NCBDz/8kFWrVrneO//5z3/o3bs3derUOWcCLT9hYWG8/vrrABw9epQ2bdrw5ptvsmbNGlauXMnzzz9P586dSUhIwLIsPvzww0IlFPJTs2ZN12C+MTExdOrUiREjRvDDDz+wceNG1q5dy4wZM3jqqaeoU6cO/fr14+DBg0Xah81m47bbbgMyP0OuvPJKvv76a9avX8+iRYt47LHHuOqqq/Dy8jqvwd+L6o033nDd8njrrbcycuRIlixZwoYNG/jkk09o3bo1mzZtok2bNue9j08//dSVeBk8eHCht8squ2vXLlatWlWkfWa9P6Oionj00UfZsGGD672Z/Tau4mhDRERKBSMipdKSJUsMYAAzduzYfNcV9GjYsKHZt29fnvXPnz/fBAQEFLj9yJEjjcPhyHP76tWrG8DcddddBT6P/J5Ddvv27XOV++STT3KtnzJlirHZbPnGedNNN5mFCxe6/l6yZEmuOrp06WIA06VLFzN79mzj4+OTZ102m81MnDixwOd0LsnJyWbgwIEFHtuIiAizadOmfOso7PE9l7FjxxZ4XM729ddfu8rfe++9OdYlJSWZO++8s1DnXs2aNfOsf/PmzSYsLCzf7YYOHWomT57s+vv48eO56ijqsfn9999N3bp1CxX3+PHj89xXQQ8vLy8zbdq0HNt98sknhdpf586dTXR0dK6Ys5+veXE4HOaBBx4osO7AwEAzf/78PLfP/hlyrvOiMO/hgpzrHMy+viDnijn7efHRRx8Zu92e53Hx8PAwX331Vb77SUxMNB06dMj3uHbp0sVs3bq1wM8sY4y58cYb860j63M563Uu6OHm5mZeeumlcx7b/OIojMLEcfZnbkpKSr717d+/37Rt27ZQdQ0bNizX9kU5PydMmFBg++Dp6Znr/ZnlXG1PXr7++utztp2Q2ZYsXry4UHVmd+bMGdOiRYt86w0ODjbLli0r8DOiON/fS5YsMf7+/vnGM3bs2EK/h/OS9dkcEBBQ4Dl1to0bN7r2ed9997mW33XXXQYw1atXz3fb+Ph4U6tWrTyfT17bXUgbYkzxteciIudLPX1EyqArr7ySVatW8fzzz9O9e3fq1KmDv78/7u7uVKxYkd69e/PBBx+wefPmfG8b6d27N7t37+aZZ56hRYsWBAQE4OnpSbVq1bjttttYvnw57777bolPEQyZ3fiXL1/O9ddfT1hYGO7u7lSuXJk+ffrwzTff8PXXXxdpKtR+/fqxfv16hg0bRvXq1fHw8CA8PJzBgwezYsUKVy+K8+Xl5cWMGTP48ccfGTRoEBEREXh4eFChQgXat2/Pyy+/zM6dO/P8lbykDRkyxDU7z9SpUzl8+LBrnbe3N9OmTWP9+vXcf//9NG7cmMDAQOx2O0FBQbRo0YK7776b7777jj///DPP+ps3b8727dt57LHHqFu3Lp6enoSGhtKtWze+/PJLPvnkkxxjBmWNA3QhmjVrxvbt25k2bRrXX389kZGReHl54eHhQeXKlenatSujR49mw4YNjBkzJse2v/76Kx9//DE33XQTTZs2JSwsDLvdTkBAAK1ateKJJ55g+/btrlvXstx6660sWbKEZ555hiuvvJKaNWvi4+ODh4cHVatW5brrruPLL79k2bJl5zWjkM1mY9KkSfz666/cdtttVKtWDU9PTwICAmjRogXPPPMMu3btct1qc7kZMWIEy5cv58Ybb3S9/6pUqcKdd97Jpk2buPnmm/Pd1sfHh8WLFzNhwgSaNm2Kt7c3AQEBtG3blnfffZdFixbh5+d3zhg+//xzXnvtNdq1a0dgYGCen6XTp0/niy++YOjQobRo0YJKlSpht9vx8/OjSZMmPPDAA2zatImnn376go7HhbAsC39/fxo1asTdd9/NsmXL+Prrr109MPNSvXp11qxZw8yZM7n55ptd57+7uzthYWFcccUVPPbYYyxbtuyct8ycyzPPPMOmTZu45557qF27Nt7e3vj6+tKwYUMeeughduzYkev9eSFuuukm9u/fzyuvvELXrl0JDw/H3d0dHx8fatWqxbXXXst//vMf9u/fT7du3Ypcf2BgIL/99hsvvPACTZs2xcvLCz8/Pxo2bMjjjz/O77//zlVXXVVsz+dcunbtyh9//MH999/vai8rVqxIv379mDdvXp69Ogtr1apVrkHs+/fvX+A5dbaWLVtSq1YtIPM23LxuhcuPn58fK1eu5KGHHqJhw4au2wTzcyFtiIhIaWAZc5GmIBARKUW6du3KsmXL6NKlC0uXLi3pcKQAI0aMYPLkyVStWrXAwbBFsqtRowYHDhzgrrvuuiTj24iIiIiUBSX/E76IiMjfkpOTmTVrFgAdOnQo4WhERERERMo2JX1EROSS2bNnT76zpTgcDu6//37XQLF33XXXpQxNRERERKTcsZd0ACIicvl44YUXWLt2LTfffDPt27cnPDyc5ORktmzZwkcffcTGjRsB6NGjB/369SvhaEVEREREyjYlfURE5JL6888/GTt2bL7rO3XqxDfffHNB07WLiIiIiIiSPiIicgk9/fTT1KtXjwULFnDgwAFOnjxJeno6ISEhtGnThptuuombb765VMwaJyIiIiJS1mn2LhERERERERGRckg/pYqIiIiIiIiIlENK+oiIiIiIiIiIlENK+oiIiIiIiIiIlENK+oiIiIiIiIiIlENK+oiIiIiIiIiIlENK+oiIiIiIiIiIlENK+oiIiIiIiIiIlENK+oiIiIiIiIiIlENK+oiIiIiIXEI1atSgRo0aJR1GLpZl0bVr15IOQ0REipGSPiJyQRwOBx999BFdunQhODgYd3d3wsPDadasGSNGjODHH38s6RBFRERysCyrSI+pU6eWdMilkq4BRERKP3tJByAiZZfD4aB///7MmzePoKAg+vXrR9WqVYmJiWH37t189tln7Nixg+uuu66kQxUREXEZO3ZsrmVvvfUWsbGxPPTQQwQFBeVY16JFi2Ld/6JFi4q1vpKgawARkbJBSR8ROW9fffUV8+bNo3nz5ixbtozAwMAc60+fPs2GDRtKKDoREZG8jRs3LteyqVOnEhsby8MPP3zRb72qXbv2Ra3/UtA1gIhI2aDbu0TkvP32228ADB06NNfFHkCFChXo2bNnjmUpKSm8/PLLNG3aFB8fHwICArjyyiv5+uuvc22/dOlSLMvK8+Ic8h4TYerUqa6u+D///DNXXXUVAQEBWJblKuNwOHj//ffp1KkTgYGBeHt7U6dOHUaMGMGuXbty1JeRkcF7771Hhw4dCAgIwMfHh5YtW/Luu+/idDoLc5hERKQMGzp0KJZlsXfvXt566y2aNm2Kt7e3a+ybtLQ03n33Xfr27Uv16tXx9PSkQoUK9OjRg59//jnPOs/Vfi1ZsoSuXbvi7+9PQEAAffv25Y8//sizrqSkJF5++WVatGiBr68vfn5+dOzYka+++irP8mlpabzwwgvUrl0bT09PatasyejRo0lNTS3ScTmfawDQdYCIyKWmnj4ict7CwsIA+OuvvwpVPi0tjd69e7N8+XIaNWrEyJEjSUpK4ttvv+WWW25h06ZNvPrqq8US27fffsu8efPo27cv9913H/v27XPF0K9fPxYuXEhkZCS33XYb/v7+7N+/n5kzZ9K5c2fq1q0LQHp6Otdeey3z58+nQYMG3HrrrXh5ebFkyRL+/e9/s3r1aj7//PNiiVdEREq3Bx98kBUrVtCvXz/69u2Lm5sbADExMTz00ENcccUV9OrVi7CwMI4dO8asWbPo378/H3zwAffee2+h9zN79mxmzZrFNddcw3333cf27duZM2cO69atY/v27a62F+DMmTN0796dTZs20bp1a4YPH47T6WT+/Pnceuut/PHHH7z44ouu8sYYbrzxRmbNmkXt2rX517/+RVpaGlOmTGHLli1FOh5FvQYAXQeIiJQIIyJynjZv3mzc3d2NZVnmtttuM9OnTzd79+7Nt/yECRMMYPr372/S09Ndy48fP24iIyMNYJYvX+5avmTJEgOYsWPH5llf9erVTfXq1XMs++STTwxgLMsyc+fOzbXN008/bQBz7bXXmpSUlBzrUlJSTFRUlOvvsWPHGsA89NBDJiMjw7U8IyPDDB8+3ABm5syZ+T5fEREpO6pXr24As2/fvhzL77rrLgOYiIiIPNu4lJQUc+jQoVzLY2JiTMOGDU2FChVMUlJSrn3l1365ubmZhQsX5lj31FNPGcC88sorecY2ceLEHMuTk5PN1VdfbSzLMhs3bnQt/+KLLwxgOnToYJKTk13Lo6OjTa1atQxgunTpkuu55KWo1wDG6DpARKQkKOkjIhfk22+/NZUrVzaA6xESEmIGDRpkfv755xxla9eubSzLMjt37sxVz4cffmgAM2zYMNeyC7nYGzBgQK7yGRkZJjAw0Hh7e5sjR44U+LwcDocJCQkxlStXznGhl+X06dPGsixzww03FFiPiIiUDedK+rz55ptFrnPixIkGMMuWLcu1r/zar9tvvz1XPXv37jWAGTx4sGvZqVOnjJubm2nbtm2e+968ebMBzOOPP+5a1rNnTwOYxYsX5yqftf/CJn2MKdo1gDG6DhARKQm6vUtELsgNN9zAgAEDWLJkCStWrGDTpk2sWLGCGTNmMGPGDIYPH87HH39MQkICe/bsoWrVqtSrVy9XPVn3/W/cuLFY4mrfvn2uZTt27CA2Npb27dsTERFR4PZ//fUX0dHR1K1blxdeeCHPMt7e3uzYsaNY4hURkdItr3Ylyx9//MHrr7/Or7/+yrFjx0hJScmx/siRI4XeT5s2bXIti4yMBDIHR86ybt06HA4HkPfA1Onp6QA52qmNGzdis9no3LlzrvJZYxQVRWGvASzLIj4+XtcBIiIlQEkfEblg7u7u9O7dm969ewOZAyR+//33DB8+nClTpnDdddfRunVrACpVqpRnHZUrVwYgNja2WGLKaz9nzpwBoEqVKufcPjo6GoBdu3Yxfvz4fMslJCScX4AiIlKm5Nd+rV69mu7du5ORkUGPHj247rrrCAgIwGazsXnzZmbNmlWkQZLzGhTZbs+8ZM9K8sA/7dS6detYt25dvvVlb6diY2MJDg7G3d09V7n8nt+5FOYaYMCAAa72XdcBIiKXlmbvEpFi5+bmxo033sgjjzwCwKJFi1wXscePH89zm2PHjgE5L3ZttsyPqIyMjDy3KejCMPssHVmCgoKAwv3imhXHwIEDMZm3wub5yBoYUkREyre82hWAF198keTkZH755Rfmzp3LW2+9xfPPP8+4ceMK7B10obLaqUceeaTAdmrJkiU5tomJiXH1Asouv/a5qPK6Bsger64DREQuLSV9ROSi8ff3BzJnC/H396d27docOXIk13SogOuitFWrVq5lFSpUAODQoUO5yu/evdv1i11hNWjQgKCgILZs2eK6uDxX2dWrV+d5cSwiIgKZ7VFwcHCet0ctW7bsou23Xbt22Gw2li9fXuhtWrVqhdPpZMWKFbnWLV26tBijy3kNkPW3rgNERC49JX1E5Lx99dVXLFiwAKfTmWvd8ePH+eijjwC46qqrABg+fDjGGJ544okcXdRPnTrlul9++PDhruUNGjQgICCAWbNmERUV5VqenJzMgw8+WOR43dzceOCBB0hOTuaBBx4gLS0tx/q0tDROnjwJZHal//e//82xY8d48MEHSU5OzlXfsWPH2L59e5HjEBGR8qNGjRrExMTkmvJ88uTJzJ8//6LtNzw8nNtuu43169fzwgsv5NkbZs+ePTl6ogwbNgyAZ599Nse4QzExMTmmdi+Mol4DgK4DRERKgsb0EZHztmbNGt5++20qVapE586dqVmzJgD79u3j559/Jjk5mQEDBnDDDTcA8PjjjzN37lxmzZpF8+bN6du3L0lJSXz77bdERUUxatSoHINLuru78+ijjzJu3DhatmzJwIEDycjIYMGCBURERJxzEMa8jB07ljVr1vDDDz9Qr149+vXrh7+/P4cOHeKXX37h9ddfZ+jQoQA899xz/P7777z//vv89NNPdO/enSpVqhAVFcWuXbv47bffmDBhAo0aNbrwgykiImXSww8/zPz58+ncuTM33ngjgYGBrF+/nhUrVnDDDTfw3XffXbR9v/vuu+zatYsxY8bw2Wef0blzZypWrMjRo0f5888/WbduHV999ZWrfb7lllv45ptv+PHHH2nSpAkDBgwgPT2d7777jrZt27Jnz55C77uo1wCg6wARkRJxyeYJE5Fy5+DBg+bdd981119/valXr57x9/c37u7uplKlSuaaa64xn332mXE4HDm2SU5ONhMmTDCNGzc2Xl5exs/Pz3Tq1Ml8+eWXee7D6XSaV1991dSqVcu4u7ubyMhI88QTT5jExMQCp2r95JNP8o07PT3dvPPOO6Zt27bG19fX+Pj4mDp16ph77rnH7Nq1K9f+P/30U9O9e3dToUIF4+7ubiIiIkynTp3MhAkTzMGDB8/r2ImISOlyrinbz16e3U8//WTat29v/Pz8TGBgoOnVq5dZtmxZvm3S+bRf5DOdempqqnnnnXdMx44dTUBAgPHw8DCRkZGme/fu5s033zSnTp3KVX78+PGmZs2axsPDw1SvXt0888wzJiUlpUhTtp/PNYAxug4QEbnULGP+vtFWRERERERERETKDY3pIyIiIiIiIiJSDpXZpE98fDyjRo2id+/ehIWFYVkW48aNy1Vu6NChWJaV69GgQYM8633nnXdo0KABnp6e1KxZk/Hjx+c5Yn9UVBRDhw4lNDQUHx8fOnbs6JqS8mwLFy6kY8eO+Pj4EBoaytChQ3MMRiciIiIiIiIiUtzKbNInOjqaDz/8kNTUVK6//voCy3p7e7Nq1aocj2+++SZXuQkTJvDQQw8xaNAg5s+fzwMPPMBLL73EyJEjc5RLTU2lR48eLFq0iLfffptZs2ZRsWJF+vTpk2tqzmXLlnHNNddQsWJFZs2axdtvv83ChQvp0aMHqampF3wcRERERERERETyUmbH9MkK27IsTp06RVhYGGPHjs3V22fo0KF89913JCQkFFhfdHQ0VatW5c477+SDDz5wLX/ppZcYPXo027Ztc43M/9577zFy5EhWrlxJx44dAcjIyKB58+b4+fmxZs0a1/bt2rUjMTGR33//Hbs9c7K0lStX0qlTJ9577z3uv//+Cz4WIiIiIiIiIiJnK7M9fbJu0you8+bNIyUlhWHDhuVYPmzYMIwx/PDDD65lM2fOpH79+q6ED4Ddbuf2229n7dq1HDlyBIAjR46wbt067rjjDlfCB+CKK66gXr16zJw5s9jiFxERERERERHJrswmfYoiOTmZSpUq4ebmRtWqVfnXv/5FTExMjjLbtm0DoGnTpjmWV65cmdDQUNf6rLLNmjXLtZ+sZX/88UeOOvMrm71OEREREREREZHiZD93kbKtefPmNG/enCZNmgCZY+y8+eabLFq0iHXr1uHn5wdk3t7l6emJr69vrjqCg4OJjo52/R0dHU1wcHCe5bLWZ/9vfmWz13m21NTUHGP+OJ1OYmJiCAkJKdYeTiIiUn4YY4iPjyciIgKb7bL4XafYOJ1Ojh49ir+/v9pZERHJpby3sSkpKaSlpZV0GLl4eHjg5eVV0mGUaeU+6fPII4/k+LtXr160bNmSG264gY8++ijH+oIu8s5eVxxlC6rj5ZdfZvz48fmuFxERyc+hQ4eoWrVqSYdRphw9epTIyMiSDkNEREq58tjGpqSkULO6H8ejHCUdSi6VKlVi3759SvxcgHKf9MnLwIED8fX1ZfXq1a5lISEhpKSkkJSUhI+PT47yMTExtG7dOkfZvHrpZN0yltWzJyQkBCDfsnn1AMry9NNP8+ijj7r+jo2NpVq1ahw6dIiAgIDCPE0REbnMxMXFERkZib+/f0mHUuZkHTO1syIikpfy3MampaVxPMrBgQ01CPAvPb2Y4uKdVG+9n7S0NCV9LsBlmfSBzO552bvlZY3ls3XrVtq3b+9afvz4cU6dOuW6PSyr7NatW3PVmbUsq2zWf7du3Urfvn1zlc1e59k8PT3x9PTMtTwgIEAXoyIiUiDdnlR0WcdM7ayIiBSkPLexAf42AvzdSjoMKWalJ413CX333XckJSXRoUMH17I+ffrg5eXF1KlTc5SdOnUqlmVx/fXXu5YNHDiQHTt25JiaPSMjg88//5z27dsTEREBQJUqVWjXrh2ff/45Dsc/XeVWr17Nzp07GTRo0MV5giIiIiIiIiJF4MTgLFX/MyV9SMqFMt3TZ+7cuSQmJhIfHw/A9u3b+e677wDo27cvJ0+e5NZbb+Xmm2+mTp06WJbFsmXLeOutt2jcuDEjRoxw1RUcHMzo0aN57rnnCA4Opnfv3qxbt45x48YxYsQIGjVq5Co7fPhwJk2axJAhQ3jllVcIDw/nvffeY+fOnSxcuDBHjK+++iq9evViyJAhPPDAA0RFRfHUU0/RpEmTXNPDi4iIiIiIiIgUF8sYU2bTZzVq1ODAgQN5rtu3bx+BgYHcfffdbNq0iRMnTuBwOKhevToDBw7kmWeeITAwMNd2//3vf5k0aRL79++nUqVKDBs2jGeffRZ3d/cc5U6cOMGoUaOYPXs2SUlJtGjRghdeeIGePXvmqnPBggWMGTOGzZs34+PjQ//+/Xn99dcJDw8v9HONi4sjMDCQ2NhYdTsXEZE8qa04fzp2IiJSkPLcTmQ9t+i/apa6MX1C6u0rl8f8UirTSZ/LSXn+kBERkeKhtuL86diJiEhBynM7kfXconZWL3VJn/D6B8rlMb+USs8rKiIiIiIiIiIixUZJHxERERERERGRcqhMD+QsIiIiIiIiIhcuc/au0jP6S2mKpSxTTx8RERERERERkXJISR8RERERERERkXJIt3eJiIiIiIiIXOacOHGWdBDZlK5oyi719BERERERERERKYeU9BERERERERERKYd0e5eIiIiIiIjIZc5hDA5TembMKk2xlGXq6SMiIiIiIiIiUg4p6SMiIiIiIiIiUg7p9i4RERERERGRy5wTg5PSc0tVaYqlLFNPHxERERERERGRckhJHxERERERERGRcki3d4mIiIiIiIhc5pwYHKXolird3lU81NNHRERERERERKQcUtJHRERERERERKQc0u1dIiIiIiIiIpc5zd5VPqmnj4iIiIiIiIhIOaSkj4iIiIiIiIhIOaTbu0REREREREQucw5jcJjSc0tVaYqlLFNPHxERERERERGRckhJHxERESn1Pv74YyzLws/PL9e6jRs30rNnT/z8/AgKCmLQoEHs3bu3BKIUERERKV2U9BEREZFS7ciRIzz++ONERETkWrdjxw66du1KWloa06dPZ8qUKfz1119ceeWVnDx5sgSiFRERKZucpfAhF05JHxERESnV7rvvPq666ip69eqVa92YMWPw9PRk9uzZ9O3bl0GDBvHzzz9z8uRJJk6cWALRioiIiJQeSvqIiIhIqfX555+zbNky3nvvvVzrMjIymD17NoMHDyYgIMC1vHr16nTr1o2ZM2deylBFRERESh3N3iUiIiKlUlRUFA8//DCvvPIKVatWzbV+z549JCcn06xZs1zrmjVrxoIFC0hJScHLy+tShCsiIlKmOTA4KD0zZpWmWMoyJX1ERESkVHrggQeoX78+999/f57ro6OjAQgODs61Ljg4GGMMp0+fpnLlyrnWp6amkpqa6vo7Li6umKIWERERKT10e5eIiIiUOt9//z0//fQTH330EZZlFVi2oPX5rXv55ZcJDAx0PSIjIy8oXhEREZHSSEkfERERKVUSEhIYOXIk//73v4mIiODMmTOcOXOGtLQ0AM6cOUNiYiIhISHAPz1+souJicGyLIKCgvLcx9NPP01sbKzrcejQoYv2fERERMoChyl9D7lwur1LRERESpVTp05x4sQJ3njjDd54441c6ytUqMCAAQP47rvv8Pb2ZuvWrbnKbN26lTp16uQ7no+npyeenp7FHruIiIhIaaKkj4iIiJQqlSpVYsmSJbmWv/LKKyxbtoy5c+cSGhqK3W7n2muvZcaMGbz22mv4+/sDcPDgQZYsWcIjjzxyqUMXERERKVWU9BEREZFSxcvLi65du+ZaPnXqVNzc3HKsGz9+PG3btqV///489dRTpKSkMGbMGEJDQ3nssccuXdAiIiJlnPPvR2lRmmIpyzSmj4iIiJRZDRo0YOnSpbi7u3PDDTcwdOhQ6tSpw6+//kpYWFhJhyciIiJSotTTR0RERMqEqVOnMnXq1FzLW7duzcKFCy99QCIiIiKlnJI+IiIiIiIiIpc5JxYOrJIOw8VZimIpy3R7l4iIiIiIiIhIOaSkj4iIiIiIiIhIOaTbu0REREREREQuc06T+SgtSlMsZZl6+oiIiIiIiIiIlENK+oiIiIiIiIiIlEO6vUtERERERETkMucoZbN3laZYyjL19BERERERERERKYeU9BERERERERERKYd0e5eIiIiIiIjIZU63d5VPZbanT3x8PKNGjaJ3796EhYVhWRbjxo3Ls+zGjRvp2bMnfn5+BAUFMWjQIPbu3Ztn2XfeeYcGDRrg6elJzZo1GT9+POnp6bnKRUVFMXToUEJDQ/Hx8aFjx44sWrQozzoXLlxIx44d8fHxITQ0lKFDhxIVFXXez11ERERERERE5FzKbNInOjqaDz/8kNTUVK6//vp8y+3YsYOuXbuSlpbG9OnTmTJlCn/99RdXXnklJ0+ezFF2woQJPPTQQwwaNIj58+fzwAMP8NJLLzFy5Mgc5VJTU+nRoweLFi3i7bffZtasWVSsWJE+ffqwbNmyHGWXLVvGNddcQ8WKFZk1axZvv/02CxcupEePHqSmphbb8RARERERERERya7M3t5VvXp1Tp8+jWVZnDp1io8//jjPcmPGjMHT05PZs2cTEBAAQOvWralbty4TJ07k1VdfBTKTSC+++CL33HMPL730EgBdu3YlPT2d0aNH8/DDD9OoUSMAJk+ezLZt21i5ciUdO3YEoFu3bjRv3pxRo0axZs0a1/6feOIJ6tWrx3fffYfdnnm4a9asSadOnZgyZQr333//xTlAIiIiIiIiIoXkNBZOU3puqSpNsZRlZbanj2VZWFbBJ0FGRgazZ89m8ODBroQPZCaMunXrxsyZM13L5s2bR0pKCsOGDctRx7BhwzDG8MMPP7iWzZw5k/r167sSPgB2u53bb7+dtWvXcuTIEQCOHDnCunXruOOOO1wJH4ArrriCevXq5di/iIiIiIiIiEhxKrNJn8LYs2cPycnJNGvWLNe6Zs2asXv3blJSUgDYtm0bAE2bNs1RrnLlyoSGhrrWZ5XNr06AP/74I0ed+ZXNXqeIiIiIiIiISHEqs7d3FUZ0dDQAwcHBudYFBwdjjOH06dNUrlyZ6OhoPD098fX1zbNsVl1Z9eZXZ/b9nmv/2es8W2pqao4xf+Li4vItKyIiIiIiInIhNHtX+VSue/pkKeg2sOzrCluuuMoWVMfLL79MYGCg6xEZGZlvWRERERERERGRs5XrpE9ISAhAnj1qYmJisCyLoKAgV9mUlBSSkpLyLJu9t05ISEi+dcI/PXvOtf+8egBlefrpp4mNjXU9Dh06lG9ZEREREREREZGzleukT+3atfH29mbr1q251m3dupU6derg5eUF/DOWz9lljx8/zqlTp2jSpIlrWdOmTfOtE3CVzfpvfmWz13k2T09PAgICcjxERERERERELgYHtlL3kAtXro+i3W7n2muvZcaMGcTHx7uWHzx4kCVLljBo0CDXsj59+uDl5cXUqVNz1DF16lQsy+L66693LRs4cCA7duzIMTV7RkYGn3/+Oe3btyciIgKAKlWq0K5dOz7//HMcDoer7OrVq9m5c2eO/YuIiIiIiIiIFKcyPZDz3LlzSUxMdCV0tm/fznfffQdA37598fHxYfz48bRt25b+/fvz1FNPkZKSwpgxYwgNDeWxxx5z1RUcHMzo0aN57rnnCA4Opnfv3qxbt45x48YxYsQIGjVq5Co7fPhwJk2axJAhQ3jllVcIDw/nvffeY+fOnSxcuDBHjK+++iq9evViyJAhPPDAA0RFRfHUU0/RpEmTXNPDi4iIiIiIiIgUF8sYY0o6iPNVo0YNDhw4kOe6ffv2UaNGDQA2bNjAk08+yapVq7Db7XTv3p2JEydSu3btXNv997//ZdKkSezfv59KlSoxbNgwnn32Wdzd3XOUO3HiBKNGjWL27NkkJSXRokULXnjhBXr27JmrzgULFjBmzBg2b96Mj48P/fv35/XXXyc8PLzQzzUuLo7AwEBiY2N1q5eIiORJbcX507ETEZGClOd2Iuu5LdpaDV//0nMzUGK8kx5ND5bLY34plemkz+WkPH/IiIhI8VBbcf507EREpCDluZ1Q0qd8Kz2vqIiIiIiIiIiIFJsyPaaPiIiIiIiIiFw4BxYOrJIOw6U0xVKWqaePiIiIiIiIiEg5pKSPiIiIiIiIiEg5pNu7RERERERERC5zDmPDYUpPvxCHppwqFqXnFRURERERERERkWKjpI+IiIiIiIiISDmk27tERERERERELnNOLJylqF+IE93fVRxKzysqIiIiIiIiIiLFRkkfEREREREREZFySLd3iYiIiIiIiFzmHFg4sEo6DJfSFEtZpp4+IiIiIiIiIiLlkJI+IiIiIiIiIiLlkG7vEhEREREREbnMOYwNhyk9/UIcRrN3FYfS84qKiIiIiIiIiEixUdJHRERERERERKQc0u1dIiKFlJpxiMTUjfh5tsXDHlHS4YiIiIiIFBsnFs5SNGNWaYqlLFPSR0SkABnOzOYmw3GQP49fjdMkY7P8aFR5oRI/IiIiIiJSqinpIyKSj1l7/+CJlXOw22y80q4CVT2SAXCaBBJS1xJsv75kAxQRERERESmAkj4iIvl4Yf0i0pwO0p0OJm1P5ZUWHhjSsCwvfD1blXR4IiIiIiLFxokNRyka9teJZu8qDkr6iIjkI8TLl5jUzN49FX2CaVh5Hgmpa/HzvAJPe7USjk5ERERERKRgSvqIiOTj/a4DeX3TMtxtbjzduhte7v54udcp6bBEREREREQKRUkfEZF81AwI5r0uA0s6DBERERGRi85hbDhM6bm9y2F0e1dxKD2vqIiIiIiIiIiIFBslfUREisH6mLV8d+gbDiTuL+lQREREREREACV9REQu2KbT6/lw7yQWnJjLazteJDb9TJ7lFp+Yybhtw3h/9ziSMuIvbZAiIiIiIgVwYit1j6JYvHgxw4cPp0GDBvj6+lKlShUGDBjAhg0bzrlt165dsSwr38fx48fPWbZPnz5FPuaXgsb0ERG5QIeSDmJhYTCkm3ROpZ4k0D0oR5no1BPMO/4lAHsTt/HRnse5r85/8HTzLYGIRURERETKl//9739ER0fz0EMP0ahRI06ePMkbb7xBhw4dmD9/Pt27d8932/fee4+4uLgcy5KSkujTpw+tW7emUqVKOdbVqlWLL774IseyoKCgYnsuxUlJHxGRC9Q2uAOLon4h2ZFMdZ8aVPOpkauMzcr5S0Vc+lF+P/0T7UJvvkRRioiIiIiUX5MmTSI8PDzHsj59+lCnTh1eeumlApM+jRo1yrVs2rRppKenM2LEiFzrvL296dChw4UHfQko6SMicoEqe0fwUtM3OJV6kireVbHbcn+0VvAIo0+lISw4/jXulgMfWxpulj6CRURERKR0cBgLh7FKOgyXosZydsIHwM/Pj0aNGnHo0KEi73/y5Mn4+flx0003FXnb0kRj+oiIFANfuy/VfWvkmfDJ0r3ijdwYeSc1fUNoFNid5hWuvYQRioiIiIiUPXFxcTkeqamphd42NjaWjRs30rhx4yLtc9euXSxfvpybb74ZPz+/XOv37NlDcHAwdrud2rVr8+yzz5KcnFykfVwq+plZROQSahl8PS2Dry/pMEREREREyoTIyMgcf48dO5Zx48YVatuRI0eSmJjIs88+W6R9Tp48GYC7774717rOnTtz00030aBBA5KTk5k7dy6vvfYaK1asYMmSJdhspatvjZI+IiIiIiIiIpc5BzYcpehmIAcGgEOHDhEQEOBa7unpWajtn3vuOb744gveeecdWrduXej9ZmRkMG3aNBo3bpznuD0vvvhijr/79u1LjRo1ePzxx5k1axYDBw4s9L4uhdLzioqIiIiIiIiIZBMQEJDjUZikz/jx43nxxReZMGEC//rXv4q0vzlz5nD8+PE8B3DOz+233w7A6tWri7SvS0FJHxEREREREREpF8aPH8+4ceMYN24czzzzTJG3nzx5Mh4eHtxxxx1F3ra03doFSvqIiJQKTpPO6aRfiEtZiTGmpMMRKVGLFy9m+PDhNGjQAF9fX6pUqcKAAQPYsGFDrrIbN26kZ8+e+Pn5ERQUxKBBg9i7d28JRC0iIlK2OY2t1D2K6oUXXmDcuHGMHj2asWPHFnn748ePM2fOHK6//npCQkIKvd20adMASuU07hrTR0SkFNgb/TCnk34GoGrgKCoHPlDCEYmUnP/9739ER0fz0EMP0ahRI06ePMkbb7xBhw4dmD9/Pt27dwdgx44ddO3alRYtWjB9+nRSUlIYM2YMV155JZs3byYsLKyEn4mIiIhcKm+88QZjxoyhT58+9OvXL9etVlkJmbvvvptp06axZ88eqlevnqPMtGnTyMjIyPfWruXLlzNhwgQGDhxIrVq1SElJYe7cuXz44Yd0796da68tfbPzKukjIlIKnEn6xfXvmKS5SvrIZW3SpEmEh4fnWNanTx/q1KnDSy+95Er6jBkzBk9PT2bPnu0a4LF169bUrVuXiRMn8uqrr17y2EVERKRk/PTTTwDMmzePefPm5Vqf1Zve4XDgcDjy7F0/ZcoUatSoQc+ePfPcR+XKlXFzc+OFF17g1KlTWJZF3bp1ef7553nsscdK5e1dSvqIiJQCgd5dOJO8EIAgnx4lHI1IyTo74QPg5+dHo0aNOHToEJA5s8bs2bO58847c8zoUb16dbp168bMmTOV9BERESmC0jp7V2EtXbq0UOWmTp3K1KlT81y3c+fOAretU6cOP//8c5HiKmml5xUVEbmM1Q6dRK2Qt6gT+hERAQ+ds3ya4wxHE34kLnU7AEnph1h5+FoW72/DwbgvLna4IpdcbGwsGzdupHHjxgDs2bOH5ORkmjVrlqtss2bN2L17NykpKZc6TBEREZFSRT19REQugjnHlvLz0WXU9a/B/bVvwdPNo8DyNsuTEN/rC1W3w5nC6qM3kpxxGLBoXfEDTiTOJTF9L+BkZ/QEIvwGYLf5XfDzECktRo4cSWJiIs8++ywA0dHRAAQHB+cqGxwcjDGG06dPU7ly5TzrS01NJTU11fV3XFzcRYhaREREpGQp6SMiUsyOJJ/go73fAnAs5SQ1faswoEre9wWfj6SMA38nfAAsTiYvx83m7frbhjsWbsW2P5GS9txzz/HFF1/wzjvv0Lp16xzrLMvKd7uC1r388suMHz++2GIUEREp65yAw+Tfdl5qzpIOoJzQ7V0iIsXMYRw5/s446+8L5WOvjpe9yt9/GUK9O1M76F9U9O1NgEcTmlV8O1sSSKRsGz9+PC+++CITJkzgX//6l2t51jSqWT1+souJicGyLIKCgvKt9+mnnyY2Ntb1yBorSERERKQ8UU8fEZFiVs0ngpsi+zLn2DJq+1WjT6WrirV+N5sXHSO+5WTSMvw8ahPo2QSAZuFvFut+REra+PHjGTduHOPGjeOZZ57Jsa527dp4e3uzdevWXNtt3bqVOnXq4OXllW/dnp6eeHp6FnvMIiIiIqWJkj4iIhfBzdX6cXO1fhetfg+3IKr4D7ho9YuUtBdeeIFx48YxevRoxo4dm2u93W7n2muvZcaMGbz22mv4+/sDcPDgQZYsWcIjjzxyqUMWEREp05zYcJaim4FKUyxlmZI+IiLnId1xGsty12DJIhfBG2+8wZgxY+jTpw/9+vVj9erVOdZ36NAByOwJ1LZtW/r3789TTz1FSkoKY8aMITQ0lMcee6wkQhcREREpVZT0EREphIT0EwD4uVfkUOxk9p5+DQs7If73sy/5EGGe9WgbOhSbpQGURS7UTz/9BMC8efOYN29ervXGGAAaNGjA0qVLefLJJ7nhhhuw2+10796diRMnEhYWdkljFhERESmNyn1/qaVLl2JZVp6Ps3853LhxIz179sTPz4+goCAGDRrE3r1786z3nXfeoUGDBnh6elKzZk3Gjx9Penp6rnJRUVEMHTqU0NBQfHx86NixI4sWLbooz1VELo7tZ2by9b4b+HrfDWw7PZ39Z/4LGAzpHIx9n4OJa9kQ8znbz/xU0qGKlAtLly7FGJPvI7vWrVuzcOFCEhMTiY2NZebMmdSuXbuEIhcRESm7HMZW6h5y4S6bo/jSSy+xatWqHI8mTZq41u/YsYOuXbuSlpbG9OnTmTJlCn/99RdXXnklJ0+ezFHXhAkTeOihhxg0aBDz58/ngQce4KWXXmLkyJE5yqWmptKjRw8WLVrE22+/zaxZs6hYsSJ9+vRh2bJll+R5i1zOjHGyP/ZztpwcTUzKhvOuZ0vMVzn+nTlzlhtgI81k9uyxsJHkOH2BEYuIiIiIiBSfy+b2rrp167rGAMjLmDFj8PT0ZPbs2QQEBACZvx7WrVuXiRMn8uqrrwKZU8O++OKL3HPPPbz00ksAdO3alfT0dEaPHs3DDz9Mo0aNAJg8eTLbtm1j5cqVdOzYEYBu3brRvHlzRo0axZo1ay7mUxa57B1OmMn2mFcAG0cT5tCt2i94uoUWuZ5gz9okZmTe3lXBsxaRQf/HiYTJ+LlXwJGSAfGLCHCPoHHQtYWL63Qs7y5djbubjYe6X0Gon2+htstwxBCTMBnL8iDEbwQ2W+G2ExERERGRy9Nl09OnIBkZGcyePZvBgwe7Ej4A1atXp1u3bsycOdO1bN68eaSkpDBs2LAcdQwbNgxjDD/88INr2cyZM6lfv74r4QOZs43cfvvtrF27liNHjly8JyUiJKUfIvNjzomTNFIzTp1XPV0rPUuL4DtpHnwHDm5g0Iqp/N9mG6tjr6B7xGj+r+58bq35Kb72wiWUHpw+mx+3/Mn3m/7g8e+/4Uzq9kJtdzj6/zgV919Oxk7k6OlR5/VcAI7FxjNq1jyemDWPo7Fx512PiIiIiJQfTqxS95ALd9kkfUaOHIndbicgIICrr76aFStWuNbt2bOH5ORkmjVrlmu7Zs2asXv3blJSUgDYtm0bAE2bNs1RrnLlyoSGhrrWZ5XNr06AP/74I994U1NTiYuLy/EQkaKp6j8ID1sQAGHeXfD3qJdnufS0zaQkz8eY1DzXe7j50Tr0btqEjuCrA2twkjmmyNS9SwFws3lgWYVvlI7HxeM0Bqdxsv/0PpYfuZmDcTPOuV1K+nbACThJSdt2ruL5euyHOfy4bQc/bdvBYzPnnnc9IiIiIiJSupX7pE9gYCAPPfQQH3zwAUuWLOHtt9/m0KFDdO3alfnz5wOZt2wBBAcH59o+ODgYYwynT592lfX09MTXN/dtFcHBwa66ssrmV2f2/ebl5ZdfJjAw0PWIjIwswrMWEQBf92p0i1xAt8gFtKn4LpaV+yMvOelbok/25UzMMGJO3ZZrkNiz1fQLx4aFDYsavuc3O9BjPa/EzWZhtzm5usUmAI4knDv5EuL/f3//yyLE/16MMcSmJeIwziLt/0R84t9JJ8OJhISihi8iIiIiImVEuR/Tp2XLlrRs2dL195VXXsnAgQNp2rQpo0aN4uqrr3atK+iX+uzrCluuqGWze/rpp3n00Uddf8fFxSnxI3Ie3GyeeNsq57s+JXmO69/paSsxJgHL8s+3/NONB1HVJ5Q0Zwa31biySLHEpycx5+haAiv5subJ+1l7/G4SHQcBCPVud87twwIeJNDnOizcsblV5qnfP2XFye1U9qrA/9reT5hXYKHieKJHZx7/YR4GeKJ70Z6DiIiIiJRPpW3GrNIUS1lW7pM+eQkKCqJ///68//77JCcnExISAuTd8yYmJgbLsggKCgIgJCSElJQUkpKS8PHxyVW2devWrr9DQkLyrRPy7lmUxdPTE09PzyI/NxEpGg/PK0lNyez1Z3dvgmX5FVje1+7FfXV7n9e+Htv0Ibvij2Aw3Fkjmjtqvs+RhDl42IKo7NurcPHaawCw7cwBVpzMHAvoRMoZfj66nqG1ehSqjj4N69G9bq2/67ssmwERERERkcvCZXu1n3ULh2VZ1K5dG29vb7Zu3Zqr3NatW6lTpw5eXl7AP2P5bN26lfbt27vKHT9+nFOnTuWYBr5p06b51gnkKCsil1Zy8nzS0rfg7XUdFUI+x+E4hpf3tUUam6coHMbJX/GHXX9vjd2Pu60PNQJuLFI9TmPYFHWUFGc6NiwMBieGil5BRapHyR4RERERkfLvsuwvdfr0aWbPnk2LFi3w8vLCbrdz7bXXMmPGDOLj413lDh48yJIlSxg0aJBrWZ8+ffDy8mLq1Kk56pw6dSqWZXH99de7lg0cOJAdO3bkmJo9IyODzz//nPbt2xMREXHRnqOI5C85eR6nYoYSF/8WUaf6Y3dvjo/vbdhsAefeOJvjCT+x7EArfjt0FXGpWwos62bZ6FmxlevvPpXbnFfso39bwKCfvuTWn2dyTehVdKvYjJF1+3J15Zbn3lhEREREJB8ObKXuIReu0D/1/vnnn7z55pscOnSIJk2a8PDDD1OlSpUcZTZv3sygQYPYu3dvsQd6vm699VaqVatGmzZtCA0NZdeuXbzxxhucOHEiR+Jm/PjxtG3blv79+/PUU0+RkpLCmDFjCA0N5bHHHnOVCw4OZvTo0Tz33HMEBwfTu3dv1q1bx7hx4xgxYgSNGjVylR0+fDiTJk1iyJAhvPLKK4SHh/Pee++xc+dOFi5ceCkPg4hkk5a+mayp3I1JIMOxHze3kFzlnMbBypNTOJb8B40Dr6FR0D9jgEWl7OGNnZ9zJLUVzf0O4+0+kVaVPi1wv880vpnrqnYkwO5NDb9K5xX79L/+6T245mAMswbcfl71iGRXVtt4ERERESlYoZI+u3fvpn379qSmplK1alUWLFjAxx9/zGeffUb//v1d5VJTUzlw4MBFC/Z8NGvWjG+++Yb333+fhIQEgoOD6dy5M5999hlt27Z1lWvQoAFLly7lySef5IYbbsBut9O9e3cmTpxIWFjOGXqeffZZ/P39mTRpEhMnTqRSpUo89dRTPPvssznKeXp6smjRIkaNGsW///1vkpKSaNGiBXPnzqVLly6X5PmLSG7e3tcRn/AhxiRjtzfAwz3vWy23x85jQ8w3ABxN3kYl74YEe1bjr9if+WTvx2xPrApY/HqmHi2DHOfcr82y0Syo5gXF3iKsMutPHMEAbStWOWd5kXMpy228iIiIiBSsUEmfcePGERkZycKFC6lcuTJ79+7l7rvvZtCgQUybNo1bbrnlYsd53p566imeeuqpQpVt3bp1oXvgPPjggzz44IPnLFexYkWmTZtWqDpF5NLwcG+EV+D/2HHqMZLSjpN0Zgq1K9yfq1yqIwGwgMwxwNKciQDsiJ2NIefYP1UD7ilSDEuP7mHOwT9pH16NwbWaFXq7KVcP5pudW/D38OSGuhoXTC5cWW7jRUREpPg4jYXTXJzxLc9HaYqlLCtU0ue3335jwoQJVK6cOe1xrVq1WLhwIcOHD+fOO+8kPT2dO++886IGKiJSnPbHf0+i0wAWu8+8R82ge7BZOT8SGwf1ZVf8cqJS/qJR4NVU9GoAQEWvJtTw3s7JNH/OpAdwfdU+NAxsXuh974k7xYhl0wH4bt8Wgr186BZRp1DbBnh4ck/TtucuKFJIauNFREREyq9CJX1OnDhBZGRkjmVubm5MmzYNu93O8OHDycjIoHHjxhclSBGRoopLXkJi6hoCvfvg49ki13ofe1WisQALT7cwLNxylfFy8+fmGu9ijMkxq1fbsP8j0COSGv7RBHq0p21I/SLN+nUoIRbn372HAA7Eny7ScxMpTmrjRURERMqvQiV9qlSpwt69e7nyyitzrZs8eTIA9957L8OGDSve6EREzkN8ym/sO3knYONk3Ic0iFiGhz3nl9p6wY/hZvMh3XGaGoF3F5i0OXudzbJzOKkOozZsxLCfbhXr89/2txYqtgyng92JB4isYONYXDoVPYPpV61hkZ+jSHFRGy8iIiIAzlI2Y5azFMVSlhUq6dO2bVt++OEH7rrrrjzXT548GcuyXP8VESlJyWnb/v6XE4OTlPTdeNgjMcaAOQ1WEHabL/WDHz/vfcw+vIWssX6WnNhJQnoKfu5e59zu6wMr+WD3QmxYhAfamd7hNpIOJZBewwt3j8yP5G/3/s4P+7fRIbwaIxt3xlbA52q6M51Juz9lW+xOuoS15/bqg/Q5LEWiNl5ERESk/CpU6mzIkCEcO3aMU6dO5Vvm448/ZuTIkVSrVq3YghMROR+BPtfgZgsCwNNeG1/PdhiTQkr0EJJOtCT5VB+MM/aC9tE8uCqZIwJZ1PANwcfu4VoXk5rIpuhDpDkycm13NOk0NiycGFKd6Txy6395ZewoZm3pxLKD17P51BqeWvszq6MO8Na25fx8cHuBcfx6ci2/nVpPbHo8Px5dyI743Rf0vOTyozZeREREpPyyjDHm3MWkpMXFxREYGEhsbCwBAQElHY5IqedwxpKSvhdv9wbYbN5kpCwg9fQI13qPwJdx9yncLVl5McYw58hWolLiuC6yBUeS93A4+RAV7LX516ofSHKk0SCgIt90HYGHm52MjIMYk8yhlCDuXfMRselJNE+tyqHH9nDjt6sJCkjE2+bA7taC+1dl3u5lAc+27EmIrztuWFwd0RS7LefYQ0tOrOS9PZ+5/n6hyeM0CKh93s9Lyja1FedPx05ERApSntuJrOf20tpuePkV6magSyIlIYNn2i0pl8f8Uio9r6iISDFyswXi69nS9bflVinrX4DBskUUuH1iRiLuNg88bO55rrcsi35VM6daXxO9nCn7PsSJnSNxoaQ4/AHYEXeCP84co67XCk6feRSAYL8HmdPtKQ4nnOaNzxbCQw6mx7fFnuDghvCNNA70pW9kQ+Yc+pPmIRFsT9jLgt1/ALAx5gDPNRuQI47OYe34M343W2N30iWsA/X9axX1UImISBnjSJ6FM2UJNq/uuHlfV9LhiIhIKaakj4hcFtzcm+IZ9A4ZKfNw8+iE3atrvmW/OzSDn479jJfNiyfqP0Id//ynU98Rt5KFx1+jmrfhdLoPp9y9ceKHDQtPNzvV/IJJODPZVT4hcTJBgU/z3sr1LLYOUe3vmd4dxsaelKbcWPtp3qlcnbecA3Cz2ei+4BXXtr+eWMdvh94g3Lc/dSo8gWVZuNvsPFCn+KbTdhgnexMOEeQRQJhnhWKrV0REioczbT0ZZx4BLJwpP2K5RWDzaFPSYYmISCmlpI+IXDbs3tdhP8cvoqmOVH46Nht/txTSnRnMOT6fBwtI+qw69T1ZAzoH2pNoFhzM/bVu4M/YE1xTtQkhnr7EeDQnPWM7YGG3N8JhnJxKTMKR7oYjw8LmZsCyaB9+O77u1QFws2UOuXZNRDO+2L8KgOYBf5LqOMGhuMmEeF9JsHfHCz8o2RhjePnPj1gXsxWbZeO5RvfRqkKjYt2HiIhcGOM4nPWvbH8r6SMiF86BhYPSM2lDaYqlLFPSR0TKHWMMh5JOEuzpj5/dO9f6hNTf+evkvTic8dQIfoEwv8Gude42d1r5HyfMPRqnAZv7OaZTN1m3f1kEuVfkhsjBBHhUIt5sY+aRD+iUehWdQidgt9flr9j9/Hu1J8nO13ioUXe2njjB6YPBNK9v6F21Df0rd8pV/eONruGqivU5k7IKe/r0Czks5xSbnsC6mK2ZT8sYlkStUdJHRKSUsXn2xLI3wGTswLI3xObZE2PSSE7bgoe9Ona3sJIOUUREShElfUSk3DAmBUfCh6w4sZL/Hgkh3lmBd1rfR4OAqjnKHTrzOumOU4CT/TGjCfX9Z5rzDGciYe7RwN+j/zg2ku5Mw92WOTtXQmoaLy1axqEzsdzQKpLfk/fj4+aBhaGOVwxLjt7HibRQ/kwKBWBP4m5q+dUmwv8+Hvn1LaLT47FI59vDG3h7SEfmHx+Hu83B76d/p1NoPSJ9cvYqsiyL9qG1cZpq7Dj1BzEpK6jo248KXh3O8xgZfj62lJ3x+7gqrC1tg5u61vm7+xDqUYHotDMYDLV9NVOTiEhpY9n8cA+dDc5TJDoNCw4/TkWzGB9bIpblTY3wH/D2aFLSYYqISClR5KTPr7/+SqtWrfDz88u1LiEhgY0bN3LVVVcVS3AiIoXx/YENrDq5h/sifqWqNZd2PvBadV+G776G2UfX5Ur6uNmyRv+34Wb5uxI+AHabD15uoSRnZE5fvXKPJ//95QOe69ab/g3q886KlXy3dRvGwMYjR+jWzY1EPPGzpeAwRwBIczpz7C8h/SSnOESEt8XJlMx9hXr5seLUxwTYUwDwtGWwPvq3XEmfLDbLnUZhLxf52DhNOmtPPM3xpBVU9rmKNNtgJu/7DguL305tZFKrMVT2Ds88LpYbrzR/lEUnVhHmGUy38HZF3p+UbWrjRcoGy7KBWzibT75CQuomanolAmBMKnFJSvqIyPlxGhtOYyvpMFxKUyxlWZGPYrdu3di+fXue63bu3Em3bt0uOCgRkcJaGbWbcb//yC9H/+BY/EbA4GYZIjwSMTip6ZuZ0DAmg+Pxn3L4zH+oEvAAFXyuJsCzA/XCP8xRn81yo0Xo8xxLD2TF/vrM39KMU4npPD5nLjuO3cqKY3MwJnMchTSHk3q+LQAI8ayNm+UF2KjkcYaq3uHYsHFFcGv+Ovkv1h6/h2G1vuHayEr0qdqQV9pcR8DfaXfLAjfLEOTpj9M4ivX4HE1cwtHERThNKkcSF3Ay+TcsLMzf/4tOi81RPsyzAjdX60uPih2wWWpoLzdq40XKGotUYyfDWGQ2TU68PJqVdFAiIlKKFLmnT9aXnbykp6djs+lLgohcOseSM5MWBvjyeEPaBJzEwsHvaT14tMEgBlRpD8DhM29xNO49wCI68SeaRSzO0cMnu5p+rWhYYThzN//BP7lxB4mpqwiL7Mb+UyGkp7pTq3YsDzYcT7ozDbvlzqwDv7DoyFfEpYfzRLNHaRJcidELxhJeJzNGp4nj/+r4Uyc4cwyhq8JuY+6x5wFDssPO/GNfsC/ue26q8V987SHFcnzsVs4xjZoFNSXs5BmiUqNpEdSQBpriXbJRGy9StrQKvZv49CPsy6hAA99qVPbrR4BPv5IOS0RESpFCJX3i4uI4c+aM6+/jx49z8ODBHGWSk5OZNm0alSpVKtYARUQK0iuiEV/sXc2u+CgSbB2xQl/Gw5ZOR7cqOcolpv1BZmrIkJKxH0MaR5P+YPuZWVTwqEHLkDtwszI/Ei3Lol/lm2l1bTyP/DyH4/EJ3Ns6Fg83Bx3C9pDe0Q1joF/lXqSm/YHdrTKWLZhX3luLx+ZI7GmePOz8GLfoeIKCo2k/xYbNzYkxFs+9up3Rw4+SmJzME28uwftkKzKaO2g46ADeHg7WnLRYeuwTrq/Wg0HVW7rij049yqwj75Nh0uhXeQRV8rkN7GwVfTrToML/cSxxKRG+3agd0JP3WncnPj2JQHe/fBNfcvlQGy9SdvnYQ7km8r8lHYaIlBMOSteMWcXb//3yVaikz5tvvsnzzz8PZH4ZGjhwYJ7ljDE888wzxRediMg5BLh7813X+zmTlkwFD598kxjh/rcQm7IccBDmO4Q0ZwpzD4/CYTKApXjYfGha4UYSM47iYfPHwy2Ayv7+fH3zTWw/HsUzs2eS0aQBHSLiaBfaAodbJ5JjH+Rg1G4MXpza8w4VZsaTHurn+mR1VPDnzIEUvnqyI1V6JOEdnsRN/Wfz4r+TOOLmg88xA9ixH7VzpE4oFZvEsPxEHSCB9dGzqO4XTOuQzCncfzjyHgcS/wQM0w+9wSP1/1eo42NZFo2C76NR8H2uZW64EeThf97HXMoXtfEiIiIi5Vehkj69e/fGz88PYwyjRo3i3//+N9Wq5ZzVxdPTk6ZNm9KlS5eLEqiISH5slo1gT99cy40xnE6Pxs/uT7BPb1pUWY7DeQZv9wbEpR/BYdIBsLCRkHGS9SdfZm/cTGyWB10q/5dwn9YAPD9/CTuikpmw6BrC/HxZ8dC9vL3jDfr67QZgR0wgX2/7mZSwINycJnsAWB42HCFO9h6szLAu89mzqSKnj3vi7p/zNprTsb5YcRk5lp1IjnP9O92ZCn+Pw5PmTC2OwyYCqI0XERERKc8KlfTp2LEjHTt2BCAxMZF77rmHiIiIixqYiMj5Sncc51jM0xxN2saSuDBiTWUerDuOCO9IoDIAAe5VqB/Ql51xc/B2q0D9gN4sPHwbkDnj1a7Yb11JHzfbP72HjAVfbdnCX7F2Onh5s+l0VV7/rT9OY8FNUPOLGGwOL8DCLSMVvzaJBN+exM494TwyeygAYXUTCNiTSoaXDQ+bG7H17Bzx9WPf/hB8g9Mwbhk0q1CVrpXqu/bbL2IE3xx8gwyTzvVVHrgkx1EuD2rjRUREBDR7V3lV5IGcx44dezHiEBEpNidOP09CykL8LSdXB0TxaUwQK08t5IbIYa4ylmXRtfKTdAx/AHebN2Dh5RZKiiMGY5ycTPunkXmia2dGz1hABg4OpsUxeuFCLCDUrTmJqfZ/GiQbJAam43cgCTcrjYwXvDnkDMfmiOZoTIV/Auxs59o2jWnVoSGnfeJ5Y84veJ2wkVLR0COoOY/Wb4u3ccfH7uHaJNKnPo83yDnTmEhxUxsvIiIiUr4UOekDsH//fqZPn86BAwdITk7Osc6yLCZPnlwswYmInIsxyThSfsFJEE7ccHcLwGniXevtlhODkzDPynlu7+n2z9g2NQKf5cfDr5DkcOevpNOcSllINXs1Xv94KadiEzHekFrF/L1fw5KPahK6+RQhnRKIruuLW5IDvz9joaWdlAHucDiN+NBA1u2qhbu7EzIyk0N+ARWZVyGBd9bPxf04eMT74ItFnzob6XqkFvff8QIYuPu567nhgV4AOI3h7e1LWR21n+urN+OWWq0v1iGVy5zaeBEREZHyo8hJn59//plBgwbhcDgIDw/H09Mzx3rNBCMil1JazDCcaWsAcBgnaRi8vW4n1a0K6c4Yjjp7cX2VflwZ1rvAelIdGRxPtbMxvrpr2Rd/zePwrnD8Yt3/LmSwpRicXhY4wbYqmcSjNirEROHbKBz334/iluwkraYTj3uPYgEVO8ax786mWBWTIMqbjAw3dp85jS3dwsLCEQr2RLA5DVXc4/nirVWZk4wBX7wzz5X0+fnQNv63YwUAm2IO06xCBI0rVCYhNY23V6xkR+JxrqxTjbvqt8PT7bzy+SJq40VERC5jDmPDUYpuqSpNsZRlRf5m8Oyzz9KpUye+/vprwsPDL0ZMIiKFYkyqK+EDYGEBhtiE7zjo/ig9qt5Ho3y2TcxI5uejy3G3uVPfpyG3zZ/OmbREGld3w93dQbA9gcH11/NOQg9S94aCM3M8HyvdifG04XsgmaTWNUmrnYzP9igCQiqQVCGOjKreWL8cdu3HviqJniOr4pPhzpzk/Th9DLaMzC/OBoP1d9wegRnc2HU4c6YtxfNwZt7nVFcvXvt9MYNrNiMuPefgzXHpKQC8tmw5Xx9YjxWSytodf7Hu9D4+6nRbMR5luZyojRcREREpX4qc9Nm1axczZszQxaCIlDjL8sTm0QFn2mog8xYoLDia4cuquNksO+XkREoMt1TrQ5fwzNuhjicmUMHLmwnbJ7PlzC7AYEv8g7i0FIyx8eeBSozvOAu75STDaSPe2wOrfQIeu9yx0tzJ8LOBzSKxtg9ey+IhOZ2kphF0aVqTpUcTMYAVE4jF3/8O8ubAmzuwYeFzhTdxdd1w2g2WMVgOC4dXBvFXpvFuz9uoHlaLkJEHOD7jAImVPYhr7MNHO1fz9d5NzOtzLz8f/oNN0YfoV7UJ7cIyeyQdjo0Dn3TXMVkRtTff43UmKYX7Pp3J9qNRDGnTlNHXdlPPDclBbbxI2WeMITZpBqnpfxHkewOe7nVLOiQRESlBRU76VK9enYSEhIsRi4iIizN1FSb1FyyP9ti8+uRbziP4E+Lif2bWkR34u60FK4o96RU4nlKV/Uk7cWB4dcenvPD7VzhP+1Il+BiJSWG4haRh/r6PKpV4nMaGu7sDN3sGJ1L9qeIVi93mJMQDoj2dVFjh4EwtG1YFO2AwbuC3dBf2+HQy6ofS6M6eLGYbxm5BrcqkVPTCYTnwxw9bamZiJXRTCilBvuDuhj0unaA/YjDuXnTr14YrKtYC4H/dhvJ59VWsOHaILdEncBpDbFoKSRnpfNnlLrYdO8GLCxYzdOf3jL2mO/d1aMvqX3bj8M4ce6V7pXr5Hqvp67aw7UhmnV+t/Z1BrRvTuErFYnrFpDxQGy9S9sUmTedIzKMYLE7Ff0idSsvwdK9W0mGJSBlgsHBSen4QNKUolrKsyEmfZ555hokTJ3LNNdfg4+NzMWISkcucydiL8/RQwGCSPoMKn2Hz7JirXErqetIzduHn25s7Gw4mw5nGhpgfCMqIxebmzv6kTYAFFrh7ZlC15n5q+p7CZh0hKq4Nf6WlATCy6RWsDI5l3ql1YODbw514qWlFDhwKocIXu0lzj8HKqIBlLNzSMutzO52GW3xmDxu3/dF8Gr0TvCxwWmBZuAeEcLqpG+7bkvE95cSyILx5RQ67J4ExZPjZ6XLbVfSsV5nT8YYXp/5C346N8AnypFdQc7qGN+K2pV+Q6sigc8WaVPOrwF9nTnL9wqk4bE5scW48OWs+3999KxvvfJjfTuzFYTnpWjkz6bMz6hT/mvkTcSmpjO3djb4N6+Pv5ZnZG+pvvp7uHEo6jp/dhwoeARf7ZZUyQG28SNmXkvbH31/aDIY0jpx+glrh35R0WCIiUkKKnPRZu3YtUVFR1KlTh27duhESEpJjvWVZvP3228UWoIhcfkzGfsDxz4KMXXBW0icpeT5R0UMBiHWLJKLSr9htXrQPvRGAphXOsD8xil0JR8jKc3jYMrBZYAy425MJSIvkxHbDf77bituhRAKNNxlh8eCWypj5/sT4pEJ1H7wOObAdP016q0p/793C4ecJNgucBqudBztiThAY7MA72t31m4TNwKkW3lRM9cfneAqtqoexJWYf4etTsacYktI2EH7lB3j4+DJ1zhBmrthIQrXMgXPv69yO5f3/xf82r+SLlb/TcsvbtG4cgQMnAM4AB7GJmeP6eLm706Nqfdex2Rj9Gc/8/BcHTlfAGIunf17ANQ3qcUObJhyIPs3vh45zY9um/HR6Pr/8uRI3y8boRvfSJrhxcb2EUkapjRcp+wJ9B3MyYQrJTneSjZ3ElJ1Ud6bgZvMq6dBERKQEFDnp8+6777r+/dVXX+VarwtCEblQlkd7sNeDjL/AFo7ldXWuMskpywAb4CTDcYiMjAN4uNcnMS0NH3d3khPhCsfVNA09wcwjS4mLsuEZGQU+4DRebIrPIDnjJKY61P89hSodTrJjU3VO7Q3Efes+oq81eKY6SQ22kVLNn4TUVDr4bGWp1QKAqlWiqPG6IT7eg9gmwfSo+jtpHWz8+X4j3BIsUsKcNG8bBYEJHNsaxp8eQaxK/ZOQExZuqU7A4o9fbZwe7EdAcCKRJw6wL7Sp6/l9vWEL97RqwffvL8cbLyy7YZ3HISy/zKQVBm5t2DTXcYlJ3cu6Ux9js7Ujs1OshYfdDQB3Nzee6tsVgBRHGkNWvg9kzno299gKJX1EbbxIOeDt0ZwKfv/iZOwUAJKcKRyO/4zqgfeUcGQiUtpp9q7yqchJH6fTeTHiEBFxsWy+uIXMgox9YI/EsrxzlfH27kl84lQA7PZaYFXjnu9nsmTvPmqGBnDa9zB4pZNxxBffqEhqBO+kakACXmntyIhoQfzp9dh80qlrO8ndTy4FoNuAjbz55E2keHngFWcjtvo/9xEn1qvAhhPB+DsdVIo8Rd3mB3CzGQ7uCadSUBw2mxPvQCdN/r2VHU9HUrVLKj41owGofdVBDm/2Jd3pQeoxB75/Z23c7E48vdOxWYao7X541U8hITDzY7lZUDD3tBhF2NHTGDcbGa3r4ojxotd9jZizZQc+h+x8tOw3rm5QlyrhQbmOT7dmW0nPcMNuqjKu97W5Bmz2sNkJ9wzmVOoZnDip4Vvlwl+4v+07GcO+k6dpXzsSX0+PYqtXLj618SLlQwXfIRD7ievvFSfnsTLWjRuq3o67TZ/LIiKXkyInfURELgXLcgf3vAclNmmb8M7YQUTwJNKw8PHqzupDJ1mydx8Ax+3H8PJPw7LAo2YCAWnxjB4wHWMsbNYGnltzG2dOB0O8Gx26rf17f+DlnU5F30McNJljmdiTIC3zbiucqW4YO2AsTm8NZpHNnw69dlLBL57UjMyeNMZAmps7sb0CCQ4/CgYsG5nDCrk5wGnndEMb7jjwS0rntiEJVArtgd1Wk743N+bb/y7E82Qq9VrX4Jbgarxy9HRmbA4ntph4LG9P3I/ZCNzmjgEcODkUdSZH0sfPrRpnTnXD028tN7VP5q5GI3DPo0u/zbLxcrOHmHNsOUEe/vSv3OXCXzRg3d7DDP/4O5zGUDOsAjMevB0Pu5oaEZFLydejNjUC7+dg3DROpNlYl+BOullCsEcoV1e6rqTDExGRS+i8r8Tnz5/P0qVLOXXqFM899xzVqlVj3bp11KhRg7CwsOKMUUQuY2kZh0hK24ivRzvc7ZUx6X9iYm4BDHbccA/9EcsWQKhP2t/DVmb9H66xfK5u5cOquFrU8z5BmEci4RUPY9l9IdCGZ2o9LPYDFtHJfqxpX41K7U7TM2gNa1Y0xt2Wgq1SKge3Rf5TIYbUcIt9iaG4v5+B092NjHvB8oB9q6qRluLB3oNV8AtMwjM0neDkzlRKNhxLT8T4O7H6pHNHg4rcVuspSN9Mauqv3PHvSlzR7RFSktJo3qkuUQej8fByJy0lHQMYfx8SIw3rV/6F39F0Un1sVGtSiXrVw5i0YBXJ6encdWVr5u3YxZSlgRh6AdC1UiJ1QvMexyHcK5ihNQcU6+u1aPtu17/3nTzN3pOnaVBZbUJZozZepOyrVeFhvL1uYNnu+6nqeZp4hxexqfs5Hvcxgd5d8NZU7iJyFqexcJrSM2NWaYqlLCty0icpKYkBAwawaNEi1+0C999/P9WqVWPixIlERkYyceLEYg9URC4/qel72XWiN8akYLMCqFdpEVbaZmxk3YKSgUldi2WvQ72wUN7s35ef/txBs4hwdth2sjvuBNdUas5PUQtJP9EBDyuDpyLnsz62GpYFxmb4YlMbfP6sxNA2hzhu+hNfYRcOuxtt26/iii7bcBp4Z2F/fKt644hKI51kKtx1lIpBGWRgI6OxjWoHT9HYdpKw8Lq8blmkV0knI9Xij++rErYkipUPJZHhdGJZFvfWuYLHu3YGIC5+A3+uu5uA4DQqhL1LnWYLcXfPHJC5Uo0w3vntBdbO28xnibvY55+O185ErMUnMIF+eGb40qhKGNc+/BEpNidpFSzW7z1Cz9Z1M7st/Z2gSstw5HVoL5p2tSL57LdNAIT6+1AtJOiS7l8ujNp4kfLldOqfBNhT8LLS8bWl4p0xmUNnYjkcO5GmlRfgaY8s6RBFROQiK3LS59lnn2X9+vV8//339OrVi4CAf6b57d27N++8806xBigil6+E1JUYkzlDldPEEZP0Pf/9fQWPVPck2COVJIcdr/gxGGcUbv4P079hA/o3bPD31lcAMHPfB6T//StBmrFzJC2IDEfm7VjO/d4ccibijA9i9C8hLLinB3UCmhDi60PjCvew7sgs3l5ygsRlPoSeTiCiaUVO9dmOj29qZn1ON/ZXr8Sg2zdjWYZkttKmfRyLD2fGkNrQjYbezdjrTAYyh52OTcl8Psmp6fzrhk84ua0HbnYn//7PSmp3+YgKvoPYsD2Ej+auITIsiLEP9Kar1Y035s5j87MzMA5DSl1f4jvX4Ps//8AjzYa/XzKdr9qEt5+TPo1fYPneqmw5eoJbWjWlYcVL2yuje6PaTL1nCH8dP0WvJnXw8XC/pPuXC6M2XqR8sbARZo8jzB4PgP3vH02MSSExbauSPiIil4EiJ32+/fZbXnjhBQYOHIjDkfMX5GrVqnHw4MFiC05ELk8Ok87G6K85nboTf4cvfm6J2CwfklN/Z9bRBsw5Vp+G/jEkZrjxfdvZmMT3MH7/xrLcctXVLMCO3TjIsNzwstKp4jxDv/hUNm4Kxqoeys7UM2DAaZx0+3AKBsPIju1p3ekKmkfcwZ2hO3gtZTEnAuD0liPUut5B1pzsVbxD+HDoo3y9dxlYmYPgutmcZN1n5pZqZ/OhWK5sXoNVScepEhjAiPZtAFi3aS8nt1m4V3cQ+nACH3m0o95fu+lc8R6+Xt6D3UdrsudYDBFz19DG6c6p8SvBYUir4sXhUXX+jiGD4DV2bhi8kohqpzLrjX6SabfNviSvU37a1qpK21pVSzQGOT9q40XKlzr+rdkfE+/6O+smZbstBH/PdiUTlIiUWg5sOCg9M2aVpljKsiInfU6ePEnjxnlP62uz2UhOTr7goETk8rYh+ivWnpqGhYW7rQ4DKw8hwKsL0fEf0DjwKOtiqrP6dGUGVN5CsjF42yvD343CdwfW8vbO+YR5+jGmgSHMHkXt9HTwOklbv70c8QqgVvuVNOvcmCtC/sMjP87lREICbjaLA2fO4BkN075aw7xNv5HQ4BS+K8JxelhgWaRVcOfApjCqtTmGhY3bq9+KzUrjz3n1qdl5H/FRPmzeVxuCwJYOfn9lZodSN55h++QHc8ygVb9uZZxedkLuj+OATxi7oyqy7mRtdsVUpGHVo2z9qyZOYziy/wQLnp2JcWZeqqdW9QbbP/W4hadSqWrmLGGWBSmOmFzH81RUHDu2HaFhs6qEhPpfpFdNygO18SJlnzFOlhz/DzvjFlDZuynh7iHEZ2T+MBDk2YI6QSPw9WyFu1twCUcqIiKXQpGTPlWqVGHr1q1069Yt17otW7ZQs2bNYglMRC5fcWnHsLAwOElzJuPrPQD3jC1USJnOSw1h9on6uNnS6FlxBycc3tQOm4ZlWSQ70nhl+084jSE5I5X3/tpPU99jLE+9ElJDaR+xN3MGLwzx6X+wOWEn39x+EwDPzl/A0SNn8IrJTKic2uKOR4Anid6JgG/mz6OW4fjhChxKC6ZGUAWat2vOmqOjST1tMWNUTwCaNLJjhYez988YHHFpALRvU5v4lFTmbf2LSgH+XFm/BhVDAnjxm38x9fgbHI/95xaa36OrcTw1mJSr4rHibazddRAff18I8scWl0Dv+g2Z72VxIiURX/dUBg5eg7EyE0LGgL9H9RzH8sSxM9x3y/ucCUzBM8CDqa89QKXKQRf3BZQyS228SNl3NHkr22PnAHA4aSM1Qu7CI/VLnCaFal7VSEuZz4nUNCL9u+Jj9ynhaEVE5GIrcn+pQYMGMWHCBDZt2uRaZlkWBw4c4M0332TIkCHFGqCIXH6aVrjeNc14o8B++Ngr4EiZh82yUdUD7ovcSd9KO7BhSHamsSNhIwBu2PCw7FhAWpqNhQca8Z/tPUlP/XsMn2wzAKSk2pl1aJXr71FXdibYmW2GAIfB9zPw/yGDwP2JWKkOPE+mU2VZKv47HVxXpxEAZ2IS6DR4Iy06b6dl1z9I9T/Kjo1RpCU7yPB2o9uQZtx/Tzfu+vBbxs9cxP3TfuDr1VsAaNumNk93f4pw71TXbr3POIgO9wBPgzPEQWxQGjSoCRVDcNatznXD+7B44P/xWqdePN7GUNknmCp+/fF0C8fTFoqPmwc7T3+C+Xsg583r9nGiSQpRw+HQDWmMXvdDsb9eUn6ojRcp+9xt3jn+tjJ+webciz8HSUn6jJSkz7ES/o/xfzxJfHrmrV/bTp1g0qbVbDhxpCRCFpFSImv2rtL0kAtX5J4+Y8eOZdGiRbRr144mTZpgWRbDhg1jz5491K9fn6eeeupixCkil5GK3vUZVuc7UuInYRI/4NTRWcw62Jzbq2cOQBnrrMyxtCh87WnsTgvDL2E5qzZHMnvTn7StHEF0lTh2RGVgyByTxJHuRg0/X+IzBlLBYyY7vvJj4ysh2H038MePO2l8RX2WrtpFUrQTh4+FPdnCnpSG/eTfASVl4Hs4Gdwzk0dBOzL48v/Zu+/oKMr1gePfme276b2HkEAghCYgIEVAUFRQil7rVVHRa7v2LggW1HttqOi1XEXFehVEQFFBEaT33lt678n2md8fC9H8wBIFCfH5nLPnZGfemXlmFvadfeYt05YRUWnEahvBgulOCtZFAmDp5OfwoD8KUB2m0+DzsquorHHZir05XNK3KwBJ9hSe7X0z46a+hzGpHmMHNzagwW3E4zNirzOgKz5ckQYMHp13Zi8n2L2bWTWrURQ4L2kM49LHsK96FRvKrqfaXUC1exPB5jb4tG5YMxzUF/14bdcpecfzoxMnOanjhTj5xVjbMzD2FrZXf0WirRtB6lqqvT8O4qwoYFN81Hoq2VG7nUg1g9GfzWicZfLz0X8nOyr2BJ+FEEKIY6XZSZ/g4GCWLVvG1KlTmTdvHunp6djtdu6//35uu+02bDbbr+9ECCF+hUFvQK+fGvhbOwj+IK5ZNpK2CQZWejQUdHqH7SfVVoFaeQrPfvEDALsKYVLsl6yNO4+P9tejazqmYi9Jz9Vxxmc92OWEDf+OAD/4ar3856EJPPi/aBTlckx10JAObhVCa3TYDig66Aq6IdAwUgH85kBS5z8fL8GDTvi6yMNjO2NzNmAI0fB5VOqSVUZ27oBPqaR/VxNLN7nRdRWX5sPr97Mpt4hvNu8mOTQUg8eImuFpPH+z0Y9WZ+PNf/ydq7WPqQwLtNzxzd+OtsmAPtaBWmlg7rY9jInM45nNs/hb1o/Xb9b+/Ty9cQUAWfHxHNAKATg1qs3x+cBEqyB1vBCtQ5fw0XQJHw2A07sLl3cXLt9ejIqOEY01dUkUe4MJM5jZVlaCVzs8q5fOptIiSfoIIUQr0uykD4DNZuO+++6TJ35CiONGUUyACfCBAnU+M8tKUiiLKCTGWkU7RwkadgbHP05BQSowq3Fbl9fEGOscvl7SD93rJHxRNSX1HkL0+xju0Pk4PJ6qUhOgoITXUutcRq+ukSQEJxLuziMouY7EYYXkJcbg3WzBmO0hsSCb0ppqbGo+u6visVjdWII9uLHjCzJirPOhAAOH9GTcPy9iQ24pMcEO3t8/h4W7ZhPTSee0qDAWL+7M9/sO8PriVbz6zSo0XUfTdax1Onq1AT3cB4BWayTJGQ6q2pjwQdepax9EzLclVBWFQ7UKKPzzg88pjggnKyqR7Jh8ShoSeHf3j7O17G+o5a7U0zl4sIRrk44cq6W51hTmM3vXdrrGxDG2Q6cmA1SLk5/U8UK0LjZTe5JDrqCs6iHmVGax1ZlAmc+Bgk5u+Y30iv2EaJuDUmc9oRYrpyfL2F1C/FVpqGgtaMaslhTLyex3JX2EEOJ4q/Mb2Kc+QIoyixJXNO/u60iMw0GqI4Ks4PWo6ICTg/WbCDFnMDg7ieU7DpKdmIsrSGf28ngi1uqo+yowmDXOfTqf5es6kZVUwqPTd/H0U20ptIbQ+/5Syv02/HVlRPYtJqFrSSAAv0ZJbzfm3m4sipdzEjJ4dONX/LfDLObv7kRoejU+TeWLomwKSaGnFsO5/TpyxqhTsBot9ElLZu7eHWyrWUpatI4CxMZWYbV78Lit5FZU4zv0ZBVAsSroi0PRMpxoYX48u0PI11xcte9jMtpEsKe0AqNTweBVqW8XQrI9lKLqusBVqPESEmfnzY2DUBUNNciPX6kHFFRFoa0pjJmj/offr7E9fBWvL59MaGTQ7/pciupquXTW//DrGjP0jdhMJtqGRrC1pISBqanEBP2+/QohhDg+XO5lVFVPxgAMCdlDmS8Un25AUXVmVaVRYZjBgr/9k82lRWRFxRBh/XFw56IDpeRszyO7fwfswdLSTwghTka/K+kzY8YM3n//fQ4ePHjE9K2KorB3795jEpwQ4q+pwefm2lXPUeyqxKBk8WKPm1gzLjArVWFDAZ/mLABAQeHbrduY9YUPg8HP8LNX8l3+KfywPR5DhJ+oDAW7N4YeY2t4f8VgXG4ziqLzyjWziLgniFJnMEERPur0EOKM1xHXaXJjDBbVT4+gUur9cHZcP7bWWvGh8mLRafRMz0FRwKhq9AjPwXPhYKxvlfPiLW/xzqT/8fTce0huF4fT56OsNpj0mFJ0HTSvA5/XTHZCLP88ox/bckrYU1xOZJCdSJOJ3MIq9O0OMIE/TsNQb8Dl8XFn39P4bO02lqzfhxZqQ48O4ZGRw3jkf59QVG1kUD8DKW1mEW50snxHe5Yu7Ywvwk9GtyiGJbUn5LsqPjqUYKqtrGfPphx6DM468sL/Bvm1NXi1wFhJqqKw5OBBbtv8BX5dJ9JmY8FV4wi1Wv/Ixy9OMKnjhWg9NK2a0rJLUfACEKR6ODtsC7OrO1OvWQCFZRXbuCDVisNi4qX1y4gtUFn61gacbg+1K3eguTwkpMfyn7VPYrVbTuwJCSGEaLZmJ32eeuop7r//frKysujatSsWi3z5CyGOrb11BRS7KgHQdJ3lZdvJCg0kfeLtCfSOupaVZW/i9BpYuCQRAL9PZf3KDBqSvXTKLEZVQAuzc5V3FN6U/Xz9+qEWPDq8vbEzC6NiMZt9vHawP2clhJNSG0HdDiumDD879idhq47izSvuJPjQd1yu5wP6JB4EwKNZMakuAGp9VoZZ2/Ls598E3lc18OU7S+h9bX82bS7AUt2F5ZqVnglB3Nt9PFN6RAGwbMkuBroiuPDUdoR0D2LWJ5vJLQqMp+A36bjTvETNdRG5qY43fviA1AuzURUFTddp8HixcievXrUM1Ha8XRpMnKUGRYHB2VvZsymV0uIwRgZncVF6N3LcBXxq/BKv24sj2EpKu98/VkOXmDh6xieypjCfMIsVh9GMdmimsHKnk22lJfRNTvnd+xcnltTxQrQumlYNBGaIzHWH8VTuEKp9NtKDSnGYfSgooAfzytYlPPvlKvAqpP2vAiXQ0xi9TRL6gTwK9hazfukO+g7reuJORghx3Pl1BX8LmjGrJcVyMmt20ue1117jpptu4sUXXzwe8QghBG0ccYSaHFR769HR6Rae3mS9jzh2NUTT4DZR7zYDOigKnmUGEm6uaRxUWY1uwBP5NluqTDiCEqivs6EaNHYER2I0a2io5NZFsLisBNTVLFnTFW+JjtMVePp5/5ff8NKoEQCsrVp8aK8K+3YmEFFfi8/t4Pzed9Ilvh1miwmf14fm1whKCuOqVz/G49NAget7DuOffQY1xr9zWwEP3/sxqqqgzdEpvkzDm6gQUh2E0+envq0fo6IQuakONJ2aigaqFh1AbQOaqnB6BzsR9mWBnWm7iTO1b3J9tENTzx/MqaL/rFcwGw3c8K8xfHbjO9QW1HHv8Ck8/f0kwiOCjjoeT52vlpXlSwgyhtAr4jRU5cf+1CaDgQ9H/40D1VXEBwWzq6yMd9avx6/rRNltRAeb8Wl+jKrhx/Nds5eXb38bo8XErdOuISUzobn/JMSfROp4IVoZXcGoJuLT8vlfaQ8qvA50FHbVxnBKZAUVHgVVqWfhtgXgCyPQLPXHzRWDgp4UA3vymPTyPE5bvx9nXg3xViNb5q+hfY90/vnytVhskiAWQoiWqtlJn6KiIkaPHn08YhFC/AWUOjezr3YOYeZ2tA+94IikQ6Gzkun7FtM3ojtpweFkh7Wh06FWPoepWFlVlEKNx4atbxXmFUFEV9YRVuNjYFo280tWgQ7+Ip0pbyfhTgwmNLGOizvt4qxOI/lXbh7FlfmH9qajKDoz12/GE2XD5QkM8Aw6G4sK0XUdRVEINsRT661B12HnExF4K2NRFHD2WUP/t7vzxMzb+fKdJaR2SCDz7Gw807Yc2o3OrDlr+OeFgxrjz8stB0DTAi1kjBXgjddxhtfhshpRDBC2GA4N34wC5Gw4SPjCcnS7ifSLO6GMpDHOftHjWFn5JTYqKc07DaOeyEX90vl0zRYAvD4/n27eieYOPLrN21XIeRc9Tcd+mbxw/4XYrKbG2HRdZ+ruJyhw5qKjU+Ep4+z4UU2uv0FVSQ+PAKBbfDzzLv87G0sKmF/zLVevfYZ4awT/6XUL4ebA+D5PXjmNwv0lKApMvfENnlk4sXn/aMSfRup4IVqXmuoHULQijKjY1cP1rY5R0ShxByYDUFBITyxlc14YugolfRzELg+MC6eZjdDgQtc1/NvL+a52G75gE5a95Rhza8gt2kzO6OfoMziLqIQwhl7aH4NBBl4VQoiWpNlJnx49erB3716GDBlyPOIRQrRiLn8lCwtuRNd96GgYVQvpIec1KXPrmnfZXxfoinV2QjcuSj2d2honz0z6jJwDZVxy9QC07qHUeAIDSjo1M1eNWME1bdax3xWPz9Eer3sb33+UQvmCINzDgwGobnBQq5Rw0PcfttV0RVEAXSE1xEmPsC7MoBZfjA+jwYuv2AFAiJLDzeuuJNoay1d7Qwm1R+GwejA/6Ub/L/hXmSgrr+XBKbNokxbNyInnUuV38bd5H6LbNAxOFdWnE1rqb3KOvU9rR2JyBPm5FfiCdZzpgQRP0D6V6O2gK6AbVDyxwRgrGwiJcFC5Ig9V06DGzaK1Jez/fhSjOxdxStqFKJXD2fe6DRSFf9wylJsHBRIyy/fmkFNWBUBqTAT7DiWwNBW0YCtbdhfy/ZrdDO//4/g+Pt1HvjOn8f3y8uUMjjkbq+Hnn+K2j4qinFJ2FwYSaYWuCr4t3sDY5P4AeFxedF0HFNwuz8/uR5x4UscL0cr48zACfnTGRG/loNeM02+mW0gO250JjQ8XLDYvbdoWULgqClupRmkvB0F5GoYKJ4ayCrBZcCcGo4WbUcvrMeaWgcEAPj+71x1g97r94PJQmlfB5fePOoEnLIT4IzRdQWtBXapaUiwns2an4p999lmeeeYZ1q5dezziaZXq6uq47bbbSEhIwGq10q1bNz788MMTHZYQfzqnrxRN96CjoaBS48k5okxeQwUaOho6B+vLAPh4+nes/GEn+TnlPDP5MzbmrwICrdABuoYXsaohnvdq0vmocAFuNZLIxWUYcl2BQocSDjHBNZiVfFQFjAYdY62Ke2573ltUizfGixaqERZRxzsXvcgjgz8k49Td6IpGmbuY2OAyVAOBZJEZLFe6iUiwstvrZsnKPbz74XIufPJdrps3G5fmwxuuo5l1/A6VpNHtmpxjULCVhx8dg1rrwljmIupLH722x2DdGfhKNidZGdC/PQaHhVNHn0JYdgL+NjHogG40sDc7hK92tOcf/xvItpIBPPHwLFYu28PKpbt56pHPG4/z8vhRDOueTkyGmaruNYz/8BqG/mMoDUM6otvMAESGOZrEZlJNnBJ2auP13VNXwfO73v7VzzbeGhF4Xqwr1LnMPL7xW+5b+yk+zc/t/xlPZHw4sSlR3PTslb+6L3HinKx1vNSzQhyppvYTZpWa+KC8MxucCcyp6kyf8H10C8/FrZqJMNSiHEr72BQfUVFVxC9zEnLQS/QGN/5z6nGdq6JkpqFkt0O1Bh4uKJqOYrOiWsxgtaCbjGCxoBsNLHjvB16//32KD5ae4LMXQghxWLNb+owbN47y8nJOPfVU4uLiiIyMbLJeURQ2btx4zAJsDcaMGcPq1at58sknad++Pe+//z6XXHIJmqZx6aWXnujwhPjThJkziLf3pbBhOSY1mPSQkUeUub7dEF7Y+RVGxcC49IEAeBq+A2yAiq7DgfKFRFricOtGTLqfrsFFfFDdqXEfeR4TD0x18f6TuRzI8eHv34W05MVkJ+UQZr+ZCEsDBTVOgrZEUl5dj9fiRz80LlC934xJ1ciIKaG8zsE2dyJ+dLIjg9laVQcEGsPjMaLHxOJ3B2Y30tEx+HSqnC6wgLHuxycTC3MP4vL6sJoCX7mapjNnzx6q+kWgFroI215HxA3biTinmOKSUFbkpfHCmAE8MjHQzeabb7cyZW8x3pRoTh3SnjkNPybLLCYjNTXOxq5i1dUNeHw+HvvyO9blFqJFOClJKKG4DiqD65n//G1E/G8J36/cy+m92tEru2nXOYCr025m9dp7qPDU4dMN7Kzd96ufbZugWJ7sOo7Xdy9kdUMp4Gde/iaGJ2YzaFgX3t/30q/uQ5x4J2sdL/WsEEd64+By1tUm0zU0j83eSOyWYkIUP3maFR0Fh8VHlL+MAlcEaYYGPKVGKg41xtQVHeM+A+6zvOgLTOADY4Mfn8OIYlB/7JqtKCgmI5hMKGYLhfuLmfnCl/wwaxXTtz931HHjhBBC/LmanfSJjIwkKirqeMTSKn3xxRd88803jTegAIMHD+bgwYPcfffdXHTRRRgMhl/ZixCtg6KoDIp/jlpvHqvLZzIzdzLtg/vS0ZGMw9IVszGeK9sOZERCd5aWbybflU9e9U6GjJzNxm1nUFAaSu/btxAc30BxdTAe3Yiuw8O5g2gfVIZXUzGpGjY1guTO73DvO9vBmIyiRuD2XY6OhtWYwPPdSjhn7lugeTHpCpZ9ZpzdnYDOhYmBFg6KCiWfh+DsbcIcqlDsySPcBomWjmxbX0Td58EYq8ugkwkOmPEH6TRke7DXBtErKZ51Zfl40VEVhfjQYCxGA7X1LlZsOsDXB/cxZ8dOiFMwBFsJ72VCtQcSK/Gx1bRx1hNrD2q8bsOGdKJr52Q8Hh9xcWGEffU9y/flcl7XjnRLjufG287kiUmfoSgKN9x6Jp+s38rH6wLj+VAKplQVIvy4/B4eWHQv65+xoHtUZi7JxVlYx/AR3cn4yYxeqqIyPO4s3jn4GQBnxQ34TZ9v36iOvHcg0LrCWKqjNoCld7OrGXECnYx1vNSzQhxdnsdIsNHV+N6g6IQa/eABq+Il3ODiu+q2uDUTxQYraanlWGJcuEusoChUphkIed+JIbcc3WqmoVMYXjs4w8zYt2sohwf5Vw0oioKuAgYDmq5TdKAUr8eH2WI6enBCiBZJ11U0veWMy6W3oFhOZs2+G1+0aNFxCKP1mjVrFkFBQVx44YVNlo8bN45LL72UlStXctppp52g6IT48ymKQr5zJ5uq5gGwsvx/uOsPEm5U6Rj3JRZTGxaWrOb1fXNQUJhnquOp1HoemjKb5Q3JlGtWan1WPPqhry8d8pwhbKhOQEfFqPsIUxLwdjJgNgemll2bk8+ds76gxuji4vadSI+NQAfq0n0EuRXC19YQtqwS121BVOs2DhaHkzs/mLVTIzHeYyJmSGC6W1WBbZuqqXozglNO38WQK9fgR+XNXf3ZUptEhDGIfw85jxlz15BU7+DUbh4s5gou652Gz69xzcMfkFNUSU0KYA48/fTboMztJfMn1+jBXmcRarGi6zoV7gbCzDaio4J5YclyZn62jT6pyXx6w2WYD/2Q7du/PR/PuZVtaw6Q3CaSrQeqm1zzsMUWDBcpnJcSx/pv9qO7Y0ABn9fP7P+tZt6XG5n+zj+Ijg1h1v7NFNTXcEF6b7qHZ6HrGmlByb/58w0yl5O0y4z2lhUFhe9z1tD33+m/vqFoEU7GOl7qWSGO7uyYTD7IL2x8b1N89LcXYlbcdLOWYFE1Qtw+nt3dH6PRjzPcRLcHdrNgSRc8UWAs8xL83aGmP3Uu/JoXt8NI+Jzd+AxW1IhgNIMBY4MXXdOhtj6Q/AHSe6Tj9+tHD0wIIcSfSh7BHmdbtmyhY8eOGI1NL3WXLl0a18vNqPir8eu+Ju81FDS9nhrXEqJNbdhecxCD4kfRoKQ4hJygSGx1dVR7TBAPDqMbm+rGqVlAgeo8O3pMIIniU4zsKK9nwKsvM7n/mQzq0JY7P55Ljr0KzQ4v568m+gMPbYZEcVCtImbmHozFgSeh1jX1fHNfeza9EoGhPjBnrT/OgE9TMaoaug59Oq/BeZuNru33o6qg6BpnJ22hcF8m0/qN5etvdrN2dx4d4wu5f8D/0FFR0MjJjSCnqBJ8fto6y9hjjgPA4ILaSANnx/2N7TXr6RLWm8Ex/Vm0ZS83r/oEV5CXJGsYj3Q+l5eWrgRg5uZt9ExO5MKu2QB4PT7+OfI5cg5WYFTh0RnXEeY0UG3yYS/wE1ZiYs5ZdzBt2uuUTGgA7SAkxKLbbWhGFY/Hz4EDpcyp3MGU9QtRUfh43wa+G3kjDfVuHn56DgXF1Vz1t7706/XLCZxRiRexa+0sGg69X/TFJu54fCxms1Q34viQelaIoxuScBk/VMwmQnVxqq2MCIOT3V4Vh7GaKk0lTFf497bTcWlGcAfGuqvSQnG5gtGLNXRrHZ5IA+bywGQEfquKKb8aQ1kDJIWghdhBUfA5LOh+H6biUnQCD3d2l9Ry+flTefqVK2iTHnPcunnllVSxdnsu3TKTSI0LPy7HEEKIk93vuguvqKjgueeeY+HChZSXlxMVFcXQoUO57bbbCA+XL9yfKi8vp23btkcsj4iIaFx/NG63G7fb3fi+pqbm+AQoxAnQIWQI++tWkVO/lii1mDC1ATASZOkFQKw1BIMCGMAS5eHBZ8/B+nEOqkVn8H/8hHfWsG42UVgWha/ShGKrQo8O3FAeHtzZbynjk93P8t3KzrjW1KINP9Q8VNdxJhroNsfPgzcN5+nip38MTNMwVRjRQ+xQHxi/xxFup8JtwKT6MKEQHOzCkunDa1Qxa4Fj1hQGc3tMD7pHJvE1uwFIDK/GrynM+N8pbNkRR9aQHdT003BYakgLKyOpoZrI4mpmF2WQUR9Ke9Ngzmw/pjGUCXO/xNXWC0Ceq4ofypqOq6PrOh6/H4OisPjbrRwob0AJsuEFPn9zKRfaw5n/ykJ0u5ULHw90efnmkdXgAxSdcLObmvho6s1+wqLspLSL5r3tm1EADZ38+hpqPC7e/WgFi5bvQtN0Jvzrc+a9exM2q/lnP9s+kQM4v18DH2xajKIopGbEYDJJ15qTyclWx0s9K0RTuq5T592JiomOIVkUN6wmzthAiV/FgwIolGpmrHhxa0ZAAXSMfo0fNmQH3rtVfDYH++81EfdRNUqtEXeCA5QgylLCCVlaiD/WiKlBx9SgoVss+JKjMZTX4Deo+IOM5IXV848RzxIWF0z/a3sz/qLBjWPbHQv5pdVc+tA7uDw+zCYD7z16hSR+hPiD/Cj4aTljcbWkWE5mzf7mzc/Pp1+/fuTk5NCxY0dSUlIoKCjg0Ucf5Z133mHp0qUkJCQcj1hPWr/0dOPn1j3xxBNMnjz5eIUkxAllVM2MTJoIgMu7hxrXYoIsvbGZO6DrOis3ONm7MxVriJv4TsUYSmrQdQW/S2HBVSqvHriCJdtnou0Ee3455adbybYVUOAOI7cyApNPY8ypq7EZPKDvw/HOQKyFRlzxKigKQfv8tMtMYJWnAl+ICWNNILnS9bxTKKsLwTLcgCXYT2iInRGnJvLyvrfRdJ2+4RVsLkli/oEsImz1nJuyCUOlASVWY7f5Xzy9ZQl629NILQpnQ3En3l7g5tVdHfDG6cytK0NzKDToDuZUtcdSYiRUdeFNsLFLURj1+nt8ecOVxIcGo+s6tnqFxrl0FUg1hDD+1B58tnU7p6YkU29y03HGswS5jYR/4cNyqFLU0ckvrOTAl6tQdFDdXtSCcoryK3GE2XE3uEGBNu1T+DbdjMvro1r1c/H0j7h37AC+zN2BX9c5I7Ed4RYbDS4PqtOHoun4bPpvaq7/9xuHEZ8YTVV5HWeO6cHHG7fw+MJFhNtsvHrB+XSIiT4u/67EH3ey1vFSzwrxo/1VUzlQ/QpeTSWv4WL21scxDyc9ggo4PCGCouhUAVe3Xcc7B7phMvg4PWkHX24+DZ8/8JBEV0FHofCCMBzrrIH/S7qOtUpBy0hAAWrbQPDuBizVXlSDGV/bRNSaekxeCN/YANV1VBeUMO/Gvayev5F3Ztx1zM5z8+4CXJ5Ay2GP18+GnXmS9BFCiKNodtLngQcewOl0snLlSnr16tW4fPXq1YwcOZIHHniA6dOnH8sYT2qRkZFHfcpYUVEB/Pgk8v+7//77ueOOOxrf19TUkJz828fVEOJkYTVlYDVlNL5fn1fIsu2lgIqzykrZpihs1dUYqUZRFRLSYwkPS+HS25awaWsCn+b3oG27Sq5KXka5HkxlrZ11+zJwmA6NQ4COmuYh4UtwJqmEhdThSdG54d6zeW3jOvL+2RH7lio8cVZmPD6eaIeDC199l5yN+RgtbqrX5vJ41/mAxv66cDLCIpkyZBWz89sxeW8/hsRDmnkle6vDWbjbgOJehbXchKIrvLS3C+72bmwNGmanjicSNLeKwQURqz2YGhRc7fy4o404vV62FBYTHxrMc/d+hOGT/cR1NeMeGo66X+PVt7+lZ7c2TL2jN1+uW8Or/9lMsEHFXFKNT3FgNKkYvBqgsKegAuOh3IyiKGzfcJAZZz6NrplIzU6hXXYSpqHtcK0IzMKkalBWUs+0N5cxKCGdv5/Tg35JaSiKgsMLxupAUiwxMpQgh+VXP1NVVTlz9CkA+DSNSW8sxKfpuLy1PLd4Ga9ecP4x+tcjjrWTsY6XelaIpvJq3wfg24qOrKquAWIpcgVjUf2Em2owq36s+Egwwt1t13BHm7UsaIgiX7PToftetu5IQ7Vo6HFuFN2I6tPJOmsXYaEN7N8WR/3XgYH/dcDYALVtrZg31qPZTehGBYLtaIoCXj9KWQUqgMlEyYL9/K37Q7ww5w7iko7+/7I5umUmYreaaXB5sJqN9Ogo/3+FEOJomp30mT9/Po899liTm0GAXr168cgjjzBhwoRjFlxr0LlzZz744AN8Pl+T8QY2b94MQHZ29lG3s1gsWCy//uNKiNbGbvrpTB8KkZY62j9aSMSmRDr6+nPmFacTag2la8yzhNnmU5yUi4ZOnW4lUq0lKMSF0jEPxRCG019FjcdG8Xlg3uIn4mAtUWXlhLXzE+ywMb5HT3ZXFpCXdYCx7foQ7XBQXl6H6+td/P3eZdjD3JSURXDn9rMpcodwV8pKzojKQ1HgopQdzCtNZ1BqPw44l7OjIh5QMNSpjS10dK9O/HdgalDR0Sk5W8MTZSRysRd7WaBQ1AY3Bacr2B1WTklOoLK0lm8+WYMarRHR4CRsRSK5VQ00RGl87djHukVr8HwWhaHKh8Prx5pXjzvNhivBjqHBh67qFPe2EhyZRNSqEvyxDj5r6yXMbSF4H9SYbNz9+vUs2bafN1dsDISqg7kWCmprKCqvJTUkgoGXBsbu2bWtoPHTKMqtbPJZ5TYU8O7BTzBg4Kq0vxFrPbIFj8u7D4PqxqeZ0IANlQfQdV2m8W2hTsY6XupZIX5U1LAen98JQJkn6FB1pFDps5NuKcGkeqnw2zGoOhYFqnxmPqtJplw3EWpykWsOwZxdC4BJ1wkxuFHQcYS5CLc1ENZjH8sWR6K5jCiAz6qgmQzUZASjOlw41jSAxRoIxmTAH+FALa9DsQWW1ZbWMG3Cpzz61vg/fK5xkSF8+PgVbNiZT5d2CSREh/7hfQrxV6fpoOkt5x5Nk/Hgj4lmz4FWXV1NmzZtjrouLS2N6urqo677qxo9ejR1dXV8+umnTZa//fbbJCQk0Lt37xMUmRAtU4e4aCYMH0zH2GiyU6tJKi3EuUJFH5jPRXefR3hs4KZuV04mD81Ixo+Gjs6yunasrU3hm8pObHb25rI2bzDU8hif7+mFz2BEN3kxLPJRtjaEPS9FsGP9QYwGP+b4lYQn7uR75wz21x8gP6+CtJ4F2EICY33ERFVQ7ndQ4A7h+8p0fpqruL372Vya9jeGxY0nMdSIqmpoVh0FBQUwexRMh0c0VsCx38CUtDOxFh4ayFpRUBSFqN0e/nfVJUQ67DhCrIQMUAh9vpbgR+qwjirA5dAoP9uLK8NPvhaKr6EC27wN2L/ejHqgGMemAmy7SwgurqG2jQndCDX94tl3W1dyLsnAF2yirEcQikGhbft4AAZkpfHCNedxfu8sLj2jG+pPTszr8+Py+Xh25VJK+5hxhwbWDTojq8lnNXXXG2yq2s6Gqi08vfV1csqqjvg83f5cMtJz0C0aut1Pqa2eggYZO6WlOhnreKlnhQio85bz8cF72eyKJccTTvugYtRDaZ+OjiKMqg9VgTZGJ2bggNfInbmnM6cii+WVGXQ3VvP3+A2MSVrHZakrsRp/nHRhX20UigKqCoOvXEp8j3zqkjQ0o46lGhRVQa8zo5ZUc7ii1NBwpoWh2W1N4lxbUsr1j33EroMlf/ic4yJDGH5aR0n4CCHEL2h2S5+0tDTmzZvHsGHDjlj35ZdfkpaWdkwCay3OPvtshg0bxg033EBNTQ0ZGRl88MEHzJ8/nxkzZmAwyACnQvx/l/fqxiU9OnLblXey57vAjZx1bxi8+WOZR2cupLBKITonnPiUclAUDvji8GIAPZcZez5kwejtnDK5hK3BSZic2qEtAzej13wxg7/bu1HprQJA0zU2Vm3m7A7DsX2ZgKLuRNMC5avcNkDhi7K2jKyHdmkHiUj4O31CzgEgyz6c9A0ahav2YYlViApyUOhuoPfgJPYWFFJZVo+iKzx32Rg25ZbgtyoYqr1gNGAoqeT9N+8hJS4SALPFROTVQVQpgbjqk0pIGJlImSHQVUXXwbqj+McL0eAksZvGWX/fg0eJIjf6BqZv3XVopR6YSQUFq9HIJdcNYswV/Ro3HZSdzqDsQIuezIgoXpy9lLjwIK4/tw/PrVrGa+tXoygKIaNCea3r2fTo2fT7vcHvREdH12FXaRHnfvwW/770HIZ3/XEC+jBrH05Nep9NLg8KOlFWO1FWR3P/SYg/yclYx0s9K0RAiWs3gXm2VCyKibNCCok0u6jy2ekR2gGr7sCn1xFrMlPp9bPPHUyV39q4/VZnNG2DSzH7At/RkZY6SlwhABgUDb+msLckmi0r22JKdKK3r8e6ygo1JnQUVL+Goilo5RUknNqWjj3T+HbGWrSUaFyqC3tOPd5wK3VhZip3FzDhlS/46Mmr/vTrJIQQfzXNTvqMGzeO++67D03TuPLKK4mPj6ewsJAZM2bw4osv8uSTTx6POE9qM2fO5MEHH2TixIlUVFTQoUMHPvjgAy6++OITHZoQLdbe6rco2OwFAt0vqrf8uE7XdayF9VirGtiypB0JF1WDyYtP/7Hx4u6aXdg6VJDVtZQsSqmJtrB5dQq1u2yEdaujsL2NF7esZUCqg3p/PZqu89Tn65gdn8O9145n2rp9RETWsqE6idp6K6pfIeJbeHxzGnpkMqfc4qdr+ne89tlaajQX5g2BJ5kNOTqFtRUY3Bor9+1g3EOnE5sfSps2UXTskEBQhIN3ui9BKWzAsMfHFU8PIyU9rjHuDYWFbCp2k5oaSPAEG8IY1bczG1Z9j3rot2tS9xhKduxHV0BPNnHnGz/gsHtQlBy27fuIkNNv5Plly9CMOgavQpjZwrSx59ErNelnr/eYfp0Z069z4/ucmioANF2nyuumU/dkDIamjUOvTruYl/a8RW2Dh6LNMeg6zFq9tUnSx6DauK/Hy7SP+IGCBoUxad2wGGT69pbqZK3jpZ4VAuJtHbGodtxaA4PsJYSrXjpa6gAL2LpRVuchx2ujTPPjB+LNNYQYGqjx21HQ6WoroQIFVQk8MBgcvZP5JdlofpWcbfEc9CUBOoOztjK8XRk/FF/F8ja5NLj9ZMZE8fKVI9mz7iDp2UnEpkTh92nY6nVWLt/Nzi7hVOh+rEU6Bm+gbnG6vSf2ggkhjqDpKpre7M5Ax01LiuVk1uw777vvvpu9e/fy0ksvMW3atMbluq5z3XXXcdddx25U/tYiKCiIqVOnMnXq1BMdihAnDZevlE4jC1n9VhsAMs9dx/6ql0gLu5m3Jn2C950NRAEhZ2QQZ0+k1JuDRfXh0kzoOlR/GEFduZGqfbVYo9zU5AVjulLBWgdtOldwoCyM+lorIxsuZeryWZSZQ2iosbG8xMPzjnmUB4WwvTKGAxWRoOooPgXzdh+6UYd/1rPOvo11xdtwnWJGXRPUNHgdFF1BrVbZUVfC5cP6YTyUMCkJKcE0LNBqx6fBouDtXMnZjZs2+LwUFETi9Roxm31cnTmSC9L6UOdrYF7uTkamdoGubv4bMgulWoORdoKD3ChKoN+zL3gXkasqGehpILdNFeUNETx7xlh6pfx8wudoru5yCt8fPECDz8u1XXvgMB85TXvPiK681es5Rj/7Ls6yCkCnc3LcEeVU1cQF6YObdXxxYpysdbzUs0KAzRjKVelvcbB+HaHOu1H0qkNr3JTWf0WZ30yRZsbjUrCaqjGrfq6NW8K6+lQy1VqCdTepFj8ut5kqn4lv89vj8asE2d3YHW7qq+2YDT6Gtd3Bme2f4oIuA/BrGnVuD6GHxuyJOefH2bMMRpXb7h8BwI7CUmYsX4/BDWtXHMDn17h/3NA/+QoJIcRfk6Lr+u8aHmnnzp18++23VFRUEBkZyZAhQ2jfvv2xjk8cUlNTQ2hoKNXV1YSEhJzocIQ47uo8+1lWeC1525wYVY2kzMAgwv2SFjOu05NUFFYBEJUQzrTND/Jt8UzQVf734G6qD4CvPtBCyGhSsKYZKbQZqIm0oCg6JpMPb7t6wt6s4MF7r+X+b77EGf5jE/fsLAvVkbupd5oorQ9GP9Ql7OydCexaug/urwMCLXFcPiP1VVasH4Wio6D4dMw1XhQN6gb4qLE4GN4uk+f/FrjxvXXNG6yr2tk4NlD3kAzSKrOpqG/gqv49aBMVzv3ffM3nO3fQOymJV0ach81k4kB+Oe99vpqwEDtDhrTlxjem4XOAN0NnlHE7l3VdhVszMO2tvuz/PoLYpwKDCZlUE5M7/YtIS1SzP4MGr5d6r4do+y93xyqva+DTVVuIcNgY3asTBlWeypwox6qu+CvW8VLPitbEV/cG/topQGDa9cVOB3EGFyvrY/gwvyd9w/YTY64h0uRi0fYsFm8LDHjeLW0/HdvnsbC0LcEWF2clbEFzm3D5HJwaOYHsmBAibdEYDWFHPa6m62i6jlHqAdEKteZ64vC5XfndxZiDjnzQd6J46jy8PfjDVnnN/0y/u419ZmYmmZmZv15QCCF+hyBzGsNSvmFv8LPk1PwXAAUjqmKh+6AsFn6wDIDug7IINUUyOmk8FZV1vL52Cn6DCkYdFAWfV6eyUMWdbgIddFQ8HjMp0/bROSGd04dk0XHeMtZa61FcRrD7uKHrucx734Kp1zw+V7rg1Y20tZcR3X0nBUHDsJBDOWWoih7I/Dh09JEuarZbcEUpxEdFEl9vp6CkFLwKX2/f0zhjVVGtv/EcPT6V4PxU3lizGoDFO/fz3b3jeerMs3jqzLMay+m6zq2PfUJ5VT26DovfXYmlwIAFqOhi4fWuA1lvjscc5KXyOzP2zECTeUUBn+6lwJX3u5I+dpPp/82mdnSRQXauG3Jqs/d/2JY1+/l0+g/EJoZz1W1nYrW1nJuNvyqp44U4efhci/F7N2K0DsdgageAMehaVGMqByoeZ6+rkgYdKjRItFZxWcpq1lan8FVhFlPSvmN7bpvGfW3Zl0x25H4e6BaFrmZS6elC94R2pAf3xGII/sU4lhUe4LpFM3H7/UzpcxYXZnQ5nqcthDgONBQ0WtDsXS0olpPZ70r6+P1+Pv74Y7777jvKy8uJjIxk8ODBXHjhhU2mSxVCiD9CUVTahN2AV6ukwbuPlNBrMBnCuPWFq6hUVXbuKcLSIw1N03nxtYXMnLMOW2YUyv5K9ENNabqf2hZbfCjfrN2JO0wFBU6NdPH3+3vSd/gVWG1m3pt2A6/9sJJv9+9hZGYWIYqRrd8c5MpTChnUdScl7mDSg0op2NuODywFGJcb6De0jGCTG10HjzOJ54c/yrL8HPbXVHJOWiYfrNzIppIyAHqlJlLsrGN1cR4dglPZMb8MS74RQ7yZouTAeEIAJbX1eP1+zIe+Rw83xPT7NcorA+UMNU6qC1yN18ie76O8q8KOPYlkdc3FcraG8yMTYZe6URwQYY4iI6hpCw2P38/Kolxi7UG0D29+MuhYcjk9TLj+bdyuQKLKajVx1e1n/cpW4niSOl6Ik4fPtZiGissBBXfdywTFLEY1RAOgWocREh6Fu+hOLFSio7DXE4OGQrvgUpLtYZye+gwjO/l5c8VaADoHx3LPGf/DYrb+wlGP7l/rv6fe60EHHl2zUJI+QgjRQjT77q2srIzhw4ezbt06jEYjkZGRlJeX88Ybb/D000/z1VdfERV1Yn9ECCFaNl134668Cb97EQbrUCxhL6IoR29RYlQddIx6vMmydZtzWZpXAVYTC9d/S/L3MHPOOgDcXj/DrzyNm68dTHlpLUmpkeg6xLy8kM+e/RSf00tI50ISL9iErnYE+lNbWU+XWivD+g/hqm2fUJxfBbcZmLOsG7dkf0WEpYHddQl8WpmFKbkBvVIlxOgKPHtQQHGX4nL5OC0xlf5JbQC46fQ+tIuJosbpold6ImfOfoMar5uQgyqha82BSXQLfRQYS1AMGrpfJSajjGp/NdHGSL77YiNTH/kcq83ExOcv5eLzevDB/1ZiX50DYSFgD9yQ16WaUXQd70Erueva8shtw8m6OImyunIMST7SHG2xGn6cLlfXdcZ98wk/FBxEAV4ecj7ntDlxLTo8bh8upwcAVVWoKKs7YbEIqeOFONn4vesJzEqpg16P5tuLokYAoCgGomzdObfNQuo9e1hZMAaNQLcrVVHpEZmO2dqPu4fq9EhJxOPzMaxDBqbfOeNdlNWBoigoQKTVfmxOUAghxB/W7A63t99+Ozt37uS9997D6XRSWFiI0+lkxowZ7N69m9tvv/14xCmEaEX8rq/wu78BvPhdX+J3LWjW9j5foItUzwu2cMY/l/G94XXC+leBoqDrOrExITiCrMTEhjLzlQW8/MDHzHvpayhpwFjrZfuyKDZ8E0Nt3WK+2rqVi3vex+QrXuamQY9S7A6MHYQK28NjmXrLeXxblUm1aiImsQRdByVcw6cduinWwV2jcvXXH9L27ac4d9a/KS97ArRizspqx1lt2/LGzG+p8boDu606PI164FVaWE/2mbvJOnMX8R1LafA5AXjp8Tm4nB6qKxt48tFZvLRrLZrqRdF0qKiGymrKB4VQ1ckGikL4+hr0CpX0sBTiUqLIzsqkY0gnLKqV0vJa3IdmSalyu/ih4CBWk4fooFrm7PvJtGjHmK7r/NKwcfUuD89+voSgrjEAhEY4GHtV/+MWj/h1UscLcXIxWoeDEngIoBrasrduLW/uGsy7u0+noOZTABRFIcjSjj6Js2jvCMzSaDUE0z18TGA7RWFoZjrndMr83QkfgCl9h3N+WhbDktrx2qCxf/DMhBAngl9XWtyrOb799luuvvpqOnTogMPhIDExkfPPP5+1a9f+6rbTp08PJK6P8ioqKjqi/IIFC+jbty92u52oqCiuuuoqSkpKmhXvn6XZLX3mzJnDY489xiWXXNK4zGAwcOmll1JSUsKkSZOOZXxCiNZIaTrblaL+8jgB/1/fXumcM7QTQad+wTfbOrMpLxUc0H6si/4pGiP6BrozvXDXe3w3cxWgY4wKJB80kwF/hB2vxcidD5ezzvoxyTWBliZagx+lQUezB55Umsp0km/KJ85Wg6rAadH72FYVR7XXzq5Pkmg7pBAtHPYFhbOnOBfVorCtQWPGjrXckPk9xsgvuHvsVPaUlqHcGgWomMsMoOigg88C9ak+omyRVHhLGRozkBR7IgD2ICsNDR4UoMBVw7is1aT0LmOZOYndX4ViCTJxXmgyXy7eganKiz3fwwUPDCY1IaLxOum6zqPPzmPB4u0EB1l5ccrFtEmJIjvGSPvEdRhUHQuV+LTzMKqBllZuXxF7Kh7Dr9WTFn43wZas5n++QK1rMTll/wD8JEVMJdQ+/Igyb85fxdwV29HCdEynx/DR0/8gxNH8LgXi2JE6XoiTi8GUSVDMYjTfXlRjV77eNQofgYkMvi9+mUtCfky+OMwZnJ38HEP89ZhUK6ry+xM8RxNjC+K5/iOP6T6FEKI5XnnlFcrLy7n11lvJysqitLSUZ555hj59+vDVV18xZMiQX93HW2+9RYcOHZosi4yMbPL++++/5+yzz+bcc89l9uzZlJSUcO+993LGGWewZs0aLBbLMT2vP6rZSR9d1+nUqdNR12VnZ//iU10hhAAwWAZjCroDv3shButZqOZ+zdveoHLvrefwvwOfs6ckLpBEAfI8CtVR23j+y5fZ/0k0Nat2EehHpaC7dGL+rrOnKhPNbObFRWkEhVXjSrKgmRVUjw4KBO83U5PsJ3SDn+DVGjt7xFJUGMRpMftwGL20WRCOJS6Fbdtz8YQaUHu7qXL+OLuVokKt34Tm20tNVTU5u4sxA2kvlVHdOxTVb8ZnD7T2sbetILKmlvSyas5K7MyItEtQDo1FNPH5S3nz+a+xOsy4+i1jQPfNWFQ/GY/nc1/dFZTGR5BXXES0y4SSX0+7zkkMvTCRabtuwKu7GZFwE/b6dBYs3g5AfYOb2fM3cvv1Q7m6ayTLA7PG46aUAtdBUuwZAOwqn0iFczEAztKb6Z307e/6jAsrJ6PptYBOYdWEoyZ9ahvcjb0SvOj4/NrvOpY4dqSOF+LkU+5az4Gq57EYElDRONyQX1PM6N4dlFU9TL3mJCL0XkKs/bAYfnlGRiGEOFlNmzaNmJiYJsuGDx9ORkYGU6ZM+U1Jn+zsbHr27PmLZe6++27at2/PJ5980jjeYVpaGv369ePNN9/khhtu+P0ncRw0u3vX0KFDWbDg6F0xvvnmGwYNGvRHYxJCtHKKomAOvhVb1OeYg25qTHQ018jkp8hKthHcpprgtGpCY2vQdI1VrxspKqrGHfzjjW3imBrsQ8xo5sDMUDoKWT1zSY6vYP8/kyk+K5qD16RQFm4hbKlC+CKN8vMN7DJGs6a8DbMOdmfH7jRCu3ViWXUZVR2tlBeFo6hgM3t+DEqD4VH7Kfd7KPPcRJe+gWSKud5AxBpfYLYvBVS3D+t7tfjfhMV32cmtm8uyAx/i8fqYt3gr+yurmfDSpWwe4eRTYrl9y0VU+uwYjDq10T9OWWk9NYGX593Bs5/cwsKy/1LhKaDGW8bn+S8QGmLDajWhqgqappMYFwZAZkjWoSugYFXtRJpiG/fn02oIZMq0Q3//PgZDOIGMjopBDT9qmSvP7ElKdBhmo4GbzutHRIiMAXGiSR0vxMnFrznZXnonDd59VLqW0SMkDpNiwKGaGRL3EGWlYzngXEmpexO7Sv6O25d/okMWQrRgmq62uFdz/P+ED0BQUBBZWVnk5uYek2uUn5/P6tWr+fvf/95kgovTTjuN9u3bM2vWrGNynGOp2S19JkyYwJgxY/D7/Vx66aXExcVRVFTEe++9x8yZM5k5cyYVFRWN5SMiIn5hb0II8ftZDaFYwxwoVYHvHKfZwOFEA4AeGUzaYCNtzlnJtmXt2PlZKig6uiFQolNKLp3j9zJvVTYb+wSSMzo6Lkege5c3SgFVQQdyqiJRC8wUFO0DkwKKgkcx03tdR5YH12Gs1tBMCkqDyr52CqZgDTxLmPz2S6z9Po9H7/4Ig0ejPsmNZjZhza2HQ7kid6WJkvXBlPcr5JFXvmThil0A9Ovflk2xBQBUeu0sLU8n/AcPaq0fPSLQHSszJQZriI17b3+P3HIHyReEENS2lsIcI9OdK3l68gV88fVmUpIiGDviFACyQ3txddq97M7dwbxrN3Ph9lsZce0Qbvj3ZbQNv5utJTfh1120i5j0uz+b5IhnKaycjI6PuLAJRy2TGBXKzElX/e5jiGNP6nghTjYaOj+2kgy3pHJz4nsA5NV9j193Nq7T0XD7DmIxJv7pUQohxIlSXV3NunXrflMrH4ARI0ZQWlpKaGgogwYN4pFHHiE7O7tx/ZYtgfEwu3Q5cobCLl26sHTp0mMT+DHU7KTPKacEfjQ888wzPPvss43LDzf57tGjR5Pyfr//j8QnhBC/KMEWxpaqPACsXhvfT+8BbSCowEtigplxt32CRjkDMnbx8suj2Hswgdo4lasHfEu3NgfY4kmi32l92V9WSI3XiALUp6qU9zJi36RRM1AFFLxOIzutMTgMPiCQcDm90348DgenGYaRs2cD1koXtmgT6TGFgXhMHbBYw+kzNJTgUBt1tS5cCSreEB2fzUz0QlB0HcWoY4s3MCD9cqa9+Enjue3bXYYaF2ilg6Iw+5M+RG+BidcNZT9uTEaVy4b14IkJM9myMRddN9DwWju0SA1XqZVV1qWU3VXHw/8854jrVuMJYvpLm3BuLwYNPn9tIedcPYg2WT3om7wc4He3wAIwG1NIjf7v795enBhSxwtx8tB1nR1V/6OWTAx6MTHmRFLDbm5cX+DcjtHnwKDU4gfMhiSCLKecuICFEOJ3qqlp2vrcYrH85nFzbrrpJurr63nwwQd/sVxcXBwPPvggffr0ISQkhM2bN/Pkk0/Sp08fli5dSteuXQEoLy8Hjv7gKyIionF9S9LspM/EiRP/0A8BIYQ4lh7oPJIws52NOQXsWlSD3qCiAA1XVeGN2ofGj1+87dvnsvdgAkqchwGddrD0vSF8N92GMWkx1zy8h425Kexd1hZ3lY3qXkYGnroDu93FzFW9QFNB19FMOrFrnMR2LGPjR1HUdLLjN6yj4yc5NFQ2EBEbSvT4F7CHVxHmOB9FUXDjJ/XRjqzfe5DO9VbW6bW440xUnRpKn7Akxl7ehy492/PEf7/Bq+g47C4igusZctop3NV/KHcs+JyKcjf1oSYcwx2cMzrQz7iq1onZaGiczUzXAZ8FV2ngB7rqgi2rcuH0ptdM0zUe2PAeflMDVu3QTGKKgi0oMIiyfMf/dUkdL0TLUnCglDce+Qxd17l2wigS2/7YdaGwYSUbK15pfN817C6sxoTG96lB/Zlb+SFmgggxRXJO4keoigyWL4T4eRoKWjNnzDqeNAKxJCcnN1n+8MMP/6bJJSZMmMB7773Hiy++eMSDq/9v+PDhDB/+4xiUAwcO5Nxzz6Vz585MnDiR2bNnNyn/c/dLLfE+qtlJH5m5QwjRkoSYbNyXPYKX9yxlT8NqtMDIzSiaQpE7HLcWikWtBqCkOJOzx2QzZkAltrqpzH9hLuDFvd3I11e0x+9U4VQTRqNC+9JaIkPqAWgTWcaB0hhQFKLLnSQmVdOx/x6qv8jGUumjKkWhobIBgIriaqbPbOC2Gy/GqAaeQLyy4wfmVmxHD9cp8LqJ+tqDLa+OoN11PLz1HsKjgpn++UoWrd1LRkIhT13/MVazj93uOeyoH8crAy7ijs/m43b4eOzcYZTX1HPt4x+RX1yF0agy9JQMkkoiqa9zcdnVA3j+5W/QdB1FV+jVPp2n5y/GaW7AHqtzblI32oXE4tM1PGfaUUv9ROSZueXWi4lNifrzP0DRokgdL0TL8u9b3mHXhoNAoH6Z+sXdjet8en2Tsv//fawtmwvavEuV5wDxtlMwyQDOQoiTVG5uLiEhP45p+Vta+UyePJnHHnuMxx9/nJtvvvlXyx9NmzZt6N+/PytWrGhcdngmr6O16KmoqGiRXd+bnfQRQoiW6OIh3Vm+7QB78kqxZbpoCPbj0c3cs/UssoOLuTzjEl586KzG8sW55cDcwBtdCSR8AHt+Cdnjy1FDfYfWwWnt9zAipjeLVq7hrOtXofgVij6NJPRCD3k1EYRZQlC+LUDXdXQFZrh3s27BR3x2zhUAlLvrA81pqg2oB6w4ky04U4IxVeSwcfVeBp3dDb+mowDDem7FZAy03GlnqeTr8u9pFzuQkUMKUdQ1FCh7ePyfYVRhA8Dr05i3fhf33zCUC/oH+hanZcTy5aJNtOsYz+M/LKXB40XXwZRRzye5a/hyyJ08lD2W53fMI/zmOKZ0u4xUR/Rx/4yEEEI0T21lPZqugw41lU2TOomOgSTaB1DQsIxER38SHQOP2D7UnEyoOfmI5UIIcTIJCQlpkvT5NZMnT2bSpElMmjSJBx544A8dW9d1VPXHAaUPj++zefNmzjmn6RAKmzdvbjL+T0vxu5I+RUVFfPrppxw8eBCXy9VknaIoTJ069ZgEJ4QQv1VEiJ27r91MYf3nHGgIx80ZvLHbgFc3s6wiDdfeAgb9ZOzKjav2ozjsaC4XEdmxlG8qxKjD4Bu3kDa4Al2HouJEIpMH0S6kO6/MLaF4bzTz9R7Ytjip9IdSHhWBjkKd08cjM65j+qxv2J7swxNvYUNZIYW5pfhdfi5L68ncA1txuw5Nd60Gmn0W/TOKf7rn8ESugYvO7M7mnWspqw7GoAbKuZ0qtU4Lk577iK7J+4kd6CTPvYmYi5Ko/F8WgbE7A4NNl1TXNZ5bdqcksjslsaOwlPqF3kNLdfwNKk6/k0JnFWfGd2NITBeemr2If077gvN7ZXH14F7H/4MSLZ7U8UK0HNdNHsuTN74FOlw/eWyTdQbFxOkJT5+gyIQQrZGO0tilqiXQf0csjz76KJMmTeKhhx7i4Ycf/kPH379/P0uXLmXo0KGNyxITEzn11FOZMWMGd911FwaDAYAVK1awc+dObrvttj90zOOh2Umfr776itGjRx9xI3iY3BAKIU6UMucPfF/WjnnFXQCdILOJGo8PTYe2wU27Lr31zHw0s4mis2I4EGsm5PQI/uaJIr1/Lt/tzaLBY2FQej7xmzeycfN6wkxdMDl0QkprqVoVhDvNhB4Jh+uiu7Z/xymdk/ArxQD032/n6lvuRTOoRI7qgj/GgBZiQFdB0UC1afii/Hh1+PeWbzj37M48d1tPtIrncWlmNEXjhfs6Uq1nY1xeylbiqd1tIWN8GQRrRAwromZdOO5qK7GxwYw5rfMR1yMjJpIeqYmsPZgPKqjRHrqFp9AuODBF+9x12/lw2UYAnpv3A73Sk+mcEnfcPh/R8kkdL0TLcuoZnfh0x7+BljlOhBBCtCTPPPMMEydOZPjw4Zx77rlNumUB9OnTB4BrrrmGt99+m71795KamgrA0KFDGThwIF26dGkcyPlf//oXiqLw6KOPNtnPU089xbBhw7jwwgu58cYbKSkp4b777iM7O5tx48b9OSfbDM1O+tx9991069aN//znP3Ts2BGTyXQ84hJCiGaLcwxnVWXpjwtUjYvTehJisnFt+35NykbHh1KiunHFmgGo9XkxD0piWe4o5m2tRlF0duSlEP5EIT6vAbN1H7brw9HyAjfdjoMNeMLMWFL99E7dzcpFncjzlxKvG7jh7j4s/+9/KFUtkJpA+aYKEhXIHxKEJ9TAGxeM4s2i71lTXo/frZJfpnPq26/w3BnnEJV3J7uWv8eyr8NZtzMD1f3j+ZSuDsJ0iZ+rovYzJGMptf1sGCM+xmZvj6oe+WPAaFB565oL2FVchsEMz6z7gZKiBhYc2Mvwtu3xeH1Nyrv/33vx1yN1vBAtjyR7hBDit5kzZw4A8+fPZ/78+UesPzwbqd/vx+/3N74H6Ny5Mx999BFPP/00TqeTmJgYhgwZwoQJE2jfvn2T/QwaNIgvvviCiRMnMnLkSOx2OyNGjODf//73b55V7M+k6D8909/A4XAwc+ZMzjrrrF8vLI6ZmpoaQkNDqa6ublZ/RiH+SnRd48H1rzOvIA8FGBCTyYunXn7UssX5lbz60nw+NBehKzo6Cuf0zGNPQTZbayuBwHTqV2xazqXX76I438aLB7rh76jgfs6Gr8hIyFlW7rluBv+cdAOaHujrq/jhlkuMFH39JfPntkVPiG08Zk1XO6qqEHzAS3E3M0n9gjhQ6abO5cXmcBET46SDOYb9D5Wg1Cmg6yi1DXAoGXPRPcOJG93AmebAlJM6Kor9KtSQ+372mnj9fmob3Ly1Yx3T1q9E03UMisKaK27Eqhq5Z8YXrNmXx3k9srhv1CD5cXGS+6N1xV+5jpd6VgghxC9pzfXE4XMbu+BKTA7ziQ6nkbfew6dD326V1/zP1OyWPh06dKCmpuZ4xCKEEH+IoqhM7nYtPaPW4/b7OD/5lJ8tG5sYzsQnLiF2/Ut8uXkfocZadt3kozJhE4xJAlUhq8bLHY+tw2DUiU+t5d5YJ/c9lYBSqqDYzEy++Uo+n7cZDUOgm5euAzrdOgSR2HMPodF+Zn4bgcdrwmQycHrGemLaV7Lhs3bUb49jPwaCOnupUxSi46tAgV16HiGXOHC9fqjVjcXM4NE9OffSvnTq1RZdq0AveQTwBnpdG39+gM6DJZWMm/ox5bUNxHQJbewV7dd13tmzkrYhkUwddx6qJHrEIVLHCyGEEEK0Ls1O+jzyyCM8+OCDDBw4kNjY2F/fQAgh/kQm1cCYlJ6/Ws7l9bF0xwGSbe3o32sOeZ85qCaYmKIKbC84Gf/0JfiNBegGH14ABdLbhfKPK0aze3shw0Z0pXpfDQWbzIQY66jxBQEQlFdD23Y3o7iKiO6UQ3ZNJNEx6WSP3E6lYxcKEJtVwfOfno1eZ+XU1I2syU9FUWgcH6jX4PYM63IKy77eSlxyOGdddCphYYGpdhU1AiLeQm/4mL07bDz/wgH8nZ7j8vHn4MxTmLl0M51S4/jHuX35ZNlmKuucABRtqyK1Vxj59bWEh6r8Z9didCC/oYp/dBjQrGus6zpLF2ylpLCaIed2JSwyqFnbi5ZL6nghhBBCiNal2Umfc889l3Xr1pGenk63bt2OmIdeURRmz559zAIUQohjTdd1rn/1U9btLwDgzrG303HoQowXzkVR4Lt/p9OvRyaOsBp0z6FtAGtwe0Zf3LtxPxsPTGDUQxsYxQbmvtubtXNSue6uszFbbGzdcQUvvDAdqAM20nFsRaBFjaJjMvnxd/ERqReTFF1BcnQVGqexrMxDrCWEG+PXYYl+gU7ZZ3Lrk+m8dM06unZM5NmJF2CxmFDMPdmzPZpbRjyOroDyNdxFMZ7CWHQdVuzIISYsiJhgO5oWaH1k8Cq8PWg0MTEhdJ09pfEc1pXnNvv6ff7+Cl55MnCt5n60ktc/vw2DQf31DUWLJ3W8EEII8del6WrjkAUtQUuK5WTW7KTP9OnTefjhhzEYDOzfv5/8/Pwm62U8CCFES7Vo1W5WbjpA907JjQkfBdi028vI07ZRV2/EGuKj9zUHmbXkbZTei7giLNBrS1FANWY22V9ezSKKihJJTi2mx+gdfK51h5RAf+PysjqCo+vRNIX6cjtq4Vm449djMtfzbXEmbs3E4a9LkxLE5WmXc29WKj7nF7irXkAH8LxNsHUk0IaN2/O5btxrmIxGGpwezuyXEYj/0KhsSoWO3jgjvEJlbQMdzCEEHXDicxiwF7nZumI/yaN7cFZiR77K344CnJfSpdnXcev6gyiBIYcoyCmnrsZJaLij2fsRLY/U8UIIIYQQrUuzkz6TJ09m5MiRTJ8+nfDw8OMRkxBCHHMbd+Rx/3OfoyoKsxduIi0rgv1VVehAssvIsyPa4/O2p9/Vu0jMLCa/7QpMfitzatNIN1XzTWkGvUngTNuh/W3J4anHR+D3G4iKrqLLqC1ExVRzStw9lJXaicnuxsXPLwBg95cD6dV9ACNu24Yr3YW7mxcApdrAsgPdcES4sOT9wPXpyQTaFMFn/03hoxfagt2J0sGNbrdQsLsYxWhEMxn47OuttD81jV2r9uNLMpA5PIWUogzmrNhGm9hwxvbvQmV+NUF5bhRVQdd04pICrTaePXUs68pziTDbSQ+JBkDTNHw+DbP516uFQWd3YcnXWwCd7n3SCQmzH9PPSpw4UscLIYQQQrQuzU76FBcXc8stt8jNoBDipHKwMDAjl3aoOcx1A3vhtujEhQUze9I8fF4FdFj2Vjss3iDSn/djjtDY5o5gUVUqq0vS8Fn2cGZCNgAffbYGv08FBcpKw5g7tw8P/G0eRsM+3G6wshoIJFS6jdyH26+h+cG8y4ohx4wt3sfYCzNYXP8dLg0WlCzltKgedAkdTp1zFO/+uzYQuEfHsrcUPTocg8tPXboZWyUYTQamfnYn5WU1eO0acfYwFEVhwqVDMaoqiqIQFergoX9fxPJF2zmlTwbdeqUBYFBUekWlNl6b/TsKeWDcG1RX1HPZzWdw2S3Djrh+uq6z6NNV5O8tZujFfXnts1spK6khu0eqtP5oRaSOF0IIIf66NF1B01vOfV1LiuVk1uykT/fu3cnLyzsesQghxHFzes8M3v5sJQUl1aQlRjK4VzscdgsAK1Mi2bJ6H4oCVpuVLqf0Znh8H3JCV7KoeA8bykPQ0BkY2x5N03G6PHTOSuT7DfsCfZx0UJwGgvEcGotZx6AABPohh1nakb85B3t5Aw2Rdux+E/+55nLKgvJYvPvHGC2qCUUxkGdIRzWtQ/MqKAqktS3E53BhGeRmXVA3Ou6ycdM/z0RRFMLDg5j5/nIK8yoZeeGppLVrOvjugKFZDBia9YvX5n9vfE9NZT26rjPjpQWMuqo/jmBbkzLz313C1FvfQVEV5rzxHe9seorkttF/7EMRLY7U8UIIIYQQrUuzkz7PPPMMV199Nd26daNbt27HISQhhDj2QoNtfPjMOApLq0mIDsVoNDSuu37CKIJD7dTVNPC3f5xBYlogmdGb0zg73sXikl2kOCJJVMO57N7p7M+vwBxmxuNQMLo0LjgthS925fD2VwO5/9LZRATrhIU9QkdbFSoG2oVdyvXnPYlpfwkhFiMxqVG8/ukKSuvq6XRGN2qCihkY3YsOIekUVtfy9koIvdaE4Yda4lJrOfu+XdhC/Ly2fjBXJvbhpgd+HEz643eWMn3aQlRVYfE3W3l//p2YLaZmXZvwqCB0AuO12BxmTEfZfte6A6gGBc2vU11WS3lRFQlpMb/vwxAtltTxQgghhBCtS7OTPuPHj6e0tJQePXoQHx9/1Jk9Nm7ceMwCFEKIY8VkNJASH3HEckewlfEPngeAx+PjmQc/Zeu6Awwf24u/XTuQcxIDgx1/MG8NBwsq0AF3rQdTeQMhawtYsGg/Vz1wHoaOsfgMt5KUnARA9k+OYbdXYlB0/CYD+xKC2b1xHwA79itMnzSeTklxANz6wVy2FvjB3JGOV5Txj7+1Q/V7WVMEF2QN5Nx2TQeTzj9YjqoqaJpObXUDr06Zw6ble+k/vDNX3H7Wb+p6dfktw/B5/ZQUVHHh+NOPOq7PGX/rwzcfLEXz++nSP5O41Khf3a84+UgdL4QQQvx1aShotJwuVS0plpNZs5M+kZGRREXJzb4Q4uTw2cGNzMrZSI/IFG7qOBCDcvSpH1/fupIXNi0jZauC/7NSAN58dj456/aw8ot1dOrTnlOvG4yugaoBfiDIhj/IjGY18vb8NTw88FJOyUyiqKQau91CSJAVAF2r487Hl/DqE+3Zp6VSbVI4PHWXokNuSRWd0gJJn9zKErRDs3BV1YeRETYOgLaRRz+/ERf24odvt+Fs8NC1WwpfvL8CgA9f+ZbsXmn0GJB59A1/wuawcMOE83/5Otbms//KdOJ1Czfe83dUVabQbI2kjhdCCCGEaF2anfRZtGjRcQhDCCGOvT01pdy7djYAK0oPkOIIZ1Rq1yPKlTrreXztdwAU1npp7LTk8bJg3kYICWXF+jw6bMplWN8OLFi6I7BeUfBGOmjoGMjI3Dl1NsO6tuP7JTsxmQz864Ex9OqaCoqVpAwbj76xiS8Wufj3R3F4gwO7CA2x0b9LWmMsI3rl8t7ieBTg9C5L0XQfqvLzX9UdspN4f/5d1NY42b72AJuX7Gpc5/X4m5T1+svZV/EwHn8pKWF3EGrt/f93d4Sisho25xTy7qoNEGyiQNH5cMNm7ht2+q9uK04+UscLIYQQQrQuzU76CCHEyaLK42z8WwEqPQ1HLWdSVQyKgl/Xqe5qomNFML799WR1acfypXsDhSxmtm8v4rZ/XczqLQeprnai+DQwGBpb7QB8u2InBsDr9TN95nJ6dU1ledl+Xtzeh7FR20nqncHE6DPZsL2IzI7xnHN6J0w/GV+oS7scMpK+B3RslpBfTPi4vT5UVeHrnZt4dN8CTCYjvS9vT/7sHNr2T2V5eDkRVaW0DwuMUXSw8inKG+YDOjtKxnNq8noUxfCz+1+95SC3PzkTLxpKpopOYPazCLtM0S6EEEII0drI7F2t0+9K+lRUVPDcc8+xcOFCysvLiYqKYujQodx2220yzasQosU4JTKZkcmdmZO7mU5h8YxO7XbUcmEWG8/3P4+XtyynbUgET1w+nBCzlYLcCpaPeC5QSFHo1DuD8BAbuf2cKFs9hK+sx7SzADXBhhZsBY+PoKUH0IKsuDLjWbMvj5nfb+Rr2xp2OYN4IrcXqqKw4qzOnHlGoMVRTn05b279gVCTjevan06Jx4uimjHip84TwY78EjokHjlg8ocrN/L43O8wouCJqMSXrIDXw7aeFh645krGffs/1C1lvLFjFd+P/gdRNgf1DRUERmzW0XQXOhoKP5/0+eqH7eiajqqDI0cjq18y2YlxXNW7+x/9aEQLJnW8EEIIIUTr0eykT35+Pv369SMnJ4eOHTuSkpJCQUEBjz76KO+88w5Lly4lISHheMQqhBDNoioKT/cazVM9z//ZsXwOG5nWkZFpHQE4UFLJ4oP76ZmRxBm3dmfVZzvplJ3CqMv68l3uPmq9GrQzUJMegqXEQdj3xXiDw4lZUICi6aieelRdw1Kj8vyzX9PzykSMVQZMW00ExVlQzlQ4PC7d9cvfptBZDUCN18nw+JHU1/+LOGMtVc5yrn/jFa4YeA7XDO7VJN5/z1+MX9fx6xpU2yHZGUjoOP1sKCtARUFDp97nZX9NBTu+28Pr/9b52xQrIdE+2sU+jKr88ixfWelxzPt+K6qikGCy8+blY5u0ShKtj9TxQgghhBCtS7OTPg888ABOp5OVK1fSq9ePP0JWr17NyJEjeeCBB5g+ffqxjFEIIf6QX0v4/NTugjIuffp9PD4/Qal+/NnlqDcplKg7uAUXa4oLDrWWUcAA7jiV4r8lELy1AeXQCMy61YRy6JiKohBbEE7IFw78Ph3PJo0vsjYy4txulJXWkF9fBSqAzs7KldzT4VL2u2tx+4ys3JtB2/gi/rdi0xFJn8ggB3kV1aCDZX8DmtGNqsBjYy8hLDac17etosHnpX1YFJ0j45j87ueU7A3mpYuGoigwZ99Fv3gddq7Zy74PljI8JYakXumcOyhbEj5/AVLHCyGEEH9d0r2rdWp20mf+/Pk89thjTW4GAXr16sUjjzzChAkTjllwQgjxZ1u1KwePLzAAssvixHyoxYxb81HorOTstHa8unElPnRUt4612IBmAlOZE1ekEaMTXG1C0A1g8APodGqXwFfewDTXqqqwdnsOL+dspK7WRWpoLQcTgjEpfs6K+haXry9g4PlvzmX1gQxAIS3yyKTVtMvP4+6rX8G5uQS8fpI2h3DbC1cy/aYPqK2oY9rjf8PRI44ukXFYjSbSs5PYsHQ3qqqQnBGLwfDziTBnnZO7h0zC7fSgaRrjn7ycuAtCjvm1Fi2P1PFCCCGEEK1Ls5M+1dXVtGnT5qjr0tLSqK6u/qMxCSHECdOrXTJGg4rPr2EpC8bWwU+9303nsBQ6hCRiVA18f9F4Hpk5n1Ub8lE9ge3s+SYsBfWBHlanp6A5DCh+nSevPZehvTJZtmQXK1buxW63sMxXzMHSOgAanNG8OOwtTIofq8GH2ZhCctRbbCtYz+E+YFU1TiZNmslpgzJZV1pCVIiDU0MjcG8oCTQSUg2cc/0wPnl2LluX7kTXdF686j98WvwGyqFBpq+6ZwTR8WFUV9Yz4vJ+v3gNaivqcNa5COxapWBv8XG40qIlkjpeCCGEEKJ1aXbSJy0tjXnz5jFs2LAj1n355ZekpaUdZSshhDg5tE+M5uN7LmfTgUL6ZKYQEmKm0FlFG0c0RjXQvSkpOJSpF4+h/9KXAhvpOr74UHRrCYrTjeLyokVZUK0GTslKRlUVHn/0AoqKqgkLs9P/X69hcAV6idnDIqg9MIiENgdJCr8YhyUwwPP5p6i8v2IDAL69dfxQsJMlS3ZS2dGKrkBBZnqTuO1BVnw+P6Cj6zp+X9Pp2o0mA+df3XSadV3X2bvhAGabmZQOiQA0uL0U+D0M/PsAFr+7BFuwlZE3nHlsL7JosaSOF0IIIf66pHtX69TspM+4ceO477770DSNK6+8kvj4eAoLC5kxYwYvvvgiTz755PGIUwgh/jTp8ZGkx0c2vs8IjjuijM1iok/bJFbsywPAUukDm4VT+maQdfMQdpVUMKpnFlHBDiAwtk98fBgHSitxubyBZUCP5CRGDPnHEft/cOQgKr7aydrN+RgNNnRFCWSJvDqYFSrMOtdOGMXXH60gu3c6w/7Wh06ntOHxvArqKuu58fmrGlv5/JzX73uPT56dC0DV+ATiz8/EvcJAYWUt4ck2Xtn2DG1TYzFZTBTnVxIeFYTZ8suDP4uTm9TxQgghhBCtS7OTPnfffTd79+7lpZdeYtq0aY3LdV3nuuuu46677jqmAQohREs15R/ncM34/1JZUktkqIMnv76ftMz4xmSLy+9jc3kRbYLDCTZbAIgOceAwm2jweNGBU5J/nAkpt+Egy8uXkmRLoW9kP0KrfNj2lONNjweTkaROMZRTg9lo4JLTu9M7M4Wx/zijcfuUjom8uu5feLw+5qzcxtQvfiA2JZhh6e2ItNmPiH/uawsa/7Z/Xc6ebuUYK20AVNY52VRWSbv0RO4f9wabVu0nPCqY5z+6kZiEsONwNUVLIHW8EEIIIUTr0uykj6IovPrqq9xxxx189913lJeXExkZyZAhQ2jfvv3xiFEIIf4US/YdYFtxCcM7tCc1POxXy4eGOXj37X+wf18pqWlROByWxnV1XjfnffE2+2oqiLDYmHvuOBIcITgsZrpV2NlYXYaxXiPHdAAGnEK9r45/7Xgcj+ZFR0MBrnhgFPu35VF1oJhrHrmAkeMGUVBRQ5DVTIjd+rNxTX7/G75YtQMdHU+oztQOK/j2kquxmZq20sns0ZZNS7ajaTrudjY0ux9VDbQo0nWdDonR7NiUy6ZV+wGoKq9j4ex1XHLDkN9xdcXJQOp4IYQQ4q9Lune1Ts1O+hyWmZlJZmbmsYxFCCFOmIW79/KPTz9HAV5buYbv/nE1IdafT6wcZrObycoOjIdTXF7LvrwyurRLYFVFLvtqKsAHdbk+hj87nRtP78M/Bp5K2e4KQmoCI0Dvs5QAsCnvAGUFRoJi3KiqSr4zj76d+jN9fdPuNAkRvz6L1tpdgS5nCgqmeiisq2VvVQXZ0bFNyj38yZ3Me30BuxrK2JhSx1mZbRnRtxvLd+TQMyOJrmkJlFiqMBhVdE1H03QSUqN+9fji5Cd1vBBCCCFE6/Dzc/b+RGVlJWPHjmXu3Lk/W2bu3LmMHTuW8vLyYxacEEL8WdblF6AqCjpQ43JzoLKq6fqKfUzdMY9lpTuOuv3unFL+dtdb3P7vWfz9wXeJNTlQFTBWGVDcCh6fn+cXLqWwupaxF/cJbKTA2It7883aXdz85DfsnNuOvd+2waJa6BP5yzNs/ZLz+nZq/NsdppMUHEJGeMQR5YLCHJw7fij7PtpKzfUrOXjld2RGhHPLuf3om5kKQExCGFP+ew3DRvfglsmjGXh2598dl2iZpI4XQgghhGi9flNLnzfeeIONGzcyfPjwny0zfPhw7rjjDqZNm8bEiROPWYBCCPFnGJ7Zjumr1+Px+2kXFUlm9I8tWvbXlXDz6jcA+ODgD7x66vV0DW/TZPsl6/bi8fkAKCitYcmujaTGllJWG4GXwDg5qqJgNhi47Kr+DBqahdGgEhsfxm3TZqNrOooOVftDmdThDiLsob/7XG44ty/9O6Wxr6oC3Q6DUttiNR59AOYV89aTv6cIgPw9Rayct56hlw9oUqbLqW3pcmrb3x2PaNmkjhdCCCEEBOYMCQwy0DLoJzqAVuI3tfT58MMPGT9+PEbjz+eIjEYj48eP5/PPPz9mwQkhxJ+lc3wcC64fx/SLx/DplZdg+cn33YH6EjR0tENVz57aoiO279IuobFmctjMRMVasVu8JGWWEBRXR9uYUP499mwigwIDKscmBBMbHwZAXGgQRicYXeDwGwg2B/2hc1EUhS5p8Yzq3onRmZ0It9p+tmxyZjwAqiFQwScdei/+OqSOF0IIIYRovX5TS59du3bRs2fPXy13yimn8Oijj/7hoIQQ4kSIDwkmPiT4iOW9IjJItkeS21BOlCWY02OzjijTs1MKLz/0N7btLWJAj3Riox3s9O1lS9UeLjizC1e3PR9FUfBpHj7KeYQD9RtItnfi4tTJmDQvqgK6Dh63n4OFFWQkR/8Zp0xmz3Qmz7yT1fM30OusbnTolfGnHFe0HFLHCyGEEEK0Xr8p6ePz+TCZjt414KdMJhNer/cPByWEEC1JkMnKjNNu5UB9Kcn2SOxGy1HLde+QRPcOSY3vH8y6pvFvXdeZ9uUyFud9TZfTNgCQ27CVbZVfEBE5HV0fhKLoBNktxEX9+mDNx1LfET3oO6IHdW4P9R4PDrP5Tz2+OLGkjhdCCCEEyOxdrdVvSvrEx8ezbds2Bg4c+Ivltm7dSlxc3DEJTAghWhKLwURmSMLv3n5LTjGvfrOSqBityXJF20/vLmsxqNXkFUUzatBFBNmOnlQ6nj7ZsIUJ8xagKApPjxrOOVkyc9NfhdTxQgghhBCt128a0+f000/n5Zdf/sUnfF6vl1deeYXBgwcfs+COhUWLFqEoylFfK1asOKL8unXrGDp0KEFBQYSFhTFmzBj27dt31H2/+OKLdOjQAYvFQlpaGpMnTz7qNSopKeGqq64iKioKu91O3759Wbhw4TE/VyFEy6UcelBRVhTOmh8yKcyNwFg6hHYhZwIqPbP3MmroatKTup+Q+J5btBS/ruPTNF74/sjvRtF6ncx1vBBCCCGE+GW/Kelz++23s2PHDkaPHk1BQcER6wsKChg1ahQ7d+7k9ttvP+ZBHgtTpkxh+fLlTV7Z2dlNyuzYsYNBgwbh8Xj4+OOPefPNN9m1axcDBgygtLS0SdnHH3+cW2+9lTFjxvDVV19x4403MmXKFG666aYm5dxuN2eccQYLFy5k6tSpzJ49m9jYWIYPH873339/3M9bCNEyRDhsnN4hDQXYtz2JJfO7s2lbODetn8mkA5exzX0zaTGzsZhOzJg6iaEhqIqCqigkhf253cvEidUa6nghhBBC/HGHu3e1pJf4435T964uXbowbdo0brzxRtLS0ujRowdpaWkA7N+/n7Vr16JpGq+88gqdO3c+rgH/Xu3ataNPnz6/WGbixIlYLBbmzp1LSEjgR0+PHj1o164dTz/9NE899RQA5eXlPPbYY4wfP54pU6YAMGjQILxeLw899BC33XYbWVmBgV7/+9//smXLFpYtW0bfvn0BGDx4MF27duWee+5h5cqVx+uUhRAtRHlNPZc8+h61TjeqGTQDKICevRmnXodqhLfyXIxMy/7VfR0vL4wdwUtLVmBUVW4Z2PeExSH+fK2hjhdCCCGEEEf3m1r6AIwfP57Fixdz5plnsmnTJj744AM++OADNm3axPDhw1myZAnXXnvt8Yz1uPL5fMydO5exY8c2JnwAUlNTGTx4MLNmzWpcNn/+fFwuF+PGjWuyj3HjxqHrOp999lnjslmzZpGZmdmY8IHA1LeXX345q1atIj8///idlBCiRdiRU0Kt0x1444HLT+vOY+OGU5hnx1kXGL/HqHrx6dov7OXYKHfX8lXhOvbXFTdZHhcSzGPnDmPS2WcQ6bAf9zhEy9La63ghhBBCiL+q39TS57C+ffsyZ84cNE2jrKwMgKioKFT1N+eOTpibbrqJiy++uHFMnQkTJtC/f//G9Xv37sXpdNKlS5cjtu3SpQvffPMNLpcLq9XKli1bAI544hkfH09UVFTjeoAtW7YwYMCAo+4TAgNjJiYmHpNzFEK0TJ3axBGuGNCX52Hw6wQN6MJdn89HJ5LC/eF07LuX/rGDcBiP76xZ1Z56rlj+HFXeegyKyqu9bqJjaNKvbyj+Ek7mOl4IIYQQf1xL61LVkmI5mf2uOzlVVYmJiSEmJqbF3wyGhoZy66238uqrr/Ldd98xdepUcnNzGTRoEF999VVjufLycgAiIiKO2EdERAS6rlNZWdlY1mKx4HA4jlr28L4Ol/25ff70uP+f2+2mpqamyUsI0TIdKKjgy6XbKKuqP+r6sCAbPasUrJVuTNUevvn3N+iH1umayg2Jt3J3pwt/9/EPFlYw9t43GXjdC3y8YP3PlttZm0+VNxCjpmusrtj9u48pWq+TqY4XQgghhBC/7KS6m/ulmbj+/2vDhg0AdO/eneeff55Ro0YxYMAAxo0bx7Jly4iPj+eee+454hiK8vPZxJ+u+63lmlv2sCeeeILQ0NDGV3Jy8s/uQwhx4mzfX8ylD73Dw6/N57KH3qGqznnUcpo30HVL13VUPwRbAq16EkND6Jva5g/F8ObnK8kvqcbl8fHse4twuo8+C1NmcCKhpkDXLVVR6RVxYgaNFkIIIYQQQvw5mtW960TLzMzk9ddf/01lU1JSfnZdWFgYI0aM4D//+Q9OpxObzUZkZCRw9JY3FRUVKIpCWFgYAJGRkbhcLhoaGrDb7UeU7dGjR+P7yMjIn90nHL1lEcD999/PHXfc0fi+pqZGEj9CtECrth7E7w8kdCprnezYX0yfzm2OKHf9pDFM+cdbuBrc/POpi2nfL51dpeVkx8cSZPlj3boctsD2CmA2GTCoR08mh5odvN3ndlZV7KJjSBJtg+L+0HGFEEIIIUTrId27WqeTKukTHx9/zAaS1PVA54rDLW3S09Ox2Wxs3rz5iLKbN28mIyMDq9UK/DiWz+bNm+ndu3djuaKiIsrKyppMBd+5c+ef3SdwxLTxh1ksFiwWy+85NSHEn6hXVgqqquDXdEIdVjq0iT1quYzOyby5dGKTZX2O0YDJ1485jep6F0XlNVw36jTMpp//ao+2hnBuQs9jclwhhBBCCCFEy3ZSde86ViorK5k7dy7dunVrTOQYjUZGjhzJzJkzqa2tbSybk5PDd999x5gxYxqXDR8+HKvVyvTp05vsd/r06SiKwqhRoxqXjR49mh07djSZmt3n8zFjxgx69+5NQkLC8TlJIcSfIqttHO8+cjkTrjmT9x77O2HBtj89htAgG4/fcC7/fegSemen/qZtvli6jZF3vM74xz+kpLL21zdoYdbvyuOeV+bwwieLcXt9JzocIYQQQgghWqSTqqXP73HppZeSkpJCz549iYqKYvfu3TzzzDMUFxcfkbSZPHkyvXr1YsSIEdx33324XC4mTpxIVFQUd955Z2O5iIgIHnroISZMmEBERARnnnkmq1evZtKkSVx77bVkZWU1lr366quZNm0aF154IU8++SQxMTG8/PLL7Ny5kwULFvxZl0EIcRxlJEeTkRx9osNotLduPQuL3sZuDOW8xFsIMUU1Wd/g8vDof7/Cr+mUVtXx+qzlPHj1mSco2uZrcHm45fmZjckeq9nEdef1PcFRCSGEEEKc3HRdQW9BXapaUiwns1af9OnSpQsfffQR//nPf6irqyMiIoL+/fvz7rvv0qtXryZlO3TowKJFi7j33nu54IILMBqNDBkyhKeffpro6KY/6B588EGCg4OZNm0aTz/9NHFxcdx33308+OCDTcpZLBYWLlzIPffcwy233EJDQwPdunXjyy+/5PTTTz/u5y+E+GvRdY1Pcp7CrTWgoPJN4VucG/VP/n3H+2xbe4CzL+nDBTeecahra6Cbq/ozYwC1VA0uDy5PIOGjqgqlVXUnOCIhhBBCCCFaJkU/PLiNaNFqamoIDQ2lurqakJCQEx2OEKKF0nQ/T277Gz7di4JC++BTsX47gFcf/YzD3/YvfH47BxoaeOXTH4iPCmHydWcTFRZ0YgNvpmc/WsT736wjIsTOf+66kLYJkSc6pBahtdQV3377LTNmzGDZsmXk5uYSFhZGz549mThxYpPJEg5bt24d99xzDytWrGjywKZt27a/+Zit5doJIYQ4PlpzPXH43PrNvhmjo+WMK+urd7P0/Jda5TX/M7X6lj5CCPFXoioGzku8la8K38BuDGFI7BWsMBzkp+l91aAyrHcmw3pnnrhA/6A7LhrEP84/DYvZiEH9Sw5P16q98sorlJeXc+utt5KVlUVpaSnPPPMMffr04auvvmLIkCGNZXfs2MGgQYPo1q0bH3/8cWPX7AEDBrBhw4YjWuoKIYQQ4ug0FDRaTgvwlhTLyUySPkII0cpkhw2kU+gAimvqCDXaOeuiOHasP8jWtfs555K+pGclnugQjwm79Y9NdS9armnTphETE9Nk2fDhw8nIyGDKlClNkj4TJ07EYrEwd+7cxqeAPXr0oF27djz99NM89dRTf2rsQgghhBAtiSR9hBCilfH6/Vz3zixW7MslNiSID6+7mLufu+xEhyXEb/b/Ez4AQUFBZGVlkZub27jM5/Mxd+5crrjiiibNvlNTUxk8eDCzZs2SpI8QQggh/tKkTbwQQpxkvlq/k9v/O4cZi9ZxtGHZNuUVsWJf4IdxaW09szds/7NDFOKYq66uZt26dXTq1Klx2d69e3E6nXTp0uWI8l26dGHPnj24XK4/M0whhBDipKXpSot7iT9OWvoIIcRJZHdBGfdO/wId+HbTHuLCgxnatV2TMnEhQRhUBV0HTddJjgg9McEKcQzddNNN1NfXN5kls7y8HICIiIgjykdERKDrOpWVlcTHxx+x3u1243a7G9/X1NQch6iFEEIIIU4saekjhBAnkbKaen7atqek+sjpyhPDQ3ntitGM7NqBiSOHcHZ2+z8vQCH+n0WLFqEoym96bdiw4aj7mDBhAu+99x7PPffcUWfvUpSffxL4c+ueeOIJQkNDG1/Jycm/6/yEEEIIIVoyaekjhBAnkZ7tkujbIZXlOw6SHhfJOT06HLXcaempnJae+idHJ8SRMjMzef31139T2ZSUlCOWTZ48mccee4zHH3+cm2++ucm6yMhI4McWPz9VUVGBoiiEhYUd9Vj3338/d9xxR+P7mpoaSfwIIYT4S9N1Bb0FdalqSbGczCTpI4QQJxGTwcAr/xhNrdNNkNWCqkplKFq2+Ph4rr322t+17eTJk5k0aRKTJk3igQceOGJ9eno6NpuNzZs3H7Fu8+bNZGRkYLVaj7pvi8WCxWL5XXEJIYQQQpwspHuXEEKcZBRFIcRulYSPaNUeffRRJk2axEMPPcTDDz981DJGo5GRI0cyc+ZMamtrG5fn5OTw3XffMWbMmD8rXCGEEEKIFkla+gghhBCiRXnmmWeYOHEiw4cP59xzz2XFihVN1vfp06fx78mTJ9OrVy9GjBjBfffdh8vlYuLEiURFRXHnnXf+2aELIYQQJ62WNmNWS4rlZCZJHyGEEEK0KHPmzAFg/vz5zJ8//4j1uv7jcOYdOnRg0aJF3HvvvVxwwQUYjUaGDBnC008/TXR09J8WsxBCCCFESyRJHyGEEEK0KIsWLWpW+R49erBgwYLjE4wQQgghxElMkj5CCCGEEEIIIcRfnMze1TrJQM5CCCGEEEIIIYQQrZAkfYQQQgghhBBCCCFaIeneJYQQQgghhBBC/MXpLWz2LunedWxISx8hhBBCCCGEEEKIVkiSPkIIIYQQQgghhBCtkHTvEkIIIYQQQggh/uJ0QNdPdBQ/akGhnNSkpY8QQgghhBBCCCFEKyRJHyGEEEIIIYQQQohWSLp3CSGEEEIIIYQQf3EaCgotZ8YsrQXFcjKTlj5CCCGEEEIIIYQQrZAkfYQQQgghhBBCCCFaIeneJYQQQgghhBBC/MXpuoKut5wuVS0plpOZtPQRQgghhBBCCCGEaIUk6SOEEEIIIYQQQgjRCkn3LiGEEEIIIYQQ4i9O0xWUFtSlSmtBsZzMpKWPEEIIIYQQQgghRCskSR8hhBBCCCGEEEKIVki6dwkhhBBCCCGEEH9xuh54tRQtKZaTmbT0EUIIIYQQQgghhGiFJOkjhBBCCCGEEEII0QpJ9y4hhBBCCCGEEOIvTtcV9BY0Y1ZLiuVkJi19hBBCCCGEEEIIIVohSfoIIYQQQgghhBBCtELSvUsIIYQQQgghhPiLk+5drZO09BFCCCGEEEIIIYRohSTpI4QQQgghhBBCCNEKSfcuIYQQQgghhBDiL07TFZQW1KVKa0GxnMykpY8QQgghhBBCCCFEKyRJHyGEEEIIIYQQQohWSJI+QgghhBBCCCHEX5yut7xXc3z77bdcffXVdOjQAYfDQWJiIueffz5r16791W1nzpzJJZdcQkZGBjabjTZt2nDZZZexe/fuI8oOGjQIRVGOeA0fPrx5Af9JZEwfIYQQQgghhBBCnNReeeUVysvLufXWW8nKyqK0tJRnnnmGPn368NVXXzFkyJCf3fapp54iLi6OBx98kLZt25Kbm8uUKVM45ZRTWLFiBZ06dWpSvm3btrz33ntNloWFhR2P0/rDJOkjhBBCCCGEEEKIk9q0adOIiYlpsmz48OFkZGQwZcqUX0z6zJkz54hthwwZQps2bXjuued44403mqyz2Wz06dPn2AV/HEnSRwghhBBCCCGE+IsLdKlqOTNmNbd71/9P2gAEBQWRlZVFbm5us7dNSEggKSnpV7dt6U7KMX1qa2u55557OPPMM4mOjkZRFCZNmvSz5detW8fQoUMJCgoiLCyMMWPGsG/fvqOWffHFF+nQoQMWi4W0tDQmT56M1+s9olxJSQlXXXUVUVFR2O12+vbty8KFC4+6zwULFtC3b1/sdjtRUVFcddVVlJSU/K5zF0IIIYQQQgghxK+rrq5m3bp1R3TP+i327dvHwYMHj7rt3r17iYiIwGg0kp6ezoMPPojT6TwWIR9zJ2XSp7y8nNdeew23282oUaN+seyOHTsYNGgQHo+Hjz/+mDfffJNdu3YxYMAASktLm5R9/PHHufXWWxkzZgxfffUVN954I1OmTOGmm25qUs7tdnPGGWewcOFCpk6dyuzZs4mNjWX48OF8//33Tcp+//33nH322cTGxjJ79mymTp3KggULOOOMM3C73cfkegghhBBCCCGEEK1RTU1Nk1dzfkffdNNN1NfX8+CDDzbrmD6fj2uuuYagoCBuv/32Juv69+/Ps88+y6effsrnn3/OOeecw7/+9S+GDx+OpmnNOs6f4aTs3pWamkplZSWKolBWVnZE/7qfmjhxIhaLhblz5xISEgJAjx49aNeuHU8//TRPPfUUEEgkPfbYY4wfP54pU6YAgVG5vV4vDz30ELfddhtZWVkA/Pe//2XLli0sW7aMvn37AjB48GC6du3KPffcw8qVKxuPf/fdd9O+fXs++eQTjMbA5U5LS6Nfv368+eab3HDDDcf+AgkhhBBCCCGEEM2g60oL694ViCU5ObnJ8ocffvgXe/ocNmHCBN577z1efPFFevTo0Yzj6lxzzTUsWbKETz/99IjjP/bYY03en3POObRp04a77rqL2bNnM3r06N98rD/DSdnS5/CUaL/G5/Mxd+5cxo4d25jwgUDSaPDgwcyaNatx2fz583G5XIwbN67JPsaNG4eu63z22WeNy2bNmkVmZmZjwgfAaDRy+eWXs2rVKvLz8wHIz89n9erV/P3vf29M+ACcdtpptG/fvsnxhRBCCCGEEEII0VRubi7V1dWNr/vvv/9Xt5k8eTKPPfYYjz/+ODfffPNvPpau61x77bXMmDGD6dOnc/755/+m7S6//HIAVqxY8ZuP9Wc5KZM+v9XevXtxOp106dLliHVdunRhz549uFwuALZs2QJA586dm5SLj48nKiqqcf3hsj+3T4CtW7c22efPlf3pPv8/t9t9RDM2IYQQQgghhBDiryQkJKTJy2Kx/GL5yZMnM2nSJCZNmsQDDzzwm49zOOHz1ltv8cYbbzQmcppDVVteiqXlRXQMlZeXAxAREXHEuoiICHRdp7KysrGsxWLB4XActezhfR0u+3P7/Olxf+34P93n//fEE08QGhra+Pr/TcqEEEIIIYQQQohjRW+Br+Z69NFHmTRpEg899BAPP/zwbz93XWf8+PG89dZbvPrqq0f0APo1b7/9NkCLnMb9hI/ps2jRIgYPHvybyq5fv55u3bo1+xi/1BXsp+t+a7ljVfaX9nH//fdzxx13NL6vqamRxI8QQgghhBDi/9i787gqy/z/46+bxcMmICAK7ktqLmiZa1m4RqaTUDZT06Jm8xu1RWsyV8TcS8ccR5uxdPQ7VpOZ5uTWhKnVuERphTZa7mYpCrLJDvfvD+LkCVRQ4Cy8n4/H/bBz3de5z+e+OJzr9OFaRKQMCxYsIDY2lqioKO69995SU61KEjJPPPEEq1at4ujRozRp0gSAZ555huXLlzNixAg6dOhg81yLxcItt9wCwKeffsqsWbOIjo6mefPm5OTksGXLFpYtW0afPn0YPHhwNd1t+dk96dO6dWtef/31ctVt3Lhxha4dHBwMUOaImpSUFAzDIDAw0Fo3JyeHrKwsfHx8StW9fOGn4ODgK14TfhnZc63XL2sEUAmLxXLNYWsiIiIiIiIiAh988AFQvF7v1q1bS503zeKxQ4WFhRQWFlofX/7cFStWsGLFCpvnNWnShBMnTgDFy7+4u7szY8YMLly4gGEY3HTTTbz00ks8//zzDjm9y+5Jn7CwMEaOHFkl127RogXe3t4kJiaWOpeYmEjLli3x8vICflnLJzExkW7dulnrnT17lgsXLtC+fXtrWYcOHa54TcBat+TfxMREBg4cWKru5dcUERERERERsRdH3b2rvHbs2FGueitXrmTlypU2ZSVJnWtp2bIlmzZtqlBc9uZ4aahK5OHhweDBg1m3bh0ZGRnW8lOnTrF9+3ZiYmKsZVFRUXh5eZX64a9cuRLDMBgyZIi1LDo6mkOHDtlszV5QUMDq1avp1q0b4eHhADRo0ICuXbuyevVqCgsLrXX37NnD4cOHbV5fRERERERERKQy2X2kz/XasmULly5dsiZzvv32W9auXQvAwIEDrVO0pk+fTpcuXRg0aBATJkwgJyeH2NhYQkJCeP75563XCwoKYsqUKUydOpWgoCAGDBhAQkICcXFxjBw5krZt21rrjhgxgiVLljB06FDmzp1LaGgoS5cu5fDhw8THx9vEOW/ePPr378/QoUMZPXo0SUlJTJgwgfbt21d4cSgRERERERERkfIyzMsnsjmRpk2bcvLkyTLPHT9+nKZNm1off/nll7z44ovs3r0bDw8P+vTpw/z582nRokWp5/7lL39hyZIlnDhxgvr16zN8+HAmT56Mp6enTb1z584xfvx4Nm7cSFZWFp06dWLGjBn069ev1DU/+ugjYmNj+eqrr/Dx8WHQoEG88sorhIaGlvt+09PTCQgIIC0tDX9//3I/T0REag71FddPbSciIlfjyv1Eyb01XzUJdx8ve4djVZiVw7HHZ7tkm1cnp0361DSu/CEjIiKVQ33F9VPbiYjI1bhyP6Gkj2tz6TV9RERERERERERqKiV9RERERERERERckNMu5CwiIiIiIiIilcTBtmzHkWJxYhrpIyIiIiIiIiLigpT0ERERERERERFxQZreJSIiIiIiIlLDmWbx4SgcKRZnppE+IiIiIiIiIiIuSEkfEREREREREREXpOldIiIiIiIiIjWc6WC7dzlSLM5MI31ERERERERERFyQkj4iIiLi0N544w0Mw8DPz6/M8/v27aNfv374+fkRGBhITEwMx44dq+YoRURERByPkj4iIiLisM6cOcOf/vQnwsPDyzx/6NAhIiMjycvLY82aNaxYsYLvvvuOXr16cf78+WqOVkRExImZhuMdcsOU9BERERGH9cc//pE777yT/v37l3k+NjYWi8XCxo0bGThwIDExMWzatInz588zf/78ao5WRERExLEo6SMiIiIOafXq1ezcuZOlS5eWeb6goICNGzdy//334+/vby1v0qQJvXv3Zv369dUVqoiIiIhDUtJHREREHE5SUhJjx45l7ty5NGzYsMw6R48eJTs7m4iIiFLnIiIiOHLkCDk5OVUdqoiIiEswTcc75MZpy3YRERFxOKNHj6Z169aMGjXqinWSk5MBCAoKKnUuKCgI0zS5ePEiYWFhpc7n5uaSm5trfZyenl4JUYuIiIg4Fo30ERERkSqzY8cODMMo1/HVV18B8N577/HBBx/w+uuvYxjXXsTxanWudG7OnDkEBARYj0aNGl3X/YmIiIg4Mo30ERERkSrTunVrXn/99XLVbdy4MZmZmYwZM4ann36a8PBwUlNTAcjLywMgNTUVT09PfH19CQ4OBn4Z8XO5lJQUDMMgMDCwzNeaOHEizz33nPVxenq6Ej8iIlKzmT8fjsKRYnFiSvqIiIhIlQkLC2PkyJHlrn/ixAnOnTvHggULWLBgQanzderU4b777uP999+nRYsWeHt7k5iYWKpeYmIiLVu2xMvLq8zXsVgsWCyW8t+IiIiIiBNS0kdEREQcRv369dm+fXup8rlz57Jz5062bNlCSEgIAB4eHgwePJh169bx8ssvU7t2bQBOnTrF9u3bGTduXLXGLiIiIuJolPQRERERh+Hl5UVkZGSp8pUrV+Lu7l7q3PTp0+nSpQuDBg1iwoQJ5OTkEBsbS0hICM8//3z1BC0iIuICTNPANK+9ll51caRYnJkWchYRERGn1aZNG3bs2IGnpycPPPAAw4YNo2XLlnzyySfUrVvX3uGJiIiI2JVG+oiIiIjDW7lyJStXrizzXOfOnYmPj6/egEREREScgJI+IiIiIiIiIqIds1yQpneJiIiIiIiIiLggJX1ERERERERERFyQpneJiIiIiIiI1HDavcs1aaSPiIiIiIiIiIgLUtJHRERERERERMQFaXqXiIiIiIiISE1n4li7dzlSLE5MI31ERERERERERFyQkj4iIiIiIiIiIi5I07tEREREREREajzj58NROFIszksjfUREREREREREXJCSPiIiIiIiIiIiLkjTu0RERERERERqOu3e5ZI00kdERERERERExAUp6SMiIiIiIiIi4oI0vUtERERERESkptP0LpekkT4iIiIiIiIiCzBuWgAAoI1JREFUIi5ISR8RERERERERERek6V0iIiIiIiIiNZ1pFB+OwpFicWIa6SMiIiIiIiIi4oKU9BERERERERERcUGa3iUiIiIiIiJSw5lm8eEoHCkWZ+aUI30yMjIYP348AwYMoG7duhiGQVxcXJl1hw0bhmEYpY42bdqUWX/x4sW0adMGi8VCs2bNmD59Ovn5+aXqJSUlMWzYMEJCQvDx8aFHjx5s27atzGvGx8fTo0cPfHx8CAkJYdiwYSQlJV33/YuIiIiIiIiIXItTJn2Sk5NZtmwZubm5DBky5Jr1vb292b17t83xzjvvlKo3a9Ysnn32WWJiYvjwww8ZPXo0s2fPZsyYMTb1cnNz6du3L9u2bWPRokVs2LCBevXqERUVxc6dO23q7ty5k3vuuYd69eqxYcMGFi1aRHx8PH379iU3N/eG2kFERERERERE5EqccnpXkyZNuHjxIoZhcOHCBd54442r1ndzc6N79+5XrZOcnMzMmTN58sknmT17NgCRkZHk5+czZcoUxo4dS9u2bQFYvnw5Bw4cYNeuXfTo0QOA3r1707FjR8aPH8/evXut133hhRdo1aoVa9euxcOjuLmbNWvG7bffzooVKxg1atR1t4OIiIiIiIhIpTB/PhyFI8XixJxypE/JFK3KtHXrVnJychg+fLhN+fDhwzFNk/fff99atn79elq3bm1N+AB4eHjwyCOP8Pnnn3PmzBkAzpw5Q0JCAo8++qg14QPQs2dPWrVqxfr16yv1HkRERERERERESjhl0qeisrOzqV+/Pu7u7jRs2JCnnnqKlJQUmzoHDhwAoEOHDjblYWFhhISEWM+X1I2IiCj1OiVlBw8etLnmlepefk0RERERERERkcrklNO7KqJjx4507NiR9u3bA8Vr7CxcuJBt27aRkJCAn58fUDy9y2Kx4OvrW+oaQUFBJCcnWx8nJycTFBRUZr2S85f/e6W6l1/z13Jzc23W/ElLSwMgPT396jcsIiI1VkkfYWq7iworaTP1syIiUpYa0ceaRvHhKBwpFidm96TPjh076N27d7nq7t+/n06dOlXo+uPGjbN53L9/f2655RYeeOABXn/9dZvzV5sy9utzlVH3ateYM2cO06dPL1XeqFGjKz5HREQEiv/oEBAQYO8wnEpGRgagflZERK4uIyNDfaw4FbsnfVq3bs3rr79errqNGzeulNeMjo7G19eXPXv2WMuCg4PJyckhKysLHx8fm/opKSl07tzZpm5Zo3RKpoyVjOwJDg4GuGLdskYAlZg4cSLPPfec9XFqaipNmjTh1KlTNfpDJj09nUaNGnH69Gn8/f3tHY7dqB2KqR3UBiXUDsXS0tJo3LjxVfsXKVt4eDinT5+mdu3alb5u4I3S+/v6qe2un9ru+qntrp8jt51pmmRkZBAeHm7vUEQqxO5Jn7CwMEaOHFntr2uaJm5uvyxpVLKWT2JiIt26dbOWnz17lgsXLlinh5XUTUxMLHXNkrKSuiX/JiYmMnDgwFJ1L7/mr1ksFiwWS6nygIAAh/sAtAd/f3+1A2qHEmoHtUEJtUOxy/s3KR83NzcaNmxo7zCuSu/v66e2u35qu+untrt+jtp2rv7Hd8MsPhyFI8XizGrkt8K1a9eSlZVls417VFQUXl5erFy50qbuypUrMQyDIUOGWMuio6M5dOiQzdbsBQUFrF69mm7dulmzvw0aNKBr166sXr2awsJCa909e/Zw+PBhYmJiquYGRURERERERKTGs/tIn+u1ZcsWLl26ZJ2D/+2337J27VoABg4ciI+PDydPnuThhx/md7/7HS1btsQwDHbu3Mmrr75Ku3btbEYYBQUFMWXKFKZOnUpQUBADBgwgISGBuLg4Ro4cSdu2ba11R4wYwZIlSxg6dChz584lNDSUpUuXcvjwYeLj423inDdvHv3792fo0KGMHj2apKQkJkyYQPv27UttDy8iIiIiIiIiUlmcNukzatQoTp48aX387rvv8u677wJw/PhxmjZtir+/P/Xq1ePPf/4z586do7CwkCZNmvDMM88wadKkUjt1TZ48mdq1a7NkyRLmz59P/fr1mTBhApMnT7apZ7FY2LZtG+PHj+fpp58mKyuLTp06sWXLFu666y6bupGRkWzevJnY2FgGDx6Mj48PgwYN4pVXXilz+taVWCwWpk2bVqHnuCK1QzG1QzG1g9qghNqhmNrBNennev3UdtdPbXf91HbXT21nZ+bPh6NwpFicmGG69J5zIiIiIiIiInIl6enpBAQE0OjVl3Dz9rJ3OFZF2TmcHhtLWlqaQ67x5Cxq5Jo+IiIiIiIiIiKuzmmnd4mIiIiIiIhIJTGN4sNROFIsTkwjfUREREREREREXJCSPtUgIyOD8ePHM2DAAOrWrYthGMTFxZVZd9iwYRiGUepo06ZNmfUXL15MmzZtsFgsNGvWjOnTp5Ofn1+qXlJSEsOGDSMkJAQfHx969OjBtm3byrxmfHw8PXr0wMfHh5CQEIYNG0ZSUtJ13z9UrA0A9u3bR79+/fDz8yMwMJCYmBiOHTtWZl1naYMr2bFjR5k/c8Mw2LNnT6n69m4be8vMzGTs2LGEh4fj5eVFp06d+Ne//mXvsCqkIj9zV/p5V+RzwN73XVWfAeVtA1ftC+TGvPHGGxiGgZ+fX5nnK/J74+o+/vhjRowYQZs2bfD19aVBgwbcd999fPnll2XWV9v9whX62apWkfeX3ltXd7XPNbWdSOVQ0qcaJCcns2zZMnJzcxkyZMg163t7e7N7926b45133ilVb9asWTz77LPExMTw4YcfMnr0aGbPns2YMWNs6uXm5tK3b1+2bdvGokWL2LBhA/Xq1SMqKoqdO3fa1N25cyf33HMP9erVY8OGDSxatIj4+Hj69u1Lbm5utbTBoUOHiIyMJC8vjzVr1rBixQq+++47evXqxfnz5522Da5l9uzZpX7u7du3t6lj77ZxBDExMaxatYpp06axZcsWunTpwkMPPcRbb71l79Aq7Fo/c1f7eZf3c8De912VnwEV+Sx0xb5Art+ZM2f405/+RHh4eJnnK/J7UxO89tprnDhxgmeffZbNmzezaNEikpKS6N69Ox9//LFNXbWdLVfqZ6tKed9fem9d3dU+19R2dmI64CE3zpQqV1RUZBYVFZmmaZrnz583AXPatGll1n388cdNX1/fa17zwoULppeXl/mHP/zBpnzWrFmmYRjmwYMHrWVLliwxAXPXrl3Wsvz8fLNt27Zm165dbZ7fpUsXs23btmZ+fr617L///a8JmEuXLr1mXFdSkTYYOnSoGRISYqalpVnLTpw4YXp6eprjx4+3ljlbG1zJ9u3bTcB89913r1nX3m1jb5s2bTIB86233rIp79+/vxkeHm4WFBTYKbKKKe/P3NV+3uX9HLD3fVflZ0B528BV+wK5foMGDTIHDx58xfdGeX9vaopz586VKsvIyDDr1atn9u3b16ZcbfcLV+lnq1p53196b13d1T7X1HbVKy0tzQTMRn+eYTZ57RWHORr9eYYJ2LwPpOI00qcalAzLr0xbt24lJyeH4cOH25QPHz4c0zR5//33rWXr16+ndevW9OjRw1rm4eHBI488wueff86ZM2eA4mx7QkICjz76KB4ev6zx3bNnT1q1asX69euvO97ytkFBQQEbN27k/vvvt9mWr0mTJvTu3dsmBmdrgxtl77ZxBOvXr8fPz4+hQ4falA8fPpwff/yRvXv32imyyueKP+/yfA7Y+76r+jOgsvsDZ2wDqbjVq1ezc+dOli5dWub5ivze1BShoaGlyvz8/Gjbti2nT5+2lqntbNWkfvZGlOf9pffW1V3tc01tJ1K5lPRxQNnZ2dSvXx93d3caNmzIU089RUpKik2dAwcOANChQweb8rCwMEJCQqznS+pGRESUep2SsoMHD9pc80p1L79mVTl69CjZ2dlXjOHIkSPk5OQArtcGY8aMwcPDA39/f+6++24+++wzm/P2bhtHcODAAW6++Wab/xGFX2KtjvdoZbraz7ym/rztfd+O8DlYoib3BfKLpKQkxo4dy9y5c2nYsGGZdSrye1OTpaWlsW/fPtq1a2ctU9vZcrV+tjr9+v2l99aVXetzTW1nR/aeyqXpXVVCW7Y7mI4dO9KxY0fruh47d+5k4cKFbNu2jYSEBOsiZ8nJyVgsFnx9fUtdIygoiOTkZOvj5ORkgoKCyqxXcv7yf69U9/JrVpVrxWCaJhcvXiQsLMxl2iAgIIBnn32WyMhIgoODOXLkCK+88gqRkZFs2rSJu+++u1yxVXXbOILk5GSaN29eqtwRY72a8vzMa+rP29737Qifg6C+QH4xevRoWrduzahRo65YpyK/NzXZmDFjuHTpEpMnT7aWqe1suUo/aw+/fn/pvXVl1/pcU9uJVC4lfSpox44d9O7du1x19+/fT6dOnSp0/XHjxtk87t+/P7fccgsPPPAAr7/+us35q00R+PW5yqhbUl7VbXC1GH59zl5tcCXX0za33HILt9xyi7W8V69eREdH06FDB8aPH29N+pQnhupoG3tzplivpCI/85r687b3fV/vZ0BlcYa+QCrmevqH9957jw8++ID9+/eXq92d4Xf7elTG946pU6fy5ptvsnjxYjp37lzqvKu23fVQW1Tc1d5fak9bFflcU9uJVA4lfSqodevWvP766+Wq27hx40p5zejoaHx9fW22cg4ODiYnJ4esrCx8fHxs6qekpNh0OMHBwWX+ZaZkmkBJFj04OBgo+684KSkp1npV2QbXisEwDAIDA6117dUGV1JZbRMYGMigQYP429/+RnZ2Nt7e3nZvG0fgTLFW1K9/5jX1523v+77Rz4Cq5Gh9gVRMRfuHzMxMxowZw9NPP014eDipqakA5OXlAZCamoqnpye+vr4V+r1xRjfat06fPp2ZM2cya9YsnnrqKZtzrt52FeXofYQjutL7S++t0sr7uaa2syNHm1LlSLE4MSV9KigsLIyRI0dW++uapomb2y9LMJWs35CYmEi3bt2s5WfPnuXChQs22z536NCBxMTEUtcsKSupW/JvYmIiAwcOLFW35HxVtkGLFi3w9va+YrwtW7bEy8sLsG8bXEllto1pFn/Klfwlw95t4wg6dOjA22+/TUFBgc16A44Y6/W4/GdeU3/e9r7vG/0MqGqO1BdIxVS0fzhx4gTnzp1jwYIFLFiwoNT5OnXqcN999/H+++9X6PfGGd1I3zp9+nTi4uKIi4tj0qRJpc67ettVlKv3s5Xtau8vvbdKu3DhQrk+19auXau2E6lEWsjZCaxdu5asrCy6d+9uLYuKisLLy4uVK1fa1F25ciWGYTBkyBBrWXR0NIcOHbLZcaGgoIDVq1fTrVs3wsPDAWjQoAFdu3Zl9erVFBYWWuvu2bOHw4cPExMTUzU3eBkPDw8GDx7MunXryMjIsJafOnWK7du328Tgqm0AcPHiRTZu3EinTp2snZq928YRREdHk5mZyXvvvWdTvmrVKsLDw23+p9fZ/PpnXlN/3va+b0f5DChLTeoLBOrXr8/27dtLHXfffTdeXl5s376dmTNnAhX7valJZsyYQVxcHFOmTGHatGll1lHb2XLlfrayXev9pfdWaeX9XFPbiVSy6t4jvqbavHmz+e6775orVqwwAXPo0KHmu+++a7777rvmpUuXTNM0zRMnTpg9e/Y0//KXv5ibN282t2zZYk6YMMH08vIy27VrZ2ZmZtpcc+bMmaZhGOakSZPMHTt2mK+88oppsVjMJ5980qZeTk6O2a5dO7NRo0bmm2++aX700UdmdHS06eHhYe7YscOm7vbt200PDw8zOjra/Oijj8w333zTbNSokdm+fXszJyenytvANE3zf//7n+nn52feeeed5ubNm81169aZ7du3N8PDw82kpCSnboOyPPTQQ+aLL75ovvvuu+b27dvNZcuWma1btzY9PDzMjz76yKauvdvGEfTv39+sU6eOuWzZMvPjjz82n3zySRMwV69ebe/Qyq28P3NX/HmX53PA3vdd1Z8B12oDV+8L5MY8/vjjpq+vb6nyivze1ATz5883ATMqKsrcvXt3qeNyajtbrtDPVrXyvr/03iqfsj7X1HbVKy0tzQTMRq/MNJv8db7DHI1emWkCZlpamr2byKkp6VNNmjRpcsWN6I4fP26apmmmpKSY0dHRZtOmTU1vb2+zVq1a5k033WSOHz/eTE1NLfO6ixYtMlu1amXWqlXLbNy4sTlt2jQzLy+vVL2zZ8+ajz32mBkUFGR6eXmZ3bt3L5VQKPGf//zH7N69u+nl5WUGBQWZjz32mHnu3LlqaYMSX3zxhdm3b1/Tx8fH9Pf3N4cMGWIeOXLE6dugLHPmzDE7depkBgQEmO7u7mbdunXN6Oho8/PPPy+zvr3bxt4yMjLMZ555xqxfv75Zq1YtMyIiwnz77bftHVaFVORn7mo/7/J+Dtj7vqvyM+BabeDqfYHcmCslfUyzYr83ru6uu+666ibAv6a2+4Ur9LNVrSLvL723ru1Kn2tqu+qjpI9rM0zT1PJIIiIiIiIiIjVQeno6AQEBNHplJm7ejrNeUlF2DqdfmEJaWhr+/v72DsdpaSFnERERERERkRrOMIsPR+FIsTgzLeQsIiIiIiIiIuKClPQREREREREREXFBmt4lIiIiIiIiUtOVLEfuKBwpFiemkT4iIiIiIiIiInaya9euKru2kj4iIiIiIiIiInYSFRVl83jVqlWVdm0lfURERERERETEqX388ceMGDGCNm3a4OvrS4MGDbjvvvv48ssvy/X8pKQkhg0bRkhICD4+PvTo0YNt27aVWTc+Pp4ePXrg4+NDSEgIw4YNIykp6bpjN03buWzjxo2zeXzzzTdf97WV9BGpIb755huGDx9Os2bN8PLyws/Pj1tvvZWXX36ZlJQUe4fn9Hbt2kVcXBypqanlqv/DDz8wduxY7rrrLgIDAzEMg5UrV1ZpjCIiUnXUz1Yt9bMici2vvfYaJ06c4Nlnn2Xz5s0sWrSIpKQkunfvzscff3zV5+bm5tK3b1+2bdvGokWL2LBhA/Xq1SMqKoqdO3fa1N25cyf33HMP9erVY8OGDSxatIj4+Hj69u1Lbm7udcVuGIbN418ngX744Yfrui5oIWeRGuH1119n9OjRtG7dmhdeeIG2bduSn5/PF198wd/+9jd2797N+vXr7R2mU9u1axfTp09n2LBhBAYGXrP+kSNHePPNN+nUqRMDBw7k7bffrvogRUSkSqifrXrqZ0XkWpYsWUJoaKhNWVRUFC1btmT27Nn06dPnis9dvnw5Bw4cYNeuXfTo0QOA3r1707FjR8aPH8/evXutdV944QVatWrF2rVr8fAoTqk0a9aM22+/nRUrVjBq1KgbvpdfJ4F+/bgilPQRcXG7d+9m1KhR9O/fn/fffx+LxWI9179/f55//nm2bt1qxwhrpjvvvJPz588D8MUXX+jLqIiIk1I/65jUz4pUnAEYDrRjVkXTHL9O+AD4+fnRtm1bTp8+fdXnrl+/ntatW1sTPgAeHh488sgjTJo0iTNnztCgQQPOnDlDQkICc+bMsSZ8AHr27EmrVq1Yv379dSV9MjMz6dChA23atKFNmzbk5+dz7NgxmjdvXuFr/Zqmd4m4uNmzZ2MYBsuWLbP5IlqiVq1a/OY3v7E+Lioq4uWXX6ZNmzZYLBZCQ0N57LHHSg0pjIyMpH379uzevZuePXvi7e1N06ZN+cc//gHApk2buPXWW/Hx8aFDhw6lvvDGxcVhGAb79+8nJiYGf39/AgICeOSRR6xf0q43poSEBHr16oWPjw/Nmzdn7ty5FBUV2dRNT0/nT3/6E82aNaNWrVo0aNCAsWPHcunSJZt6hmHw1FNP8c9//pObb74ZHx8fOnbsyMaNG23u5YUXXgCKs/yGYWAYBjt27Ljiz8XNTR+/IiKuQP2s+lkRcVxpaWns27ePdu3aXbXegQMHiIiIKFVeUnbw4EFrvcvLf1235HxFHT9+nFmzZhEREcH//vc/6tevz0033URgYCCRkZHXPW0MNNJHxKUVFhby8ccf07lzZxo1alSu54waNYply5bx1FNPMWjQIE6cOMHUqVPZsWMH+/btIyQkxFr37NmzDB8+nPHjx9OwYUMWL17MiBEjOH36NGvXrmXSpEkEBATw0ksvMWTIEI4dO0Z4eLjN60VHR/Pggw/yxz/+kYMHDzJ16lS+/fZb9u7di6en53XF9Pvf/57nn3+eadOmsX79eiZOnEh4eDiPPfYYAFlZWdx111388MMPTJo0iYiICA4ePEhsbCyJiYnEx8fbDKHctGkTCQkJvPTSS/j5+fHyyy8THR3N4cOHad68OSNHjiQlJYXFixezbt06wsLCAGjbtu31/eBERMQpqJ9VPysiVS89Pd3mscViKTPJXpYxY8Zw6dIlJk+efNV6ycnJBAUFlSovKUtOTrb590p1S85XVJMmTWjSpInNHwkuXbrEN998w9dff31DCzkr6SPiwi5cuEBWVhbNmjUrV/1Dhw6xbNkyRo8ezeLFi63lt9xyC926dWPhwoXMmjXLWp6cnMyHH35I586dAbjtttsIDQ1l7ty5HDlyxPrFMzw8nE6dOvHee+/x9NNP27xmTEwML7/8MgADBgygXr16/P73v2fNmjX8/ve/v66YNm/eTNeuXQHo168fO3bs4K233rJ+Gf3LX/7CN998w969e7ntttsA6Nu3Lw0aNOCBBx5g69at3HPPPdZrZmdnEx8fT+3atQG49dZbCQ8PZ82aNUyYMIGGDRvSuHFja1xNmzYtV3uLiIhzUz+rflbEpZhG8eEofo7l10n1adOmERcXd82nT506lTfffJPFixdbP0ev5mrr5pR3jZ3yrr2TlpbGhg0bOHbsGJ6enjRr1oyuXbvSsmVLax1fX1969OhhM+Xsemjco4hYbd++HYBhw4bZlHft2pWbb7651JaFYWFhNh+gQUFBhIaG0qlTJ5u/NJZkpk+ePFnqNX//+9/bPH7wwQfx8PCwxlLRmOrXr2/9IloiIiLC5rU3btxI+/bt6dSpEwUFBdbj7rvvLnO4eO/eva1fRAHq1atHaGhomfcjIiJyJepn1c+KSMWdPn2atLQ06zFx4sRrPmf69OnMnDmTWbNm8dRTT12zfnBwcJmjdEp2XywZ2RMcHAxwxbpljQD6tT179tCyZUuGDRvGSy+9xNSpU3n00Udp3bo1rVq1YsGCBeTk5FzzOuWlpI+ICwsJCcHHx4fjx4+Xq37Jh1fJsOnLhYeHl/pwK+tDrVatWqXKa9WqBVDmh1f9+vVtHnt4eNh86FY0ppIP4stZLBays7Otj8+dO8c333yDp6enzVG7dm1M0+TChQsVvqaIiNQ86meLqZ8Vkark7+9vc1xratf06dOJi4sjLi6OSZMmles1OnToQGJiYqnykrL27dvb/HuluiXnr+bZZ5+lSZMmfP7551y4cIGjR49imiaPPfYYAQEBvPDCC3To0OG61wf6NU3vEnFh7u7u9O3bly1btvDDDz/QsGHDq9Yv+dL1008/lar7448/2szpryxnz56lQYMG1scFBQUkJydbY6mKmEJCQvD29mbFihVXPC8iInIt6mfLpn5WxEmZPx+O4jpimTFjBnFxcUyZMoVp06aV+3nR0dGMHj2avXv30q1bN6D483L16tV069bNOrqyQYMGdO3aldWrV/OnP/0Jd3d3oHj0zuHDhxk7duw1X+ubb77h/ffft05/DQgIAODpp5/m1ltv5auvvuKZZ56hT58+fPHFF9bprddLI31EXNzEiRMxTZMnn3ySvLy8Uufz8/P54IMPAOjTpw8Aq1evtqmTkJDA//73P/r27Vvp8b355ps2j9esWUNBQQGRkZFVFtOgQYM4evQowcHB3HbbbaWO61kroOQvDvqrpIhIzaJ+tjT1syJiDwsWLCA2NpaoqCjuvfde9uzZY3OUeOKJJ/Dw8LCZQjpixAjatWvH0KFDeeutt4iPj+fBBx/k8OHDzJs3z+Z15s2bx6FDhxg6dCjx8fG89dZbPPjgg7Rv357hw4dfM866dete9bOsU6dObN++nYiICKZOnXodLWFLI31EXFyPHj147bXXGD16NJ07d2bUqFG0a9eO/Px89u/fz7Jly2jfvj2DBw+mdevW/OEPf2Dx4sW4ublxzz33WHfwaNSoEePGjav0+NatW4eHhwf9+/e37irSsWNHHnzwQYAqiWns2LG899573HnnnYwbN46IiAiKioo4deoU//nPf3j++eetGf7y6tChAwCLFi3i8ccfx9PTk9atW9usUfBra9euBeDYsWMAfPHFF/j5+QHwwAMPVPi+RESk+qmfLU39rIjYQ0mCfevWrWzdurXUedMsHjpUWFhIYWGh9TEUJ5a3bdvG+PHjefrpp8nKyqJTp05s2bKFu+66y+Y6kZGRbN68mdjYWAYPHoyPjw+DBg3ilVdeKdeuYg8++CBz5szhnnvuuWJ9d3d3nn/+eesC+TdCSR+RGuDJJ5+ka9euLFy4kHnz5nH27Fk8PT1p1aoVDz/8sM3iZq+99hotWrRg+fLlLFmyhICAAKKiopgzZ06Zc+5v1Lp164iLi+O1117DMAwGDx7Mq6++al2foCpi8vX15dNPP2Xu3LksW7aM48eP4+3tTePGjenXr991/QUyMjKSiRMnsmrVKl5//XWKiorYvn279S+pZRk6dKjN4yVLlrBkyRIAm05IREQcm/pZW+pnRZyUk0/v+vUi8VeycuVKVq5cWaq8Xr16rFq1qlzX6N+/P/37969AdL+YNm0aPXv2pEuXLixcuLBUUqlEenp6pSzobJj6xBMRO4iLi2P69OmcP39ec/tFREQqmfpZESmv9PR0AgICaDJ7Fm5eXvYOx6ooJ4eTkyaTlpaGv7+/vcOpVMnJyTz++ONs2bKFpk2bcuLECWbOnEnXrl1xd3cnMTGRmTNn0rlzZzZv3nxDr6WRPiIiIiIiIiIi1SQ4OJiNGzfy8ccfs2zZMi5evMjkyZMxDAMoHo3YuXNn/v73v9/waynpIyIiIiIiIlLDGWbx4SgcKZaq0qdPH/r06YNpmhw+fJgTJ06Qn59P8+bNadeuXaW8hqZ3iYiIiIiIiNRQJdO7ms5yvOldJya75vSu6qQt20VEREREREREXJCSPiIiIiIidtK0adPr2s2qqhmGcdWdsUTEBZkOeMgNU9JHRG6IYRgVOsraHtGRxcXFYRhGubeAFBER5+Lq/VhVc/X20/cAEXF2WshZRG7ItGnTSpW9+uqrpKWl8eyzzxIYGGhzrlOnTtUTmIiISDnYux/btm1bpV6vutm7/URE5OqU9BGRGxIXF1eqbOXKlaSlpTF27FiHHLIuIiJSwt79WIsWLar0+lXN3u0nIpXI0aZUOVIsTkzTu0Sk2rz//vs88sgjtGrVCl9fX/z8/Lj11lt59dVXKSwsLFV/2LBhGIbBsWPHePXVV+nQoQPe3t42awx899133H///dSpUwdfX1969uzJpk2bWLly5RWHkf/www889dRTNG/eHIvFQnBwML/5zW9ISEiwqde0aVOmT58OQO/evW2Gp4uISM1zrX4pLy+Pv/71rwwcOJAmTZpgsVioU6cOffv2ZdOmTWVes6w1fS7vw7Zv305kZCS1a9fG39+fgQMHcvDgwTKvlZWVxZw5c+jUqZO1n+3Rowdvv/12mfXz8vKYMWMGLVq0wGKx0KxZM6ZMmUJubu51t9HV6HuAiEj100gfEak2EyZMwM3NjW7dutGgQQNSU1PZtm0b48aN4/PPP+ett94q83nPPPMMn332Gffeey8DBw7E3d0dgEOHDnH77beTkpLCvffeS0REBMeOHSM6OpqBAweWea19+/YxYMAAUlJSuPvuu4mJieHChQu8//773HHHHaxfv9763LFjx/L++++zc+dOHn/8cf21UkREgCv3SykpKTz77LP07NmT/v37U7duXX766Sc2bNjAoEGD+Pvf/84f/vCHcr/Oxo0b2bBhA/fccw9//OMf+fbbb9m8eTMJCQl8++231K1b11o3NTWVPn36sH//fjp37syIESMoKiriww8/5OGHH+bgwYPMnDnTWt80TR588EE2bNhAixYteOqpp8jLy2PFihV88803lddYl9H3ABGR6qekj4hUm02bNpUaxl5UVMRjjz3Gm2++yTPPPEP37t1LPW///v3s37+fZs2a2ZSPGTOGlJQUli5dyqhRo6zlW7ZsKfPLXkFBAQ8++CCXLl3ik08+4Y477rCe+/HHH+nSpQsjRozgxIkTeHl5MXbsWFJTU9m5cyfDhg3TLiYiIgJcuV+qU6cOJ0+epGHDhjblFy9e5Pbbb2fChAk8+uijeHt7l+t13n//fT788EP69u1rLZs4cSJz585lxYoVvPjii9bysWPHsn//fubPn8/zzz9vLc/JyWHIkCHMnj2b+++/n1tuuQWAt99+mw0bNtC9e3e2b9+Ol5cXANOnT6dLly4Va5By0vcAEcdmmMWHo3CkWJyZpneJSLUpa90CNzc3xo0bB8B//vOfMp/3wgsvlPqid/r0aT7++GNatmzJ//t//8/m3D333EO/fv1KXWfTpk0cPXqUp59+2uaLHkB4eDjjx4/n3LlzTr+opoiIVK2y+iUAi8VSKuEDxcmgJ554gosXL5aaQnQ1Dz30kE3CB7COFLr8OsnJyaxevZouXbrYJHwAvLy8mDdvHqZp2oyk+cc//gHA7NmzrQkfgKCgIKZOnVruGCtC3wNERKqfRvqISLVJTk7mlVdeYfPmzRw7doxLly7ZnD9z5kyZz+vWrVupsq+++gqAHj164OZWOn99xx13EB8fb1O2e/duAE6cOFHmwpPff/89UDxc/N57773m/YiISM1UVr9U4uDBg7zyyit88skn/PTTT+Tk5Nicv1JfV5bbbrutVFmjRo2A4tFDJRISEqxr4pTVv+Xn5wPF/VuJffv24ebmVir5AVTZiBZ9DxARqX5K+ohItUhNTaVLly4cP36crl278thjjxEUFISHhwepqaksWrToigtH1q9fv1RZWloaAPXq1SvzOWWVJycnA/Duu+9eNdbMzMyrnhcRkZqtrH4JYM+ePfTp04eCggL69u3Lb37zG/z9/XFzc+Orr75iw4YNFVokOSAgoFSZh0fx1/fLFz4u6d8SEhKuOpLo8v4tLS2NoKAgPD09S9W70v3dCH0PEHECplF8OApHisWJKekjItXijTfe4Pjx40ybNq3UX9d2797NokWLrvjcsnbJ8Pf3B+DcuXNlPqes8pIvzxs2bOA3v/lNeUMXERGxcaXdm2bOnEl2drZ1x63LzZkzhw0bNlRJPCX927hx4/jzn/9c7uekpKSQn59fKvFz9uzZSo9R3wNEROxDa/qISLU4cuQIAPfff3+pczt37qzw9UoWoty9ezdFRUWlzn/22WelykoWh/z000/L/TolO4SUtZWsiIjI5Y4cOUJQUFCZ06Oup68rr65du+Lm5lah/u3WW2+lqKiozP5yx44dlRhdMX0PEBGxDyV9RKRalGxzun37dpvy/fv3M2fOnApfr1GjRkRGRnLkyBH+/ve/25zbunVrqXn8APfddx8tWrRgyZIlbN68uczr7t69m6ysLOvj4OBgoHjBSBERkatp2rQpKSkppbY8X758OR9++GGVvW5oaCi///3v+eKLL5gxYwYFBQWl6hw9epTjx49bHw8fPhyAyZMn26w7lJKSYrO1e2XR9wARJ2A64CE3TNO7RKRaPPbYY7zyyiuMGzeOHTt2cNNNN/H999+zceNGYmJieOeddyp8zSVLlnD77bczevRoNm/eTEREBMeOHeO9997jvvvuY8OGDTaLO3p6erJu3Truvvtu7r33Xnr27EmnTp3w8fHh9OnTJCQkcOzYMX766Sd8fHwA6N27N25ubkycOJHExETq1KkDwJQpUyqnYURExGWMHTuWDz/8kDvuuIMHH3yQgIAAvvjiCz777DMeeOAB1q5dW2Wv/de//pXvv/+e2NhY/vnPf3LHHXdQr149fvzxR/73v/+RkJDA22+/bd0F66GHHuKdd97h3//+N+3bt+e+++4jPz+ftWvX0qVLF44ePVqp8el7gIiIfWikj4hUi/DwcD799FPuvfdePvvsM/76179y8uRJli5dyty5c6/rmm3btmX37t1ER0fz6aef8uqrr3LixAnWr19v3Y3k14tgRkRE8PXXX/Piiy+SlpbGP/7xD1577TW+/PJLbrnlFv75z38SEhJirX/zzTezatUq6tWrx9KlS5k6dWqVbWUrIiLOLSoqig8++IC2bdvyzjvvsHz5ciwWC9u3b6/y3aD8/f3ZuXMnixcvJiQkhPfee48///nPbN++ndq1a7Nw4UL69+9vrW8YBu+++y7Tp0+nqKiIv/71r/z73/9m+PDhrFmzptLj0/cAERH7MEzT1KApEXE5v//973nrrbc4dOgQrVu3tnc4IiIiUo30PUCk/NLT0wkICKD5tNm4eXnZOxyropwcjk2fRFpamnXxdqk4jfQREadVVFRU5g4j27Zt45133qFdu3b6oiciIuKi9D1AROTanDbpk5GRwfjx4xkwYAB169bFMIxS2z8CDBs2DMMwSh1t2rQp87qLFy+mTZs2WCwWmjVrxvTp08nPzy9VLykpiWHDhhESEoKPjw89evRg27ZtZV4zPj6eHj164OPjQ0hICMOGDSMpKemG7l9EIC8vj0aNGjFgwACeeeYZnnvuOe6++2769++Pp6cnS5cutXeIIiIiUkX0PUBE5NqcdiHn5ORkli1bRseOHRkyZAhvvPHGFet6e3vz8ccflyr7tVmzZjF16lQmTJjAgAEDSEhIYMqUKZw5c4Zly5ZZ6+Xm5tK3b19SU1NZtGgRoaGhLFmyhKioKOLj47nrrrusdXfu3Mk999zDvffey4YNG0hKSuLFF1+kb9++fPHFF1gslkpoDZGaydPTk9GjR7N9+3YSEhLIzMwkJCSEoUOHMmnSJDp27GjvEEVERKSK6HuASCVztB2zHCkWJ+a0a/qUhG0YBhcuXKBu3bpMmzat1GifYcOGsXbtWjIzM696veTkZBo2bMhjjz1ms+3j7NmzmTJlCgcOHKBt27YALF26lDFjxrBr1y569OgBQEFBAR07dsTPz4+9e/dan9+1a1cuXbrE119/jYdHcY5t165d3H777SxdupRRo0bdcFuIiIiIiIiIXA/rmj6xDrimz0ta0+dGOe30rpJpWpVl69at5OTkMHz4cJvy4cOHY5om77//vrVs/fr1tG7d2prwAfDw8OCRRx7h888/58yZMwCcOXOGhIQEHn30UWvCB6Bnz560atWK9evXV1r8IiIiIiIiIiKXc9qkT0VkZ2dTv3593N3dadiwIU899RQpKSk2dQ4cOABAhw4dbMrDwsIICQmxni+pGxERUep1SsoOHjxoc80r1b38miIiIiIiIiJ2Y4LhQIemd1UOp13Tp7w6duxIx44dad++PVC8xs7ChQvZtm0bCQkJ+Pn5AcXTuywWC76+vqWuERQURHJysvVxcnIyQUFBZdYrOX/5v1eqe/k1fy03N5fc3Fzr46KiIlJSUggODq7UEU4iIuI6TNMkIyOD8PBw3NxqxN91Kk1RURE//vgjtWvXVj8rIiKlqI8VZ+XySZ9x48bZPO7fvz+33HILDzzwAK+//rrN+at9yfv1ucqoe7VrzJkzh+nTp1/xvIiIyJWcPn2ahg0b2jsMp/Ljjz/SqFEje4chIiIOTn2sOBuXT/qUJTo6Gl9fX/bs2WMtCw4OJicnh6ysLHx8fGzqp6Sk0LlzZ5u6ZY3SKZkyVjKyJzg4GOCKdcsaAVRi4sSJPPfcc9bHaWlpNG7cmNOnT2sRKxERKVN6ejqNGjWidu3a9g7F6ZS0mfpZEREpS43oYx1tSpUjxeLEamTSB4qH510+LK9kLZ/ExES6detmLT979iwXLlywTg8rqZuYmFjqmiVlJXVL/k1MTGTgwIGl6l5+zV+zWCxlbufu7++vL6MiInJVmp5UcSVtpn5WRESuRn2sOJsaORlx7dq1ZGVl0b17d2tZVFQUXl5erFy50qbuypUrMQyDIUOGWMuio6M5dOiQzdbsBQUFrF69mm7duhEeHg5AgwYN6Nq1K6tXr6awsNBad8+ePRw+fJiYmJiquUERERERERERqfGceqTPli1buHTpEhkZGQB8++23rF27FoCBAwdy/vx5Hn74YX73u9/RsmVLDMNg586dvPrqq7Rr146RI0darxUUFMSUKVOYOnUqQUFBDBgwgISEBOLi4hg5ciRt27a11h0xYgRLlixh6NChzJ07l9DQUJYuXcrhw4eJj4+3iXHevHn079+foUOHMnr0aJKSkpgwYQLt27cvtT28iIiIiIiIiF1oepdLMkzTdNqmbNq0KSdPnizz3PHjxwkICOCJJ55g//79nDt3jsLCQpo0aUJ0dDSTJk0iICCg1PP+8pe/sGTJEk6cOEH9+vUZPnw4kydPxtPT06beuXPnGD9+PBs3biQrK4tOnToxY8YM+vXrV+qaH330EbGxsXz11Vf4+PgwaNAgXnnlFUJDQ8t9r+np6QQEBJCWlqZh5yIiUib1FddPbSciIlfjyv1Eyb01nzwbdy8ve4djVZiTw7FZk1yyzauTUyd9ahJX/pAREZHKob7i+qntRETkaly5n1DSx7U59fQuEREREREREblxhll8OApHisWZ1ciFnEVEREREREREXJ2SPiIiIiIiIiIiLkhJHxERERERERERF6Skj4iIiIiIiIiIC1LSR0RERERERETEBWn3LhEREREREZGazvz5cBSOFIsT00gfEREREREREREXpKSPiIiIiIiIiIgL0vQuERERERERkRrOMIsPR+FIsTgzjfQREREREREREXFBSvqIiIiIiIiIiLggTe8SEREREREREe2Y5YI00kdERERERERExAUp6SMiIiIiIiIi4oI0vUtERERERESkpjNxrOldjhSLE9NIHxERERERERERF6Skj4iIiIiIiIiIC9L0LhEREREREZEazjCLD0fhSLE4M430ERERERERERFxQUr6iIiIiIiIiIi4IE3vEhEREREREanptHuXS9JIHxEREXF4b7zxBoZh4OfnV+rcvn376NevH35+fgQGBhITE8OxY8fsEKWIiIiIY1HSR0RERBzamTNn+NOf/kR4eHipc4cOHSIyMpK8vDzWrFnDihUr+O677+jVqxfnz5+3Q7QiIiIijkPTu0RERMSh/fGPf+TOO+8kKCiItWvX2pyLjY3FYrGwceNG/P39AejcuTM33XQT8+fPZ968efYIWURExOlo9y7XpJE+IiIi4rBWr17Nzp07Wbp0aalzBQUFbNy4kfvvv9+a8AFo0qQJvXv3Zv369dUZqoiIiIjDUdJHREREHFJSUhJjx45l7ty5NGzYsNT5o0ePkp2dTURERKlzERERHDlyhJycnOoIVURERMQhaXqXiIiIOKTRo0fTunVrRo0aVeb55ORkAIKCgkqdCwoKwjRNLl68SFhYWKnzubm55ObmWh+np6dXUtQiIiJOSrt3uSSN9BERERGH89577/HBBx/w+uuvYxjGVete7fyVzs2ZM4eAgADr0ahRoxuKV0RERMQRKekjIiIiDiUzM5MxY8bw9NNPEx4eTmpqKqmpqeTl5QGQmprKpUuXCA4OBn4Z8XO5lJQUDMMgMDCwzNeYOHEiaWlp1uP06dNVdj8iIiIi9qLpXSIiIuJQLly4wLlz51iwYAELFiwodb5OnTrcd999rF27Fm9vbxITE0vVSUxMpGXLlnh5eZX5GhaLBYvFUumxi4iIOC1N73JJSvqIiIiIQ6lfvz7bt28vVT537lx27tzJli1bCAkJwcPDg8GDB7Nu3TpefvllateuDcCpU6fYvn0748aNq+7QRURERByKkj4iIiLiULy8vIiMjCxVvnLlStzd3W3OTZ8+nS5dujBo0CAmTJhATk4OsbGxhISE8Pzzz1df0CIiIiIOSGv6iIiIiNNq06YNO3bswNPTkwceeIBhw4bRsmVLPvnkE+rWrWvv8ERERJyGYTreITdOI31ERETEKaxcuZKVK1eWKu/cuTPx8fHVH5CIiIiIg9NIHxERERERERERF6SRPiIiIiIiIiI1nXbvckka6SMiIiIiIiIi4oKU9BERERERERERcUGa3iUiIiIiIiJS02l6l0vSSB8RERERERERERekpI+IiIiIiIiIiAvS9C4RERERERGRGs4wiw9H4UixODON9BERERERERERcUFK+oiIiIiIiIiIuCCnTfpkZGQwfvx4BgwYQN26dTEMg7i4uDLr7tu3j379+uHn50dgYCAxMTEcO3aszLqLFy+mTZs2WCwWmjVrxvTp08nPzy9VLykpiWHDhhESEoKPjw89evRg27ZtZV4zPj6eHj164OPjQ0hICMOGDSMpKem6711ERERERESkUpkOeMgNc9qkT3JyMsuWLSM3N5chQ4Zcsd6hQ4eIjIwkLy+PNWvWsGLFCr777jt69erF+fPnberOmjWLZ599lpiYGD788ENGjx7N7NmzGTNmjE293Nxc+vbty7Zt21i0aBEbNmygXr16REVFsXPnTpu6O3fu5J577qFevXps2LCBRYsWER8fT9++fcnNza209hARERERERERuZzTLuTcpEkTLl68iGEYXLhwgTfeeKPMerGxsVgsFjZu3Ii/vz8AnTt35qabbmL+/PnMmzcPKE4izZw5kyeffJLZs2cDEBkZSX5+PlOmTGHs2LG0bdsWgOXLl3PgwAF27dpFjx49AOjduzcdO3Zk/Pjx7N271/r6L7zwAq1atWLt2rV4eBQ3d7Nmzbj99ttZsWIFo0aNqpoGEhEREREREZEazWlH+hiGgWEYV61TUFDAxo0buf/++60JHyhOGPXu3Zv169dby7Zu3UpOTg7Dhw+3ucbw4cMxTZP333/fWrZ+/Xpat25tTfgAeHh48Mgjj/D5559z5swZAM6cOUNCQgKPPvqoNeED0LNnT1q1amXz+iIiIiIiIiL2UrJ7lyMdFVWRZWB+LTIy0ppnKOs4e/bsNetGRUVVPOgq5rQjfcrj6NGjZGdnExERUepcREQEH330ETk5OXh5eXHgwAEAOnToYFMvLCyMkJAQ63mAAwcO0KtXrzKvCXDw4EEaNGhgfc6VXv+///3v9d+ciIiIiIiIiFiVLAPTsWNHhgwZcsUZQWVZunQp6enpNmVZWVlERUXRuXNn6tevb3OuefPmvPnmmzZlgYGB1x17VXHppE9ycjIAQUFBpc4FBQVhmiYXL14kLCyM5ORkLBYLvr6+ZdYtuVbJda90zctf91qvf/k1fy03N9dmzZ9fv/lERERERERE5BflXQamLCXLuVxu1apV5OfnM3LkyFLnvL296d69+w3FWx2cdnpXRVxtGtjl58pbr7LqXu0ac+bMISAgwHo0atToinVFREREREREboi9d+qqhN27yrMMTEUsX74cPz8/fvvb31baNaubSyd9goODAcocUZOSkoJhGNbhV8HBweTk5JCVlVVm3ctH6wQHB1/xmvDLyJ5rvX5ZI4BKTJw4kbS0NOtx+vTpK9YVERERERERkcrz/fff8+mnn/K73/0OPz+/UuePHj1KUFAQHh4etGjRgsmTJ5OdnW2HSK/Opad3tWjRAm9vbxITE0udS0xMpGXLlnh5eQG/rOWTmJhIt27drPXOnj3LhQsXaN++vbWsQ4cOV7wmYK1b8m9iYiIDBw4sVffya/6axWLBYrGU6z5FREREREREXNGvlzqprv9XXr58OQBPPPFEqXN33HEHv/3tb2nTpg3Z2dls2bKFl19+mc8++4zt27fj5uY442scJ5Iq4OHhweDBg1m3bh0ZGRnW8lOnTrF9+3ZiYmKsZVFRUXh5ebFy5Uqba6xcuRLDMBgyZIi1LDo6mkOHDtlszV5QUMDq1avp1q0b4eHhADRo0ICuXbuyevVqCgsLrXX37NnD4cOHbV5fRERERERExG7sPZXrCtO7GjVqZLP0yZw5c6quDX5WUFDAqlWraNeuXZnr9sycOZNRo0bRu3dvBg4cyOLFi5k7dy6ffPIJGzZsqPL4KsKpR/ps2bKFS5cuWRM63377LWvXrgVg4MCB+Pj4MH36dLp06cKgQYOYMGECOTk5xMbGEhISwvPPP2+9VlBQEFOmTGHq1KkEBQUxYMAAEhISiIuLY+TIkTaLOo0YMYIlS5YwdOhQ5s6dS2hoKEuXLuXw4cPEx8fbxDhv3jz69+/P0KFDGT16NElJSUyYMIH27duX2h5eRERERERERH5x+vRp/P39rY+rY5TP5s2bOXv2LC+++GK5n/PII4/wpz/9iT179hAdHV2F0VWMUyd9Ro0axcmTJ62P3333Xd59910Ajh8/TtOmTWnTpg07duzgxRdf5IEHHsDDw4M+ffowf/586tata3O9yZMnU7t2bZYsWcL8+fOpX78+EyZMYPLkyTb1LBYL27ZtY/z48Tz99NNkZWXRqVMntmzZwl133WVTNzIyks2bNxMbG8vgwYPx8fFh0KBBvPLKK5q+JSIiIiIiInIV/v7+Nkmf6rB8+XJq1arFo48+WuHnOtLULnDypM+JEyfKVa9z586lRuBcyTPPPMMzzzxzzXr16tVj1apV5bpm//796d+/f7nqioiIiIiIiFQ34+fDUdgrlrNnz7J582ZiYmKsmzOVR0l+wNG2cXfqpI+IiIiIiIiISInyLAPzxBNPsGrVKo4ePUqTJk1snr9q1SoKCgoYOXJkmdf/9NNPmTVrFtHR0TRv3pycnBy2bNnCsmXL6NOnD4MHD67aG6wgJX1ERERERERExCWUZxmYwsJCCgsLMU2z1PNXrFhB06ZN6devX5nXDwsLw93dnRkzZnDhwgUMw+Cmm27ipZde4vnnn9f0LhERERERERFxMJftmOUQrjOW8iwDs3LlylI7d5c4fPjwVZ/bsmVLNm3adB2R2YdjpaBERERERERERKRSKOkjIiIiIiIiIuKCNL1LREREREREpIYzzOLDUThSLM5MI31ERERERERERFyQkj4iIiIiIiIiIi5I07tEREREREREajoX2b1LbGmkj4iIiIiIiIiIC1LSR0RERERERETEBWl6l4iIiIiIiIhoSpUL0kgfEREREREREREXpKSPiIiIiIiIiIgL0vQuERERERERkRrOMIsPR+FIsTgzjfQREREREREREXFBSvqIiIiIiIiIiLggTe8SERERERERqelMHGv3LkeKxYlppI+IiIiIiIiIiAtS0kdERERERERExAVpepeIiIiIiIhIDafdu1yTRvqIiIiIiIiIiLggJX1ERERERERERFyQpneJiIiIiIiI1HTavcslaaSPiIiIiIiIiIgLUtJHRERERERERMQFaXqXiIiIiIiISA2n3btck0b6iIiIiIiIiIi4ICV9RERERERERERckKZ3iYiIiIiIiNR02r3LJWmkj4iIiIiIiIiIC1LSR0RERERERETEBWl6l4iIiIiIiEhNp+ldLkkjfUREREREREREXJCSPiIiIuJQPv74Y0aMGEGbNm3w9fWlQYMG3HfffXz55Zel6u7bt49+/frh5+dHYGAgMTExHDt2zA5Ri4iIiDgeJX1ERETEobz22mucOHGCZ599ls2bN7No0SKSkpLo3r07H3/8sbXeoUOHiIyMJC8vjzVr1rBixQq+++47evXqxfnz5+14ByIiIs7HMB3vkBunNX1ERETEoSxZsoTQ0FCbsqioKFq2bMns2bPp06cPALGxsVgsFjZu3Ii/vz8AnTt35qabbmL+/PnMmzev2mMXERERcSQa6SMiIiIO5dcJHwA/Pz/atm3L6dOnASgoKGDjxo3cf//91oQPQJMmTejduzfr16+vtnhFREREHJWSPiIiIuLw0tLS2LdvH+3atQPg6NGjZGdnExERUapuREQER44cIScnp7rDFBERcV6mAx5ywzS9S0RERBzemDFjuHTpEpMnTwYgOTkZgKCgoFJ1g4KCME2TixcvEhYWVub1cnNzyc3NtT5OT0+vgqhFRERE7EsjfURERMShTZ06lTfffJOFCxfSuXNnm3OGYVzxeVc7N2fOHAICAqxHo0aNKi1eEREREUehpI+IiIg4rOnTpzNz5kxmzZrFU089ZS0PDg4Gfhnxc7mUlBQMwyAwMPCK1504cSJpaWnWo2StIBERkZrKME2HO+TGaXqXiIiIOKTp06cTFxdHXFwckyZNsjnXokULvL29SUxMLPW8xMREWrZsiZeX1xWvbbFYsFgslR6ziIiIiCPRSB8RERFxODNmzCAuLo4pU6Ywbdq0Uuc9PDwYPHgw69atIyMjw1p+6tQptm/fTkxMTHWGKyIiIuKQNNJHREREHMqCBQuIjY0lKiqKe++9lz179tic7969O1A8EqhLly4MGjSICRMmkJOTQ2xsLCEhITz//PP2CF1ERMR5OdqOWY4UixNT0kdEREQcygcffADA1q1b2bp1a6nz5s9z/Nu0acOOHTt48cUXeeCBB/Dw8KBPnz7Mnz+funXrVmvMIiIiIo7I5ad37dixA8Mwyjx+/ZfDffv20a9fP/z8/AgMDCQmJoZjx46Ved3FixfTpk0bLBYLzZo1Y/r06eTn55eql5SUxLBhwwgJCcHHx4cePXqwbdu2KrlXERERV7Bjxw5M07zicbnOnTsTHx/PpUuXSEtLY/369bRo0cJOkYuIiIg4lhoz0mf27Nn07t3bpqx9+/bW/z506BCRkZF06tSJNWvWWIeI9+rVi6+++srmL4azZs1i6tSpTJgwgQEDBpCQkMCUKVM4c+YMy5Yts9bLzc2lb9++pKamsmjRIkJDQ1myZAlRUVHEx8dz1113Vf2Ni4iIiIiIiFyDYRYfjsKRYnFmNSbpc9NNN1nXAChLbGwsFouFjRs34u/vDxT/9fCmm25i/vz5zJs3DyjeGnbmzJk8+eSTzJ49G4DIyEjy8/OZMmUKY8eOpW3btgAsX76cAwcOsGvXLnr06AFA79696dixI+PHj2fv3r1VecsiIiIiIiIiUoO5/PSu8igoKGDjxo3cf//91oQPQJMmTejduzfr16+3lm3dupWcnByGDx9uc43hw4djmibvv/++tWz9+vW0bt3amvCB4t1GHnnkET7//HPOnDlTdTclIiIiIiIiIjVajUn6jBkzBg8PD/z9/bn77rv57LPPrOeOHj1KdnY2ERERpZ4XERHBkSNHyMnJAeDAgQMAdOjQwaZeWFgYISEh1vMlda90TYCDBw9eMd7c3FzS09NtDhEREREREZEqYTrgITfM5ZM+AQEBPPvss/z9739n+/btLFq0iNOnTxMZGcmHH34IFE/ZAggKCir1/KCgIEzT5OLFi9a6FosFX1/fMuuWXKuk7pWuefnrlmXOnDkEBARYj0aNGlXgrkVERERERESkpnP5NX1uueUWbrnlFuvjXr16ER0dTYcOHRg/fjx333239ZxhGFe8zuXnyluvonUvN3HiRJ577jnr4/T0dCV+RERERERERKTcXH6kT1kCAwMZNGgQ33zzDdnZ2QQHBwNlj7xJSUnBMAwCAwMBCA4OJicnh6ysrDLrXj6yJzg4+IrXhLJHFpWwWCz4+/vbHCIiIiIiIiJVoWT3Lkc65MbVyKQPgGkWv4MMw6BFixZ4e3uTmJhYql5iYiItW7bEy8sL+GUtn1/XPXv2LBcuXLDZBr5Dhw5XvCbYbhkvIiIiIiIiIlKZamTS5+LFi2zcuJFOnTrh5eWFh4cHgwcPZt26dWRkZFjrnTp1iu3btxMTE2Mti4qKwsvLi5UrV9pcc+XKlRiGwZAhQ6xl0dHRHDp0yGZr9oKCAlavXk23bt0IDw+vsnsUERERERERkZqt3Gv6/O9//2PhwoWcPn2a9u3bM3bsWBo0aGBT56uvviImJoZjx45VeqDX6+GHH6Zx48bcdttthISE8P3337NgwQLOnTtnk7iZPn06Xbp0YdCgQUyYMIGcnBxiY2MJCQnh+eeft9YLCgpiypQpTJ06laCgIAYMGEBCQgJxcXGMHDmStm3bWuuOGDGCJUuWMHToUObOnUtoaChLly7l8OHDxMfHV2cziIiIXJGz9vEiIiJSiRxtxyxHisWJlSvpc+TIEbp160Zubi4NGzbko48+4o033uCf//wngwYNstbLzc3l5MmTVRbs9YiIiOCdd97hb3/7G5mZmQQFBXHHHXfwz3/+ky5duljrtWnThh07dvDiiy/ywAMP4OHhQZ8+fZg/fz5169a1uebkyZOpXbs2S5YsYf78+dSvX58JEyYwefJkm3oWi4Vt27Yxfvx4nn76abKysujUqRNbtmzhrrvuqpb7FxERuRpn7uNFRERE5OoMs2Rxm6t45JFH2L9/P/Hx8YSFhXHs2DGeeOIJ/vvf/7Jq1SoeeughAPbu3UvPnj0pLCys8sBrmvT0dAICAkhLS9OiziIiUqbr6SvUxxdTPysiIlfjyv1Eyb3d+rtZuNfysnc4VoV5Oez712SXbPPqVK41ff773/8yefJkwsLCAGjevDnx8fE89NBDPPbYY/zf//1flQYpIiIiVUN9vIiIiID9d+rS7l1Vo1zTu86dO0ejRo1sytzd3Vm1ahUeHh6MGDGCgoIC2rVrVyVBioiISNVQHy8iIiLiusqV9GnQoAHHjh2jV69epc4tX74cgD/84Q8MHz68cqMTERGRKqU+XkRERMR1lSvp06VLF95//30ef/zxMs8vX74cwzCs/4qIiIhzUB8vIiIigHbvclHlWtNn6NCh/PTTT1y4cOGKdd544w3GjBlD48aNKy04ERERqVrq40VERERcV7l27xL7c+XV4kVEpHKor7h+ajsREbkaV+4nSu6t84OOt3vXl2u0e9eNKtf0LhERERERERFxbdoxy/WUa3qXiIiIiIiIiIg4FyV9RERERERERERckKZ3iYiIiIiIiNR0pll8OApHisWJaaSPiIiIiIiIiIgLqnDS55NPPiEzM7PMc5mZmXzyySc3HJSIiIhUP/XxIiIiIq6lwkmf3r178+2335Z57vDhw/Tu3fuGgxIREZHqpz5eRESk5jJMxzvkxlU46WNeZV5dfn4+bm6aMSYiIuKM1MeLiIiIuJZyLeScnp5Oamqq9fHZs2c5deqUTZ3s7GxWrVpF/fr1KzVAERERqTrq40VERERcV7mSPgsXLuSll14CwDAMoqOjy6xnmiaTJk2qvOhERESkSqmPFxEREQDMnw9H4UixOLFyJX0GDBiAn58fpmkyfvx4nn76aRo3bmxTx2Kx0KFDB+66664qCVREREQqn/p4EREREddVrqRPjx496NGjBwCXLl3iySefJDw8vEoDExERkaqnPl5ERETEdZUr6XO5adOmVUUcIiIiYmfq40VERGouo6j4cBSOFIszq3DSB+DEiROsWbOGkydPkp2dbXPOMAyWL19eKcGJiIhI9VIfLyIiIuI6Kpz02bRpEzExMRQWFhIaGorFYrE5bxhGpQUnIiIi1Ud9vIiIiIhrqXDSZ/Lkydx+++3861//IjQ0tCpiEhERETtQHy8iIlKDafcul1ThpM/333/PunXr9GVQRETExaiPFxEREXEtFU76NGnShMzMzKqIRUREROxIfbyIaygqTCYr6y3c3ILw9vkdhuFu75BERMRO3Cr6hEmTJjF//nyysrKqIh4RERGxE/XxIq4h5cJvyUyfR3rqC2RmzLd3OCLiJAzT8Q65cRUe6fP555+TlJREy5Yt6d27N8HBwTbnDcNg0aJFlRagiIiIVA/18SLOzzQLKCj4tvi/gbTM9fjVHq+F2EVEaijDNM0K5c/c3K4+OMgwDAoLC28oKCktPT2dgIAA0tLS8Pf3t3c4IiLigG60r6jJfbz6WXElyef6kV/wLaYJKaY7Fp/RtAyeaO+wRJyaK/cTJffW9b6ZeHh62Tscq4L8HD7fMMUl27w6VXikT1FRUVXEISIiInamPl7EeZj532EWHMSodQeGe12bcz5mId8VelBoGmxJbUfiDydo7juHiTc/TW1PPztFLCIOzzSLD0fhSLE4sQqv6SMiIiIiIvZj5n1FYfJgitJeoDB5EGZRms35Wl69MXDjTH4A32Q1xsTg2KUTbD2z0j4Bi4hUk4yMDMaPH8+AAQOoW7cuhmEQFxdXrueuXLkSwzDKPM6ePVuqfnx8PD169MDHx4eQkBCGDRtGUlJSJd/RjbvupM+HH37IxIkTefLJJzl16hQACQkJnD9/vtKCExERkeqnPl7EsZl5/wV+HplXlIyZ/63NebeASbSuE0u4V6eSZ2AC7rnvYJquOUVTRAQgOTmZZcuWkZuby5AhQ67rGv/4xz/YvXu3zfHrdQ537tzJPffcQ7169diwYQOLFi0iPj6evn37kpubWwl3UnkqPL0rKyuL++67j23btlkXhBs1ahSNGzdm/vz5NGrUiPnztUuAiIiIs1EfL+IcjFq3A38BCsEtCMPzZtvzhgeW2iPoXHsED6T3ZmtaM0Lcs+jpc9ou8YqIc3C0HbOuJ5YmTZpw8eJFDMPgwoULvPHGGxW+Rvv27bntttuuWueFF16gVatWrF27Fg+P4rRKs2bNuP3221mxYgWjRo2qePBVpMIjfSZPnswXX3zBe++9R1paGpevAz1gwADi4+MrNUARERGpHurjRZyDUasT7sEf4BbwMu7BGzHcAsusZ5omK071YM/ZRvz7TBv+cW4whuFevcGKiFSjkulYVenMmTMkJCTw6KOPWhM+AD179qRVq1asX7++Sl+/oiqc9Hn33XeZMWMG0dHReHt725xr3LixdRi4iIiIOBf18SLOw/BshZt3DIZ76BXr5BcVciLbQtHPX/kTUgs4kvoWRUUFFBWe01QvEXEK6enpNkdVT58aNGgQ7u7uBAUFERMTw4EDB2zOlzyOiIgo9dyIiIhS9e2twkmf8+fP065du7Iv5uZGdnb2DQclIiIi1U99vIjzM81CkjPXcDZtCQap9K1nAcAAegYf4UDyPJKTepF+7jYyzvenqCiNL47/wL/3f0tmjmOtQyEi1cx0wANo1KgRAQEB1mPOnDlVcvv169dn8uTJvPHGG2zfvp0ZM2aQkJBA9+7d+frrr631kpOTAQgKCip1jaCgIOt5R1HhNX0aNGhAYmIivXv3LnXum2++oVmzZpUSmIiIiFQv9fEizu9s+l/4KW0h4EbKpXXMuuUv3HZsFN4elwjwzMbbMPAs+gGAooLv+eLwcob9s3gqRJuwuqwd83vc3Kp2aoSISEWcPn0af39/62OLxVIlrxMVFUVUVJT18Z133sm9995Lhw4diI2NZcOGDTb1rzSNrKqnl1VUhUf6xMTEMGvWLPbv328tMwyDkydPsnDhQoYOHVqpAYqIiEj1UB8v4vwu5X71838VkVPwPbW9WvDbVm8T5tuWDNOLHNPz5/PF/1Py+Uko+f+TQz+dJ+VSVnWHLCJyVf7+/jZHVSV9ytK0aVPuuOMO9uzZYy0r2cmrrBE9KSkpZY4AsqcKJ32mTZtGeHg4Xbt25bbbbsMwDIYPH0779u0JDQ1lwoQJVRGniIiIVDH18SLOL9hvKCUJnTo+9+FmeOHt2YBeDVYSVnsuq5Pu4ZlTv+Vw4X34BP6ZJvXvoWTN9rbhoQT5+tgveBGxq5LduxzpcASmaeLm9kvqpH379gAkJiaWqpuYmGg97ygqnPSpXbs2u3btYsaMGfj5+dGiRQt8fHyYOHEin3zySamFH0VERMQ5qI8XcX51fAZxc71NtA6aTZM6M63lhuHO6lN7ScvPJDU/l3+cC6WWz1AGd7qZt/74W+b/diCrnhxKcvolfryQRn5+IbELPiDq0cXMW/ohhYVFdrwrERH7OH78OP/973/p3r27taxBgwZ07dqV1atXU1j4y4L4e/bs4fDhw8TExNgj1Cuq8Jo+AN7e3kyYMEF/8RMREXEx6uNFnJtZeA5Sh+FWlEzupSV4hWzEcC+eiuBlZGNgAgZebrWsz+nUOJxOjWHT7m+JW7EV04R+7Vvw6X+/B+CD+ETu7H4TPW5tbo9bEhGpkC1btnDp0iUyMjIA+Pbbb1m7di0AAwcOxMfHhyeeeIJVq1Zx9OhRmjRpAkC/fv248847iYiIwN/fn8TERF5++WUMw2DGjBk2rzFv3jz69+/P0KFDGT16NElJSUyYMIH27dszfPjw6r3ha7iupI+IiIiIiDiewtwdUPTzOhNFZ0m7tJrvso7h4+7P08FbecNsA8BjDSNYffJf/JD1A+czfbmUV4ezWy8VT/UyTXbs/R43M58iDw88CgwW/O0jRj58B1GRZe/wJyIuwDSxzvd0BNcZy6hRozh58qT18bvvvsu7774LFI/cadq0KYWFhRQWFmJe9hodOnTgnXfeYf78+WRnZxMaGkqfPn2YOnUqrVq1snmNyMhINm/eTGxsLIMHD8bHx4dBgwbxyiuvVOuaQ+VhmGbFW3L16tW89dZbnDx5stT2rYZhcPTo0UoLUIqlp6cTEBBAWlqazcrlIiIiJSqjr6ipfbz6WXEVRfkHyL1w38+PDPbmBpBRVABAC4982tQqAAymnYviWM4lANwp4khyKHk7Q+CCgZFTRODeH/DIyKPQ4kFOhwaYBrjlFrD2rWeoW1e/I1LzuHI/UXJv3Qe+hIenl73DsSrIz2HP5liXbPPqVOGRPvPmzWPixIm0bduWjh07OlwWS0RERK6P+ngR51Fo5vPl+T+TlL2fFv6/4eY6DwPg5tmeWsFvU5T7Xwo9byXjx6eB4qWdU4o82ZEFIe7unMi59HOpSREGfrVyONMoD+9kTwy3Ii61CcH3wDmM82l4fWPi7lELs7CQZ3pMYVnCbGrX8bPbvYuISPlVOOmzbNkyxowZw+LFi6siHhEREbET9fEizuN4+kaOpK8DYH/yIur5dCbI0hoA91pdca/VFU+guf+DHEtfg6+bSZGZhaebSaYJPX1P8tmlpoBBYZ7BmXOB5AaZ1PI2cD+Xg3Exi8yb6uBruGE2qkdhQSHu5zM45+vGE/f/mZeWjqRNm3C73b+IVD5H2jELHCsWZ1bh3bvOnj1LdHR0VcQiIiIidqQ+XsR5FJr5lGzNDlBk5pWqk5/3FaF5y+lqSSbQzcQELuTX5oPUCDJNN3q4neTEkVC++PomsvMtFJkGnifSqL3pAD67j+Hz9U+YTeqDuxvU8qAopDae59I5+9N5nrnvZVIuZVXfDYuIyHWpcNKnc+fOLjufX0REpCZTHy/iPJr7DyLcpweebn60DniIYEt7m/Nfpuxk6v/msPhCR37K9yHELRU3w4u9mc1p5/MDTbwv0DjoJxrUT8LNvwCvWvnFf1bPvmjNJbnV+tUUT8PAzMym1rlMOJ7EH/q+xPOD5/O/L45V012LiEhFVTjp8+c//5kFCxbw5ZdfVkU8LikzM5OxY8cSHh6Ol5cXnTp14l//+pe9wxIREbHhrH28+lmpiTzdfIgMX8jQ5tvoXHcshvHLqB/TNHnn9N/JNSGjyMK2S82wGO50qJWGv3s2yUX+/FRQh5N5IbQMSqJ1/R/xyTSpdQny2/hbkz5mThZuWflQVAQFRRjJaZgGGFnFo4oyvkvm4OdH+dNvFpCRqlE/Ik7PdMBDbliF1/QZPnw4ycnJdO3alfr16xMcHGxz3jAMvv7660oL0BXExMSQkJDA3LlzadWqFW+99RYPPfQQRUVFPPzww/YOT0REBHDePl79rEhpngbkm8X5G0+KSMioS6bpSXCtS+TgCcD5/NokFQQQHpxK/cB0Pt3Wnkt3eZPXrBWep3PIa+KPd55JwJYi8j0LKWxdB49W9TAysjBTL1IrtQCPrALy0zN5oOML3PXonUyc8aBNAkpEROyrwkmf4OBgQkJCqiIWl7R582Y++ugj6xdQgN69e3Py5EleeOEFfvvb3+Lu7m7nKEVERJyzj1c/K1JablE6Hf08OJaVisXIx72wgM+zGzK8/l4uFHjzRU4TOnpkMvOntqQVelHfkkpn/5PsD29EGl7kN/Eiv7EX7j95YPyvFtkhRZiekBPkjmdGAQE/5JLeqi4pjb2o+85h3JNz4IccPn5lA/0Gd6Zrt5b2bgIREflZhZM+O3bsqIIwXNf69evx8/Nj6NChNuXDhw/n4YcfZu/evfTs2dNO0YmIiPzCGft49bMipR24uIaMgpPUrVWIB4W8ldSFfoHfkVPkwYGsML6+1Ij/UUhGYfGIn7O5gXx2sRahddLIy3QnK9sLCsHynSce2UV4pRdhArUyikhr6oFbaiY5Ye5kN3PnYp9QQlanFc8IMwxe//vHdOnaQqN9RJyQdu9yTRVO+kjFHDhwgJtvvhkPD9umjoiIsJ7Xl1FxdHc8/CSeBe50vjmFwK55nPYMJjwkjTuCW9EkMJL/pW0gxKsNXev+EXfD097hikgNon5WpDQDd4r36jLIN93xMAoxDDe2ZLTmq0tN8HPPIdQrlQE+qexLaUhSrj/pBd74kUP2WX/IcwfTJL0pWFILfr4SuOeB5adskiP9SL/VBwyT1D6+1Pl3LTzcLBhNwjn11Q/0HTibwluDmDy0L73btSDpXBr16wfi7lHh5URFROQGXVfSJyUlhYULF7Jt2zaSk5MJCQmhX79+jB07ljp16lR2jE4tOTmZ5s2blyoPCgqyni9Lbm4uubm51sfp6elVE6DIz86nZ/LSpnjc3ePJDU8hyC+LrC88+eGvgYQVudM80mD6H/bj4W6y42I4cT90Y/vFXO4Le5naHrmcy/kGf88w2tV5wN63IiI3wNn6ePWzIqW1D3yQ02l/5Wy+H4FGDoubb+ZgXgifpjcGINSSjoGJAbQNOMv5JH/ci4r439kGeOb9Mh3SMEwyGxt4JxX/ud0tJ5+gczmktXArqQAGFHa5Cc/Tl3C7mAmFRXhmeEJyNtMyN7P6Rw9++jGVJs3qsujvw/D1tfw6XBERqUIVTrefOXOGW2+9lVmzZpGWlkbjxo1JTU1lxowZ3Hrrrfz4449VEadTu9rw1iudmzNnDgEBAdajUaNGVRWeCJdy87hnwT/4+Ovj7D0fTF4tT/xq5XHk5WAyz3mSlu/P3X2+x+3nMZaRdX7Ezz2fAtOd5DxfAAzcyC3KsOdtiMgNctY+Xv2siK1a7r4UFFrYl9mMzzJb444f9/hd5Om6h/Ezcikwi/8XwDBM/I0c0o8F8NP+cDwuemK6/zyfwjAw6uSRE5HLT73A48IlPNKKE6V+pww8Mg2MAqj3YQ7e36fglpoJBYUYgFtuPkZ6NrU/vcjZI+chv5CTR86xMHYd2zd+hWlqzoaIQyoyHe+QG1bhpM+kSZPIzs5m7969HDx4kI8++oiDBw+yd+9esrOzmTRpUlXE6bSCg4PL/CtjSkoK8MtfIn9t4sSJpKWlWY/Tp09XaZxSsx1LSiE7twAAi18eJf+PZLgDBhh5BXx/PAQ3NygsMvgp24esIk983XK4LaAeBm4EWVpwc8AQu92DiNw4Z+zj1c9KTbf7wtdM+uYvLDu6lryifKA42bkv+ybApJ3XRRrUygYgzDOHbn7nuJjni5+RS7h7GqmnA8i+4INZ6IZboRuFAfl41cvADMsGv0IMN/A/mYZ7TvG1TQwKa7sTvreApm9DnR3JGD+fo6DAusuyh3stKCzCAIy8Qtwzcti19QAvj1/D1rVfVHs7iYjUVBWe3rV161ZmzpxJly5dbMq7dOnCSy+9xNSpUystOFfQoUMH3n77bQoKCmzWG0hMTASgffv2ZT7PYrFgsWj4q1SPFvWC8fexkJ6Vy8VjgXjdfIKUPB/aTE7ixNIgAixZxO9qSFp6LRpGXGCvVxBDG5zj7gYxtAoegmmaWrBRxAU4Yx+vflZqsot56cz93wqKKOJA2vcE1QrggUb9Aahrqc2F/ExSCmoBYJrFs7H6+x3nPxcb80NRIIG+2Zxz86N4xR4T0w3cvQoZ024v8490Ly4vMvE7mEuhaZAf4oPpZnCppSceA9Kotcqv+MIlVzAAdzew1AI3NwyzeGUhN3c3jDwwMXFzM/j+wA/cM7RLGXckIiKVrcJJn7S0NJo2bVrmuWbNmpGWlnajMbmU6OhoXn/9dd577z1++9vfWstXrVpFeHg43bp1s2N0IsV8anmy5U8j+MeuL8jNP0NEgD9fnS2ic4cI7t7Vq1T9h3/1WAkfEdfgjH28+lmpybILcymiCAADg/T8TE5e2oe3WyAj6wYyL+cMyYW12JlZh64+58Esoo6HJ39rupM1KU3Zn9mAi34WGnU4Q26mhU71f2By892km178lOPFyYwgvl3TgoLAYLKa1KLIxw0TE+OWDPAyybg3D48zgdT6MRXTMMgJ9cNS4IaBAaaJWVCA4VuLMS/cy2f/3s83nx/Dzd2NPr+5pWrbJS+f6W99ROKpszx8Zyd+H3lrlb6eiMsoGarnKBwpFidW4aRPs2bN2LRpE/379y91bsuWLTRr1qxSAnMV99xzD/3792fUqFGkp6fTsmVL3n77bbZu3crq1atxd3e/9kVEqkGgjxfj+t1hfTywtR2DERG7cMY+Xv2s1GRhXiEMadCHf5/ZTgPvUGoZ+3j31N8AGOB9li61DdrXSsIALhaZhLh74Q64GxATdIowr5/YldmCY251IdikS8j3bM+vgy8FjG7yOYYBb6fdxlube5Lva5J6UyEh+Rm4NcnHzDXIu+DD+V4eeNeqjf/BXCyfncA3qDZ3PtqLgPr+3P2bLgQE+ODra2Hgbzrx3cEz1K0fQEi9gCptlzWffcPW/YcxTXh53U563tyUZvXKnuopIuLqKpz0GT58OBMmTKCoqIjHH3+csLAwfvrpJ1avXs3ixYuZO3duVcTp1NatW8fkyZOJjY0lJSWFNm3a8Pbbb/O73/3O3qGJiIhYOWsfr35WairDMHiieTTDm91HoZnPosO/+fmMSXKRB11rpZBU5I6XWxGe1jPFo3OzCmvxYUZ7bvE6g79nNrXdcwl2z+N270xqYZJWWAuLWy5RXQ+yML3nz9O4DM5fqk2tL8AwDYymWTQMC2Hd757C16vWVWN193Dn5o6Nq6wtLldYWETJlDWAwqKianldERFHZJgVXD7fNE3++Mc/8vrrr9tM6TBNkz/84Q/87W9/q/QgpXgr2YCAANLS0vD397d3OCIi4oButK+oyX28+llxZkVFGVxI/iP/TvmR1KJa3Fwrhdu9z3KhEC6ZACZuQKi7SUFRENmmG++mNeN0vh/hnhcx3MDPLYf7a/9EffeCkhV+SC3KZt7/7uLdkxG4GUUEB2RS38+bsa0f4KML3+LtUYtnbu5NHYuvfRvgVzKzc3lx1WYOnjrHQ3d24v9Fdbd3SOICXLmfKLm32/tNx8PDy97hWBUU5PDf+Gku2ebVqcIjfQzD4O9//zvPPfccH3/8MSkpKQQHB9OnTx9atWpVFTGKiIhINVAfL+KcMjL/QW7eDnr7GpzID6SNVxhm0VkKrH/aNSjCJI8QjhY2Y22KD0W44eeWg7thUoQbmUUWcovcwb14N888042BnzxOUk4AuJkUFbmTdb4er9z1EG1C6tK3aRu73e+1+HlbWPLHaHuHISLiECqc9CnRunVrWrfWoh8iIiKuRn28iHMoKDzHufMPUlDwHW4G1DKgVa1kgvyeIjdjFgFukFRUPDMr060THRts5Kcfx/NjZhq4GXT1S6KDVypf5YYCBrvzenGp8Au83Qr5MLM9T3YYxKyETzEwGBXRnRHtbiPEx8fety0iIhVwXUmfwsJC1qxZw/bt20lOTiY4OJjevXszdOhQm+1SRURExLmojxdxHhmZK8kvOMqFQm8MDPzdTQL9RuNd+494Wnry/flXOJhzBBODO+uPBWBPRhfSCnbT1f84wR5ZeBmp9PHN4+b6awn0aklq3kV+zPmRkQ2b4+XuzX3NO2AYBnW9HWsKl4hUAdP8ef0uB+FIsTixCn97u3DhAlFRUezbtw8PDw+Cg4NJTk7mjTfeYP78+Xz44YeEhIRURawiIiJShdTHiziXU9k51C4qJDG3PoW4YeBOE7eL9AsEj1oRdA7/Bw2zE/Fyr0MdS1MAQixBtPP9kd+FfkGRCW6GQbPQ/8PfqyUAgbXqEFirjvU1Qn387HBnIiJSWdwq+oRx48Zx+PBh3nzzTbKzs/npp5/Izs5m9erVfP/994wbN64q4hQREZEqpj5exHl8m3aMKd+d5+P0VhThBj/vylVk/rJTlZvhQZjPLdaED8DQxnfRLzQM0wQ3A8DEMPOqNXYREak+FR7p88EHHzBz5kweeugha5m7uzsPP/wwSUlJxMXFVWZ8IiIiUk3Ux4s4j9NZ5yjCjfUpHQmzpHJHcBqBnnXpVnfUVZ/n6ebBPY0n8v3ZPeQX/oBPrS74enWrpqhFxJEZZvHhKBwpFmdW4aSPaZq0a9euzHPt27engjvAi4iIiINQHy/iPLqHdOCd0//hXE4y7m6tGdr0OXw9vMv1XE/3UG4O/4T8wvN4utfHMCo8+F9ERJxEhZM+/fr1Iz4+nn79+pU699FHHxEZGVkZcYmIiEg1Ux8v4jwCPP34+22TOJuTQn2vYA6l72T3hTUEWxpyb/g4vNyvvhaPYXhSyyO8mqIVERF7qXDSZ+rUqcTExFBYWMjDDz9M/fr1OXv2LG+++Sbr1q1j3bp1pKSkWOsHBQVVasAiIiJSNdTHizgXTzdPGvnUI6sgjU0//hkTk5S8M+y+8C696w23d3gi4mzMnw9H4UixOLEKJ31uvfVWABYsWMCf//xna3nJkO/OnTvb1C8sLLyR+ERERKSaqI8XcR6maZJx6f/Iyz+AUWsg5mX/d1RkFmAWpQMeGG4+9gtSRETsrsJJn9jYWAzDqIpYRERExI7Ux4s4j8ysNaSkTgDcMC69S9/Q2exO/oCgWg253TePwqTOgCdugX/FzauPvcMVERE7qXDSRzt3iIiIuCb18SKO7+yl7VzI3osvP2LgBhRhkktH/w50DXkYgIJzERTPi8in6NISJX1EpFwM08RwoE0bHCkWZ1bhpI+IiIiIiFS/5OwvSTj3LOAGmLSuFUgtUvCy3EUtz7a/VHQLh8LjgInh3thO0YqIiCO4rqTP2bNnee+99zh58iQ5OTk25wzDYNGiRZUSnIiIiFQv9fEijsnM/4bUlOd+flQEgK//NEJ9upGZs4dDZ1rj7uZPo5B/4FVnGUWXXgPDFze/Z+wXtIiI2F2Fkz4ffvgh0dHRpb4IltAXQhEREeekPl7EcRWkDKeukYoFb3Jxw8coxC9zAngu5WzqJEwzh4LCXJLS5tGk7lu4B8yxd8gi4myKKMkpOwZHisWJuVX0CS+88AKdOnXiq6++Ijc3l6KiIptDO3mIiIg4J/XxIo7LNC9hMUzu8MqihyWLbpZMPIxC8i8tx83wAwzAxNDqDSIicpkK9wpHjx5l3bp1REREVEU8IiIiYifq40Ucl3vtFylIn4G7AX6GQSHuQBHuHq0I9RrCTxfHAyY5ObsoKEzCwz3U3iGLiIgDqHDSp02bNqSnp1dFLCIiImJH6uNFHJe773DcvIdiFp7ENHwxsv4PwwjA0+//kZmxHHeKd7kxySI37yAe3kr6iEjFaPcu11Th6V0vvfQSs2bN4ty5c1URj4iIiNiJ+ngRx2a4+eHm2Q53j6ZY/GOpVftZDMMLP+9+GIYXAO7u9fGy3GLnSEVExFFUeKTPvffey759+2jRogWdOnUiKCjI5rxhGGzYsKHSAhQREZHqoT5exHHk531Nft5eall64+F501XrWjxb06z+J+TkJeJj6Ya7W2D1BCkiIg6vwkmflStXMm3aNNzd3Tl+/DhnzpyxOW8YRqUFJyIiItVHfbyIY8jPSyT1wmCgkEvMIyh0J+4eDa/6HE+Phnheo46IyFWZPx+OwpFicWIVTvpMnz6dwYMHs3LlSurUqVMVMYmIiIgdqI8XcQwF+V8AJbvl5VCQ/801kz4iIiJlqfCaPufOnePpp5/Wl0EREREXoz5exDHUskSC4QuA4RaCZ61u9g1IREScVoVH+txyyy388MMPVRGLiIiI2JH6eBHH4O7RjKDQnRTkJ+LpeRtu7kHXfpKIyI0yzeLDUThSLE6swiN9FixYwMsvv8xXX31VBeGIiIiIvaiPF3Ec7u5hWLwGKOEjIiI3pMIjfZ588knOnz9P586dCQsLK3Nnj6+//rrSAhQREZHqoT5eRERExLVUOOkTHBxMSEhIVcQiIiIidqQ+XkREpOYyzOLDUThSLM6swkmfHTt2VEEYIiIiYm/q40VERERcS4XX9BEREREREREREcdX4ZE+ACkpKSxcuJBt27aRnJxMSEgI/fr1Y+zYsdrmVURExImpjxcREamhtHuXS6rwSJ8zZ85w6623MmvWLNLS0mjcuDGpqanMmDGDW2+9lR9//LEq4hQREZEqpj5eRERExLVUOOkzadIksrOz2bt3LwcPHuSjjz7i4MGD7N27l+zsbCZNmlQVcYqIiEgVUx8vIiIi4loqnPTZunUrM2fOpEuXLjblXbp04aWXXmLLli2VFpyIiIhUH/XxIiIiNZdR5HiH3LgKJ33S0tJo2rRpmeeaNWtGWlrajcYkIiIidqA+XkRERMS1VDjp06xZMzZt2lTmuS1bttCsWbMbDkpERESqn/p4EREREddS4d27hg8fzoQJEygqKuLxxx8nLCyMn376idWrV7N48WLmzp1bFXGKiIhIFVMfLyIiUoNp9y6XVOGkzwsvvMDRo0f561//ypIlS6zlpmnyhz/8gT/96U+VGqCIiIhUD/XxIiIiIq6lwkkfwzD4+9//znPPPcf27dtJTk4mODiYPn360KpVq6qIUURERKqB+ngRERER11LhpE+J1q1b07p168qMRURERByA+ngREZEayPz5cBSOFIsTK9dCzhcvXuT+++9n48aNV6yzceNG7r//fpKTkystOBEREala6uNFREREXFe5kj5vvPEGX3/9NVFRUVesExUVRWJios0aACIiIuLY1MeLiIiIuK5yJX3+9a9/8eSTT+LhceXZYB4eHjz55JP8+9//rrTgREREpGqpjxcREREAwzQd7pAbV66kz3fffcdtt912zXq33nor33333Q0HJSIiItVDfbyIiIiI6ypX0qegoABPT89r1vP09CQ/P/+GgxIREZHqoT5eRERExHWVK+kTFhbGt99+e816Bw8epH79+jcclIiIiFQP9fEiIiICgGk63iE3rFxJn7vuuoulS5de9S98+fn5vPbaa/Tu3bvSgqsMO3bswDCMMo89e/aUqr9v3z769euHn58fgYGBxMTEcOzYsTKvvXjxYtq0aYPFYqFZs2ZMnz69zDZKSkpi2LBhhISE4OPjQ48ePdi2bVul36uIiEhFOXMfLyIiIiJXV66kz7hx4zh06BDR0dH8+OOPpc7/+OOPDBkyhMOHDzNu3LhKD7IyzJ49m927d9sc7du3t6lz6NAhIiMjycvLY82aNaxYsYLvvvuOXr16cf78eZu6s2bN4tlnnyUmJoYPP/yQ0aNHM3v2bMaMGWNTLzc3l759+7Jt2zYWLVrEhg0bqFevHlFRUezcubPK71tERORqXKGPFxEREZGyXXmrjstERESwZMkSRo8eTbNmzejcuTPNmjUD4Pjx43z55ZcUFRXx2muv0aFDhyoN+HrddNNNdO/e/ap1YmNjsVgsbNy4EX9/fwA6d+7MTTfdxPz585k3bx4AycnJzJw5kyeffJLZs2cDEBkZSX5+PlOmTGHs2LG0bdsWgOXLl3PgwAF27dpFjx49AOjduzcdO3Zk/Pjx7N27t6puWURE5JpcoY8XERGRSmACRfYO4jKa3VUpyjXSB+DJJ5/kk08+YcCAAXzzzTe8/fbbvP3223zzzTdERUXx6aefMnLkyKqMtUoVFBSwceNG7r//fmvCB6BJkyb07t2b9evXW8u2bt1KTk4Ow4cPt7nG8OHDMU2T999/31q2fv16WrdubU34QPHWt4888giff/45Z86cqbqbEhERKQdX7+NFREREaqpyjfQp0aNHDz744AOKioq4cOECACEhIbi5lTt3ZDdjxozhd7/7nXVNnalTp3LHHXdYzx89epTs7GwiIiJKPTciIoKPPvqInJwcvLy8OHDgAECpv3iGhYUREhJiPQ9w4MABevXqVeY1oXhhzAYNGlTKPYqIiFwvZ+7jRURERKRsFUr6lHBzcyM0NLSyY6kSAQEBPPvss0RGRhIcHMyRI0d45ZVXiIyMZNOmTdx9991A8ZQtgKCgoFLXCAoKwjRNLl68SFhYGMnJyVgsFnx9fcusW3Ktkute6ZqXv+6v5ebmkpuba32cnp5egbsWERG5Ps7Ux4uIiEjlMUwTw4F2zHKkWJyZU/357mo7cf36+OqrrwC45ZZbePXVVxkyZAi9evVi+PDh7Nq1i7CwMMaPH1/qNQzDuOLrX36uvPUqWrfEnDlzCAgIsB6NGjW64jVERERERERERH7tukb62Evr1q15/fXXy1W3cePGVzwXGBjIoEGD+Nvf/kZ2djbe3t4EBwcDZY+8SUlJwTAMAgMDAQgODiYnJ4esrCx8fHxK1e3cubP1cXBw8BWvCWWPLAKYOHEizz33nPVxenq6Ej8iIiIiIiIiUm5OlfQJCwurtIUkzZ+HipWMtGnRogXe3t4kJiaWqpuYmEjLli3x8vICflnLJzExkW7dulnrnT17lgsXLthsBd+hQ4crXhMotW18CYvFgsViuZ5bExEREREREakYE3CkKVUOFIozc6rpXZXl4sWLbNy4kU6dOlkTOR4eHgwePJh169aRkZFhrXvq1Cm2b99OTEyMtSwqKgovLy9Wrlxpc92VK1diGAZDhgyxlkVHR3Po0CGbrdkLCgpYvXo13bp1Izw8vGpuUkRERERERERqNKca6XM9Hn74YRo3bsxtt91GSEgI33//PQsWLODcuXOlkjbTp0+nS5cuDBo0iAkTJpCTk0NsbCwhISE8//zz1npBQUFMmTKFqVOnEhQUxIABA0hISCAuLo6RI0fStm1ba90RI0awZMkShg4dyty5cwkNDWXp0qUcPnyY+Pj46moGEREREREREalhXD7pExERwTvvvMPf/vY3MjMzCQoK4o477uCf//wnXbp0sanbpk0bduzYwYsvvsgDDzyAh4cHffr0Yf78+dStW9em7uTJk6lduzZLlixh/vz51K9fnwkTJjB58mSbehaLhW3btjF+/HiefvppsrKy6NSpE1u2bOGuu+6q8vsXERERERERuSbTdLDpXQ4UixMzTFMt6QzS09MJCAggLS0Nf39/e4cjIiIOyFX6io8//pjVq1eza9cuTp8+TWBgILfddhuxsbE2myWU2LdvH+PHj2fPnj02f7Bp3rx5uV/TVdpORESqhiv3EyX31qfji3i4O866sgWFuXz89TyXbPPqVCPX9BERERHH9dprr3HixAmeffZZNm/ezKJFi0hKSqJ79+58/PHHNnUPHTpEZGQkeXl5rFmzhhUrVvDdd9/Rq1cvzp8/b6c7EBEREXEMLj+9S0RERJzLkiVLCA0NtSmLioqiZcuWzJ49mz59+ljLY2NjsVgsbNy40fpXwM6dO3PTTTcxf/585s2bV62xi4iIOK0iwLB3EJcpsncArkEjfURERMSh/DrhA+Dn50fbtm05ffq0taygoICNGzdy//332wz7btKkCb1792b9+vXVEq+IiIiIo1LSR0RERBxeWloa+/bto127dtayo0ePkp2dTURERKn6ERERHDlyhJycnOoMU0RERMShaHqXiIiIOLwxY8Zw6dIlm10yk5OTAQgKCipVPygoCNM0uXjxImFhYaXO5+bmkpuba32cnp5eBVGLiIg4D8M0MRxonydHisWZaaSPiIiIVJkdO3ZgGEa5jq+++qrMa0ydOpU333yThQsXlrl7l2FceQGCK52bM2cOAQEB1qNRo0bXdX8iIiIijkwjfURERKTKtG7dmtdff71cdRs3blyqbPr06cycOZNZs2bx1FNP2ZwLDg4Gfhnxc7mUlBQMwyAwMLDM15o4cSLPPfec9XF6eroSPyIiIuJylPQRERGRKhMWFsbIkSOv67nTp08nLi6OuLg4Jk2aVOp8ixYt8Pb2JjExsdS5xMREWrZsiZeXV5nXtlgsWCyW64pLRETEJZlm8eEoHCkWJ6bpXSIiIuJwZsyYQVxcHFOmTGHatGll1vHw8GDw4MGsW7eOjIwMa/mpU6fYvn07MTEx1RWuiIiIOICMjAzGjx/PgAEDqFu3LoZhEBcXV67nrlu3joceeoiWLVvi7e1N06ZN+f3vf8/3339fqm5kZGSZU9WjoqIq+Y5unEb6iIiIiENZsGABsbGxREVFce+997Jnzx6b8927d7f+9/Tp0+nSpQuDBg1iwoQJ5OTkEBsbS0hICM8//3x1hy4iIiJ2lJyczLJly+jYsSNDhgzhjTfeKPdz582bR/369Zk8eTLNmzfn9OnTzJ49m1tvvZU9e/bY7CAK0Lx5c958802bsitNK7cnJX1ERETEoXzwwQcAbN26la1bt5Y6b1423LtNmzbs2LGDF198kQceeAAPDw/69OnD/PnzqVu3brXFLCIi4vRcYHpXkyZNuHjxIoZhcOHChQolfT744ANCQ0Ntyvr06UPTpk1ZuHBhqWt5e3vb/CHKUSnpIyIiIg5lx44dFarfuXNn4uPjqyYYERERcRpX29HzWn6d8AEIDw+nYcOGnD59+kbCsiut6SP/v707j4rqzPM//iktKUAEA6iACxoXjIJLO3FJj4pR1Dg6iq2Z7hk7YqKZdkmibTQaV7rdNek2Hm1boyGnsdMdcDtxS9SA02kxIYmeQbP0cY3aoygu4IKCPL8//FGxLEBAoIri/TrnHk8991u3nvu9t+5TPjzPvQAAAAAA4CEnT57UmTNnnKZ2SdKJEycUGBgoq9Wqli1batasWbp9+7YLalkyRvoAAAAAAFDTuen0ruzsbIfiqnoCZ35+vl566SX5+flpypQpDuv+9V//Vf/xH/+htm3b6vbt29q9e7eWLVumzz77TCkpKapVy33G19DpAwAAAAAA3FLTpk0dXs+bN6/UT+QqL2OMXnrpJf3tb3/T5s2bneqwYMECh9eDBg1S8+bN9frrr2v79u2KjY2t1PqVhft0PwEAAAAAADzg7Nmzun79un2ZOXNmpX6eMUZjx45VYmKiEhISNHTo0FK9b9SoUZLk9NRRV2OkDwAAAAAANV2BpPLfB7niFdz/x9/fX/7+/lXykYUdPu+99542bNhg78gpC3ea2iUx0gcAAAAAANRwxhiNGzdO7733nv74xz9qzJgxZXr/+++/L0lu9xh3RvoAAAAAAACPsHv3bt28eVM5OTmSpG+++UbJycmS7t97x9fXVy+99JLef/99nThxQuHh4ZKkV199VRs2bNCLL76oqKgoh2laNptNnTt3liT97W9/08KFCxUbG6snn3xSubm52r17t9atW6dnn31WQ4YMqeI9LhmdPgAAAAAA1HAWY2Rxo6d3lbcu48eP15kzZ+yvk5KSlJSUJEk6deqUmjdvrnv37unevXsyD3zGRx99JEnauHGjNm7c6LDN8PBwnT59WpIUGhqq2rVr67e//a0uX74si8Wi1q1b6ze/+Y2mTp3qdtO76PQBAAAAAAAeobBzpiQJCQlKSEgo8/skqVWrVtq5c2fZK+Yi7tUFBQAAAAAAgArBSB8AAAAAAGo6Y+4v7sKd6lKNMdIHAAAAAADAA9HpAwAAAAAA4IHo9AEAAAAAAPBA3NMHAAAAAICarsBIFje6j06BG9WlGmOkDwAAAAAAgAei0wcAAAAAAMADMb0LAAAAAICajke2eyRG+gAAAAAAAHggOn0AAAAAAAA8ENO7AAAAAACo8dxsepfcqS7VFyN9AAAAAAAAPBCdPgAAAAAAAB6I6V0AAAAAANR0PL3LIzHSBwAAAAAAwAPR6QMAAAAAAOCBmN4FAAAAAEBNV2DkVk/MKnCjulRjjPQBAAAAAADwQHT6AAAAAAAAeCCmdwEAAAAAUNOZgvuLu3CnulRjjPQBAAAAAADwQHT6AAAAAAAAeCCmdwEAAAAAUNMZc39xF+5Ul2qMkT4AAAAAAAAeqFp2+uTk5Gj69Onq37+/GjRoIIvFovnz5xcb//XXX6tfv37y8/NT/fr1NXz4cJ08ebLI2FWrVqlt27ay2Wxq0aKF4uPjlZeX5xSXmZmpuLg4BQcHy9fXVz169ND+/fuL3Oa+ffvUo0cP+fr6Kjg4WHFxccrMzCzXvgMAAAAAAJRGtez0ycrK0rp163Tnzh0NGzasxNjvvvtO0dHRunv3rj788ENt3LhR//jHP9SzZ09dunTJIXbhwoV67bXXNHz4cH388ceaMGGCFi1apIkTJzrE3blzR33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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 35: 15.14s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1655\n", + "\tTrain Regression Loss: : 0.0284\n", + "\tTrain Mve Loss: : 44.7346\n", + "\tTrain R2 Score: : 0.9101\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0293\n", + "\tVal Target Regression Loss: : 0.0344\n", + "\tVal Source R2 Score: : 0.9071\n", + "\tVal Target R2 Score: : 0.8916\n", + "\tVal Source Mve Loss: : 46.3262\n", + "\tVal Target Mve Loss: : 54.3506\n", + "\n", + "Epoch 36: 16.43s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1656\n", + "\tTrain Regression Loss: : 0.0298\n", + "\tTrain Mve Loss: : 46.9824\n", + "\tTrain R2 Score: : 0.9061\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0351\n", + "\tVal Target Regression Loss: : 0.0357\n", + "\tVal Source R2 Score: : 0.8880\n", + "\tVal Target R2 Score: : 0.8862\n", + "\tVal Source Mve Loss: : 55.4569\n", + "\tVal Target Mve Loss: : 56.4765\n", + "\n", + "Epoch 37: 16.12s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1668\n", + "\tTrain Regression Loss: : 0.0305\n", + "\tTrain Mve Loss: : 48.1587\n", + "\tTrain R2 Score: : 0.9035\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0296\n", + "\tVal Target Regression Loss: : 0.0341\n", + "\tVal Source R2 Score: : 0.9073\n", + "\tVal Target R2 Score: : 0.8914\n", + "\tVal Source Mve Loss: : 46.8744\n", + "\tVal Target Mve Loss: : 53.9175\n", + "\n", + "Epoch 38: 15.52s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1667\n", + "\tTrain Regression Loss: : 0.0319\n", + "\tTrain Mve Loss: : 50.4085\n", + "\tTrain R2 Score: : 0.8992\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0335\n", + "\tVal Target Regression Loss: : 0.0399\n", + "\tVal Source R2 Score: : 0.8952\n", + "\tVal Target R2 Score: : 0.8743\n", + "\tVal Source Mve Loss: : 52.8937\n", + "\tVal Target Mve Loss: : 63.0956\n", + "\n", + "Epoch 39: 15.66s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1671\n", + "\tTrain Regression Loss: : 0.0332\n", + "\tTrain Mve Loss: : 52.3784\n", + "\tTrain R2 Score: : 0.8954\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0310\n", + "\tVal Target Regression Loss: : 0.0344\n", + "\tVal Source R2 Score: : 0.9037\n", + "\tVal Target R2 Score: : 0.8897\n", + "\tVal Source Mve Loss: : 48.9423\n", + "\tVal Target Mve Loss: : 54.4275\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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W78W2IcYUrs0SEbkUlPQRKaHyS/okJSW5vtTl1ZMnU1RUVI5lrVq1MoBxc3MzCxYsyLE+Ojra9SutzWYz27dvz1Em8yIm86IyISEhR5lBgwa59hMcHGwGDhxo0tPTs5VJT083bdu2NZDRWyK3X0f379+f64VUpsOHD7t+hRs8eHCuZbJ+qQkMDMw1ObR9+3ZX4iciIsKkpKTkuc+8zJkzx7Wfrl275lrHRx995Cpzyy235FpP1l8GL0ZBkj7x8fGmZs2artcqty+7EydOdCUw5s6dm2s90dHRpkGDBgYwHTp0yLH+4YcfdsUyceLEHOvT09NdF+wFSfpAxq++Wb8EZuV0Ol1f5Jo0aWJOnTqVa7l58+a5vnhn/YJnjHH98l+lSpU8f1U3Juf7bO/eva4Yc0vqZI0xOjo6x/L8kj5bt251xduwYcNcn3/W59S6desc68/tVfbSSy/lGluPHj1cSZLIyMg8n0d+CpP0cXd3z7VMVFSUK5HQuHHjXPeT9byoUqVKrr0XlixZ4vqC1rJlyxzrLzbpk9tzys8LL7xgAOPr65tnLwFjjDl79myuPZwuRdLn3C/BGzduNN9//322Xn4333xznnX16dPHAKZSpUrZvrRntWnTJtcX6VGjRuVYn/X8zOtzKzIy0pU8ioiIMIcOHcp3PxUqVMjRjmR9HTOTKE6nM9f9HTp0yLW/e+65J8+ePM8995yr7Tw3gVAQTqfT7N69O98yo0ePdiWzzu0tZUzRvb8HDBjgquOrr77KsT42NjZHz7yL1axZM9d1RVYxMTHGy8vLAOaxxx7Lc/vM3jy59djJdL6keqaiaEOMKXibJSJyqSjpI1JC5Zf0OXr0qGvd7NmzC1Xv2rVrXdvm1z1/5cqVrnIPPfRQjvVZL2Ly6l2T9Tn4+PjkmoAyxmT7Vff3338v1PPJ9PbbbxvABAQE5HrRnvVLTW4Jh0yvvfaaq9z06dMLHccNN9zg+vKa25eQTN26dXNdbB87dizH+kud9HE6nebw4cNm1qxZpm7duq4yuSURU1NTTfny5c97sW2MMXPnznXVlfWLS1JSkgkMDDSQcStfXl+sTpw44bqwL0jS59dff80zlqy9dM53XmX2zmrfvn225d27dzeA6d+/f77bn+u33367qHM6vy8lWXuRrF69Os86hg8f7iq3bt26bOuyvjdbtGiR5+sxf/78C/6syVSYpE9+vSOeeeYZV7msvUMyZT0vZsyYkWc9WY/fucflcid97rvvPgOYZs2a5VsuL5ci6ZPfo3bt2uaTTz7J8xa7bdu2Ffh8GTlypCthc66CJH2yflZ//fXXee7npZdeyvMzPevrGBQUZGJjY/Os54knnnDFm5SUlGe5tLQ0148Qzz//fJ7lLkZ6eroJDQ3Nsz0rivf3sWPHjJubmwFMnz598owl6zXFxSZ9st4++P777+dYn/lDUtmyZXP8gJSpKJM+RdGGGFPwNktE5FLRQM4iV6CQkBA8PDwA+Pzzz/Md3PRcWQdevPfee/Ms1759e+rVq5djm3M1adLEVe5cmdOsAnTv3p3g4OA868i0b9++PPeVKTY2lv379/PHH3+wfft2tm/fjo+PT7Z1ebEsi3vuuSfP9UOHDnUNqljYQSrT09NdA0R2796dSpUq5Vn2vvvuc22TOdDmpZZ1QFSbzUalSpXo378/O3fuJDAwkPHjx/PGG2/k2G7dunWuAZpvueWWfPdx3XXXuf6ddVDsjRs3EhMTA8Ddd9+d58CVZcuW5frrry/Q86lUqRLXXnttnutnz54NZAwGmvVczC/u9evXZxuQs3z58gD8+uuv7N27t0BxZd0OyHXg2YuReV7Wr1+ftm3b5lku8xzLuk1u7rjjjjxfjxYtWrj+XZD35sXKnKXnfLHk9x4vU6YM/fr1y3P9sGHDXP++VAPRFlTmebJjxw7WrVtX6O3Hjh2LyfgBzzVI7KX0119/MWXKFFatWpXr+sz3nI+PD7179863rsz33LFjx847eHxuMl+7oKAgBg4cmGe54cOH59gmN3379sXf3z/P9ZnPrW/fvnh5eeVZzm63065dO4AimRjA6XRy7Ngxdu3a5Wrv/vzzTypWrAjA77//nu/2F/r+Xrp0qeuzcOjQoXnW37p1axo0aFCg53I+mYMwu7u759rWDB48GICTJ0/yyy+/FMk+81MUbUhW52uzREQuFSV9RK5Anp6e3HrrrQDMmDGDmjVrMnLkSObOnev6Yp2X7du3A+Dh4UGzZs3yLdumTRsAdu/eTWpqaq5lateunef2QUFBhS6X1yxeBw8e5N///jdVq1YlMDCQ6tWr07BhQxo1akSjRo24//77XWXPnTEsq2rVqhEaGprn+rCwMNfsHZnHqqD27dtHYmIi8M+xy0vW9YXdz6XQqVMnRowYkeuXgw0bNrj+3a5du1xnI8p8+Pn5ucqeOHHC9e+szzHrF43ctGzZskAxn+8iPDPuXbt25RuzZVn861//AiA1NTXbbDZ33303AFFRUTRs2JDbbruNTz/9lD179uS772rVqrku7t966y0aNGjA6NGjWbJkiescuRApKSns3r0bOP851qxZM9e0xfmdY3Xr1s1zXdZEbX4z7BWVooilWbNm2O32PNc3bdrUlTQv7vfe7bffjru7OykpKbRv356+ffvywQcf8McffxTbbF2ZSaTMh8Ph4OTJk3z//fc0adKEVatW0a1bN9dse1llvucSExOx2+35vuf69Onj2i7rZ0VBZb52Wc/z3JQtW7ZAn+n5fZ7ExMS43vMffvjheT9PZsyYAVzY84KM1+CLL76gc+fO+Pn5UaFCBerWretq7xo1asSWLVuA/Ns7uPD31LZt21z/btWqVb77aN26db7rC8LpdLpm5rrhhhsICQnJUSbr8swZvi6lomhDsjpfmyUicqko6SNyhXrvvffo27cvkJEQeeONN+jduzchISG0bt2aiRMnEhsbm2O7zIuR4ODgfL8YAZQrVw7IuAA9c+ZMrmUye9jkxmazFbpcbr+QzZs3j/r16/Pee++5pjLPT1JSUp7rwsPDz7t92bJlAQo9VXXW8pl15CXz2F7Ifi7UlClT2LZtG9u2bWP9+vVMnz6dnj17Ahm/aHbv3j3XaZRzm1K8ILImN7KeP+d7DcLCwgpUf5kyZfJdXxRxd+3alffeew9vb2+Sk5P59ttvGTZsGLVq1aJixYo88MADef7S/vXXX7t+8d+xYwfjx4+na9euBAUF0bFjRz744IPzTnt9rqzH8XznmLu7u+sLUn7n2MW8N4taUcRyvvPLbre7vuxervdeXurWrcvXX39NmTJlSE9PZ86cOTz44IM0bNiQ8PBw7rrrLlasWFGsMdpsNsLDwxkwYAArV66kdu3apKSkMGTIkBztQlG85woq87U73/sA/vm8ze/1zu/z5HI+r+TkZHr37s1dd93FsmXL8m3PIP/2Di78PVWYz+yCvAbns3DhQo4dOwb806PnXFl7AM2ePTvXa5yiVNSv+/naLBGRSyX/b3wiUmIFBATw448/sm7dOqZPn87SpUv5/fffcTgcrF+/nvXr1/PGG2/www8/uL54ZpVXd++siuuX5qyioqK44447SExMxM/PjyeffJLrr7+eGjVqEBgY6PrFfsmSJXTt2hXIP+7L9bwLsp/LrVq1ajRs2ND1d8uWLRk0aBBPP/00r7/+Ohs3buTpp5/mnXfeybZd1i8Dy5Yty/UX2NwUJMF2Mdzc3PJdnxl3+/bt+eCDDwpcb0RERLa/R4wYwaBBg/jqq69YuHAhv/32GzExMRw9epQPP/yQjz76iOeee46XXnop23YVKlRg1apVLF68mJkzZ7J8+XJ27NhBWloav/76K7/++isTJ05k7ty5+faEy8uV8h6+3K604zJw4EC6devGt99+y4IFC1ixYgWnTp3i9OnTfPHFF3zxxRfcc889TJkyJduX9OLg5+fHgw8+yGOPPUZsbCwzZszIdhth5nuuWrVq/PjjjwWut1q1ahccU1G93vl9nmT9DHz00UfzvTU6q8z2qTAmTJjAvHnzAOjYsSMjRoygefPmlCtXDm9vb9c5cN1117FixYpLdi5nrfd8x7goYsjac+d8txFDRrLru+++K/BrcSGKqg3JdL42S0TkUlHSR+QK17p1a1fX6ri4OJYtW8ann37KrFmziIyMZODAgezduxdvb2/gn+7cUVFRpKen59vb5+TJk0DGBV9x/UL13XffcfbsWQBmzpxJ9+7dcy2XV0+kc2U+p/xk/rqX1xhEecla/nzd+rOuL+x+itqECROYP38+W7duZdKkSTz00EPUqVPHtT5rksfDwyNb4qigsp4/kZGR+SY5Tp06Vej6cxMSEsLJkyc5derUBcWcVXh4OI8++iiPPvooTqeTLVu2MHPmTCZNmsTZs2eZMGECrVq1ynUsma5du7oSklFRUSxatIiPPvqIJUuWsHfvXm699VY2b95coDiyHsfznWPp6enZevZdLc73Hk9PT3d9Xpx7XLImVZxOZ551JCQkXESEOQUGBnL//fe7blPdsWMHP/74I++++y7Hjh1j2rRpNGvWjEceeaRI93shst4ulPUWIPjns+LkyZPUrVv3vL1JL0ZwcDDHjx8v0C1UmefEhb4Psn4GJiYmXvTnSV6MMXzyyScAdOjQgSVLluSZ6Ctom3ehsh6rkydP5jtG3YX2iMkUFxfHDz/8UOjtPvvss0ua9CnKNkREpDjp9i6RUsTf35++ffsyc+ZMHn74YQCOHz/OypUrXWUyL1xSU1PP+0Uzc2DRWrVqXdAvlkXhjz/+ADIuQPNK+ED2cWfys3//fqKiovJcf+rUKQ4cOABQ6Iu86tWru7rSr127Nt+yWQdtLe6LSbvdzssvvwxk/LI5ZsyYbOuzjv10oYNnZh3o83yvVUFfy/PJjPuvv/4q0G2BBWWz2WjevDkvvfQSixcvdi2fPn36ebcNCQnh1ltvZfHixdx4440AbNmyxTVOz/l4enpSq1Yt4Pzn2ObNm0lLSwOK/xy7nLZs2ZLv4Pa///67a4yyc49L1oF88/tSvWvXrnxjuNiefvXr1+eZZ55hzZo1+Pr6AgU7vy6HrMc28/zKlPmeS0xM5LfffrukcWS+dlnP89xERka63v8X+j4ICwujQoUKQMZg0Jeqd010dLQriXXLLbfkmfCJj48/7zl4sRo1auT69/r16/Mte7715/Pdd9+5bol68cUX+frrr/N93HXXXQCsWLHC1V4XRkHfn5eqDRERudyU9BEppTJ7FkD2gR67devm+vfkyZPz3H716tXs2LEjxzaXW+YXjJSUlDx/eU9MTCzwoI7GmHzLTp061XVBX9jnbbfb6dixI5AxPkF+M9Jk/prr5uZGp06dCrWfS6F3796uAZa/++67bF8oOnTo4PrV94MPPrigcRRatmxJYGAgkDHjXF5fmk6ePMmCBQsKXX9uMpMqAK+//nqR1Hmu5s2bu3rfnG9A1XPl9R49n8zzcseOHaxZsybPcpnnWNZtrgbR0dH89NNPea6fMmWK69/nHpestxnll3z86quv8o0h6+xOKSkp+ZbNT6VKlVy94gp7fl0qWb/gn9v7I2tPt0v1nsuU+dqdPXuW77//Ps9ykydPvuDP9KwyP0/27dvnGqi5qGVNqOU3HtDkyZPzTXQVhc6dO7tuR8qcVSs3GzZsuOgB0TPb5DJlyvDMM89w22235fsYOXIkkNGef/7554XeX+b783zvzcvRhoiIXA5K+ohcgfbt2+eaGjwvWXtkZP0i07p1a9dMHJ988gkLFy7MsW1MTAz/93//B2T0anjwwQeLIuwLktmrISEhIdcLbYfDwfDhw10DQBbE+PHjc/2V9M8//2TChAlAxlTK+U37nJcRI0YAGb+ADxs2LNdZz6ZMmeJ6fQYOHJhteu/iNGrUKCDjtpbMnj+QcYH85JNPAhm3FN1222353t4SFxfHe++9l22Zl5eXayasTZs28Z///CfHdk6nk//7v/8r9ODGeRk4cCD16tUD4H//+1++SU7ImNnn3GTBt99+m+9AqRs2bHD1CMn6PtuyZYtrdp3cGGNc00dbluWaXaggHnzwQVcPgPvvvz/XGft++eUX1/PN+p6/Wjz++OO53ua1fPlyPvroIyBjFrlzj0vDhg1dCc733nsv1y+FX3/9db5JBiDbe3rv3r15lvvhhx9ct6/m5vDhw+zcuRPIfdybsWPHumYPmjp1ar4xFYWDBw/y/vvvu/7u1atXtvWtWrWiR48eAMydOzdHr8FzHThwgK+//vqCYhk6dKirZ+UTTzyRa5L9999/d32WVahQgZtuuumC9gXw1FNP4enpCcADDzxw3h6Jc+fOZevWrYXaR1hYmGs2y2+++SbX9mP9+vWuz+pLKWsb+OOPP+ba0yw+Pj7bzJkX4uDBg/z6669ARtIwv5nYMjVs2NB1C/KFJH0y35/79u3Lt9dWUbQhIiIlgZI+IlegQ4cO0alTJxo0aMCoUaP44YcfXIM3z5w5k1tvvZVJkyYBGd2Tz53a+aOPPsLDwwOHw0Hv3r154oknWLZsGRs2bODjjz+mefPmrrEannzyyWK9NeSWW25xXWgPGTKE5557jiVLlrBhwwamTZtGmzZt+Prrr2nfvn2B6qtVqxZOp5O2bdvy6quvsmbNGtasWcOrr75Ku3btXF+g33333Qu6pa13794MGjQIyLgNoE2bNnzxxRds3LiRRYsWMXz4cIYPHw5k3LKWW/KjuPTr18/Vpf+rr75i//79rnUjR4509UzJnE3tlVdeYdmyZWzZsoUVK1bwySefMHjwYMqXL8/YsWNz1D927FjXLDpPPvkkgwcPZsGCBWzatInp06dz7bXXMnv27GzT/17MbTJubm58++23+Pn5YYxh+PDh9OzZk88++4y1a9eyadMm5s+fzyuvvEL79u1p1KhRjmTq008/TUREBEOGDGHKlCmsXLmSzZs3s2jRIsaOHcv111/v2lfWAW23bNlCs2bNaN26NePHj+fnn39m48aNrFmzhq+//prrr7/e9eWgX79+hUr8NWrUiCeeeALIGFOlefPmfPTRR6xfv57ly5fz5JNP0qdPHxwOBx4eHnz44YcXfAyvRE2aNOHo0aO0aNGCSZMmsX79elauXMlzzz1Hz549XWOZZX5GZmW3211fYrdv306XLl2YPXs2mzdvZt68eQwbNozBgwfnOjh+Vtdcc43r34899hi//voru3fvZs+ePezZs8fVo+Ptt9+mQoUK3HLLLXzwwQcsX76cLVu2sHTpUt544w3at2/vSjperuT79u3bsz22bt3K0qVLefHFF2nRooWrx9Gdd95J06ZNc2z/6aefus7nF198kbZt2/LRRx+xevVq13vnP//5Dz169KBmzZrnTaDlJSwsjDfeeAOAY8eO0bJlS9566y3Wrl3LqlWrePHFF+nQoQPx8fFYlsVHH31UoIRCXqpVq+YazDc6Opr27dszfPhwfvjhBzZt2sS6deuYOXMmzzzzDDVr1qR3794cOnSoUPuw2WzceeedQMZnyLXXXss333zDhg0bWLx4MU888QTXXXcdXl5eFzT4e2G9+eabrlse77jjDkaMGMHSpUvZuHEjn376KS1atGDz5s20bNnygvfx2WefuRIvAwcOLPB2mWV3797N6tWrC7XPzPdnZGQkjz/+OBs3bnS9N7PexlUUbYiISIlgRKREWrp0qQEMYMaMGZPnuvwe9erVM/v378+1/gULFpiAgIB8tx8xYoRxOBy5bl+lShUDmHvuuSff55HXc8hq//79rnKffvppjvVTpkwxNpstzzhvvfVWs2jRItffS5cuzVFHx44dDWA6duxo5syZY3x8fHKty2azmYkTJ+b7nM4nKSnJ9O/fP99jGxERYTZv3pxnHQU9vuczZsyYfI/Lub755htX+fvvvz/busTERHP33XcX6NyrVq1arvVv2bLFhIWF5bndkCFDzOTJk11/nzhxIkcdhT02v//+u6lVq1aB4h43blyu+8rv4eXlZaZNm5Ztu08//bRA++vQoYOJiorKEXPW8zU3DofDPPTQQ/nWHRgYaBYsWJDr9lk/Q853XhTkPZyf852DWdfn53wxZz0vPv74Y2O323M9Lh4eHubrr7/Ocz8JCQmmbdu2eR7Xjh07mm3btuX7mWWMMbfcckuedWR+Lme+zvk93NzczMsvv3zeY5tXHAVRkDjO/cxNTk7Os74DBw6YVq1aFaiuoUOH5ti+MOfnhAkT8m0fPD09c7w/M52v7cnNN998c962EzLakiVLlhSozqzOnj1rmjZtmme9wcHBZvny5fl+RhTl+3vp0qXG398/z3jGjBlT4PdwbjI/mwMCAvI9p861adMm1z4feOAB1/J77rnHAKZKlSp5bhsXF2eqV6+e6/PJbbuLaUOMKbr2XETkQqmnj8gV6Nprr2X16tW8+OKLdOnShZo1a+Lv74+7uztly5alR48efPjhh2zZsiXP20Z69OjBnj17eO6552jatCkBAQF4enpSuXJl7rzzTlasWMF7771X7FMEQ0Y3/hUrVnDTTTcRFhaGu7s75cuXp2fPnnz77bd88803hZoKtXfv3mzYsIGhQ4dSpUoVPDw8CA8PZ+DAgaxcudLVi+JCeXl5MXPmTH788UcGDBhAREQEHh4elClThjZt2vDKK6+wa9euXH8lL26DBg1yzc4zdepUjhw54lrn7e3NtGnT2LBhAw8++CANGjQgMDAQu91OUFAQTZs25d5772XGjBn8+eefudbfpEkTduzYwRNPPEGtWrXw9PQkNDSUzp0789VXX/Hpp59mGzMocxygi9G4cWN27NjBtGnTuOmmm6hUqRJeXl54eHhQvnx5OnXqxKhRo9i4cSOjR4/Otu2vv/7KJ598wq233kqjRo0ICwvDbrcTEBBA8+bNeeqpp9ixY4fr1rVMd9xxB0uXLuW5557j2muvpVq1avj4+ODh4UHFihW58cYb+eqrr1i+fPkFzShks9mYNGkSv/76K3feeSeVK1fG09OTgIAAmjZtynPPPcfu3btdt9pcbYYPH86KFSu45ZZbXO+/ChUqcPfdd7N582Zuu+22PLf18fFhyZIlTJgwgUaNGuHt7U1AQACtWrXivffeY/Hixfj5+Z03hi+++ILXX3+d1q1bExgYmOtn6fTp0/nyyy8ZMmQITZs2pVy5ctjtdvz8/GjYsCEPPfQQmzdv5tlnn72o43ExLMvC39+f+vXrc++997J8+XK++eYbVw/M3FSpUoW1a9cya9YsbrvtNtf57+7uTlhYGNdccw1PPPEEy5cvP+8tM+fz3HPPsXnzZu677z5q1KiBt7c3vr6+1KtXj0ceeYSdO3fmeH9ejFtvvZUDBw7w6quv0qlTJ8LDw3F3d8fHx4fq1avTt29f/vOf/3DgwAE6d+5c6PoDAwP57bffGD9+PI0aNcLLyws/Pz/q1avHk08+ye+//851111XZM/nfDp16sQff/zBgw8+6Govy5YtS+/evZk/f36uvToLavXq1a5B7Pv06ZPvOXWuZs2aUb16dSDjNtzcboXLi5+fH6tWreKRRx6hXr16rtsE83IxbYiISElgGXOJpiAQESlBOnXqxPLly+nYsSPLli0r7nAkH8OHD2fy5MlUrFgx38GwRbKqWrUqBw8e5J577rks49uIiIiIXAmK/yd8ERGRvyUlJTF79mwA2rZtW8zRiIiIiIhc2ZT0ERGRy2bv3r15zpbicDh48MEHXQPF3nPPPZczNBERERGRUsde3AGIiMjVY/z48axbt47bbruNNm3aEB4eTlJSElu3buXjjz9m06ZNAHTt2pXevXsXc7QiIiIiIlc2JX1EROSy+vPPPxkzZkye69u3b8+33357UdO1i4iIiIiIkj4iInIZPfvss9SuXZuFCxdy8OBBTp06RVpaGiEhIbRs2ZJbb72V2267rUTMGiciIiIicqXT7F0iIiIiIiIiIqWQfkoVERERERERESmFlPQRERERERERESmFlPQRERERERERESmFlPQRERERERERESmFlPQRERERERERESmFlPQRERERERERESmFlPQRERERERERESmFlPQRERERERERESmFlPQREREREbmMqlatStWqVYs7jBwsy6JTp07FHYaIiBQhJX1E5KI4HA4+/vhjOnbsSHBwMO7u7oSHh9O4cWOGDx/Ojz/+WNwhioiIZGNZVqEeU6dOLe6QSyRdA4iIlHz24g5ARK5cDoeDPn36MH/+fIKCgujduzcVK1YkOjqaPXv28Pnnn7Nz505uvPHG4g5VRETEZcyYMTmWvf3228TExPDII48QFBSUbV3Tpk2LdP+LFy8u0vqKg64BRESuDEr6iMgF+/rrr5k/fz5NmjRh+fLlBAYGZlt/5swZNm7cWEzRiYiI5G7s2LE5lk2dOpWYmBgeffTRS37rVY0aNS5p/ZeDrgFERK4Mur1LRC7Yb7/9BsCQIUNyXOwBlClThm7dumVblpyczCuvvEKjRo3w8fEhICCAa6+9lm+++SbH9suWLcOyrFwvziH3MRGmTp3q6or/888/c9111xEQEIBlWa4yDoeDDz74gPbt2xMYGIi3tzc1a9Zk+PDh7N69O1t96enpvP/++7Rt25aAgAB8fHxo1qwZ7733Hk6nsyCHSURErmBDhgzBsiz27dvH22+/TaNGjfD29naNfZOamsp7771Hr169qFKlCp6enpQpU4auXbvy888/51rn+dqvpUuX0qlTJ/z9/QkICKBXr1788ccfudaVmJjIK6+8QtOmTfH19cXPz4927drx9ddf51o+NTWV8ePHU6NGDTw9PalWrRqjRo0iJSWlUMflQq4BQNcBIiKXm3r6iMgFCwsLA+Cvv/4qUPnU1FR69OjBihUrqF+/PiNGjCAxMZHvvvuO22+/nc2bN/Paa68VSWzfffcd8+fPp1evXjzwwAPs37/fFUPv3r1ZtGgRlSpV4s4778Tf358DBw4wa9YsOnToQK1atQBIS0ujb9++LFiwgLp163LHHXfg5eXF0qVL+fe//82aNWv44osviiReEREp2R5++GFWrlxJ79696dWrF25ubgBER0fzyCOPcM0119C9e3fCwsI4fvw4s2fPpk+fPnz44Yfcf//9Bd7PnDlzmD17NjfccAMPPPAAO3bsYO7cuaxfv54dO3a42l6As2fP0qVLFzZv3kyLFi0YNmwYTqeTBQsWcMcdd/DHH3/w0ksvucobY7jllluYPXs2NWrU4F//+hepqalMmTKFrVu3Fup4FPYaAHQdICJSLIyIyAXasmWLcXd3N5ZlmTvvvNNMnz7d7Nu3L8/yEyZMMIDp06ePSUtLcy0/ceKEqVSpkgHMihUrXMuXLl1qADNmzJhc66tSpYqpUqVKtmWffvqpAYxlWWbevHk5tnn22WcNYPr27WuSk5OzrUtOTjaRkZGuv8eMGWMA88gjj5j09HTX8vT0dDNs2DADmFmzZuX5fEVE5MpRpUoVA5j9+/dnW37PPfcYwEREROTaxiUnJ5vDhw/nWB4dHW3q1atnypQpYxITE3PsK6/2y83NzSxatCjbumeeecYA5tVXX801tokTJ2ZbnpSUZK6//npjWZbZtGmTa/mXX35pANO2bVuTlJTkWh4VFWWqV69uANOxY8cczyU3hb0GMEbXASIixUFJHxG5KN99950pX768AVyPkJAQM2DAAPPzzz9nK1ujRg1jWZbZtWtXjno++ugjA5ihQ4e6ll3MxV6/fv1ylE9PTzeBgYHG29vbHD16NN/n5XA4TEhIiClfvny2C71MZ86cMZZlmZtvvjnfekRE5MpwvqTPW2+9Veg6J06caACzfPnyHPvKq/0aPHhwjnr27dtnADNw4EDXstOnTxs3NzfTqlWrXPe9ZcsWA5gnn3zStaxbt24GMEuWLMlRPnP/BU36GFO4awBjdB0gIlIcdHuXiFyUm2++mX79+rF06VJWrlzJ5s2bWblyJTNnzmTmzJkMGzaMTz75hPj4ePbu3UvFihWpXbt2jnoy7/vftGlTkcTVpk2bHMt27txJTEwMbdq0ISIiIt/t//rrL6KioqhVqxbjx4/PtYy3tzc7d+4sknhFRKRky61dyfTHH3/wxhtv8Ouvv3L8+HGSk5OzrT969GiB99OyZcscyypVqgRkDI6caf369TgcDiD3ganT0tIAsrVTmzZtwmaz0aFDhxzlM8coKoyCXgNYlkVcXJyuA0REioGSPiJy0dzd3enRowc9evQAMgZI/P777xk2bBhTpkzhxhtvpEWLFgCUK1cu1zrKly8PQExMTJHElNt+zp49C0CFChXOu31UVBQAu3fvZty4cXmWi4+Pv7AARUTkipJX+7VmzRq6dOlCeno6Xbt25cYbbyQgIACbzcaWLVuYPXt2oQZJzm1QZLs945I9M8kD/7RT69evZ/369XnWl7WdiomJITg4GHd39xzl8np+51OQa4B+/fq52nddB4iIXF6avUtEipybmxu33HILjz32GACLFy92XcSeOHEi122OHz8OZL/YtdkyPqLS09Nz3Sa/C8Oss3RkCgoKAgr2i2tmHP3798dk3Aqb6yNzYEgRESndcmtXAF566SWSkpL45ZdfmDdvHm+//TYvvvgiY8eOzbd30MXKbKcee+yxfNuppUuXZtsmOjra1Qsoq7za58LK7Roga7y6DhARubyU9BGRS8bf3x/ImC3E39+fGjVqcPTo0RzToQKui9LmzZu7lpUpUwaAw4cP5yi/Z88e1y92BVW3bl2CgoLYunWr6+LyfGXXrFmT68WxiIgIZLRHwcHBud4etXz58ku239atW2Oz2VixYkWBt2nevDlOp5OVK1fmWLds2bIijC77NUDm37oOEBG5/JT0EZEL9vXXX7Nw4UKcTmeOdSdOnODjjz8G4LrrrgNg2LBhGGN46qmnsnVRP336tOt++WHDhrmW161bl4CAAGbPnk1kZKRreVJSEg8//HCh43Vzc+Ohhx4iKSmJhx56iNTU1GzrU1NTOXXqFJDRlf7f//43x48f5+GHHyYpKSlHfcePH2fHjh2FjkNEREqPqlWrEh0dnWPK88mTJ7NgwYJLtt/w8HDuvPNONmzYwPjx43PtDbN3795sPVGGDh0KwPPPP59t3KHo6OhsU7sXRGGvAUDXASIixUFj+ojIBVu7di3vvPMO5cqVo0OHDlSrVg2A/fv38/PPP5OUlES/fv24+eabAXjyySeZN28es2fPpkmTJvTq1YvExES+++47IiMjGTlyZLbBJd3d3Xn88ccZO3YszZo1o3///qSnp7Nw4UIiIiLOOwhjbsaMGcPatWv54YcfqF27Nr1798bf35/Dhw/zyy+/8MYbbzBkyBAAXnjhBX7//Xc++OADfvrpJ7p06UKFChWIjIxk9+7d/Pbbb0yYMIH69etf/MEUEZEr0qOPPsqCBQvo0KEDt9xyC4GBgWzYsIGVK1dy8803M2PGjEu27/fee4/du3czevRoPv/8czp06EDZsmU5duwYf/75J+vXr+frr792tc+333473377LT/++CMNGzakX79+pKWlMWPGDFq1asXevXsLvO/CXgOArgNERIrFZZsnTERKnUOHDpn33nvP3HTTTaZ27drG39/fuLu7m3LlypkbbrjBfP7558bhcGTbJikpyUyYMME0aNDAeHl5GT8/P9O+fXvz1Vdf5boPp9NpXnvtNVO9enXj7u5uKlWqZJ566imTkJCQ71Stn376aZ5xp6WlmXfffde0atXK+Pr6Gh8fH1OzZk1z3333md27d+fY/2effWa6dOliypQpY9zd3U1ERIRp3769mTBhgjl06NAFHTsRESlZzjdl+7nLs/rpp59MmzZtjJ+fnwkMDDTdu3c3y5cvz7NNupD2izymU09JSTHvvvuuadeunQkICDAeHh6mUqVKpkuXLuatt94yp0+fzlF+3Lhxplq1asbDw8NUqVLFPPfccyY5OblQU7ZfyDWAMboOEBG53Cxj/r7RVkRERERERERESg2N6SMiIiIiIiIiUgpdsUmfuLg4Ro4cSY8ePQgLC8OyLMaOHZuj3JAhQ7AsK8ejbt26udb77rvvUrduXTw9PalWrRrjxo3LdcT+yMhIhgwZQmhoKD4+PrRr1841JeW5Fi1aRLt27fDx8SE0NJQhQ4ZkG4xORERERERERKSoXbFJn6ioKD766CNSUlK46aab8i3r7e3N6tWrsz2+/fbbHOUmTJjAI488woABA1iwYAEPPfQQL7/8MiNGjMhWLiUlha5du7J48WLeeecdZs+eTdmyZenZs2eOqTmXL1/ODTfcQNmyZZk9ezbvvPMOixYtomvXrqSkpFz0cRARERERERERyc0VO6ZPZtiWZXH69GnCwsIYM2ZMjt4+Q4YMYcaMGcTHx+dbX1RUFBUrVuTuu+/mww8/dC1/+eWXGTVqFNu3b3eNzP/+++8zYsQIVq1aRbt27QBIT0+nSZMm+Pn5sXbtWtf2rVu3JiEhgd9//x27PWOytFWrVtG+fXvef/99HnzwwYs+FiIiIiIiIiIi57pie/pk3qZVVObPn09ycjJDhw7Ntnzo0KEYY/jhhx9cy2bNmkWdOnVcCR8Au93O4MGDWbduHUePHgXg6NGjrF+/nrvuusuV8AG45pprqF27NrNmzSqy+EVEREREREREsrpikz6FkZSURLly5XBzc6NixYr861//Ijo6OluZ7du3A9CoUaNsy8uXL09oaKhrfWbZxo0b59hP5rI//vgjW515lc1ap4iIiIiIiIhIUbKfv8iVrUmTJjRp0oSGDRsCGWPsvPXWWyxevJj169fj5+cHZNze5enpia+vb446goODiYqKcv0dFRVFcHBwruUy12f9f15ls9Z5rpSUlGxj/jidTqKjowkJCSnSHk4iIlJ6GGOIi4sjIiICm+2q+F2nyDidTo4dO4a/v7/aWRERyaG0t7HJycmkpqYWdxg5eHh44OXlVdxhXNFKfdLnsccey/Z39+7dadasGTfffDMff/xxtvX5XeSdu64oyuZXxyuvvMK4cePyXC8iIpKXw4cPU7FixeIO44py7NgxKlWqVNxhiIhICVca29jk5GSqVfHjRKSjuEPJoVy5cuzfv1+Jn4tQ6pM+uenfvz++vr6sWbPGtSwkJITk5GQSExPx8fHJVj46OpoWLVpkK5tbL53MW8Yye/aEhIQA5Fk2tx5AmZ599lkef/xx198xMTFUrlyZw4cPExAQUJCnKSIiV5nY2FgqVaqEv79/cYdyxck8ZmpnRUQkN6W5jU1NTeVEpIODG6sS4F9yejHFxjmp0uIAqampSvpchKsy6QMZ3fOydsvLHMtn27ZttGnTxrX8xIkTnD592nV7WGbZbdu25agzc1lm2cz/b9u2jV69euUom7XOc3l6euLp6ZljeUBAgC5GRUQkX7o9qfAyj5naWRERyU9pbmMD/G0E+LsVdxhSxEpOGu8ymjFjBomJibRt29a1rGfPnnh5eTF16tRsZadOnYplWdx0002uZf3792fnzp3ZpmZPT0/niy++oE2bNkRERABQoUIFWrduzRdffIHD8U9XuTVr1rBr1y4GDBhwaZ6giIiIiIiISCE4MThL1H+muA9JqXBF9/SZN28eCQkJxMXFAbBjxw5mzJgBQK9evTh16hR33HEHt912GzVr1sSyLJYvX87bb79NgwYNGD58uKuu4OBgRo0axQsvvEBwcDA9evRg/fr1jB07luHDh1O/fn1X2WHDhjFp0iQGDRrEq6++Snh4OO+//z67du1i0aJF2WJ87bXX6N69O4MGDeKhhx4iMjKSZ555hoYNG+aYHl5EREREREREpKhYxpgrNn1WtWpVDh48mOu6/fv3ExgYyL333svmzZs5efIkDoeDKlWq0L9/f5577jkCAwNzbPff//6XSZMmceDAAcqVK8fQoUN5/vnncXd3z1bu5MmTjBw5kjlz5pCYmEjTpk0ZP3483bp1y1HnwoULGT16NFu2bMHHx4c+ffrwxhtvEB4eXuDnGhsbS2BgIDExMep2LiIiuVJbceF07EREJD+luZ3IfG5Rf1UrcWP6hNTeXyqP+eV0RSd9rial+UNGRESKhtqKC6djJyIi+SnN7UTmc4vcVaXEJX3C6xwslcf8cio5r6iIiIiIiIiIiBQZJX1EREREREREREqhK3ogZxERERERERG5eBmzd5Wc0V9KUixXMvX0EREREREREREphZT0EREREREREREphXR7l4iIiIiIiMhVzokTZ3EHkUXJiubKpZ4+IiIiIiIiIiKlkJI+IiIiIiIiIiKlkG7vEhEREREREbnKOYzBYUrOjFklKZYrmXr6iIiIiIiIiIiUQkr6iIiIiIiIiIiUQrq9S0REREREROQq58TgpOTcUlWSYrmSqaePiIiIiIiIiEgppKSPiIiIiIiIiEgppNu7RERERERERK5yTgyOEnRLlW7vKhrq6SMiIiIiIiIiUgop6SMiIiIiIiIiUgrp9i4RERERERGRq5xm7yqd1NNHRERERERERKQUUtJHRERERERERKQU0u1dIiIiIiIiIlc5hzE4TMm5paokxXIlU08fEREREREREZFSSEkfERERKfE++eQTLMvCz88vx7pNmzbRrVs3/Pz8CAoKYsCAAezbt68YohQREREpWZT0ERERkRLt6NGjPPnkk0RERORYt3PnTjp16kRqairTp09nypQp/PXXX1x77bWcOnWqGKIVERG5MjlL4EMunpI+IiIiUqI98MADXHfddXTv3j3HutGjR+Pp6cmcOXPo1asXAwYM4Oeff+bUqVNMnDixGKIVERERKTmU9BEREZES64svvmD58uW8//77Odalp6czZ84cBg4cSEBAgGt5lSpV6Ny5M7NmzbqcoYqIiIiUOJq9S0REREqkyMhIHn30UV599VUqVqyYY/3evXtJSkqicePGOdY1btyYhQsXkpycjJeX1+UIV0RE5IrmwOCg5MyYVZJiuZIp6SMiIiIl0kMPPUSdOnV48MEHc10fFRUFQHBwcI51wcHBGGM4c+YM5cuXz7E+JSWFlJQU19+xsbFFFLWIiIhIyaHbu0RERKTE+f777/npp5/4+OOPsSwr37L5rc9r3SuvvEJgYKDrUalSpYuKV0RERKQkUtJHRERESpT4+HhGjBjBv//9byIiIjh79ixnz54lNTUVgLNnz5KQkEBISAjwT4+frKKjo7Esi6CgoFz38eyzzxITE+N6HD58+JI9HxERkSuBw5S8h1w83d4lIiIiJcrp06c5efIkb775Jm+++WaO9WXKlKFfv37MmDEDb29vtm3blqPMtm3bqFmzZp7j+Xh6euLp6VnksYuIiIiUJEr6iIiISIlSrlw5li5dmmP5q6++yvLly5k3bx6hoaHY7Xb69u3LzJkzef311/H39wfg0KFDLF26lMcee+xyhy4iIiJSoijpIyIiIiWKl5cXnTp1yrF86tSpuLm5ZVs3btw4WrVqRZ8+fXjmmWdITk5m9OjRhIaG8sQTT1y+oEVERK5wzr8fJUVJiuVKpjF9RERE5IpVt25dli1bhru7OzfffDNDhgyhZs2a/Prrr4SFhRV3eCIiIiLFSj19RERE5IowdepUpk6dmmN5ixYtWLRo0eUPSERERKSEU9JHRERERERE5CrnxMKBVdxhuDhLUCxXMt3eJSIiIiIiIiJSCinpIyIiIiIiIiJSCun2LhEREREREZGrnNNkPEqKkhTLlUw9fURERERERERESiElfURERERERERESiHd3iUiIiIiIiJylXOUsNm7SlIsVzL19BERERERERERKYWU9BERERERERERKYV0e5eIiIiIiIjIVU63d5VOV2xPn7i4OEaOHEmPHj0ICwvDsizGjh2ba9lNmzbRrVs3/Pz8CAoKYsCAAezbty/Xsu+++y5169bF09OTatWqMW7cONLS0nKUi4yMZMiQIYSGhuLj40O7du1YvHhxrnUuWrSIdu3a4ePjQ2hoKEOGDCEyMvKCn7uIiIiIiIiIyPlcsUmfqKgoPvroI1JSUrjpppvyLLdz5046depEamoq06dPZ8qUKfz1119ce+21nDp1KlvZCRMm8MgjjzBgwAAWLFjAQw89xMsvv8yIESOylUtJSaFr164sXryYd955h9mzZ1O2bFl69uzJ8uXLs5Vdvnw5N9xwA2XLlmX27Nm88847LFq0iK5du5KSklJkx0NEREREREREJKsr9vauKlWqcObMGSzL4vTp03zyySe5lhs9ejSenp7MmTOHgIAAAFq0aEGtWrWYOHEir732GpCRRHrppZe47777ePnllwHo1KkTaWlpjBo1ikcffZT69esDMHnyZLZv386qVato164dAJ07d6ZJkyaMHDmStWvXuvb/1FNPUbt2bWbMmIHdnnG4q1WrRvv27ZkyZQoPPvjgpTlAIiIiIiIiIgXkNBZOU3JuqSpJsVzJrtiePpZlYVn5nwTp6enMmTOHgQMHuhI+kJEw6ty5M7NmzXItmz9/PsnJyQwdOjRbHUOHDsUYww8//OBaNmvWLOrUqeNK+ADY7XYGDx7MunXrOHr0KABHjx5l/fr13HXXXa6ED8A111xD7dq1s+1fRERERERERKQoXbFJn4LYu3cvSUlJNG7cOMe6xo0bs2fPHpKTkwHYvn07AI0aNcpWrnz58oSGhrrWZ5bNq06AP/74I1udeZXNWqeIiIiIiIiISFG6Ym/vKoioqCgAgoODc6wLDg7GGMOZM2coX748UVFReHp64uvrm2vZzLoy682rzqz7Pd/+s9Z5rpSUlGxj/sTGxuZZVkRERERERORiaPau0qlU9/TJlN9tYFnXFbRcUZXNr45XXnmFwMBA16NSpUp5lhUREREREREROVepTvqEhIQA5NqjJjo6GsuyCAoKcpVNTk4mMTEx17JZe+uEhITkWSf807PnfPvPrQdQpmeffZaYmBjX4/Dhw3mWFRERERERERE5V6lO+tSoUQNvb2+2bduWY922bduoWbMmXl5ewD9j+Zxb9sSJE5w+fZqGDRu6ljVq1CjPOgFX2cz/51U2a53n8vT0JCAgINtDRERERERE5FJwYCtxD7l4pfoo2u12+vbty8yZM4mLi3MtP3ToEEuXLmXAgAGuZT179sTLy4upU6dmq2Pq1KlYlsVNN93kWta/f3927tyZbWr29PR0vvjiC9q0aUNERAQAFSpUoHXr1nzxxRc4HA5X2TVr1rBr165s+xcRERERERERKUpX9EDO8+bNIyEhwZXQ2bFjBzNmzACgV69e+Pj4MG7cOFq1akWfPn145plnSE5OZvTo0YSGhvLEE0+46goODmbUqFG88MILBAcH06NHD9avX8/YsWMZPnw49evXd5UdNmwYkyZNYtCgQbz66quEh4fz/vvvs2vXLhYtWpQtxtdee43u3bszaNAgHnroISIjI3nmmWdo2LBhjunhRURERERERESKimWMMcUdxIWqWrUqBw8ezHXd/v37qVq1KgAbN27k6aefZvXq1djtdrp06cLEiROpUaNGju3++9//MmnSJA4cOEC5cuUYOnQozz//PO7u7tnKnTx5kpEjRzJnzhwSExNp2rQp48ePp1u3bjnqXLhwIaNHj2bLli34+PjQp08f3njjDcLDwwv8XGNjYwkMDCQmJka3eomISK7UVlw4HTsREclPaW4nMp/b4m2V8fUvOTcDJcQ56droUKk85pfTFZ30uZqU5g8ZEREpGmorLpyOnYiI5Kc0txNK+pRuJecVFRERERERERGRInNFj+kjIiIiIiIiIhfPgYUDq7jDcClJsVzJ1NNHRERERERERKQUUtJHRERERERERKQU0u1dIiIiIiIiIlc5h7HhMCWnX4hDU04ViZLzioqIiIiIiIiISJFR0kdEREREREREpBTS7V0iIiIiIiIiVzknFs4S1C/Eie7vKgol5xUVEREREREREZEio6SPiIiIiIiIiEgppNu7RERERERERK5yDiwcWMUdhktJiuVKpp4+IiIiIiIiIiKlkJI+IiIiIiIiIiKlkG7vEhEREREREbnKOYwNhyk5/UIcRrN3FYWS84qKiIiIiIiIiEiRUdJHRERERERERKQU0u1dIiIFlJJ+mISUTfh5tsLDHlHc4YiIiIiIFBknFs4SNGNWSYrlSqakj4hIPtKdGc1NuuMQf564HqdJwmb5Ub/8IiV+RERERESkRFPSR0QkD7P3/cFTq+Zit9l4tXUZKnokAeA08cSnrCPYflPxBigiIiIiIpIPJX1ERPIwfsNiUp0O0pwOJu1I4dWmHhhSsSwvfD2bF3d4IiIiIiJFxokNRwka9teJZu8qCkr6iIjkIcTLl+iUjN49ZX2CqVd+PvEp6/DzvAZPe+Vijk5ERERERCR/SvqIiOThg079eWPzctxtbjzbojNe7v54udcs7rBEREREREQKREkfEZE8VAsI5v2O/Ys7DBERERGRS85hbDhMybm9y2F0e1dRKDmvqIiIiIiIiIiIFBklfUREisCG6HXMOPwtBxMOFHcoIiIiIiIigJI+IiIXbfOZDXy0bxILT87j9Z0vEZN2NtdyS07OYuz2oXywZyyJ6XGXN0gRERERkXw4sZW4R2EsWbKEYcOGUbduXXx9falQoQL9+vVj48aN5922U6dOWJaV5+PEiRPnLduzZ89CH/PLQWP6iIhcpMOJh7CwMBjSTBqnU04R6B6UrUxUyknmn/gKgH0J2/l475M8UPM/eLr5FkPEIiIiIiKly//+9z+ioqJ45JFHqF+/PqdOneLNN9+kbdu2LFiwgC5duuS57fvvv09sbGy2ZYmJifTs2ZMWLVpQrly5bOuqV6/Ol19+mW1ZUFBQkT2XoqSkj4jIRWoV3JbFkb+Q5Eiiik9VKvtUzVHGZmX/pSI27Ri/n/mJ1qG3XaYoRURERERKr0mTJhEeHp5tWc+ePalZsyYvv/xyvkmf+vXr51g2bdo00tLSGD58eI513t7etG3b9uKDvgyU9BERuUjlvSN4udGbnE45RQXvithtOT9ay3iE0bPcIBae+AZ3y4GPLRU3Sx/BIiIiIlIyOIyFw1jFHYZLYWM5N+ED4OfnR/369Tl8+HCh9z958mT8/Py49dZbC71tSaIxfUREioCv3ZcqvlVzTfhk6lL2Fm6pdDfVfEOoH9iFJmX6XsYIRURERESuPLGxsdkeKSkpBd42JiaGTZs20aBBg0Ltc/fu3axYsYLbbrsNPz+/HOv37t1LcHAwdrudGjVq8Pzzz5OUlFSofVwu+plZROQyahZ8E82CbyruMERERERErgiVKlXK9veYMWMYO3ZsgbYdMWIECQkJPP/884Xa5+TJkwG49957c6zr0KEDt956K3Xr1iUpKYl58+bx+uuvs3LlSpYuXYrNVrL61ijpIyIiIiIiInKVc2DDUYJuBnJgADh8+DABAQGu5Z6engXa/oUXXuDLL7/k3XffpUWLFgXeb3p6OtOmTaNBgwa5jtvz0ksvZfu7V69eVK1alSeffJLZs2fTv3//Au/rcig5r6iIiIiIiIiISBYBAQHZHgVJ+owbN46XXnqJCRMm8K9//atQ+5s7dy4nTpzIdQDnvAwePBiANWvWFGpfl4OSPiIiIiIiIiJSKowbN46xY8cyduxYnnvuuUJvP3nyZDw8PLjrrrsKvW1Ju7ULlPQRESkRnCaNM4m/EJu8CmNMcYcjUqyWLFnCsGHDqFu3Lr6+vlSoUIF+/fqxcePGHGU3bdpEt27d8PPzIygoiAEDBrBv375iiFpEROTK5jS2EvcorPHjxzN27FhGjRrFmDFjCr39iRMnmDt3LjfddBMhISEF3m7atGkAJXIad43pIyJSAuyLepQziT8DUDFwJOUDHyrmiESKz//+9z+ioqJ45JFHqF+/PqdOneLNN9+kbdu2LFiwgC5dugCwc+dOOnXqRNOmTZk+fTrJycmMHj2aa6+9li1bthAWFlbMz0REREQulzfffJPRo0fTs2dPevfuneNWq8yEzL333su0adPYu3cvVapUyVZm2rRppKen53lr14oVK5gwYQL9+/enevXqJCcnM2/ePD766CO6dOlC374lb3ZeJX1EREqAs4m/uP4dnThPSR+5qk2aNInw8PBsy3r27EnNmjV5+eWXXUmf0aNH4+npyZw5c1wDPLZo0YJatWoxceJEXnvttcseu4iIiBSPn376CYD58+czf/78HOsze9M7HA4cDkeuveunTJlC1apV6datW677KF++PG5ubowfP57Tp09jWRa1atXixRdf5IknniiRt3cp6SMiUgIEenfkbNIiAIJ8uhZzNCLF69yED4Cfnx/169fn8OHDQMbMGnPmzOHuu+/ONqNHlSpV6Ny5M7NmzVLSR0REpBBK6uxdBbVs2bIClZs6dSpTp07Ndd2uXbvy3bZmzZr8/PPPhYqruJWcV1RE5CpWI3QS1UPepmbox0QEPHLe8qmOsxyL/5HYlB0AJKYdZtWRviw50JJDsV9e6nBFLruYmBg2bdpEgwYNANi7dy9JSUk0btw4R9nGjRuzZ88ekpOTL3eYIiIiIiWKevqIiFwCc48v4+djy6nlX5UHa9yOp5tHvuVtlichvjcVqG6HM5k1x24hKf0IYNGi7IecTJhHQto+wMmuqAlE+PXDbvO76OchUlKMGDGChIQEnn/+eQCioqIACA4OzlE2ODgYYwxnzpyhfPnyudaXkpJCSkqK6+/Y2NhLELWIiIhI8VLSR0SkiB1NOsnH+74D4HjyKar5VqBfhdzvC74QiekH/074AFicSlqBm83b9bcNdyzcimx/IsXthRde4Msvv+Tdd9+lRYsW2dZZlpXndvmte+WVVxg3blyRxSgiInKlcwIOk3fbebk5izuAUkK3d4mIFDGHcWT7O/2cvy+Wj70KXvYKf/9lCPXuQI2gf1HWtwcBHg1pXPadLEkgkSvbuHHjeOmll5gwYQL/+te/XMszp1HN7PGTVXR0NJZlERQUlGe9zz77LDExMa5H5lhBIiIiIqWJevqIiBSxyj4R3FqpF3OPL6eGX2V6lruuSOt3s3nRLuI7TiUux8+jBoGeDQFoHP5Wke5HpLiNGzeOsWPHMnbsWJ577rls62rUqIG3tzfbtm3Lsd22bduoWbMmXl5eedbt6emJp6dnkccsIiIiUpIo6SMicgncVrk3t1Xufcnq93ALooJ/v0tWv0hxGz9+PGPHjmXUqFGMGTMmx3q73U7fvn2ZOXMmr7/+Ov7+/gAcOnSIpUuX8thjj13ukEVERK5oTmw4S9DNQCUpliuZkj4iIhcgzXEGy3LXYMkil8Cbb77J6NGj6dmzJ71792bNmjXZ1rdt2xbI6AnUqlUr+vTpwzPPPENycjKjR48mNDSUJ554ojhCFxERESlRlPQRESmA+LSTAPi5l+VwzGT2nXkdCzsh/g+yP+kwYZ61aRU6BJulAZRFLtZPP/0EwPz585k/f36O9cYYAOrWrcuyZct4+umnufnmm7Hb7XTp0oWJEycSFhZ2WWMWERERKYlKfX+pZcuWYVlWro9zfznctGkT3bp1w8/Pj6CgIAYMGMC+fftyrffdd9+lbt26eHp6Uq1aNcaNG0daWlqOcpGRkQwZMoTQ0FB8fHxo164dixcvviTPVUQujR1nZ/HN/pv5Zv/NbD8znQNn/wsYDGkcivmAQwnr2Bj9BTvO/lTcoYqUCsuWLcMYk+cjqxYtWrBo0SISEhKIiYlh1qxZ1KhRo5giFxERuXI5jK3EPeTiXTVH8eWXX2b16tXZHg0bNnSt37lzJ506dSI1NZXp06czZcoU/vrrL6699lpOnTqVra4JEybwyCOPMGDAABYsWMBDDz3Eyy+/zIgRI7KVS0lJoWvXrixevJh33nmH2bNnU7ZsWXr27Mny5csvy/MWuZoZ4+RAzBdsPTWK6OSNF1zP1uivs/07Y+YsN8BGqsno2WNhI9Fx5iIjFhERERERKTpXze1dtWrVco0BkJvRo0fj6enJnDlzCAgIADJ+PaxVqxYTJ07ktddeAzKmhn3ppZe47777ePnllwHo1KkTaWlpjBo1ikcffZT69esDMHnyZLZv386qVato164dAJ07d6ZJkyaMHDmStWvXXsqnLHLVOxI/ix3RrwI2jsXPpXPlX/B0Cy10PcGeNUhIz7i9q4xndSoF/R8n4yfj514GR3I6xC0mwD2CBkF9CxbXmRjeW7YGdzcbj3S5hlA/3wJtl+6IJjp+MpblQYjfcGy2gm0nIiIiIiJXp6ump09+0tPTmTNnDgMHDnQlfACqVKlC586dmTVrlmvZ/PnzSU5OZujQodnqGDp0KMYYfvjhB9eyWbNmUadOHVfCBzJmGxk8eDDr1q3j6NGjl+5JiQiJaYfJ+Jhz4iSVlPTTF1RPp3LP0zT4bpoE34WDmxmwcir/t8XGmphr6BIxiv+rtYA7qn2Gr71gCaWHp8/hx61/8v3mP3jy+285m7KjQNsdifo/Tsf+l1MxEzl2ZuQFPReA4zFxjJw9n6dmz+dYTOwF1yMiIiIipYcTq8Q95OJdNUmfESNGYLfbCQgI4Prrr2flypWudXv37iUpKYnGjRvn2K5x48bs2bOH5ORkALZv3w5Ao0aNspUrX748oaGhrvWZZfOqE+CPP/7IM96UlBRiY2OzPUSkcCr6D8DDFgRAmHdH/D1q51ouLXULyUkLMCYl1/Uebn60CL2XlqHD+frgWpxkjCkydd8yANxsHlhWwRulE7FxOI3BaZwcOLOfFUdv41DszPNul5y2A3ACTpJTt5+veJ6e+GEuP27fyU/bd/LErHkXXI+IiIiIiJRspT7pExgYyCOPPMKHH37I0qVLeeeddzh8+DCdOnViwYIFQMYtWwDBwcE5tg8ODsYYw5kzZ1xlPT098fXNeVtFcHCwq67MsnnVmXW/uXnllVcIDAx0PSpVqlSIZy0iAL7ulelcaSGdKy2kZdn3sKycH3lJid8RdaoXZ6OHEn36zhyDxJ6rml84NixsWFT1vbDZgZ7odi1uNgu7zcn1TTcDcDT+/MmXEP//+/tfFiH+92OMISY1AYdxFmr/J+MS/k46GU7Gxxc2fBERERERuUKU+jF9mjVrRrNmzVx/X3vttfTv359GjRoxcuRIrr/+ete6/H6pz7quoOUKWzarZ599lscff9z1d2xsrBI/IhfAzeaJt618nuuTk+a6/p2Wugpj4rEs/zzLP9tgABV9Qkl1pnNn1WsLFUtcWiJzj60jsJwva59+kHUn7iXBcQiAUO/W590+LOBhAn1uxMIdm1t5nvn9M1ae2kF5rzL8r9WDhHkFFiiOp7p24Mkf5mOAp7oU7jmIiIiISOlU0mbMKkmxXMlKfdInN0FBQfTp04cPPviApKQkQkJCgNx73kRHR2NZFkFBQQCEhISQnJxMYmIiPj4+Ocq2aNHC9XdISEiedULuPYsyeXp64unpWejnJiKF4+F5LSnJGb3+7O4NsSy/fMv72r14oFaPC9rXE5s/YnfcUQyGu6tGcVe1DzgaPxcPWxDlfbsXLF57VQC2nz3IylMZYwGdTD7Lz8c2MKR61wLV0bNebbrUqv53fVdlMyAiIiIiclW4aq/2M2/hsCyLGjVq4O3tzbZt23KU27ZtGzVr1sTLywv4Zyyfbdu20aZNG1e5EydOcPr06WzTwDdq1CjPOoFsZUXk8kpKWkBq2la8vW6kTMgXOBzH8fLuW6ixeQrDYZz8FXfE9fe2mAO423pSNeCWQtXjNIbNkcdIdqZhw8JgcGIo6xVUqHqU7BERERERKf2uyv5SZ86cYc6cOTRt2hQvLy/sdjt9+/Zl5syZxMXFucodOnSIpUuXMmDAANeynj174uXlxdSpU7PVOXXqVCzL4qabbnIt69+/Pzt37sw2NXt6ejpffPEFbdq0ISIi4pI9RxHJW1LSfE5HDyE27m0iT/fB7t4EH987sdkCzr9xFifif2L5web8dvg6YlO25lvWzbLRrWxz1989y7e8oNhH/baQAT99xR0/z+KG0OvoXLYxI2r14vryzc6/sYiIiIhIHhzYStxDLl6Bf+r9888/eeuttzh8+DANGzbk0UcfpUKFCtnKbNmyhQEDBrBv374iD/RC3XHHHVSuXJmWLVsSGhrK7t27efPNNzl58mS2xM24ceNo1aoVffr04ZlnniE5OZnRo0cTGhrKE0884SoXHBzMqFGjeOGFFwgODqZHjx6sX7+esWPHMnz4cOrXr+8qO2zYMCZNmsSgQYN49dVXCQ8P5/3332fXrl0sWrToch4GEckiNW0LmVO5GxNPuuMAbm4hOco5jYNVp6ZwPOkPGgTeQP2gf8YAi0zey5u7vuBoSnOa+B3B230izct9lu9+n2twGzdWbEeA3ZuqfuUuKPbpf/3Te3DtoWhm9xt8QfWIZHWltvEiIiIikr8CJX327NlDmzZtSElJoWLFiixcuJBPPvmEzz//nD59+rjKpaSkcPDgwUsW7IVo3Lgx3377LR988AHx8fEEBwfToUMHPv/8c1q1auUqV7duXZYtW8bTTz/NzTffjN1up0uXLkycOJGwsOwz9Dz//PP4+/szadIkJk6cSLly5XjmmWd4/vnns5Xz9PRk8eLFjBw5kn//+98kJibStGlT5s2bR8eOHS/L8xeRnLy9byQu/iOMScJur4uHe+63Wu6Imc/G6G8BOJa0nXLe9Qj2rMxfMT/z6b5P2JFQEbD49WxtmgU5zrtfm2WjcVC1i4q9aVh5Npw8igFala1w3vIi53Mlt/EiIiIikr8CJX3Gjh1LpUqVWLRoEeXLl2ffvn3ce++9DBgwgGnTpnH77bdf6jgv2DPPPMMzzzxToLItWrQocA+chx9+mIcffvi85cqWLcu0adMKVKeIXB4e7vXxCvwfO08/QWLqCRLPTqFGmQdzlEtxxAMWkDEGWKozAYCdMXMwZB/7p2LAfYWKYdmxvcw99CdtwiszsHrjAm835fqBfLtrK/4entxcS+OCycW7ktt4ERERKTpOY+E0l2Z8ywtRkmK5khUo6fPbb78xYcIEypfPmPa4evXqLFq0iGHDhnH33XeTlpbG3XfffUkDFREpSgfivifBaQCLPWffp1rQfdis7B+JDYJ6sTtuBZHJf1E/8HrKetUFoKxXQ6p67+BUqj9n0wK4qWJP6gU2KfC+98aeZvjy6QDM2L+VYC8fOkfULNC2AR6e3Neo1fkLihSQ2ngRERGR0qtASZ+TJ09SqVKlbMvc3NyYNm0adrudYcOGkZ6eToMGDS5JkCIihRWbtJSElLUEevfEx7NpjvU+9opEYQEWnm5hWLjlKOPl5s9tVd/DGJNtVq9WYf9HoEclqvpHEejRhlYhdQo169fh+Bicf/ceAjgYd6ZQz02kKKmNFxERESm9CpT0qVChAvv27ePaa6/NsW7y5MkA3H///QwdOrRooxMRuQBxyb+x/9TdgI1TsR9RN2I5HvbsX2prBz+Bm82HNMcZqgbem2/S5tx1NsvOkcSajNy4CcMBOpetw3/b3FGg2NKdDvYkHKRSGRvHY9Mo6xlM78r1Cv0cRYqK2ngREREBcJawGbOcJSiWK1mBkj6tWrXihx9+4J577sl1/eTJk7Esy/V/EZHilJS6/e9/OTE4SU7bg4e9EsYYMGfACsJu86VO8JMXvI85R7aSOdbP0pO7iE9Lxs/d67zbfXNwFR/uWYQNi/BAO9Pb3kni4XjSqnrh7pHxkfzdvt/54cB22oZXZkSDDtjy+VxNc6Yxac9nbI/ZRcewNgyuMkCfw1IoauNFRERESq8Cpc4GDRrE8ePHOX36dJ5lPvnkE0aMGEHlypWLLDgRkQsR6HMDbrYgADztNfD1bI0xySRHDSLxZDOSTvfEOGMuah9NgiuSMSKQRVXfEHzsHq510SkJbI46TKojPcd2xxLPYMPCiSHFmcZjd/yXV8eMZPbW9iw/dBNbTq/lmXU/sybyIG9vX8HPh3bkG8evp9bx2+kNxKTF8eOxReyM23NRz0uuPmrjRUREREovyxhjzl9MiltsbCyBgYHExMQQEBBQ3OGIlHgOZwzJafvwdq+LzeZNevJCUs4Md633CHwFd5+C3ZKVG2MMc49uIzI5lhsrNeVo0l6OJB2mjL0G/1r9A4mOVOoGlOXbTsPxcLOTnn4IY5I4nBzE/Ws/JiYtkSYpFTn8xF5u+W4NQQEJeNsc2N2a8uDqjNu9LOD5Zt0I8XXHDYvrIxpht2Ufe2jpyVW8v/dz19/jGz5J3YAaF/y85MqmtuLC6diJiEh+SnM7kfncXl7XGS+/At0MdFkkx6fzXOulpfKYX04l5xUVESlCbrZAfD2buf623Mpl/gswWLaIfLdPSE/A3eaBh8091/WWZdG7YsZU62ujVjBl/0c4sXM0NpRkhz8AO2NP8sfZ49TyWsmZs48DEOz3MHM7P8OR+DO8+fkieMTB9LhW2OMd3By+iQaBvvSqVI+5h/+kSUgEO+L3sXDPHwBsij7IC437ZYujQ1hr/ozbw7aYXXQMa0sd/+qFPVQiIiIiIlJKKekjIlcFN/dGeAa9S3ryfNw82mP36pRn2RmHZ/LT8Z/xsnnxVJ3HqOmf93TqO2NXsejE61T2NpxJ8+G0uzdO/LBh4elmp7JfMPFnJ7vKxydMJijwWd5ftYEl1mEq/z3Tu8PY2JvciFtqPMu75avwtrMfbjYbXRa+6tr215Pr+e3wm4T79qFmmaewLAt3m52HahbddNoO42Rf/GGCPAII8yxTZPWKiIiIiMjlp6SPiFw17N43Yve+Md8yKY4Ufjo+B3+3ZNKc6cw9sYCH80n6rD79PZkDOgfaE2kcHMyD1W/mz5iT3FCxISGevkR7NCEtfQdgYbfXx2GcnE5IxJHmhiPdwuZmwLJoEz4YX/cqALjZMoZcuyGiMV8eWA1Ak4A/SXGc5HDsZEK8ryXYu93FH5QsjDG88ufHrI/ehs2y8UL9B2hepn6R7kNERERESiYHFg5KzqQNJSmWK5mSPiJS6hhjOJx4imBPf/zs3jnWx6f8zl+n7sfhjKNq8HjC/Aa61rnb3Gnuf4Iw9yicBmzu55lO3WTe/mUR5F6WmysNJMCjHHFmO7OOfkj7lOtoHzoBu70Wf8Uc4N9rPElyvs4j9buw7eRJzhwKpkkdQ4+KLelTvn2O6p+sfwPXla3D2eTV2NOmX8xhOa+YtHjWR2/LeFrGsDRyrZI+IiIiIiJXMCV9RKTUMCYZR/xHrDy5iv8eDSHOWYZ3WzxA3YCK2codPvsGaY7TgJMD0aMI9f1nmvN0ZwJh7lHA36P/ODaR5kzF3ZYxO1d8SiovL17O4bMx3Ny8Er8nHcDHzQMLQ02vaJYee4CTqaH8mRgKwN6EPVT3q0GE/wM89uvbRKXFYZHGd0c28s6gdiw4MRZ3m4Pfz/xO+9DaVPLJ3qvIsizahNbAaSqz8/QfRCevpKxvb8p4tb3AY2T4+fgydsXt57qwVrQKbuRa5+/uQ6hHGaJSz2Iw1PDVTE0iIiIiIleyQid9fv31V5o3b46fn1+OdfHx8WzatInrrruuSIITESmI7w9uZPWpvTwQ8SsVrXm09oHXq/gybM8NzDm2PkfSx82WOfq/DTfL35XwAbDbfPByCyUpPWP66lV7PfnvLx/yQuce9Klbh3dXrmLGtu0YA5uOHqVzZzcS8MTPlozDHAUg1enMtr/4tFOc5jAR3hankjP2Ferlx8rTnxBgTwbA05bOhqjfciR9Mtksd+qHvVLoY+M0aaw7+SwnEldS3uc6Um0Dmbx/BhYWv53exKTmoynvHZ5xXCw3Xm3yOItPribMM5jO4a0LvT+5sqmNFxERuXo5jQ2nsRV3GC4lKZYrWaGPYufOndmxY0eu63bt2kXnzp0vOigRkYJaFbmHsb//yC/H/uB43CbA4GYZIjwSMDip5puR0DAmnRNxn3Hk7H+oEPAQZXyuJ8CzLbXDP8pWn81yo2noixxPC2TlgTos2NqY0wlpPDl3HjuP38HK43MxJmMMn1SHk9q+TQEI8ayBm+UF2CjncZaK3uHYsHFNcAv+OvUv1p24j6HVv6VvpXL0rFiPV1veSMDfaXfLAjfLEOTpj9M4ivT4HEtYyrGExThNCkcTFnIq6TcsLMzf/0WlxmQrH+ZZhtsq96Jr2bbYLDW0Vxu18SIiIiKlS6F7+mR+2clNWloaNpu+JIjI5XM8KSNpYYCvTtSjZcApLBz8ntqVx+sOoF+FNgAcOfs2x2LfByyiEn6iccSSbD18sqrm15x6ZYYxb8sf/JMbd5CQspqwSp05cDqEtBR3qteI4eF640hzpmK33Jl98BcWH/2a2LRwnmr8OA2DyzFq4RjCa2bE6DSx/F9Nf2oGZ4whdF3Yncw7/iJgSHLYWXD8S/bHfs+tVf+Lrz2kSI6P3co+plHjoEaEnTpLZEoUTYPqUVdTvEsWauNFRERESpcCJX1iY2M5e/as6+8TJ05w6NChbGWSkpKYNm0a5cqVK9IARUTy0z2iPl/uW8PuuEjibe2wQl/Bw5ZGO7cK2colpP5BRmrIkJx+AEMqxxL/YMfZ2ZTxqEqzkLtwszI+Ei3Lonf522jeN47Hfp7Libh47m8Rg4ebg7Zhe0lr54Yx0Lt8d1JS/8DuVh7LFsyr76/DY0sl7KmePOr8BLeoOIKCo2gzxYbNzYkxFi+8toNRw46RkJTEU28txftUc9KbOKg34CDeHg7WnrJYdvxTbqrclQFVmrnij0o5xuyjH5BuUuldfjgV8rgN7FxlfTpQt8z/cTxhGRG+nakR0I33W3QhLi2RQHe/PBNfcvVQGy8iIiIADkrWjFlF2//96lWgpM9bb73Fiy++CGR8Gerfv3+u5YwxPPfcc0UXnYjIeQS4ezOj04OcTU2ijIdPnkmMcP/biUleATgI8x1EqjOZeUdG4jDpwDI8bD40KnMLCenH8LD54+EWQHl/f7657VZ2nIjkuTmzSG9Yl7YRsbQObYrDrT1JMQ9zKHIPBi9O732XMrPiSAv1c32yOsr4c/ZgMl8/3Y4KXRPxDk/k1j5zeOnfiRx188HnuAHs2I/ZOVozlLINo1lxsiYQz4ao2VTxC6ZFSMYU7j8cfZ+DCX8ChumH3+SxOv8r0PGxLIv6wQ9QP/gB1zI33Ajy8L/gYy6li9p4ERERkdKrQEmfHj164OfnhzGGkSNH8u9//5vKlbPP6uLp6UmjRo3o2LHjJQlURCQvNstGsKdvjuXGGM6kReFn9yfYpwdNK6zA4TyLt3tdYtOO4jBpAFjYiE8/xYZTr7AvdhY2y4OO5f9LuE8LAF5csJSdkUlMWHwDYX6+rHzkft7Z+Sa9/PYAsDM6kG+2/0xyWBBuTpM1ACwPG44QJ/sOlWdoxwXs3VyWMyc8cffPfhvNmRhfrNj0bMtOJsW6/p3mTIG/x+FJdaYUxWETAdTGi4iIiJRmBUr6tGvXjnbt2gGQkJDAfffdR0RExCUNTETkQqU5TnA8+lmOJW5naWwYMaY8D9caS4R3JaA8AAHuFagT0ItdsXPxditDnYAeLDpyJ5Ax49XumO9cSR832z+9h4wFX2/dyl8xdtp6ebP5TEXe+K0PTmPBrVDty2hsDi/Awi09Bb+WCQQPTmTX3nAemzMEgLBa8QTsTSHdy4aHzY2Y2naO+vqx/0AIvsGpGLd0GpepSKdydVz77R0xnG8PvUm6SeOmCg9dluMoVwe18SIiIgKavau0KvRAzmPGjLkUcYiIFJmTZ14kPnkR/paT6wMi+Sw6iFWnF3FzpaGuMpZl0an807QLfwh3mzdg4eUWSrIjGmOcnEr9p5F5qlMHRs1cSDoODqXGMmrRIiwg1K0JCSn2fxokGyQEpuF3MBE3K5X08d4cdoZjc0RxLLrMPwF2sNO3ZQOat63HGZ843pz7C14nbSSXNXQNasLjdVrhbdzxsXu4NqnkU4cn62afaUykqKmNFxERESldCp30AThw4ADTp0/n4MGDJCUlZVtnWRaTJ08ukuBERM7HmCQcyb/gJAgnbri7BeA0ca71dsuJwUmYZ/lct/d0+2dsm6qBz/PjkVdJdLjzV+IZTicvorK9Mm98sozTMQkYb0ipYP7er2Hpx9UI3XKakPbxRNXyxS3Rgd+fMdDMTnI/dziSSlxoIOt3V8fd3QnpGckhv4CyzC8Tz7sb5uF+AjzifPDFomfNTXQ6Wp0H7xoPBu594SZufqg7AE5jeGfHMtZEHuCmKo25vXqLS3VI5SqnNl5ERESk9Ch00ufnn39mwIABOBwOwsPD8fT0zLZeM8GIyOWUGj0UZ+paABzGSSoGb6/BpLhVIM0ZzTFnd26q0Jtrw3rkW0+KI50TKXY2xVVxLfvyr/kc2R2OX4z734UMtmSD08sCJ9hWJ5FwzEaZ6Eh864fj/vsx3JKcpFZz4nH/MSygbLtY9t/dCKtsIkR6k57uxp6zZ7ClWVhYOELBngA2p6GCexxfvr06Y5Ix4Mt357uSPj8f3s7/dq4EYHP0ERqXiaBBmfLEp6TyzspV7Ew4wbU1K3NPndZ4ul1QPl9EbbyIiMhVzGFsOErQLVUlKZYrWaG/GTz//PO0b9+eb775hvDw8EsRk4hIgRiT4kr4AFhYgCEmfgaH3B+na8UHqJ/HtgnpSfx8bAXuNnfq+NTjzgXTOZuaQIMqbri7Owi2xzOwzgbeje9Kyr5QcGaM52OlOTGeNnwPJpHYohqpNZLw2RFJQEgZEsvEkl7RG+uXI6792Fcn0m1ERXzS3ZmbdACnj8GWnvHF2WCw/o7bIzCdWzoNY+60ZXgeycj7nO7kxeu/L2FgtcbEpmUfvDk2LRmA15ev4JuDG7BCUli38y/Wn9nPx+3vLMKjLFcTtfEiIiIipUuhkz67d+9m5syZuhgUkWJnWZ7YPNriTF0DZNwChQXH0n1ZHTuH5aednEyO5vbKPekYnnE71ImEeMp4eTNhx2S2nt0NGGwJfxCbmowxNv48WI5x7WZjt5ykO23EeXtgtYnHY7c7Vqo76X42sFkk1PDBa3kcJKWR2CiCjo2qsexYAgawogOx+PvfQd4cfGsnNix8rvEmtpYbTrvBMgbLYeHwSifu2lTe63YnVcKqEzLiICdmHiShvAexDXz4eNcavtm3mfk97+fnI3+wOeowvSs2pHVYRo+kIzGx4JPmOiYrI/flebzOJibzwGez2HEskkEtGzGqb2f13JBs1MaLiIiIlC6FTvpUqVKF+Pj4SxGLiIiLM2U1JuUXLI822Lx65lnOI/hTYuN+ZvbRnfi7rQMrkr1pZTiRXJEDibtwYHht52eM//1rnGd8qRB8nITEMNxCUjF/30eVQhxOY8Pd3YGbPZ2TKf5U8IrBbnMS4gFRnk7KrHRwtroNq4wdMBg38Fu2G3tcGul1Qql/dzeWsB1jt6B6eZLLeuGwHPjjhy0lI7ESujmZ5CBfcHfDHptG0B/RGHcvOvduyTVlqwPwv85D+KLKalYeP8zWqJM4jSEmNZnE9DS+6ngP24+f5KWFSxiy63vG3NCFB9q2Ys0ve3B4Z4y90qVc7TyP1fT1W9l+NKPOr9f9zoAWDWhQoWwRvWJSGqiNFxERuXoZLJyUnB8ETQmK5UpW6KTPc889x8SJE7nhhhvw8fG5FDGJyFXOpO/DeWYIYDCJn0OZz7F5tstRLjllA2npu/Hz7cHd9QaS7kxlY/QPBKXHYHNz50DiZsACC9w906lY7QDVfE9js44SGduSv1JTARjR6BpWBccw//R6MPDdkfa83KgsBw+HUObLPaS6R2Oll8EyFm6pGfW5nUnFLS6jh43bgSg+i9oFXhY4LbAs3ANCONPIDfftSfiedmJZEN6kLEfcE8EY0v3sdLzzOrrVLs+ZOMNLU3+hV7v6+AR50j2oCZ3C63Pnsi9JcaTToWw1KvuV4a+zp7hp0VQcNie2WDeenr2A7++9g013P8pvJ/fhsJx0Kp+R9NkVeZp/zfqJ2OQUxvToTK96dfD38szoDfU3X093DieewM/uQxmPgEv9ssoVQG28iIiISOlS6KTPunXriIyMpGbNmnTu3JmQkJBs6y3L4p133imyAEXk6mPSDwCOfxak74Zzkj6JSQuIjBoCQIxbJSLK/Yrd5kWb0FsAaFTmLAcSItkdf5TMPIeHLR2bBcaAuz2JgNRKnNxh+M+MbbgdTiDQeJMeFgduKYxe4E+0TwpU8cHrsAPbiTOkNS/3994tHH6eYLPAabBae7Az+iSBwQ68o9xdv0nYDJxu6k3ZFH98TiTTvEoYW6P3E74hBXuyITF1I+HXfoiHjy9T5w5i1spNxFfOGDj3gQ6tWdHnX/xvyyq+XPU7zba+Q4sGEThwAuAMcBCTkDGuj5e7O10r1nEdm01Rn/Pcz39x8EwZjLF49ueF3FC3Nje3bMjBqDP8fvgEt7RqxE9nFvDLn6tws2yMqn8/LYMbFNVLKFcotfEipYcz5VecKauxeXXH5tG8uMMREZFiUuikz3vvvef699dff51jvS4IReRiWR5twF4b0v8CWziW1/U5yiQlLwdsgJN0x2HS0w/i4V6HhNRUfNzdSUqAaxzX0yj0JLOOLiM20oZnpUjwAafxYnNcOknppzBVoM7vyVRoe4qdm6twel8g7tv2E9XX4JniJCXYRnJlf+JTUmjrs41lVlMAKlaIpOobhrg4D2IaBtO14u+ktrXx5wf1cYu3SA5z0qRVJATGc3xbGH96BLE65U9CTlq4pTgBiz9+tXFmoB8BwQlUOnmQ/aGNXM/vm41bua95U77/YAXeeGHZDes9DmP5ZSStMHBHvUY5jkt0yj7Wn/4Em601GZ1iLTzsbgC4u7nxTK9OACQ7Uhm06gMgY9azecdXKukjauNFSgln6nrSoofgNBYp8R/hEzIdD88WxR2WiJRwmr2rdCp00sfpdF6KOEREXCybL24hsyF9P9grYVneOcp4e3cjLmEqAHZ7dbAqc9/3s1i6bz/VQgM443sEvNJIP+qLb2QlqgbvomJAPF6prUmPaErcmQ3YfNKoZTvFvU8vA6Bzv0289fStJHt54BVrI6bKP/cRJ9Quw8aTwfg7HZSrdJpaTQ7iZjMc2htOuaBYbDYn3oFOGv57GzufrUTFjin4VIsCoMZ1hziyxZc0pwcpxx34/p21cbM78fROw2YZInf44VUnmfjAjI/lxkHB3Nd0JGHHzmDcbKS3qIUj2ovuD9Rn7tad+By28/Hy37i+bi0qhAflOD6dG28jLd0Nu6nI2B59cwzY7GGzE+4ZzOmUszhxUtW3wsW/cH/bfyqa/afO0KZGJXw9PYqsXrn01MaLlA4m7U+cxnDEkUoaBityENXLLcDTvVZxhyYiIpdZoZM+IiKXg2W5g3vugxKb1M14p+8kIngSqVj4eHVhzeFTLN23H4AT9uN4+adiWeBRLZ6A1DhG9ZuOMRY2ayMvrL2Ts2eCIc6Ntp3X/b0/8PJOo6zvYQ6ZjLFM7ImQmnG3Fc4UN4wdMBZntgWz2OZP2+67KOMXR0p6Rk8aYyDVzZ2Y7oEEhx8DA5aNjGGF3BzgtHOmng13HPglpnHnoHjKhXbFbqtGr9sa8N1/F+F5KoXaLapye3BlXj12JiM2hxNbdByWtyfux20EbnfHAA6cHI48my3p4+dWmbOnO+Ppt45b2yRxT/3huNu8chxDm2XjlcaPMPf4CoI8/OlTvuPFv2jA+n1HGPbJDJzGUC2sDDMfHoyHXU2NiMjlZPPqTkrsG6QRDYDTpHAsdgrVQl4p5shERORyu+Ar8QULFrBs2TJOnz7NCy+8QOXKlVm/fj1Vq1YlLCysKGMUkatYavphElM34evRGnd7eUzan5jo2wGDHTfcQ3/EsgUQ6pOKBRnzcf09hk/mWD7XN/dhdWx1anufJMwjgfCyR7DsvhBowzOlNhYHAIuoJD/WtqlMudZn6Ba0lrUrG+BuS8ZWLoVD2yv9UyGGlHCL/QmhuH+QjtPdjfT7wfKA/asrk5rswb5DFfALTMQzNI3gpA6USzIcT0vA+DuxeqZxV92y3Fn9GUjbQkrKr9z173Jc0/kxkhNTadK+FpGHovDwcic1OQ0DGH8fEioZNqz6C79jaaT42KjcsBy1q4QxaeFqktLSuOfaFszfuZspywIxdAegU7kEaobmTPoAhHsFM6RavyJ9vRbv2OP69/5TZ9h36gx1y6tNuNKojRe5sllu5fEJmYXjRCdsGCwLDiTuo1rI+bcVkauX01g4TcmZMaskxXIlK3TSJzExkX79+rF48WLX7QIPPvgglStXZuLEiVSqVImJEycWeaAicvVJSdvH7pM9MCYZmxVA7XKLsVK3YCPzFpR0TMo6LHtNaoeF8lafXvz0504aR4Sz07aLPbEnuaFcE36KXETaybZ4WOk8U2kBG2IqY1lgbIYvN7fE589yDGl5mBOmD3FlduOwu9GqzWqu6bgdp4F3F/XBt6I3jshU0kiizD3HKBuUTjo20hvYqHzoNA1spwgLr8UblkVahTTSUyz++L4iYUsjWfVIIulOJ5ZlcX/Na3iyUwcAYuM28uf6ewkITqVM2HvUbLwId/eMAZnLVQ3j3d/Gs27+Fj5P2M1+/zS8diVgLTmJCfTDM92X+hXC6PvoxyTbnKSWsdiw7yjdWtTK6Lb0d4IqNd2R26G9ZFpXr8Tnv20GINTfh8ohQZd1/3Jx1MaLlB4eHjXZk94AH46S4PSijE+d828kIiKlTqGTPs8//zwbNmzg+++/p3v37gQE/DPNb48ePXj33XeLNEARuXrFp6zCmIwZqpwmlujE7/nv7yt5rIonwR4pJDrseMWNxjgjcfN/lD716tKnXt2/t74GgFn7PyTt718JUo2do6lBpDsybsdyHvDmsDMBZ1wQo34JYeF9XakZ0JAQXx8alLmP9Udn887SkyQs9yH0TDwRjcpyuucOfHxTMupzunGgSjkGDN6CZRmS2EbLNrEsOZIRQ0o9N+p5N2afMwnIGHY6Jjnj+SSlpPGvmz/l1PauuNmd/Ps/q6jR8WPK+A5g444QPp63lkphQYx5qAedrM68OW8+W56fiXEYkmv5EtehKt//+QceqTb8/ZLocN1mvP2c9GwwnhX7KrL12Elub96IemUvb6+MLvVrMPW+Qfx14jTdG9bEx8P9su5fLo7aeJHS5bqI99gU9QkhNn9ah40o7nBERKQYFDrp89133zF+/Hj69++Pw5H9F+TKlStz6NChIgtORK5ODpPGpqhvOJOyC3+HL35uCdgsH5JSfmf2sbrMPV6Hev7RJKS78X2rOZiE9zF+/8ay3HLU1TjAjt04SLfc8LLSqOA8S++4FDZtDsaqEsqulLNgwGmcdP5oCgbDiHZtaNH+GppE3MXdoTt5PXkJJwPgzNajVL/JQeac7BW8Q/hoyON8s285WBmD4LrZnGTeZ+aWYmfL4RiubVKV1YknqBAYwPA2LQFYv3kfp7ZbuFdxEPpoPB97tKb2X3voUPY+vlnRlT3HqrH3eDQR89bS0unO6XGrwGFIreDFkZE1/44hneC1dm4euIqIyqcz6o16mml3zrksr1NeWlWvSKvqFYs1BrkwauNFSpcQr1p0r/BacYchIlcIBzYclJwZs0pSLFeyQid9Tp06RYMGuU/ra7PZSEpKuuigROTqtjHqa9adnoaFhbutJv3LDyLAqyNRcR/SIPAY66OrsOZMefqV30qSMXjby8PfjcKMg+t4Z9cCwjz9GF3XEGaPpEZaGnidopXfPo56BVC9zSoad2jANSH/4bEf53EyPh43m8XBs2fxjIJpX69l/ubfiK97Gt+V4Tg9LLAsUsu4c3BzGJVbHsfCxuAqd2CzUvlzfh2qddhPXKQPW/bXgCCwpYHfXxnZoZRNZ9kx+eFsM2jVqVUep5edkAdjOegTxp7Isqw/VYPd0WWpV/EY2/6qhtMYjh44ycLnZ2GcGbdrpVT0Bts/9biFp1CuYsYsYZYFyY7oHMfzdGQsO7cfpV7jioSE+l+iV01KA7XxIiIiIqVLoZM+FSpUYNu2bXTu3DnHuq1bt1KtWrUiCUxErl6xqcexsDA4SXUm4evdD/f0rZRJns7L9WDOyTq42VLpVnYnJx3e1AibhmVZJDlSeXXHTziNISk9hff/OkAj3+OsSLkWUkJpE7EvYwYvDHFpf7AlfhffDr4VgOcXLOTY0bN4RWckVE5vdccjwJME7wTAN2NwaMtw4kgZDqcGUzWoDE1aN2HtsVGknLGYObIbAA3r27HCw9n3ZzSO2FQA2rSsQVxyCvO3/UW5AH+urVOVsiEBvPTtv5h64k1OxPxzC83vUZU5kRJM8nVxWHE21u0+hI+/LwT5Y4uNp0edeizwsjiZnICvewr9B67FWBkJIWPA36NKtmN58vhZHrj9A84GJuMZ4MHU1x+iXPmgS/sCyhVLbbyIiIhI6VLo/lIDBgxgwoQJbN682bXMsiwOHjzIW2+9xaBBg4o0QBG5+jQqc5NrmvH6gb3xsZfBkTwfm2Wjogc8UGkXvcrtxIYhyZnKzvhNALhhw8OyYwGpqTYWHazPf3Z0Iy3l7zF8sswAkJxiZ/bh1a6/R17bgWBnlhkCHAbfz8H/h3QCDyRgpTjwPJVGheUp+O9ycGPN+gCcjY6n/cBNNO2wg2ad/iDF/xg7N0WSmuQg3duNzoMa8+B9nbnno+8YN2sxD077gW/WbAWgVcsaPNvlGcK9U1y79T7rICrcAzwNzhAHMUGpULcalA3BWasKNw7ryZL+/8fr7bvzZEtDeZ9gKvj1wdMtHE9bKD5uHuw68ynm74Gct6zfz8mGyUQOg8M3pzJq/Q9F/npJ6aE2XqT0i47/nH0nbyY6/oviDkVESpjM2btK0kMuXqF7+owZM4bFixfTunVrGjZsiGVZDB06lL1791KnTh2eeeaZSxGniFxFynrXYWjNGSTHTcIkfMjpY7OZfagJg6tkzNoV4yzP8dRIfO2p7EkNwy9+Bau3VGLO5j9pVT6CqAqx7IxMx5AxJokjzY2qfr7EpfenjMcsdn7tx6ZXQ7D7buSPH3fR4Jo6LFu9m8QoJw4fC3uShT0xFfupvwNKTMf3SBK4ZySPgnam89WkVQSfsePl3YdFU5M4tiljHlzPBg4yB/2xgJggQ2J6Gn+dOO1atmbvIW5v1wSAij6V+U+bfzH0nS+xV0zAXjcFbyAxxU5quh2feDeMlU5yiBtuqYbPZq/GP2U3s2LXY1lwY8UBDK0xgH0x69hy+v+ISTlGTMpW/D2qku5sildNXxJO/HNsN1lHLuVLJ1c4tfEipVtM4hyOnnkWgITUNbjZQgj0uaGYoxIRkUup0Ekff39/Vq1axTvvvMPPP/9MjRo18PHx4dlnn+XRRx/F29v7UsQpIlcZN5OISXgn49/Og+Dw495Vfake4cbaVCcWhjZB+6niHY3tTHP+M3clAH8dh7Fl57Gx3I18uz8B4zS4n0yj4lvxdP2hBX8lwZY3gsEB6XFpfDDqBZ7/LgzLGox7PCTWgBQbBMYa+BOwDBgL45bRMdICHB4ZSZ0Ppq8gFUOZTSGZYzvjnZSIW4CT9FQb8ZVs9G1Ul3TrDB2auPPb/7N33+FRVOsDx78z29N7L4QEAiE06VIEBEUBpei1XK+Cit1r74pg916wo9eOXqxXQQQUpYv03ntLSO91+8zvj8VofoASpSTh/TzPPrIzZ868Mxv37L57ymYnuq7i0Dy4vV42Z+czb8seEoODMbiMqGmuuus3G71o1TY+uOUfXK99SVmIr+eOZ+4OtM0G9NH+qGUGZm/fy6jww0zeMoO/Zfx6/2YcOMCkTSsByIiN5aCWB0D3iBan5gUTzYK08UI0b9WOJfWeF1TPxmbujVE1oKr+ZygqIYQQp1KDkz4ANpuNhx9+WH7xE0KcMopiAkyABxSo9phZXphEcVgeUdZyWvkXouHHgNhnyc1NBmbUHetwmxhlncWPS3uju+2ELq6gsMZFkP4wQ/x1vgyNpbzIBCgooVVU2ZfTrWM4cYHxhDoPE5BYTfzgPA7HR+HeYsGY6SI+N5Oiygpsag57ymOxWJ1YAl048cMTYMRY7UEB+g3syth/XsHG7CKiAv359MAsFuyeSVQ7nXMjQvjpp/Ys2X+Qd39azdvzVqPpOpquY63W0SsM6KEeALQqIwn2UFDVuoQPuk516wCiFhZSnh8KFSqg8M/PvqUgLJSMiHgyo3IorI3jv3uq6u7Hgdoq7k8+j0OHCrkx4ei5WhpqbV4OM3fvoGNUDKPbtKs3QbVo+qSNF6L5CgsYS2nN54COrsPi4s2c52yLqqhEh07C33YBZWX34fEcICjwHvz8LjnTIQshTiMNFa0RrZjVmGJpyv5U0kcIIU61aq+B/eqjJCkzKHRE8t/9bYny9yfZP4yMwA2o6ICdQzWbCTKnMSAzgRU7D5EZn40jQGfmiljC1umo+0sxmDWGTsphxfp2ZCQU8vTU3Ux6sSV51iB6PFJEideGt7qY8F4FxHUs9AXg1Sjs4cTcw4lFcXNxXBpPb/qB99vMYO6edgSnVuDRVL7LzySPJLpqUQzt3ZbzR5yD1WihZ0ois/ftZHvlMlIidRQgOrocq58Ll9NKdmkFHk2ru17FqqD/FIyWZkcL8eLaE0SO5mDM/i9JaxHG3qJSjHYFg1ulplUQiX7B5FdU++5CpZugGD8+2NQfVdFQA7x4lRpAQVUUWppCmD7if3i9GjtCV/PuiokEhwf8qdclv7qKq2f8D6+uMU3fhM1komVwGNsKC+mXnExUwJ+rVwghxKlnM2eQHrOctYWv8E3hQUaHbkRBR8dLccWLeD07sDt+ADRKym7Daj0PVQ0+02ELIYT4C/5U0mfatGl8+umnHDp06KjlWxVFYd++fSclOCHE2anW4+TG1S9T4CjDoGTwepfbWTvWtypVXm0uX2fNB0BBYeG27cz4zoPB4GXIRatYlHMOP++IxRDmJSJNwc8dRZfRlXy6cgAOpxlF0XnrhhmEPRhAkT2QgDAP1XoQMcabiGk3sS4Gi+qlS0ARNV64KKY326qseFB5Pf9cuqZmoShgVDW6hGbhunwA1g9LeP3OD/l4wv+YNPtBElvFYPd4KK4KJDWqCF0Hze2Px20mMy6af57fm+1ZhewtKCE8wI9wk4nsvHL0Hf5gAm+MhqHGgMPl4b5e5/LNuu0s3bAfLdiGHhnEU8MH89T/viK/wkj/3gaSWswg1Ghnxc7WLFvWHk+Yl7ROEQxOaE3QonK+OJJgqiqrYe/mLLoMyDj6xp+AnKpK3JpvriRVUVh66BB3b/kOr64TbrMxf8xYgq3Wv/LyizNM2nghmjezKZGwwLF4Cp/CqRnRVR0NlVx3KLpjD+a6Acsauu49o7EKIYT46xqc9HnxxRd55JFHyMjIoGPHjlgsllMRlxDiLLavOpcCRxkAmq6zongHGcG+pE+sXxw9Im5kVfEH2N0GFiyNB8DrUdmwKo3aRDft0gtQFdBC/BjjHoE76QA/vnukB48OH21qz4KIaMxmD+8c6sOFcaEkVYVRvdOKKc3LzgMJ2Coi+ODa+wg88h6X7fqMnvGHAHBpVkyqA4Aqj5XB1pa89O083/PyWr7/eCk9buzD5i25WCo6sEKz0jUugIc6j+O5LhEALF+6m36OMC7v3oqgzgHM+GoL2fmg6zpek44zxU3EbAfhm6t57+fPSL48E1VR0HSdWpcbK/fx9pjloLbio6JAYiyVKAoMyNzG3s3JFBWEMDwwgytSO5HlzOVr4/e4nW78A60ktYr+069Nh6gYusbGszYvhxCLFX+jGe3ISmEldjvbiwrplZj0p+sXZ5a08UKcHUINeVwYsg07Bso1PwrcQXyS3xIFeDAxhHDVzZoNF/Jp8dccttnpFpbMy4OHYjbIIAEhmjOvruBtRCtmNaZYmrIGv3O/88473H777bz++uunIh4hhKCFfwzBJn8q3DXo6HQKTa2330MMu2sjqXWaqHGaAR0UBddyA3F3VNb9RqlG1uIK/4it5Sb8A+KoqbahGjR2BoZjNGtoqGRXh/FTcSGoa1i6tiPuQh27wwIoPPL9PN4YMQyAdeU/HalVYf+uOMJqqvA4/bm0x310iG2F2WLC4/ageTUCEkIY8/aXuDwaKHBz18H8s2f/uvh3bc/lyYe+RFUVtFk6BX/XcMcrBFUEYPd4qWnpxagohG+uBk2nsrSW8sUHUVuApiqc18aPML/lvsq0PcSYWte7P9qRpecPZZXTZ8ZbmI0Gbv3XKL657WOqcqt5aMhzTFoygdCwgGPOx1PtqWJVyVICjEF0CzsXVfl1PLXJYODzkX/jYEU5sQGB7C4u5uMNG/DqOhF+NiIDzXg0L0bV8Ov1rt3Hm/d8hNFi4q4pN5CUHtfQPwlxmkgbL8TZIbvyC8CXsC/XzWyojCPHEYoO3D13GLb3rGgKYMwnCNhmX8zN2dV8OO7vZzBqIYQQf0aDkz75+fmMHDnyVMQihDgLFNm3sL9qFiHmVrQOvuyopEOevYyp+3+iV1hnUgJDyQxpQbsjvXx+oWJldX4SlS4btl7lmFcGEFlWTUilh34pmcwtXA06ePN1nvsoAWd8IMHx1VzZbjcXthvOv7IPU1CWc6Q2HUXRmb5hC64IGw6Xb4Jn0NmUn4eu6yiKQqAhlip3JboOu54Pw10WjaKAveda+nzUmeen38P3Hy8luU0c6Rdl4pqy9Ug1OjNmreWfl/evi/9wdgkAmub7wG0sBXesjj20GofViGKAkJ9++TjuqyZr4yFCF5Sg+5lIvbIdynDq4uwdOZZVZd9jo4yiw+di1OO5oncqX6/dCoDb4+XrLbvQnL5Jog/vzuOSKybRtnc6rz1yOTarqS42Xdd5dc/z5Nqz0dEpdRVzUeyIevffoKqkhoYB0Ck2ljnX/INNhbnMrVzI9esmE2sN4z/d7iTU7Jvf54XrppB3oBBFgVdve4/JC8Y37I9GnDbSxgtxdggwplOi+348UBSdGs18ZI+CmmvwtT+KguL2oihgsoaS9cAPeK+/EoPBcLxqhRBCNEINTvp06dKFffv2MXDgwFMRjxCiGXN4y1iQexu67kFHw6haSA2qvzLIXWv/y4Fq31Csi+I6cUXyeVRV2pk84RuyDhZz1fV90ToHU+nyLR1t18yMGbaSG1qs54AjFo9/a9zO7Sz5IomS+QE4hwQCUFHrT5VSyCHPf9he2RFFAXSF5CA7XUI6MI0qPFEejAY3ngLfsrVBShZ3rL+OSGs0P+wLJtgvAn+rC/MLTvT3wbvaRHFJFY89N4MWKZEMHz+Ucq+Dv835HN2mYbCrqB6d4KL6cyL0OLcV8Ylh5GSX4gnUsaf6EjwB+1Uid4CugG5QcUUHYiyrJSjMn7KVh1E1DSqdLF5XyIElIxjZPp9zUi5HKRvC/ndtoCjccucg7ujvS8is2JdFVnE5AMlRYew/ksDSVNACrWzdk8eStXsY0ufX+X08uocce1bd8xUlKxgQdRFWw/GH+bSOiKCEIvbk+RJpeY5SFhZsZHRiHwBcDje6rgMKTofruPWIM0/aeCGaP13X+eIhJ47AViRfWoYr1oi/xY3V4KLKYaWqtQlDuZHIpS4Ur28+OEVV8JgUbhz0FO8vmICqypALIZojTVfQGtGQqsYUS1PW4DXQXnrpJSZPnsy6detORTzNUnV1NXfffTdxcXFYrVY6derE559/fqbDEuK0s3uK0HQXOhoKKpWurKPKHK4tRUNHQ+dQTTEAX05dxKqfd5GTVcLkid+wKWc1AEemkqFjaD6ra2P5pDKVL/Lm41TDCf+pGEO2w1foSMIhKrASs5KDqoDRoGOsUnHObs0ni6twR7nRgjVCwqr5+IrXeWrA56R134OuaBQ7C4gOLEY14EsWmcFynZOwOCt73E6WrtrLfz9fweUv/Jeb5szEoXlwh+poZh2vv0rCyFb1rjEg0MqTT49CrXJgLHYQ8b2HbjuisO7yvSWbE6z07dMag7+F7iPPISQzDm+LKHRANxrYlxnEDztbc8v/+rG9sC/PPzmDVcv3smrZHl586tu687w5bgSDO6cSlWamvHMl4z6/gUG3DKJ2YFt0m+9X3fAQ/3qxmVQT54R0r7u/e6tLeWX3R3/42sZaw1BQUHSFaoeZZzct5OF1X+PRvNzzn3GEx4YSnRTB7S9d94d1iTOnqbbx0s4KceIqyyeyaelhRo44THWsDRcm/IwueoXvx+jUqNQslHU14LX6Vp5UADxe7Mn+5Kw5wJjzJnBgW/YZvgohhBAnqsE9fcaOHUtJSQndu3cnJiaG8PDwevsVRWHTpk0nLcDmYNSoUaxZs4YXXniB1q1b8+mnn3LVVVehaRpXX331mQ5PiNMmxJxGrF8v8mpXYFIDSQ0aflSZm1sN5LVdP2BUDIxN7QeAq3YRYANUdB0Oliwg3BKDUzdi0r10DMzns4p2dXUcdpl49FUHn76QzcEsD94+HUhJ/InMhCxC/O4gzFJLbqWdgK3hlFTU4LZ40Y/MC1TjNWNSNdKiCimp9me7Mx4vOpnhgWwrrwZ8q4bhMqJHReN1+lY30tExeHTK7Q6wgLH6118mFmQfwuH2YDX53nI1TWfW3r2U9w5DzXMQsqOasFt3EHZxAQWFwaw8nMJro/ry1HjfMJt5C7fx3L4C3EmRdB/Ymlm1vybLLCYjlZX2uqFiFRW1uDwenvl+Eeuz89DC7BTGFVJQDWWBNcx95W7C/reUJav2cV63VnTLrD90DuD6lDtYs+5BSl3VeHQDu6r2/+Fr2yIgmhc6juXdPQtYU1sEeJmTs5kh8Zn0H9yBT/e/8Yd1iDOvqbbx0s4KceKcjhmMviGc2LQaqI4AdIyKRri5lsvbrOfLHV3IrQ6hurtK6CJfT1V7uErQRgeK0UTBlsPc0mciw8b0486Xrz2zFyOEEOIPNTjpEx4eTkRExKmIpVn67rvvmDdvXt0HUIABAwZw6NAhHnjgAa644goZGy3OGoqi0j/2Zarch1lTMp3p2RNpHdiLtv6J+Fs6YjbGcl3LfgyL68yyki3kOHI4XLGLgcNnsmn7+eQWBdPjnq0ExtZSUBGISzei6/Bkdn9aBxTj1lRMqoZNDSOx/cc89PEOMCaiqGE4Pdego2E1xvFKp0Iunv0haG5MuoJlvxl7Zzugc3m8r4eDokLht0HYe5gwBysUuA4TaoN4S1u2b8in+ttAjBXF0M4EB814A3RqM134VQXQLSGW9cU5uNFRFYXY4EAsRgNVNQ5Wbj7Ij4f2M2vnLohRMARaCe1mQvXzJVZioytoYa8h2i+g7r4NHtiOju0Tcbk8xMSEEPLDElbsz+aSjm3plBjLbXdfwPMTvkFRFG696wK+2rCNL9f75vOhCEzJKoR5cXhdPLr4ITZMtqC7VKYvzcaeV82QYZ1J+82KXqqiMiTmQj4+9A0AF8b0PaHXt1dEWz456OtdYSzSUWvB0kNWemlKmmIbL+2sECfO461EMXSh99UL2er2J9JQQY4rFH+jbxiXrkNyWAl51SFUtbNgqqwiYJEDvwod3WhAOfIDg67r/G/JelqvOocLe2SeyUsSQpxEuq6i6Q0eDHTK6I0olqaswZ/GFy9efArCaL5mzJhBQEAAl19+eb3tY8eO5eqrr2bVqlWce+65Zyg6IU4/RVHIse9ic/kcAFaV/A9nzSFCjSptY77HYmrBgsI1vLt/FgoKc0zVvJhcw+PPzWRFbSIlmpUqjxWXfuTtS4fD9iA2VsSho2LUPYQocbjbGTCbOwKwLiuH+2Z8R6XRwZWt25EaHYYOVKd6CHAqhK6rJGR5GY67A6jQbRwqCCV7biDrXg3H+KCJqIFOAFQFtm+uoPyDMM45bzcDr1uLF5UPdvdha1UCYcYA/j3wEqbNXktCjT/dO7mwmEv5e48UPF6NG578jKz8MiqTALOvJ5DXBsVON+m/uUePdbuQYIsVXdcpddYSYrYRGRHIa0tXMP2b7fRMTuTrW/+O+cgX2V59WvPlrLvYvvYgiS3C2Xawot49D/nJguEKhUuSYtgw7wC6MwoU8Li9zPzfGuZ8v4mpH99CZHQQMw5sIbemkstSe9A5NANd10gJSDzh1zfAXELCbjPah1YUFJZkraXXv1P/+EDRKDTFNl7aWSFOTF7VV+wueZxo1UGhZiTYYCdQdaB7Ic8Tip/RjVdXKK31x3TIgleDokQLVks2xhovOgqK7cj8bh4PtoM1vDz6P7Se9wgpbePP7MUJIYQ4LvkJ9hTbunUrbdu2xWisf6s7dOhQt18+jIqzjVf31HuuoaDpNVQ6lhJpasGOykMYFC+KBoUFQWQFhGOrrqbCZYJY8Dc6salO7JoFFKg47Ice5UuieBQjO0tq6Pv2m0zscwH927Tkvi9nk+VXjuYHb+asIfIzFy0GRnBILSdq+l6MBQ4ArGtrmPdwaza/FYahxverpzfGgEdTMaoaug4926/FfreNjq0PoKqg6BoXJWwlb386U3qP5sd5e1i35zBtY/N4pO//0FFR0MjKDiMrvww8Xlrai9lrjgHA4ICqcAMXxfyNHZUb6BDSgwFRfVi8dR93rP4KR4CbBGsIT7UfyhvLVgEwfct2uibGc3lH36+rbpeHfw5/maxDpRhVeHraTYTYDVSYPPjlegkpNDHrwnuZMuVdCp+oBe0QxEWj+9nQjCoul5eDB4uYVbaT5zYsQEXhy/0bWTT8NmprnDw5aRa5BRWM+Vsvenf7/QTOiPgr2L1uBrVHni/+bjP3Pjsas1maG3FqSDsrxIk5WP4qoKGhYVV87bCiQJ+AXKbmx7PRGU6Nx0xNaQCKF1Svb0afwoExRC4vQ7WboMbtm+fHZEI3m0HXeeXBz3h11v1n8tKEEEL8jj/1Kby0tJSXX36ZBQsWUFJSQkREBIMGDeLuu+8mNDT0ZMfYpJWUlNCyZcujtoeFhdXtPxan04nT6ax7XllZeWoCFOIMaBM0kAPVq8mqWUeEWkCIWgsYCbB0AyDaGoRBAQxgiXDx2EsXY/0yC9WiM+A/XkLba1i3mMgrjsBTZkKxlaNH+pI+v0zu7LUU89Wel1i0qj2OtVVoQ450D9V17PEGOs3y8tjtQ5hUMOnXwDQNU6kRPcgPanzz9/iH+lHqNGBSPZhQCAx0YEn34DaqmDXfOSvzArknqgudwxP4kT0AxIdW4NUUpv3vHLbujCFj4E4qe2v4WypJCSkmobaC8IIKZuankVYTTGvTAC5oPaoulCdmf4+jpRuAw45yfi6uP6+Oruu4vF4MisJPC7dxsKQWJcCGG/j2g2Vc7hfK3LcWoPtZufxZ35CXeU+tAQ+g6ISanVTGRlJj9hIS4UdSq0g+2bEFBdDQyamppNLl4L9frGTxit1oms4T//qWOf+9HZvVzPH0DO/Lpb1r+WzzTyiKQnJaFCaTDK1pSppaGy/trBC/z1X7Fe7aGcQadA55FSo0I0ZVO7JXRwPuiV/FLnso7xR1wZrgpnhPKGqghu5WcEdYqG0Tif/2QqjxtUsoCljM4HSSd+jY/48JIZoeLwpeGs+KWY0plqaswUmfnJwcevfuTVZWFm3btiUpKYnc3FyefvppPv74Y5YtW0ZcXNypiLXJUpTj/7Eeb9/zzz/PxIkTT1VIQpxRRtXM8ITxADjce6l0/ESApQc2cxt0XWfVRjv7diVjDXIS264AQ2Eluq7gdSjMH6Py9sFrWbpjOtou8MspoeQ8K5m2XHKdIWSXhWHyaIzqvgabwQX6fvw/7oc1z4gjVgVFIWC/l1bpcax2leIJMmGs9H2I7XjJORRXB2EZYsAS6CU4yI9h3eN5c/9HaLpOr9BSthQmMPdgBmG2GoYmbcZQZkCJ1thj/heTti5Fb3kuyfmhbCxox0fznby9uw3uGJ3Z1cVo/gq1uj+zyltjKTQSrDpwx9nYrSiMePcTvr/1OmKDA9F1HVuN4lvHHUCBZEMQ47p34ZttO+ielEiNyUnbaS8R4DQS+p0Hy5FGUUcnJ6+Mg9+vRtFBdbpRc0vIzynDP8QPZ60TFGjROomFqWYcbg8Vqpcrp37BQ6P78n32Try6zvnxrQi12Kh1uFDtHhRNx2PT8Xr1Y72k9fzjtsHExkdSXlLNBaO68OWmrTy7YDGhNhtvX3YpbaIiT8nflfjrmmobL+2sEMfmde/EUX4vAGGAwe88aoglv+Yb/A0u0BWKNSNFbgOv5J9LrdcMqkJQ11Iw+X5Ise/3h91WaltFELg5H1waitkEXg1QcJsMLN11gL7pKWf0WoUQQhxbg5M+jz76KHa7nVWrVtGtW7e67WvWrGH48OE8+uijTJ069WTG2KSFh4cf81fG0tJS4NdfIv+/Rx55hHvvvbfueWVlJYmJJz6vhhBNhdWUhtWUVvd8w+E8lu8oAlTs5VaKN0dgq6jASAWKqhCXGk1oSBJX372Uzdvi+DqnCy1blTEmcTkleiBlVX6s35+Gv8l1pEYdNcVF3PdgT1AJCarGlaRz60MX8c6m9Rz+Z1v8tpbjirEy7dlxRPr7c/nb/yVrUw5Gi5OKddk823EuoHGgOpS0kHCeG7iamTmtmLivNwNjIcW8in0VoSzYY0BxrsZaYkLRFd7Y1wFnaye2Wg2zXccVDppTxeCAsDUuTLUKjlZenJFG7G43W/MKiA0O5OWHvsDw1QFiOppxDgpFPaDx9kcL6dqpBa/e24Pv16/l7f9sIdCgYi6swKP4YzSpGNy+D+B7c0sxHsnNKIrCjo2HmHbBJHTNRHJmEq0yEzANaoVjpW8VJlWD4sIapnywnP5xqfzj4i70TkhBURT83WCs8CXF4sODCfC3/OFrqqoqF4w8BwCPpjHhvQV4NB2Hu4qXf1rO25ddepL+esTJ1hTbeGlnhTg+XSv9zTOFKL/+WAJuYOf+vQTrm6jUfUO4Sj0B1HotR47RwfTrUaYoJ/ZwK9ZyA2XdY/HLrsFc5kb3eDC63RzoFsDNU79h/KUDubJnx9N6fUIIIf5Yg5M+c+fO5Zlnnqn3YRCgW7duPPXUUzzxxBMnLbjmoH379nz22Wd4PJ568w1s2bIFgMzMY694YLFYsFj++MuVEM2Nn+k3nzRRCLdU0/rpPMI2x9PW04cLrj2PYGswHaNeIsQ2l4KEbDR0qnUr4WoVAUEOlLaHUQwh2L3lVLpsFFwC5q1ewg5VEVFcQkgrL4H+NsZ16cqeslwOZxxkdKueRPr7U1JSjePH3fzjoeX4hTgpLA7jvh0Xke8M4v6kVZwfcRhFgSuSdjKnKJX+yb05aF/BztJYQMFQrdb10NHdOrGLwFSroqNTeJGGK8JI+E9u/Ip9hSI2Osk9T8HP38o5iXGUFVUx76u1qJEaYbV2QlbGk11eS22Exo/++1m/eC2ubyIwlHvwd3uxHq7BmWLDEeeHodaDruoU9LASGJ5AxOpCvNH+fNPSTYjTQuB+qDTZeODdm1m6/QAfrNzkC1UHcxXkVlWSX1JFclAY/a72zd2ze3tu3auRn11W77XKrs3lv4e+woCBMSl/I9p6dA8eh3s/BtWJRzOhARvLDqLr+u/2zBBnTlNs46WdFeL4DOYeGK0X43F8h2rKxOw3moOVi9lT5aVliG/YsxGd8/yKWWErZJvdN9F/oNFOlceKoih4XSreAAWPvy9B5AwKwFoJwWtyqWkRgCfQjLVEZ9rMNQxp15qQQNuZvWghxJ+m6aDpjeczmvbHHczFCWjwGmgVFRW0aNHimPtSUlKoqKg45r6z1ciRI6murubrr7+ut/2jjz4iLi6OHj16nKHIhGic2sRE8sSQAbSNjiQzuYKEojzsK1X0fjlc8cAlhEYHA7A7K53HpyXiRUNHZ3l1K9ZVJTGvrB1b7D34e4v3GGR5hm/3dsNjMKKb3BgWeyheF8TeN8LYueEQRoMXc+wqQuN3scQ+jQM1B8k5XEpK11xsQb65PqIiSinx+pPrDGJJWSq/zVXc0/kirk75G4NjxhEfbERVNTSrjoKCAphdCqZfZjRWwP+AgedSLsCad2Qia0VBURQi9rj435irCPf3wz/ISlBfheBXqgh8qhrriFwc/holF7lxpHnJ0YLx1JZim7MRvx+3oB4swH9zLrY9hQQWVFLVwoRuhMresey/uyNZV6XhCTRR3CUAxaDQsnUsAH0zUnjthku4tEcGV5/fCfU3F+b2eHF4PLy0ahlFPc04g337+p+fUe+1enX3e2wu38HG8q1M2vYuWcXlR72eTm82aalZ6BYN3c9Lka2G3FqZO6WxaoptvLSzQhyfohjwC/sPgbH7CIicg6KGMC9/LlmuQJKMvvYqQNExqvBQ7Ap6h+5hUOQORsZvpE1AHgGKHaPqxvxL71kdrFUaHotG4YBoivtGYCsGowOKcyuZ9PHCM3vBQgghjtLgnj4pKSnMmTOHwYMHH7Xv+++/JyVFxvP+1kUXXcTgwYO59dZbqaysJC0tjc8++4y5c+cybdo0DAaZ4FSI/++abp24qktb7r7uPvYu8iV5rPtC4INfyzw9fQF55QqRWaHEJpWAonDQE4MbA+jZTNv7OfNH7uCciYVsC0zAZP9l0kpfAuOG76bxD79OlLnLAdB0jU3lW7iozRBs38ehqLvQNF/5cqcNUPiuuCXDa6BVyiHC4v5Bz6CLAcjwG0LqRo281fuxRCtEBPiT56ylx4AE9uXmUVZcg6IrvPz3UWzOLsRrVTBUuMFowFBYxqcfPEhSTDgAZouJ8OsDKFd8cdUkFBI3PJ5ig6+Lvq6DdWfBrzei1k58J40L/7EXlxJBduStTN22+8hOHR1QULAajVx1U39GXdu77tD+man0z/T16EkPi+D1mcuICQ3g5qE9eXn1ct7ZsAZFUQgaEcw7HS+iS9f67++1Xjs6OroOu4vyGfrlh/z76osZ0vHXBehDrD3pnvApmx0uFHQirH5EWP0b+ichTpOm2MZLOyvEH1OUX3vRRttaU1xawhaHhSDVTZVuQNfdmFSdDFsRxZqvp05mWD6dQw+T1qqQ6dGd2J3bgXEd+3NFagfmLdnGtNWb2e+tRNXcdXUXl9ec9msTQgjx+xqc9Bk7diwPP/wwmqZx3XXXERsbS15eHtOmTeP111/nhRdeOBVxNmnTp0/nscceY/z48ZSWltKmTRs+++wzrrzyyjMdmhCN1r6KD8nd4gZ8wy8qtv66T9d1rHk1WMtr2bq0FXFXVIDJjUf/tfPinsrd2NqUktGxiAyKqIy0sGVNElW7bYR0qiavtY3Xt66jb7I/Nd4aNF3nxW/XMzM2i4duHMeU9fsJC69iY0UCVTVWVK9C2EJ4dksKengi59zppWPqIt75Zh2VmgPzRt+H5NosnbyqUgxOjVX7dzL28fOIzgmmRYsI2raJIyDMn487L0XJq8Ww18O1kwaTlBpTF/fGvDw2FzhJTvYleAINIYzo1Z6Nq5egHvnumtA5isKdB9AV0BNN3Pfez/j7uVCULLbv/4Kg827jleXL0Yw6BrdCiNnClNGX0C054bj3e1Tv9ozq3b7ueVZlOQCarlPudtKucyIGQ/3OodenXMkbez+kqtZF/pYodB1mrNlWL+ljUG083OVNWof9TG6twqiUTlgMsnx7Y9VU23hpZ4U4cUMTrqPW62Zd9WE62Pbhb3Sxy6OyoCSTHGcgMX4VVHqs5DsDaeFXyiJHOlUWP7q0SGJM+64AXHJRZy65qDMA0xduYtLHC7FaTNw0uteZvDQhxF+k6Sqa3uDBQKdMY4qlKWvwJ+8HHniAffv28cYbbzBlypS67bquc9NNN3H//fef1ACbg4CAAF599VVeffXVMx2KEE2Gw1NEu+F5rPmwBQDpQ9dzoPwNUkLu4MMJX+H+eCMRQND5acT4xVPkzsKienBoJnQdKj4Po7rESPn+KqwRTioPB2K6TsFaDS3al3KwOISaKivDa6/m1RUzKDYHUVtpY0Whi1f851ASEMSOsigOloaDqqN4FMw7POhGHf5Zw3q/7awv2I7jHDPq2oD6weug6ApqhcrO6kKuGdwb45GESWFQIabBvl47Hg0WB+7gOi6qO7TW4yY3Nxy324jZ7OH69OFcltKTak8tc7J3MTy5A3R08n7QDJQKDYb7ERjgRFF84549gbsJX11GP1ct2S3KKakN46XzR9Mt6fgJn2O5vsM5LDl0kFqPmxs7dsHffPQy7V3DOvJht5cZ+dJ/sReXAjrtE2OOKqeqJi5LHdCg84szo6m28dLOCnHiDIqBK1vcTK17OAuyryNK2YFTV7kwdCvflbcnyxVBl4As0oMH8n3BNhTFt0J7esixJ0UfNbAjw/tloqoKBlW+oAkhRGPT4KSPoii8/fbb3HvvvSxcuJDS0lLCw8MZOHAgrVu3PhUxCiHOQi2Dr6HPjYtpce5ajKpGQnoZB8pfJy7gcuZ/vryunHlHCeNaPcbCgumgq/zvsT1UHARPjRuwsfqpTlhTjOTZDFSGW1AUnUOHonG3qiHmgwIMD1koygvGHmqtq7O4XKfCYKXWaUJBR1cUdAu0vTiZ3cv2g79vVjldB6Oq4WztwrTBho6C4tFR3Ro6UNPdwzcLD+LI/o5X/jYMgNmH16Hrvg/QigpBBn9e+XEZpTW1jOnThZ4JiVyekcm3u3bSIyGBK9t2RVEUBvh3JXe3TnW+ysCB7ZgauxhPGrj9dD7d3J2/d1yNWzewcHYiB5Z8Q/SLtbQE0tVS2kY3fDhVt7gE1l5/KzVuF5F+xz9eURTev/kyvl69lTB/GyO7tWvwuUTjIW28EGcPP1Mcw1vOY1P+HRhc86hWYxmUcAdp/lEEW5Kxa2a2V71Ktj2HNv4dubXtwOPWZTLKMEohhGis/nQf+/T0dNLT0/+4oBBC/AkB5hQGJ81jX+BLZFW+D4CCEVWx0Ll/Bgs+8yV+OvfPINgUzsiEcZSWVfPuuufwGlQw+jIrHrdOWZ6KM9UEOuiouFxmkqbsp31cKucNzKDtnOWss9agOIzg5+HWjkOZ86kFU7c5fKt0wK0baelXTGTnXeQGDMZCFiUUoyq6L/Pjr6MPd1C5w4IjQiE2IpzYGj9yC4vArfDjjr11K1blV3nrrtHlUQnMSea9tWsA+GnXARY9NI4XL7iQFy+4sK6cruvc9cxXlJTXoOvw039XYck1YAFKO1h4t2M/NphjMQe4KVtkxi/dN7+CooBHd5PrOEy4JaLBr4GfyfT/VlM7tvAAP24a2L3B9f9i69oDfD31Z6LjQxlz9wVYbUf3KhKnl7TxQpw9Osa8ccztJgNM7vzYaY5GCHEmaShoNKLVuxpRLE3Zn0r6eL1evvzySxYtWkRJSQnh4eEMGDCAyy+/vN5yqUII8VcoikqLkFtxa2XUuveTFHwDJkMId702hjJVZdfefCxdUtA0ndffWcD0WeuxpUegHChDP7IaVefuLbHFBjNv3S6cISoo0D3cwT8e6UqvIdditZn5ZMqtvPPzKhYe2Mvw9AyCFCPb5h3iunPy6N9xF4XOQFIDisjd14rPLLkYVxjoPaiYQJMTXQeXPYFXhjzN8pwsDlSWcXFKOp+t2sTmwmIAuiXHU2CvZk3BYdoEJrNzbjGWHCOGWDP5ib75hAAKq2pwe72Yj7yP6ke2e70aJWW+coZKOxW5jrp75JfjoaSjws698WR0zMZykYb9CxMhVztR/CHMHEFaQP0eGi6vl1X52UT7BdA6tOHJoJPJYXfxxM0f4XT4ElVWq4kx91z4B0eJU0naeCGEEEKI5qPBn96Ki4sZMmQI69evx2g0Eh4eTklJCe+99x6TJk3ihx9+ICLizH6JEEI0brruxFl2O17nYgzWQVhCXq+3sshvGVV/2kY8W2/b+i3ZLDtcClYTCzYsJHEJTJ+1HgCn28uQ687ljhsHUFJURUJyOLoOUW8u4JuXvsZjdxPUPo/4yzajq22BPlSV1dChysrgPgMZs/0rCnLK4W4Ds5Z34s7MHwiz1LKnOo6vyzIwJdail6kEGR2+3x4UUJxFOBwezo1Ppk9CCwBuP68nraIiqLQ76JYazwUz36PS7STokErwOjM6QJ6HXGMhikFD96pEpRVT4a0g0hjOou828epT32K1mRj/ytVceUkXPvvfKvzWZEFIEPj5hqNVJ5tRdB33ISvZ61vy1N1DyLgygeLqEgwJHlL8W2I12H5z73XGzvuKn3MPoQBvDryUi1ucuR4dLqcHh923FLCqKpQWV5+xWIS08UKIk2vxur3szynhwp7pxEeFnOlwhBDirNTg2dbuuecedu3axSeffILdbicvLw+73c60adPYs2cP99xzz6mIUwjRjHgdP+B1zgPceB3f43XMb9DxHo9viFTXy7Zy/j+Xs8TwLiF9ykFR0HWd6Kgg/AOsREUHM/2t+bz56JfMeeNHKKzFWOVmx/IINs6Loqr6J37Yto0ruz7MxGvf5Pb+T1PgLPOdRIUdodG8euclLCxPp0I1ERVf6JuPJ1TDox2Zv0AHZ6XK9T9+TsuPXmTojH9TUvw8aAVcmNGKC1u25L3pC6l0O33Vlv+yjLrvUZRXQ+YFe8i4YDexbYuo9dgBeOPZWTjsLirKannh6Rm8sXsdmupG0XQorYCyCkr6B1HezgaKQuiGSvRSldSQJGKSIsjMSKdtUDssqpWikiqcTl9PmnKng59zD2E1uYgMqGLW/t8si3aS6bpe11vpWGocLl76dikBHaMACA7zZ/SYPqcsHvHHpI0XQpwsc1fs4MHXv+XtGcsY89Sn1DpcZzokIcQf8OpKo3s0xMKFC7n++utp06YN/v7+xMfHc+mll7Ju3bo/PHbq1KkoinLMR35+/lHl58+fT69evfDz8yMiIoIxY8ZQWFjYoHhPlwb39Jk1axbPPPMMV111Vd02g8HA1VdfTWFhIRMmTDiZ8QkhmiOl/mpXihrYoMN7dUvl4kHtCOj+HfO2t2fz4WTwh9ajHfRJ0hjWyzec6bX7P2HR9NWAjjHCl3zQTAa8YX64LUbue7KE9dYvSaz0fRDVar0otTqan4ICmIp1Em/PIcZWiarAuZH72V4eQ4Xbj91fJdByYB5aKOwPCGVvQTaqRWF7rca0neu4NX0JxvDveGD0q+wtKka5KwJQMRcbQNFBB48FapI9RNjCKXUXMSiqH0l+8QD4BViprXWhALmOSsZmrCGpRzHLzQns+SEYS4CJS4IT+f6nnZjK3fjluLjs0QEkx/26uoqu6zz90hzm/7SDwAArrz93JS2SIsiMMtI6fj0GVcdCGR7tEoyqr6eV05PP3tJn8Go1pIQ+QKAlo+GvL1Dl+Ims4lsALwlhrxLsN+SoMh/MXc3slTvQQnRM50XxxaRbCPK3Hl2ZOG2kjRdCnCzb9uejqgqaplNR7SCvpJLUeOkpKIQ4dd566y1KSkq46667yMjIoKioiMmTJ9OzZ09++OEHBg48/oT0v/jwww9p06ZNvW3h4eH1ni9ZsoSLLrqIoUOHMnPmTAoLC3nooYc4//zzWbt2LRaL5aRe11/V4KSPruu0a3fs1VkyMzN/91ddIYQAMFgGYAq4F69zAQbrhajm3g073qDy0F0X87+D37K3MMaXRAEOuxQqIrbzyvdvcuCrSCpX78Y3jkpBd+hE/UNnb3k6mtnM64tTCAipwJFgQTMrqC4dFAg8YKYy0UvwRi+BazR2dYkmPy+Ac6P2429002J+KJaYJLbvyMYVbEDt4aTc/uvqVooKVV4TmmcfleUVZO0pwAykvFFMRY9gVK8Zj5+vt49fy1LCK6tILa7gwvj2DEu5CuXIXETjX7maD175Eau/GUfv5fTtvAWL6iXt2Rwerr6WotgwDhfkE+kwoeTU0Kp9AoMuj2fK7ltx606Gxd2OX00q83/aAUBNrZOZczdxz82DuL5jOCt8q8bjpIhcxyGS/NIA2F0ynlL7TwDYi+6gR8LCP/Ua55VNRNOrAJ288ieOmfSpqnX6ujvp4EbH49X+1LnEySNtvBDiZBncI53pizahaToZKdEkxxx7yXchhDhZpkyZQlRUVL1tQ4YMIS0tjeeee+6Ekj6ZmZl07dr1d8s88MADtG7dmq+++qpuvsOUlBR69+7NBx98wK233vrnL+IUaPDwrkGDBjF//rGHYsybN4/+/fv/1ZiEEM2coiiYA+/CFvEt5oDb6xIdDTU88UUyEm0EtqggMKWC4OhKNF1j9btG8vMrcAb+moyJH1WJ30Azmtm3MpSOQkbXbBJjSznwz0QKLozk0A1JFIdaCFmmELpYo+RSA7uNkawtacGMQ53ZuSeF4E7tWF5RTHlbKyX5oSgq2My/6bKuwZCIA5R4XRS7bqdDL18yxVxjIGytx7falwKq04P1kyq8H8BP9/uRXT2b5Qc/x+X2MOenbRwoq+CJN65myzA7XxPNPVuvoMzjh8GoUxUZVHc6a/c43pxzLy99dScLit+n1JVLpbuYb3NeIzjIhtVqqvulNT4mBID0oIwjd0DBqvoRboquq8+jVeLLlGlH/v3nGAyh+DI6KgY19JhlrrugK0mRIZiNBm6/pDdhQX5/+nzi5JA2XghxsnRIi2P6izfwn4cv551Hr8BoaPDXDiHEaabpaqN7NMT/T/gABAQEkJGRQXZ29km5Rzk5OaxZs4Z//OMf9Ra4OPfcc2ndujUzZsw4Kec5mRrc0+eJJ55g1KhReL1err76amJiYsjPz+eTTz5h+vTpTJ8+ndLS0rryYWGS1RdCnBpWQzDWEH+Uct97jt1s4JdEA4AeHkjKACMtLl7F9uWt2PVNMig6usFXol1SNu1j9zFndSabevqSMzo6Dn/f8C53hAKqgg5klYej5prJzd8PJgUUBZdipsf6tqwIrMZYoaGZFJRalf2tFEyBGriWMvGjN1i35DBPP/AFBpdGTYITzWzCml0DR3JFzjIThRsCKemdx1Nvfc+ClbsB6N2nJZujcwEoc/uxrCSV0J9dqFVe9DDfcKz0pCisQTYeuucTskv8SbwsiICWVeRlGZlqX8WkiZfx3Y9bSEoIY/SwcwDIDO7G9SkPsSd7J3Nu3MLlO+5i2I0DufXff6dl6ANsK7wdr+6gVdiEP/3aJIa9RF7ZRHQ8xIQ8ccwy8RHBTJ8w5k+fQ5x80sYLIU6m6PBAosMbNoRbCCFOpoqKCtavX39CvXwAhg0bRlFREcHBwfTv35+nnnqKzMzMuv1bt/rmw+zQocNRx3bo0IFly5adnMBPogYnfc45x/elYfLkybz00kt123/p8t2lS5d65b1e71+JTwghflecLYSt5YcBsLptLJnaBVpAQK6b+DgzY+/+Co0S+qbt5s03R7DvUBxVMSrX911IpxYH2epKoPe5vThQnEel24gC1CSrlHQz4rdZo7KfCii47UZ2WaPwN3gAX8LlvHYHcPn7c65hMFl7N2Itc2CLNJEaleeLx9QGizWUnoOCCQy2UV3lwBGn4g7S8djMRC4ARddRjDq2WAN9U69hyutf1V3b/j3FqDG+XjooCjO/6knkVhh/0yAO4MRkVPn74C48/8R0tm7KRtcN1L7TCi1cw1FkZbV1GcX3V/PkPy8+6r5VugKY+sZm7DsKQINv31nAxdf3p0VGF3olrgD40z2wAMzGJJIj3//Tx4szQ9p4IYQQQjQ2lZX1e59bLJYTnjfn9ttvp6amhscee+x3y8XExPDYY4/Rs2dPgoKC2LJlCy+88AI9e/Zk2bJldOzYEYCSkhLg2D98hYWF1e1vTBqc9Bk/fvxf+iIghBAn06PthxNi9mNTVi67F1ei16ooQO2YctwR+9H49Y23dets9h2KQ4lx0bfdTpZ9MpBFU20YE37ihif3sik7iX3LW+Ist1HRzUi/7jvx83MwfXU30FTQdTSTTvRaO9Fti9n0RQSV7fzwGtbT9qssastqCYsOJnLca/iFlhPifymKouDES/LTbdmw7xDta6ys16twxpgo7x5Mz5AERl/Tkw5dW/P8+/NwKzr+fg7CAmsYeO453N9nEPfO/5bSEic1wSb8h/hz8UjfOOPyKjtmo6FuNTNdBzwWHEW+L+iqA7auzobz6t8zTdd4dOMneE21WLUjK4kpCrYA3yTK8h5/9pI2XgghhDh7aShoDVwx61TS8MWSmJhYb/uTTz55QotLPPHEE3zyySe8/vrrR/1w9f8NGTKEIUN+nYOyX79+DB06lPbt2zN+/HhmzpxZr/zxPi81xs9RDU76yModQojGJMhk4+HMYby5dxl7a9eg+WZuRtEU8p2hOLVgLGoFAIUF6Vw0KpNRfcuwVb/K3NdmA26cO4z8eG1rvHYVupswGhVaF1URHlQDQIvwYg4WRYGiEFliJz6hgrZ99lLxXSaWMg/lSQq1ZbUAlBZUMHV6LXffdiVG1fcLxFs7f2Z26Q70UJ1ct5OIH13YDlcTsKeaJ7c9SGhEIFO/XcXidftIi8vjxZu/xGr2sMc5i501Y3mr7xXc+81cnP4enhk6mJLKGm589gtyCsoxGlUGnZNGQmE4NdUO/n59X155cx6arqPoCt1apzJp7k/YzbX4ResMTehEq6BoPLqG6wI/1CIvYYfN3HnXlUQnyaoqZztp44UQQgjR2GRnZxMU9OuclifSy2fixIk888wzPPvss9xxxx1/6rwtWrSgT58+rFy5sm7bLyt5HatHT2lpaaMc+t7gpI8QQjRGVw7szIrtB9l7uAhbuoPaQC8u3cyD2y4kM7CAa9Ku4vXHL6wrX5BdAsz2PdEVX8IH8MspJHNcCWqw58g+OLf1XoZF9WDxqrVcePNqFK9C/tfhBF/u4nBlGCGWIJSFuei6jq7ANOce1s//gm8uvhaAEmeNrztNhQH1oBV7ogV7UiCm0iw2rdlH/4s64dV0FGBw122YjL6eO60sZfxYsoRW0f0YPjAPRV1LrrKXZ/8ZQjk2ANwejTkbdvPIrYO4rI9vbHFKWjTfL95Mq7axPPvzMmpdbnQdTGk1fJW9lu8H3sfjmaN5ZeccQu+I4blOfyfZP/KUv0ZCCCGEEEI0VFBQUL2kzx+ZOHEiEyZMYMKECTz66KN/6dy6rqOqv04o/cv8Plu2bOHii+tPobBly5Z68/80Fn8q6ZOfn8/XX3/NoUOHcDgc9fYpisKrr756UoITQogTFRbkxwM3biGv5lsO1obi5Hze22PArZtZXpqCY18u/eN/Lb9p9QEUfz80h4OwzGhKNudh1GHAbVtJGVCKrkN+QTzhif1pFdSZt2YXUrAvkrl6F2xb7ZR5gymJCENHodru4alpNzF1xjx2JHpwxVrYWJxHXnYRXoeXv6d0ZfbBbTgdR5a7Vn3dPvP/GcE/nbN4PtvAFRd0ZsuudRRXBGJQfeWcdpUqu4UJL39Bx8QDRPezc9i5magrEij7XwZo4FsKTKGworru2jLbJZDZLoGdeUXULHAf2arjrVWxe+3k2cu5ILYTA6M68OLMxfxzyndc2i2D6wd0O/UvlGj0pI0XQgghzk46St2QqsZA/xOxPP3000yYMIHHH3+cJ5988i+d/8CBAyxbtoxBgwbVbYuPj6d79+5MmzaN+++/H4PBAMDKlSvZtWsXd999918656nQ4KTPDz/8wMiRI4/6IPgL+UAohDhTiu0/s6S4FXMKOgA6AWYTlS4Pmg4tA+sPXfpw8lw0s4n8C6M4GG0m6Lww/uaKILVPNov2ZVDrstA/NYfYLZvYtGUDIaYOmPx1goqqKF8dgDPFhB4Ov7RF9+9YxDntE/AqBQD0OeDH9Xc+hGZQCR/RAW+UAS3IgK6CooFq0/BEeHHr8O+t8xh6UXtevrsrWukrODQzmqLx2sNtqdAzMa4oYhuxVO2xkDauGAI1wgbnU7k+FGeFlejoQEad2/6o+5EWFU6X5HjWHcoBFdRIF51Ck2gV6Fuiffb6HXy+fBMAL8/5mW6pibRPijllr49o/KSNF0IIIURTNXnyZMaPH8+QIUMYOnRovWFZAD179gTghhtu4KOPPmLfvn0kJycDMGjQIPr160eHDh3qJnL+17/+haIoPP300/XqefHFFxk8eDCXX345t912G4WFhTz88MNkZmYyduzY03OxDdDgpM8DDzxAp06d+M9//kPbtm0xmUynIi4hhGiwGP8hrC4r+nWDqnFlSleCTDZubN27XtnI2GAKVSeOaDMAVR435v4JLM8ewZxtFSiKzs7DSYQ+n4fHbcBs3Y/t5lC0w74sj/+hWlwhZizJXnok72HV4nYc9hYRqxu49YGerHj/PxSpFkiOo2RzKfEK5AwMwBVs4L3LRvBB/hLWltTgdarkFOt0/+gtXj7/YiIO38fuFZ+w/MdQ1u9KQ3X+ej1FawIwXeVlTMQBBqYto6q3DWPYl9j8WqOqR/8SYjSofHjDZewuKMZghsnrf6Ywv5b5B/cxpGVrXG5PvfLO//dcnH2kjRdCCCFEUzVr1iwA5s6dy9y5c4/a/8tqpF6vF6/XW/ccoH379nzxxRdMmjQJu91OVFQUAwcO5IknnqB169b16unfvz/fffcd48ePZ/jw4fj5+TFs2DD+/e9/n/CqYqeTov/2Sk+Av78/06dP58ILL/zjwuKkqaysJDg4mIqKigaNZxTibKLrGo9teJc5uYdRgL5R6bze/Zpjli3IKePtN+byuTkfXdHRUbi462H25mayraoM8C2nfu3mFVx9824Kcmy8frAT3rYKzpdtePKNBF1o5cGbpvHPCbei6b6xvooX7rzKSP6P3zN3dkv0uOi6c1Z29ENVFQIPuinoZCahdwAHy5xUO9zY/B1ERdlpY47iwOOFKNUK6DpKVS0cScZc8eAQYkbWcoHZt+SkjoriNwY16OHj3hO310tVrZMPd65nyoZVaLqOQVFYe+1tWFUjD077jrX7D3NJlwweHtG/Ua44IE7cX20rzuY2XtpZIYQQv6c5txO/XNvo+ddh8jef6XDquGtcfD3oo2Z5z0+nBvf0adOmDZWVlaciFiGE+EsURWVipxvpGrEBp9fDpYnnHLdsdHwo45+/iugNb/D9lv0EG6vYfbuHsrjNMCoBVIWMSjf3PrMeg1EnNrmKh6LtPPxiHEqRgmIzM/GO6/h2zhY0DL5hXroO6HRqE0B8170ER3qZvjAMl9uEyWTgvLQNRLUuY+M3rajZEcMBDAS0d1OtKETGloMCu/XDBF3lj+PdI71uLGYGjOzK0Kt70a5bS3StFL3wKcDtG3VtTDzuNR4qLGPsq19SUlVLVIfgulHRXl3n472raBkUzqtjL0GVRI84Qtp4IYQQQojmpcFJn6eeeorHHnuMfv36ER0d/ccHCCHEaWRSDYxK6vqH5RxuD8t2HiTR1oo+3WZx+Bt/KggkKr8U22t2xk26Cq8xF93gwQ2gQGqrYG65diR7duQxeFhHKvZXkrvZTJCxmkpPAAABhytp2eoOFEc+ke2yyKwMJzIqlczhOyjz340CRGeU8srXF6FXW+mevIm1OckoCnXzA3Ub0JrBHc5h+Y/biEkM5cIruhMS4g+AooZB2IfotV+yb6eNV147iLfdy1wz7mLshxWmL9tCu+QYbhnai6+Wb6Gs2g5A/vZykruFkFNTRWiwyn92/4QO5NSWc0ubvg26x7qus2z+NgrzKhg4tCMh4QENOl40XtLGCyGEEEI0Lw1O+gwdOpT169eTmppKp06djlqHXlEUZs6cedICFEKIk03XdW5++2vWH8gF4L7R99B20AKMl89GUWDRv1Pp3SUd/5BKdNeRYwBrYGtGXtmjrp5NB59gxOMbGcFGZv+3B+tmJXPT/RdhttjYtvNaXnttKlANbKLt6FJfjxpFx2Ty4u3gIVwvICGylMTIcjTOZXmxi2hLELfFrscS+RrtMi/grhdSeeOG9XRsG89L4y/DYjGhmLuyd0ckdw57Fl0B5Ue4nwJcedHoOqzcmUVUSABRgX5omq/3kcGt8FH/kURFBdFx5nN117C+JLvB9+/bT1fy1gu+ezX7i1W8++3dGAzqHx8oGj1p44UQQoizl6ardVMWNAaNKZamrMFJn6lTp/Lkk09iMBg4cOAAOTk59fbLfBBCiMZq8eo9rNp8kM7tEusSPgqweY+b4edup7rGiDXIQ48bDjFj6UcoPRZzbYhv1JaigGpMr1ff4crF5OfHk5hcQJeRO/lW6wxJvvHGJcXVBEbWoGkKNSV+qHkX4ozdgMlcw8KCdJyaiV/eLk1KANekXMNDGcl47N/hLH8NHcD1EYHW4UALNu3I4aax72AyGqm1u7igd5ov/iOzsimlOnrdivAKZVW1tDEHEXDQjsffgF++k20rD5A4sgsXxrflh5wdKMAlSR0afB+3bTiE4ptyiNysEqor7QSH+je4HtH4SBsvhBBCCNG8NDjpM3HiRIYPH87UqVMJDQ09FTEJIcRJt2nnYR55+VtURWHmgs2kZIRxoLwcHUh0GHlpWGs87tb0vn438ekF5LRciclrZVZVCqmmCuYVpdGDOC6wHalvaxYvPjsMr9dARGQ5HUZsJSKqgnNiHqS4yI+ozE5c+cp8APZ8349unfsy7O7tOFIdODu5AVAqDCw/2An/MAeWwz9zc2oivj5F8M37SXzxWkvws6O0caL7WcjdU4BiNKKZDHzz4zZad09h9+oDeBIMpA9JIik/jVkrt9MiOpTRfTpQllNBwGEniqqgazoxCb5eGy91H836kmzCzH6kBkUCoGkaHo+G2fzHzUL/izqw9MetgE7nnqkEhfid1NdKnDnSxgshhBBCNC8NTvoUFBRw5513yodBIUSTcijPtyKXdqQ7zE39uuG06MSEBDJzwhw8bgV0WP5hKyzuAFJf8WIO09juDGNxeTJrClPwWPZyQVwmAF98sxavRwUFiotCmD27J4/+bQ5Gw36cTrCyBvAlVDoN34/Tq6F5wbzbiiHLjC3Ww+jL0/ipZhEODeYXLuPciC50CB5CtX0E//13lS9wl45lXxF6ZCgGh5fqVDO2MjCaDLz6zX2UFFfi9tOI8QtBURSeuHoQRlVFURQigv15/N9XsGLxDs7pmUanbikAGBSVbhHJdffmwM48Hh37HhWlNfz9jvP5+52Dj7p/uq6z+OvV5OwrYNCVvXjnm7soLqwks0uy9P5oRqSNF0IIIc5emq6g6Y3nc11jiqUpa3DSp3Pnzhw+fPhUxCKEEKfMeV3T+OibVeQWVpASH86Abq3w97MAsCopnK1r9qMoYLVZ6XBOD4bE9iQreBWLC/aysSQIDZ1+0a3RNB27w0X7jHiWbNzvG+Okg2I3EIjryFzMOgYFwDcOOcTSipwtWfiV1FIb7oef18R/briG4oDD/LTn1xgtqglFMXDYkIpqWo/mVlAUSGmZh8ffgaW/k/UBnWi728bt/7wARVEIDQ1g+qcryDtcxvDLu5PSqv7ku30HZdB3UMbv3pv/vbeEyrIadF1n2hvzGTGmD/6Btnpl5v53Ka/e9TGKqjDrvUV8vPlFEltG/rUXRTQ60sYLIYQQQjQvDU76TJ48meuvv55OnTrRqVOnUxCSEEKcfMGBNj6fPJa8ogriIoMxGg11+25+YgSBwX5UV9byt1vOJz7Fl8zowblcFOvgp8LdJPmHE6+G8veHpnIgpxRziBmXv4LRoXHZuUl8tzuLj37oxyNXzyQsUCck5Cna2spRMdAq5GpuvuQFTAcKCbIYiUqO4N2vV1JUXUO78ztRGVBAv8hutAlKJa+iio9WQfCNJgw/VxGTXMVFD+/GFuTlnQ0DuC6+J7c/+utk0l9+vIypUxagqgo/zdvGp3Pvw2wxNejehEYEoOObr8Xmb8Z0jON3rz+IalDQvDoVxVWU5JcTlxL1514M0WhJGy+EEEII0bw0OOkzbtw4ioqK6NKlC7Gxscdc2WPTpk0nLUAhhDhZTEYDSbFhR233D7Qy7rFLAHC5PEx+7Gu2rT/IkNHd+NuN/bg43jfZ8Wdz1nIotxQdcFa5MJXUErQul/mLDzDm0UswtI3GY7iLhMQEADJ/cw4/vzIMio7XZGB/XCB7Nu0HYOcBhakTxtEuIQaAuz6bzbZcL5jb0vbaYm75WytUr5u1+XBZRj+Gtqo/mXTOoRJUVUHTdKoqann7uVlsXrGPPkPac+09F57Q0Ktr7hyMx+2lMLecy8edd8x5fc7/W0/mfbYMzeulQ590YpIj/rBe0fRIGy+EEEKcvTQUNBrPkKrGFEtT1uCkT3h4OBER8mFfCNE0fHNoEzOyNtElPInb2/bDoBx76cd3t63itc3LSdqm4P2mCIAPXppL1vq9rPpuPe16tqb7TQPQNVA1wAsE2PAGmNGsRj6au5Yn+13NOekJ5BdW4OdnISjACoCuVXPfs0t5+/nW7NeSqTAp/LJ0l6JDdmE57VJ8SZ/sskK0I6twldeEkBYyFoCW4ce+vmGXd+Pnhdux17ro2CmJ7z5dCcDnby0ks1sKXfqmH/vA37D5W7j1iUt//z5W5XDgulRidQu3PfgPVFWW0GyOpI0XQgghhGheGpz0Wbx48SkIQwghTr69lUU8tG4mACuLDpLkH8qI5I5HlSuy1/DsukUA5FW5qRu05HIzf84mCApm5YbDtNmczeBebZi/bKdvv6LgDventq0vI3PfqzMZ3LEVS5buwmQy8K9HR9GtYzIoVhLSbDz93ma+W+zg31/E4A70VREcZKNPh5S6WIZ1y+aTn2JRgPM6LEPTPajK8d+q22Qm8Onc+6mqtLNj3UG2LN1dt8/t8tYr6/aWsL/0SVzeIpJC7iXY2uP/V3eU/OJKtmTl8d/VGyHQRK6i8/nGLTw8+Lw/PFY0PdLGCyGEEEI0Lw1O+gghRFNR7rLX/VsByly1xyxnUlUMioJX16noaKJtaSCeAzVkdGjFimX7fIUsZnbsyOfuf13Jmq2HqKiwo3g0MBjqeu0ALFy5CwPgdnuZOn0F3Toms6L4AK/v6MnoiB0k9EhjfOQFbNyRT3rbWC4+rx2m38wv1KFVFmkJSwAdmyXodxM+TrcHVVX4cddmnt4/H5PJSI9rWpMzM4uWfZJZEVpCWHkRrUN8cxQdKnuRktq5gM7OwnF0T9yAohiOW/+arYe454XpuNFQ0lV0fKufhfnJEu1CCCGEEM2NrN7VPP2ppE9paSkvv/wyCxYsoKSkhIiICAYNGsTdd98ty7wKIRqNc8ITGZ7YnlnZW2gXEsvI5E7HLBdisfFKn0t4c+sKWgaF8fw1QwgyW8nNLmXFsJd9hRSFdj3SCA2ykd3bjrLNReiqGky7clHjbGiBVnB5CFh2EC3AiiM9lrX7DzN9ySZ+tK1ltz2A57O7oSoKKy9szwXn+3ocZdWU8MG2nwk22bip9XkUutwoqhkjXqpdYezMKaRN/NETJn++ahPPzl6EEQVXWBmeRAXcLrZ3tfDoDdcxduH/ULcW897O1SwZeQsRNn9qakvxzdiso+kOdDQUjp/0+eHnHeiajqqDf5ZGRu9EMuNjGNOj8199aUQjJm28EEIIIUTz0eCkT05ODr179yYrK4u2bduSlJREbm4uTz/9NB9//DHLli0jLi7uVMQqhBANoioKk7qN5MWulx53Lp9fDE9py/CUtgAcLCzjp0MH6JqWwPl3dWb1N7tol5nEiL/3YlH2fqrcGrQyUJkahKXQn5AlBbgDQ4man4ui6aiuGlRdw1Kp8spLP9L1uniM5QZM20wExFhQLlD4ZV66m1d8RJ69AoBKt50hscOpqfkXMcYqyu0l3PzeW1zb72JuGNCtXrz/nvsTXl3Hq2tQ4QeJdl9Cx+5lY3EuKgoaOjUeNwcqS9m5aC/v/lvnb89ZCYr00Cr6SVTl91f5ykiNYc6SbaiKQpzJjw+uGV2vV5JofqSNF0IIIYRoXhqc9Hn00Uex2+2sWrWKbt1+/RKyZs0ahg8fzqOPPsrUqVNPZoxCCPGX/FHC57f25BZz9aRPcXm8BCR78WaWoN6uUKju5E4crC3IPdJbRgEDOGNUCv4WR+C2WpQjMzDrVhPKkXMqikJ0bihB3/nj9ei4Nmt8l7GJYUM7UVxUSU5NOagAOrvKVvFgm6s54KzC6TGyal8aLWPz+d/KzUclfcID/DlcWgE6WA7UohmdqAo8M/oqQqJDeXf7amo9blqHRNA+PIaJ//2Wwn2BvHHFIBQFZu2/4nfvw661+9j/2TKGJEWR0C2Vof0zJeFzFpA2XgghhDh7yfCu5qnBSZ+5c+fyzDPP1PswCNCtWzeeeuopnnjiiZMWnBBCnG6rd2fh8vgmQHZY7JiP9Jhxah7y7GVclNKKtzetwoOO6tSxFhjQTGAqtuMIN2K0g6NFELoBDF4AnXat4vjB7VvmWlUV1u3I4s2sTVRXOUgOruJQXCAmxcuFEQtxeHoBBl6ZN5Q1B9MAhZTwo5NWU665hAeufwv7lkJwe0nYEsTdr13H1Ns/o6q0minP/g3/LjF0CI/BajSRmpnAxmV7UFWFxLRoDIbjJ8Ls1XYeGDgBp92FpmmMe+EaYi4LOun3WjQ+0sYLIYQQQjQvDU76VFRU0KJFi2PuS0lJoaKi4q/GJIQQZ0y3VokYDSoer4alOBBbGy81XiftQ5JoExSPUTWw5IpxPDV9Lqs35qC6fMf55Ziw5Nb4Rlidl4Tmb0Dx6rxw41AGdUtn+dLdrFy1Dz8/C8s9BRwqqgag1h7J64M/xKR4sRo8mI1JJEZ8yPbcDfwyBqy80s6ECdM5t38664sKiQjyp3twGM6Nhb5OQqqBi28ezFcvzWbbsl3oms7rY/7D1wXvoRyZZHrMg8OIjA2hoqyGYdf0/t17UFVajb3aga9qldx9BafgTovGSNp4IYQQQojmpcFJn5SUFObMmcPgwYOP2vf999+TkpJyjKOEEKJpaB0fyZcPXsPmg3n0TE8iKMhMnr2cFv6RGFXf8KaEwGBevXIUfZa94TtI1/HEBqNbC1HsThSHGy3Cgmo1cE5GIqqq8OzTl5GfX0FIiB99/vUOBodvlJhfSBhVB/sT1+IQCaFX4m/xTfB86Tkqn67cCIBnXzU/5+5i6dJdlLW1oiuQm55aL26/ACsejxfQ0XUdr6f+cu1Gk4FLr6+/zLqu6+zbeBCzzUxSm3gAap1ucr0u+v2jLz/9dym2QCvDb73g5N5k0WhJGy+EEEKcvWR4V/PU4KTP2LFjefjhh9E0jeuuu47Y2Fjy8vKYNm0ar7/+Oi+88MKpiFMIIU6b1NhwUmPD656nBcYcVcZmMdGzZQIr9x8GwFLmAZuFc3qlkXHHQHYXljKiawYRgf6Ab26f2NgQDhaV4XC4fduALokJDBt4y1H1Pza8P6U/7GLdlhyMBhu6oviyRG4dzAqlZp0bnxjBj1+sJLNHKoP/1pN257Tg2cOlVJfVcNsrY+p6+RzPuw9/wlcvzQagfFwcsZem41xpIK+sitBEG29tn0zL5GhMFhMFOWWERgRgtvz+5M+iaZM2XgghhBCieWlw0ueBBx5g3759vPHGG0yZMqVuu67r3HTTTdx///0nNUAhhGisnrvlYm4Y9z5lhVWEB/vzwo+PkJIeW5dscXg9bCnJp0VgKIFmCwCRQf74m03UutzowDmJv66ElF17iBUly0iwJdErvDfB5R5se0twp8aCyUhCuyhKqMRsNHDVeZ3pkZ7E6FvOrzs+qW08b6//Fy63h1mrtvPqdz8TnRTI4NRWhNv8jop/9jvz6/7t92MJezuVYCyzAVBWbWdzcRmtUuN5ZOx7bF59gNCIQF754jai4kJOwd0UjYG08UIIIYQQzUuDkz6KovD2229z7733smjRIkpKSggPD2fgwIG0bt36VMQohBCnxdL9B9leUMiQNq1JDg35w/LBIf7896NbOLC/iOSUCPz9LXX7qt1OLvnuI/ZXlhJmsTF76Fji/IPwt5jpVOrHpopijDUaWaaD0PccajzV/Gvns7g0NzoaCnDtoyM4sP0w5QcLuOGpyxg+tj+5pZUEWM0E+VmPG9fET+fx3eqd6Oi4gnVebbOShVddj81Uv5dOepeWbF66A03Tcbayofl5UVVfjyJd12kTH8nOzdlsXn0AgPKSahbMXM9Vtw78E3dXNAXSxgshhBBnLxne1Tw1OOnzi/T0dNLT009mLEIIccYs2LOPW77+FgV4Z9VaFt1yPUHW4ydWfmHzM5OR6ZsPp6Ckiv2Hi+nQKo7VpdnsrywFD1Rnexjy0lRuO68nt/TrTvGeUoIqfTNA77cUArD58EGKc40ERDlRVZUc+2F6tevD1A31h9PEhf3xKlrrdvuGnCkomGogr7qKfeWlZEZG1yv35Ff3Mefd+eyuLWZTUjUXprdkWK9OrNiZRde0BDqmxFFoKcdgVNE1HU3TiUuO+MPzi6ZP2nghhBBCiObh+Gv2/kZZWRmjR49m9uzZxy0ze/ZsRo8eTUlJyUkLTgghTpf1ObmoioIOVDqcHCwrr7+/dD+v7pzD8qKdxzx+T1YRf7v/Q+759wz+8dh/iTb5oypgLDegOBVcHi+vLFhGXkUVo6/s6TtIgdFX9mDeut3c8cI8ds1uxb6FLbCoFnqG//4KW7/nkl7t6v7tDNFJCAwiLTTsqHIBIf4MHTeI/V9so/LmVRy6bhHpYaHcObQ3vdKTAYiKC+G5929g8Mgu3DlxJP0uav+n4xKNk7TxQgghhBDN1wn19HnvvffYtGkTQ4YMOW6ZIUOGcO+99zJlyhTGjx9/0gIUQojTYUh6K6au2YDL66VVRDjpkb/2aDlQXcgda94D4LNDP/N295vpGNqi3vFL1+/D5fEAkFtUydLdm0iOLqK4Kgw3vnlyVEXBbDDw9zF96D8oA6NBJTo2hLunzETXdBQdyg8EM6HNvYT5Bf/pa7l1aC/6tEthf3kpuh/0T26J1XjsCZhXztlAzt58AHL25rNqzgYGXdO3XpkO3VvSoXvLPx2PaNykjRdCCCEE+NYM8U0y0DjoZzqAZuKEevp8/vnnjBs3DqPx+Dkio9HIuHHj+Pbbb09acEIIcbq0j41h/s1jmXrlKL6+7iosv3m/O1hTiIaOdqTp2VuVf9TxHVrF1bVM/jYzEdFW/CxuEtILCYippmVUMP8efRHhAb4JlaPjAomODQEgJjgAox2MDvD3Ggg0B/yla1EUhQ4psYzo3I6R6e0ItdqOWzYxPRYA1eBr4BOOPBdnD2njhRBCCCGarxPq6bN79266du36h+XOOeccnn766b8clBBCnAmxQYHEBgUetb1bWBqJfuFk15YQYQnkvOiMo8p0bZfEm4//je378unbJZXoSH92efaxtXwvl13QgetbXoqiKHg0F19kPcXBmo0k+rXjyuSJmDQ3qgK6Di6nl0N5paQlRp6OSya9ayoTp9/Hmrkb6XZhJ9p0Szst5xWNh7TxQgghhBDN1wklfTweDybTsYcG/JbJZMLtdv/loIQQojEJMFmZdu5dHKwpItEvHD+j5ZjlOrdJoHObhLrnj2XcUPdvXdeZ8v1yfjr8Ix3O3QhAdu02tpd9R1j4VHS9P4qiE+BnISbijydrPpl6DetCr2FdqHa6qHG58DebT+v5xZklbbwQQgghQFbvaq5OKOkTGxvL9u3b6dev3++W27ZtGzExMSclMCGEaEwsBhPpQXF/+vitWQW8PW8VEVFave2KdoAeHdZhUCs4nB/JiP5XEGA7dlLpVPpq41aemDMfRVGYNGIIF2fIyk1nC2njhRBCCCGarxOa0+e8887jzTff/N1f+NxuN2+99RYDBgw4acGdDIsXL0ZRlGM+Vq5ceVT59evXM2jQIAICAggJCWHUqFHs37//mHW//vrrtGnTBovFQkpKChMnTjzmPSosLGTMmDFERETg5+dHr169WLBgwUm/ViFE46Uc+aGiOD+UtT+nk5cdhrFoIK2CLgBUumbuY8SgNaQmdD4j8b28eBleXcejaby25Oj3RtF8NeU2XgghhBBC/L4TSvrcc8897Ny5k5EjR5Kbm3vU/tzcXEaMGMGuXbu45557TnqQJ8Nzzz3HihUr6j0yMzPrldm5cyf9+/fH5XLx5Zdf8sEHH7B792769u1LUVFRvbLPPvssd911F6NGjeKHH37gtttu47nnnuP222+vV87pdHL++eezYMECXn31VWbOnEl0dDRDhgxhyZIlp/y6hRCNQ5i/jfPapKAA+3cksHRuZzZvD+X2DdOZcPDvbHfeQUrUTCymMzOnTnxwEKqioCoKCSGnd3iZOLOaQxsvhBBCiL/ul+Fdjekh/roTGt7VoUMHpkyZwm233UZKSgpdunQhJSUFgAMHDrBu3To0TeOtt96iffv2pzTgP6tVq1b07Nnzd8uMHz8ei8XC7NmzCQryfenp0qULrVq1YtKkSbz44osAlJSU8MwzzzBu3Diee+45APr374/b7ebxxx/n7rvvJiPDN9Hr+++/z9atW1m+fDm9evUCYMCAAXTs2JEHH3yQVatWnapLFkI0EiWVNVz19CdU2Z2oZtAMoAB65hbsejWqET487GB4SuYf1nWqvDZ6GG8sXYlRVbmzX68zFoc4/ZpDGy+EEEIIIY7thHr6AIwbN46ffvqJCy64gM2bN/PZZ5/x2WefsXnzZoYMGcLSpUu58cYbT2Wsp5TH42H27NmMHj26LuEDkJyczIABA5gxY0bdtrlz5+JwOBg7dmy9OsaOHYuu63zzzTd122bMmEF6enpdwgd8S99ec801rF69mpycnFN3UUKIRmFnViFVdqfviQuuObczz4wdQt5hP+zVvvl7jKobj679Ti0nR4mzih/y1nOguqDe9pigQJ4ZOpgJF51PuL/fKY9DNC7NvY0XQgghhDhbnVBPn1/06tWLWbNmoWkaxcXFAERERKCqJ5w7OmNuv/12rrzyyro5dZ544gn69OlTt3/fvn3Y7XY6dOhw1LEdOnRg3rx5OBwOrFYrW7duBTjqF8/Y2FgiIiLq9gNs3bqVvn37HrNO8E2MGR8ff1KuUQjROLVrEUOoYkBfcRiDVyegbwfu/3YuOuHkHQilba999Inuj7/x1K6aVeGq4doVL1PursGgqLzd7XbaBif88YHirNCU23ghhBBC/HWNbUhVY4qlKftTn+RUVSUqKoqoqKhG/2EwODiYu+66i7fffptFixbx6quvkp2dTf/+/fnhhx/qypWUlAAQFhZ2VB1hYWHouk5ZWVldWYvFgr+//zHL/lLXL2WPV+dvz/v/OZ1OKisr6z2EEI3TwdxSvl+2neLymmPuDwmw0bVcwVrmxFThYt6/56Ef2adrKrfG38UD7S7/0+c/lFfK6Ic+oN9Nr/Hl/A3HLberKodyty9GTddYU7rnT59TNF9NqY0XQgghhBC/r0l9mvu9lbj+/2Pjxo0AdO7cmVdeeYURI0bQt29fxo4dy/Lly4mNjeXBBx886hyKcvxs4m/3nWi5hpb9xfPPP09wcHDdIzEx8bh1CCHOnB0HCrj68Y958p25/P3xjymvth+znOb2Dd3SdR3VC4EWX6+e+OAgeiW3+EsxfPDtKnIKK3C4PLz0yWLszmOvwpQeGE+wyTd0S1VUuoWdmUmjhRBCCCGEEKdHg4Z3nWnp6em8++67J1Q2KSnpuPtCQkIYNmwY//nPf7Db7dhsNsLDw4Fj97wpLS1FURRCQkIACA8Px+FwUFtbi5+f31Flu3TpUvc8PDz8uHXCsXsWATzyyCPce++9dc8rKysl8SNEI7R62yG8Xl9Cp6zKzs4DBfRs3+KocjdPGMVzt3yIo9bJP1+8kta9U9ldVEJmbDQBlr82rMvf5jteAcwmAwb12MnkYLM/H/W8h9Wlu2kblEDLgJi/dF4hhBBCCNF8yPCu5qlJJX1iY2NP2kSSuu4bXPFLT5vU1FRsNhtbtmw5quyWLVtIS0vDarUCv87ls2XLFnr06FFXLj8/n+Li4npLwbdv3/64dQJHLRv/C4vFgsVi+TOXJoQ4jbplJKGqCl5NJ9jfSpsW0ccsl9Y+kQ+Wja+3redJmjD55lHnUlHjIL+kkptGnIvZdPy39khrEEPjup6U8wohhBBCCCEatyY1vOtkKSsrY/bs2XTq1KkukWM0Ghk+fDjTp0+nqqqqrmxWVhaLFi1i1KhRdduGDBmC1Wpl6tSp9eqdOnUqiqIwYsSIum0jR45k586d9ZZm93g8TJs2jR49ehAXF3dqLlIIcVpktIzhv09dwxM3XMAnz/yDkEDbaY8hOMDGs7cO5f3Hr6JHZvIJHfPdsu0Mv/ddxj37OYVlVX98QCOzYfdhHnxrFq999RNOt+dMhyOEEEIIIUSj1KR6+vwZV199NUlJSXTt2pWIiAj27NnD5MmTKSgoOCppM3HiRLp168awYcN4+OGHcTgcjB8/noiICO677766cmFhYTz++OM88cQThIWFccEFF7BmzRomTJjAjTfeSEZGRl3Z66+/nilTpnD55ZfzwgsvEBUVxZtvvsmuXbuYP3/+6boNQohTKC0xkrTEyDMdRp191RtYkP8RfsZgLom/kyBTRL39tQ4XT7//A15Np6i8mndnrOCx6y84Q9E2XK3DxZ2vTK9L9ljNJm66pNcZjkoIIYQQomnTdQW9EQ2pakyxNGXNPunToUMHvvjiC/7zn/9QXV1NWFgYffr04b///S/dunWrV7ZNmzYsXryYhx56iMsuuwyj0cjAgQOZNGkSkZH1v9A99thjBAYGMmXKFCZNmkRMTAwPP/wwjz32WL1yFouFBQsW8OCDD3LnnXdSW1tLp06d+P777znvvPNO+fULIc4uuq7xVdaLOLVaFFTm5X3I0Ih/8u97P2X7uoNcdFVPLrvt/CNDW33DXNXjzAHUWNU6XDhcvoSPqioUlVef4YiEEEIIIYRonBT9l8ltRKNWWVlJcHAwFRUVBAUFnelwhBCNlKZ7eWH73/DobhQUWgd2x7qwL28//Q2/vNu/9u09HKyt5a2vfyY2IoiJN11EREjAmQ28gV76YjGfzltPWJAf/7n/clrGhZ/pkBqF5tJWLFy4kGnTprF8+XKys7MJCQmha9eujB8/vt5iCb9Yv349Dz74ICtXrqz3g03Lli1P+JzN5d4JIYQ4NZpzO/HLtfWeeQdG/8Yzr6ynxsmyS99olvf8dGr2PX2EEOJsoioGLom/ix/y3sPPGMTA6GtZaTjEb9P7qkFlcI90BvdIP3OB/kX3XtGfWy49F4vZiEE9K6ena9beeustSkpKuOuuu8jIyKCoqIjJkyfTs2dPfvjhBwYOHFhXdufOnfTv359OnTrx5Zdf1g3N7tu3Lxs3bjyqp64QQgghjk1DQaPx9ABvTLE0ZZL0EUKIZiYzpB/tgvtSUFlNsNGPC6+IYeeGQ2xbd4CLr+pFakb8mQ7xpPCz/rWl7kXjNWXKFKKiouptGzJkCGlpaTz33HP1kj7jx4/HYrEwe/bsul8Bu3TpQqtWrZg0aRIvvvjiaY1dCCGEEKIxkaSPEEI0M26vl5s+nsHK/dlEBwXw+U1X8sDLfz/TYQlxwv5/wgcgICCAjIwMsrOz67Z5PB5mz57NtddeW6/bd3JyMgMGDGDGjBmS9BFCCCHEWU36xAshRBPzw4Zd3PP+LKYtXs+xpmXbfDiflft9X4yLqmqYuXHH6Q5RiJOuoqKC9evX065du7pt+/btw26306FDh6PKd+jQgb179+JwOE5nmEIIIUSTpelKo3uIv056+gghRBOyJ7eYh6Z+hw4s3LyXmNBABnVsVa9MTFAABlVB10HTdRLDgs9MsEKcRLfffjs1NTX1VsksKSkBICws7KjyYWFh6LpOWVkZsbGxR+13Op04nc6655WVlacgaiGEEEKIM0t6+gghRBNSXFnDb/v2FFYcvVx5fGgw71w7kuEd2zB++EAuymx9+gIU4v9ZvHgxiqKc0GPjxo3HrOOJJ57gk08+4eWXXz7m6l2KcvxfAo+37/nnnyc4OLjukZiY+KeuTwghhBCiMZOePkII0YR0bZVArzbJrNh5iNSYcC7u0uaY5c5NTebc1OTTHJ0QR0tPT+fdd989obJJSUlHbZs4cSLPPPMMzz77LHfccUe9feHh4cCvPX5+q7S0FEVRCAkJOea5HnnkEe69996655WVlZL4EUIIcVbTdQW9EQ2pakyxNGWS9BFCiCbEZDDw1i0jqbI7CbBaUFVpDEXjFhsby4033vinjp04cSITJkxgwoQJPProo0ftT01NxWazsWXLlqP2bdmyhbS0NKxW6zHrtlgsWCyWPxWXEEIIIURTIcO7hBCiiVEUhSA/qyR8RLP29NNPM2HCBB5//HGefPLJY5YxGo0MHz6c6dOnU1VVVbc9KyuLRYsWMWrUqNMVrhBCCCFEoyQ9fYQQQgjRqEyePJnx48czZMgQhg4dysqVK+vt79mzZ92/J06cSLdu3Rg2bBgPP/wwDoeD8ePHExERwX333Xe6QxdCCCGarMa2YlZjiqUpk6SPEEIIIRqVWbNmATB37lzmzp171H5d/3U68zZt2rB48WIeeughLrvsMoxGIwMHDmTSpElERkaetpiFEEIIIRojSfoIIYQQolFZvHhxg8p36dKF+fPnn5pghBBCCCGaMEn6CCGEEEIIIYQQZzlZvat5komchRBCCCGEEEIIIZohSfoIIYQQQgghhBBCNEMyvEsIIYQQQgghhDjL6Y1s9S4Z3nVySE8fIYQQQgghhBBCiGZIkj5CCCGEEEIIIYQQzZAM7xJCCCGEEEIIIc5yOqDrZzqKXzWiUJo06ekjhBBCCCGEEEII0QxJ0kcIIYQQQgghhBCiGZLhXUIIIYQQQgghxFlOQ0Gh8ayYpTWiWJoy6ekjhBBCCCGEEEII0QxJ0kcIIYQQQgghhBCiGZLhXUIIIYQQQgghxFlO1xV0vfEMqWpMsTRl0tNHCCGEEEIIIYQQohmSpI8QQgghhBBCCCFEMyTDu4QQQgghhBBCiLOcpisojWhIldaIYmnKpKePEEIIIYQQQgghRDMkSR8hhBBCCCGEEEKIZkiGdwkhhBBCCCGEEGc5Xfc9GovGFEtTJj19hBBCCCGEEEIIIZohSfoIIYQQQgghhBBCNEMyvEsIIYQQQgghhDjL6bqC3ohWzGpMsTRl0tNHCCGEEEIIIYQQohmSpI8QQgghhBBCCCFEMyTDu4QQQgghhBBCiLOcDO9qnqSnjxBCCCGEEEIIIUQzJEkfIYQQQgghhBBCiGZIhncJIYQQQgghhBBnOU1XUBrRkCqtEcXSlElPHyGEEEIIIYQQQohmSJI+QgghhBBCCCGEEM2QJH2EEEIIIYQQQoiznK43vkdDLFy4kOuvv542bdrg7+9PfHw8l156KevWrfvDY6dPn85VV11FWloaNpuNFi1a8Pe//509e/YcVbZ///4oinLUY8iQIQ0L+DSROX2EEEIIIYQQQgjRpL311luUlJRw1113kZGRQVFREZMnT6Znz5788MMPDBw48LjHvvjii8TExPDYY4/RsmVLsrOzee655zjnnHNYuXIl7dq1q1e+ZcuWfPLJJ/W2hYSEnIrL+ssk6SOEEEIIIYQQQogmbcqUKURFRdXbNmTIENLS0njuued+N+kza9aso44dOHAgLVq04OWXX+a9996rt89ms9GzZ8+TF/wpJEkfIYQQQgghhBDiLOcbUtV4Vsxq6PCu/5+0AQgICCAjI4Ps7OwGHxsXF0dCQsIfHtvYNck5faqqqnjwwQe54IILiIyMRFEUJkyYcNzy69evZ9CgQQQEBBASEsKoUaPYv3//Mcu+/vrrtGnTBovFQkpKChMnTsTtdh9VrrCwkDFjxhAREYGfnx+9evViwYIFx6xz/vz59OrVCz8/PyIiIhgzZgyFhYV/6tqFEEIIIYQQQgjxxyoqKli/fv1Rw7NOxP79+zl06NAxj923bx9hYWEYjUZSU1N57LHHsNvtJyPkk65JJn1KSkp45513cDqdjBgx4nfL7ty5k/79++Nyufjyyy/54IMP2L17N3379qWoqKhe2WeffZa77rqLUaNG8cMPP3Dbbbfx3HPPcfvtt9cr53Q6Of/881mwYAGvvvoqM2fOJDo6miFDhrBkyZJ6ZZcsWcJFF11EdHQ0M2fO5NVXX2X+/Pmcf/75OJ3Ok3I/hBBCCCGEEEKI5qiysrLeoyHfo2+//XZqamp47LHHGnROj8fDDTfcQEBAAPfcc0+9fX369OGll17i66+/5ttvv+Xiiy/mX//6F0OGDEHTtAad53RoksO7kpOTKSsrQ1EUiouLjxpf91vjx4/HYrEwe/ZsgoKCAOjSpQutWrVi0qRJvPjii4AvkfTMM88wbtw4nnvuOcA3K7fb7ebxxx/n7rvvJiMjA4D333+frVu3snz5cnr16gXAgAED6NixIw8++CCrVq2qO/8DDzxA69at+eqrrzAafbc7JSWF3r1788EHH3Drrbee/BskhBBCCCGEEEI0gK4rjWx4ly+WxMTEetuffPLJ3x3p84snnniCTz75hNdff50uXbo04Lw6N9xwA0uXLuXrr78+6vzPPPNMvecXX3wxLVq04P7772fmzJmMHDnyhM91OjTJnj6/LIn2RzweD7Nnz2b06NF1CR/wJY0GDBjAjBkz6rbNnTsXh8PB2LFj69UxduxYdF3nm2++qds2Y8YM0tPT6xI+AEajkWuuuYbVq1eTk5MDQE5ODmvWrOEf//hHXcIH4Nxzz6V169b1zi+EEEIIIYQQQoj6srOzqaioqHs88sgjf3jMxIkTeeaZZ3j22We54447Tvhcuq5z4403Mm3aNKZOncqll156Qsddc801AKxcufKEz3W6NMmkz4nat28fdrudDh06HLWvQ4cO7N27F4fDAcDWrVsBaN++fb1ysbGxRERE1O3/pezx6gTYtm1bvTqPV/a3df5/TqfzqG5sQgghhBBCCCHE2SQoKKjew2Kx/G75iRMnMmHCBCZMmMCjjz56wuf5JeHz4Ycf8t5779UlchpCVRtfiqXxRXQSlZSUABAWFnbUvrCwMHRdp6ysrK6sxWLB39//mGV/qeuXsser87fn/aPz/7bO/+/5558nODi47vH/u5QJIYQQQgghhBAni94IHw319NNPM2HCBB5//HGefPLJE792XWfcuHF8+OGHvP3220eNAPojH330EUCjXMb9jM/ps3jxYgYMGHBCZTds2ECnTp0afI7fGwr2230nWu5klf29Oh555BHuvffeuueVlZWS+BFCCCGEEEIIIY5h8uTJjB8/niFDhjB06NCjhlr9kpC54YYb+Oijj9i3bx/JyckA/POf/+T999/n+uuvp3379vWOtVgsdO7cGYClS5fy7LPPMnLkSFq2bInD4eD777/nnXfeYeDAgQwfPvw0Xe2JO+NJn/T0dN59990TKpuUlNSgusPDwwGO2aOmtLQURVEICQmpK+twOKitrcXPz++osr+d+Ck8PPy4dcKvPXv+6PzH6gH0C4vF8ofd1oQQQgghhBBCCAGzZs0CfPP1zp0796j9uu7rO+T1evF6vXXPf3vsBx98wAcffFDvuOTkZA4ePAj4pn8xGAw8/fTTFBcXoygKrVq14qmnnuK+++5rlMO7znjSJzY2lhtvvPGU1J2amorNZmPLli1H7duyZQtpaWlYrVbg17l8tmzZQo8ePerK5efnU1xcTGZmZt229u3bH7dOoK7sL//dsmULF1988VFlf1unEEIIIYQQQghxpjTW1btO1OLFi0+o3NSpU5k6dWq9bb8kdf5IWloac+bMaVBcZ1rjS0OdREajkeHDhzN9+nSqqqrqtmdlZbFo0SJGjRpVt23IkCFYrdajXvypU6eiKAojRoyo2zZy5Eh27txZb2l2j8fDtGnT6NGjB3FxcQDEx8fTvXt3pk2bhtfrrSu7cuVKdu3aVe/8QgghhBBCCCGEECfTGe/p82d9//331NTU1CVztm/fzldffQXAxRdfXDdEa+LEiXTr1o1hw4bx8MMP43A4GD9+PBEREdx333119YWFhfH444/zxBNPEBYWxgUXXMCaNWuYMGECN954IxkZGXVlr7/+eqZMmcLll1/OCy+8QFRUFG+++Sa7du1i/vz59eJ88cUXGTx4MJdffjm33XYbhYWFPPzww2RmZjZ4cighhBBCCCGEEEKIE6Xovx3I1oS0aNGCQ4cOHXPfgQMHaNGiRd3zdevW8dBDD7FixQqMRiMDBw5k0qRJpKamHnXsa6+9xpQpUzh48CAxMTGMHTuWxx57DJPJVK9cQUEBDz74ILNnz6a2tpZOnTrx9NNPM2jQoKPqnDdvHuPHj2fjxo34+fkxbNgw/v3vfxMVFXXC11tZWUlwcDAVFRUEBQWd8HFCCCHOHtJW/Hly74QQQvye5txO/HJtLT96FIOf9UyHU8db62D/dc81y3t+OjXZpM/Zpjm/yQghhDg5pK348+TeCSGE+D3NuZ2QpE/z1qzn9BFCCCGEEEIIIYQ4W0nSRwghhBBCCCGEEKIZarITOQshhBBCCCGEEOIkaWRLttOYYmnCpKePEEIIIYQQQgghRDMkSR8hhBBCCCGEEEKIZkiGdwkhhBBCCCGEEGc5Xfc9GovGFEtTJj19hBBCCCGEEEIIIZohSfoIIYQQQgghhBBCNEMyvEsIIYQQQgghhDjL6Y1s9a7GFEtTJj19hBBCCCGEEEIIIZohSfoIIYQQolF77733UBSFgICAY+5fv349gwYNIiAggJCQEEaNGsX+/ftPc5RCCCGEEI2PJH2EEEII0Wjl5ORw//33ExcXd8z9O3fupH///rhcLr788ks++OADdu/eTd++fSkqKjrN0QohhBBNmK40vof4yyTpI4QQQohG65ZbbqFfv34MHjz4mPvHjx+PxWJh9uzZXHzxxYwaNYo5c+ZQVFTEpEmTTnO0QgghhBCNiyR9hBBCCNEoTZs2jSVLlvDmm28ec7/H42H27NmMHj2aoKCguu3JyckMGDCAGTNmnK5QhRBCCCEaJUn6CCGEEKLRKSws5O677+aFF14gISHhmGX27duH3W6nQ4cOR+3r0KEDe/fuxeFwnOpQhRBCiGZB1xvfQ/x1smS7EEIIIRqd2267jfT0dG699dbjlikpKQEgLCzsqH1hYWHouk5ZWRmxsbFH7Xc6nTidzrrnlZWVJyFqIYQQQojGRXr6CCGEEOKUWbx4MYqinNBj48aNAHz99dfMmjWLd999F0X540kcf6/M8fY9//zzBAcH1z0SExP/1PUJIYQQQjRm0tNHCCGEEKdMeno677777gmVTUpKorq6mttvv50777yTuLg4ysvLAXC5XACUl5djMpnw9/cnPDwc+LXHz2+VlpaiKAohISHHPNcjjzzCvffeW/e8srJSEj9CCCHObvqRR2PRmGJpwiTpI4QQQohTJjY2lhtvvPGEyx88eJCCggImT57M5MmTj9ofGhrKpZdeyjfffENqaio2m40tW7YcVW7Lli2kpaVhtVqPeR6LxYLFYjnxCxFCCCGEaIIk6SOEEEKIRiMmJoZFixYdtf2FF15gyZIlfP/990RERABgNBoZPnw406dP51//+heBgYEAZGVlsWjRIu65557TGrsQQgghRGMjSR8hhBBCNBpWq5X+/fsftX3q1KkYDIaj9k2cOJFu3boxbNgwHn74YRwOB+PHjyciIoL77rvv9AQthBBCNAO6rqDrfzyX3unSmGJpymQiZyGEEEI0WW3atGHx4sWYTCYuu+wyxowZQ1paGj/99BORkZFnOjwhhBBCiDNKevoIIYQQotGbOnUqU6dOPea+Ll26MH/+/NMbkBBCCCFEEyBJHyGEEEIIIYQQQsiKWc2QDO8SQgghhBBCCCGEaIYk6SOEEEIIIYQQQgjRDMnwLiGEEEIIIYQQ4iwnq3c1T9LTRwghhBBCCCGEEKIZkqSPEEIIIYQQQgghRDMkw7uEEEIIIYQQQoiznU7jWr2rMcXShElPHyGEEEIIIYQQQohmSJI+QgghhBBCCCGEEM2QDO8SQgghhBBCCCHOesqRR2PRmGJpuqSnjxBCCCGEEEIIIUQzJEkfIYQQQgghhBBCiGZIhncJIYQQQgghhBBnO1m9q1mSnj5CCCGEEEIIIYQQzZAkfYQQQgghhBBCCCGaIRneJYQQQgghhBBCnO1keFezJD19hBBCCCGEEEIIIZohSfoIIYQQQoj/Y+/O46ou8///P9+AHkAEA1zAfTcXtMwFywncItNJKJupaRHT+Y1aqS3mipB72ZjjaDNug9+xmtRcJtdPKFqNaZQtaKPlmlmKgoILIMv79wfDySOgoMBZeNxvt/fNzvW+znVe74vDuU4vrut9AQAAF8TyLgAAAAAAqjrTKDgchSPF4sSY6QMAAAAAAOCCSPoAAAAAAAC4IJZ3AQAAAABQxZlmweEoHCkWZ+aUM30uXryocePGqV+/fqpdu7YMw1BsbGyxdYcMGSLDMIocbdq0Kbb+ggUL1KZNG1ksFjVt2lRxcXHKyckpUi8lJUVDhgxRYGCgvL29FRoaqu3btxfbZkJCgkJDQ+Xt7a3AwEANGTJEKSkpt3z9AAAAAAAAN+OUSZ/U1FQtXrxY2dnZGjRo0E3re3l56bPPPrM53n///SL1ZsyYodGjRysqKkrbtm3TyJEjNXPmTI0aNcqmXnZ2tnr37q3t27dr/vz52rBhg+rWrauIiAjt2rXLpu6uXbv04IMPqm7dutqwYYPmz5+vhIQE9e7dW9nZ2bfVDwAAAAAAACVxyuVdjRs31vnz52UYhs6dO6elS5fesL6bm5u6d+9+wzqpqamaPn26hg8frpkzZ0qSwsLClJOTo8mTJ2vMmDFq27atJGnZsmXav3+/du/erdDQUElSeHi4OnbsqHHjxmnv3r3Wdl955RW1atVKa9askYdHQXc3bdpU9957r5YvX64RI0bccj8AAAAAAFAuzP8djsKRYnFiTjnTp3CJVnnaunWrsrKyFB0dbVMeHR0t0zS1fv16a9m6devUunVra8JHkjw8PPTkk0/q888/16lTpyRJp06dUlJSkp566ilrwkeSevTooVatWmndunXleg0AAAAAAACFnDLpU1aZmZmqV6+e3N3d1aBBAz333HNKS0uzqbN//35JUocOHWzKg4KCFBgYaD1fWDckJKTI6xSWHThwwKbNkupe2yYAAAAAAEB5csrlXWXRsWNHdezYUe3bt5dUcI+defPmafv27UpKSpKPj4+kguVdFotFNWrUKNKGv7+/UlNTrY9TU1Pl7+9fbL3C89f+W1Lda9u8XnZ2ts09f9LT0yVJGRkZN75gAECVVThGmGx3UWaFfcY4CwAoTpUYY02j4HAUjhSLE7N70mfnzp0KDw8vVd2vvvpKnTp1KlP7Y8eOtXnct29f3XXXXXr00Ue1ZMkSm/M3WjJ2/bnyqHujNmbNmqW4uLgi5Q0bNizxOQAASAV/dPDz87N3GE7l4sWLkhhnAQA3dvHiRcZYOBW7J31at26tJUuWlKpuo0aNyuU1IyMjVaNGDe3Zs8daFhAQoKysLF25ckXe3t429dPS0tS5c2ebusXN0ilcMlY4sycgIECSSqxb3AygQhMmTNCLL75ofXzhwgU1btxYP/74Y5X+kMnIyFDDhg118uRJ+fr62jscu6EfCtAP9EEh+qFAenq6GjVqdMPxBcULDg7WyZMnVbNmzXK/b+Dt4v196+i7W0ff3Tr67tY5ct+ZpqmLFy8qODjY3qEAZWL3pE9QUJCGDRtW6a9rmqbc3H69pVHhvXySk5PVrVs3a/np06d17tw56/KwwrrJyclF2iwsK6xb+G9ycrL69+9fpO61bV7PYrHIYrEUKffz83O4D0B78PX1pR9EPxSiH+iDQvRDgWvHN5SOm5ubGjRoYO8wboj3962j724dfXfr6Ltb56h95+p/fDfMgsNROFIszqxKfitcs2aNrly5YrONe0REhDw9PRUfH29TNz4+XoZhaNCgQdayyMhIHTx40GZr9tzcXK1cuVLdunWzZn/r16+vrl27auXKlcrLy7PW3bNnjw4dOqSoqKiKuUAAAAAAAFDl2X2mz63asmWLLl++bF2D/91332nNmjWSpP79+8vb21snTpzQE088od///vdq0aKFDMPQrl279NZbb6ldu3Y2M4z8/f01efJkTZkyRf7+/urXr5+SkpIUGxurYcOGqW3btta6Q4cO1cKFCzV48GDNnj1bderU0aJFi3To0CElJCTYxDlnzhz17dtXgwcP1siRI5WSkqLx48erffv2RbaHBwAAAAAAKC9Om/QZMWKETpw4YX28evVqrV69WpJ07NgxNWnSRL6+vqpbt67+/Oc/68yZM8rLy1Pjxo31wgsvaOLEiUV26po0aZJq1qyphQsXau7cuapXr57Gjx+vSZMm2dSzWCzavn27xo0bp+eff15XrlxRp06dtGXLFt1///02dcPCwrR582bFxMRo4MCB8vb21oABA/TGG28Uu3yrJBaLRVOnTi3Tc1wR/VCAfihAP9AHheiHAvSDa+Lneuvou1tH3906+u7W0Xd2Zv7vcBSOFIsTM0yX3nMOAAAAAACUJCMjQ35+fmr41mty8/K0dzhW+ZlZOjkmRunp6Q55jydnUSXv6QMAAAAAAODqnHZ5FwAAAAAAKCemUXA4CkeKxYkx0wcAAAAAAMAFkfSpBBcvXtS4cePUr18/1a5dW4ZhKDY2tti6Q4YMkWEYRY42bdoUW3/BggVq06aNLBaLmjZtqri4OOXk5BSpl5KSoiFDhigwMFDe3t4KDQ3V9u3bi20zISFBoaGh8vb23s6efwAAj6JJREFUVmBgoIYMGaKUlJRbvn6pbH0gSfv27VOfPn3k4+OjWrVqKSoqSkePHi22rrP0QUl27txZ7M/cMAzt2bOnSH179429Xbp0SWPGjFFwcLA8PT3VqVMn/etf/7J3WGVSlp+5K/28y/I5YO/rrqjPgNL2gauOBbg9S5culWEY8vHxKfZ8WX5vXN2OHTs0dOhQtWnTRjVq1FD9+vX18MMP68svvyy2Pn33K1cYZytaWd5fvLdu7Eafa/QdUD5I+lSC1NRULV68WNnZ2Ro0aNBN63t5eemzzz6zOd5///0i9WbMmKHRo0crKipK27Zt08iRIzVz5kyNGjXKpl52drZ69+6t7du3a/78+dqwYYPq1q2riIgI7dq1y6burl279OCDD6pu3brasGGD5s+fr4SEBPXu3VvZ2dmV0gcHDx5UWFiYrl69qlWrVmn58uX6/vvv1bNnT509e9Zp++BmZs6cWeTn3r59e5s69u4bRxAVFaUVK1Zo6tSp2rJli7p06aLHH39c7777rr1DK7Ob/cxd7edd2s8Be193RX4GlOWz0BXHAty6U6dO6eWXX1ZwcHCx58vye1MVvP322zp+/LhGjx6tzZs3a/78+UpJSVH37t21Y8cOm7r0nS1XGmcrSmnfX7y3buxGn2v0nZ2YDnjg9pmocPn5+WZ+fr5pmqZ59uxZU5I5derUYus+88wzZo0aNW7a5rlz50xPT0/zj3/8o035jBkzTMMwzAMHDljLFi5caEoyd+/ebS3Lyckx27Zta3bt2tXm+V26dDHbtm1r5uTkWMv+85//mJLMRYsW3TSukpSlDwYPHmwGBgaa6enp1rLjx4+b1apVM8eNG2ctc7Y+KEliYqIpyVy9evVN69q7b+xt06ZNpiTz3XfftSnv27evGRwcbObm5topsrIp7c/c1X7epf0csPd1V+RnQGn7wFXHAty6AQMGmAMHDizxvVHa35uq4syZM0XKLl68aNatW9fs3bu3TTl99ytXGWcrWmnfX7y3buxGn2v0XeVKT083JZkN/zzNbPz2Gw5zNPzzNFOSzfsAZcdMn0pQOC2/PG3dulVZWVmKjo62KY+OjpZpmlq/fr21bN26dWrdurVCQ0OtZR4eHnryySf1+eef69SpU5IKsu1JSUl66qmn5OHx6z2+e/TooVatWmndunW3HG9p+yA3N1cbN27UI488YrMtX+PGjRUeHm4Tg7P1we2yd984gnXr1snHx0eDBw+2KY+OjtbPP/+svXv32imy8ueKP+/SfA7Y+7or+jOgvMcDZ+wDlN3KlSu1a9cuLVq0qNjzZfm9qSrq1KlTpMzHx0dt27bVyZMnrWX0na2qNM7ejtK8v3hv3diNPtfoO6B8kfRxQJmZmapXr57c3d3VoEEDPffcc0pLS7Ops3//fklShw4dbMqDgoIUGBhoPV9YNyQkpMjrFJYdOHDAps2S6l7bZkU5cuSIMjMzS4zh8OHDysrKkuR6fTBq1Ch5eHjI19dXDzzwgD799FOb8/buG0ewf/9+3XnnnTb/Iyr9GmtlvEfL041+5lX1523v63aEz8FCVXkswK9SUlI0ZswYzZ49Ww0aNCi2Tll+b6qy9PR07du3T+3atbOW0Xe2XG2crUzXv794b5XsZp9r9J0d2XspF8u7KgRbtjuYjh07qmPHjtb7euzatUvz5s3T9u3blZSUZL3JWWpqqiwWi2rUqFGkDX9/f6Wmplofp6amyt/fv9h6heev/bekute2WVFuFoNpmjp//ryCgoJcpg/8/Pw0evRohYWFKSAgQIcPH9Ybb7yhsLAwbdq0SQ888ECpYqvovnEEqampatasWZFyR4z1RkrzM6+qP297X7cjfA5KjAX41ciRI9W6dWuNGDGixDpl+b2pykaNGqXLly9r0qRJ1jL6zparjLP2cP37i/dWyW72uUbfAeWLpE8Z7dy5U+Hh4aWq+9VXX6lTp05lan/s2LE2j/v27au77rpLjz76qJYsWWJz/kZLBK4/Vx51C8srug9uFMP15+zVByW5lb656667dNddd1nLe/bsqcjISHXo0EHjxo2zJn1KE0Nl9I29OVOsJSnLz7yq/rztfd23+hlQXpxhLEDZ3Mr48MEHH+jDDz/UV199Vap+d4bf7VtRHt87pkyZonfeeUcLFixQ586di5x31b67FfRF2d3o/UV/2irL5xp9B5QPkj5l1Lp1ay1ZsqRUdRs1alQurxkZGakaNWrYbOUcEBCgrKwsXblyRd7e3jb109LSbAacgICAYv8yU7hMoDCLHhAQIKn4v+KkpaVZ61VkH9wsBsMwVKtWLWtde/VBScqrb2rVqqUBAwbob3/7mzIzM+Xl5WX3vnEEzhRrWV3/M6+qP297X/ftfgZUJEcbC1A2ZR0fLl26pFGjRun5559XcHCwLly4IEm6evWqJOnChQuqVq2aatSoUabfG2d0u2NrXFycpk+frhkzZui5556zOefqfVdWjj5GOKKS3l+8t4oq7ecafWdHjrakypFicWIkfcooKChIw4YNq/TXNU1Tbm6/3oKp8P4NycnJ6tatm7X89OnTOnfunM22zx06dFBycnKRNgvLCusW/pucnKz+/fsXqVt4viL7oHnz5vLy8iox3hYtWsjT01OSffugJOXZN6ZZ8ClX+JcMe/eNI+jQoYPee+895ebm2txvwBFjvRXX/syr6s/b3td9u58BFc2RxgKUTVnHh+PHj+vMmTN688039eabbxY5f8cdd+jhhx/W+vXry/R744xuZ2yNi4tTbGysYmNjNXHixCLnXb3vysrVx9nydqP3F++tos6dO1eqz7U1a9bQd0A54kbOTmDNmjW6cuWKunfvbi2LiIiQp6en4uPjberGx8fLMAwNGjTIWhYZGamDBw/a7LiQm5urlStXqlu3bgoODpYk1a9fX127dtXKlSuVl5dnrbtnzx4dOnRIUVFRFXOB1/Dw8NDAgQO1du1aXbx40Vr+448/KjEx0SYGV+0DSTp//rw2btyoTp06WQc1e/eNI4iMjNSlS5f0wQcf2JSvWLFCwcHBNv/T62yu/5lX1Z+3va/bUT4DilOVxgJI9erVU2JiYpHjgQcekKenpxITEzV9+nRJZfu9qUqmTZum2NhYTZ48WVOnTi22Dn1ny5XH2fJ2s/cX762iSvu5Rt8B5ayy94ivqjZv3myuXr3aXL58uSnJHDx4sLl69Wpz9erV5uXLl03TNM3jx4+bPXr0MP/yl7+YmzdvNrds2WKOHz/e9PT0NNu1a2deunTJps3p06ebhmGYEydONHfu3Gm+8cYbpsViMYcPH25TLysry2zXrp3ZsGFD85133jE/+ugjMzIy0vTw8DB37txpUzcxMdH08PAwIyMjzY8++sh85513zIYNG5rt27c3s7KyKrwPTNM0//vf/5o+Pj7mb37zG3Pz5s3m2rVrzfbt25vBwcFmSkqKU/dBcR5//HHz1VdfNVevXm0mJiaaixcvNlu3bm16eHiYH330kU1de/eNI+jbt695xx13mIsXLzZ37NhhDh8+3JRkrly50t6hlVppf+au+PMuzeeAva+7oj8DbtYHrj4W4PY888wzZo0aNYqUl+X3piqYO3euKcmMiIgwP/vssyLHteg7W64wzla00r6/eG+VTnGfa/Rd5UpPTzclmQ3fmG42/utchzkavjHdlGSmp6fbu4ucGkmfStK4ceMSN6I7duyYaZqmmZaWZkZGRppNmjQxvby8zOrVq5stW7Y0x40bZ164cKHYdufPn2+2atXKrF69utmoUSNz6tSp5tWrV4vUO336tPn000+b/v7+pqenp9m9e/ciCYVC//d//2d2797d9PT0NP39/c2nn37aPHPmTKX0QaEvvvjC7N27t+nt7W36+vqagwYNMg8fPuz0fVCcWbNmmZ06dTL9/PxMd3d3s3bt2mZkZKT5+eefF1vf3n1jbxcvXjRfeOEFs169emb16tXNkJAQ87333rN3WGVSlp+5q/28S/s5YO/rrsjPgJv1gauPBbg9JSV9TLNsvzeu7v7777/hJsDXo+9+5QrjbEUry/uL99bNlfS5Rt9VHpI+rs0wTZPbIwEAAAAAUAVlZGTIz89PDd+YLjcvx7lfUn5mlk6+Mlnp6eny9fW1dzhOixs5AwAAAABQxRlmweEoHCkWZ8aNnAEAAAAAAFwQSR8AAAAAAAAXxPIuAAAAAACqusLbkTsKR4rFiTHTBwAAAAAAwE52795dYW2T9AEAAAAAALCTiIgIm8crVqwot7ZJ+gAAAAAAAKe2Y8cODR06VG3atFGNGjVUv359Pfzww/ryyy9L9fyUlBQNGTJEgYGB8vb2VmhoqLZv315s3YSEBIWGhsrb21uBgYEaMmSIUlJSbjl207RdyzZ27Fibx3feeectt03SB6givv32W0VHR6tp06by9PSUj4+P7r77br3++utKS0uzd3hOb/fu3YqNjdWFCxdKVf+nn37SmDFjdP/996tWrVoyDEPx8fEVGiMAoOIwzlYsxlkAN/P222/r+PHjGj16tDZv3qz58+crJSVF3bt3144dO2743OzsbPXu3Vvbt2/X/PnztWHDBtWtW1cRERHatWuXTd1du3bpwQcfVN26dbVhwwbNnz9fCQkJ6t27t7Kzs28pdsMwbB5fnwT66aefbqldiRs5A1XCkiVLNHLkSLVu3VqvvPKK2rZtq5ycHH3xxRf629/+ps8++0zr1q2zd5hObffu3YqLi9OQIUNUq1atm9Y/fPiw3nnnHXXq1En9+/fXe++9V/FBAgAqBONsxWOcBXAzCxcuVJ06dWzKIiIi1KJFC82cOVO9evUq8bnLli3T/v37tXv3boWGhkqSwsPD1bFjR40bN0579+611n3llVfUqlUrrVmzRh4eBSmVpk2b6t5779Xy5cs1YsSI276W65NA1z8uC5I+gIv77LPPNGLECPXt21fr16+XxWKxnuvbt69eeuklbd261Y4RVk2/+c1vdPbsWUnSF198wZdRAHBSjLOOiXEWKDtDkuFAO2aVNc1xfcJHknx8fNS2bVudPHnyhs9dt26dWrdubU34SJKHh4eefPJJTZw4UadOnVL9+vV16tQpJSUladasWdaEjyT16NFDrVq10rp1624p6XPp0iV16NBBbdq0UZs2bZSTk6OjR4+qWbNmZW7reizvAlzczJkzZRiGFi9ebPNFtFD16tX129/+1vo4Pz9fr7/+utq0aSOLxaI6dero6aefLjKlMCwsTO3bt9dnn32mHj16yMvLS02aNNE//vEPSdKmTZt09913y9vbWx06dCjyhTc2NlaGYeirr75SVFSUfH195efnpyeffNL6Je1WY0pKSlLPnj3l7e2tZs2aafbs2crPz7epm5GRoZdffllNmzZV9erVVb9+fY0ZM0aXL1+2qWcYhp577jn985//1J133ilvb2917NhRGzdutLmWV155RVJBlt8wDBmGoZ07d5b4c3Fz4+MXAFwB4yzjLADHlZ6ern379qldu3Y3rLd//36FhIQUKS8sO3DggLXeteXX1y08X1bHjh3TjBkzFBISov/+97+qV6+eWrZsqVq1aiksLOyWl41JzPQBXFpeXp527Nihzp07q2HDhqV6zogRI7R48WI999xzGjBggI4fP64pU6Zo586d2rdvnwIDA611T58+rejoaI0bN04NGjTQggULNHToUJ08eVJr1qzRxIkT5efnp9dee02DBg3S0aNHFRwcbPN6kZGReuyxx/SnP/1JBw4c0JQpU/Tdd99p7969qlat2i3F9Ic//EEvvfSSpk6dqnXr1mnChAkKDg7W008/LUm6cuWK7r//fv3000+aOHGiQkJCdODAAcXExCg5OVkJCQk2Uyg3bdqkpKQkvfbaa/Lx8dHrr7+uyMhIHTp0SM2aNdOwYcOUlpamBQsWaO3atQoKCpIktW3b9tZ+cAAAp8A4yzgLoOJlZGTYPLZYLMUm2YszatQoXb58WZMmTbphvdTUVPn7+xcpLyxLTU21+bekuoXny6px48Zq3LixzR8JLl++rG+//VbffPPNbd3ImaQP4MLOnTunK1euqGnTpqWqf/DgQS1evFgjR47UggULrOV33XWXunXrpnnz5mnGjBnW8tTUVG3btk2dO3eWJN1zzz2qU6eOZs+ercOHD1u/eAYHB6tTp0764IMP9Pzzz9u8ZlRUlF5//XVJUr9+/VS3bl394Q9/0KpVq/SHP/zhlmLavHmzunbtKknq06ePdu7cqXfffdf6ZfQvf/mLvv32W+3du1f33HOPJKl3796qX7++Hn30UW3dulUPPvigtc3MzEwlJCSoZs2akqS7775bwcHBWrVqlcaPH68GDRqoUaNG1riaNGlSqv4GADg3xlnGWcClmEbB4Sj+F8v1SfWpU6cqNjb2pk+fMmWK3nnnHS1YsMD6OXojN7pvTmnvsVPae++kp6drw4YNOnr0qKpVq6amTZuqa9euatGihbVOjRo1FBoaarPk7FYw7xGAVWJioiRpyJAhNuVdu3bVnXfeWWTLwqCgIJsPUH9/f9WpU0edOnWy+UtjYWb6xIkTRV7zD3/4g83jxx57TB4eHtZYyhpTvXr1rF9EC4WEhNi89saNG9W+fXt16tRJubm51uOBBx4odrp4eHi49YuoJNWtW1d16tQp9noAACgJ4yzjLICyO3nypNLT063HhAkTbvqcuLg4TZ8+XTNmzNBzzz130/oBAQHFztIp3H2xcGZPQECAJJVYt7gZQNfbs2ePWrRooSFDhui1117TlClT9NRTT6l169Zq1aqV3nzzTWVlZd20ndIi6QO4sMDAQHl7e+vYsWOlql/44VU4bfpawcHBRT7civtQq169epHy6tWrS1KxH1716tWzeezh4WHzoVvWmAo/iK9lsViUmZlpfXzmzBl9++23qlatms1Rs2ZNmaapc+fOlblNAEDVwzhbgHEWQEXy9fW1OW62tCsuLk6xsbGKjY3VxIkTS/UaHTp0UHJycpHywrL27dvb/FtS3cLzNzJ69Gg1btxYn3/+uc6dO6cjR47INE09/fTT8vPz0yuvvKIOHTrc8v2BrsfyLsCFubu7q3fv3tqyZYt++uknNWjQ4Ib1C790/fLLL0Xq/vzzzzZr+svL6dOnVb9+fevj3NxcpaamWmOpiJgCAwPl5eWl5cuXl3geAICbYZwtHuMs4KTM/x2O4hZimTZtmmJjYzV58mRNnTq11M+LjIzUyJEjtXfvXnXr1k1SweflypUr1a1bN+vsyvr166tr165auXKlXn75Zbm7u0sqmL1z6NAhjRkz5qav9e2332r9+vXW5a9+fn6SpOeff1533323vv76a73wwgvq1auXvvjiC+vy1lvFTB/AxU2YMEGmaWr48OG6evVqkfM5OTn68MMPJUm9evWSJK1cudKmTlJSkv773/+qd+/e5R7fO++8Y/N41apVys3NVVhYWIXFNGDAAB05ckQBAQG65557ihy3cq+Awr848FdJAKhaGGeLYpwFYA9vvvmmYmJiFBERoYceekh79uyxOQo9++yz8vDwsFlCOnToULVr106DBw/Wu+++q4SEBD322GM6dOiQ5syZY/M6c+bM0cGDBzV48GAlJCTo3Xff1WOPPab27dsrOjr6pnHWrl37hp9lnTp1UmJiokJCQjRlypRb6AlbzPQBXFxoaKjefvttjRw5Up07d9aIESPUrl075eTk6KuvvtLixYvVvn17DRw4UK1bt9Yf//hHLViwQG5ubnrwwQetO3g0bNhQY8eOLff41q5dKw8PD/Xt29e6q0jHjh312GOPSVKFxDRmzBh98MEH+s1vfqOxY8cqJCRE+fn5+vHHH/V///d/eumll6wZ/tLq0KGDJGn+/Pl65plnVK1aNbVu3drmHgXXW7NmjSTp6NGjkqQvvvhCPj4+kqRHH320zNcFAKh8jLNFMc4CsIfCBPvWrVu1devWIudNs2DqUF5envLy8qyPpYLE8vbt2zVu3Dg9//zzunLlijp16qQtW7bo/vvvt2knLCxMmzdvVkxMjAYOHChvb28NGDBAb7zxRql2FXvsscc0a9YsPfjggyXWd3d310svvWS9Qf7tIOkDVAHDhw9X165dNW/ePM2ZM0enT59WtWrV1KpVKz3xxBM2Nzd7++231bx5cy1btkwLFy6Un5+fIiIiNGvWrGLX3N+utWvXKjY2Vm+//bYMw9DAgQP11ltvWe9PUBEx1ahRQ5988olmz56txYsX69ixY/Ly8lKjRo3Up0+fW/oLZFhYmCZMmKAVK1ZoyZIlys/PV2JiovUvqcUZPHiwzeOFCxdq4cKFkmQzCAEAHBvjrC3GWcBJOfnyrutvEl+S+Ph4xcfHFymvW7euVqxYUao2+vbtq759+5Yhul9NnTpVPXr0UJcuXTRv3rwiSaVCGRkZ5XJDZ8PkEw+AHcTGxiouLk5nz55lbT8AAOWMcRZAaWVkZMjPz0+NZ86Qm6envcOxys/K0omJk5Seni5fX197h1OuUlNT9cwzz2jLli1q0qSJjh8/runTp6tr165yd3dXcnKypk+frs6dO2vz5s239VrM9AEAAAAAAKgkAQEB2rhxo3bs2KHFixfr/PnzmjRpkgzDkFQwG7Fz5876+9//ftuvRdIHAAAAAIAqzjALDkfhSLFUlF69eqlXr14yTVOHDh3S8ePHlZOTo2bNmqldu3bl8hos7wIAAAAAoIoqXN7VZIbjLe86Psk1l3dVJrZsBwAAAAAAcEEkfQAAAAA7adKkyS3tZlXRDMO44c5YAFyQ6YAHbhtJHwC3xTCMMh3FbY/oyGJjY2UYRqm3gAQAOBdXH8cqmqv3H98DADg7buQM4LZMnTq1SNlbb72l9PR0jR49WrVq1bI516lTp8oJDACAUrD3OLZ9+/Zyba+y2bv/AAA3RtIHwG2JjY0tUhYfH6/09HSNGTPGIaesAwBQyN7jWPPmzSu0/Ypm7/4DUI4cbUmVI8XixFjeBaDSrF+/Xk8++aRatWqlGjVqyMfHR3fffbfeeust5eXlFak/ZMgQGYaho0eP6q233lKHDh3k5eVlc4+B77//Xo888ojuuOMO1ahRQz169NCmTZsUHx9f4jTyn376Sc8995yaNWsmi8WigIAA/fa3v1VSUpJNvSZNmiguLk6SFB4ebjM9HQBQ9dxsXLp69ar++te/qn///mrcuLEsFovuuOMO9e7dW5s2bSq2zeLu6XPtGJaYmKiwsDDVrFlTvr6+6t+/vw4cOFBsW1euXNGsWbPUqVMn6zgbGhqq9957r9j6V69e1bRp09S8eXNZLBY1bdpUkydPVnZ29i330Y3wPQAAKh8zfQBUmvHjx8vNzU3dunVT/fr1deHCBW3fvl1jx47V559/rnfffbfY573wwgv69NNP9dBDD6l///5yd3eXJB08eFD33nuv0tLS9NBDDykkJERHjx5VZGSk+vfvX2xb+/btU79+/ZSWlqYHHnhAUVFROnfunNavX6/77rtP69atsz53zJgxWr9+vXbt2qVnnnmGv1YCACSVPC6lpaVp9OjR6tGjh/r27avatWvrl19+0YYNGzRgwAD9/e9/1x//+MdSv87GjRu1YcMGPfjgg/rTn/6k7777Tps3b1ZSUpK+++471a5d21r3woUL6tWrl7766it17txZQ4cOVX5+vrZt26YnnnhCBw4c0PTp0631TdPUY489pg0bNqh58+Z67rnndPXqVS1fvlzffvtt+XXWNfgeAACVj6QPgEqzadOmItPY8/Pz9fTTT+udd97RCy+8oO7duxd53ldffaWvvvpKTZs2tSkfNWqU0tLStGjRIo0YMcJavmXLlmK/7OXm5uqxxx7T5cuX9fHHH+u+++6znvv555/VpUsXDR06VMePH5enp6fGjBmjCxcuaNeuXRoyZAi7mAAAJJU8Lt1xxx06ceKEGjRoYFN+/vx53XvvvRo/fryeeuopeXl5lep11q9fr23btql3797WsgkTJmj27Nlavny5Xn31VWv5mDFj9NVXX2nu3Ll66aWXrOVZWVkaNGiQZs6cqUceeUR33XWXJOm9997Thg0b1L17dyUmJsrT01OSFBcXpy5dupStQ0qJ7wGAYzPMgsNROFIszozlXQAqTXH3LXBzc9PYsWMlSf/3f/9X7PNeeeWVIl/0Tp48qR07dqhFixb6//6//8/m3IMPPqg+ffoUaWfTpk06cuSInn/+eZsvepIUHByscePG6cyZM05/U00AQMUqblySJIvFUiThIxUkg5599lmdP3++yBKiG3n88cdtEj6SrDOFrm0nNTVVK1euVJcuXWwSPpLk6empOXPmyDRNm5k0//jHPyRJM2fOtCZ8JMnf319TpkwpdYxlwfcAAKh8zPQBUGlSU1P1xhtvaPPmzTp69KguX75sc/7UqVPFPq9bt25Fyr7++mtJUmhoqNzciuav77vvPiUkJNiUffbZZ5Kk48ePF3vjyR9++EFSwXTxhx566KbXAwComooblwodOHBAb7zxhj7++GP98ssvysrKsjlf0lhXnHvuuadIWcOGDSUVzB4qlJSUZL0nTnHjW05OjqSC8a3Qvn375ObmViT5IanCZrTwPQAAKh9JHwCV4sKFC+rSpYuOHTumrl276umnn5a/v788PDx04cIFzZ8/v8QbR9arV69IWXp6uiSpbt26xT6nuPLU1FRJ0urVq28Y66VLl254HgBQtRU3LknSnj171KtXL+Xm5qp379767W9/K19fX7m5uenrr7/Whg0bynSTZD8/vyJlHh4FX9+vvfFx4fiWlJR0w5lE145v6enp8vf3V7Vq1YrUK+n6bgffAwAnYBoFh6NwpFicGEkfAJVi6dKlOnbsmKZOnVrkr2ufffaZ5s+fX+Jzi9slw9fXV5J05syZYp9TXHnhl+cNGzbot7/9bWlDBwDARkm7N02fPl2ZmZnWHbeuNWvWLG3YsKFC4ikc38aOHas///nPpX5OWlqacnJyiiR+Tp8+Xe4x8j0AAOyDe/oAqBSHDx+WJD3yyCNFzu3atavM7RXeiPKzzz5Tfn5+kfOffvppkbLCm0N+8sknpX6dwh1CittKFgCAax0+fFj+/v7FLo+6lbGutLp27So3N7cyjW9333238vPzix0vd+7cWY7RFeB7AADYB0kfAJWicJvTxMREm/KvvvpKs2bNKnN7DRs2VFhYmA4fPqy///3vNue2bt1aZB2/JD388MNq3ry5Fi5cqM2bNxfb7meffaYrV65YHwcEBEgquGEkAAA30qRJE6WlpRXZ8nzZsmXatm1bhb1unTp19Ic//EFffPGFpk2bptzc3CJ1jhw5omPHjlkfR0dHS5ImTZpkc9+htLQ0m63dywvfAwAnYDrggdvG8i4AleLpp5/WG2+8obFjx2rnzp1q2bKlfvjhB23cuFFRUVF6//33y9zmwoULde+992rkyJHavHmzQkJCdPToUX3wwQd6+OGHtWHDBpubO1arVk1r167VAw88oIceekg9evRQp06d5O3trZMnTyopKUlHjx7VL7/8Im9vb0lSeHi43NzcNGHCBCUnJ+uOO+6QJE2ePLl8OgYA4DLGjBmjbdu26b777tNjjz0mPz8/ffHFF/r000/16KOPas2aNRX22n/961/1ww8/KCYmRv/85z913333qW7duvr555/13//+V0lJSXrvvfesu2A9/vjjev/99/Xvf/9b7du318MPP6ycnBytWbNGXbp00ZEjR8o1Pr4HAIB9MNMHQKUIDg7WJ598ooceekiffvqp/vrXv+rEiRNatGiRZs+efUtttm3bVp999pkiIyP1ySef6K233tLx48e1bt06624k198EMyQkRN98841effVVpaen6x//+Ifefvttffnll7rrrrv0z3/+U4GBgdb6d955p1asWKG6detq0aJFmjJlSoVtZQsAcG4RERH68MMP1bZtW73//vtatmyZLBaLEhMTK3w3KF9fX+3atUsLFixQYGCgPvjgA/35z39WYmKiatasqXnz5qlv377W+oZhaPXq1YqLi1N+fr7++te/6t///reio6O1atWqco+P7wEAYB+GaZpMmgLgcv7whz/o3Xff1cGDB9W6dWt7hwMAACoR3wOA0svIyJCfn5+aTZ0pN09Pe4djlZ+VpaNxE5Wenm69eTvKjpk+AJxWfn5+sTuMbN++Xe+//77atWvHFz0AAFwU3wMA4OacNulz8eJFjRs3Tv369VPt2rVlGEaR7R8laciQITIMo8jRpk2bYttdsGCB2rRpI4vFoqZNmyouLk45OTlF6qWkpGjIkCEKDAyUt7e3QkNDtX379mLbTEhIUGhoqLy9vRUYGKghQ4YoJSXltq4fgHT16lU1bNhQ/fr10wsvvKAXX3xRDzzwgPr27atq1app0aJF9g4RAABUEL4HAMDNOe2NnFNTU7V48WJ17NhRgwYN0tKlS0us6+XlpR07dhQpu96MGTM0ZcoUjR8/Xv369VNSUpImT56sU6dOafHixdZ62dnZ6t27ty5cuKD58+erTp06WrhwoSIiIpSQkKD777/fWnfXrl168MEH9dBDD2nDhg1KSUnRq6++qt69e+uLL76QxWIph94AqqZq1app5MiRSkxMVFJSki5duqTAwEANHjxYEydOVMeOHe0dIgAAqCB8DwDKmaPtmOVIsTgxp72nT2HYhmHo3Llzql27tqZOnVpkts+QIUO0Zs0aXbp06YbtpaamqkGDBnr66adttn2cOXOmJk+erP3796tt27aSpEWLFmnUqFHavXu3QkNDJUm5ubnq2LGjfHx8tHfvXuvzu3btqsuXL+ubb76Rh0dBjm337t269957tWjRIo0YMeK2+wIAAAAAgFthvadPjAPe0+c17ulzu5x2eVfhMq3ysnXrVmVlZSk6OtqmPDo6WqZpav369daydevWqXXr1taEjyR5eHjoySef1Oeff65Tp05Jkk6dOqWkpCQ99dRT1oSPJPXo0UOtWrXSunXryi1+AAAAAACAazlt0qcsMjMzVa9ePbm7u6tBgwZ67rnnlJaWZlNn//79kqQOHTrYlAcFBSkwMNB6vrBuSEhIkdcpLDtw4IBNmyXVvbZNAAAAAADsxpQMBzpY3lU+nPaePqXVsWNHdezYUe3bt5dUcI+defPmafv27UpKSpKPj4+kguVdFotFNWrUKNKGv7+/UlNTrY9TU1Pl7+9fbL3C89f+W1Lda9u8XnZ2trKzs62P8/PzlZaWpoCAgHKd4QQAcB2maerixYsKDg6Wm1uV+LtOucnPz9fPP/+smjVrMs4CAIpgjIWzcvmkz9ixY20e9+3bV3fddZceffRRLVmyxOb8jb7kXX+uPOreqI1Zs2YpLi6uxPMAAJTk5MmTatCggb3DcCo///yzGjZsaO8wAAAOjjEWzsblkz7FiYyMVI0aNbRnzx5rWUBAgLKysnTlyhV5e3vb1E9LS1Pnzp1t6hY3S6dwyVjhzJ6AgABJKrFucTOACk2YMEEvvvii9XF6eroaNWqkkydPchMrAECxMjIy1LBhQ9WsWdPeoTidwj5jnAUAFKdKjLGOtqTKkWJxYlUy6SMVTM+7dlpe4b18kpOT1a1bN2v56dOnde7cOevysMK6ycnJRdosLCusW/hvcnKy+vfvX6TutW1ez2KxFLudu6+vL19GAQA3xPKksivsM8ZZAMCNMMbC2VTJxYhr1qzRlStX1L17d2tZRESEPD09FR8fb1M3Pj5ehmFo0KBB1rLIyEgdPHjQZmv23NxcrVy5Ut26dVNwcLAkqX79+uratatWrlypvLw8a909e/bo0KFDioqKqpgLBAAAAAAAVZ5Tz/TZsmWLLl++rIsXL0qSvvvuO61Zs0aS1L9/f509e1ZPPPGEfv/736tFixYyDEO7du3SW2+9pXbt2mnYsGHWtvz9/TV58mRNmTJF/v7+6tevn5KSkhQbG6thw4apbdu21rpDhw7VwoULNXjwYM2ePVt16tTRokWLdOjQISUkJNjEOGfOHPXt21eDBw/WyJEjlZKSovHjx6t9+/ZFtocHAAAAAMAuWN7lkgzTNJ22K5s0aaITJ04Ue+7YsWPy8/PTs88+q6+++kpnzpxRXl6eGjdurMjISE2cOFF+fn5FnveXv/xFCxcu1PHjx1WvXj1FR0dr0qRJqlatmk29M2fOaNy4cdq4caOuXLmiTp06adq0aerTp0+RNj/66CPFxMTo66+/lre3twYMGKA33nhDderUKfW1ZmRkyM/PT+np6Uw7BwAUi7Hi1tF3AIAbceVxovDamk2aKXdPT3uHY5WXlaWjMya6ZJ9XJqdO+lQlrvwhAwAoH4wVt46+AwDciCuPEyR9XJtTL+8CAAAAAAC3zzALDkfhSLE4syp5I2cAAAAAAABXR9IHAAAAAADABZH0AQAAAAAAcEEkfQAAAAAAAFwQSR8AAAAAAAAXxO5dAAAAAABUdeb/DkfhSLE4MWb6AAAAAAAAuCCSPgAAAAAAAC6I5V0AAAAAAFRxhllwOApHisWZMdMHAAAAAADABZH0AQAAAAAAcEEs7wIAAAAAAOyY5YKY6QMAAAAAAOCCSPoAAAAAAAC4IJZ3AQAAAABQ1ZlyrOVdjhSLE2OmDwAAAAAAgAsi6QMAAAAAAOCCWN4FAAAAAEAVZ5gFh6NwpFicGTN9AAAAAAAAXBBJHwAAAAAAABfE8i4AAAAAAKo6du9yScz0AQAADm/p0qUyDEM+Pj5Fzu3bt099+vSRj4+PatWqpaioKB09etQOUQIAADgWkj4AAMChnTp1Si+//LKCg4OLnDt48KDCwsJ09epVrVq1SsuXL9f333+vnj176uzZs3aIFgAAwHGwvAsAADi0P/3pT/rNb34jf39/rVmzxuZcTEyMLBaLNm7cKF9fX0lS586d1bJlS82dO1dz5syxR8gAADgddu9yTcz0AQAADmvlypXatWuXFi1aVORcbm6uNm7cqEceecSa8JGkxo0bKzw8XOvWravMUAEAABwOSR8AAOCQUlJSNGbMGM2ePVsNGjQocv7IkSPKzMxUSEhIkXMhISE6fPiwsrKyKiNUAAAAh8TyLgAA4JBGjhyp1q1ba8SIEcWeT01NlST5+/sXOefv7y/TNHX+/HkFBQUVOZ+dna3s7Gzr44yMjHKKGgAAJ8XuXS6JmT4AAMDhfPDBB/rwww+1ZMkSGYZxw7o3Ol/SuVmzZsnPz896NGzY8LbiBQAAcEQkfQAAgEO5dOmSRo0apeeff17BwcG6cOGCLly4oKtXr0qSLly4oMuXLysgIEDSrzN+rpWWlibDMFSrVq1iX2PChAlKT0+3HidPnqyw6wEAALAXlncBAACHcu7cOZ05c0Zvvvmm3nzzzSLn77jjDj388MNas2aNvLy8lJycXKROcnKyWrRoIU9Pz2Jfw2KxyGKxlHvsAAA4LZZ3uSSSPgAAwKHUq1dPiYmJRcpnz56tXbt2acuWLQoMDJSHh4cGDhyotWvX6vXXX1fNmjUlST/++KMSExM1duzYyg4dAADAoZD0AQAADsXT01NhYWFFyuPj4+Xu7m5zLi4uTl26dNGAAQM0fvx4ZWVlKSYmRoGBgXrppZcqL2gAAAAHxD19AACA02rTpo127typatWq6dFHH9WQIUPUokULffzxx6pdu7a9wwMAwGkYpuMduH3M9AEAAE4hPj5e8fHxRco7d+6shISEyg8IAADAwTHTBwAAAAAAwAUx0wcAAAAAgKqO3btcEjN9AAAAAAAAXBBJHwAAAAAAABfE8i4AAAAAAKo6lne5JGb6AAAAAAAAuCCSPgAAAAAAAC6I5V0AAAAAAFRxhllwOApHisWZMdMHAAAAAADABZH0AQAAAAAAcEFOm/S5ePGixo0bp379+ql27doyDEOxsbHF1t23b5/69OkjHx8f1apVS1FRUTp69GixdRcsWKA2bdrIYrGoadOmiouLU05OTpF6KSkpGjJkiAIDA+Xt7a3Q0FBt37692DYTEhIUGhoqb29vBQYGasiQIUpJSbnlawcAAAAAoFyZDnjgtjlt0ic1NVWLFy9Wdna2Bg0aVGK9gwcPKiwsTFevXtWqVau0fPlyff/99+rZs6fOnj1rU3fGjBkaPXq0oqKitG3bNo0cOVIzZ87UqFGjbOplZ2erd+/e2r59u+bPn68NGzaobt26ioiI0K5du2zq7tq1Sw8++KDq1q2rDRs2aP78+UpISFDv3r2VnZ1dbv0BAAAAAABwLae9kXPjxo11/vx5GYahc+fOaenSpcXWi4mJkcVi0caNG+Xr6ytJ6ty5s1q2bKm5c+dqzpw5kgqSSNOnT9fw4cM1c+ZMSVJYWJhycnI0efJkjRkzRm3btpUkLVu2TPv379fu3bsVGhoqSQoPD1fHjh01btw47d271/r6r7zyilq1aqU1a9bIw6Ogu5s2bap7771Xy5cv14gRIyqmgwAAAAAAQJXmtDN9DMOQYRg3rJObm6uNGzfqkUcesSZ8pIKEUXh4uNatW2ct27p1q7KyshQdHW3TRnR0tEzT1Pr1661l69atU+vWra0JH0ny8PDQk08+qc8//1ynTp2SJJ06dUpJSUl66qmnrAkfSerRo4datWpl8/oAAAAAANhL4e5djnSUVVluA3O9sLAwa56huOP06dM3rRsREVH2oCuY0870KY0jR44oMzNTISEhRc6FhIToo48+UlZWljw9PbV//35JUocOHWzqBQUFKTAw0Hpekvbv36+ePXsW26YkHThwQPXr17c+p6TX/89//nPrFwcAAAAAAKwKbwPTsWNHDRo0qMQVQcVZtGiRMjIybMquXLmiiIgIde7cWfXq1bM516xZM73zzjs2ZbVq1brl2CuKSyd9UlNTJUn+/v5Fzvn7+8s0TZ0/f15BQUFKTU2VxWJRjRo1iq1b2FZhuyW1ee3r3uz1r23zetnZ2Tb3/Ln+zQcAAAAAAH5V2tvAFKfwdi7XWrFihXJycjRs2LAi57y8vNS9e/fbircyOO3yrrK40TKwa8+Vtl551b1RG7NmzZKfn5/1aNiwYYl1AQAAAAC4Lfbeqascdu8qzW1gymLZsmXy8fHR7373u3Jrs7K5dNInICBAkoqdUZOWlibDMKzTrwICApSVlaUrV64UW/fa2ToBAQEltin9OrPnZq9f3AygQhMmTFB6err1OHnyZIl1AQAAAABA+fnhhx/0ySef6Pe//718fHyKnD9y5Ij8/f3l4eGh5s2ba9KkScrMzLRDpDfm0su7mjdvLi8vLyUnJxc5l5ycrBYtWsjT01PSr/fySU5OVrdu3az1Tp8+rXPnzql9+/bWsg4dOpTYpiRr3cJ/k5OT1b9//yJ1r23zehaLRRaLpVTXCQAAAACAK7r+VieV9f/Ky5YtkyQ9++yzRc7dd999+t3vfqc2bdooMzNTW7Zs0euvv65PP/1UiYmJcnNznPk1jhNJBfDw8NDAgQO1du1aXbx40Vr+448/KjExUVFRUdayiIgIeXp6Kj4+3qaN+Ph4GYahQYMGWcsiIyN18OBBm63Zc3NztXLlSnXr1k3BwcGSpPr166tr165auXKl8vLyrHX37NmjQ4cO2bw+AAAAAAB2Y++lXCUs72rYsKHNrU9mzZpVcX3wP7m5uVqxYoXatWtX7H17pk+frhEjRig8PFz9+/fXggULNHv2bH388cfasGFDhcdXFk4902fLli26fPmyNaHz3Xffac2aNZKk/v37y9vbW3FxcerSpYsGDBig8ePHKysrSzExMQoMDNRLL71kbcvf31+TJ0/WlClT5O/vr379+ikpKUmxsbEaNmyYzU2dhg4dqoULF2rw4MGaPXu26tSpo0WLFunQoUNKSEiwiXHOnDnq27evBg8erJEjRyolJUXjx49X+/bti2wPDwAAAAAAfnXy5En5+vpaH1fGLJ/Nmzfr9OnTevXVV0v9nCeffFIvv/yy9uzZo8jIyAqMrmycOukzYsQInThxwvp49erVWr16tSTp2LFjatKkidq0aaOdO3fq1Vdf1aOPPioPDw/16tVLc+fOVe3atW3amzRpkmrWrKmFCxdq7ty5qlevnsaPH69JkybZ1LNYLNq+fbvGjRun559/XleuXFGnTp20ZcsW3X///TZ1w8LCtHnzZsXExGjgwIHy9vbWgAED9MYbb7B8CwAAAACAG/D19bVJ+lSGZcuWqXr16nrqqafK/FxHWtolOXnS5/jx46Wq17lz5yIzcErywgsv6IUXXrhpvbp162rFihWlarNv377q27dvqeoCAAAAAFDZjP8djsJesZw+fVqbN29WVFSUdXOm0ijMDzjaNu5OnfQBAAAAAAAoVJrbwDz77LNasWKFjhw5osaNG9s8f8WKFcrNzdWwYcOKbf+TTz7RjBkzFBkZqWbNmikrK0tbtmzR4sWL1atXLw0cOLBiL7CMSPoAAAAAAACXUJrbwOTl5SkvL0+maRZ5/vLly9WkSRP16dOn2PaDgoLk7u6uadOm6dy5czIMQy1bttRrr72ml156ieVdAAAAAADAwVyzY5ZDuMVYSnMbmPj4+CI7dxc6dOjQDZ/bokULbdq06RYisw/HSkEBAAAAAACgXJD0AQAAAAAAcEEs7wIAAAAAoIozzILDUThSLM6MmT4AAAAAAAAuiKQPAAAAAACAC2J5FwAAAAAAVZ2L7N4FW8z0AQAAAAAAcEEkfQAAAAAAAFwQy7sAAAAAAABLqlwQM30AAAAAAABcEEkfAAAAAAAAF8TyLgAAAAAAqjjDLDgchSPF4syY6QMAAAAAAOCCSPoAAAAAAAC4IJZ3AQAAAABQ1ZlyrN27HCkWJ8ZMHwAAAAAAABdE0gcAAAAAAMAFsbwLAAAAAIAqjt27XBMzfQAAAAAAAFwQSR8AAAAAAAAXxPIuAAAAAACqOnbvcknM9AEAAAAAAHBBJH0AAAAAAABcEMu7AAAAAACo4ti9yzUx0wcAAAAAAMAFkfQBAAAAAABwQSzvAgAAAACgqmP3LpfETB8AAAAAAAAXRNIHAAAAAADABbG8CwAAAACAqo7lXS6JmT4AAAAAAAAuiKQPAABwKDt27NDQoUPVpk0b1ahRQ/Xr19fDDz+sL7/8skjdffv2qU+fPvLx8VGtWrUUFRWlo0eP2iFqAAAAx0PSBwAAOJS3335bx48f1+jRo7V582bNnz9fKSkp6t69u3bs2GGtd/DgQYWFhenq1atatWqVli9fru+//149e/bU2bNn7XgFAAA4H8N0vAO3j3v6AAAAh7Jw4ULVqVPHpiwiIkItWrTQzJkz1atXL0lSTEyMLBaLNm7cKF9fX0lS586d1bJlS82dO1dz5syp9NgBAAAcCTN9AACAQ7k+4SNJPj4+atu2rU6ePClJys3N1caNG/XII49YEz6S1LhxY4WHh2vdunWVFi8AAICjIukDAAAcXnp6uvbt26d27dpJko4cOaLMzEyFhIQUqRsSEqLDhw8rKyurssMEAMB5mQ544LaxvAsAADi8UaNG6fLly5o0aZIkKTU1VZLk7+9fpK6/v79M09T58+cVFBRUbHvZ2dnKzs62Ps7IyKiAqAEAAOyLmT4AAMChTZkyRe+8847mzZunzp0725wzDKPE593o3KxZs+Tn52c9GjZsWG7xAgAAOAqSPgAAwGHFxcVp+vTpmjFjhp577jlreUBAgKRfZ/xcKy0tTYZhqFatWiW2O2HCBKWnp1uPwnsFAQBQVRmm6XAHbh/LuwAAgEOKi4tTbGysYmNjNXHiRJtzzZs3l5eXl5KTk4s8Lzk5WS1atJCnp2eJbVssFlkslnKPGQAAwJEw0wcAADicadOmKTY2VpMnT9bUqVOLnPfw8NDAgQO1du1aXbx40Vr+448/KjExUVFRUZUZLgAAgENipg8AAHAob775pmJiYhQREaGHHnpIe/bssTnfvXt3SQUzgbp06aIBAwZo/PjxysrKUkxMjAIDA/XSSy/ZI3QAAJyXo+2Y5UixODGSPgAAwKF8+OGHkqStW7dq69atRc6b/1vj36ZNG+3cuVOvvvqqHn30UXl4eKhXr16aO3euateuXakxAwAAOCKXX961c+dOGYZR7HH9Xw737dunPn36yMfHR7Vq1VJUVJSOHj1abLsLFixQmzZtZLFY1LRpU8XFxSknJ6dIvZSUFA0ZMkSBgYHy9vZWaGiotm/fXiHXCgCAK9i5c6dM0yzxuFbnzp2VkJCgy5cvKz09XevWrVPz5s3tFDkAAIBjqTIzfWbOnKnw8HCbsvbt21v/++DBgwoLC1OnTp20atUq6xTxnj176uuvv7b5i+GMGTM0ZcoUjR8/Xv369VNSUpImT56sU6dOafHixdZ62dnZ6t27ty5cuKD58+erTp06WrhwoSIiIpSQkKD777+/4i8cAAAAAICbMMyCw1E4UizOrMokfVq2bGm9B0BxYmJiZLFYtHHjRvn6+koq+Othy5YtNXfuXM2ZM0dSwdaw06dP1/DhwzVz5kxJUlhYmHJycjR58mSNGTNGbdu2lSQtW7ZM+/fv1+7duxUaGipJCg8PV8eOHTVu3Djt3bu3Ii8ZAAAAAABUYS6/vKs0cnNztXHjRj3yyCPWhI8kNW7cWOHh4Vq3bp21bOvWrcrKylJ0dLRNG9HR0TJNU+vXr7eWrVu3Tq1bt7YmfKSC3UaefPJJff755zp16lTFXRQAAAAAAKjSqkzSZ9SoUfLw8JCvr68eeOABffrpp9ZzR44cUWZmpkJCQoo8LyQkRIcPH1ZWVpYkaf/+/ZKkDh062NQLCgpSYGCg9Xxh3ZLalKQDBw6UGG92drYyMjJsDgAAAAAAKoTpgAdum8snffz8/DR69Gj9/e9/V2JioubPn6+TJ08qLCxM27Ztk1SwZEuS/P39izzf399fpmnq/Pnz1roWi0U1atQotm5hW4V1S2rz2tctzqxZs+Tn52c9GjZsWIarBgAAAAAAVZ3L39Pnrrvu0l133WV93LNnT0VGRqpDhw4aN26cHnjgAes5wzBKbOfac6WtV9a615owYYJefPFF6+OMjAwSPwAAAAAAoNRcfqZPcWrVqqUBAwbo22+/VWZmpgICAiQVP/MmLS1NhmGoVq1akqSAgABlZWXpypUrxda9dmZPQEBAiW1Kxc8sKmSxWOTr62tzAAAAAABQEQp373KkA7evSiZ9JMk0C95BhmGoefPm8vLyUnJycpF6ycnJatGihTw9PSX9ei+f6+uePn1a586ds9kGvkOHDiW2KdluGQ8AAAAAAFCeqmTS5/z589q4caM6deokT09PeXh4aODAgVq7dq0uXrxorffjjz8qMTFRUVFR1rKIiAh5enoqPj7eps34+HgZhqFBgwZZyyIjI3Xw4EGbrdlzc3O1cuVKdevWTcHBwRV2jQAAAAAAoGor9T19/vvf/2revHk6efKk2rdvrzFjxqh+/fo2db7++mtFRUXp6NGj5R7orXriiSfUqFEj3XPPPQoMDNQPP/ygN998U2fOnLFJ3MTFxalLly4aMGCAxo8fr6ysLMXExCgwMFAvvfSStZ6/v78mT56sKVOmyN/fX/369VNSUpJiY2M1bNgwtW3b1lp36NChWrhwoQYPHqzZs2erTp06WrRokQ4dOqSEhITK7AYAAErkrGM8AAAoR462Y5YjxeLESpX0OXz4sLp166bs7Gw1aNBAH330kZYuXap//vOfGjBggLVedna2Tpw4UWHB3oqQkBC9//77+tvf/qZLly7J399f9913n/75z3+qS5cu1npt2rTRzp079eqrr+rRRx+Vh4eHevXqpblz56p27do2bU6aNEk1a9bUwoULNXfuXNWrV0/jx4/XpEmTbOpZLBZt375d48aN0/PPP68rV66oU6dO2rJli+6///5KuX4AAG7Emcd4AAAA3JhhFt7c5gaefPJJffXVV0pISFBQUJCOHj2qZ599Vv/5z3+0YsUKPf7445KkvXv3qkePHsrLy6vwwKuajIwM+fn5KT09nZs6AwCKdStjBWN8AcZZAMCNuPI4UXhtd/9+htyre9o7HKu8q1na969JLtnnlalU9/T5z3/+o0mTJikoKEiS1KxZMyUkJOjxxx/X008/rf/3//5fhQYJAAAqBmM8AACQ7L9TF7t3VYxSLe86c+aMGjZsaFPm7u6uFStWyMPDQ0OHDlVubq7atWtXIUECAICKwRgPAADgukqV9Klfv76OHj2qnj17Fjm3bNkySdIf//hHRUdHl290AACgQjHGAwAAuK5SJX26dOmi9evX65lnnin2/LJly2QYhvVfAADgHBjjAQCAJHbvclGluqfP4MGD9csvv+jcuXMl1lm6dKlGjRqlRo0alVtwAACgYjHGAwAAuK5S7d4F+3Plu8UDAMoHY8Wto+8AADfiyuNE4bV1fszxdu/6chW7d92uUi3vAgAAAAAAro0ds1xPqZZ3AQAAAAAAwLmQ9AEAAAAAAHBBLO8CAAAAAKCqM82Cw1E4UixOjJk+AAAAAAAALqjMSZ+PP/5Yly5dKvbcpUuX9PHHH992UAAAoPIxxgMAALiWMid9wsPD9d133xV77tChQwoPD7/toAAAQOVjjAcAoOoyTMc7cPvKnPQxb7CuLicnR25urBgDAMAZMcYDAAC4llLdyDkjI0MXLlywPj59+rR+/PFHmzqZmZlasWKF6tWrV64BAgCAisMYDwAA4LpKlfSZN2+eXnvtNUmSYRiKjIwstp5pmpo4cWL5RQcAACoUYzwAAJAkmf87HIUjxeLESpX06devn3x8fGSapsaNG6fnn39ejRo1sqljsVjUoUMH3X///RUSKAAAKH+M8QAAAK6rVEmf0NBQhYaGSpIuX76s4cOHKzg4uEIDAwAAFY8xHgAAwHWVKulzralTp1ZEHAAAwM4Y4wEAqLqM/ILDUThSLM6szEkfSTp+/LhWrVqlEydOKDMz0+acYRhatmxZuQQHAAAqF2M8AACA6yhz0mfTpk2KiopSXl6e6tSpI4vFYnPeMIxyCw4AAFQexngAAADXUuakz6RJk3TvvffqX//6l+rUqVMRMQEAADtgjAcAoApj9y6XVOakzw8//KC1a9fyZRAAABfDGA8AAOBa3Mr6hMaNG+vSpUsVEQsAALAjxngAAADXUuakz8SJEzV37lxduXKlIuIBAAB2whgPAEDVZZiOd+D2lXl51+eff66UlBS1aNFC4eHhCggIsDlvGIbmz59fbgECAIDKwRgPAADgWgzTNMuUP3Nzu/HkIMMwlJeXd1tBoaiMjAz5+fkpPT1dvr6+9g4HAOCAbnesqMpjPOMsAOBGXHmcKLy2rg9Pl0c1T3uHY5Wbk6XPN0x2yT6vTGWe6ZOfn18RcQAAADtjjAcAoAozzYLDUThSLE6szPf0AQAAAAAAcDQXL17UuHHj1K9fP9WuXVuGYSg2NrZUz42Pj5dhGMUep0+fLlI/ISFBoaGh8vb2VmBgoIYMGaKUlJRyvqLbd8tJn23btmnChAkaPny4fvzxR0lSUlKSzp49W27BAQCAyscYDwAAnFFqaqoWL16s7OxsDRo06Jba+Mc//qHPPvvM5rj+Poe7du3Sgw8+qLp162rDhg2aP3++EhIS1Lt3b2VnZ5fDlZSfMi/vunLlih5++GFt375dhmFIkkaMGKFGjRpp7ty5atiwoebOnVvugQIAgIrFGA8AQNXlaDtm3UosjRs31vnz52UYhs6dO6elS5eWuY327dvrnnvuuWGdV155Ra1atdKaNWvk4VGQVmnatKnuvfdeLV++XCNGjCh78BWkzDN9Jk2apC+++EIffPCB0tPTde19oPv166eEhIRyDRAAAFQOxngAAODMCpdjVaRTp04pKSlJTz31lDXhI0k9evRQq1attG7dugp9/bIqc9Jn9erVmjZtmiIjI+Xl5WVzrlGjRtZp4AAAwLkwxgMAAEeTkZFhc1T08qkBAwbI3d1d/v7+ioqK0v79+23OFz4OCQkp8tyQkJAi9e2tzEmfs2fPql27dsU35uamzMzM2w4KAABUPsZ4AACqMNMBD0kNGzaUn5+f9Zg1a1aFXH69evU0adIkLV26VImJiZo2bZqSkpLUvXt3ffPNN9Z6qampkiR/f/8ibfj7+1vPO4oy39Onfv36Sk5OVnh4eJFz3377rZo2bVougQEAgMrFGA8AABzNyZMn5evra31ssVgq5HUiIiIUERFhffyb3/xGDz30kDp06KCYmBht2LDBpn5Jy8gqenlZWZV5pk9UVJRmzJihr776ylpmGIZOnDihefPmafDgweUaIAAAqByM8QAAwNH4+vraHBWV9ClOkyZNdN9992nPnj3WssKdvIqb0ZOWllbsDCB7KnPSZ+rUqQoODlbXrl11zz33yDAMRUdHq3379qpTp47Gjx9fEXECAIAKxhgPuCbTzJOZc0BmXsH/oOTlZynfzLFzVAAcTeHuXY50OALTNOXm9mvqpH379pKk5OTkInWTk5Ot5x1FmZM+NWvW1O7duzVt2jT5+PioefPm8vb21oQJE/Txxx8XufEjAABwDozxgOsxTVN5559VXurDyjv7G/1y/k19efIeffdTZ527tM3e4QGAQzt27Jj+85//qHv37tay+vXrq2vXrlq5cqXy8vKs5Xv27NGhQ4cUFRVlj1BLZJjX7scKh5WRkSE/Pz+lp6fbrGcEAKAQY8Wto+/gqszcE8o71/t/j9x0Ps9d/m65yjZzlSV3+db5VB4e9ewaI+AMXHmcKLy27g9Nk0c1T3uHY5Wbk6U9m6aUuc+3bNmiy5cv6+LFixo6dKgGDx6sxx57TJLUv39/eXt769lnn9WKFSt05MgRNW7cWJLUp08f/eY3v1FISIh8fX2VnJys119/XRcvXtTu3bttZvDs3LlTffv21cCBAzVy5EilpKRo/Pjx8vPz0xdffFGpS9Bupsw3cgYAAADgJNzrSEYtycyQlK9qhkVXzExdNq9Kks6fGySL/w6ZMuRXndl8QJVmmgWHo7jFWEaMGKETJ05YH69evVqrV6+WVDBzp0mTJsrLy1NeXp6unQPToUMHvf/++5o7d64yMzNVp04d9erVS1OmTFGrVq1sXiMsLEybN29WTEyMBg4cKG9vbw0YMEBvvPGGQyV8pFuc6bNy5Uq9++67OnHiRJHtWw3D0JEjR8otQBRw5cwyAKB8lMdYUVXHeMZZuDIz95jyM9fIcG+m7LwrysyYqKvKk2lK6863086LzZWVU02/a/B7/aH5vfYOF3BIrjxOWGf69H/N8Wb6bI5xyT6vTGWe6TNnzhxNmDBBbdu2VceOHR0uiwUAAG4NYzzgmgyPpnKv+YokyUvS6cvvyDP3W/2SU1O7LjWXYUhe1a8q4ewSLdq1R3fWaaLLNS6qcTV/tc6up4i72yjoDv6HCwCcUZmTPosXL9aoUaO0YMGCiogHAADYCWM84PpMM1/nrh6Sh6rpoqmC5RPG/066GQpps0+7NhnyPGfqh6xz2r33I8Xn5qvlvXdqypRH1bgF9/8BXJUj7ZglOVYszqzMu3edPn1akZGRFRELAACwI8Z4wPXk5mfpSMa/deLiRzLNfBmGm7yqtVauDHl7ZOvhOw6pmpGr6m45qu6Wo9wsD9X4WXK/asg97YqMK9nyvCL99PFRjXjgDe3bc9jelwQAKIMyJ306d+7ssuv5AQCoyhjjAdfz6ekJ2psyQ/85M1nfpL6tzKuHlJ1zUIZMeSlPod4/qq3Pz2rklSY3mTp5KlCS5Hb+impuPSBPi5+MOgGSt6fy8/I147UP7HxFAICyKHPS589//rPefPNNffnllxURj0u6dOmSxowZo+DgYHl6eqpTp07617/+Ze+wAACw4axjPOMsULIzmb/+Pv9yZY8yrybpDsOUlwy5mx7amtlY3u45ql3tkmpXv6QMd4ty2lyRe2qG3Gr6yKjhJVOSWc1DpqWaUtMvKzMz234XBKDimA544LaV+Z4+0dHRSk1NVdeuXVWvXj0FBATYnDcMQ9988025BegKoqKilJSUpNmzZ6tVq1Z699139fjjjys/P19PPPGEvcMDAECS847xjLNA8bJzvlcz7zt19PKXMmSoiU8feV6eryCPgr/7/pDtoatyk4eRL8OULG65Ss/xUr5RTTkRXvI+kC/DUME9fwxDeXfUUJ6uas7Y/6cpC5+Vu3uZ/34MAKhkZU76BAQEKDAwsCJicUmbN2/WRx99ZP0CKknh4eE6ceKEXnnlFf3ud7+Tu7u7naMEAMA5x3jGWaB4GVfW65fUUQqQqcbebjJkytv9ZxnZ55RnSqvSWyg5218+blc11n+/vN3ytO1CsK7mGDKaXVVudjWdmNpKDdZkqdoVU4Yk95x8eWXkaveO7xXR6kWNnPl7Rf6uu70vFQBwA2VO+uzcubMCwnBd69atk4+PjwYPHmxTHh0drSeeeEJ79+5Vjx497BQdAAC/csYxnnEWsGWaecq7+KYuXIyXZMrLTZKZrxy5a9Gxz/RD1v26x+cX/Tf3DknSpfzq2n6pvn7J8dGJLF/Vbpiu7OzqOn/SX96nTRnKk6Ec5efnye1iptwysyVTMv1q6O9x/1ZQXT91D7vTnpcMoJywe5drKnPSB2Wzf/9+3XnnnfLwsO3qkJAQ63m+jMLR3ffEcFXLdVfnO9NUq+tVnawWoODAdN0X0EqNa4Xpv+kbFOjZRl1r/0nuRjV7hwugCmGcBWzlZ65T3uW/yaJcZUrKMyV3w9CnGY318cVGqlctQ1fy81TbI0Nnc31lmoY2ZzRV/v/2ba9b45JSPXyUWTNbdyS6K9/TQzluhgzDUH6tGnI7c0FulzKl3FypmrveXbSDpA8AOLBbSvqkpaVp3rx52r59u1JTUxUYGKg+ffpozJgxuuOOO8o7RqeWmpqqZs2aFSn39/e3ni9Odna2srN/vUleRkZGxQQI/M/ZjEt6bVOC3N0TlB2cJn+fK7ryRTX99NdaCsp3V7MwQ3F//Eoe7qZ2ng9W7E/dlHg+Ww8Hva6aHtk6k/WtfKsFqd0dj9r7UgDcBmcb4xlnAVummSHJkJ/hLg83Q7nKkyEpx7TI3+OyngtOlIfyJUn/d/FOXc6tJm/PbNVwz9bFXE/l5ddSaraPzKuG8qoZcs+S5OYmmQV/cs8P9JX7+UvKq+Uj91ypTlAte10qAKAUynz3tVOnTunuu+/WjBkzlJ6erkaNGunChQuaNm2a7r77bv38888VEadTMwyjzOdmzZolPz8/69GwYcOKCg/Q5eyrevDNf2jHN8e092yArlavJp/qV3X49QBdOlNN6Tm+eqDXD3L73xzLsDt+lo97jnJNd6VerSFJMuSm7PyL9rwMALfJWcd4xlngV+5ej8qodrcMw0M1qoco08zTZTNPXXy+1301f1Q1o+DmzG6G9JjfCT1f+4giap6Sm2HKr1qWLG45unS5urK88pXWzl2ZdQzlekqmIck0ZVzNkeHmpvzqhnIt0p8mDrD3JQMoL/mm4x24bWVO+kycOFGZmZnau3evDhw4oI8++kgHDhzQ3r17lZmZqYkTJ1ZEnE4rICCg2L8ypqWlSfr1L5HXmzBhgtLT063HyZMnKzROVG1HU9KUmZ0rSbL4XFXh/yMZ7pIMybiaqx+OBcrNTcrLN/RLpreu5FdTDbcs3eNXV4bc5G9prjv9BtntGgDcPmcc4xlnAVuGm6+qB65W9XrfK8frMWt5dbdcPRnwkwpva+7r5q467qZquOWrh1ea6rkXzHy7eMlbF654yazmpuwGucpoauhKHUl5eXJLvyKP0+kyq3voSpCnUnsGaHf6T5V/kQCAUivz8q6tW7dq+vTp6tKli015ly5d9Nprr2nKlCnlFpwr6NChg9577z3l5uba3G8gOTlZktS+fftin2exWGSxWColRqB53QD5eluUcSVb54/Wkuedx5V21VttJqXo+CJ/+VmuKGF3A6VnVFeDkHPa6+mvwfXP6IH6UWoVMEimad7wL+0AnIMzjvGMs0DxDMOQl2e43Aw/5ZvpquZWS3keTdRAZ/Vz7gXJzLGp72nk6jdeqXqpzWGNyb9fm39pLtPLVGbLPOXWctNVvxryOmWoxk+GsgKqK6dODblfll7euEndn22kOn417XOhAIAbKnPSJz09XU2aNCn2XNOmTZWenn67MbmUyMhILVmyRB988IF+97vfWctXrFih4OBgdevWzY7RAQW8q1fTlpeH6h+7v1B2zimF+Pnq69P56twhRA/s7lmk/hPXPSbhA7gGZxzjGWeBknl4NFD9ep8q++pXunrheeXmHJAp6UKej2pXN2T8b9n2wWwvPVrztNyNglv3PNf0K20+3axgTZcheVbPkdE8V2cbe+msvHTHd4akgufmeZr6JvlH9b2vnf0uFED5MFX4q+0YHCkWJ1bmpE/Tpk21adMm9e3bt8i5LVu2qGnTpuUSmKt48MEH1bdvX40YMUIZGRlq0aKF3nvvPW3dulUrV66Uu7v7zRsBKkEtb0+N7XOf9XH/1nYMBoBdOOMYzzgL3Ji7e6C8LPfpqpmpgv+DMlTTyJWPW8H/TZmmqTwzXxfz3eTrVrCHV7abqWHtP9Evl2rJ15Kpn7Lv0JffNZOZZcr0ytfl5oaqp0nZdfLlfzBfIVH17XmJAIAbKHPSJzo6WuPHj1d+fr6eeeYZBQUF6ZdfftHKlSu1YMECzZ49uyLidGpr167VpEmTFBMTo7S0NLVp00bvvfeefv/739s7NAAArJx1jGecBW7McPOSp+9kZWXMkuF2hw7n11PdvO9V070g8VPH7ZK2XK6vuzwv6nK+hz6+EqBAz8sK9Lwsw5D2HwvWiz1baubeH2WYhrKCTI24p5t8j+fr3t+2Ud16tex7gQCAEhmmaZZp0pRpmvrTn/6kJUuW2CzpME1Tf/zjH/W3v/2t3INEwVayfn5+Sk9Pl6+vr73DAQA4oNsdK6ryGM84i6rANPNlGG4yTVMf/xguL/Os8pWrII9Lysr3UOKlJko1C+7NU83IVasanZWR3Vbt7rhfnWs3UOLJI1p/9DvdXbu+nr7zLpZ3o0px5XGi8Nru7RMnDw9Pe4djlZubpf8kTHXJPq9MZU76FDp06JB27NihtLQ0BQQEqFevXmrVqlV5x4f/ceUPGQBA+SivsaIqjvGMs6hqMnN+0Zen/6Sfs1JkMXPUzvOMggLm6bssi45e+lIta3bX3f4R9g4TcBiuPE6Q9HFtZV7eVah169Zq3ZqbfgAA4GoY4wHX51UtSPc13CBJys09IcOoLnf3IHWpIXUJGGjn6AAA5eWWkj55eXlatWqVEhMTlZqaqoCAAIWHh2vw4ME226UCAADnwhgPVD0eHo3tHQIAR2CaBYejcKRYnFiZv72dO3dOERER2rdvnzw8PBQQEKDU1FQtXbpUc+fO1bZt2xQYGFgRsQIAgArEGA+gMuXk5em/J1MU7O+rQN8a9g4HAFySW1mfMHbsWB06dEjvvPOOMjMz9csvvygzM1MrV67UDz/8oLFjx1ZEnAAAoIIxxgOoLHn5+frjgg/01J//pQdjl+nb47/YOyQAcEllnunz4Ycfavr06Xr88cetZe7u7nriiSeUkpKi2NjY8owPAABUEsZ4AJXlRMp57Tt6SpKUm5evTV8cVEiTIDtHBVRthllwOApHisWZlXmmj2maateuXbHn2rdvr1vcDAwAANgZYzyAylLvjpry9bbIzTCUb5pq17COvUMCAJdU5qRPnz59lJCQUOy5jz76SGFhYbcbEwAAsAPGeACVxdtSXf988XE926+rZj/TXwO7trV3SADgksq8vGvKlCmKiopSXl6ennjiCdWrV0+nT5/WO++8o7Vr12rt2rVKS0uz1vf39y/XgAEAQMVgjAdQmZrUuUPPPdTD3mEAKGT+73AUjhSLEzPMMs7VdnP7dXKQYRjW/y5s5toyqWDrV9y+jIwM+fn5KT09Xb6+vvYOBwDggG53rKjKYzzjLADgRlx5nCi8tvvCY+Xh4WnvcKxyc7P0aWKsS/Z5ZSrzTJ+YmJgiX/oAAIDzY4wHAABwLWVO+rBzBwAArokxHgCAqsswTRkOtGmDI8XizMp8I2cAAAAAAAA4vjLP9JGk06dP64MPPtCJEyeUlZVlc84wDM2fP79cggMAAJWLMR4AAMB1lDnps23bNkVGRhb5IliIL4QAADgnxngAAKqw/P8djsKRYnFiZV7e9corr6hTp076+uuvlZ2drfz8fJvDlXbyAACgKmGMBwAAcC1lnulz5MgRrV27ViEhIRURDwAAsBPGeAAAANdS5qRPmzZtlJGRURGxAAAAO2KMBwCg6mL3LtdU5uVdr732mmbMmKEzZ85URDwAAMBOGOMBAABcS5ln+jz00EPat2+fmjdvrk6dOsnf39/mvGEY2rBhQ7kFCAAAKgdjPAAAgGspc9InPj5eU6dOlbu7u44dO6ZTp07ZnDcMo9yCAwAAlYcxHgCAKsz83+EoHCkWJ1bmpE9cXJwGDhyo+Ph43XHHHRUREwAAsAPGeAAAANdS5nv6nDlzRs8//zxfBgEAcDGM8QAAAK6lzDN97rrrLv30008VEQsAALAjxngAAKow0yw4HIUjxeLEyjzT580339Trr7+ur7/+ugLCAQAA9sIYDwAA4FrKPNNn+PDhOnv2rDp37qygoKBid/b45ptvyi1AAABQORjjAQAAXEuZkz4BAQEKDAysiFgAAIAdMcYDAFB1GWbB4SgcKRZnVuakz86dOysgDAAAYG+M8QAAAK6lzPf0AQAAAAAAgOMr80wfSUpLS9O8efO0fft2paamKjAwUH369NGYMWPY5hUAACfGGA8AQBXF7l0uqcwzfU6dOqW7775bM2bMUHp6uho1aqQLFy5o2rRpuvvuu/Xzzz9XRJwAAKCCMcYDAAC4ljInfSZOnKjMzEzt3btXBw4c0EcffaQDBw5o7969yszM1MSJEysiTgAAUMEY4wEAAFxLmZM+W7du1fTp09WlSxeb8i5duui1117Tli1byi04AABQeRjjAQCouox8xztw+8qc9ElPT1eTJk2KPde0aVOlp6ffbkwAAMAOGOMBAABcS5mTPk2bNtWmTZuKPbdlyxY1bdr0toMCAACVjzEeAADAtZR5967o6GiNHz9e+fn5euaZZxQUFKRffvlFK1eu1IIFCzR79uyKiBMAAFQwxngAAKowdu9ySWVO+rzyyis6cuSI/vrXv2rhwoXWctM09cc//lEvv/xyuQYIAAAqB2M8AACAaylz0scwDP3973/Xiy++qMTERKWmpiogIEC9evVSq1atKiJGAABQCRjjAQAAXEuZkz6FWrdurdatW5dnLAAAwAEwxgMAUAWZ/zschSPF4sRKdSPn8+fP65FHHtHGjRtLrLNx40Y98sgjSk1NLbfgAABAxWKMBwAAcF2lSvosXbpU33zzjSIiIkqsExERoeTkZJt7AAAAAMfGGA8AAOC6SpX0+de//qXhw4fLw6Pk1WAeHh4aPny4/v3vf5dbcAAAoGIxxgMAAEkyTNPhDty+UiV9vv/+e91zzz03rXf33Xfr+++/v+2gAABA5WCMBwAAcF2lSvrk5uaqWrVqN61XrVo15eTk3HZQAACgcjDGAwAAuK5SJX2CgoL03Xff3bTegQMHVK9evdsOCgAAVA7GeAAAIEkyTcc7cNtKlfS5//77tWjRohv+hS8nJ0dvv/22wsPDyy248rBz504ZhlHssWfPniL19+3bpz59+sjHx0e1atVSVFSUjh49WmzbCxYsUJs2bWSxWNS0aVPFxcUV20cpKSkaMmSIAgMD5e3trdDQUG3fvr3crxUAgLJy5jEeAAAAN1aqpM/YsWN18OBBRUZG6ueffy5y/ueff9agQYN06NAhjR07ttyDLA8zZ87UZ599ZnO0b9/eps7BgwcVFhamq1evatWqVVq+fLm+//579ezZU2fPnrWpO2PGDI0ePVpRUVHatm2bRo4cqZkzZ2rUqFE29bKzs9W7d29t375d8+fP14YNG1S3bl1FRERo165dFX7dAADciCuM8QAAACheyVt1XCMkJEQLFy7UyJEj1bRpU3Xu3FlNmzaVJB07dkxffvml8vPz9fbbb6tDhw4VGvCtatmypbp3737DOjExMbJYLNq4caN8fX0lSZ07d1bLli01d+5czZkzR5KUmpqq6dOna/jw4Zo5c6YkKSwsTDk5OZo8ebLGjBmjtm3bSpKWLVum/fv3a/fu3QoNDZUkhYeHq2PHjho3bpz27t1bUZcMAMBNucIYDwAAyoEpKd/eQVyD1V3lolQzfSRp+PDh+vjjj9WvXz99++23eu+99/Tee+/p22+/VUREhD755BMNGzasImOtULm5udq4caMeeeQRa8JHkho3bqzw8HCtW7fOWrZ161ZlZWUpOjrapo3o6GiZpqn169dby9atW6fWrVtbEz5Swda3Tz75pD7//HOdOnWq4i4KAIBScPUxHgAAoKoq1UyfQqGhofrwww+Vn5+vc+fOSZICAwPl5lbq3JHdjBo1Sr///e+t99SZMmWK7rvvPuv5I0eOKDMzUyEhIUWeGxISoo8++khZWVny9PTU/v37JanIXzyDgoIUGBhoPS9J+/fvV8+ePYttUyq4MWb9+vXL5RoBALhVzjzGAwAAoHhlSvoUcnNzU506dco7lgrh5+en0aNHKywsTAEBATp8+LDeeOMNhYWFadOmTXrggQckFSzZkiR/f/8ibfj7+8s0TZ0/f15BQUFKTU2VxWJRjRo1iq1b2FZhuyW1ee3rXi87O1vZ2dnWxxkZGWW4agAAbo0zjfEAAKD8GKYpw4F2zHKkWJyZU/357kY7cV1/fP3115Kku+66S2+99ZYGDRqknj17Kjo6Wrt371ZQUJDGjRtX5DUMwyjx9a89V9p6Za1baNasWfLz87MeDRs2LLENAAAAAACA693STB97ad26tZYsWVKquo0aNSrxXK1atTRgwAD97W9/U2Zmpry8vBQQECCp+Jk3aWlpMgxDtWrVkiQFBAQoKytLV65ckbe3d5G6nTt3tj4OCAgosU2p+JlFkjRhwgS9+OKL1scZGRkkfgAAAAAAQKk5VdInKCio3G4kaf5vqljhTJvmzZvLy8tLycnJReomJyerRYsW8vT0lPTrvXySk5PVrVs3a73Tp0/r3LlzNlvBd+jQocQ2JRXZNr6QxWKRxWK5lUsDAAAAAKBsTEmOtKTKgUJxZk61vKu8nD9/Xhs3blSnTp2siRwPDw8NHDhQa9eu1cWLF611f/zxRyUmJioqKspaFhERIU9PT8XHx9u0Gx8fL8MwNGjQIGtZZGSkDh48aLM1e25urlauXKlu3bopODi4Yi4SAAAAAABUaU410+dWPPHEE2rUqJHuueceBQYG6ocfftCbb76pM2fOFEnaxMXFqUuXLhowYIDGjx+vrKwsxcTEKDAwUC+99JK1nr+/vyZPnqwpU6bI399f/fr1U1JSkmJjYzVs2DC1bdvWWnfo0KFauHChBg8erNmzZ6tOnTpatGiRDh06pISEhMrqBgAAAAAAUMW4fNInJCRE77//vv72t7/p0qVL8vf313333ad//vOf6tKli03dNm3aaOfOnXr11Vf16KOPysPDQ7169dLcuXNVu3Ztm7qTJk1SzZo1tXDhQs2dO1f16tXT+PHjNWnSJJt6FotF27dv17hx4/T888/rypUr6tSpk7Zs2aL777+/wq8fAAAAAICbMk0HW97lQLE4McM06UlnkJGRIT8/P6Wnp8vX19fe4QAAHJCrjBU7duzQypUrtXv3bp08eVK1atXSPffco5iYGJvNEgrt27dP48aN0549e2z+YNOsWbNSv6ar9B0AoGK48jhReG29Or4qD3fHua9sbl62dnwzxyX7vDJVyXv6AAAAx/X222/r+PHjGj16tDZv3qz58+crJSVF3bt3144dO2zqHjx4UGFhYbp69apWrVql5cuX6/vvv1fPnj119uxZO10BAACAY3D55V0AAMC5LFy4UHXq1LEpi4iIUIsWLTRz5kz16tXLWh4TEyOLxaKNGzda/wrYuXNntWzZUnPnztWcOXMqNXYAAJxWviTD3kFcI9/eAbgGZvoAAACHcn3CR5J8fHzUtm1bnTx50lqWm5urjRs36pFHHrGZ9t24cWOFh4dr3bp1lRIvAACAoyLpAwAAHF56err27dundu3aWcuOHDmizMxMhYSEFKkfEhKiw4cPKysrqzLDBAAAcCgs7wIAAA5v1KhRunz5ss0umampqZIkf3//IvX9/f1lmqbOnz+voKCgIuezs7OVnZ1tfZyRkVEBUQMA4DwM05ThQPs8OVIszoyZPgAAoMLs3LlThmGU6vj666+LbWPKlCl65513NG/evGJ37zKMkm9AUNK5WbNmyc/Pz3o0bNjwlq4PAADAkTHTBwAAVJjWrVtryZIlparbqFGjImVxcXGaPn26ZsyYoeeee87mXEBAgKRfZ/xcKy0tTYZhqFatWsW+1oQJE/Tiiy9aH2dkZJD4AQAALoekDwAAqDBBQUEaNmzYLT03Li5OsbGxio2N1cSJE4ucb968uby8vJScnFzkXHJyslq0aCFPT89i27ZYLLJYLLcUFwAALsk0Cw5H4UixODGWdwEAAIczbdo0xcbGavLkyZo6dWqxdTw8PDRw4ECtXbtWFy9etJb/+OOPSkxMVFRUVGWFCwAAHMDFixc1btw49evXT7Vr15ZhGIqNjS3Vc9euXavHH39cLVq0kJeXl5o0aaI//OEP+uGHH4rUDQsLK3apekRERDlf0e1jpg8AAHAob775pmJiYhQREaGHHnpIe/bssTnfvXt363/HxcWpS5cuGjBggMaPH6+srCzFxMQoMDBQL730UmWHDgAA7Cg1NVWLFy9Wx44dNWjQIC1durTUz50zZ47q1aunSZMmqVmzZjp58qRmzpypu+++W3v27LHZQVSSmjVrpnfeecemrKRl5fZE0gcAADiUDz/8UJK0detWbd26tch585rp3m3atNHOnTv16quv6tFHH5WHh4d69eqluXPnqnbt2pUWMwAATs8Flnc1btxY58+fl2EYOnfuXJmSPh9++KHq1KljU9arVy81adJE8+bNK9KWl5eXzR+iHBVJHwAA4FB27txZpvqdO3dWQkJCxQQDAACcxo129LyZ6xM+khQcHKwGDRro5MmTtxOWXXFPHwAAAAAAgOscPXpUJ06cKLK0S5KOHDkif39/eXh4qHnz5po0aZIyMzPtEOWNMdMHAAAAAICqzkGXd2VkZNgUV9YOnLm5uXr22Wfl4+OjsWPH2py777779Lvf/U5t2rRRZmamtmzZotdff12ffvqpEhMT5ebmOPNrSPoAAAAAAACH1LBhQ5vHU6dOLfWOXLfKNE09++yz+uSTT/TBBx8UiWH69Ok2j/v3768mTZro5Zdf1oYNGxQZGVmh8ZWF46SfAAAAAAAArnHy5Emlp6dbjwkTJlTo65mmqWHDhmnlypWKj4/Xww8/XKrnPfnkk5JUZNdRe2OmDwAAAAAAVV2+pFu/D3L5yy/4x9fXV76+vpXykoUJn3/84x9atmyZNZFTFo60tEtipg8AAAAAAKjiTNPU8OHD9Y9//EN///vfFR0dXabnr1ixQpIcbht3ZvoAAAAAAACXsGXLFl2+fFkXL16UJH333Xdas2aNpIJ773h7e+vZZ5/VihUrdOTIETVu3FiS9MILL2jZsmUaOnSoOnToYLNMy2Kx6K677pIkffLJJ5oxY4YiIyPVrFkzZWVlacuWLVq8eLF69eqlgQMHVvIV3xhJHwAAAAAAqjjDNGU40O5dtxrLiBEjdOLECevj1atXa/Xq1ZKkY8eOqUmTJsrLy1NeXp7Ma17jww8/lCQtX75cy5cvt2mzcePGOn78uCQpKChI7u7umjZtms6dOyfDMNSyZUu99tpreumllxxueRdJHwAAAAAA4BIKkzM3Eh8fr/j4+DI/T5JatGihTZs2lT0wO3GsFBQAAAAAAADKBTN9AAAAAACo6kyz4HAUjhSLE2OmDwAAAAAAgAsi6QMAAAAAAOCCSPoAAAAAAAC4IO7pAwAAAABAVZdvSoYD3Ucn34FicWLM9AEAAAAAAHBBJH0AAAAAAABcEMu7AAAAAACo6tiy3SUx0wcAAAAAAMAFkfQBAAAAAABwQSzvAgAAAACgynOw5V1ypFicFzN9AAAAAAAAXBBJHwAAAAAAABfE8i4AAAAAAKo6du9yScz0AQAAAAAAcEEkfQAAAAAAAFwQy7sAAAAAAKjq8k051I5Z+Q4UixNjpg8AAAAAAIALIukDAAAAAADggljeBQAAAABAVWfmFxyOwpFicWLM9AEAAAAAAHBBJH0AAAAAAABcEMu7AAAAAACo6kyz4HAUjhSLE2OmDwAAAAAAgAtyyqTPxYsXNW7cOPXr10+1a9eWYRiKjY0tsf6+ffvUp08f+fj4qFatWoqKitLRo0eLrbtgwQK1adNGFotFTZs2VVxcnHJycorUS0lJ0ZAhQxQYGChvb2+FhoZq+/btxbaZkJCg0NBQeXt7KzAwUEOGDFFKSsotXTsAAAAAAEBpOGXSJzU1VYsXL1Z2drYGDRp0w7oHDx5UWFiYrl69qlWrVmn58uX6/vvv1bNnT509e9am7owZMzR69GhFRUVp27ZtGjlypGbOnKlRo0bZ1MvOzlbv3r21fft2zZ8/Xxs2bFDdunUVERGhXbt22dTdtWuXHnzwQdWtW1cbNmzQ/PnzlZCQoN69eys7O7tc+gMAAAAAgNuSbzregdvmlPf0ady4sc6fPy/DMHTu3DktXbq0xLoxMTGyWCzauHGjfH19JUmdO3dWy5YtNXfuXM2ZM0dSQSJp+vTpGj58uGbOnClJCgsLU05OjiZPnqwxY8aobdu2kqRly5Zp//792r17t0JDQyVJ4eHh6tixo8aNG6e9e/daX/+VV15Rq1attGbNGnl4FHR306ZNde+992r58uUaMWJE+XcQAAAAAACo8pxypo9hGDIM46b1cnNztXHjRj3yyCPWhI9UkDQKDw/XunXrrGVbt25VVlaWoqOjbdqIjo6WaZpav369tWzdunVq3bq1NeEjSR4eHnryySf1+eef69SpU5KkU6dOKSkpSU899ZQ14SNJPXr0UKtWrWxeHwAAAAAAoDw5ZdKntI4cOaLMzEyFhIQUORcSEqLDhw8rKytLkrR//35JUocOHWzqBQUFKTAw0Hq+sG5JbUrSgQMHbNosqe61bV4vOztbGRkZNgcAAAAAABWicPcuRzpw21w66ZOamipJ8vf3L3LO399fpmnq/Pnz1roWi0U1atQotm5hW4V1S2rz2te92etf2+b1Zs2aJT8/P+vRsGHDEusCAAAAAABcz+5Jn507d1qXa93s+Prrr2/pNW60FOzac6WtV151b9TGhAkTlJ6ebj1OnjxZYl0AAAAAAIDr2f1Gzq1bt9aSJUtKVbdRo0ZlajsgIECSip1Rk5aWJsMwVKtWLWvdrKwsXblyRd7e3kXqdu7c2abdktqUfp3Zc7PXL24GUCGLxSKLxXKjywMAAAAAoHyYcqwlVQ4UijOze9InKChIw4YNq5C2mzdvLi8vLyUnJxc5l5ycrBYtWsjT01PSr/fySU5OVrdu3az1Tp8+rXPnzql9+/bWsg4dOpTYpiRr3cJ/k5OT1b9//yJ1r20TAAAAAACgPNl9eVdF8vDw0MCBA7V27VpdvHjRWv7jjz8qMTFRUVFR1rKIiAh5enoqPj7epo34+HgZhqFBgwZZyyIjI3Xw4EGbrdlzc3O1cuVKdevWTcHBwZKk+vXrq2vXrlq5cqXy8vKsdffs2aNDhw7ZvD4AAAAAAEB5svtMn1u1ZcsWXb582ZrM+e6777RmzRpJUv/+/a1LtOLi4tSlSxcNGDBA48ePV1ZWlmJiYhQYGKiXXnrJ2p6/v78mT56sKVOmyN/fX/369VNSUpJiY2M1bNgwtW3b1lp36NChWrhwoQYPHqzZs2erTp06WrRokQ4dOqSEhASbOOfMmaO+fftq8ODBGjlypFJSUjR+/Hi1b9++yPbwAAAAAADYhaPtmOVIsTgxwzSdsyebNGmiEydOFHvu2LFjatKkifXxl19+qVdffVWfffaZPDw81KtXL82dO1fNmzcv8ty//OUvWrhwoY4fP6569eopOjpakyZNUrVq1WzqnTlzRuPGjdPGjRt15coVderUSdOmTVOfPn2KtPnRRx8pJiZGX3/9tby9vTVgwAC98cYbqlOnTqmvNyMjQ35+fkpPT5evr2+pnwcAqDoYK24dfQcAuBFXHicKr61PvT/Kw626vcOxys2/qoTTi12yzyuT0yZ9qhpX/pABAJQPxopbR98BAG7ElccJkj6uzWmXdwEAAAAAgHKSny8p395R/CrfgWJxYi59I2cAAAAAAICqiqQPAAAAAACAC2J5FwAAAAAAVR27d7kkZvoAAAAAAAC4IJI+AAAAAAAALojlXQAAAAAAVHUs73JJzPQBAAAAAABwQSR9AAAAAAAAXBDLuwAAAAAAqOryTUkOtKQq34FicWLM9AEAAA5t6dKlMgxDPj4+xZ7ft2+f+vTpIx8fH9WqVUtRUVE6evRoJUcJAADgeEj6AAAAh3Xq1Cm9/PLLCg4OLvb8wYMHFRYWpqtXr2rVqlVavny5vv/+e/Xs2VNnz56t5GgBAAAcC8u7AACAw/rTn/6k3/zmN/L399eaNWuKnI+JiZHFYtHGjRvl6+srSercubNatmypuXPnas6cOZUdMgAATsk082Wa+fYOw8qRYnFmzPQBAAAOaeXKldq1a5cWLVpU7Pnc3Fxt3LhRjzzyiDXhI0mNGzdWeHi41q1bV1mhAgAAOCSSPgAAwOGkpKRozJgxmj17tho0aFBsnSNHjigzM1MhISFFzoWEhOjw4cPKysqq6FABAAAcFsu7AACAwxk5cqRat26tESNGlFgnNTVVkuTv71/knL+/v0zT1Pnz5xUUFFTkfHZ2trKzs62PMzIyyiFqAACcmGk61o5ZpgPF4sSY6QMAACrMzp07ZRhGqY6vv/5akvTBBx/oww8/1JIlS2QYxk1f40Z1Sjo3a9Ys+fn5WY+GDRve0vUBAAA4Mmb6AACACtO6dWstWbKkVHUbNWqkS5cuadSoUXr++ecVHBysCxcuSJKuXr0qSbpw4YKqVaumGjVqKCAgQNKvM36ulZaWJsMwVKtWrWJfa8KECXrxxRetjzMyMkj8AAAAl0PSBwAAVJigoCANGzas1PWPHz+uM2fO6M0339Sbb75Z5Pwdd9yhhx9+WOvXr1fz5s3l5eWl5OTkIvWSk5PVokULeXp6Fvs6FotFFoul9BcCAICrM01JDrSkiuVd5YKkDwAAcBj16tVTYmJikfLZs2dr165d2rJliwIDAyVJHh4eGjhwoNauXavXX39dNWvWlCT9+OOPSkxM1NixYys1dgAAAEdD0gcAADgMT09PhYWFFSmPj4+Xu7t7kXNxcXHq0qWLBgwYoPHjxysrK0sxMTEKDAzUSy+9VDlBAwAAOChu5AwAAJxWmzZttHPnTlWrVk2PPvqohgwZohYtWujjjz9W7dq17R0eAADOIz/f8Q7cNmb6AAAAhxcfH6/4+Phiz3Xu3FkJCQmVGxAAAIATYKYPAAAAAACAC2KmDwAAAAAAVR27d7kkZvoAAAAAAAC4IJI+AAAAAAAALojlXQAAAAAAVHFmfr5Mw3F2zDJNx4nFmTHTBwAAAAAAwAWR9AEAAAAAAHBBLO8CAAAAAKCqY/cul8RMHwAAAAAAABdE0gcAAAAAAMAFsbwLAAAAAICqLt+UDAdaUsXyrnLBTB8AAAAAAAAXRNIHAAAAAADABbG8CwAAAACAqs40JeXbO4pfsbyrXDDTBwAAAAAAwAWR9AEAAAAAAHBBLO8CAAAAAKCKM/NNmQ60e5fJ8q5ywUwfAAAAAAAAF0TSBwAAAAAAwAWxvAsAAAAAgKrOzJdj7d7lQLE4MWb6AAAAAAAAuCCSPgAAAAAAAC7IKZM+Fy9e1Lhx49SvXz/Vrl1bhmEoNja22LpDhgyRYRhFjjZt2hRbf8GCBWrTpo0sFouaNm2quLg45eTkFKmXkpKiIUOGKDAwUN7e3goNDdX27duLbTMhIUGhoaHy9vZWYGCghgwZopSUlFu+fgAAAAAAypOZbzrcgdvnlEmf1NRULV68WNnZ2Ro0aNBN63t5eemzzz6zOd5///0i9WbMmKHRo0crKipK27Zt08iRIzVz5kyNGjXKpl52drZ69+6t7du3a/78+dqwYYPq1q2riIgI7dq1y6burl279OCDD6pu3brasGGD5s+fr4SEBPXu3VvZ2dm31Q8AAAAAAAAlccobOTdu3Fjnz5+XYRg6d+6cli5desP6bm5u6t69+w3rpKamavr06Ro+fLhmzpwpSQoLC1NOTo4mT56sMWPGqG3btpKkZcuWaf/+/dq9e7dCQ0MlSeHh4erYsaPGjRunvXv3Wtt95ZVX1KpVK61Zs0YeHgXd3bRpU917771avny5RowYccv9AAAAAAAAUBKnnOlTuESrPG3dulVZWVmKjo62KY+OjpZpmlq/fr21bN26dWrdurU14SNJHh4eevLJJ/X555/r1KlTkqRTp04pKSlJTz31lDXhI0k9evRQq1attG7dunK9BgAAAAAAbomZ73gHbptTJn3KKjMzU/Xq1ZO7u7saNGig5557TmlpaTZ19u/fL0nq0KGDTXlQUJACAwOt5wvrhoSEFHmdwrIDBw7YtFlS3WvbBAAAAAAAKE9OubyrLDp27KiOHTuqffv2kgrusTNv3jxt375dSUlJ8vHxkVSwvMtisahGjRpF2vD391dqaqr1cWpqqvz9/YutV3j+2n9Lqnttm9fLzs62uedPenq6JCkjI+PGFwwAqLIKxwjT5MaHZVXYZ4yzAIDiVIUxNlc5kgNdXq6KbqiEsrN70mfnzp0KDw8vVd2vvvpKnTp1KlP7Y8eOtXnct29f3XXXXXr00Ue1ZMkSm/M3WjJ2/bnyqHujNmbNmqW4uP+/vbsPiuo6/wD+XVx2l+XNACouIphGUQHF0IJmRsEY1FqtwREnaTNiU7X1LZWmEl8jdFSMJjbG0TjaJnYCMQ1oM5OIRkXITCKmmOiUWJsZDRpsCihURYUB5Pn94W+vXneBXdxl4fL9zOw499xn7577nLPnrIfde7NtysPDw9t8DhEREXDvjw6BgYGerkaPUl9fD4DzLBERta++vl5zc6zBYEBoaCg+ryr0dFVshIaGwmAweLoaPZrHF32ioqKwd+9eh2IHDx7sktdMTU2Fr68vTp06pZQFBwejsbERd+7cgdlsVsXX1dUhPj5eFWvvWzrWn4xZv9kTHBwMAG3G2vsGkNWqVavw+9//Xtm+fv06IiIi8P3332tukHHGzZs3ER4ejsrKSgQEBHi6Oh7DPNzDPDAHVszDPTdu3MDgwYPbnV/IPovFgsrKSvj7+7v8uoGPiv2785i7zmPuOo+567zunDsRQX19PSwWi6er4nImkwkVFRVoamrydFVsGAwGmEwmT1ejR/P4os/AgQMxf/78Ln9dEYGX1/1LGlmv5VNeXo7ExESlvKqqCteuXVN+HmaNLS8vtzmmtcwaa/23vLwc06ZNs4l98JgPMxqNMBqNNuWBgYHdbgD0hICAAOYBzIMV88AcWDEP9zw4v5FjvLy8MGjQIE9Xo13s353H3HUec9d5zF3nddfcafmP7yaTiYsrGtUrPxUWFBTgzp07qtu4T506FSaTCfv27VPF7tu3DzqdDs8++6xSlpqain//+9+qW7O3tLQgNzcXiYmJyupvWFgYEhISkJubi7t37yqxp06dwrfffotZs2a55wSJiIiIiIiIqNfz+Dd9Ouvw4cO4ffu28hv8f/3rXygoKAAATJs2DWazGZcvX8YvfvELPPfcc3jiiSeg0+nw2Wef4c0330R0dLTqG0ZBQUFYu3Yt1q1bh6CgIEyePBllZWXIysrC/PnzMXLkSCX2xRdfxM6dO5GWlobNmzejf//+2LVrF7799lscP35cVc/XXnsNKSkpSEtLw+LFi1FTU4OVK1ciJibG5vbwRERERERERESu0mMXfRYtWoTLly8r2/n5+cjPzwcAVFRUIDIyEgEBARgwYAC2bduG6upq3L17FxEREXjppZewevVqmzt1rVmzBv7+/ti5cydef/11hIaGYuXKlVizZo0qzmg0oqioCJmZmVi2bBnu3LmDuLg4HD58GElJSarY5ORkFBYW4tVXX8WMGTNgNpsxffp0bN261e7Pt9piNBqxfv16p56jRczDPczDPcwDc2DFPNzDPGgT27XzmLvOY+46j7nrPOaOyPV0ouV7zhERERERERER9VK98po+RERERERERERax0UfIiIiIiIiIiIN4qIPEREREREREZEGcdGnC9TX1yMzMxOTJ09Gv379oNPpkJWVZTd23rx50Ol0No/hw4fbjd+xYweGDx8Oo9GIIUOGIDs7G83NzTZxNTU1mDdvHkJCQmA2mzFu3DgUFRXZPebx48cxbtw4mM1mhISEYN68eaipqen0+QPO5QAAvv76azzzzDPw8/ND3759MWvWLHz33Xd2Y3tKDtpSUlJit811Oh1OnTplE+/p3HjarVu3sHz5clgsFphMJsTFxeGDDz7wdLWc4kyba6m9nRkHPH3e7hoDHM2BVucCejR//vOfodPp4OfnZ3e/M+8brTtx4gRefPFFDB8+HL6+vggLC8PMmTPx1Vdf2Y1n7u7Twjzrbs70L/at9rU3rjF3RC4i5HYVFRUSGBgoEyZMkPnz5wsAWb9+vd3Y9PR08fHxkdLSUtXj7NmzNrEbNmwQnU4nq1atkuLiYtmyZYsYDAZZsGCBKq6xsVFiYmJk0KBBkpubK0ePHpWZM2eKXq+XkpISVWxJSYno9XqZOXOmHD16VHJzcyUsLExiYmKksbGxS3Jw/vx58ff3l/Hjx8uhQ4fkwIEDEh0dLRaLRWpqanpsDtpSXFwsAGTTpk027V5fX9+tctMdpKSkSN++fWX37t1y4sQJpT/l5eV5umoOc7TNtdbejo4Dnj5vd44BjuZAq3MBdd6VK1ckMDBQLBaL+Pr62ux35n3TG8yePVsmTpwou3btkpKSEsnPz5exY8eKXq+XoqIiVSxzp6aFedbdHO1f7Fvta29cY+6IXIeLPl2gtbVVWltbRUTk6tWrHS762Psw97Br166JyWSShQsXqso3btwoOp1Ozp07p5Tt3LlTAMjJkyeVsubmZhk5cqQkJCSonv+Tn/xERo4cKc3NzUrZF198IQBk165dHdarLc7kIC0tTUJCQuTGjRtK2aVLl8Tb21syMzOVsp6Wg7ZYFwDy8/M7jPV0bjzt0KFDAkDef/99VXlKSopYLBZpaWnxUM2c42iba629HR0HPH3e7hwDHM2BVucC6rzp06fLjBkz2uwbjr5veovq6mqbsvr6ehkwYIBMmjRJVc7c3aeVedbdHO1f7Fvta29cY+6IXIeLPl3MVYs+ubm5AkBKS0tV5T/88IMAkI0bNyplzzzzjERFRdkcY9OmTQJArly5IiL3VtsBSE5Ojk3ssGHDJCUlpcN6OaK9HDQ3N4uPj4/85je/sdk3efJkGTp0qLLdk3PwIEcXADydm+5g/vz54ufnp/qPqIjI+++/LwDkiy++8FDNnONIm2u9vdsaBzx93l05Brhi0aen54Ac895774m/v79UVlba7RvOvG96u4kTJ8qwYcOUbeZOTSvzrKc82L/Yt9rX3rjG3BG5Fq/p0w01NDQgNDQUffr0waBBg7B06VLU1dWpYr755hsAQGxsrKp84MCBCAkJUfZbY0eNGmXzOtayc+fOqY7ZVuyDx3SXixcvoqGhoc06XLhwAY2NjQC0l4MlS5ZAr9cjICAAU6ZMweeff67a7+ncdAfffPMNRowYAb1eryq31rUr+qgrtdfmvbW9PX3e3WEctOrNcwHdV1NTg+XLl2Pz5s0YNGiQ3Rhn3je92Y0bN/D1118jOjpaKWPu1LQ2z3alh/sX+1bbOhrXmDsi19J3HEJdafTo0Rg9ejRiYmIAAJ999hn+9Kc/oaioCGVlZcpFzmpra2E0GuHr62tzjKCgINTW1irbtbW1CAoKshtn3f/gv23FPnhMd+moDiKC//3vfxg4cKBmchAYGIjf/e53SE5ORnBwMC5cuICtW7ciOTkZhw4dwpQpUxyqm7tz0x3U1tbi8ccftynvjnVtjyNt3lvb29Pn3R3GQYBzAd23ePFiREVFYdGiRW3GOPO+6c2WLFmC27dvY82aNUoZc6emlXnWEx7uX+xbbetoXGPuiFyLiz5OKikpwcSJEx2KPXPmDOLi4pw6fkZGhmo7JSUFY8aMwezZs7F3717Vfp1O1+ZxHt7nilhrubtz0F4dHt7nqRy0pTO5GTNmDMaMGaOUjx8/HqmpqYiNjUVmZqay6ONIHboiN57Wk+raFmfavLe2t6fPu7NjgKv0hLmAnNOZ+eHAgQP4+OOPcebMGYfy3hPe253his8d69atQ15eHnbs2IH4+Hib/VrNXWcwF85rr38xn2rOjGvMHZFrcNHHSVFRUdi7d69DsYMHD3bJa6ampsLX11d1K+fg4GA0Njbizp07MJvNqvi6ujrVhBMcHGz3LzPWnwlYV9GDg4MB2P8rTl1dnRLnzhx0VAedToe+ffsqsZ7KQVtclZu+ffti+vTp2L17NxoaGuDj4+Px3HQHPamuznq4zXtre3v6vB91DHCn7jYXkHOcnR9u3bqFJUuWYNmyZbBYLLh+/ToAoKmpCQBw/fp1eHt7w9fX16n3TU/0qHNrdnY2NmzYgI0bN2Lp0qWqfVrPnbO6+xzRHbXVv9i3bDk6rjF3RK7FRR8nDRw4EPPnz+/y1xUReHndvwST9foN5eXlSExMVMqrqqpw7do15ScB1tjy8nKbY1rLrLHWf8vLyzFt2jSbWOt+d+bgRz/6EXx8fNqs7xNPPAGTyQTAszloiytzIyIA7v8lw9O56Q5iY2Oxf/9+tLS0qK430B3r2hkPtnlvbW9Pn/ejjgHu1p3mAnKOs/PDpUuXUF1djTfeeANvvPGGzf7HHnsMM2fOxEcffeTU+6YnepS5NTs7G1lZWcjKysLq1att9ms9d87S+jzrau31L/YtW9euXXNoXCsoKGDuiFzJM9eP7r06unuXPX/7298EgLz55ptKWW1trZhMJvntb3+ris3JybG5Te+uXbsEgJw6dUopa25ulujoaElMTFQ9PyEhQWJiYlS35CwtLRUA8vbbbztc5/Z0lIM5c+ZI//795ebNm0rZ5cuXxWAwyCuvvKKU9eQcdKSurk7CwsIkLi5OVe7p3HhaYWGhAJAPPvhAVT516tQefytZe22u5fZubxzw9Hl31Rjg7HygtbmA2tfQ0CDFxcU2jylTpojJZJLi4mIpLy9X4h193/Qmf/zjHwWArF27tt045u4+Lc+zruZI/2LfUnNmXGPuiFyHiz5dpLCwUPLz8+Wdd94RAJKWlib5+fmSn58vt2/fFhGRS5cuyVNPPSVvvfWWFBYWyuHDh2XlypViMpkkOjpabt26pTrmhg0bRKfTyerVq6WkpES2bt0qRqNRFixYoIprbGyU6OhoCQ8Pl7y8PDl27JikpqaKXq+XkpISVWxxcbHo9XpJTU2VY8eOSV5enoSHh0tMTIw0Nja6PQciIufPnxc/Pz+ZMGGCFBYWysGDByUmJkYsFovU1NT06BzY8/zzz8srr7wi+fn5UlxcLHv27JGoqCjR6/Vy7NgxVaync9MdpKSkyGOPPSZ79uyREydOyIIFCwSA5ObmerpqDnO0zbXY3o6MA54+b3ePAR3lQOtzAT0ae7dsF3HufdMbvP766wJApk6dKqWlpTaPBzF3alqYZ93N0f7FvuUYe+Mac0fkOlz06SIRERECwO6joqJCRO79pT81NVUiIyPFx8dHDAaDDB06VDIzM+X69et2j7t9+3YZNmyYGAwGGTx4sKxfv16ampps4qqqqmTu3LkSFBQkJpNJxo4da7OgYHX06FEZO3asmEwmCQoKkrlz50p1dXWX5MDq9OnTMmnSJDGbzRIQECDPPvusXLhwocfnwJ6cnByJi4uTwMBA6dOnj/Tr109SU1PlH//4h914T+fG0+rr6+Wll16S0NBQMRgMMmrUKNm/f7+nq+UUZ9pca+3t6Djg6fN25xjQUQ60PhfQo2lr0UfEufeN1iUlJbX5PrP3RXfm7j4tzLPu5kz/Yt/qWFvjGnNH5Bo6kf+/iAQREREREREREWmGV8chRERERERERETU03DRh4iIiIiIiIhIg7joQ0RERERERESkQVz0ISIiIiIiIiLSIC76EBERERERERFpEBd9iIiIiIiIiIg0iIs+REREREREREQaxEUfol7in//8J371q19hyJAhMJlM8PPzw5NPPoktW7agrq7O09Xr8U6ePImsrCxcv37dofgrV65g+fLlSEpKQt++faHT6bBv3z631pGIiNyH86x7cZ4lIuocLvoQ9QJ79+5FfHw8ysrKsGLFChw5cgR///vfkZaWht27d+PXv/61p6vY4508eRLZ2dkOfxi9cOEC8vLyYDAYMG3aNPdWjoiI3IrzrPtxniUi6hy9pytARO5VWlqKRYsWISUlBR999BGMRqOyLyUlBS+//DKOHDniwRr2ThMmTMDVq1cBAKdPn8b+/fs9XCMiIuoMzrPdE+dZIqJ7+E0fIo3btGkTdDod9uzZo/ogamUwGPDzn/9c2W5tbcWWLVswfPhwGI1G9O/fH3PnzsWVK1dUz0tOTkZMTAxKS0vx1FNPwcfHB5GRkXj33XcBAIcOHcKTTz4Js9mM2NhYmw+8WVlZ0Ol0OHPmDGbNmoWAgAAEBgbihRdeUD6kdbZOZWVlGD9+PMxmMx5//HFs3rwZra2tqtibN2/iD3/4A4YMGQKDwYCwsDAsX74ct2/fVsXpdDosXboU7733HkaMGAGz2YzRo0fjk08+UZ3LihUrAABDhgyBTqeDTqdDSUlJm+3i5cXhl4hICzjPcp4lIurWhIg0q6WlRcxmsyQmJjr8nIULFwoAWbp0qRw5ckR2794t/fr1k/DwcLl69aoSl5SUJMHBwRIVFSV/+ctf5NNPP5Xp06cLAMnOzpbY2FjZv3+/FBYWytixY8VoNMp//vMf5fnr168XABIRESErVqyQTz/9VLZt2ya+vr4yZswYaWpq6nSdhg4dKrt375Zjx47J4sWLBYD89a9/VeJu374tcXFxEhISItu2bZPjx4/L9u3bJTAwUJ5++mlpbW1VYgFIZGSkJCQkyIcffiiFhYWSnJwser1eLl68KCIilZWVsmzZMgEgBw8elNLSUiktLZUbN244lPOysjIBIO+++67D7URERJ7HeZbzLBFRd8dFHyINq6qqEgDy3HPPORR//vx5ASCLFy9WlX/55ZcCQFavXq2UJSUlCQA5ffq0UlZbWyt9+vQRHx8f1QfPs2fPCgB56623lDLrh9GMjAzVa+Xl5QkAyc3N7XSdvvzyS1XsyJEjZcqUKcp2Tk6OeHl5SVlZmSquoKBAAEhhYaFSBkAGDBggN2/eVMqqqqrEy8tLcnJylLKtW7cKAKmoqBBn8cMoEVHPxHn2Hs6zRETdF7/3SESK4uJiAMC8efNU5QkJCRgxYgSKiopU5QMHDkR8fLyyHRQUhP79+yMuLg4Wi0UpHzFiBADg8uXLNq/5y1/+UrU9Z84c6PV6pS7O1ik0NBQJCQmqslGjRqle+5NPPkFMTAzi4uLQ0tKiPKZMmWL36+ITJ06Ev7+/sj1gwAD079/f7vkQERG1hfMs51kioq7GCzkTaVhISAjMZjMqKiociq+trQVw70PmwywWi82Hr6CgIJs4g8FgU24wGAAAjY2NNvGhoaGqbb1ej+DgYKUuztYpODjYJs5oNKKhoUHZrq6uxoULF+Dt7W0TCwDXrl1z+phERNT7cJ69h/MsEVH3xUUfIg3r06cPJk2ahMOHD+PKlSsYNGhQu/HWD13//e9/bWJ/+OEHhISEuLyOVVVVCAsLU7ZbWlpQW1ur1MUddQoJCYGPjw/eeeedNvcTERF1hPOsfZxniYi6D/68i0jjVq1aBRHBggUL0NTUZLO/ubkZH3/8MQDg6aefBgDk5uaqYsrKynD+/HlMmjTJ5fXLy8tTbX/44YdoaWlBcnKy2+o0ffp0XLx4EcHBwfjxj39s84iMjHT6mNY7tvCvkkREvQvnWVucZ4mIug9+04dI48aNG4e3334bixcvRnx8PBYtWoTo6Gg0NzfjzJkz2LNnD2JiYjBjxgxERUVh4cKF2LFjB7y8vPDTn/4Uly5dwrp16xAeHo6MjAyX1+/gwYPQ6/VISUnBuXPnsG7dOowePRpz5swBALfUafny5Thw4AAmTJiAjIwMjBo1Cq2trfj+++9x9OhRvPzyy0hMTHTqmLGxsQCA7du3Iz09Hd7e3oiKilJdo+BhBQUFAIDvvvsOAHD69Gn4+fkBAGbPnu30eRERUdfjPGuL8ywRUTfi6StJE1HXOHv2rKSnp8vgwYPFYDAot2x99dVXpaamRom7e/euvPbaazJs2DDx9vaWkJAQeeGFF6SyslJ1vKSkJImOjrZ5nYiICPnZz35mUw5AlixZomxb7yry1VdfyYwZM8TPz0/8/f3l+eefl+rqatVzH7VO6enpEhERoSq7deuWrF27VqKiosRgMEhgYKDExsZKRkaGVFVVtVnvB88zPT1dVbZq1SqxWCzi5eUlAKS4uNjmeQ/npK0HERH1LJxnI1RlnGeJiLoHnYhIVy4yEREBQFZWFrKzs3H16lX+tp+IiMjFOM8SERHAa/oQEREREREREWkSF32IiIiIiIiIiDSIP+8iIiIiIiIiItIgftOHiIiIiIiIiEiDuOhDRERERERERKRBXPQhIiIiIiIiItIgLvoQEREREREREWkQF32IiIiIiIiIiDSIiz5ERERERERERBrERR8iIiIiIiIiIg3iog8RERERERERkQZx0YeIiIiIiIiISIP+D29ZrBb5wQtHAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 40: 16.75s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1654\n", + "\tTrain Regression Loss: : 0.0336\n", + "\tTrain Mve Loss: : 53.1180\n", + "\tTrain R2 Score: : 0.8939\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0511\n", + "\tVal Target Regression Loss: : 0.0520\n", + "\tVal Source R2 Score: : 0.8359\n", + "\tVal Target R2 Score: : 0.8320\n", + "\tVal Source Mve Loss: : 80.7998\n", + "\tVal Target Mve Loss: : 82.2621\n", + "\n", + "Epoch 41: 15.57s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1633\n", + "\tTrain Regression Loss: : 0.0344\n", + "\tTrain Mve Loss: : 54.3362\n", + "\tTrain R2 Score: : 0.8923\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0385\n", + "\tVal Target Regression Loss: : 0.0460\n", + "\tVal Source R2 Score: : 0.8798\n", + "\tVal Target R2 Score: : 0.8521\n", + "\tVal Source Mve Loss: : 60.8811\n", + "\tVal Target Mve Loss: : 72.6946\n", + "\n", + "Epoch 42: 14.55s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1643\n", + "\tTrain Regression Loss: : 0.0361\n", + "\tTrain Mve Loss: : 57.1102\n", + "\tTrain R2 Score: : 0.8866\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0462\n", + "\tVal Target Regression Loss: : 0.0487\n", + "\tVal Source R2 Score: : 0.8536\n", + "\tVal Target R2 Score: : 0.8415\n", + "\tVal Source Mve Loss: : 73.0577\n", + "\tVal Target Mve Loss: : 77.0476\n", + "\n", + "Epoch 43: 12.76s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1638\n", + "\tTrain Regression Loss: : 0.0361\n", + "\tTrain Mve Loss: : 56.9808\n", + "\tTrain R2 Score: : 0.8868\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0373\n", + "\tVal Target Regression Loss: : 0.0423\n", + "\tVal Source R2 Score: : 0.8823\n", + "\tVal Target R2 Score: : 0.8653\n", + "\tVal Source Mve Loss: : 58.8989\n", + "\tVal Target Mve Loss: : 66.8373\n", + "\n", + "Epoch 44: 11.51s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1630\n", + "\tTrain Regression Loss: : 0.0380\n", + "\tTrain Mve Loss: : 60.0932\n", + "\tTrain R2 Score: : 0.8807\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0394\n", + "\tVal Target Regression Loss: : 0.0445\n", + "\tVal Source R2 Score: : 0.8760\n", + "\tVal Target R2 Score: : 0.8594\n", + "\tVal Source Mve Loss: : 62.2735\n", + "\tVal Target Mve Loss: : 70.3253\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 45: 11.43s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1620\n", + "\tTrain Regression Loss: : 0.0396\n", + "\tTrain Mve Loss: : 62.5803\n", + "\tTrain R2 Score: : 0.8752\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0464\n", + "\tVal Target Regression Loss: : 0.0531\n", + "\tVal Source R2 Score: : 0.8582\n", + "\tVal Target R2 Score: : 0.8302\n", + "\tVal Source Mve Loss: : 73.4343\n", + "\tVal Target Mve Loss: : 84.0134\n", + "\n", + "Epoch 46: 11.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1610\n", + "\tTrain Regression Loss: : 0.0411\n", + "\tTrain Mve Loss: : 64.9125\n", + "\tTrain R2 Score: : 0.8706\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0410\n", + "\tVal Target Regression Loss: : 0.0453\n", + "\tVal Source R2 Score: : 0.8718\n", + "\tVal Target R2 Score: : 0.8546\n", + "\tVal Source Mve Loss: : 64.7566\n", + "\tVal Target Mve Loss: : 71.6553\n", + "\n", + "Epoch 47: 12.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1595\n", + "\tTrain Regression Loss: : 0.0425\n", + "\tTrain Mve Loss: : 67.2199\n", + "\tTrain R2 Score: : 0.8662\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0407\n", + "\tVal Target Regression Loss: : 0.0467\n", + "\tVal Source R2 Score: : 0.8744\n", + "\tVal Target R2 Score: : 0.8528\n", + "\tVal Source Mve Loss: : 64.3627\n", + "\tVal Target Mve Loss: : 73.8706\n", + "\n", + "Epoch 48: 11.36s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1595\n", + "\tTrain Regression Loss: : 0.0432\n", + "\tTrain Mve Loss: : 68.3105\n", + "\tTrain R2 Score: : 0.8637\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0425\n", + "\tVal Target Regression Loss: : 0.0469\n", + "\tVal Source R2 Score: : 0.8671\n", + "\tVal Target R2 Score: : 0.8509\n", + "\tVal Source Mve Loss: : 67.1236\n", + "\tVal Target Mve Loss: : 74.2145\n", + "\n", + "Epoch 49: 11.87s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1607\n", + "\tTrain Regression Loss: : 0.0433\n", + "\tTrain Mve Loss: : 68.4133\n", + "\tTrain R2 Score: : 0.8642\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0405\n", + "\tVal Target Regression Loss: : 0.0458\n", + "\tVal Source R2 Score: : 0.8717\n", + "\tVal Target R2 Score: : 0.8548\n", + "\tVal Source Mve Loss: : 64.0470\n", + "\tVal Target Mve Loss: : 72.4137\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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7duXI90LrEGOKVmeJiFwMCvqIlFAFBX2Sk5NdX+rya8mTJTo6Ote0li1bGsC4ubmZBQsW5JofExPj+pXWZrOZ7du350qTdROTdVOZmJiYK83AgQNd6wkODjYDBgwwGRkZOdJkZGSYNm3aGMhsLZHXr6P79+/P80Yqy+HDh12/wg0aNCjPNNm/1AQGBuYZHNq+fbsr8BMREWFSU1PzXWd+5syZ41pPly5d8szjww8/dKW55ZZb8swn+y+DF6IwQZ+EhARTo0YN12eV15fdiRMnugIYc+fOzTOfmJgYU79+fQOY9u3b55r/8MMPu8oyceLEXPMzMjJcN+yFCfpA5q++2b8EZud0Ol1f5Bo3bmxOnjyZZ7p58+a5vnhn/4JnjHH98l+5cuV8f1U3Jvd5tnfvXlcZ8wrqZC9jTExMrukFBX22bt3qKm+DBg3y3P7s29SqVatc889uVfbiiy/mWbbu3bu7giRRUVH5bkdBihL0cXd3zzNNdHS0K5DQqFGjPNeT/bioXLlynq0XlixZ4vqC1qJFi1zzLzTok9c2FeT55583gPH19c23lYAxxpw5cybPFk4XI+hz9pfgjRs3mu+++y5HK7+bb74537x69+5tABMZGZnjS3t2mzZtcn2RHjVqVK752Y/P/K5bUVFRruBRRESEOXToUIHrqVChQq56JPvnmBVEcTqdea7v0KFDrvXdc889+bbkefbZZ11159kBhMJwOp1m9+7dBaYZPXq0K5h1dmspY4rv/O7fv78rjy+//DLX/Li4uFwt8y5U06ZNXfcV2cXGxhovLy8DmMceeyzf5bNa8+TVYifLuYLqWYqjDjGm8HWWiMjFoqCPSAlVUNDnyJEjrnmzZ88uUr5r1651LVtQ8/yVK1e60j300EO55me/icmvdU32bfDx8ckzAGWMyfGr7m+//Vak7cny1ltvGcAEBATkedOe/UtNXgGHLK+++qor3fTp04tcjhtuuMH15TWvLyFZunbt6rrZPnr0aK75Fzvo43Q6zeHDh82sWbNMnTp1XGnyCiKmpaWZ8uXLn/Nm2xhj5s6d68or+xeX5ORkExgYaCDzUb78vlgdP37cdWNfmKDPL7/8km9ZsrfSOddxldU6q127djmmd+vWzQCmX79+BS5/tl9//fWCjumCvpRkb0WyevXqfPMYNmyYK926detyzMt+bjZv3jzfz2P+/Pnnfa3JUpSgT0GtI0aOHOlKl711SJbsx8WMGTPyzSf7/jt7v1zqoM99991nANO0adMC0+XnYgR9CnrVqlXLfPzxx/k+Yrdt27ZCHy8jRoxwBWzOVpigT/Zr9VdffZXvel588cV8r+nZP8egoCATFxeXbz5PPPGEq7zJycn5pktPT3f9CPHcc8/lm+5CZGRkmNDQ0Hzrs+I4v48ePWrc3NwMYHr37p1vWbLfU1xo0Cf744PvvfdervlZPySVLVs21w9IWYoz6FMcdYgxha+zREQuFnXkLHIFCgkJwcPDA4DPPvuswM5Nz5a948V7770333Tt2rWjbt26uZY5W+PGjV3pzpY1zCpAt27dCA4OzjePLPv27ct3XVni4uLYv38/v//+O9u3b2f79u34+PjkmJcfy7K455578p0/ZMgQV6eKRe2kMiMjw9VBZLdu3YiMjMw37X333edaJqujzYste4eoNpuNyMhI+vXrx86dOwkMDGT8+PG8/vrruZZbt26dq4PmW265pcB1XHfdda6/s3eKvXHjRmJjYwG4++678+24smzZslx//fWF2p7IyEiuvfbafOfPnj0byOwMNPuxWFC5169fn6NDzvLlywPwyy+/sHfv3kKVK/tyQJ4dz16IrOOyXr16tGnTJt90WcdY9mXycscdd+T7eTRv3tz1d2HOzQuVNUrPucpS0DlepkwZ+vbtm+/8oUOHuv6+WB3RFlbWcbJjxw7WrVtX5OXHjh2LyfwBz9VJ7MX0559/MmXKFFatWpXn/KxzzsfHh169ehWYV9Y5d/To0XN2Hp+XrM8uKCiIAQMG5Jtu2LBhuZbJS58+ffD39893fta29enTBy8vr3zT2e122rZtC1AsAwM4nU6OHj3Krl27XPXdH3/8QcWKFQH47bffClz+fM/vpUuXuq6FQ4YMyTf/Vq1aUb9+/UJty7lkdcLs7u6eZ10zaNAgAE6cOMHPP/9cLOssSHHUIdmdq84SEblYFPQRuQJ5enpy6623AjBjxgxq1KjBiBEjmDt3ruuLdX62b98OgIeHB02bNi0wbevWrQHYvXs3aWlpeaapVatWvssHBQUVOV1+o3gdPHiQf//731SpUoXAwECqVatGgwYNaNiwIQ0bNuT+++93pT17xLDsqlatSmhoaL7zw8LCXKN3ZO2rwtq3bx9JSUnAP/suP9nnF3U9F0PHjh0ZPnx4nl8ONmzY4Pq7bdu2eY5GlPXy8/NzpT1+/Ljr7+zbmP2LRl5atGhRqDKf6yY8q9y7du0qsMyWZfGvf/0LgLS0tByj2dx9990AREdH06BBA2677TY++eQT9uzZU+C6q1at6rq5f/PNN6lfvz6jR49myZIlrmPkfKSmprJ7927g3MdY06ZNXcMWF3SM1alTJ9952QO1BY2wV1yKoyxNmzbFbrfnO79JkyauoPnlPvduv/123N3dSU1NpV27dvTp04f333+f33///bKN1pUVRMp6ORwOTpw4wXfffUfjxo1ZtWoVXbt2dY22l13WOZeUlITdbi/wnOvdu7druezXisLK+uyyH+d5KVu2bKGu6QVdT2JjY13n/AcffHDO68mMGTOA89suyPwMPv/8czp16oSfnx8VKlSgTp06rvquYcOGbNmyBSi4voPzP6e2bdvm+rtly5YFrqNVq1YFzi8Mp9PpGpnrhhtuICQkJFea7NOzRvi6mIqjDsnuXHWWiMjFoqCPyBXq3XffpU+fPkBmQOT111+nV69ehISE0KpVKyZOnEhcXFyu5bJuRoKDgwv8YgRQrlw5IPMG9PTp03mmyWphkxebzVbkdHn9QjZv3jzq1avHu+++6xrKvCDJycn5zgsPDz/n8mXLlgUo8lDV2dNn5ZGfrH17Pus5X1OmTGHbtm1s27aN9evXM336dHr06AFk/qLZrVu3PIdRzmtI8cLIHtzIfvyc6zMICwsrVP5lypQpcH5xlLtLly68++67eHt7k5KSwjfffMPQoUOpWbMmFStW5IEHHsj3l/avvvrK9Yv/jh07GD9+PF26dCEoKIgOHTrw/vvvn3PY67Nl34/nOsbc3d1dX5AKOsYu5NwsbsVRlnMdX3a73fVl91Kde/mpU6cOX331FWXKlCEjI4M5c+bw4IMP0qBBA8LDw7nrrrtYsWLFZS2jzWYjPDyc/v37s3LlSmrVqkVqaiqDBw/OVS8UxzlXWFmf3bnOA/jnelvQ513Q9eRSbldKSgq9evXirrvuYtmyZQXWZ1BwfQfnf04V5ZpdmM/gXBYuXMjRo0eBf1r0nC17C6DZs2fneY9TnIr7cz9XnSUicrEU/I1PREqsgIAAfvjhB9atW8f06dNZunQpv/32Gw6Hg/Xr17N+/Xpef/11vv/+e9cXz+zya+6d3eX6pTm76Oho7rjjDpKSkvDz8+PJJ5/k+uuvp3r16gQGBrp+sV+yZAldunQBCi73pdruwqznUqtatSoNGjRwvW/RogUDBw7k6aef5rXXXmPjxo08/fTTvP322zmWy/5lYNmyZXn+ApuXwgTYLoSbm1uB87PK3a5dO95///1C5xsREZHj/fDhwxk4cCBffvklCxcu5NdffyU2NpYjR47wwQcf8OGHH/Lss8/y4osv5liuQoUKrFq1isWLFzNz5kyWL1/Ojh07SE9P55dffuGXX35h4sSJzJ07t8CWcPm5Us7hS+1K2y8DBgyga9eufPPNNyxYsIAVK1Zw8uRJTp06xeeff87nn3/OPffcw5QpU3J8Sb8c/Pz8ePDBB3nssceIi4tjxowZOR4jzDrnqlatyg8//FDofKtWrXreZSquz7ug60n2a+Cjjz5a4KPR2WXVT0UxYcIE5s2bB0CHDh0YPnw4zZo1o1y5cnh7e7uOgeuuu44VK1ZctGM5e77n2sfFUYbsLXfO9RgxZAa7vv3220J/FuejuOqQLOeqs0RELhYFfUSucK1atXI1rY6Pj2fZsmV88sknzJo1i6ioKAYMGMDevXvx9vYG/mnOHR0dTUZGRoGtfU6cOAFk3vBdrl+ovv32W86cOQPAzJkz6datW57p8muJdLasbSpI1q97+fVBlJ/s6c/VrD/7/KKup7hNmDCB+fPns3XrViZNmsRDDz1E7dq1XfOzB3k8PDxyBI4KK/vxExUVVWCQ4+TJk0XOPy8hISGcOHGCkydPnleZswsPD+fRRx/l0Ucfxel0smXLFmbOnMmkSZM4c+YMEyZMoGXLlnn2JdOlSxdXQDI6OppFixbx4YcfsmTJEvbu3cutt97K5s2bC1WO7PvxXMdYRkZGjpZ9V4tzneMZGRmu68XZ+yV7UMXpdOabR2Ji4gWUMLfAwEDuv/9+12OqO3bs4IcffuCdd97h6NGjTJs2jaZNm/LII48U63rPR/bHhbI/AgT/XCtOnDhBnTp1ztma9EIEBwdz7NixQj1ClXVMnO95kP0amJSUdMHXk/wYY/j4448BaN++PUuWLMk30FfYOu98Zd9XJ06cKLCPuvNtEZMlPj6e77//vsjLffrppxc16FOcdYiIyOWkx7tEShF/f3/69OnDzJkzefjhhwE4duwYK1eudKXJunFJS0s75xfNrI5Fa9aseV6/WBaH33//Hci8Ac0v4AM5+50pyP79+4mOjs53/smTJzlw4ABAkW/yqlWr5mpKv3bt2gLTZu+09XLfTNrtdl566SUg85fNMWPG5Jifve+n8+08M3tHn+f6rAr7WZ5LVrn//PPPQj0WWFg2m41mzZrx4osvsnjxYtf06dOnn3PZkJAQbr31VhYvXsyNN94IwJYtW1z99JyLp6cnNWvWBM59jG3evJn09HTg8h9jl9KWLVsK7Nz+t99+c/VRdvZ+yd6Rb0Ffqnft2lVgGS60pV+9evUYOXIka9aswdfXFyjc8XUpZN+3WcdXlqxzLikpiV9//fWiliPrs8t+nOclKirKdf6f73kQFhZGhQoVgMzOoC9W65qYmBhXEOuWW27JN+CTkJBwzmPwQjVs2ND19/r16wtMe6755/Ltt9+6Hol64YUX+Oqrrwp83XXXXQCsWLHCVV8XRWHPz4tVh4iIXGoK+oiUUlktCyBnR49du3Z1/T158uR8l1+9ejU7duzItcyllvUFIzU1Nd9f3pOSkgrdqaMxpsC0U6dOdd3QF3W77XY7HTp0ADL7JyhoRJqsX3Pd3Nzo2LFjkdZzMfTq1cvVwfK3336b4wtF+/btXb/6vv/+++fVj0KLFi0IDAwEMkecy+9L04kTJ1iwYEGR889LVlAF4LXXXiuWPM/WrFkzV+ubc3Woerb8ztFzyToud+zYwZo1a/JNl3WMZV/mahATE8OPP/6Y7/wpU6a4/j57v2R/zKig4OOXX35ZYBmyj+6UmppaYNqCREZGulrFFfX4uliyf8E/u/VH9pZuF+ucy5L12Z05c4bvvvsu33STJ08+72t6dlnXk3379rk6ai5u2QNqBfUHNHny5AIDXcWhU6dOrseRskbVysuGDRsuuEP0rDq5TJkyjBw5kttuu63A14gRI4DM+vyzzz4r8vqyzs9znZuXog4REbkUFPQRuQLt27fPNTR4frK3yMj+RaZVq1aukTg+/vhjFi5cmGvZ2NhY/u///g/IbNXw4IMPFkexz0tWq4bExMQ8b7QdDgfDhg1zdQBZGOPHj8/zV9I//viDCRMmAJlDKRc07HN+hg8fDmT+Aj506NA8Rz2bMmWK6/MZMGBAjuG9L6dRo0YBmY+1ZLX8gcwb5CeffBLIfKTotttuK/Dxlvj4eN59990c07y8vFwjYW3atIn//Oc/uZZzOp383//9X5E7N87PgAEDqFu3LgD/+9//CgxyQubIPmcHC7755psCO0rdsGGDq0VI9vNsy5YtrtF18mKMcQ0fbVmWa3ShwnjwwQddLQDuv//+PEfs+/nnn13bm/2cv1o8/vjjeT7mtXz5cj788EMgcxS5s/dLgwYNXAHOd999N88vhV999VWBQQYgxzm9d+/efNN9//33rsdX83L48GF27twJ5N3vzdixY12jB02dOrXAMhWHgwcP8t5777ne9+zZM8f8li1b0r17dwDmzp2bq9Xg2Q4cOMBXX311XmUZMmSIq2XlE088kWeQ/bfffnNdyypUqMBNN910XusCeOqpp/D09ATggQceOGeLxLlz57J169YirSMsLMw1muXXX3+dZ/2xfv1617X6YspeB/7www95tjRLSEjIMXLm+Th48CC//PILkBk0LGgktiwNGjRwPYJ8PkGfrPNz3759BbbaKo46RESkJFDQR+QKdOjQITp27Ej9+vUZNWoU33//vavz5pkzZ3LrrbcyadIkILN58tlDO3/44Yd4eHjgcDjo1asXTzzxBMuWLWPDhg189NFHNGvWzNVXw5NPPnlZHw255ZZbXDfagwcP5tlnn2XJkiVs2LCBadOm0bp1a7766ivatWtXqPxq1qyJ0+mkTZs2vPLKK6xZs4Y1a9bwyiuv0LZtW9cX6Hfeeee8Hmnr1asXAwcOBDIfA2jdujWff/45GzduZNGiRQwbNoxhw4YBmY+s5RX8uFz69u3ratL/5Zdfsn//fte8ESNGuFqmZI2m9vLLL7Ns2TK2bNnCihUr+Pjjjxk0aBDly5dn7NixufIfO3asaxSdJ598kkGDBrFgwQI2bdrE9OnTufbaa5k9e3aO4X8v5DEZNzc3vvnmG/z8/DDGMGzYMHr06MGnn37K2rVr2bRpE/Pnz+fll1+mXbt2NGzYMFcw9emnnyYiIoLBgwczZcoUVq5cyebNm1m0aBFjx47l+uuvd60re4e2W7ZsoWnTprRq1Yrx48fz008/sXHjRtasWcNXX33F9ddf7/py0Ldv3yIF/ho2bMgTTzwBZPap0qxZMz788EPWr1/P8uXLefLJJ+nduzcOhwMPDw8++OCD896HV6LGjRtz5MgRmjdvzqRJk1i/fj0rV67k2WefpUePHq6+zLKukdnZ7XbXl9jt27fTuXNnZs+ezebNm5k3bx5Dhw5l0KBBeXaOn90111zj+vuxxx7jl19+Yffu3ezZs4c9e/a4WnS89dZbVKhQgVtuuYX333+f5cuXs2XLFpYuXcrrr79Ou3btXEHHSxV83759e47X1q1bWbp0KS+88ALNmzd3tTi68847adKkSa7lP/nkE9fx/MILL9CmTRs+/PBDVq9e7Tp3/vOf/9C9e3dq1KhxzgBafsLCwnj99dcBOHr0KC1atODNN99k7dq1rFq1ihdeeIH27duTkJCAZVl8+OGHhQoo5Kdq1aquznxjYmJo164dw4YN4/vvv2fTpk2sW7eOmTNnMnLkSGrUqEGvXr04dOhQkdZhs9m48847gcxryLXXXsvXX3/Nhg0bWLx4MU888QTXXXcdXl5e59X5e1G98cYbrkce77jjDoYPH87SpUvZuHEjn3zyCc2bN2fz5s20aNHivNfx6aefugIvAwYMKPRyWWl3797N6tWri7TOrPMzKiqKxx9/nI0bN7rOzeyPcRVHHSIiUiIYESmRli5dagADmDFjxuQ7r6BX3bp1zf79+/PMf8GCBSYgIKDA5YcPH24cDkeey1euXNkA5p577ilwO/Lbhuz279/vSvfJJ5/kmj9lyhRjs9nyLeett95qFi1a5Hq/dOnSXHl06NDBAKZDhw5mzpw5xsfHJ8+8bDabmThxYoHbdC7JycmmX79+Be7biIgIs3nz5nzzKOz+PZcxY8YUuF/O9vXXX7vS33///TnmJSUlmbvvvrtQx17VqlXzzH/Lli0mLCws3+UGDx5sJk+e7Hp//PjxXHkUdd/89ttvpmbNmoUq97hx4/JcV0EvLy8vM23atBzLffLJJ4VaX/v27U10dHSuMmc/XvPicDjMQw89VGDegYGBZsGCBXkun/0acq7jojDncEHOdQxmn1+Qc5U5+3Hx0UcfGbvdnud+8fDwMF999VW+60lMTDRt2rTJd7926NDBbNu2rcBrljHG3HLLLfnmkXVdzvqcC3q5ubmZl1566Zz7Nr9yFEZhynH2NTclJSXf/A4cOGBatmxZqLyGDBmSa/miHJ8TJkwosH7w9PTMdX5mOVfdk5evv/76nHUnZNYlS5YsKVSe2Z05c8Y0adIk33yDg4PN8uXLC7xGFOf5vXTpUuPv759vecaMGVPoczgvWdfmgICAAo+ps23atMm1zgceeMA1/Z577jGAqVy5cr7LxsfHm2rVquW5PXktdyF1iDHFV5+LiJwvtfQRuQJde+21rF69mhdeeIHOnTtTo0YN/P39cXd3p2zZsnTv3p0PPviALVu25PvYSPfu3dmzZw/PPvssTZo0ISAgAE9PTypVqsSdd97JihUrePfddy/7EMGQ2Yx/xYoV3HTTTYSFheHu7k758uXp0aMH33zzDV9//XWRhkLt1asXGzZsYMiQIVSuXBkPDw/Cw8MZMGAAK1eudLWiOF9eXl7MnDmTH374gf79+xMREYGHhwdlypShdevWvPzyy+zatSvPX8kvt4EDB7pG55k6dSp//fWXa563tzfTpk1jw4YNPPjgg9SvX5/AwEDsdjtBQUE0adKEe++9lxkzZvDHH3/kmX/jxo3ZsWMHTzzxBDVr1sTT05PQ0FA6derEl19+ySeffJKjz6CsfoAuRKNGjdixYwfTpk3jpptuIjIyEi8vLzw8PChfvjwdO3Zk1KhRbNy4kdGjR+dY9pdffuHjjz/m1ltvpWHDhoSFhWG32wkICKBZs2Y89dRT7Nixw/XoWpY77riDpUuX8uyzz3LttddStWpVfHx88PDwoGLFitx44418+eWXLF++/LxGFLLZbEyaNIlffvmFO++8k0qVKuHp6UlAQABNmjTh2WefZffu3a5Hba42w4YNY8WKFdxyyy2u869ChQrcfffdbN68mdtuuy3fZX18fFiyZAkTJkygYcOGeHt7ExAQQMuWLXn33XdZvHgxfn5+5yzD559/zmuvvUarVq0IDAzM81o6ffp0vvjiCwYPHkyTJk0oV64cdrsdPz8/GjRowEMPPcTmzZt55plnLmh/XAjLsvD396devXrce++9LF++nK+//trVAjMvlStXZu3atcyaNYvbbrvNdfy7u7sTFhbGNddcwxNPPMHy5cvP+cjMuTz77LNs3ryZ++67j+rVq+Pt7Y2vry9169blkUceYefOnbnOzwtx6623cuDAAV555RU6duxIeHg47u7u+Pj4UK1aNfr06cN//vMfDhw4QKdOnYqcf2BgIL/++ivjx4+nYcOGeHl54efnR926dXnyySf57bffuO6664pte86lY8eO/P777zz44IOu+rJs2bL06tWL+fPn59mqs7BWr17t6sS+d+/eBR5TZ2vatCnVqlUDMh/DzetRuPz4+fmxatUqHnnkEerWret6TDA/F1KHiIiUBJYxF2kIAhGREqRjx44sX76cDh06sGzZsstdHCnAsGHDmDx5MhUrViywM2yR7KpUqcLBgwe55557Lkn/NiIiIiJXgsv/E76IiMjfkpOTmT17NgBt2rS5zKUREREREbmyKegjIiKXzN69e/MdLcXhcPDggw+6Ooq95557LmXRRERERERKHfvlLoCIiFw9xo8fz7p167jtttto3bo14eHhJCcns3XrVj766CM2bdoEQJcuXejVq9dlLq2IiIiIyJVNQR8REbmk/vjjD8aMGZPv/Hbt2vHNN99c0HDtIiIiIiKioI+IiFxCzzzzDLVq1WLhwoUcPHiQkydPkp6eTkhICC1atODWW2/ltttuKxGjxomIiIiIXOk0epeIiIiIiIiISCmkn1JFREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1ERERERC6hKlWqUKVKlctdjFwsy6Jjx46XuxgiIlKMFPQRkQvicDj46KOP6NChA8HBwbi7uxMeHk6jRo0YNmwYP/zww+UuooiISA6WZRXpNXXq1Mtd5BJJ9wAiIiWf/XIXQESuXA6Hg969ezN//nyCgoLo1asXFStWJCYmhj179vDZZ5+xc+dObrzxxstdVBEREZcxY8bkmvbWW28RGxvLI488QlBQUI55TZo0Kdb1L168uFjzuxx0DyAicmVQ0EdEzttXX33F/Pnzady4McuXLycwMDDH/NOnT7Nx48bLVDoREZG8jR07Nte0qVOnEhsby6OPPnrRH72qXr36Rc3/UtA9gIjIlUGPd4nIefv1118BGDx4cK6bPYAyZcrQtWvXHNNSUlJ4+eWXadiwIT4+PgQEBHDttdfy9ddf51p+2bJlWJaV58055N0nwtSpU11N8X/66Seuu+46AgICsCzLlcbhcPD+++/Trl07AgMD8fb2pkaNGgwbNozdu3fnyC8jI4P33nuPNm3aEBAQgI+PD02bNuXdd9/F6XQWZjeJiMgVbPDgwViWxb59+3jrrbdo2LAh3t7err5v0tLSePfdd+nZsyeVK1fG09OTMmXK0KVLF3766ac88zxX/bV06VI6duyIv78/AQEB9OzZk99//z3PvJKSknj55Zdp0qQJvr6++Pn50bZtW7766qs806elpTF+/HiqV6+Op6cnVatWZdSoUaSmphZpv5zPPQDoPkBE5FJTSx8ROW9hYWEA/Pnnn4VKn5aWRvfu3VmxYgX16tVj+PDhJCUl8e2333L77bezefNmXn311WIp27fffsv8+fPp2bMnDzzwAPv373eVoVevXixatIjIyEjuvPNO/P39OXDgALNmzaJ9+/bUrFkTgPT0dPr06cOCBQuoU6cOd9xxB15eXixdupR///vfrFmzhs8//7xYyisiIiXbww8/zMqVK+nVqxc9e/bEzc0NgJiYGB555BGuueYaunXrRlhYGMeOHWP27Nn07t2bDz74gPvvv7/Q65kzZw6zZ8/mhhtu4IEHHmDHjh3MnTuX9evXs2PHDlfdC3DmzBk6d+7M5s2bad68OUOHDsXpdLJgwQLuuOMOfv/9d1588UVXemMMt9xyC7Nnz6Z69er861//Ii0tjSlTprB169Yi7Y+i3gOA7gNERC4LIyJynrZs2WLc3d2NZVnmzjvvNNOnTzf79u3LN/2ECRMMYHr37m3S09Nd048fP24iIyMNYFasWOGavnTpUgOYMWPG5Jlf5cqVTeXKlXNM++STTwxgLMsy8+bNy7XMM888YwDTp08fk5KSkmNeSkqKiYqKcr0fM2aMAcwjjzxiMjIyXNMzMjLM0KFDDWBmzZqV7/aKiMiVo3LlygYw+/fvzzH9nnvuMYCJiIjIs45LSUkxhw8fzjU9JibG1K1b15QpU8YkJSXlWld+9Zebm5tZtGhRjnkjR440gHnllVfyLNvEiRNzTE9OTjbXX3+9sSzLbNq0yTX9iy++MIBp06aNSU5Odk2Pjo421apVM4Dp0KFDrm3JS1HvAYzRfYCIyOWgoI+IXJBvv/3WlC9f3gCuV0hIiOnfv7/56aefcqStXr26sSzL7Nq1K1c+H374oQHMkCFDXNMu5Gavb9++udJnZGSYwMBA4+3tbY4cOVLgdjkcDhMSEmLKly+f40Yvy+nTp41lWebmm28uMB8REbkynCvo8+abbxY5z4kTJxrALF++PNe68qu/Bg0alCufffv2GcAMGDDANe3UqVPGzc3NtGzZMs91b9myxQDmySefdE3r2rWrAcySJUtypc9af2GDPsYU7R7AGN0HiIhcDnq8S0QuyM0330zfvn1ZunQpK1euZPPmzaxcuZKZM2cyc+ZMhg4dyscff0xCQgJ79+6lYsWK1KpVK1c+Wc/9b9q0qVjK1bp161zTdu7cSWxsLK1btyYiIqLA5f/880+io6OpWbMm48ePzzONt7c3O3fuLJbyiohIyZZXvZLl999/5/XXX+eXX37h2LFjpKSk5Jh/5MiRQq+nRYsWuaZFRkYCmZ0jZ1m/fj0OhwPIu2Pq9PR0gBz11KZNm7DZbLRv3z5X+qw+ioqisPcAlmURHx+v+wARkctAQR8RuWDu7u50796d7t27A5kdJH733XcMHTqUKVOmcOONN9K8eXMAypUrl2ce5cuXByA2NrZYypTXes6cOQNAhQoVzrl8dHQ0ALt372bcuHH5pktISDi/AoqIyBUlv/przZo1dO7cmYyMDLp06cKNN95IQEAANpuNLVu2MHv27CJ1kpxXp8h2e+Yte1aQB/6pp9avX8/69evzzS97PRUbG0twcDDu7u650uW3fedSmHuAvn37uup33QeIiFxaGr1LRIqdm5sbt9xyC4899hgAixcvdt3EHj9+PM9ljh07BuS82bXZMi9RGRkZeS5T0I1h9lE6sgQFBQGF+8U1qxz9+vXDZD4Km+crq2NIEREp3fKqVwBefPFFkpOT+fnnn5k3bx5vvfUWL7zwAmPHji2wddCFyqqnHnvssQLrqaVLl+ZYJiYmxtUKKLv86ueiyuseIHt5dR8gInJpKegjIheNv78/kDlaiL+/P9WrV+fIkSO5hkMFXDelzZo1c00rU6YMAIcPH86Vfs+ePa5f7AqrTp06BAUFsXXrVtfN5bnSrlmzJs+bYxEREcisj4KDg/N8PGr58uUXbb2tWrXCZrOxYsWKQi/TrFkznE4nK1euzDVv2bJlxVi6nPcAWe91HyAicukp6CMi5+2rr75i4cKFOJ3OXPOOHz/ORx99BMB1110HwNChQzHG8NRTT+Voon7q1CnX8/JDhw51Ta9Tpw4BAQHMnj2bqKgo1/Tk5GQefvjhIpfXzc2Nhx56iOTkZB566CHS0tJyzE9LS+PkyZNAZlP6f//73xw7doyHH36Y5OTkXPkdO3aMHTt2FLkcIiJSelSpUoWYmJhcQ55PnjyZBQsWXLT1hoeHc+edd7JhwwbGjx+fZ2uYvXv35miJMmTIEACee+65HP0OxcTE5BjavTCKeg8Aug8QEbkc1KePiJy3tWvX8vbbb1OuXDnat29P1apVAdi/fz8//fQTycnJ9O3bl5tvvhmAJ598knnz5jF79mwaN25Mz549SUpK4ttvvyUqKooRI0bk6FzS3d2dxx9/nLFjx9K0aVP69etHRkYGCxcuJCIi4pydMOZlzJgxrF27lu+//55atWrRq1cv/P39OXz4MD///DOvv/46gwcPBuD555/nt99+4/333+fHH3+kc+fOVKhQgaioKHbv3s2vv/7KhAkTqFev3oXvTBERuSI9+uijLFiwgPbt23PLLbcQGBjIhg0bWLlyJTfffDMzZsy4aOt+99132b17N6NHj+azzz6jffv2lC1blqNHj/LHH3+wfv16vvrqK1f9fPvtt/PNN9/www8/0KBBA/r27Ut6ejozZsygZcuW7N27t9DrLuo9AOg+QETksrhk44SJSKlz6NAh8+6775qbbrrJ1KpVy/j7+xt3d3dTrlw5c8MNN5jPPvvMOByOHMskJyebCRMmmPr16xsvLy/j5+dn2rVrZ7788ss81+F0Os2rr75qqlWrZtzd3U1kZKR56qmnTGJiYoFDtX7yySf5ljs9Pd288847pmXLlsbX19f4+PiYGjVqmPvuu8/s3r071/o//fRT07lzZ1OmTBnj7u5uIiIiTLt27cyECRPMoUOHzmvfiYhIyXKuIdvPnp7djz/+aFq3bm38/PxMYGCg6datm1m+fHm+ddL51F/kM5x6amqqeeedd0zbtm1NQECA8fDwMJGRkaZz587mzTffNKdOncqVfty4caZq1arGw8PDVK5c2Tz77LMmJSWlSEO2n889gDG6DxARudQsY/5+0FZEREREREREREoN9ekjIiIiIiIiIlIKXbFBn/j4eEaMGEH37t0JCwvDsizGjh2bK93gwYOxLCvXq06dOnnm+84771CnTh08PT2pWrUq48aNy7PH/qioKAYPHkxoaCg+Pj60bdvWNSTl2RYtWkTbtm3x8fEhNDSUwYMH5+iMTkRERERERESkuF2xQZ/o6Gg+/PBDUlNTuemmmwpM6+3tzerVq3O8vvnmm1zpJkyYwCOPPEL//v1ZsGABDz30EC+99BLDhw/PkS41NZUuXbqwePFi3n77bWbPnk3ZsmXp0aNHrqE5ly9fzg033EDZsmWZPXs2b7/9NosWLaJLly6kpqZe8H4QEREREREREcnLFdunT1axLcvi1KlThIWFMWbMmFytfQYPHsyMGTNISEgoML/o6GgqVqzI3XffzQcffOCa/tJLLzFq1Ci2b9/u6pn/vffeY/jw4axatYq2bdsCkJGRQePGjfHz82Pt2rWu5Vu1akViYiK//fYbdnvmYGmrVq2iXbt2vPfeezz44IMXvC9ERERERERERM52xbb0yXpMq7jMnz+flJQUhgwZkmP6kCFDMMbw/fffu6bNmjWL2rVruwI+AHa7nUGDBrFu3TqOHDkCwJEjR1i/fj133XWXK+ADcM0111CrVi1mzZpVbOUXEREREREREcnuig36FEVycjLlypXDzc2NihUr8q9//YuYmJgcabZv3w5Aw4YNc0wvX748oaGhrvlZaRs1apRrPVnTfv/99xx55pc2e54iIiIiIiIiIsXJfu4kV7bGjRvTuHFjGjRoAGT2sfPmm2+yePFi1q9fj5+fH5D5eJenpye+vr658ggODiY6Otr1Pjo6muDg4DzTZc3P/n9+abPnebbU1NQcff44nU5iYmIICQkp1hZOIiJSehhjiI+PJyIiApvtqvhdp9g4nU6OHj2Kv7+/6lkREcmltNexKSkppKWlXe5i5OLh4YGXl9flLsYVrdQHfR577LEc77t160bTpk25+eab+eijj3LML+gm7+x5xZG2oDxefvllxo0bl+98ERGR/Bw+fJiKFSte7mJcUY4ePUpkZOTlLoaIiJRwpbGOTUlJoWplP45HOS53UXIpV64c+/fvV+DnApT6oE9e+vXrh6+vL2vWrHFNCwkJISUlhaSkJHx8fHKkj4mJoXnz5jnS5tVKJ+uRsayWPSEhIQD5ps2rBVCWZ555hscff9z1PjY2lkqVKnH48GECAgIKs5kiInKViYuLIzIyEn9//8tdlCtO1j5TPSsiInkpzXVsWloax6McHNxYhQD/ktOKKS7eSeXmB0hLS1PQ5wJclUEfyGyel71ZXlZfPtu2baN169au6cePH+fUqVOux8Oy0m7bti1XnlnTstJm/b9t2zZ69uyZK232PM/m6emJp6dnrukBAQG6GRURkQLp8aSiy9pnqmdFRKQgpbmODfC3EeDvdrmLIcWs5ITxLqEZM2aQlJREmzZtXNN69OiBl5cXU6dOzZF26tSpWJbFTTfd5JrWr18/du7cmWNo9oyMDD7//HNat25NREQEABUqVKBVq1Z8/vnnOBz/NJVbs2YNu3bton///hdnA0VERERERESKwInBWaL+mcu9S0qFK7qlz7x580hMTCQ+Ph6AHTt2MGPGDAB69uzJyZMnueOOO7jtttuoUaMGlmWxfPly3nrrLerXr8+wYcNceQUHBzNq1Cief/55goOD6d69O+vXr2fs2LEMGzaMevXqudIOHTqUSZMmMXDgQF555RXCw8N577332LVrF4sWLcpRxldffZVu3boxcOBAHnroIaKiohg5ciQNGjTINTy8iIiIiIiIiEhxsYwxV2z4rEqVKhw8eDDPefv37ycwMJB7772XzZs3c+LECRwOB5UrV6Zfv348++yzBAYG5lruv//9L5MmTeLAgQOUK1eOIUOG8Nxzz+Hu7p4j3YkTJxgxYgRz5swhKSmJJk2aMH78eLp27Zorz4ULFzJ69Gi2bNmCj48PvXv35vXXXyc8PLzQ2xoXF0dgYCCxsbFqdi4iInlSXXH+tO9ERKQgpbmeyNq26D+rlrg+fUJq7S+V+/xSuqKDPleT0nyRERGR4qG64vxp34mISEFKcz2RtW1RuyqXuKBPeO2DpXKfX0ol5xMVEREREREREZFio6CPiIiIiIiIiEgpdEV35CwiIiIiIiIiFy5z9K6S0/tLSSrLlUwtfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXPixHm5C5FNySrNlUstfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXMYg8OUnBGzSlJZrmRq6SMiIiIiIiIiUgop6CMiIiIiIiIiUgrp8S4RERERERGRq5wTg5OS80hVSSrLlUwtfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXNicJSgR6r0eFfxUEsfEREREREREZFSSEEfEREREREREZFSSI93iYiIiIiIiFzlNHpX6aSWPiIiIiIiIiIipZCCPiIiIiIiIiIipZAe7xIRERERERG5yjmMwWFKziNVJaksVzK19BERERERERERKYUU9BEREZES7+OPP8ayLPz8/HLN27RpE127dsXPz4+goCD69+/Pvn37LkMpRUREREoWBX1ERESkRDty5AhPPvkkERERuebt3LmTjh07kpaWxvTp05kyZQp//vkn1157LSdPnrwMpRUREbkyOUvgSy6cgj4iIiJSoj3wwANcd911dOvWLde80aNH4+npyZw5c+jZsyf9+/fnp59+4uTJk0ycOPEylFZERESk5FDQR0REREqszz//nOXLl/Pee+/lmpeRkcGcOXMYMGAAAQEBrumVK1emU6dOzJo161IWVURERKTE0ehdIiIiUiJFRUXx6KOP8sorr1CxYsVc8/fu3UtycjKNGjXKNa9Ro0YsXLiQlJQUvLy8LkVxRURErmgODA5KzohZJaksVzIFfURERKREeuihh6hduzYPPvhgnvOjo6MBCA4OzjUvODgYYwynT5+mfPnyueanpqaSmprqeh8XF1dMpRYREREpOfR4l4iIiJQ43333HT/++CMfffQRlmUVmLag+fnNe/nllwkMDHS9IiMjL6i8IiIiIiWRgj4iIiJSoiQkJDB8+HD+/e9/ExERwZkzZzhz5gxpaWkAnDlzhsTEREJCQoB/WvxkFxMTg2VZBAUF5bmOZ555htjYWNfr8OHDF217RERErgQOU/JecuH0eJeIiIiUKKdOneLEiRO88cYbvPHGG7nmlylThr59+zJjxgy8vb3Ztm1brjTbtm2jRo0a+fbn4+npiaenZ7GXXURERKQkUdBHRERESpRy5cqxdOnSXNNfeeUVli9fzrx58wgNDcVut9OnTx9mzpzJa6+9hr+/PwCHDh1i6dKlPPbYY5e66CIiIiIlioI+IiIiUqJ4eXnRsWPHXNOnTp2Km5tbjnnjxo2jZcuW9O7dm5EjR5KSksLo0aMJDQ3liSeeuHSFFhERucI5/36VFCWpLFcy9ekjIiIiV6w6deqwbNky3N3dufnmmxk8eDA1atTgl19+ISws7HIXT0REROSyUksfERERuSJMnTqVqVOn5prevHlzFi1adOkLJCIiIlLCKegjIiIiIiIicpVzYuHAutzFcHGWoLJcyfR4l4iIiIiIiIhIKaSgj4iIiIiIiIhIKaTHu0RERERERESuck6T+SopSlJZrmRq6SMiIiIiIiIiUgop6CMiIiIiIiIiUgrp8S4RERERERGRq5yjhI3eVZLKciVTSx8RERERERERkVJIQR8RERERERERkVJIj3eJiIiIiIiIXOX0eFfpdMW29ImPj2fEiBF0796dsLAwLMti7NixeabdtGkTXbt2xc/Pj6CgIPr378++ffvyTPvOO+9Qp04dPD09qVq1KuPGjSM9PT1XuqioKAYPHkxoaCg+Pj60bduWxYsX55nnokWLaNu2LT4+PoSGhjJ48GCioqLOe9tFRERERERERM7lig36REdH8+GHH5KamspNN92Ub7qdO3fSsWNH0tLSmD59OlOmTOHPP//k2muv5eTJkznSTpgwgUceeYT+/fuzYMECHnroIV566SWGDx+eI11qaipdunRh8eLFvP3228yePZuyZcvSo0cPli9fniPt8uXLueGGGyhbtiyzZ8/m7bffZtGiRXTp0oXU1NRi2x8iIiIiIiIiItldsY93Va5cmdOnT2NZFqdOneLjjz/OM93o0aPx9PRkzpw5BAQEANC8eXNq1qzJxIkTefXVV4HMINKLL77Ifffdx0svvQRAx44dSU9PZ9SoUTz66KPUq1cPgMmTJ7N9+3ZWrVpF27ZtAejUqRONGzdmxIgRrF271rX+p556ilq1ajFjxgzs9szdXbVqVdq1a8eUKVN48MEHL84OEhERERERESkkp7FwmpLzSFVJKsuV7Ipt6WNZFpZV8EGQkZHBnDlzGDBggCvgA5kBo06dOjFr1izXtPnz55OSksKQIUNy5DFkyBCMMXz//feuabNmzaJ27dqugA+A3W5n0KBBrFu3jiNHjgBw5MgR1q9fz1133eUK+ABcc8011KpVK8f6RURERERERESK0xUb9CmMvXv3kpycTKNGjXLNa9SoEXv27CElJQWA7du3A9CwYcMc6cqXL09oaKhrflba/PIE+P3333PkmV/a7HmKiIiIiIiIiBSnK/bxrsKIjo4GIDg4ONe84OBgjDGcPn2a8uXLEx0djaenJ76+vnmmzcorK9/88sy+3nOtP3ueZ0tNTc3R509cXFy+aUVEREREREQuhEbvKp1KdUufLAU9BpZ9XmHTFVfagvJ4+eWXCQwMdL0iIyPzTSsiIiIiIiIicrZSHfQJCQkByLNFTUxMDJZlERQU5EqbkpJCUlJSnmmzt9YJCQnJN0/4p2XPudafVwugLM888wyxsbGu1+HDh/NNKyIiIiIiIiJytlId9KlevTre3t5s27Yt17xt27ZRo0YNvLy8gH/68jk77fHjxzl16hQNGjRwTWvYsGG+eQKutFn/55c2e55n8/T0JCAgIMdLRERERERE5GJwYCtxL7lwpXov2u12+vTpw8yZM4mPj3dNP3ToEEuXLqV///6uaT169MDLy4upU6fmyGPq1KlYlsVNN93kmtavXz927tyZY2j2jIwMPv/8c1q3bk1ERAQAFSpUoFWrVnz++ec4HA5X2jVr1rBr164c6xcRERERERERKU5XdEfO8+bNIzEx0RXQ2bFjBzNmzACgZ8+e+Pj4MG7cOFq2bEnv3r0ZOXIkKSkpjB49mtDQUJ544glXXsHBwYwaNYrnn3+e4OBgunfvzvr16xk7dizDhg2jXr16rrRDhw5l0qRJDBw4kFdeeYXw8HDee+89du3axaJFi3KU8dVXX6Vbt24MHDiQhx56iKioKEaOHEmDBg1yDQ8vIiIiIiIiIlJcLGOMudyFOF9VqlTh4MGDec7bv38/VapUAWDjxo08/fTTrF69GrvdTufOnZk4cSLVq1fPtdx///tfJk2axIEDByhXrhxDhgzhueeew93dPUe6EydOMGLECObMmUNSUhJNmjRh/PjxdO3aNVeeCxcuZPTo0WzZsgUfHx969+7N66+/Tnh4eKG3NS4ujsDAQGJjY/Wol4iI5El1xfnTvhMRkYKU5noia9sWb6uEr3/JeRgoMd5Jl4aHSuU+v5Su6KDP1aQ0X2RERKR4qK44f9p3IiJSkNJcTyjoU7qVnE9URERERERERESKzRXdp4+IiIiIiIiIXDgHFg6sy10Ml5JUliuZWvqIiIiIiIiIiJRCCvqIiIiIiIiIiJRCerxLRERERERE5CrnMDYcpuS0C3FoyKliUXI+URERERERERERKTYK+oiIiIiIiIiIlEJ6vEtERERERETkKufEwlmC2oU40fNdxaHkfKIiIiIiIiIiIlJsFPQRERERERERESmF9HiXiIiIiIiIyFXOgYUD63IXw6UkleVKppY+IiIiIiIiIiKlkII+IiIiIiIiIiKlkB7vEhEREREREbnKOYwNhyk57UIcRqN3FYeS84mKiIiIiIiIiEixUdBHRERERERERKQU0uNdIiKFlJpxmMTUTfh5tsTDHnG5iyMiIiIiUmycWDhL0IhZJaksVzIFfURECpDhzKxuMhyH+OP49ThNMjbLj3rlFynwIyIiIiIiJZqCPiIi+Zi973eeWjUXu83GK63KUNEjGQCnSSAhdR3B9psubwFFREREREQKoKCPiEg+xm9YTJrTQbrTwaQdqbzSxANDGpblha9ns8tdPBERERGRYuPEhqMEdfvrRKN3FQcFfURE8hHi5UtMambrnrI+wdQtP5+E1HX4eV6Dp73SZS6diIiIiIhIwRT0ERHJx/sd+/H65uW429x4pnknvNz98XKvcbmLJSIiIiIiUigK+oiI5KNqQDDvdeh3uYshIiIiInLROYwNhyk5j3c5jB7vKg4l5xMVEREREREREZFio6CPiEgx2BCzjhmHv+Fg4oHLXRQRERERERFAQR8RkQu2+fQGPtw3iYUn5vHazheJTT+TZ7olJ2YxdvsQ3t8zlqSM+EtbSBERERGRAjixlbhXUSxZsoShQ4dSp04dfH19qVChAn379mXjxo3nXLZjx45YlpXv6/jx4+dM26NHjyLv80tBffqIiFygw0mHsLAwGNJNOqdSTxLoHpQjTXTqCeYf/xKAfYnb+WjvkzxQ4z94uvlehhKLiIiIiJQu//vf/4iOjuaRRx6hXr16nDx5kjfeeIM2bdqwYMECOnfunO+y7733HnFxcTmmJSUl0aNHD5o3b065cuVyzKtWrRpffPFFjmlBQUHFti3FSUEfEZEL1DK4DYujfibZkUxlnypU8qmSK43NyvlLRVz6UX47/SOtQm+7RKUUERERESm9Jk2aRHh4eI5pPXr0oEaNGrz00ksFBn3q1auXa9q0adNIT09n2LBhueZ5e3vTpk2bCy/0JaCgj4jIBSrvHcFLDd/gVOpJKnhXxG7LfWkt4xFGj3IDWXj8a9wtBz62NNwsXYJFREREpGRwGAuHsS53MVyKWpazAz4Afn5+1KtXj8OHDxd5/ZMnT8bPz49bb721yMuWJOrTR0SkGPjafansWyXPgE+WzmVv4ZbIu6nqG0K9wM40LtPnEpZQREREROTKExcXl+OVmppa6GVjY2PZtGkT9evXL9I6d+/ezYoVK7jtttvw8/PLNX/v3r0EBwdjt9upXr06zz33HMnJyUVax6Win5lFRC6hpsE30TT4pstdDBERERGRK0JkZGSO92PGjGHs2LGFWnb48OEkJiby3HPPFWmdkydPBuDee+/NNa99+/bceuut1KlTh+TkZObNm8drr73GypUrWbp0KTZbyWpbo6CPiIiIiIiIyFXOgQ1HCXoYyIEB4PDhwwQEBLime3p6Fmr5559/ni+++IJ33nmH5s2bF3q9GRkZTJs2jfr16+fZb8+LL76Y433Pnj2pUqUKTz75JLNnz6Zfv36FXtelUHI+URERERERERGRbAICAnK8ChP0GTduHC+++CITJkzgX//6V5HWN3fuXI4fP55nB875GTRoEABr1qwp0rouBQV9RERERERERKRUGDduHGPHjmXs2LE8++yzRV5+8uTJeHh4cNdddxV52ZL2aBco6CMiUiI4TTqnk34mLmUVxpjLXRyRy2rJkiUMHTqUOnXq4OvrS4UKFejbty8bN27MlXbTpk107doVPz8/goKC6N+/P/v27bsMpRYREbmyOY2txL2Kavz48YwdO5ZRo0YxZsyYIi9//Phx5s6dy0033URISEihl5s2bRpAiRzGXX36iIiUAPuiH+V00k8AVAwcQfnAhy5ziUQun//9739ER0fzyCOPUK9ePU6ePMkbb7xBmzZtWLBgAZ07dwZg586ddOzYkSZNmjB9+nRSUlIYPXo01157LVu2bCEsLOwyb4mIiIhcKm+88QajR4+mR48e9OrVK9ejVlkBmXvvvZdp06axd+9eKleunCPNtGnTyMjIyPfRrhUrVjBhwgT69etHtWrVSElJYd68eXz44Yd07tyZPn1K3ui8CvqIiJQAZ5J+dv0dkzRPQR+5qk2aNInw8PAc03r06EGNGjV46aWXXEGf0aNH4+npyZw5c1wdPDZv3pyaNWsyceJEXn311UtedhEREbk8fvzxRwDmz5/P/Pnzc83Pak3vcDhwOBx5tq6fMmUKVapUoWvXrnmuo3z58ri5uTF+/HhOnTqFZVnUrFmTF154gSeeeKJEPt6loI+ISAkQ6N2BM8mLAAjy6XKZSyNyeZ0d8AHw8/OjXr16HD58GMgcWWPOnDncfffdOUb0qFy5Mp06dWLWrFkK+oiIiBRBSR29q7CWLVtWqHRTp05l6tSpec7btWtXgcvWqFGDn376qUjlutxKzicqInIVqx46iWohb1Ej9CMiAh45Z/o0xxmOJvxAXOoOAJLSD7Pqrz4sOdCCQ3FfXOziilxysbGxbNq0ifr16wOwd+9ekpOTadSoUa60jRo1Ys+ePaSkpFzqYoqIiIiUKGrpIyJyEcw9toyfji6npn8VHqx+O55uHgWmt1mehPjeVKi8Hc4U1hy9heSMvwCL5mU/4ETiPBLT9wFOdkVPIMKvL3ab3wVvh0hJMXz4cBITE3nuuecAiI6OBiA4ODhX2uDgYIwxnD59mvLly+eZX2pqKqmpqa73cXFxF6HUIiIiIpeXgj4iIsXsSPIJPtr3LQDHUk5S1bcCfSvk/Vzw+UjKOPh3wAfA4mTyCtxs3q73NtyxcCu29Ylcbs8//zxffPEF77zzDs2bN88xz7KsfJcraN7LL7/MuHHjiq2MIiIiVzon4DD5152XmvNyF6CU0ONdIiLFzGEcOd5nnPX+QvnYK+Nlr/D3O0Ood3uqB/2Lsr7dCfBoQKOyb2cLAolc2caNG8eLL77IhAkT+Ne//uWanjWMalaLn+xiYmKwLIugoKB8833mmWeIjY11vbL6ChIREREpTdTSR0SkmFXyieDWyJ7MPbac6n6V6FHuumLN383mRduIbzmZtBw/j+oEejYAoFH4m8W6HpHLbdy4cYwdO5axY8fy7LPP5phXvXp1vL292bZtW67ltm3bRo0aNfDy8so3b09PTzw9PYu9zCIiIiIliYI+IiIXwW2VenFbpV4XLX8PtyAq+Pe9aPmLXG7jx49n7NixjBo1ijFjxuSab7fb6dOnDzNnzuS1117D398fgEOHDrF06VIee+yxS11kERGRK5oTG84S9DBQSSrLlUxBHxGR85DuOI1luauzZJGL4I033mD06NH06NGDXr16sWbNmhzz27RpA2S2BGrZsiW9e/dm5MiRpKSkMHr0aEJDQ3niiScuR9FFREREShQFfURECiEh/QQAfu5lORw7mX2nX8PCToj/g+xPPkyYZy1ahg7GZqkDZZEL9eOPPwIwf/585s+fn2u+MQaAOnXqsGzZMp5++mluvvlm7HY7nTt3ZuLEiYSFhV3SMouIiIiURKW+vdSyZcuwLCvP19m/HG7atImuXbvi5+dHUFAQ/fv3Z9++fXnm+84771CnTh08PT2pWrUq48aNIz09PVe6qKgoBg8eTGhoKD4+PrRt25bFixdflG0VkYtjx5lZfL3/Zr7efzPbT0/nwJn/AgZDOodi3+dQ4jo2xnzOjjM/Xu6iipQKy5YtwxiT7yu75s2bs2jRIhITE4mNjWXWrFlUr179MpVcRETkyuUwthL3kgt31ezFl156idWrV+d4NWjQwDV/586ddOzYkbS0NKZPn86UKVP4888/ufbaazl58mSOvCZMmMAjjzxC//79WbBgAQ899BAvvfQSw4cPz5EuNTWVLl26sHjxYt5++21mz55N2bJl6dGjB8uXL78k2y1yNTPGyYHYz9l6chQxKRvPO5+tMV/l+Dtz5Cw3wEaayWzZY2EjyXH6AkssIiIiIiJSfK6ax7tq1qzp6gMgL6NHj8bT05M5c+YQEBAAZP56WLNmTSZOnMirr74KZA4N++KLL3Lffffx0ksvAdCxY0fS09MZNWoUjz76KPXq1QNg8uTJbN++nVWrVtG2bVsAOnXqROPGjRkxYgRr1669mJssctX7K2EWO2JeAWwcTZhLp0o/4+kWWuR8gj2rk5iR+XhXGc9qRAb9HycSJuPnXgZHSgbELybAPYL6QX0KV67Tsby7bA3ubjYe6XwNoX6+hVouwxFDTMJkLMuDEL9h2GyFW05ERERERK5OV01Ln4JkZGQwZ84cBgwY4Ar4AFSuXJlOnToxa9Ys17T58+eTkpLCkCFDcuQxZMgQjDF8//33rmmzZs2idu3aroAPZI42MmjQINatW8eRI0cu3kaJCEnph8m8zDlxkkZqxqnzyqdjuedoEnw3jYPvwsHN9F85lf/bYmNN7DV0jhjF/9VcwB1VP8XXXriA0sPT5/DD1j/4bvPvPPndN5xJ3VGo5f6K/j9Oxf2Xk7ETOXp6xHltC8Cx2HhGzJ7PU7PnczQ27rzzEREREZHSw4lV4l5y4a6aoM/w4cOx2+0EBARw/fXXs3LlSte8vXv3kpycTKNGjXIt16hRI/bs2UNKSgoA27dvB6Bhw4Y50pUvX57Q0FDX/Ky0+eUJ8Pvvv+db3tTUVOLi4nK8RKRoKvr3x8MWBECYdwf8PWrlmS49bQspyQswJjXP+R5ufjQPvZcWocP46uBanGT2KTJ13zIA3GweWFbhK6XjcfE4jcFpnBw4vZ8VR27jUNzMcy6Xkr4DcAJOUtK2nyt5vp74fi4/bN/Jj9t38sSseeedj4iIiIiIlGylPugTGBjII488wgcffMDSpUt5++23OXz4MB07dmTBggVA5iNbAMHBwbmWDw4OxhjD6dOnXWk9PT3x9c39WEVwcLArr6y0+eWZfb15efnllwkMDHS9IiMji7DVIgLg616JTpEL6RS5kBZl38Wycl/ykpO+JfpkT87EDCHm1J25Ook9W1W/cGxY2LCo4nt+owM90fVa3GwWdpuT65tsBuBIwrmDLyH+//f3XxYh/vdjjCE2LRGHcRZp/SfiE/8OOhlOJCQUtfgiIiIiInKFKPV9+jRt2pSmTZu63l977bX069ePhg0bMmLECK6//nrXvIJ+qc8+r7Dpipo2u2eeeYbHH3/c9T4uLk6BH5Hz4GbzxNtWPt/5KclzXX+np63CmAQsyz/f9M/U709Fn1DSnBncWeXaIpUlPj2JuUfXEVjOl7VPP8i64/eS6DgEQKh3q3MuHxbwMIE+N2Lhjs2tPCN/+5SVJ3dQ3qsM/2v5IGFegYUqx1Nd2vPk9/MxwFOdi7YNIiIiIlI6lbQRs0pSWa5kpT7ok5egoCB69+7N+++/T3JyMiEhIUDeLW9iYmKwLIugoCAAQkJCSElJISkpCR8fn1xpmzdv7nofEhKSb56Qd8uiLJ6ennh6ehZ520SkaDw8ryU1JbPVn929AZblV2B6X7sXD9Tsfl7remLzh+yOP4LBcHeVaO6q+j5HEubiYQuivG+3wpXXXgWA7WcOsvJkZl9AJ1LO8NPRDQyu1qVQefSoW4vONav9nd9VWQ2IiIiIiFwVrtq7/axHOCzLonr16nh7e7Nt27Zc6bZt20aNGjXw8vIC/unLZ9u2bbRu3dqV7vjx45w6dSrHMPANGzbMN08gR1oRubSSkxeQlr4Vb68bKRPyOQ7HMby8+xSpb56icBgnf8b/5Xq/LfYA7rYeVAm4pUj5OI1hc9RRUpzp2LAwGJwYynoFFSkfBXtEREREREq/q7K91OnTp5kzZw5NmjTBy8sLu91Onz59mDlzJvHx8a50hw4dYunSpfTv3981rUePHnh5eTF16tQceU6dOhXLsrjppptc0/r168fOnTtzDM2ekZHB559/TuvWrYmIiLho2ygi+UtOns+pmMHExb9F1Kne2N0b4+N7JzZbwLkXzuZ4wo8sP9iMXw9fR1zq1gLTulk2upZt5nrfo3yL8yr7qF8X0v/HL7njp1ncEHodnco2YnjNnlxfvum5FxYRERERyYcDW4l7yYUr9E+9f/zxB2+++SaHDx+mQYMGPProo1SoUCFHmi1bttC/f3/27dtX7AU9X3fccQeVKlWiRYsWhIaGsnv3bt544w1OnDiRI3Azbtw4WrZsSe/evRk5ciQpKSmMHj2a0NBQnnjiCVe64OBgRo0axfPPP09wcDDdu3dn/fr1jB07lmHDhlGvXj1X2qFDhzJp0iQGDhzIK6+8Qnh4OO+99x67du1i0aJFl3I3iEg2aelbyBrK3ZgEMhwHcHMLyZXOaRysOjmFY8m/Uz/wBuoF/dMHWFTKXt7Y9TlHUpvR2O8vvN0n0qzcpwWu99n6t3FjxbYE2L2p4lfuvMo+/c9/Wg+uPRTD7L6Dzisfkeyu1DpeRERERApWqKDPnj17aN26NampqVSsWJGFCxfy8ccf89lnn9G7d29XutTUVA4ePHjRCns+GjVqxDfffMP7779PQkICwcHBtG/fns8++4yWLVu60tWpU4dly5bx9NNPc/PNN2O32+ncuTMTJ04kLCznCD3PPfcc/v7+TJo0iYkTJ1KuXDlGjhzJc889lyOdp6cnixcvZsSIEfz73/8mKSmJJk2aMG/ePDp06HBJtl9EcvP2vpH4hA8xJhm7vQ4e7nk/arkjdj4bY74B4Gjydsp51yXYsxJ/xv7EJ/s+ZkdiRcDilzO1aBrkOOd6bZaNRkFVL6jsTcLKs+HEEQzQsmyFc6YXOZcruY4XERERkYIVKugzduxYIiMjWbRoEeXLl2ffvn3ce++99O/fn2nTpnH77bdf7HKet5EjRzJy5MhCpW3evHmhW+A8/PDDPPzww+dMV7ZsWaZNm1aoPEXk0vBwr4dX4P/YeeoJktKOk3RmCtXLPJgrXaojAbCAzD7A0pyJAOyMnYMhZ98/FQPuK1IZlh3dy9xDf9A6vBIDqjUq9HJTrh/AN7u24u/hyc011S+YXLgruY4XERGR4uM0Fk5zcfq3PB8lqSxXskIFfX799VcmTJhA+fKZwx5Xq1aNRYsWMXToUO6++27S09O5++67L2pBRUSK04H470h0GsBiz5n3qBp0HzYr5yWxflBPdsevICrlT+oFXk9ZrzoAlPVqQBXvHZxM8+dMegA3VexB3cDGhV733rhTDFs+HYAZ+7cS7OVDp4gahVo2wMOT+xq2PHdCkUJSHS8iIiJSehUq6HPixAkiIyNzTHNzc2PatGnY7XaGDh1KRkYG9evXvyiFFBEpqrjkpSSmriXQuwc+nk1yzfexVyQaC7DwdAvDwi1XGi83f26r8i7GmByjerUM+z8CPSKp4h9NoEdrWobULtKoX4cTYnH+3XoI4GD86SJtm0hxUh0vIiIiUnoVKuhToUIF9u3bx7XXXptr3uTJkwG4//77GTJkSPGWTkTkPMSn/Mr+k3cDNk7GfUidiOV42HN+qa0V/ARuNh/SHaepEnhvgUGbs+fZLDt/JdVgxMZNGA7QqWxt/tv6jkKVLcPpYE/iQSLL2DgWl05Zz2B6Vapb5G0UKS6q40VERATAWcJGzHKWoLJcyQoV9GnZsiXff/8999xzT57zJ0+ejGVZrv9FRC6n5LTtf//lxOAkJX0PHvZIjDFgToMVhN3mS+3gJ897HXP+2kpWXz9LT+wiIT0FP3evcy739cFVfLBnETYswgPtTG9zJ0mHE0iv4oW7R+Yl+dt9v/H9ge20Ca/E8PrtsRVwXU13pjNpz6dsj91Fh7DWDKrcX9dhKRLV8SIiIiKlV6FCZwMHDuTYsWOcOnUq3zQff/wxw4cPp1KlSsVWOBGR8xHocwNutiAAPO3V8fVshTEppEQPJOlEU5JP9cA4Yy9oHY2DK5LZI5BFFd8QfOwernkxqYlsjj5MmiMj13JHk05jw8KJIdWZzmN3/JdXxoxg9tZ2LD90E1tOrWXkup9YE3WQt7av4KdDOwosxy8n1/HrqQ3Epsfzw9FF7Izfc0HbJVcf1fEiIiIipZdljDHnTiaXW1xcHIGBgcTGxhIQEHC5iyNS4jmcsaSk78PbvQ42mzcZKQtJPT3MNd8j8GXcfQr3SFZejDHMPbKNqJQ4boxswpHkvfyVfJgy9ur8a/X3JDnSqBNQlm86DsPDzU5GxiGMSeZwShD3r/2I2PQkGqdW5PATe7nl2zUEBSTibXNgd2vCg6szH/eygOeadiXE1x03LK6PaIjdlrPvoaUnVvHe3s9c78c3eJI6AdXPe7vkyqa64vxp34mISEFKcz2RtW0vreuEl1+hHga6JFISMni21dJSuc8vpZLziYqIFCM3WyC+nk1d7y23cll/AQbLFlHg8okZibjbPPCwuec537IselXMHGp9bfQKpuz/ECd2jsSFkuLwB2Bn3Al+P3OMml4rOX3mcQCC/R5mbqeR/JVwmjc+WwSPOJge3xJ7goObwzdRP9CXnpF1mXv4DxqHRLAjYR8L9/wOwKaYgzzfqG+OcrQPa8Uf8XvYFruLDmFtqO1frai7SkRERERESikFfUTkquDm3hDPoHfISJmPm0c77F4d80074/BMfjz2E142L56q/Rg1/PMfTn1n3CoWHX+NSt6G0+k+nHL3xokfNiw83exU8gsm4cxkV/qExMkEBT7De6s2sMQ6TKW/R3p3GBt7UxpyS/VneKd8Zd5y9sXNZqPzwldcy/5yYj2/Hn6DcN/e1CjzFJZl4W6z81CN4htO22Gc7Es4TJBHAGGeZYotXxERERERufQU9BGRq4bd+0bs3jcWmCbVkcqPx+bg75ZCujODuccX8HABQZ/Vp74jq0PnQHsSjYKDebDazfwRe4IbKjYgxNOXGI/GpGfsACzs9no4jJNTiUk40t1wZFjY3AxYFq3DB+HrXhkAN1tml2s3RDTiiwOrAWgc8AepjhMcjptMiPe1BHu3vfCdko0xhpf/+Ij1MduwWTaer/cAzcrUK9Z1iIiIiEjJ5MDCQckZtKEkleVKpqCPiJQ6xhgOJ50k2NMfP7t3rvkJqb/x58n7cTjjqRI8njC/Aa557jZ3mvkfJ8w9GqcBm/s5hlM3WY9/WQS5l+XmyAEEeJQj3mxn1pEPaJd6He1CJ2C31+TP2AP8e40nyc7XeKReZ7adOMHpQ8E0rm3oXrEFvcu3y5X9k/Vu4LqytTmTshp7+vQL2S3nFJuewPqYbZmbZQxLo9Yq6CMiIiIicgVT0EdESg1jUnAkfMjKE6v475EQ4p1leKf5A9QJqJgj3eEzr5PuOAU4ORAzilDff4Y5z3AmEuYeDfzd+49jE+nONNxtmaNzJaSm8dLi5Rw+E8vNzSL5LfkAPm4eWBhqeMWw9OgDnEgL5Y+kUAD2Ju6hml91Ivwf4LFf3iI6PR6LdL79ayNvD2zLguNjcbc5+O30b7QLrUWkT85WRZZl0Tq0Ok5TiZ2nficmZSVlfXtRxqvNee4jw0/HlrErfj/XhbWkZXBD1zx/dx9CPcoQnXYGg6G6r0ZqEhERERG5khU56PPLL7/QrFkz/Pz8cs1LSEhg06ZNXHfddcVSOBGRwvju4EZWn9zLAxG/UNGaRysfeK2yL0P33MCco+tzBX3cbFm9/9tws/xdAR8Au80HL7dQkjMyh69etdeT//78Ac936k7vOrV5Z+UqZmzbjjGw6cgROnVyIxFP/GwpOMwRANKczhzrS0g/ySkOE+FtcTIlc12hXn6sPPUxAfYUADxtGWyI/jVX0CeLzXKnXtjLRd43TpPOuhPPcDxpJeV9riPNNoDJ+2dgYfHrqU1Majaa8t7hmfvFcuOVxo+z+MRqwjyD6RTeqsjrkyub6ngREZGrl9PYcBrb5S6GS0kqy5WsyHuxU6dO7NixI895u3btolOnThdcKBGRwloVtYexv/3Az0d/51j8JsDgZhkiPBIxOKnqmxnQMCaD4/Gf8teZ/1Ah4CHK+FxPgGcbaoV/mCM/m+VGk9AXOJYeyMoDtVmwtRGnEtN5cu48dh67g5XH5mJMZh8+aQ4ntXybABDiWR03ywuwUc7jDBW9w7Fh45rg5vx58l+sO34fQ6p9Q5/IcvSoWJdXWtxIwN9hd8sCN8sQ5OmP0ziKdf8cTVzK0cTFOE0qRxIXcjL5VywszN//otNic6QP8yzDbZV60qVsG2yWKtqrjep4ERERkdKlyC19sr7s5CU9PR2bTV8SROTSOZacGbQwwJfH69Ii4CQWDn5L68LjdfrTt0JrAP468xZH494DLKITf6RRxJIcLXyyq+rXjLplhjJvy+/8Ext3kJi6mrDIThw4FUJ6qjvVqsfycN1xpDvTsFvuzD74M4uPfEVcejhPNXqcBsHlGLVwDOE1MsvoNHH8Xw1/agRn9iF0XdidzDv2AmBIdthZcOwL9sd9x61V/ouvPaRY9o/dytmnUaOghoSdPENUajRNgupSR0O8Szaq40VERERKl0IFfeLi4jhz5ozr/fHjxzl06FCONMnJyUybNo1y5coVawFFRArSLaIeX+xbw+74KBJsbbFCX8bDlk5btwo50iWm/U5maMiQknEAQxpHk35nx5nZlPGoQtOQu3CzMi+JlmXRq/xtNOsTz2M/zeV4fAL3N4/Fw81Bm7C9pLd1wxjoVb4bqWm/Y3crj2UL5pX31uGxJRJ7miePOj/GLTqeoOBoWk+xYXNzYozF86/uYNTQoyQmJ/PUm0vxPtmMjMYO6vY/iLeHg7UnLZYd+4SbKnWhf+WmrvJHpx5l9pH3yTBp9Co/jAr5PAZ2trI+7alT5v84lriMCN9OVA/oynvNOxOfnkSgu1++gS+5eqiOFxEREQAHJWvErOJt/371KlTQ58033+SFF14AMr8M9evXL890xhieffbZ4iudiMg5BLh7M6Pjg5xJS6aMh0++QYxw/9uJTVkBOAjzHUiaM4V5f43AYTKAZXjYfGhY5hYSM47iYfPHwy2A8v7+fH3brew4HsWzc2aR0aAObSLiaBXaBIdbO5JjH+ZQ1B4MXpza+w5lZsWTHurnurI6yvhz5mAKXz3dlgpdkvAOT+LW3nN48d9JHHHzweeYAezYj9o5UiOUsg1iWHGiBpDAhujZVPYLpnlI5hDu3x95j4OJfwCG6Yff4LHa/yvU/rEsi3rBD1Av+AHXNDfcCPLwP+99LqWL6ngRERGR0qtQQZ/u3bvj5+eHMYYRI0bw73//m0qVco7q4unpScOGDenQocNFKaiISH5slo1gT99c040xnE6Pxs/uT7BPd5pUWIHDeQZv9zrEpR/BYdIBsLCRkHGSDSdfZl/cLGyWBx3K/5dwn+YAvLBgKTujkpmw+AbC/HxZ+cj9vL3zDXr67QFgZ0wgX2//iZSwINycJnsBsDxsOEKc7DtUniEdFrB3c1lOH/fE3T/nYzSnY32x4jJyTDuRHOf6O92ZCn/3w5PmTC2O3SYCqI4XERERKc0KFfRp27Ytbdu2BSAxMZH77ruPiIiIi1owEZHzle44zrGYZziatJ2lcWHEmvI8XHMsEd6RQHkAAtwrUDugJ7vi5uLtVobaAd1Z9NedQOaIV7tjv3UFfdxs/7QeMhZ8tXUrf8baaePlzebTFXn91944jQW3QtUvYrA5vAALt4xU/FokEjwoiV17w3lszmAAwmomELA3lQwvGx42N2Jr2Tni68f+AyH4Bqdh3DJoVKYiHcvVdq23V8Qwvjn0BhkmnZsqPHRJ9qNcHVTHi4iICGj0rtKqyB05jxkz5mKUQ0Sk2Jw4/QIJKYvwt5xcHxDFpzFBrDq1iJsjh7jSWJZFx/JP0zb8Idxt3oCFl1soKY4YjHFyMu2fSuapju0ZNXMhGTg4lBbHqEWLsIBQt8Ykptr/qZBskBiYjt/BJNysNDLGe3PYGY7NEc3RmDL/FLC9nT4t6tOsTV1O+8Tzxtyf8TphI6WsoUtQYx6v3RJv446P3cO1SKRPbZ6sk3OkMZHipjpeREREpHQpctAH4MCBA0yfPp2DBw+SnJycY55lWUyePLlYCicici7GJONI+RknQThxw90tAKeJd823W04MTsI8y+e5vKfbP33bVAl8jh/+eoUkhzt/Jp3mVMoiKtkr8frHyzgVm4jxhtQK5u/1GpZ+VJXQLacIaZdAdE1f3JIc+P0RC03tpPR1h7/SiA8NZP3uari7OyEjMzjkF1CW+WUSeGfDPNyPg0e8D75Y9KixiY5HqvHgXePBwL3P38TND3UDwGkMb+9YxpqoA9xUuRG3V2t+sXapXOVUx4uIiIiUHkUO+vz000/0798fh8NBeHg4np6eOeZrJBgRuZTSYobgTFsLgMM4ScPg7TWIVLcKpDtjOOrsxk0VenFtWPcC80l1ZHA81c6m+MquaV/8OZ+/dofjF+v+dyKDLcXg9LLACbbVySQetVEmJgrfeuG4/3YUt2QnaVWdeNx/FAso2zaO/Xc3xCqbBFHeZGS4sefMaWzpFhYWjlCwJ4LNaajgHs8Xb63OHGQM+OKd+a6gz0+Ht/O/nSsB2BzzF43KRFC/THkSUtN4e+UqdiYe59oalbindis83c4rni+iOl5EROQq5jA2HCXokaqSVJYrWZG/GTz33HO0a9eOr7/+mvDw8ItRJhGRQjEm1RXwAbCwAENswgwOuT9Ol4oPUC+fZRMzkvnp6Arcbe7U9qnLnQumcyYtkfqV3XB3dxBsT2BA7Q28k9CF1H2h4Mzsz8dKd2I8bfgeTCapeVXSqifjsyOKgJAyJJWJI6OiN9bPf7nWY1+dRNfhFfHJcGdu8gGcPgZbRuYXZ4PB+rvcHoEZ3NJxKHOnLcPzr8y4z6mOXrz22xIGVG1EXHrOzpvj0lMAeG35Cr4+uAErJJV1O/9k/en9fNTuzmLcy3I1UR0vIiIiUroUOeize/duZs6cqZtBEbnsLMsTm0cbnGlrgMxHoLDgaIYvq+PmsPyUkxMpMdxeqQcdwjMfhzqemEAZL28m7JjM1jO7AYMt8Xfi0lIwxsYfB8sxru1s7JaTDKeNeG8PrNYJeOx2x0pzJ8PPBjaLxOo+eC2Ph+R0khpG0KFhVZYdTcQAVkwgFn//HeTNwTd3YsPC5xpv4mq64bQbLGOwHBYOrwzir03j3a53UjmsGiHDD3J85kESy3sQV9+Hj3at4et9m5nf435++ut3NkcfplfFBrQKy2yR9FdsHPiku/bJyqh9+e6vM0kpPPDpLHYcjWJgi4aM6tNJLTckB9XxIiIiIqVLkYM+lStXJiEh4WKURUTExZm6GpP6M5ZHa2xePfJN5xH8CXHxPzH7yE783daBFcXe9DIcT6nIgaRdODC8uvNTxv/2Fc7TvlQIPkZiUhhuIWmYv5+jSiUep7Hh7u7AzZ7BiVR/KnjFYrc5CfGAaE8nZVY6OFPNhlXGDhiMG/gt2409Pp2M2qHUu7srS9iOsVtQrTwpZb1wWA788cOWmhlYCd2cQkqQL7i7YY9LJ+j3GIy7F516teCastUA+F+nwXxeeTUrjx1ma/QJnMYQm5ZCUkY6X3a4h+3HTvDiwiUM3vUdY27ozANtWrLm5z04vDP7Xulcrla++2r6+q1sP5KZ51frfqN/8/rUr1C2mD4xKQ1Ux4uIiFy9DBZOSs4PgqYEleVKVuSgz7PPPsvEiRO54YYb8PHxuRhlEpGrnMnYh/P0YMBgkj6DMp9h82ybK11K6gbSM3bj59udu+sOIMOZxsaY7wnKiMXm5s6BpM2ABRa4e2ZQseoBqvqewmYdISquBX+mpQEwvOE1rAqOZf6p9WDg27/a8VLDshw8HEKZL/aQ5h6DlVEGy1i4pWXm53Y6Dbf4zBY2bgei+TR6F3hZ4LTAsnAPCOF0Qzfctyfje8qJZUF447L85Z4ExpDhZ6fDndfRtVZ5TscbXpz6Mz3b1sMnyJNuQY3pGF6PO5d9Qaojg/Zlq1LJrwx/njnJTYum4rA5scW58fTsBXx37x1suvtRfj2xD4flpGP5zKDPrqhT/GvWj8SlpDKmeyd61q2Nv5dnZmuov/l6unM46Th+dh/KeARc7I9VrgCq40VERERKlyIHfdatW0dUVBQ1atSgU6dOhISE5JhvWRZvv/12sRVQRK4+JuMA4PhnQsZuOCvok5S8gKjowQDEukUSUe4X7DYvWofeAkDDMmc4kBjF7oQjZMU5PGwZ2CwwBtztyQSkRXJih+E/M7bhdjiRQONNRlg8uKUyeoE/MT6pUNkHr8MObMdPk96s3N9rt3D4eYLNAqfBauXBzpgTBAY78I52d/0mYTNwqok3ZVP98TmeQrPKYWyN2U/4hlTsKYaktI2EX/sBHj6+TJ07kFkrN5FQKbPj3Afat2JF73/xvy2r+GLVbzTd+jbN60fgwAmAM8BBbGJmvz5e7u50qVjbtW82RX/Gsz/9ycHTZTDG4pmfFnJDnVrc3KIBB6NP89vh49zSsiE/nl7Az3+sws2yMare/bQIrl9cH6FcoVTHi4iIiJQuRQ76vPvuu66/v/rqq1zzdUMoIhfK8mgN9lqQ8SfYwrG8rs+VJjllOWADnGQ4DpORcRAP99okpqXh4+5OciJc47iehqEnmHVkGXFRNjwjo8AHnMaLzfEZJGecxFSG2r+lUKHNSXZursypfYG4b9tPdB+DZ6qT1GAbKZX8SUhNpY3PNpZZTQCoWCGKKq8b4uM9iG0QTJeKv5HWxsYf79fDLcEiJcxJ45ZREJjAsW1h/OERxOrUPwg5YeGW6gQsfv/FxukBfgQEJxJ54iD7Qxu6tu/rjVu5r1kTvnt/Bd54YdkN6z0OY/llBq0wcEfdhrn2S0zqPtaf+hibrRWZjWItPOxuALi7uTGyZ0cAUhxpDFz1PpA56tm8YysV9BHV8SIiIlcxjd5VOhU56ON0Oi9GOUREXCybL24hsyFjP9gjsSzvXGm8vbsSnzgVALu9GliVuO+7WSzdt5+qoQGc9v0LvNLJOOKLb1QkVYJ3UTEgAa+0VmRENCH+9AZsPunUtJ3k3qeXAdCp7ybefPpWUrw88IqzEVv5n+eIE2uVYeOJYPydDspFnqJm44O42QyH9oZTLigOm82Jd6CTBv/exs5nIqnYIRWfqtEAVL/uEH9t8SXd6UHqMQe+f0dt3OxOPL3TsVmGqB1+eNVOISEw87LcKCiY+5qMIOzoaYybjYzmNXHEeNHtgXrM3boTn8N2Plr+K9fXqUmF8KBc+6dTo22kZ7hhNxUZ271Prg6bPWx2wj2DOZV6BidOqvhWuPAP7m/7T8aw/+RpWlePxNfTo9jylYtPdbyIiIhI6VLkoI+IyKVgWe7gnnenxCZtM94ZO4kInkQaFj5enVlz+CRL9+0H4Lj9GF7+aVgWeFRNICAtnlF9p2OMhc3ayPNr7+TM6WCId6NNp3V/rw+8vNMp63uYQyazLxN7EqRlPm2FM9UNYweMxeltwSy2+dOm2y7K+MWTmpHZksYYSHNzJ7ZbIMHhR8GAZSOzWyE3BzjtnK5rwx0Hfknp3DkwgXKhXbDbqtLztvp8+99FeJ5MpVbzKtweXIlXjp7OLJvDiS0mHsvbE/djNgK3u2MAB04OR53JEfTxc6vEmVOd8PRbx62tk7mn3jDcbV659qHNsvFyo0eYe2wFQR7+9C7f4cI/NGD9vr8Y+vEMnMZQNawMMx8ehIddVY2IiIiIyOVw3nfiCxYsYNmyZZw6dYrnn3+eSpUqsX79eqpUqUJYWFhxllFErmJpGYdJStuEr0cr3O3lMel/YGJuBwx23HAP/QHLFkCoTxoWZI7H9XcfPll9+VzfzIfVcdWo5X2CMI9Ewsv+hWX3hUAbnqm1sDgAWEQn+7G2dSXKtTpN16C1rF1ZH3dbCrZyqRzaHvlPhhhSwy32J4bi/n4GTnc3Mu4HywP2r65EWooH+w5VwC8wCc/QdIKT21Mu2XAsPRHj78Tqkc5ddcpyZ7WRkL6F1NRfuOvf5bim02OkJKXRuF1Nog5F4+HlTlpKOgYw/j4kRho2rPoTv6PppPrYqNSgHLUqhzFp4WqS09O559rmzN+5mynLAjF0A6BjuURqhOYO+gCEewUzuGrfYv28Fu/Y4/p7/8nT7Dt5mjrlVSdcaVTHi4iIXH2cxsJpSs6IWSWpLFeyIgd9kpKS6Nu3L4sXL3Y9LvDggw9SqVIlJk6cSGRkJBMnTiz2gorI1Sc1fR+7T3THmBRsVgC1yi3GStuCjaxHUDIwqeuw7DWoFRbKm7178uMfO2kUEc5O2y72xJ3ghnKN+TFqEekn2uBhZTAycgEbYithWWBshi82t8Dnj3IMbnGY46Y38WV247C70bL1aq7psB2ngXcW9ca3ojeOqDTSSabMPUcpG5RBBjYy6tuodOgU9W0nCQuvyeuWRXqFdDJSLX7/riJhS6NY9UgSGU4nlmVxf41reLJjewDi4jfyx/p7CQhOo0zYu9RotAh398wOmctVCeOdX8ezbv4WPkvczX7/dLx2JWItOYEJ9MMzw5d6FcLo8+hHpNicpJWx2LDvCF2b18xstvR3gCotw5HXrr1oWlWL5LNfNwMQ6u9DpZCgS7p+uTCq40VERERKlyIHfZ577jk2bNjAd999R7du3QgI+GeY3+7du/POO+8UawFF5OqVkLoKYzJHqHKaOGKSvuO/v63kscqeBHukkuSw4xU/GuOMws3/UXrXrUPvunX+XvoaAGbt/4D0v38lSDN2jqQFkeHIfBzLecCbw85EnPFBjPo5hIX3daFGQANCfH2oX+Y+1h+ZzdtLT5C43IfQ0wlENCzLqR478PFNzczP6caByuXoP2gLlmVIZhstWsex5K/MMqTWdaOudyP2OZOBzG6nY1Mytyc5NZ1/3fwJJ7d3wc3u5N//WUX1Dh9Rxrc/G3eE8NG8tUSGBTHmoe50tDrxxrz5bHluJsZhSKnpS3z7Knz3x+94pNnw90um/XWb8fZz0qP+eFbsq8jWoye4vVlD6pa9tK0yOterztT7BvLn8VN0a1ADHw/3S7p+uTCq40VERERKlyIHfb799lvGjx9Pv379cDhy/oJcqVIlDh06VGyFE5Grk8Oksyn6a06n7sLf4YufWyI2y4fk1N+YfbQOc4/Vpq5/DIkZbnzXcg4m8T2M37+xLLdceTUKsGM3DjIsN7ysdCo4z9ArPpVNm4OxKoeyK/UMGHAaJ50+nILBMLxta5q3u4bGEXdxd+hOXktZwokAOL31CNVucpA1JnsF7xA+HPw4X+9bDlZmJ7huNidZz5m5pdrZcjiWaxtXYXXScSoEBjCsdQsA1m/ex8ntFu6VHYQ+msBHHq2o9ece2pe9j69XdGHP0arsPRZDxLy1tHC6c2rcKnAY0ip48deIGn+XIYPgtXZuHrCKiEqnMvONfpppd865JJ9TflpWq0jLahUvaxnk/KiOFxERuXo5sOGg5IyYVZLKciUrctDn5MmT1K+f97C+NpuN5OTkCy6UiFzdNkZ/xbpT07CwcLfVoF/5gQR4dSA6/gPqBx5lfUxl1pwuT9/yW0k2Bm97efi7UphxcB1v71pAmKcfo+sYwuxRVE9PB6+TtPTbxxGvAKq1XkWj9vW5JuQ/PPbDPE4kJOBmszh45gye0TDtq7XM3/wrCXVO4bsyHKeHBZZFWhl3Dm4Oo1KLY1jYGFT5DmxWGn/Mr03V9vuJj/Jhy/7qEAS2dPD7MzM6lLrpDDsmP5xjBK3aNcvj9LIT8mAcB33C2BNVlvUnq7M7pix1Kx5l259VcRrDkQMnWPjcLIwz83Gt1IreYPsnH7fwVMpVzBwlzLIgxRGTa3+eiopj5/Yj1G1UkZBQ/4v0qUlpoDpeREREpHQpctCnQoUKbNu2jU6dOuWat3XrVqpWrVosBRORq1dc2jEsLAxO0pzJ+Hr3xT1jK2VSpvNSXZhzojZutjS6lt3JCYc31cOmYVkWyY40XtnxI05jSM5I5b0/D9DQ9xgrUq+F1FBaR+zLHMELQ3z672xJ2MU3g24F4LkFCzl65AxeMZkBlVNb3fEI8CTROxHwzewc2jIc/6sMh9OCqRJUhsatGrP26ChST1vMHNEVgAb17Fjh4ez7IwZHXBoArVtUJz4llfnb/qRcgD/X1q5C2ZAAXvzmX0w9/gbHY/95hOa36EocTw0m5bp4rHgb63YfwsffF4L8scUl0L12XRZ4WZxIScTXPZV+A9ZirMyAkDHg71E5x748cewMD9z+PmcCU/AM8GDqaw9RrnzQxf0A5YqlOl5ERESkdClye6n+/fszYcIENm/e7JpmWRYHDx7kzTffZODAgcVaQBG5+jQsc5NrmPF6gb3wsZfBkTIfm2Wjogc8ELmLnuV2YsOQ7ExjZ8ImANyw4WHZsYC0NBuLDtbjPzu6kp76dx8+2UYASEm1M/vwatf7Ede2J9iZbYQAh8H3M/D/PoPAA4lYqQ48T6ZTYXkq/rsc3FijHgBnYhJoN2ATTdrvoGnH30n1P8rOTVGkJTvI8Haj08BGPHhfJ+758FvGzVrMg9O+5+s1WwFo2aI6z3QeSbh3qmu13mccRId7gKfBGeIgNigN6lSFsiE4a1bmxqE9WNLv/3itXTeebGEo7xNMBb/eeLqF42kLxcfNg12nP8H83ZHzlvX7OdEghaihcPjmNEat/77YPy8pPVTHi4iIXL2yRu8qSS+5cEVu6TNmzBgWL15Mq1ataNCgAZZlMWTIEPbu3Uvt2rUZOXLkxSiniFxFynrXZkiNGaTET8IkfsCpo7OZfagxgypnjtoV6yzPsbQofO1p7EkLwy9hBau3RDJn8x+0LB9BdIU4dkZlYMjsk8SR7kYVP1/iM/pRxmMWO7/yY9MrIdh9N/L7D7uof01tlq3eTVK0E4ePhT3Zwp6Uhv3k3wVKysD3r2RwzwweBe3M4MtJqwg+bcfLuzeLpiZzdFMIAJ71HWR1+mMBsUGGpIx0/jx+yjVtzd5D3N62MQAVfSrxn9b/YsjbX2CvmIi9TireQFKqnbQMOz4Jbhgrg5QQN9zSDJ/OXo1/6m5mxa3HsuDGiv0ZUr0/+2LXseXU/xGbepTY1K34e1Qhw9kErxq+JB7/Z99usv66mB+dXOFUx4uIiIiULkUO+vj7+7Nq1SrefvttfvrpJ6pXr46Pjw/PPPMMjz76KN7e3hejnCJylXEzSZjEtzP/dh4Ehx/3rupDtQg31qY5sTC0DtpPZe8YbKeb8Z+5KwH48xiMLTuPjeVu5Jv9iRinwf1EOhXfTKDL9835Mxm2vB4MDsiIT+f9Uc/z3LdhWNYg3BMgqTqk2iAwzsAfgGXAWBi3zIaRFuDwyAzqvD99BWkYymwKyerbGe/kJNwCnGSk2UiItNGnYR0yrNO0b+zOr1tTMcZGijODdIeDrYePs3DbbiIDA3FLs2Orkebafg+7A2eCN1MeuIuhzumcDspsuZMx/w+cW90wA3yxnXZjzo499A/5ize2zeKWev/sv1n79zPxtzUA1CtfngPOYwC0Cq1ycT4wKRVUx4uIiIiULkUO+gB4e3szcuRI/eInIheNZbkD7kAGWJCQ4cGqqEqcCj5GuNcZavpG4cSHTuUncPRoZWCWa9mUdHf+n737Do+iWh84/p3Z3exm03tPCAkEQmjSpQgIGAWUotd6FVS8KnrtXRFEUK+goqJXsaBivQoiIChdpPfeW0J6r7ubLfP7YyGaX0AIUpLwfp5nHt2ZM2femeXZs3n3lGGmOfy6ojua3ULAshJyK6rw1Z4m1Uvju4AIivMMgIISUEaZZRWd2gYR6RNFgO0Y3jHlRPXP4lhUKPbtRvQpVURlppBXWoKnmsH+4giMJhtGnypsmHF469GXO1CAXn07MvLfN7IlPY9QHy++OjyHxftmE9pK4/Jgf377rTXLDx1h2m/r+GDhOlyahkvTMJVraCU6tAAHAK4yPdGWAFDV6oQPmkZ5c29Cl+RSnB0AJSqg8O+vfyInMIDk4ChSQjPIrYzki/1l1c/jcGUZj8ddwdGjudwdXXuulrrakJXB7H27aRsazvAWrWpMUC0aPmnjhRBCiEuTCxVXPVoxqz7F0pCdVdJHCCHOt3KnjkPqs8Qqs8i1hvDFoZaEenkR5xVIss9mVDTAwtGKbfh6JNInJZrVe46SEpWO1Vtj9uoIAjdqqIcK0Xm4GDgpg9WbWpEcncv46fuY9FpTsky+dHkmjwKnJ87yfIK65RDZNtcdgNNFbhcbHl1sGBU710QmMn7rL3zcYhYL9rfCL6EEh0vl5+wUsoiloyuUgd1bcuWQyzDpjXSNj2HuwT3sKl1JfIiGAoSFFWMyV1FlM5FeWILD5aq+X8WkoP3mhyvRgsvfSdV+XzJcVkYc+o7EJoEcyCtEb1HQ2VUqmvkSY/Yju6Tc/RRK7fiGm/lka29UxYXq7cSpVAAKqqLQ1ODPzCH/w+l0sTtgHdNWj8MvyPus3pfs8jJumfU/nJqLGdpWPA0GmvoFsjM3l15xcYR6n129QgghhBBCiHPvrJI+M2bM4KuvvuLo0aO1lm9VFIWDBw+ek+CEEJemSoeNu9e9SY61CJ2SzDsdRrNhpHtVqqzKTH5IWwSAgsKSnbuY9bMDnc5J6tVrWZpxGb/vjkAX6CQ4UcFsD6XD8FK+WtMHq80DRdF4/65ZBD7pTZ7FB+9AB+WaL+H6ewhvNa46BqPqpIN3HhVOuDq8OzvLTDhQeSf7cjompKEooFdddAhIo+qGPpg+LeCdBz/l87H/Y9LcJ4lpFo7F4SC/zIeE0Dw0DVx2Lxx2D1Iiw/j3ld3ZlZbLgZwCgrzNBBkMpGcVo+32AgM4w13oKnRYqxw81u1yfty4ixWbD+Hy80QL8eWlwf156X/fk12ip3d3HbFNZhGgt7B6T3NWrmyNI9BJYrtg+kc3x3dpMd8eTzCVFVVwYFsaHfok137wZyCjrBS7yz1XkqoorDh6lIe3/4xT0wjy9GTRiJH4mUx/5+0XF5m08UIIIYQQjUedkz6vvfYazzzzDMnJybRt2xaj0Xg+4hJCXMIOlmeSYy0CwKVprM7fTbKfO+kTYY6kS/DdrM3/BItdx+IVUQA4HSqb1yZSGWOnVVIOqgIufzMj7EOwxx7m12nHe/Bo8NnW1iwODsPDw8GHR3twVWQAsWWBlO8xYUh0sudwNJ4lwXxy+2P4HP+MS6/6mq5RRwGocpkwqFYAyhwm+pua8sZPC92viyuZ//kKutzdg23bMzGWtGG1y0THSG+eaj+KiR2CAVi1Yh+9rIHc0LkZvu29mfX9dtKzQdM0nAYNW7yd4LlWgraV89HvXxN3QwqqouDSNCqr7Jh4jA9GrAK1GZ/l+RBuLEVRoE/KTg5siyMvx5/BPsncmNCONFsmP+jnY7fZ8fIxEdss7Kzfmzah4XSMiGJDVgb+RhNeeg9cx1cKK7BY2JWXS7eY2LOuX1xc0sYLIU7YdTibmUu3ERcewC2pHdCpMsxCiMbOqSk469GKWfUploaszkmfDz/8kNGjR/POO++cj3iEEIImXuH4GbwosVegodEuIKHGcQfh7KsModJmoMLmAWigKFSt0hH5QGn1pMpqSCVVQZ+xo9iAl3ckFeWeqDoXe3yC0Hu4cKGSXh7Ib/m5oK5nxYa22HM1LFYjoPDM/IW8O2QQABuLfzteq8KhvZEEVpThsHlxXZfHaBPRDA+jAYfdgcvpwjvanxEffEeVwwUK/Ktjf/7dtXd1/Ht3ZfLiU9+hqgquORo5t7qwRyn4lnhjcTipaOpErygEbSsHl0ZpYSXFy46gNgGXqnBFCzOB5lXuylz7CTc0r/F8XMeXnj+aVkyPWe/joddx33+G8eP9n1OWWc5TqROZtHwsAYHeJ52Pp9xRxtqCFXjrfekUeDmq8scXfYNOxzdD/8GRkmIivH3Yl5/P55s349Q0gs2ehPh44HA50au6P+53w0Hee+Qz9EYDD029i9ikyLr+kxAXiLTxQgiAcouN+179Hza7A5dLQ1VVbk3tcLHDEkIIcRbqnPTJzs5m6NCh5yMWIcQlIM+ynUNlc/D3aEZzv+trJR2yLEVMP/Qb3QLbE+8TQIp/E1od7+VzgoqJddmxlFZ54tmtGI813oQUleNf6qBXfAoLcteBBs5sjYmfRWOL8sEvqpybWu3jqlaD+U/6MXKKMo7XpqEoGjM3b6cq2BNrlXuCZ9DYmp2FpmkoioKPLoIyeymaBntfCcReFIaigKXrBnp81p5XZj7C/M9XENcikqSrU6iauuN4NRqz5mzg3zf0ro7/WHoBAC6Xu4eMvhDsERqWgHKsJj2KDvx/g+PTN6MAaVuOErC4AM1sIOGmViiDqY6ze8hI1hbNx5Mi8o5djl6L4sbuCfywYQcAdoeTH7bvxWVzTxJ9bF8W1944iZbdk3j7mRvwNBmqY9M0jSn7XyHTko6GRmFVPldHDKnx/HWqSkJAIADtIiKYd9s/2ZqbyYLSJdy5cTIRpkD+2+lBAjzc8/u8esdUsg7noigw5f6PmLx4TN3+0YgLRtp4IQRASZkFi80OgKoqHMstvrgBCSGEOGt1Tvp06NCBgwcP0rdv3/MRjxCiEbM6i1iceT+a5kDDhV41kuB7bY0yD234gsPl7qFYV0e248a4KygrtTB57I+kHcnn5jt74mrvR2mVe+loi8uDEYPWcFeTTRy2RuDwao7dtovl38ZSsMgbW6oPACWVXpQpuRx1/JddpW1RFEBTiPO10MG/DTMowxHqQK+z48jxAsBXSeOBTXcQYgrjl4N++JmD8TJV4fGqDe1jcK4zkF9QxnMTZ9EkPoTBYwZS7LTyj3nfoHm60FlUVIeGX56zxj12ubwZUTGBZKQX4vDRsCS4Ezzeh1RCdoOmgKZTqQrzQV9UiW+gF0VrjqG6XFBqY9nGXA4vH8LQ1tlcFn8DSlEqh6Z5gqJw74P9eKC3OyGz+mAaafnFAMSFBnLoeALLpYLLx8SO/Vks37Cf1B5/zO/j0BxkWNKqX68uWE2f0Ksx6U49zKd5cDAF5LE/y51Iy7IWsiRnC8NjegBQZbWjaRqgYLNWnbIecfFJGy+EAIgM8WNAlyR+XbsXs8mD4X3aXOyQhBAXgEtTcNWjIVX1KZaGrM6Dc9944w0mT57Mxo0bz0c8jVJ5eTkPP/wwkZGRmEwm2rVrxzfffHOxwxLigrM48nBpVWi4UFAprUqrVeZYZSEuNFxoHK3IB+C76UtZ+/teMtIKmDzuR7ZmrAPg+FQytA3IZl1lBF+WJvBt1iJsahBBv+WjS7e6Cx1POIT6lOKhZKAqoNdp6MtUbHOb8+WyMuyhdlx+LvwDy/n8xnd4qc83JHbej6a4yLflEOaTj6rDnSzyAOMdNgIjTey321ix9gBffLOaG179gnvmzcbqcmAP0HB5aDi9VKKHNqtxj94+Jl4cPwy1zIo+30rwfAeddodi2uv+SPaINtGzR3N0XkY6D70M/5RInE1C0QBNr+Ngii+/7GnOvf/rxa7cnrzy4izWrjrA2pX7ee2ln6qv896oIfRvn0BoogfF7UsZ9c1d9Lu3H5V9W6J5egAQ5O9VIzaDauAy/87Vz/dAeSFv7fvstO9thCkQBQVFUyi3ejBh6xKe3vgDDpeTR/47iqCIAMJigxn9xh2nrUtcPA21jZd2Voi/p8rh4IcNO5i5cQcTHvmC27qNpVm5xk+T7+bnN+8hMSbkYocohBDiLNW5p8/IkSMpKCigc+fOhIeHExQUVOO4oihs3br1nAXYGAwbNoz169fz6quv0rx5c7766ituvvlmXC4Xt9xyy8UOT4gLxt8jkQhzN7IqV2NQfUjwHVyrzL+a9eXtvb+gV3SMTOgFQFXlUsATUNE0OFKwmCBjODZNj0Fz0tYnm69LWlXXcazKwLNTrHz1ajpH0hw4e7QhPuY3UqLT8Dc/QKCxksxSC947gigoqcBudKIdnxeowumBQXWRGJpLQbkXu2xRONFICfJhZ3E54F41jCo9WmgYTpt7dSMNDZ1Do9hiBSPoy//4ZWJx+lGsdgcmg/sj1+XSmHPgAMXdA1GzrPjvLifwvt0EXpNDTq4fa47F8/awnrw0xj3MZuGSnUw8mIM9NoTOfZszp/KPZJnRoKe01FI9VKykpJIqh4OX5y9lU3oWrkALuZG55JRDkU8FC956mMD/rWD52oNc0akZnVJqDp0DuDP+AdZvfJLCqnIcmo69ZYdO+9428Q7j1bYjmbZ/Mesr8wAn8zK2kRqVQu/+bfjq0LunrUNcfA21jZd2Voi/57mZvzJv6168DlYS/HsOGvDjtrms2/U1foZyIk3lxJur6BP9OmZz14sdrhBCiDqoc9InKCiI4ODg8xFLo/Tzzz+zcOHC6i+gAH369OHo0aM88cQT3Hjjjeh0utPUIkTjoCgqvSPepMx+jPUFM5mZPo7mPt1o6RWDl7EtHvoI7mjai0GR7VlZsJ0MawbHSvbSd/Bstu66ksw8P7o8sgOfiEpySnyo0vRoGryY3pvm3vnYXSoG1YWnGkhM68956vPdoI9BUQOxOW5Dw4VJH8lb7XK5Zu6n4LJj0BSMhzywtLcAGjdEuXs4KCrk/uSLpYsBDz+FnKpjBHhClLEluzZnU/6TD/qSfGhlgCMeOL01KlOqMJd50yk6gk35GdjRUBWFCD8fjHodZRVW1mw7wq9HDzFnz14IV9D5mAjoZEA1uxMrEWElNLFUEGb2rn5u/fu2om3rGKqqHISH++P/y3JWH0rn2rYtaRcTwf0PD+CVsT+iKAr3PTSA7zfv5LtN7vl8yANDnAqBTqzOKp5d9hSbJxvRqlRmrkjHklVO6qD2JP5pRS9VUUkNv4rPj/4IwFXhPc/o/e0W3JIvj7h7V+jzNNRKMHapczMjLqKG2MZLOyvE37fmYDq4NIy7CinsHIaxyEZZsY6UimwGJB1GBWL0pezLu4nmYQswm1pc7JCFEOeBpqm4tPqzUp9Wj2JpyOr8bXzZsmXnIYzGa9asWXh7e3PDDTfU2D9y5EhuueUW1q5dy+WXX36RohPiwlMUhQzLXrYVzwNgbcH/sFUcJUCv0jJ8PkZDExbnrmfaoTkoKMwzlPNaXAXPT5zN6soYClwmyhwmqrTjH18aHLP4sqUkEg0VvebAX4nE3kqHh0dbADamZfDYrJ8p1Vu5qXkrEsIC0YDyBAfeNoWAjaX4ryrC+rA3JZonR3MCSF/gw8YpQeifNBDa1waAqsCubSUUfxLIZVfso+8dG3Ci8sm+HuwoiyZQ783rfa9lxtwNRFd40bldFUaPQm7tEo/D6eKuF78mLbuI0ljAw90TyOkJ+TY7SX96Rs91ugo/owlN0yi0VeLv4UlIsA9vr1jNzB930TUuhh/uuxWP43/IduvRnO/mPMSuDUeIaRLEziMlNZ65/29GdDcqXBsbzuaFh9FsoaCAw+5k9v/WM2/+VqZ/fi8hYb7MOrydzIpSrk/oQvuAZDTNRbx3zBm/v94eBUTv88D1qQkFheVpG+j2esLpTxT1QkNs46WdFeLv690kjoX/XYTOqeG9rQgUlapgHbk6H5aWRhPpWUqRy4M4XR5Hc4fSMnb3xQ5ZCCHEGZKfYM+zHTt20LJlS/T6mo+6TZs21cfly6i41Dg1R43XLhRcWgWl1hWEGJqwu/QoOsWJ4oLcHF/SvIPwLC+npMoAEeClt+Gp2rC4jKBAyTEzWqg7ieJQ9OwpqKDnB+8xrscAerdoymPfzSXNXIzLDO9lrCfk6yqa9A3mqFpM6MwD6HOsAJg2VLDw6eZsez8QXYXLHWu4DodLRa+60DTo2noDloc9adv8MKoKiubi6ugdZB1KYmr34fy6cD8b9x+jZUQWz/T8HxoqCi7S0gNJyy4Ch5OmlnwOeIQDoLNCWZCOq8P/we7SzbTx70Kf0B4s23GQB9Z9j9XbTrTJn5daD+TdlWsBmLl9Fx1jorihbQoA9ioH/x78JmlHC9GrMH7GPfhbdJQYHJgznfjnGphz1aNMnTqN3BcqwXUUIsPQzJ649CpVVU6OHMljTtEeJm5ejIrCd4e2sHTw/VRW2Hhx0hwyc0oY8Y9udO/01wmcIVE3sm/jLCqPv1728zYenTAcDw9pbsT5Ie2sEH/f80OvZN1Ds1B0ehRVxeWhUPqED5udMWzOiiHSXMSQsG2E6VRMLvvFDlcIIUQdnNW38MLCQt58800WL15MQUEBwcHB9OvXj4cffpiAgIBzHWODVlBQQNOmTWvtDwwMrD5+MjabDZvNVv26tLT0/AQoxEXQwrcvh8vXkVaxkWA1B3+1EtDjbewEQJjJF50C6MAYXMVzb1yD6bs0VKNGn/86CWjtwrTdQFZ+MI4iA4pnMVqIO+lzYnJnpzGf7/e/wdK1rbFuKMOVerx7qKZhidLRbo6T50anMiln0h+BuVwYCvVovmaocM/f4xVgptCmw6A6MKDg42PFmOTArlfxcLmvWZrlwyOhHWgfFM2v7AcgKqAEp0thxv8uY8eecJL77qG0uwsvYynx/vlEV5YQlFPC7OxEEiv8aG7ow4Dmw6pDeWHufKxN3V+sj1mL+T2/5rw6mqZR5XSiUxR+W7KTIwWVKN6e2IGfPlnJDeYAFry/GM1s4oYJ7iEvC19aDw5A0QjwsFEaEUKFhxP/YDOxzUL4cvd2FMCFRkZFKaVVVr74dg3LVu/D5dJ44T8/Me+L0XiaPE753nYN6sl13Sv5ettvKIpCXGIoBoMMrWlIGlobL+2sEH+f0WQAFygGFU1RcPnrUD2ON6hoqGikW/xJMmWS5/K/mKEKIc4jJwpO6s+KWfUploaszkmfjIwMunfvTlpaGi1btiQ2NpbMzEzGjx/P559/zsqVK4mMjDwfsTZYinLqf6ynOvbKK68wbty48xWSEBeVXvVgcPQYAKz2A5Raf8Pb2AVPjxZomsbaLRYO7o3D5GsjolUOutxSNE3BaVVYNELlgyO3s2L3TFx7wZxRQMEVJlI8M8m0+ZNeFIjB4WJY5/V46qpAO4TX570wZemxRqigKHgfctIsKZJ1VYU4fA3oS93JlbbXXkZ+uS/GVB1GHyd+vmYGdY7ivUOf4dI0ugUUsj03mgVHkgn0rGBg7DZ0RTqUMBf7Pf7DpB0r0JpeTlx2AFtyWvHZIhsf7GuBPVxjbnk+Li+FSs2LOcXNMebq8VOt2CM92acoDJn2JfPvu4MIPx80TcOzQnGv4w6gQJzOl1GdO/Djzt10jo2hwmCj5Yw38LbpCfjZgfF4o6ihkZFVxJH561A0UG121MwCsjOK8PI3Y6u0gQJNmseyJMEDq91Bierkpunf8tTwnsxP34NT07gyqhkBRk8qrVWoFgeKS8PhqeF0aid7S2v45/39iYgKobignAHDOvDd1h1MWLyMAE9PPrj+OlqEyiow9VVDbeOlnRXiHKiyoXmawN8bnVPBd6pG6QMa6CDBOw9foxWbS0+xU0PTXCiKzLUhhBANQZ2TPs8++ywWi4W1a9fSqVOn6v3r169n8ODBPPvss0yfPv1cxtigBQUFnfRXxsLCQuCPXyL/v2eeeYZHH320+nVpaSkxMWc+r4YQDYXJkIjJkFj9evOxLFbtzgNULMUm8rcF41lSgp4SFFUhMiGMAP9Ybnl4Bdt2RvJDRgeaNitiRMwqCjQfisrMbDqUiJeh6niNGmp8FZHzwRKt4u9bTlWsxn1PXc2HWzdx7N8tMe8opircxIwJowjx8uKGD74gbWsGeqONko3pTGi7AHBxuDyARP8gJvZdx+yMZow72J2+ERDvsZaDJQEs3q9Dsa3DVGBA0RTePdgGW3MbnpUuPCwaVUHgsqnorBC4vgpDpYK1mRNbiB6L3c6OrBwi/Hx486lv0X1/mPC2Htj6BaAedvHBZ0vo2K4JUx7twvxNG/jgv9vx0al45JbgULzQG1R0dhegcCCzEP3x3IyiKOzecpQZAyahuQzEpcTSLCUaQ79mWNe4V2FSXZCfW8HUT1bROzKBf17Tge7R8SiKgpcd9CXupFhUkB/eXsbTvqeqqjJg6GUAOFwuxn60GIdLw2ov483fVvHB9dedo3894lxriG28tLNCnBt9ru/CkqX7UAAF0GcoxBfmk9QmkyCjBVDwUSBXMR4vIYQQoiGoc9JnwYIFvPzyyzW+DAJ06tSJl156iRdeeOGcBdcYtG7dmq+//hqHw1FjvoHt27cDkJKSctLzjEYjRuPp/7gSorExGwx/eqUQZCyn+fgsArdF0dLRgwG3X4GfyY+2oW/g77mAnOh0XGiUayaC1DK8fa0oLY+h6PyxOIsprfIk51rw2OEk8GgZwfkF+Ddz4uPlyagOHdlflMmx5CMMb9aVEC8vCgrKsf66j38+tQqzv43c/EAe23012TZfHo9dy5XBx1AUuDF2D/PyEugd150jltXsKYwAFHTlanUPHc2uEbEUDJUqGhq5V7uoCtYT9Jsdc767UPAWG5lXKJi9TFwWE0lRXhkLv9+AGuIisNKC/5oo0osrqQx28avXITYt20DVj8Hoih142Z2YjlVgi/fEGmlGV+lAUzVyupjwCYomeF0uzjAvfmxqx99mxOcQlBo8eWLav1ix6zCfrNnqDlUDjzLILCslu6CMON9Aet3inrtn367M6ncjO72oxnuVXpnJF0e/R4eOEfH/IMxUuweP1X4InWrD4TLgArYUHUHTtL/smSEunobYxks7K8S50Sm1HSvW7cGpKCiKBqpGaYAHJp0DTQOT5uRIsRc5Szphv9+Bh8lw+kqFEA2KSwOXVn++o7lO38FcnIE698ssKSmhSZMmJz0WHx9PSUnJSY9dqoYOHUp5eTk//PBDjf2fffYZkZGRdOnS5SJFJkT91CI8hBdS+9AyLISUuBKi87KwrFHRemVw4xPXEhDmB8C+tCSenxGDExcaGqvKm7GxLJaFRa3YbunCrU0+op/xZX460AmHTo9msKNb5iB/oy8H3g1kz+aj6HVOPCLWEhC1l+WWGRyuOELGsULiO2bi6eue6yM0uJACpxeZNl+WFyXw51zFI+2v5pb4f9A/fBRRfnpU1YXLpKGgoAAeVQqGEzMaK+B1WMfE+AGYso5PZK0oKIpC8P4q/jfiZoK8zHj5mvDtqeD3Vhk+L5VjGpKJ1ctFwdV2rIlOMlx+OCoL8Zy3BfOv21GP5OC1LRPP/bn45JRS1sSApofS7hEcergtaTcn4vAxkN/BG0Wn0LR5BAA9k+N5+65rua5LMrdc2Q71TzdmdzixOhy8sXYleV09sPm5j/W+MrnGezVl30dsK97NluIdTNo5jbT84lrvp82ZTmJCGprRhWZ2kudZQWalzJ1SXzXENl7aWSHOjb43dGXo/Zu455klpP5jK0+/MYeiI95sKorBYjMyQJ/Bt7d2Yf4bGrOmLb3Y4QohhDhDde7pEx8fz7x58+jfv3+tY/Pnzyc+Pv6cBNZYXH311fTv35/77ruP0tJSEhMT+frrr1mwYAEzZsxAp5MJToX4/27r1I6bO7Tk4Tse48BSd5LHdNAfPvmjzPiZi8kqVghJCyAitgAUhSOOcOzoQEtnxoFvWDR0N5eNy2WnTzQGi+v4me4Exl0/z+Cf5nYU2YsBcGkuthZv5+oWqXjOj0RR9+JyucsX2zwBhZ/zmzK4AprFHyUw8p909b0GgGRzKglbXGStO4QxTCHY24ssWyVd+kRzMDOLovwKFE3hzVuHsS09F6dJQVdiB70OXW4RX33yJLHhQQB4GA0E3elNseKOqyI6l8jBUeTr3ENVNA1Me3L+eBCVFqLaubjqnweoUoJJD7mP6Tv3HT+ooQEKCia9npvv6c2w27tXn9o7JYHeKe4ePUmBwbwzeyXhAd78a2BX3ly3ig83r0dRFHyH+PFh26vp0LHm53ul04KGhqbBvrxsBn73Ka/fcg2pbf9YgN7f1JXO0V+xzVqFgkawyUywyauu/yTEBdIQ23hpZ4U4NxRFYfA/WmG1zKZTr8O4NDA7bXT2O0xvtYzRffuDpqLqFEoLyy92uEIIIc5QnZM+I0eO5Omnn8blcnHHHXcQERFBVlYWM2bM4J133uHVV189H3E2aDNnzuS5555jzJgxFBYW0qJFC77++mtuuummix2aEPXWwZJPydxuB9zDL0p2/HFM0zRMWRWYiivZsaIZkTeWgMGOQ/uj8+L+0n14tigkuW0eyeRRGmJk+/pYyvZ54t+unKzmnryzYyM947yocFbg0jRe+2kTsyPSeOruUUzddIjAoDK2lERTVmFCdSoELoEJ2+PRgmK47EEnbROW8uGPGyl1WfHY4glAZZpGVlkhOpuLtYf2MPL5KwjL8KNJk2BatojEO9CLz9uvQMmqRHfAwe2T+hObEF4d95asLLbl2IiLcyd4fHT+DOnWmi3rlqMe/9s1un0ouXsOoymgxRh47KPf8TJXoShp7Dr0Lb5X3M9bq1bh0mvo7Ar+HkamDr+WTnHRp3zew7q3Zlj31tWv00qLAXBpGsV2G63ax6DT1ewcemf8Tbx74FPKKqvI3h6KpsGs9TtrJH10qidPd3iP5oG/k1mpMCy+HUadLN9eXzXUNl7aWSHOjQC/h8m2LcWplfFtbntaemXRwyedjnHrGHbPYmZ9uJTwmCCuvav3xQ5VCHEeuDQVl1Z/JmmvT7E0ZHX+5v3EE09w8OBB3n33XaZOnVq9X9M07rnnHh5//PFzGmBj4O3tzZQpU5gyZcrFDkWIBsPqyKPV4CzWf9oEgKSBmzhc/C7x/g/w6djvsX++hWDA98pEws1R5NnTMKoOrC4DmgYl3wRSXqCn+FAZpmAbpcd8MNyhYCqHJq0LOZLvT0WZicGVtzBl9SzyPXypLPVkdW4Vb3nNo8Dbl91FoRwpDAJVQ3EoeOx2oOk1+HcFm8y72JSzC+tlHqgbvGsGr4GiKaglKnvKc7mtf3f0xxMmub65GPq7e+04XLDMZzd3cHX1qZUOO5mZQdjtejw8HNyZNJjr47tS7qhkXvpeBse1gbY2PvadhVLigsFmfLxtKIp73LPDZx9B64roVVVJepNiCioDeePK4XSKPXXC52TubHMZy48eodJh5+62HfDyqL1Me8fAtnza6U2GvvEFlvxCQKN1THitcqpq4PqEPnW6vrg4GmobL+2sEOeGh6EFwaGr2ZnVm9SgLaAYaBLyI6rqy6gxQ7nz2WtRdarMyyaEEA1InZM+iqLwwQcf8Oijj7JkyRIKCwsJCgqib9++NG/e/HzEKIS4BDX1u40edy+jyeUb0KsuopOKOFz8DpHeN7Dom1XV5Tx2FzCq2XMsyZkJmsr/nttPyRFwVNgBT9a91A5TvJ4sTx2lQUYURePo0TDszSoI/yQH3VNG8rL8sASYquvML9Yo0ZmotBlQ0NAUBc0ILa+JY9/KQ+DlnlVO00CvurA1r8Kw2RMNBcWhodpdaEBFZwc/LjmCNf1n3vrHIADmHtuIpoGigKKCr86Lt35dSWFFJSN6dKBrdAw3JKfw0949dImO5qaWHVEUhT5eHcncp1GerdK3byumRyzDkQh2s8ZX2zpza9t12DUdS+bGcHj5j4S9VklTIEktpGVY3YdTdYqMZsOd91FhryLEfOrzFUXh439dzw/rdhDo5cnQTq3qfC1Rf0gbL4TYnj0UH6UAF5DDZbT1bFd9TKeX4ZJCCNHQnHUf+6SkJJKSkk5fUAghzoK3Rzz9Yxdy0OcN0ko/BkBBj6oYad87mcVfuxM/7Xsn42cIYmj0KAqLypm2cSJOnQp6d2bFYdcoylKxJRhAAw2VqioPYqceonVkAlf0TablvFVsNFWgWPVgdnBf24HM+8qIodM8flLaYNf0NDXnE9J+L5ne/TGSRgH5qIrmzvx4aWiDrZTuNmINVogIDiKiwkxmbh7YFX7dfaB6xarsMmf1PVY5VHwy4vhow3oAftt7mKVPjeK1AVfx2oCrqstpmsZDL39PQXEFmga/fbEWY6YOI1DYxsi0tr3Y7BGBh7edoqUemJPcS6wrCjg0O5nWYwQZg+v8HpgNhv+3mtrJBXmbuadv5zrXf8KODYf5YfrvhEUFMOLhAZg8a/cqEheWtPFCXJqczny8tQOguGfA89J2XeyQhBAXkAsFF/WnJ199iqUhO6ukj9Pp5LvvvmPp0qUUFBQQFBREnz59uOGGG2oslyqEEH+Hoqg08b8Pu6uISvshYv3uwqDz56G3R1Ckquw9kI2xQzwul8Y7Hy5m5pxNeCYFoxwuQjve9bx956Z4RvixcONebP4qKNA5yMo/n+lIt9TbMXl68OXU+/jw97UsOXyAwUnJ+Cp6di48yh2XZdG77V5ybT4keOeRebAZXxsz0a/W0b1fPj4GG5oGVZZo3kodz6qMNA6XFnFNfBJfr93Kttx8ADrFRZFjKWd9zjFa+MSxZ0E+xgw9uggPsmPc8wkB5JZVYHc68Tj+Oaod3+90uigocpfTlVooybRWPyNzhoOCtgp7DkSR3DYd49UuLN8a8L/FhuIFgR7BJHrX7KFR5XSyNjudMLM3zQPqngw6l6yWKl7412fYrO5ElclkYMQjV53mLHE+SRsvxKVLq9qGglLd/vjq6zY0WAghRP1T529v+fn5pKamsmnTJvR6PUFBQRQUFPDRRx8xadIkfvnlF4KDL+4fEUKI+k3TbNiKRuO0LUNn6ofR/x0U5eQ9SvSqFy2DJ9TYt2l7OiuPFYLJwOLNS4hZDjPnbALAZneSesflPHB3HwryyoiOC0LTIPS9xfz4xg84LHZ8W2cRdf02NLUl0IOyogralJno36MvI3Z9T05GMTysY86qdjyY8guBxkr2l0fyQ1EyhphKtCIVX73V/duDAootD6vVweVRcfSIbgLA6Cu60iw0mFKLlU4JUQyY/RGldhu+R1X8NnqgAWQ5yNTnouhcaE6V0MR8SpwlhOiDWPrzVqa89BMmTwNj3rqFm67twNf/W4t5fRr4+4LZPRytPM4DRdOwHzWRvqkpLz2cSvJN0eSXF6CLdhDv1RSTzvNPz15j5MLv+T3zKArwXt/ruKbJxevRUWVzYLVUAaCqCoX5siLMxSRtvBCXNp1HC2L1XhS5LKgohAWPv9ghCSGE+JvqPB32I488wt69e/nyyy+xWCxkZWVhsViYMWMG+/fv55FHHjkfcQohGhGn9RectoWAHad1Pk7rojqd73C4h0h1vH4HV/57Fct10/DvUQyK+9fJsFBfvLxNhIb5MfP9Rbz37HfMe/dXyK1EX2Zn96pgtiwMpaz8N37ZuZObOj7NuNvfY3Tv8eTYitwXUWF3QBhTHryWJcVJlKgGQqNy3fPxBLhwuI7Pa6CBrVTlzl+/oelnrzFw1usU5L8CrhyuSm7GVU2b8tHMJZTabe5qi08so+7e8rIqSBmwn+QB+4homUelwwLAuxPmYLVUUVJUyavjZ/Huvo24VDuKS4PCEigqoaC3L8WtPEFRCNhcilaokuAfS3hsMCnJSbT0bYVRNZFXUIbN5u5JU2yz8nvmUUyGKkK8y5hz6E/Lop1jmqZV/1p8MhXWKt74aQXebUMB8Av0YviIHuctHnF60sYLcWlTdJGYQ34iwv9pIkL+h97Y7WKHJIS4gJyaUu+2uliyZAl33nknLVq0wMvLi6ioKK677jo2btx42nOnT5+Ooign3bKzs2uVX7RoEd26dcNsNhMcHMyIESPIzc2tU7wXSp17+syZM4eXX36Zm2++uXqfTqfjlltuITc3l7Fjx57L+IQQjZFSc7UrRfWp0+ndOiVwTb9WeHf+mYW7WrPtWBx4QfPhVnrEuhjUzT2c6e3Hv2TpzHWAhj7YnXxwGXQ4A83YjXoee7GATabviCl19zRxVTpRKjVcZgUFMORrxIzOINyzFFWBy0MOsas4nBK7mX3fR9O0bxauADjkHcCBnHRUo8KuShcz9mzkvqTl6IN+5onhUziQl4/yUDCg4pGvA0UDDRxGqIhzEOwZRKE9j36hvYg1RwFg9jZRWVmFAmRaSxmZvJ7YLvms8ohm/y9+GL0NXOsXw/zf9mAotmPOqOL6Z/sQFxlY/Zw0TWP8G/NY9NtufLxNvDPxJprEBpMSqqd51CZ0qoaRIhyua9Gr7p5WNkc2BwpfxumqID7gCXyMyXV/f4Ey62+k5d8LOIkOnIKfObVWmU8WrGPumt24/DUMV4Ty7aR78fUy1a5MXDDSxgshVEMSqkHm9BJCNDzvv/8+BQUFPPTQQyQnJ5OXl8fkyZPp2rUrv/zyC3379j1tHZ9++iktWrSosS8oKKjG6+XLl3P11VczcOBAZs+eTW5uLk899RRXXnklGzZswGg0ntP7+rvqnPTRNI1WrU6+OktKSspf/qorhBAAOmMfDN6P4rQtRme6CtWje93O16k89dA1/O/ITxzIDXcnUYBjVQolwbt4a/57HP4+hNJ1+3CPo1LQrBqh/9Q4UJyEy8ODd5bF4+1fgjXaiMtDQa3SQAGfwx6Uxjjx2+LEZ72LvR3CyM7y5vLQQ3jp7TRZFIAxPJZdu9Op8tOhdrFRbPljdStFhTKnAZfjIKXFJaTtz8EDiH83n5IufqhODxxmd28fc9NCgkrLSMgv4aqo1gyKv7l6Gdwxb93CJ2/9isnLA2v3VfRsvx2j6iRxQgZPl99OXkQgx3KyCbEaUDIqaNY6mn43RDF1333YNRuDIkdjrkhg0W+7AaiotDF7wVYe+Vc/7mwbxGr3qvHYyCPTepRYcyIA+wrGUGj5DQBL3gN0iV5yVu9xVtE4XFoZoJFV/MJJkz5llTZ3dycN7Gg4nK6zupY4d6SNF0IIIURDNXXqVEJDQ2vsS01NJTExkYkTJ55R0iclJYWOHTv+ZZknnniC5s2b8/3331fPdxgfH0/37t355JNPuO+++87+Js6DOg/v6tevH4sWnXwoxsKFC+ndu/ffjUkI0cgpioKHz0N4Bv+Eh/fo6kRHXQ2OeY3kGE98mpTgE1+CX1gpLs3Fuml6srNLsPn8kYyJGlaKua8HLg/3ylAaCskd04mJKOTwv2PIuSqEo3fFkh9gxH+lQsAyFwXX6dinD2FDQRNmHW3Pnv3x+LVrxaqSfIpbmijIDkBRwdOj6o+gXJAafJgCZxX5VaNp082dTPGo0BG4weFe7UsB1ebA9GUZzk/gt8fNpJfPZdWRb6iyO5j3204OF5Xwwru3sH2QhR8I45EdN1LkMKPTa5SF+FZfztQ5kvfmPcob3z/I4vyPKazKpNSez08Zb+Pn64nJZEBVFVwujahwfwCSfJOPPwEFk2omyBBWXZ/DVYo7U+Y6/v9nR6cLwJ3RUdGpASctc8eAjsSG+OOh1zH62u4E+prP+nri3JA2XgghhLh0uTS13m118f8TPgDe3t4kJyeTnp5+Tp5RRkYG69ev55///GeNBS4uv/xymjdvzqxZs87Jdc6lOvf0eeGFFxg2bBhOp5NbbrmF8PBwsrOz+fLLL5k5cyYzZ86ksLCwunxgYOBf1CaEEGfPpPPD5O+FUuz+zLF46DiRaADQgnyI76OnyTVr2bWqGXt/jANFQ9O5S7SKTad1xEHmrUtha1d3ckZDw+rlHt5lD1ZAVdCAtOIg1EwPMrMPgUEBRaFK8aDLppas9ilHX+LCZVBQKlUONVMw+LigagXjPnuXjcuPMf6Jb9FVuaiItuHyMGBKr4DjuSJbkYHczT4UdM/ipffns3jNPgC692jKtrBMAIrsZlYWJBDwexVqmRMt0D0cKyk2FJOvJ0898iXpBV7EXO+Ld9MystL0TLesZdK46/n51+3ERgcyfNBlAKT4deLO+KfYn76HeXdv54bdDzHo7r7c9/qtNA14gp25o3FqVpoFjj3r9yYm8A2yisah4SDc/4WTlokK9mPm2BFnfQ1x7kkbL4QQQojGpKSkhE2bNp1RLx+AQYMGkZeXh5+fH7179+all14iJSWl+viOHe75MNu0aVPr3DZt2rBy5cpzE/g5VOekz2WXuf9omDx5Mm+88Ub1/hNdvjt06FCjvNPp/DvxCSHEX4r09GdH8TEATHZPlk/vAE3AO9NOVKQHIx/+HhcF9Ezcx3vvDeHg0UjKwlXu7LmEdk2OsKMqmu6Xd+Nwfhaldj0KUBGnUtBJj3mbi9JeKqBgt+jZawrFS+cA3AmXK1odpsrLi8t1/Uk7sAVTkRXPEAMJoVnueAwtMJoC6NrPDx8/T8rLrFgjVey+Gg5PD0IWg6JpKHoNzwgdPRNuY+o731ff26H9+ajh7l46KAqzv+9KyA4Yc08/DmPDoFe5tX8HXnlhJju2pqNpOio/bIYryIU1z8Q600ryHy/nxX9fU+u5lVZ5M/3dbVh254ALfvpwMdfc2ZsmyR3oFrMa4Kx7YAF46GOJC/n4rM8XF4e08UIIIYSob0pLa/Y+NxqNZzxvzujRo6moqOC55577y3Lh4eE899xzdO3aFV9fX7Zv386rr75K165dWblyJW3btgWgoKAAOPkPX4GBgdXH65M6J33GjBnzt/4QEEKIc+nZ1oPx9zCzNS2TfctK0SpVFKByRDH24EO4+OODt3nzdA4ejUQJr6Jnqz2s/LIvS6d7oo/+jbtePMDW9FgOrmqKrdiTkk56enXeg9lsZea6TuBSQdNwGTTCNlgIa5nP1m+DKW1lxqnbRMvv06gsqiQwzI+QUW9jDijG3+s6FEXBhpO48S3ZfPAorStMbNLKsIUbKO7sR1f/aIbf1pU2HZvzyscLsSsaXmYrgT4V9L38Mh7v0Y9HF/1EYYGNCj8DXqleXDPUPc64uMyCh15XvZqZpgEOI9Y89x/oqhV2rEuHK2o+M5fm4tktX+I0VGJyHV9JTFHw9HZPoiyf8ZcuaeOFEEKIS5cLBVcdV8w6n1y4Y4mJiamx/8UXXzyjxSVeeOEFvvzyS955551aP1z9f6mpqaSm/jEHZa9evRg4cCCtW7dmzJgxzJ49u0b5U31fqo/fo+qc9JGVO4QQ9YmvwZOnUwbx3oGVHKhcj8s9czOKSyHbFoDN5YdRLQEgNyeJq4elMKxnEZ7lU1jw9lzAjm23nl9vb47TokJnA3q9QvO8MoJ8KwBoEpTPkbxQUBRCCixERZfQsscBSn5OwVjkoDhWobKoEoDCnBKmz6zk4ftvQq+6f4F4f8/vzC3cjRagkWm3EfxrFZ7HyvHeX86LO58kINiH6T+tZdnGgyRGZvHav77D5OFgv20OeypG8n7PG3n0xwXYvBy8PLA/BaUV3D3hWzJyitHrVfpdlkh0bhAV5VZuvbMnb723EJemoWgKnZonMGnBb1g8KjGHaQyMbkcz3zAcmouqAWbUPCeBxzx48KGbCIsNvvBvoKhXpI0XQgghRH2Tnp6Or+8fc1qeSS+fcePG8fLLLzNhwgQeeOCBs7pukyZN6NGjB2vWrKned2Ilr5P16CksLKyXQ9/rnPQRQoj66Ka+7Vm96wgHjuXhmWSl0sdJlebBkzuvIsUnh9sSb+ad56+qLp+TXgDMdb/QFHfCBzBn5JIyqgDVz3H8GFze/ACDQruwbO0GrvrXOhSnQvYPQfjdUMWx0kD8jb4oSzLRNA1NgRm2/Wxa9C0/XnM7AAW2Cnd3mhId6hETlhgjllgfDIVpbF1/kN5Xt8Pp0lCA/h13YtC7e+40Mxbxa8FymoX1YnDfLBR1A5nKASb8259iPAGwO1zM27yPZ+7rx/U93GOL4xPDmL9sG81aRjDh95VUVtnRNDAkVvB9+gbm932M51OG89aeeQQ8EM7EdrcS5xVy3t8jIYQQQggh6srX17dG0ud0xo0bx9ixYxk7dizPPvvs37q2pmmo6h8TSp+Y32f79u1cc03NKRS2b99eY/6f+uKskj7Z2dn88MMPHD16FKvVWuOYoihMmTLlnAQnhBBnKtDXzBN3byer4ieOVAZg40o+2q/DrnmwqjAe68FMekf9UX7rusMoXmZcViuBKWEUbMtCr0Gf+3cQ36cQTYPsnCiCYnrTzLc978/NJedgCAu0DnjusFDk9KMgOBANhXKLg5dm3MP0WQvZHeOgKsLIlvwsstLzcFqd3BrfkblHdmKzHl/uWnV3+8z+dzD/ts3hlXQdNw5oz/a9G8kv8UGnusvZLCplFiNj3/yWtjGHCetl4ZhtG6E3RlP0v2RwgXspMIXckvLqe0tpFU1Kq2j2ZOVRsdh+fK+Gs1LF4rSQZSlmQEQ7+oa24bXZy/j31J+5rlMyd/bpdP7fKFHvSRsvhBBCXJo0lOohVfWBdhaxjB8/nrFjx/L888/z4osv/q3rHz58mJUrV9KvX7/qfVFRUXTu3JkZM2bw+OOPo9PpAFizZg179+7l4Ycf/lvXPB/qnPT55ZdfGDp0aK0vgifIF0IhxMWSb/md5fnNmJfTBtDw9jBQWuXApUFTn5pDlz6dvACXh4Hsq0I5EuaB7xWB/KMqmIQe6Sw9mExllZHeCRlEbN/K1u2b8Te0weCl4ZtXRvE6b2zxBrQgONEWPb57KZe1jsap5ADQ47CZOx98CpdOJWhIG5yhOly+OjQVFBeoni4cwU7sGry+YyEDr27Nmw93xFX4FlaXBy7FxdtPt6RES0G/Oo+dRFC230jiqHzwcRHYP5vSTQHYSkyEhfkw7PLWtZ5HYmgQHeKi2Hg0A1RQQ6poFxBLMx/3Eu1zN+3mm1VbAXhz3u90SoihdWz4eXt/RP0nbbwQQgghGqrJkyczZswYUlNTGThwYI1hWQBdu3YF4K677uKzzz7j4MGDxMXFAdCvXz969epFmzZtqidy/s9//oOiKIwfP75GPa+99hr9+/fnhhtu4P777yc3N5enn36alJQURo4ceWFutg7qnPR54oknaNeuHf/9739p2bIlBoPhfMQlhBB1Fu6VyrqivD92qC5uiu+Ir8GTu5t3r1E2JMKPXNWGNcwDgDKHHY/e0axKH8K8nSUoisaeY7EEvJKFw67Dw3QIz38F4DrmzvJ4Ha2kyt8DY5yTLnH7WbusFceceURoOu57oiurP/4veaoR4iIp2FZIlAIZfb2p8tPx0fVD+CR7ORsKKnDaVDLyNTp/9j5vXnkNwcceY9/qL1n1awCb9iai2v64n7z13hhudjIi+DB9E1dS1t0TfeB3eJqbo6q1fwnR61Q+vet69uXko/OAyZt+Jze7kkVHDpLatDlVdkeN8rb/91pceqSNF0IIIURDNWfOHAAWLFjAggULah0/sRqp0+nE6XRWvwZo3bo13377LZMmTcJisRAaGkrfvn154YUXaN68eY16evfuzc8//8yYMWMYPHgwZrOZQYMG8frrr5/xqmIXkqL9+U7PgJeXFzNnzuSqq646fWFxzpSWluLn50dJSUmdxjMKcSnRNBfPbZ7GvMxjKEDP0CTe6XzbScvmZBTxwbsL+MYjG03R0FC4puMxDmSmsLOsCHAvp377ttXc8q995GR48s6RdjhbKtje9MSRrcf3KhNP3jODf4+9D5fmHuurOOHBm/Vk/zqfBXObokWGVV+ztK0ZVVXwOWInp50H0d29OVJko9xqx9PLSmiohRYeoRx+PhelXAFNQymrhOPJmBufTCV8aCUDPNxLTmqoKOYRqL5Pn/KZ2J1OyiptfLpnE1M3r8WlaegUhQ23349J1fPkjJ/ZcOgY13ZI5ukhvevligPizP3dtuJSbuOlnRVCCPFXGnM7ceLehi+6A4OXx8UOp5q9ooof+n3WKJ/5hVTnnj4tWrSgtLT0fMQihBB/i6KojGt3Nx2DN2NzOrgu5rJTlg2LCmDMKzcTtvld5m8/hJ++jH2jHRRFboNh0aAqJJfaefTlTej0GhFxZTwVZuHp1yJR8hQUTw/GPXAHP83bjgude5iXpgEa7Vp4E9XxAH4hTmYuCaTKbsBg0HFF4mZCmxex5cdmVOwO5zA6vFvbKVcUQiKKQYF92jF8b/bCOu14rxujB32GdmTgLd1o1akpmqsQLfclwO4eda2POeU9Hs0tYuSU7ygoqyS0jV/1qGinpvH5gbU09Q1iyshrUSXRI46TNl4IIYQQonGpc9LnpZde4rnnnqNXr16EhYWd/gQhhLiADKqOYbEdT1vOanewcs8RYjyb0aPTHI796EUJPoRmF+L5toVRk27Gqc9E0zmwAyiQ0MyPe28fyv7dWfQf1JaSQ6VkbvPAV19OqcMbAO9jpTRt9gCKNZuQVmmklAYREppAyuDdFHntQwHCkgt564er0cpNdI7byoaMOBSF6vmBOvVpTv82l7Hq152ExwRw1Y2d8ff3AkBRAyHwU7TK7zi4x5O33j6Cs9Wb3DbqGizHFGau3E6ruHDuHdiN71dtp6jcAkD2rmLiOvmTUVFGgJ/Kf/f9hgZkVBZzb4uedXrGmqaxctFOcrNK6DuwLf5B3nU6X9Rf0sYLIYQQQjQudU76DBw4kE2bNpGQkEC7du1qrUOvKAqzZ88+ZwEKIcS5pmka//rgBzYdzgTgseGP0LLfYvQ3zEVRYOnrCXTvkISXfyla1fFzAJNPc4be1KW6nq1HXmDI81sYwhbmftGFjXPiuOfxq/EwerJzz+28/fZ0oBzYSsvhhe4eNYqGweDE2cZBkJZDdEghMSHFuLicVflVhBl9uT9iE8aQt2mVMoCHXk3g3bs20bZlFG+MuR6j0YDi0ZEDu0N4cNAENAWUX+FxcqjKCkPTYM2eNEL9vQn1MeNyuXsf6ewKn/UeSmioL21nT6y+h00F6XV+fj99tYb3X3U/q7nfrmXaTw+j06mnP1HUe9LGCyGEEJcul6ZWT1lQH9SnWBqyOid9pk+fzosvvohOp+Pw4cNkZGTUOC7zQQgh6qtl6/azdtsR2reKqU74KMC2/XYGX76L8go9Jl8HXe46yqwVn6F0Wcbt/u5RW4oCqj6pRn3HSpeRnR1FTFwOHYbu4SdXe4h1jzcuyC/HJ6QCl0uhosCMmnUVtojNGDwqWJKThM1l4MTHpUHx5rb423gqOQ6H5WdsxW+jAVR9ho9pMNCErbszuGfkhxj0eiotVQzonuiO//isbEqhhla9IrxCUVklLTx88T5iweGlw5xtY+eaw8QM7cBVUS35JWM3CnBtbJs6P8edm4+iuKccIjOtgPJSC34BXnWuR9Q/0sYLIYQQQjQudU76jBs3jsGDBzN9+nQCAgLOR0xCCHHObd1zjGfe/AlVUZi9eBvxyYEcLi5GA2Kset4Y1ByHvTnd79xHVFIOGU3XYHCamFMWT4KhhIV5iXQhkgGex+vbkcZrEwbhdOoIDimmzZAdBIeWcFn4k+TnmQlNacdNby0CYP/8XnRq35NBD+/CmmDF1s4OgFKiY9WRdngFWjEe+51/JcTg7lMEP34cy7dvNwWzBaWFDc1sJHN/Dopej8ug48dfd9K8czz71h3GEa0jKTWW2OxE5qzZRZOwAIb3aENRRgnex2woqoLm0giPdvfaeKPzcDYVpBPoYSbBNwQAl8uFw+HCw+P0zULvq9uw4tcdgEb7rgn4+pvP6XslLh5p44UQQgghGpc6J31ycnJ48MEH5cugEKJBOZrlXpHLdbw7zD29OmEzaoT7+zB77DwcdgU0WPVpM4x2bxLecuIR6GKXLZBlxXGsz43HYTzAgMgUAL79cQNOhwoK5Of5M3duV579xzz0ukPYbGBiPeBOqLQbfAib04XLCR77TOjSPPCMcDD8hkR+q1iK1QWLcldyeXAH2vilUm4Zwhevl7kDr9IwHsxDCwlAZ3VSnuCBZxHoDTqm/PgYBfml2M0uws3+KIrCC7f0Q6+qKIpCsJ8Xz79+I6uX7eayrom06xQPgE5R6RQcV/1sDu/J4tmRH1FSWMGtD1zJrQ/2r/X8NE1j2Q/ryDiYQ7+buvHhjw+Rn1tKSoc46f3RiEgbL4QQQly6XJqCS6s/3+vqUywNWZ2TPu3bt+fYsWPnIxYhhDhvruiYyGc/riUzt4T4qCD6dGqGl9kIwNrYIHasP4SigMnTRJvLupAa0ZU0v7UsyznAlgJfXGj0CmuOy6VhsVbROjmK5VsOucc4aaBYdPhQdXwuZg2dAuAeh+xvbEbG9jTMBZVUBpkxOw38967byPc+xm/7/4jRqBpQFB3HdAmohk247AqKAvFNs3B4WTH2trHJux0t93ky+t8DUBSFgABvZn61mqxjRQy+oTPxzWpOvtuzXzI9+yX/5bP530fLKS2qQNM0Zry7iCEjeuDl41mjzIIvVjDloc9RVIU5Hy3l822vEdM05O+9KaLekTZeCCGEEKJxqXPSZ/Lkydx55520a9eOdu3anYeQhBDi3PPz8eSbySPJyishMsQPvV5XfexfLwzBx89MeWkl/7j3SqLi3cmMLlzO1RFWfsvdR6xXEFFqALc+NZ3DGYV4+HtQ5aWgt7q4/vJYft6Xxme/9OKZW2YT6KPh7/8SLT2LUdHRzP8W/nXtqxgO5+Jr1BMaF8y0H9aQV15BqyvbUeqdQ6+QTrTwTSCrpIzP1oLf3QZ0v5cRHlfG1U/vw9PXyYeb+3BHVFdGP/vHZNLffb6S6VMXo6oKvy3cyVcLHsPDaKjTswkI9kbDPV+Lp5cHhpOcv2/TEVSdgsupUZJfRkF2MZHxoWf3Zoh6S9p4IYQQQojGpc5Jn1GjRpGXl0eHDh2IiIg46coeW7duPWcBCiHEuWLQ64iNCKy138vHxKjnrgWgqsrB5Od+YOemI6QO78Q/7u7FNVHuyY6/nreBo5mFaICtrApDQSW+GzNZtOwwI569Fl3LMBy6h4iOiQYg5U/XMJuL0CkaToOOQ5E+7N96CIA9hxWmjx1Fq+hwAB76ei47M53g0ZKWt+dz7z+aoTrtbMiG65N7MbBZzcmkM44WoKoKLpdGWUklH0ycw7bVB+mR2prbH7nqjIZe3fZgfxx2J7mZxdww6oqTzutz5T+6svDrlbicTtr0SCI8Lvi09YqGR9p4IYQQ4tLlQsFF/RlSVZ9iacjqnPQJCgoiOFi+7AshGoYfj25lVtpWOgTFMrplL3TKyZd+nLZzLW9vW0XsTgXnj3kAfPLGAtI2HWDtz5to1bU5ne/pg+YC1QU4AW9PnN4euEx6PluwgRd73cJlSdFk55ZgNhvx9TYBoLnKeWzCCj54pTmHXHGUGBROLN2laJCeW0yreHfSJ70oF9fxVbiKK/xJ9B8JQNOgk9/foBs68fuSXVgqq2jbLpafv1oDwDfvLyGlUzwdeiad/MQ/8fQyct8L1/31cyzL4PAdCURoRu5/8p+oqiyh2RhJGy+EEEII0bjUOemzbNmy8xCGEEKcewdK83hq42wA1uQdIdYrgCFxbWuVy7NUMGHjUgCyyuxUD1qqsrNo3lbw9WPN5mO02JZO/24tWLRyj/u4omAP8qKypTsj89iU2fRv24zlK/ZiMOj4z7PD6NQ2DhQT0YmejP9oGz8vs/L6t+HYfdxV+Pl60qNNfHUsgzql8+VvESjAFW1W4tIcqMqpP6pbpETz1YLHKSu1sHvjEbav2Fd9zF7lrFHW7izgUOGLVDnziPV/FD9Tl/9fXS3Z+aVsT8vii3VbwMdApqLxzZbtPN3/itOeKxoeaeOFEEIIIRqXOid9hBCioSiuslT/vwIUVVWetJxBVdEpCk5No6StgZaFPjgOV5DcphmrVx50FzJ6sHt3Ng//5ybW7zhKSYkFxeECna661w7AkjV70QF2u5PpM1fTqW0cq/MP887urgwP3k10l0TGhAxgy+5sklpGcM0VrTD8aX6hNs3SSIxeDmh4Gn3/MuFjsztQVYVf925j/KFFGAx6utzWnIzZaTTtEcfqgAICi/No7u+eo+ho0WsUVC4ANPbkjqJzzGYURXfK+tfvOMojr87EjgslSUXDvfpZoFmWaBdCCCGEaGxk9a7G6aySPoWFhbz55pssXryYgoICgoOD6devHw8//LAs8yqEqDcuC4phcExr5qRvp5V/BEPj2p20nL/Rk7d6XMt7O1bT1DeQV25LxdfDRGZ6IasHvekupCi06pJIgK8n6d0tKDurCFhbgWFvJmqkJy4fE1Q58F55BJe3CWtSBBsOHWPm8q386rmBfRZvXknvhKoorLmqNQOudPc4Sqso4JOdv+Nn8OSe5leQW2VHUT3Q46S8KpA9Gbm0iKo9YfI3a7cyYe5S9ChUBRbhiFHAXsWujkaevesORi75H+qOfD7as47lQ+8l2NOLispC3DM2a7g0KxouFE6d9Pnl991oLg1VA680F8ndY0iJCmdEl/Z/960R9Zi08UIIIYQQjUedkz4ZGRl0796dtLQ0WrZsSWxsLJmZmYwfP57PP/+clStXEhkZeT5iFUKIOlEVhUmdhvJax+tOOZfPCYPjWzI4viUAR3KL+O3oYTomRnPlQ+1Z9+NeWqXEMuTWbixNP0SZ3QXNdJQm+GLM9cJ/eQ52nwBCF2WiuDTUqgpUzYWxVOWtN36l4x1R6It1GHYa8A43ogxQODEv3b9Wf0aWpQSAUruF1IjBVFT8h3B9GcWWAv710fvc3usa7urTqUa8ry/4Daem4dRcUGKGGIs7oWNxsiU/ExUFFxoVDjuHSwvZs/QA017X+MdEE74hDpqFvYiq/PUqX8kJ4cxbvhNVUYg0mPnktuE1eiWJxkfaeCGEEEKIxqXOSZ9nn30Wi8XC2rVr6dTpjz9C1q9fz+DBg3n22WeZPn36uYxRCCH+ltMlfP5sf2Y+t0z6iiqHE+84J86UAtTRCrnqHh7EyoaczOO9ZRTQgS1cJecfkfjsrEQ5PgOzZjKgHL+moiiEZQbg+7MXTodG1TYXPydvZdDAduTnlZJRUQwqgMbeorU82eIWDtvKsDn0rD2YSNOIbP63ZlutpE+QtxfHCktAA+PhSlx6G6oCLw+/Gf+wAKbtWkelw05z/2BaB4Uz7oufyD3ow7s39kNRYM6hG//yOezdcJBDX68kNTaU6E4JDOydIgmfS4C08UIIIcSlS4Z3NU51TvosWLCAl19+ucaXQYBOnTrx0ksv8cILL5yz4IQQ4kJbty+NKod7AmSr0YLH8R4zNpeDLEsRV8c344Ota3Ggodo0TDk6XAYw5FuwBunRW8DaxBdNBzongEarZpH8Yncvc62qCht3p/Fe2lbKy6zE+ZVxNNIHg+LkquAlWB3dAB1vLRzI+iOJgEJ8UO2k1dTbruWJO9/Hsj0X7E6it/vy8Nt3MH3015QVljN1wj/w6hBOm6BwTHoDCSnRbFm5H1VViEkMQ6c7dSLMUm7hib5jsVmqcLlcjHr1NsKv9z3nz1rUP9LGCyGEEEI0LnVO+pSUlNCkSZOTHouPj6ekpOTvxiSEEBdNp2Yx6HUqDqcLY74Pni2cVDhttPaPpYVvFHpVx/IbR/HSzAWs25KBWuU+z5xhwJhZ4R5hdUUsLi8dilPj1bsH0q9TEqtW7GPN2oOYzUZWOXI4mlcOQKUlhHf6f4pBcWLSOfDQxxIT/Cm7MjdzYgxYcamFsWNncnnvJDbl5RLs60Vnv0BsW3LdnYRUHdf8qz/fvzGXnSv3ork03hnxX37I+Qjl+CTTI54cREiEPyVFFQy6rftfPoOywnIs5VbcVatkHsw5D09a1EfSxgshhBBCNC51TvrEx8czb948+vfvX+vY/PnziY+PP8lZQgjRMDSPCuG7J29j25EsuibF4uvrQZalmCZeIehV9/CmaB8/ptw0jB4r33WfpGk4IvzQTLkoFhuK1Y4r2Ihq0nFZcgyqqjBh/PVkZ5fg72+mx38+RGd1jxIz+wdSdqQ3kU2OEh1wE15G9wTP112m8tWaLQA4Dpbze+ZeVqzYS1FLE5oCmUkJNeI2e5twOJyAhqZpOB01l2vXG3Rcd2fNZdY1TePgliN4eHoQ2yIKgEqbnUxnFb3+2ZPfvliBp4+JwfcNOLcPWdRb0sYLIYQQly4Z3tU41TnpM3LkSJ5++mlcLhd33HEHERERZGVlMWPGDN555x1effXV8xGnEEJcMAkRQSREBFW/TvQJr1XG02iga9No1hw6BoCxyAGeRi7rlkjyA33Zl1vIkI7JBPt4Ae65fSIi/DmSV4TVanfvAzrERDOo77216n9ucG8Kf9nLxu0Z6HWeaIrizhLZNfBQKPTQuPuFIfz67RpSuiTQ/x9daXVZEyYcK6S8qIL73xpR3cvnVKY9/SXfvzEXgOJRkURcl4RtjY6sojICYjx5f9dkmsaFYTAayMkoIiDYGw/jX0/+LBo2aeOFEEIIIRqXOid9nnjiCQ4ePMi7777L1KlTq/drmsY999zD448/fk4DFEKI+mrivddw16iPKcotI8jPi1d/fYb4pIjqZIvV6WB7QTZNfALw8TACEOLrhZeHgcoqOxpwWcwfKyGlVx5ldcFKoj1j6RbUHb9iB54HCrAnRIBBT3SrUAooxUOv4+Yr2tMlKZbh915ZfX5syyg+2PQfquwO5qzdxZSffycs1of+Cc0I8jTXin/uh4uq/9/8awEH2hWgL/IEoKjcwrb8IpolRPHMyI/Ytu4wAcE+vPXt/YRG+p+HpynqA2njhRBCCCEalzonfRRF4YMPPuDRRx9l6dKlFBQUEBQURN++fWnevPn5iFEIIS6IFYeOsCsnl9QWzYkL8D9teT9/L7747F4OH8ojLj4YLy9j9bFyu41rf/6MQ6WFBBo9mTtwJJFevngZPWhXaGZrST76ChdphiPQ8zIqHOX8Z88Eqlx2NFwowO3PDuHwrmMUH8nhrpeuZ/DI3mQWluJt8sDXbDplXOO+WsjP6/agoVHlpzGlxRqW3HwnnoaavXSSOjRl24rduFwatmaeuMxOVNXdo0jTNFpEhbBnWzrb1h0GoLignMWzN3HzfX3P4umKhkDaeCGEEOLSJcO7Gqc6J31OSEpKIikp6VzGIoQQF83i/Qe594efUIAP125g6b134ms6dWLlBE+zB8kp7vlwcgrKOHQsnzbNIllXmM6h0kJwQHm6g9Q3pnP/FV25t1dn8vcX4lvqngH6kDEXgG3HjpCfqcc71IaqqmRYjtGtVQ+mb645nCYy8PSraG3c5x5ypqBgqICs8jIOFheSEhJWo9yL3z/GvGmL2FeZz9bYcq5Kasqgbu1YvSeNjonRtI2PJNdYjE6vork0XC6NyLjg015fNHzSxgshhBBCNA6nXrP3T4qKihg+fDhz5849ZZm5c+cyfPhwCgoKzllwQghxoWzKyERVFDSg1GrjSFFxzeOFh5iyZx6r8vac9Pz9aXn84/FPeeT1WfzzuS8IM3ihKqAv1qHYFKocTt5avJKskjKG39TVfZICw2/qwsKN+3jg1YXsnduMg0uaYFSNdA366xW2/sq13VpV/7/NXyPax5fEgMBa5bz9vRg4qh+Hvt1J6b/WcvSOpSQFBvDgwO50S4oDIDTSn4kf30X/oR14cNxQel3d+qzjEvWTtPFCCCGEEI3XGfX0+eijj9i6dSupqamnLJOamsqjjz7K1KlTGTNmzDkLUAghLoTUpGZMX7+ZKqeTZsFBJIX80aPlcHkuD6z/CICvj/7OB53/RduAJjXOX7HpIFUOBwCZeaWs2LeVuLA88ssCseOeJ0dVFDx0Om4d0YPe/ZLR61TCIvx5eOpsNJeGokHxYT/GtniUQLPfWd/LfQO70aNVPIeKC9HM0DuuKSb9ySdgXjNvMxkHsgHIOJDN2nmb6Xdbzxpl2nRuSpvOTc86HlG/SRsvhBBCCHCvGeKeZKB+0C52AI3EGfX0+eabbxg1ahR6/alzRHq9nlGjRvHTTz+ds+CEEOJCaR0RzqJ/jWT6TcP44Y6bMf7p8+5IRS4uNFzHm54DZdm1zm/TLLK6ZfLy9CA4zITZaCc6KRfv8HKahvrx+vCrCfJ2T6gcFulDWIQ/AOF+3ugtoLeCl1OHj4f337oXRVFoEx/BkPatGJrUigCT5ynLxiRFAKDq3A189PHX4tIhbbwQQgghRON1Rj199u3bR8eOHU9b7rLLLmP8+PF/OyghhLgYInx9iPD1qbW/U2AiMeYg0isLCDb6cEVYcq0yHVvF8t7z/2DXwWx6dkggLMSLvY6D7Cg+wPUD2nBn0+tQFAWHq4pv017iSMUWYsytuCluHAaXHVUBTYMqm5OjWYUkxoRciFsmqWMC42Y+xvoFW+h0VTtadEq8INcV9Ye08UIIIYQQjdcZJX0cDgcGw8mHBvyZwWDAbrf/7aCEEKI+8TaYmHH5QxypyCPGHIRZbzxpufYtomnfIrr69XPJd1X/v6ZpTJ2/it+O/Uqby7cAkF65k11FPxMYNB1N642iaHibjYQHn36y5nOp26AOdBvUgXJbFRVVVXh5eFzQ64uLS9p4IYQQQoCs3tVYnVHSJyIigl27dtGrV6+/LLdz507Cw8PPSWBCCFGfGHUGknwjz/r8HWk5fLBwLcGhrhr7FddhurTZiE4t4Vh2CEN634i358mTSufT91t28MK8RSiKwqQhqVyTLCs3XSqkjRdCCCGEaLzOaE6fK664gvfee+8vf+Gz2+28//779OnT55wFdy4sW7YMRVFOuq1Zs6ZW+U2bNtGvXz+8vb3x9/dn2LBhHDp06KR1v/POO7Ro0QKj0Uh8fDzjxo076TPKzc1lxIgRBAcHYzab6datG4sXLz7n9yqEqL+U4z9U5GcHsOH3JLLSA9Hn9aWZ7wBApWPKQYb0W09CdPuLEt+by1bi1DQcLhdvL6/92Sgar4bcxgshhBBCiL92RkmfRx55hD179jB06FAyMzNrHc/MzGTIkCHs3buXRx555JwHeS5MnDiR1atX19hSUlJqlNmzZw+9e/emqqqK7777jk8++YR9+/bRs2dP8vLyapSdMGECDz30EMOGDeOXX37h/vvvZ+LEiYwePbpGOZvNxpVXXsnixYuZMmUKs2fPJiwsjNTUVJYvX37e71sIUT8EenlyRYt4FODQ7mhWLGjPtl0BjN48k7FHbmWX7QHiQ2djNFycOXWi/HxRFQVVUYj2v7DDy8TF1RjaeCGEEEL8fSeGd9WnTfx9ZzS8q02bNkydOpX777+f+Ph4OnToQHx8PACHDx9m48aNuFwu3n//fVq3bn1eAz5bzZo1o2vXrn9ZZsyYMRiNRubOnYuvr/uPng4dOtCsWTMmTZrEa6+9BkBBQQEvv/wyo0aNYuLEiQD07t0bu93O888/z8MPP0xysnui148//pgdO3awatUqunXrBkCfPn1o27YtTz75JGvXrj1ftyyEqCcKSiu4efyXlFlsqB7g0oECaCnbsWjlqHr49JiVwfEpp63rfHl7+CDeXbEGvaryYK9uFy0OceE1hjZeCCGEEEKc3Bn19AEYNWoUv/32GwMGDGDbtm18/fXXfP3112zbto3U1FRWrFjB3XfffT5jPa8cDgdz585l+PDh1QkfgLi4OPr06cOsWbOq9y1YsACr1crIkSNr1DFy5Eg0TePHH3+s3jdr1iySkpKqEz7gXvr2tttuY926dWRkZJy/mxJC1At70nIps9jcL6rgtsvb8/LIVLKOmbGUu+fv0at2HJrrL2o5NwpsZfyStYnD5Tk19of7+vDywP6MvfpKgrzM5z0OUb809jZeCCGEEOJSdUY9fU7o1q0bc+bMweVykZ+fD0BwcDCqesa5o4tm9OjR3HTTTdVz6rzwwgv06NGj+vjBgwexWCy0adOm1rlt2rRh4cKFWK1WTCYTO3bsAKj1i2dERATBwcHVxwF27NhBz549T1onuCfGjIqKOif3KISon1o1CSdA0aGtPobOqeHdsw2P/7QAjSCyDgfQsttBeoT1xkt/flfNKqmq4PbVb1Jsr0CnqHzQaTQt/aJPf6K4JDTkNl4IIYQQf199G1JVn2JpyM7qm5yqqoSGhhIaGlrvvwz6+fnx0EMP8cEHH7B06VKmTJlCeno6vXv35pdffqkuV1BQAEBgYGCtOgIDA9E0jaKiouqyRqMRLy+vk5Y9UdeJsqeq88/X/f9sNhulpaU1NiFE/XQks5D5K3eRX1xx0uP+3p50LFYwFdkwlFSx8PWFaMePaS6V+6Ie4olWN5z19Y9mFTL8qU/odc/bfLdo8ynL7S3LoNjujtGluVhfuP+srykar4bUxgshhBBCiL/WoL7N/dVKXP9/27JlCwDt27fnrbfeYsiQIfTs2ZORI0eyatUqIiIiePLJJ2tdQ1FOnU3887EzLVfXsie88sor+Pn5VW8xMTGnrEMIcfHsPpzDLc9/zosfLuDW5z+nuNxy0nIuu3volqZpqE7wMbp79UT5+dItrsnfiuGTn9aSkVuCtcrBG18uw2I7+SpMST5R+BncQ7dURaVT4MWZNFoIIYQQQghxYdRpeNfFlpSUxLRp086obGxs7CmP+fv7M2jQIP773/9isVjw9PQkKCgIOHnPm8LCQhRFwd/fH4CgoCCsViuVlZWYzeZaZTt06FD9Oigo6JR1wsl7FgE888wzPProo9WvS0tLJfEjRD20budRnE53QqeozMKewzl0bd2kVrl/jR3GxHs/xVpp49+v3UTz7gnsyysgJSIMb+PfG9bl5ek+XwE8DDp06smTyX4eXnzW9RHWFe6jpW80Tb3D/9Z1hRBCCCFE4yHDuxqnBpX0iYiIOGcTSWqae3DFiZ42CQkJeHp6sn379lplt2/fTmJiIiaTCfhjLp/t27fTpUuX6nLZ2dnk5+fXWAq+devWp6wTqLVs/AlGoxGj0Xg2tyaEuIA6JceiqgpOl4afl4kWTcJOWi6xdQyfrBxTY1/XczRh8r+GXU5JhZXsglLuGXI5HoZTf7SHmHwZGNnxnFxXCCGEEEIIUb81qOFd50pRURFz586lXbt21YkcvV7P4MGDmTlzJmVlZdVl09LSWLp0KcOGDavel5qaislkYvr06TXqnT59OoqiMGTIkOp9Q4cOZc+ePTWWZnc4HMyYMYMuXboQGRl5fm5SCHFBJDcN54uXbuOFuwbw5cv/xN/H84LH4OftyYT7BvLx8zfTJSXujM75eeUuBj86jVETviG3qOz0J9Qzm/cd48n35/D2979hszsudjhCCCGEEELUSw2qp8/ZuOWWW4iNjaVjx44EBwezf/9+Jk+eTE5OTq2kzbhx4+jUqRODBg3i6aefxmq1MmbMGIKDg3nssceqywUGBvL888/zwgsvEBgYyIABA1i/fj1jx47l7rvvJjk5ubrsnXfeydSpU7nhhht49dVXCQ0N5b333mPv3r0sWrToQj0GIcR5lBgTQmJMyMUOo9rB8s0szv4Ms96Pa6MexNcQXON4pbWK8R//gtOlkVdczrRZq3nuzgEXKdq6q7RW8eBbM6uTPSYPA/dc2+0iRyWEEEII0bBpmoJWj4ZU1adYGrJGn/Rp06YN3377Lf/9738pLy8nMDCQHj168MUXX9CpU6caZVu0aMGyZct46qmnuP7669Hr9fTt25dJkyYRElLzD7rnnnsOHx8fpk6dyqRJkwgPD+fpp5/mueeeq1HOaDSyePFinnzySR588EEqKytp164d8+fP54orrjjv9y+EuLRomovv017D5qpEQWVh1qcMDP43rz/6Fbs2HuHqm7ty/f1XHh/a6h7mqp5iDqD6qtJahbXKnfBRVYW84vKLHJEQQgghhBD1k6KdmNxG1GulpaX4+flRUlKCr6/vxQ5HCFFPuTQnr+76Bw7NjoJCc5/OmJb05IPxP3Li0/7tnx7hSGUl7//wOxHBvoy752qC/b0vbuB19Ma3y/hq4SYCfc389/EbaBoZdLFDqhcaS1uxZMkSZsyYwapVq0hPT8ff35+OHTsyZsyYGoslnLBp0yaefPJJ1qxZU+MHm6ZNm57xNRvLsxNCCHF+NOZ24sS9dZ/9AHqv+jOvrKPCxsrr3m2Uz/xCavQ9fYQQ4lKiKjqujXqIX7I+wqz3pW/Y7azRHeXP6X1Vp9K/SxL9uyRdvED/pkdv7M29112O0UOPTr0kp6dr1N5//30KCgp46KGHSE5OJi8vj8mTJ9O1a1d++eUX+vbtW112z5499O7dm3bt2vHdd99VD83u2bMnW7ZsqdVTVwghhBAn50LBRf3pAV6fYmnIJOkjhBCNTIp/L1r59SSntBw/vZmrbgxnz+aj7Nx4mGtu7kZCctTFDvGcMJv+3lL3ov6aOnUqoaGhNfalpqaSmJjIxIkTayR9xowZg9FoZO7cudW/Anbo0IFmzZoxadIkXnvttQsauxBCCCFEfSJJHyGEaGTsTif3fD6LNYfSCfP15pt7buKJN2+92GEJccb+f8IHwNvbm+TkZNLT06v3ORwO5s6dy+23316j23dcXBx9+vRh1qxZkvQRQgghxCVN+sQLIUQD88vmvTzy8RxmLNvEyaZl23YsmzWH3H8Y55VVMHvL7gsdohDnXElJCZs2baJVq1bV+w4ePIjFYqFNmza1yrdp04YDBw5gtVovZJhCCCFEg+XSlHq3ib9PevoIIUQDsj8zn6em/4wGLNl2gPAAH/q1bVajTLivNzpVQdPApWnEBPpdnGCFOIdGjx5NRUVFjVUyCwoKAAgMDKxVPjAwEE3TKCoqIiIiotZxm82GzWarfl1aWnoeohZCCCGEuLikp48QQjQg+aUV/LlvT25J7eXKowL8+PD2oQxu24Ixg/tydUrzCxegEP/PsmXLUBTljLYtW7actI4XXniBL7/8kjfffPOkq3cpyql/CTzVsVdeeQU/P7/qLSYm5qzuTwghhBCiPpOePkII0YB0bBZNtxZxrN5zlITwIK7p0OKk5S5PiOPyhLgLHJ0QtSUlJTFt2rQzKhsbG1tr37hx43j55ZeZMGECDzzwQI1jQUFBwB89fv6ssLAQRVHw9/c/6bWeeeYZHn300erXpaWlkvgRQghxSdM0Ba0eDamqT7E0ZJL0EUKIBsSg0/H+vUMps9jwNhlRVWkMRf0WERHB3XfffVbnjhs3jrFjxzJ27FieffbZWscTEhLw9PRk+/bttY5t376dxMRETCbTSes2Go0YjcaziksIIYQQoqGQ4V1CCNHAKIqCr9kkCR/RqI0fP56xY8fy/PPP8+KLL560jF6vZ/DgwcycOZOysrLq/WlpaSxdupRhw4ZdqHCFEEIIIeol6ekjhBBCiHpl8uTJjBkzhtTUVAYOHMiaNWtqHO/atWv1/48bN45OnToxaNAgnn76aaxWK2PGjCE4OJjHHnvsQocuhBBCNFj1bcWs+hRLQyZJHyGEEELUK3PmzAFgwYIFLFiwoNZxTftjOvMWLVqwbNkynnrqKa6//nr0ej19+/Zl0qRJhISEXLCYhRBCCCHqI0n6CCGEEKJeWbZsWZ3Kd+jQgUWLFp2fYIQQQgghGjBJ+gghhBBCCCGEEJc4Wb2rcZKJnIUQQgghhBBCCCEaIUn6CCGEEEIIIYQQQjRCMrxLCCGEEEIIIYS4xGn1bPUuGd51bkhPHyGEEEIIIYQQQohGSJI+QgghhBBCCCGEEI2QDO8SQgghhBBCCCEucRqgaRc7ij/Uo1AaNOnpI4QQQgghhBBCCNEISdJHCCGEEEIIIYQQohGS4V1CCCGEEEIIIcQlzoWCQv1ZMctVj2JpyKSnjxBCCCGEEEIIIUQjJEkfIYQQQgghhBBCiEZIhncJIYQQQgghhBCXOE1T0LT6M6SqPsXSkElPHyGEEEIIIYQQQohGSJI+QgghhBBCCCGEEI2QDO8SQgghhBBCCCEucS5NQalHQ6pc9SiWhkx6+gghhBBCCCGEEEI0QpL0EUIIIYQQQgghhGiEZHiXEEIIIYQQQghxidM091Zf1KdYGjLp6SOEEEIIIYQQQgjRCEnSRwghhBBCCCGEEKIRkuFdQgghhBBCCCHEJU7TFLR6tGJWfYqlIZOePkIIIYQQQgghhBCNkCR9hBBCCCGEEEIIIRohGd4lhBBCCCGEEEJc4mR4V+MkPX2EEEIIIYQQQgghGiFJ+gghhBBCCCGEEEI0QjK8SwghhBBCCCGEuMS5NAWlHg2pctWjWBoy6ekjhBBCCCGEEEII0QhJ0kcIIYQQQgghhBCiEZKkjxBCCCGEEEIIcYnTtPq31cWSJUu48847adGiBV5eXkRFRXHdddexcePG0547c+ZMbr75ZhITE/H09KRJkybceuut7N+/v1bZ3r17oyhKrS01NbVuAV8gMqePEEIIIYQQQgghGrT333+fgoICHnroIZKTk8nLy2Py5Ml07dqVX375hb59+57y3Ndee43w8HCee+45mjZtSnp6OhMnTuSyyy5jzZo1tGrVqkb5pk2b8uWXX9bY5+/vfz5u62+TpI8QQgghhBBCCCEatKlTpxIaGlpjX2pqKomJiUycOPEvkz5z5sypdW7fvn1p0qQJb775Jh999FGNY56ennTt2vXcBX8eSdJHCCGEEEIIIYS4xLmHVNWfFbPqOrzr/ydtALy9vUlOTiY9Pb3O50ZGRhIdHX3ac+u7BjmnT1lZGU8++SQDBgwgJCQERVEYO3bsKctv2rSJfv364e3tjb+/P8OGDePQoUMnLfvOO+/QokULjEYj8fHxjBs3DrvdXqtcbm4uI0aMIDg4GLPZTLdu3Vi8ePFJ61y0aBHdunXDbDYTHBzMiBEjyM3NPat7F0IIIYQQQgghxOmVlJSwadOmWsOzzsShQ4c4evToSc89ePAggYGB6PV6EhISeO6557BYLOci5HOuQSZ9CgoK+PDDD7HZbAwZMuQvy+7Zs4fevXtTVVXFd999xyeffMK+ffvo2bMneXl5NcpOmDCBhx56iGHDhvHLL79w//33M3HiREaPHl2jnM1m48orr2Tx4sVMmTKF2bNnExYWRmpqKsuXL69Rdvny5Vx99dWEhYUxe/ZspkyZwqJFi7jyyiux2Wzn5HkIIYQQQgghhBCNUWlpaY2tLn9Hjx49moqKCp577rk6XdPhcHDXXXfh7e3NI488UuNYjx49eOONN/jhhx/46aefuOaaa/jPf/5DamoqLperTte5EBrk8K64uDiKiopQFIX8/Pxa4+v+bMyYMRiNRubOnYuvry8AHTp0oFmzZkyaNInXXnsNcCeSXn75ZUaNGsXEiRMB96zcdrud559/nocffpjk5GQAPv74Y3bs2MGqVavo1q0bAH369KFt27Y8+eSTrF27tvr6TzzxBM2bN+f7779Hr3c/7vj4eLp3784nn3zCfffdd+4fkBBCCCGEEEIIUQeaptSz4V3uWGJiYmrsf/HFF/9ypM8JL7zwAl9++SXvvPMOHTp0qMN1Ne666y5WrFjBDz/8UOv6L7/8co3X11xzDU2aNOHxxx9n9uzZDB069IyvdSE0yJ4+J5ZEOx2Hw8HcuXMZPnx4dcIH3EmjPn36MGvWrOp9CxYswGq1MnLkyBp1jBw5Ek3T+PHHH6v3zZo1i6SkpOqED4Ber+e2225j3bp1ZGRkAJCRkcH69ev55z//WZ3wAbj88stp3rx5jesLIYQQQgghhBCipvT0dEpKSqq3Z5555rTnjBs3jpdffpkJEybwwAMPnPG1NE3j7rvvZsaMGUyfPp3rrrvujM677bbbAFizZs0ZX+tCaZBJnzN18OBBLBYLbdq0qXWsTZs2HDhwAKvVCsCOHTsAaN26dY1yERERBAcHVx8/UfZUdQLs3LmzRp2nKvvnOv8/m81WqxubEEIIIYQQQghxKfH19a2xGY3Gvyw/btw4xo4dy9ixY3n22WfP+DonEj6ffvopH330UXUipy5Utf6lWOpfROdQQUEBAIGBgbWOBQYGomkaRUVF1WWNRiNeXl4nLXuirhNlT1Xnn697uuv/uc7/75VXXsHPz696+/9dyoQQQgghhBBCiHNFq4dbXY0fP56xY8fy/PPP8+KLL575vWsao0aN4tNPP+WDDz6oNQLodD777DOAermM+0Wf02fZsmX06dPnjMpu3ryZdu3a1fkafzUU7M/HzrTcuSr7V3U888wzPProo9WvS0tLJfEjhBBCCCGEEEKcxOTJkxkzZgypqakMHDiw1lCrEwmZu+66i88++4yDBw8SFxcHwL///W8+/vhj7rzzTlq3bl3jXKPRSPv27QFYsWIFEyZMYOjQoTRt2hSr1cr8+fP58MMP6du3L4MHD75Ad3vmLnrSJykpiWnTpp1R2djY2DrVHRQUBHDSHjWFhYUoioK/v391WavVSmVlJWazuVbZP0/8FBQUdMo64Y+ePae7/sl6AJ1gNBpP221NCCGEEEIIIYQQMGfOHMA9X++CBQtqHdc0d98hp9OJ0+msfv3ncz/55BM++eSTGufFxcVx5MgRwD39i06nY/z48eTn56MoCs2aNeOll17iscceq5fDuy560iciIoK77777vNSdkJCAp6cn27dvr3Vs+/btJCYmYjKZgD/m8tm+fTtdunSpLpednU1+fj4pKSnV+1q3bn3KOoHqsif+u337dq655ppaZf9cpxBCCCGEEEIIcbHU19W7ztSyZcvOqNz06dOZPn16jX0nkjqnk5iYyLx58+oU18VW/9JQ55Ber2fw4MHMnDmTsrKy6v1paWksXbqUYcOGVe9LTU3FZDLVevOnT5+OoigMGTKket/QoUPZs2dPjaXZHQ4HM2bMoEuXLkRGRgIQFRVF586dmTFjBk6ns7rsmjVr2Lt3b43rCyGEEEIIIYQQQpxLF72nz9maP38+FRUV1cmcXbt28f333wNwzTXXVA/RGjduHJ06dWLQoEE8/fTTWK1WxowZQ3BwMI899lh1fYGBgTz//PO88MILBAYGMmDAANavX8/YsWO5++67SU5Ori575513MnXqVG644QZeffVVQkNDee+999i7dy+LFi2qEedrr71G//79ueGGG7j//vvJzc3l6aefJiUlpc6TQwkhhBBCCCGEEEKcKUX780C2BqRJkyYcPXr0pMcOHz5MkyZNql9v3LiRp556itWrV6PX6+nbty+TJk0iISGh1rlvv/02U6dO5ciRI4SHhzNy5Eiee+45DAZDjXI5OTk8+eSTzJ07l8rKStq1a8f48ePp169frToXLlzImDFj2LJlC2azmUGDBvH6668TGhp6xvdbWlqKn58fJSUl+Pr6nvF5QgghLh3SVpw9eXZCCCH+SmNuJ07cW9PPnkVnNl3scKo5K60cumNio3zmF1KDTfpcahrzh4wQQohzQ9qKsyfPTgghxF9pzO2EJH0at0Y9p48QQgghhBBCCCHEpUqSPkIIIYQQQgghhBCNUIOdyFkIIYQQQgghhBDnSD1bsp36FEsDJj19hBBCCCGEEEIIIRohSfoIIYQQQgghhBBCNEIyvEsIIYQQQgghhLjEaZp7qy/qUywNmfT0EUIIIYQQQgghhGiEJOkjhBBCCCGEEEII0QjJ8C4hhBBCCCGEEOISp9Wz1bvqUywNmfT0EUIIIYQQQgghhGiEJOkjhBBCiHrto48+QlEUvL29T3p806ZN9OvXD29vb/z9/Rk2bBiHDh26wFEKIYQQQtQ/kvQRQgghRL2VkZHB448/TmRk5EmP79mzh969e1NVVcV3333HJ598wr59++jZsyd5eXkXOFohhBCiAdOU+reJv02SPkIIIYSot+6991569epF//79T3p8zJgxGI1G5s6dyzXXXMOwYcOYN28eeXl5TJo06QJHK4QQQghRv0jSRwghhBD10owZM1i+fDnvvffeSY87HA7mzp3L8OHD8fX1rd4fFxdHnz59mDVr1oUKVQghhBCiXpKkjxBCCCHqndzcXB5++GFeffVVoqOjT1rm4MGDWCwW2rRpU+tYmzZtOHDgAFar9XyHKoQQQjQKmlb/NvH3yZLtQgghhKh37r//fpKSkrjvvvtOWaagoACAwMDAWscCAwPRNI2ioiIiIiJqHbfZbNhsturXpaWl5yBqIYQQQoj6RXr6CCGEEOK8WbZsGYqinNG2ZcsWAH744QfmzJnDtGnTUJTTT+L4V2VOdeyVV17Bz8+veouJiTmr+xNCCCGEqM+kp48QQgghzpukpCSmTZt2RmVjY2MpLy9n9OjRPPjgg0RGRlJcXAxAVVUVAMXFxRgMBry8vAgKCgL+6PHzZ4WFhSiKgr+//0mv9cwzz/Doo49Wvy4tLZXEjxBCiEubdnyrL+pTLA2YJH2EEEIIcd5ERERw9913n3H5I0eOkJOTw+TJk5k8eXKt4wEBAVx33XX8+OOPJCQk4Onpyfbt22uV2759O4mJiZhMppNex2g0YjQaz/xGhBBCCCEaIEn6CCGEEKLeCA8PZ+nSpbX2v/rqqyxfvpz58+cTHBwMgF6vZ/DgwcycOZP//Oc/+Pj4AJCWlsbSpUt55JFHLmjsQgghhBD1jSR9hBBCCFFvmEwmevfuXWv/9OnT0el0tY6NGzeOTp06MWjQIJ5++mmsVitjxowhODiYxx577MIELYQQQjQCmqagaaefS+9CqU+xNGQykbMQQgghGqwWLVqwbNkyDAYD119/PSNGjCAxMZHffvuNkJCQix2eEEIIIcRFJT19hBBCCFHvTZ8+nenTp5/0WIcOHVi0aNGFDUgIIYQQogGQpI8QQgghhBBCCCFkxaxGSIZ3CSGEEEIIIYQQQjRCkvQRQgghhBBCCCGEaIRkeJcQQgghhBBCCHGJk9W7Gifp6SOEEEIIIYQQQgjRCEnSRwghhBBCCCGEEKIRkuFdQgghhBBCCCHEpU6jfq3eVZ9iacCkp48QQgghhBBCCCFEIyRJHyGEEEIIIYQQQohGSIZ3CSGEEEIIIYQQlzzl+FZf1KdYGi7p6SOEEEIIIYQQQgjRCEnSRwghhBBCCCGEEKIRkuFdQgghhBBCCCHEpU5W72qUpKePEEIIIYQQQgghRCMkSR8hhBBCCCGEEEKIRkiGdwkhhBBCCCGEEJc6Gd7VKElPHyGEEEIIIYQQQohGSJI+QgghhBBCCCGEEI2QDO8SQgghhBBCCCEudZri3uqL+hRLAyY9fYQQQgghhBBCCCEaIUn6CCGEEEIIIYQQQjRCMrxLCCGEEEIIIYS4xGmae6sv6lMsDVmD7OlTVlbGk08+yYABAwgJCUFRFMaOHXvSsiNGjEBRlFpbixYtTlr+nXfeoUWLFhiNRuLj4xk3bhx2u71WudzcXEaMGEFwcDBms5lu3bqxePHik9a5aNEiunXrhtlsJjg4mBEjRpCbm3vW9y+EEEIIIYQQQghxOg0y6VNQUMCHH36IzWZjyJAhpy3v6enJ6tWra2zffvttrXITJkzgoYceYtiwYfzyyy/cf//9TJw4kdGjR9coZ7PZuPLKK1m8eDFTpkxh9uzZhIWFkZqayvLly2uUXb58OVdffTVhYWHMnj2bKVOmsGjRIq688kpsNtvfeg5CCCGEEEIIIYQQp9Igh3fFxcVRVFSEoijk5+fz0Ucf/WV5VVXp2rXrX5YpKCjg5ZdfZtSoUUycOBGA3r17Y7fbef7553n44YdJTk4G4OOPP2bHjh2sWrWKbt26AdCnTx/atm3Lk08+ydq1a6vrfeKJJ2jevDnff/89er37ccfHx9O9e3c++eQT7rvvvrN+DkIIIYQQQgghxDmhHd/qi/oUSwPWIHv6nBiidS4tWLAAq9XKyJEja+wfOXIkmqbx448/Vu+bNWsWSUlJ1QkfAL1ez2233ca6devIyMgAICMjg/Xr1/PPf/6zOuEDcPnll9O8eXNmzZp1Tu9BCCGEEEIIIYQQ4oQGmfSpK4vFQnh4ODqdjujoaB544AEKCwtrlNmxYwcArVu3rrE/IiKC4ODg6uMnyrZp06bWdU7s27lzZ406T1X2z3UKIYQQQgghhBBCnEsNcnhXXbRt25a2bduSkpICuOfYefPNN1m8eDHr16/H29sbcA/vMhqNeHl51aojMDCQgoKC6tcFBQUEBgaetNyJ43/+76nK/rnO/89ms9WY86ekpASA0tLSv75hIYQQl6wTbYQmy13U2YlnJu2sEEKIk7kk2lhNcW/1RX2KpQG76EmfZcuW0adPnzMqu3nzZtq1a1en+h955JEar/v370/79u25/vrrmTZtWo3jfzVk7P8fOxdl/6qOV155hXHjxtXaHxMTc8pzhBBCCHD/6ODn53exw2hQysrKAGlnhRBC/LWysjJpY0WDctGTPklJSUybNu2MysbGxp6Taw4dOhQvLy/WrFlTvS8oKAir1UplZSVms7lG+cLCQjp06FCj7Ml66ZwYMnaiZ09QUBDAKcuerAfQCc888wyPPvpo9evi4mLi4uJIS0u7pD9kSktLiYmJIT09HV9f34sdzkUjz8FNnoM8gxPkObiVlJQQGxv7l+2LOLnIyEjS09Px8fE55/MG/l3y7/vsybM7e/Lszp48u7NXn5+dpmmUlZURGRl5sUMRok4uetInIiKCu++++4JfV9M0VPWPKY1OzOWzffv/sXfncVXW+f//n0fRg4hggAu47+aCmrlQWeAWmU5C2UxNi5r2HbVSW8gVIfeyMcfRZtwGf0M1pbl8cmsCwRaXKGtCGy3XzFIUFFwAQa7fHw4njweQg8BZeNxvt+uG5329z3Ve1/scrvfxxft9vVPVq1cvS/mpU6d09uxZy/Swwrqpqak2xywsK6xb+DM1NVWDBg2yqXv9MW9kNptlNpttyn19fZ3uAugIPj4+tINoh0K0A21QiHa45vr+DaVTrVo1NW7c2NFhlIjPd9nRdmVH25UdbVd2ztp27v7Hd5NxbXMWzhSLK6uS3wrXrl2ry5cvWy3jHh4eLk9PT8XFxVnVjYuLk8lk0tChQy1lEREROnDggNXS7Pn5+YqPj1evXr0s2d9GjRqpZ8+eio+P19WrVy11d+/erYMHDyoyMrJiThAAAAAAAFR5Dh/pU1Zbt27VpUuXLHPwv//+e61du1aSNGjQIHl5een48eN6/PHH9Yc//EGtW7eWyWTSjh079NZbb6ljx45WI4z8/Pw0bdo0TZ8+XX5+fho4cKBSUlIUExOjUaNGqUOHDpa6I0eO1JIlSzRs2DDNmzdP9evX19KlS3Xw4EElJCRYxTl//nwNGDBAw4YN09ixY5WWlqZJkyapU6dONsvDAwAAAAAAlBeXTfqMGTNGx48ftzxes2aN1qxZI0k6evSomjdvLh8fHzVo0EB//vOfdfr0aV29elXNmjXTCy+8oClTptis1DV16lTVqVNHS5Ys0YIFC9SwYUNNmjRJU6dOtapnNpuVmJioqKgoPf/887p8+bK6du2qrVu36r777rOqGxoaqi1btig6OlpDhgyRl5eXBg8erDfeeKPI6VvFMZvNmjFjhl3PcUe0wzW0wzW0A21QiHa4hnZwT7yvZUfblR1tV3a0XdnRdg5m/G9zFs4UiwszGW695hwAAAAAAChOVlaWfH191eSt11Stlqejw7EoyM7RiQnRyszMdMp7PLmKKnlPHwAAAAAAAHfnstO7AAAAAABAOTFM1zZn4UyxuDBG+gAAAAAAALghkj6V4MKFC4qKitLAgQNVr149mUwmxcTEFFl3+PDhMplMNlv79u2LrL948WK1b99eZrNZLVq0UGxsrPLy8mzqpaWlafjw4QoICJCXl5dCQkKUmJhY5DETEhIUEhIiLy8vBQQEaPjw4UpLSyvz+Uv2tYEk7d27V/3795e3t7fq1q2ryMhIHTlypMi6rtIGxUlOTi7yPTeZTNq9e7dNfUe3jaNdvHhREyZMUFBQkDw9PdW1a1f961//cnRYdrHnPXen99ue64Cjz7uirgGlbQN37Qtwa1asWCGTySRvb+8i99vze+Putm/frpEjR6p9+/aqXbu2GjVqpIceekhff/11kfVpu9+4Qz9b0ez5fPHZKllJ1zXaDigfJH0qQXp6upYtW6bc3FwNHTr0pvVr1aqlXbt2WW3vv/++Tb3Zs2dr/PjxioyM1Mcff6yxY8dqzpw5GjdunFW93Nxc9evXT4mJiVq0aJE2btyoBg0aKDw8XDt27LCqu2PHDj3wwANq0KCBNm7cqEWLFikhIUH9+vVTbm5upbTBgQMHFBoaqitXruiDDz7QqlWr9MMPP6hPnz46c+aMy7bBzcyZM8fmfe/UqZNVHUe3jTOIjIzU6tWrNWPGDG3dulU9evTQY489pnfffdfRodntZu+5u73fpb0OOPq8K/IaYM+10B37ApTdyZMn9fLLLysoKKjI/fb83lQFb7/9to4dO6bx48dry5YtWrRokdLS0tS7d29t377dqi5tZ82d+tmKUtrPF5+tkpV0XaPtHMRwwg23zkCFKygoMAoKCgzDMIwzZ84YkowZM2YUWffpp582ateufdNjnj171vD09DSeffZZq/LZs2cbJpPJ2L9/v6VsyZIlhiRj586dlrK8vDyjQ4cORs+ePa2e36NHD6NDhw5GXl6epeyLL74wJBlLly69aVzFsacNhg0bZgQEBBiZmZmWsmPHjhk1atQwoqKiLGWu1gbFSUpKMiQZa9asuWldR7eNo23evNmQZLz77rtW5QMGDDCCgoKM/Px8B0Vmn9K+5+72fpf2OuDo867Ia0Bp28Bd+wKU3eDBg40hQ4YU+9ko7e9NVXH69GmbsgsXLhgNGjQw+vXrZ1VO2/3GXfrZilbazxefrZKVdF2j7SpXZmamIclo8ueZRrO333CarcmfZxqSrD4HsB8jfSpB4bD88rRt2zbl5ORoxIgRVuUjRoyQYRjasGGDpWz9+vVq166dQkJCLGUeHh564okn9OWXX+rkyZOSrmXbU1JS9OSTT8rD47d7fN91111q27at1q9fX+Z4S9sG+fn52rRpkx5++GGrZfmaNWumsLAwqxhcrQ1ulaPbxhmsX79e3t7eGjZsmFX5iBEj9Msvv2jPnj0Oiqz8ueP7XZrrgKPPu6KvAeXd41L3rAAAiBVJREFUH7hiG8B+8fHx2rFjh5YuXVrkfnt+b6qK+vXr25R5e3urQ4cOOnHihKWMtrNWlfrZW1GazxefrZKVdF2j7YDyRdLHCWVnZ6thw4aqXr26GjdurOeee04ZGRlWdfbt2ydJ6ty5s1V5YGCgAgICLPsL6wYHB9u8TmHZ/v37rY5ZXN3rj1lRDh8+rOzs7GJjOHTokHJyciS5XxuMGzdOHh4e8vHx0f3336/PP//car+j28YZ7Nu3T7fffrvVf0Sl32KtjM9oeSrpPa+q77ejz9sZroOFqnJfgN+kpaVpwoQJmjdvnho3blxkHXt+b6qyzMxM7d27Vx07drSU0XbW3K2frUw3fr74bBXvZtc12s6BHD2Vi+ldFYIl251Mly5d1KVLF8t9PXbs2KGFCxcqMTFRKSkplpucpaeny2w2q3bt2jbH8PPzU3p6uuVxenq6/Pz8iqxXuP/6n8XVvf6YFeVmMRiGoXPnzikwMNBt2sDX11fjx49XaGio/P39dejQIb3xxhsKDQ3V5s2bdf/995cqtopuG2eQnp6uli1b2pQ7Y6wlKc17XlXfb0eftzNcByX6Avxm7NixateuncaMGVNsHXt+b6qycePG6dKlS5o6daqljLaz5i79rCPc+Pnis1W8m13XaDugfJH0sVNycrLCwsJKVfebb75R165d7Tr+xIkTrR4PGDBA3bp10yOPPKLly5db7S9pisCN+8qjbmF5RbdBSTHcuM9RbVCcsrRNt27d1K1bN0t5nz59FBERoc6dOysqKsqS9ClNDJXRNo7mSrEWx573vKq+344+77JeA8qLK/QFsE9Z+ocPP/xQH330kb755ptStbsr/G6XRXl875g+fbreeecdLV68WN27d7fZ765tVxa0hf1K+nzRntbsua7RdkD5IOljp3bt2mn58uWlqtu0adNyec2IiAjVrl3bailnf39/5eTk6PLly/Ly8rKqn5GRYdXh+Pv7F/mXmcJpAoVZdH9/f0lF/xUnIyPDUq8i2+BmMZhMJtWtW9dS11FtUJzyapu6detq8ODB+tvf/qbs7GzVqlXL4W3jDFwpVnvd+J5X1ffb0ed9q9eAiuRsfQHsY2//cPHiRY0bN07PP/+8goKCdP78eUnSlStXJEnnz59XjRo1VLt2bbt+b1zRrfatsbGxmjVrlmbPnq3nnnvOap+7t529nL2PcEbFfb74bNkq7XWNtnMgZ5tS5UyxuDCSPnYKDAzUqFGjKv11DcNQtWq/3YKp8P4Nqamp6tWrl6X81KlTOnv2rNWyz507d1ZqaqrNMQvLCusW/kxNTdWgQYNs6hbur8g2aNWqlWrVqlVsvK1bt5anp6ckx7ZBccqzbQzj2lWu8C8Zjm4bZ9C5c2e99957ys/Pt7rfgDPGWhbXv+dV9f129Hnf6jWgojlTXwD72Ns/HDt2TKdPn9abb76pN99802b/bbfdpoceekgbNmyw6/fGFd1K3xobG6uYmBjFxMRoypQpNvvdve3s5e79bHkr6fPFZ8vW2bNnS3VdW7t2LW0HlCNu5OwC1q5dq8uXL6t3796WsvDwcHl6eiouLs6qblxcnEwmk4YOHWopi4iI0IEDB6xWXMjPz1d8fLx69eqloKAgSVKjRo3Us2dPxcfH6+rVq5a6u3fv1sGDBxUZGVkxJ3gdDw8PDRkyROvWrdOFCxcs5T/99JOSkpKsYnDXNpCkc+fOadOmTerataulU3N02ziDiIgIXbx4UR9++KFV+erVqxUUFGT1n15Xc+N7XlXfb0eft7NcA4pSlfoCSA0bNlRSUpLNdv/998vT01NJSUmaNWuWJPt+b6qSmTNnKiYmRtOmTdOMGTOKrEPbWXPnfra83ezzxWfLVmmva7QdUM4qe434qmrLli3GmjVrjFWrVhmSjGHDhhlr1qwx1qxZY1y6dMkwDMM4duyYcddddxl/+ctfjC1bthhbt241Jk2aZHh6ehodO3Y0Ll68aHXMWbNmGSaTyZgyZYqRnJxsvPHGG4bZbDZGjx5tVS8nJ8fo2LGj0aRJE+Odd94xPvnkEyMiIsLw8PAwkpOTreomJSUZHh4eRkREhPHJJ58Y77zzjtGkSROjU6dORk5OToW3gWEYxn//+1/D29vbuPfee40tW7YY69atMzp16mQEBQUZaWlpLt0GRXnssceMV1991VizZo2RlJRkLFu2zGjXrp3h4eFhfPLJJ1Z1Hd02zmDAgAHGbbfdZixbtszYvn27MXr0aEOSER8f7+jQSq2077k7vt+luQ44+rwr+hpwszZw974At+bpp582ateubVNuz+9NVbBgwQJDkhEeHm7s2rXLZrsebWfNHfrZilbazxefrdIp6rpG21WuzMxMQ5LR5I1ZRrO/LnCarckbswxJRmZmpqObyKWR9KkkzZo1K3YhuqNHjxqGYRgZGRlGRESE0bx5c6NWrVpGzZo1jTZt2hhRUVHG+fPnizzuokWLjLZt2xo1a9Y0mjZtasyYMcO4cuWKTb1Tp04ZTz31lOHn52d4enoavXv3tkkoFPr3v/9t9O7d2/D09DT8/PyMp556yjh9+nSltEGhr776yujXr5/h5eVl+Pj4GEOHDjUOHTrk8m1QlLlz5xpdu3Y1fH19jerVqxv16tUzIiIijC+//LLI+o5uG0e7cOGC8cILLxgNGzY0atasaQQHBxvvvfeeo8Oyiz3vubu936W9Djj6vCvyGnCzNnD3vgC3prikj2HY93vj7u67774SFwG+EW33G3foZyuaPZ8vPls3V9x1jbarPCR93JvJMAxujwQAAAAAQBWUlZUlX19fNXljlqrVcp77JRVk5+jEK9OUmZkpHx8fR4fjsriRMwAAAAAAVZzJuLY5C2eKxZVxI2cAAAAAAAA3RNIHAAAAAADADTG9CwAAAACAqq7wduTOwplicWGM9AEAAAAAAHCQnTt3VtixSfoAAAAAAAA4SHh4uNXj1atXl9uxSfoAAAAAAACXtn37do0cOVLt27dX7dq11ahRIz300EP6+uuvS/X8tLQ0DR8+XAEBAfLy8lJISIgSExOLrJuQkKCQkBB5eXkpICBAw4cPV1paWpljNwzruWwTJ060enz77beX+dgkfYAq4rvvvtOIESPUokULeXp6ytvbW3fccYdef/11ZWRkODo8l7dz507FxMTo/Pnzpar/888/a8KECbrvvvtUt25dmUwmxcXFVWiMAICKQz9bsehnAdzM22+/rWPHjmn8+PHasmWLFi1apLS0NPXu3Vvbt28v8bm5ubnq16+fEhMTtWjRIm3cuFENGjRQeHi4duzYYVV3x44deuCBB9SgQQNt3LhRixYtUkJCgvr166fc3NwyxW4ymawe35gE+vnnn8t0XIkbOQNVwvLlyzV27Fi1a9dOr7zyijp06KC8vDx99dVX+tvf/qZdu3Zp/fr1jg7Tpe3cuVOxsbEaPny46tate9P6hw4d0jvvvKOuXbtq0KBBeu+99yo+SABAhaCfrXj0swBuZsmSJapfv75VWXh4uFq3bq05c+aob9++xT535cqV2rdvn3bu3KmQkBBJUlhYmLp06aKoqCjt2bPHUveVV15R27ZttXbtWnl4XEuptGjRQnfffbdWrVqlMWPG3PK53JgEuvGxPUj6AG5u165dGjNmjAYMGKANGzbIbDZb9g0YMEAvvfSStm3b5sAIq6Z7771XZ86ckSR99dVXfBkFABdFP+uc6GcB+5kkmZxoxSx70xw3JnwkydvbWx06dNCJEydKfO769evVrl07S8JHkjw8PPTEE09oypQpOnnypBo1aqSTJ08qJSVFc+fOtSR8JOmuu+5S27ZttX79+jIlfS5evKjOnTurffv2at++vfLy8nTkyBG1bNnS7mPdiOldgJubM2eOTCaTli1bZvVFtFDNmjX1u9/9zvK4oKBAr7/+utq3by+z2az69evrqaeeshlSGBoaqk6dOmnXrl266667VKtWLTVv3lz/+Mc/JEmbN2/WHXfcIS8vL3Xu3NnmC29MTIxMJpO++eYbRUZGysfHR76+vnriiScsX9LKGlNKSor69OkjLy8vtWzZUvPmzVNBQYFV3aysLL388stq0aKFatasqUaNGmnChAm6dOmSVT2TyaTnnntO//znP3X77bfLy8tLXbp00aZNm6zO5ZVXXpF0LctvMplkMpmUnJxc7PtSrRqXXwBwB/Sz9LMAnFdmZqb27t2rjh07llhv3759Cg4OtikvLNu/f7+l3vXlN9Yt3G+vo0ePavbs2QoODtZ///tfNWzYUG3atFHdunUVGhpa5mljEiN9ALd29epVbd++Xd27d1eTJk1K9ZwxY8Zo2bJleu655zR48GAdO3ZM06dPV3Jysvbu3auAgABL3VOnTmnEiBGKiopS48aNtXjxYo0cOVInTpzQ2rVrNWXKFPn6+uq1117T0KFDdeTIEQUFBVm9XkREhB599FH96U9/0v79+zV9+nR9//332rNnj2rUqFGmmP74xz/qpZde0owZM7R+/XpNnjxZQUFBeuqppyRJly9f1n333aeff/5ZU6ZMUXBwsPbv36/o6GilpqYqISHBagjl5s2blZKSotdee03e3t56/fXXFRERoYMHD6ply5YaNWqUMjIytHjxYq1bt06BgYGSpA4dOpTtjQMAuAT6WfpZABUvKyvL6rHZbC4yyV6UcePG6dKlS5o6dWqJ9dLT0+Xn52dTXliWnp5u9bO4uoX77dWsWTM1a9bM6o8Ely5d0nfffaf//Oc/t3QjZ5I+gBs7e/asLl++rBYtWpSq/oEDB7Rs2TKNHTtWixcvtpR369ZNvXr10sKFCzV79mxLeXp6uj7++GN1795dknTnnXeqfv36mjdvng4dOmT54hkUFKSuXbvqww8/1PPPP2/1mpGRkXr99dclSQMHDlSDBg30xz/+UR988IH++Mc/limmLVu2qGfPnpKk/v37Kzk5We+++67ly+hf/vIXfffdd9qzZ4/uvPNOSVK/fv3UqFEjPfLII9q2bZseeOAByzGzs7OVkJCgOnXqSJLuuOMOBQUF6YMPPtCkSZPUuHFjNW3a1BJX8+bNS9XeAADXRj9LPwu4FcN0bXMW/4vlxqT6jBkzFBMTc9OnT58+Xe+8844WL15suY6WpKT75pT2HjulvfdOZmamNm7cqCNHjqhGjRpq0aKFevbsqdatW1vq1K5dWyEhIVZTzsqCcY8ALJKSkiRJw4cPtyrv2bOnbr/9dpslCwMDA60uoH5+fqpfv766du1q9ZfGwsz08ePHbV7zj3/8o9XjRx99VB4eHpZY7I2pYcOGli+ihYKDg61ee9OmTerUqZO6du2q/Px8y3b//fcXOVw8LCzM8kVUkho0aKD69esXeT4AABSHfpZ+FoD9Tpw4oczMTMs2efLkmz4nNjZWs2bN0uzZs/Xcc8/dtL6/v3+Ro3QKV18sHNnj7+8vScXWLWoE0I12796t1q1ba/jw4Xrttdc0ffp0Pfnkk2rXrp3atm2rN998Uzk5OTc9TmmR9AHcWEBAgLy8vHT06NFS1S+8eBUOm75eUFCQzcWtqItazZo1bcpr1qwpSUVevBo2bGj12MPDw+qia29MhRfi65nNZmVnZ1senz59Wt99951q1KhhtdWpU0eGYejs2bN2HxMAUPXQz15DPwugIvn4+FhtN5vaFRsbq5iYGMXExGjKlCmleo3OnTsrNTXVprywrFOnTlY/i6tbuL8k48ePV7NmzfTll1/q7NmzOnz4sAzD0FNPPSVfX1+98sor6ty5c5nvD3QjpncBbqx69erq16+ftm7dqp9//lmNGzcusX7hl65ff/3Vpu4vv/xiNae/vJw6dUqNGjWyPM7Pz1d6erolloqIKSAgQLVq1dKqVauK3Q8AwM3QzxaNfhZwUcb/NmdRhlhmzpypmJgYTZs2TTNmzCj18yIiIjR27Fjt2bNHvXr1knTtehkfH69evXpZRlc2atRIPXv2VHx8vF5++WVVr15d0rXROwcPHtSECRNu+lrfffedNmzYYJn+6uvrK0l6/vnndccdd+jbb7/VCy+8oL59++qrr76yTG8tK0b6AG5u8uTJMgxDo0eP1pUrV2z25+Xl6aOPPpIk9e3bV5IUHx9vVSclJUX//e9/1a9fv3KP75133rF6/MEHHyg/P1+hoaEVFtPgwYN1+PBh+fv7684777TZynKvgMK/OPBXSQCoWuhnbdHPAnCEN998U9HR0QoPD9eDDz6o3bt3W22FnnnmGXl4eFhNIR05cqQ6duyoYcOG6d1331VCQoIeffRRHTx4UPPnz7d6nfnz5+vAgQMaNmyYEhIS9O677+rRRx9Vp06dNGLEiJvGWa9evRKvZV27dlVSUpKCg4M1ffr0MrSENUb6AG4uJCREb7/9tsaOHavu3btrzJgx6tixo/Ly8vTNN99o2bJl6tSpk4YMGaJ27drp2Wef1eLFi1WtWjU98MADlhU8mjRpookTJ5Z7fOvWrZOHh4cGDBhgWVWkS5cuevTRRyWpQmKaMGGCPvzwQ917772aOHGigoODVVBQoJ9++kn//ve/9dJLL1ky/KXVuXNnSdKiRYv09NNPq0aNGmrXrp3VPQputHbtWknSkSNHJElfffWVvL29JUmPPPKI3ecFAKh89LO26GcBOEJhgn3btm3atm2bzX7DuDZ06OrVq7p69arlsXQtsZyYmKioqCg9//zzunz5srp27aqtW7fqvvvuszpOaGiotmzZoujoaA0ZMkReXl4aPHiw3njjjVKtKvboo49q7ty5euCBB4qtX716db300kuWG+TfCpI+QBUwevRo9ezZUwsXLtT8+fN16tQp1ahRQ23bttXjjz9udXOzt99+W61atdLKlSu1ZMkS+fr6Kjw8XHPnzi1yzv2tWrdunWJiYvT222/LZDJpyJAheuuttyz3J6iImGrXrq3PPvtM8+bN07Jly3T06FHVqlVLTZs2Vf/+/cv0F8jQ0FBNnjxZq1ev1vLly1VQUKCkpCTLX1KLMmzYMKvHS5Ys0ZIlSyTJqhMCADg3+llr9LOAi3Lx6V033iS+OHFxcYqLi7Mpb9CggVavXl2qYwwYMEADBgywI7rfzJgxQ3fddZd69OihhQsX2iSVCmVlZZXLDZ1NBlc8AA4QExOj2NhYnTlzhrn9AACUM/pZAKWVlZUlX19fNZszW9U8PR0djkVBTo6OT5mqzMxM+fj4ODqccpWenq6nn35aW7duVfPmzXXs2DHNmjVLPXv2VPXq1ZWamqpZs2ape/fu2rJlyy29FiN9AAAAAAAAKom/v782bdqk7du3a9myZTp37pymTp0qk8kk6dpoxO7du+vvf//7Lb8WSR8AAAAAAKo4k3FtcxbOFEtF6du3r/r27SvDMHTw4EEdO3ZMeXl5atmypTp27Fgur8H0LgAAAAAAqqjC6V3NZzvf9K5jU91zeldlYsl2AAAAAAAAN0TSBwAAAHCQ5s2bl2k1q4pmMplKXBkLgBsynHDDLSPpA+CWmEwmu7ailkd0ZjExMTKZTKVeAhIA4FrcvR+raO7efnwPAODquJEzgFsyY8YMm7K33npLmZmZGj9+vOrWrWu1r2vXrpUTGAAApeDofiwxMbFcj1fZHN1+AICSkfQBcEtiYmJsyuLi4pSZmakJEyY45ZB1AAAKObofa9WqVYUev6I5uv0AlCNnm1LlTLG4MKZ3Aag0GzZs0BNPPKG2bduqdu3a8vb21h133KG33npLV69etak/fPhwmUwmHTlyRG+99ZY6d+6sWrVqWd1j4IcfftDDDz+s2267TbVr19Zdd92lzZs3Ky4urthh5D///LOee+45tWzZUmazWf7+/vrd736nlJQUq3rNmzdXbGysJCksLMxqeDoAoOq5Wb905coV/fWvf9WgQYPUrFkzmc1m3XbbberXr582b95c5DGLuqfP9X1YUlKSQkNDVadOHfn4+GjQoEHav39/kce6fPmy5s6dq65du1r62ZCQEL333ntF1r9y5YpmzpypVq1ayWw2q0WLFpo2bZpyc3PL3EYl4XsAAFQ+RvoAqDSTJk1StWrV1KtXLzVq1Ejnz59XYmKiJk6cqC+//FLvvvtukc974YUX9Pnnn+vBBx/UoEGDVL16dUnSgQMHdPfddysjI0MPPviggoODdeTIEUVERGjQoEFFHmvv3r0aOHCgMjIydP/99ysyMlJnz57Vhg0bdM8992j9+vWW506YMEEbNmzQjh079PTTT/PXSgCApOL7pYyMDI0fP1533XWXBgwYoHr16unXX3/Vxo0bNXjwYP3973/Xs88+W+rX2bRpkzZu3KgHHnhAf/rTn/T9999ry5YtSklJ0ffff6969epZ6p4/f159+/bVN998o+7du2vkyJEqKCjQxx9/rMcff1z79+/XrFmzLPUNw9Cjjz6qjRs3qlWrVnruued05coVrVq1St999135NdZ1+B4AAJWPpA+ASrN582abYewFBQV66qmn9M477+iFF15Q7969bZ73zTff6JtvvlGLFi2syseNG6eMjAwtXbpUY8aMsZRv3bq1yC97+fn5evTRR3Xp0iV9+umnuueeeyz7fvnlF/Xo0UMjR47UsWPH5OnpqQkTJuj8+fPasWOHhg8fziomAABJxfdLt912m44fP67GjRtblZ87d0533323Jk2apCeffFK1atUq1ets2LBBH3/8sfr162cpmzx5subNm6dVq1bp1VdftZRPmDBB33zzjRYsWKCXXnrJUp6Tk6OhQ4dqzpw5evjhh9WtWzdJ0nvvvaeNGzeqd+/eSkpKkqenpyQpNjZWPXr0sK9BSonvAYBzMxnXNmfhTLG4MqZ3Aag0Rd23oFq1apo4caIk6d///neRz3vllVdsvuidOHFC27dvV+vWrfX//t//s9r3wAMPqH///jbH2bx5sw4fPqznn3/e6oueJAUFBSkqKkqnT592+ZtqAgAqVlH9kiSZzWabhI90LRn0zDPP6Ny5czZTiEry2GOPWSV8JFlGCl1/nPT0dMXHx6tHjx5WCR9J8vT01Pz582UYhtVImn/84x+SpDlz5lgSPpLk5+en6dOnlzpGe/A9AAAqHyN9AFSa9PR0vfHGG9qyZYuOHDmiS5cuWe0/efJkkc/r1auXTdm3334rSQoJCVG1arb563vuuUcJCQlWZbt27ZIkHTt2rMgbT/7444+Srg0Xf/DBB296PgCAqqmofqnQ/v379cYbb+jTTz/Vr7/+qpycHKv9xfV1Rbnzzjttypo0aSLp2uihQikpKZZ74hTVv+Xl5Um61r8V2rt3r6pVq2aT/JBUYSNa+B4AAJWPpA+ASnH+/Hn16NFDR48eVc+ePfXUU0/Jz89PHh4eOn/+vBYtWlTsjSMbNmxoU5aZmSlJatCgQZHPKao8PT1dkrRmzZoSY7148WKJ+wEAVVtR/ZIk7d69W3379lV+fr769eun3/3ud/Lx8VG1atX07bffauPGjXbdJNnX19emzMPj2tf36298XNi/paSklDiS6Pr+LTMzU35+fqpRo4ZNveLO71bwPQBwAYbp2uYsnCkWF0bSB0ClWLFihY4ePaoZM2bY/HVt165dWrRoUbHPLWqVDB8fH0nS6dOni3xOUeWFX543btyo3/3ud6UNHQAAK8Wt3jRr1ixlZ2dbVty63ty5c7Vx48YKiaewf5s4caL+/Oc/l/o5GRkZysvLs0n8nDp1qtxj5HsAADgG9/QBUCkOHTokSXr44Ydt9u3YscPu4xXeiHLXrl0qKCiw2f/555/blBXeHPKzzz4r9esUrhBS1FKyAABc79ChQ/Lz8ytyelRZ+rrS6tmzp6pVq2ZX/3bHHXeooKCgyP4yOTm5HKO7hu8BAOAYJH0AVIrCZU6TkpKsyr/55hvNnTvX7uM1adJEoaGhOnTokP7+979b7du2bZvNPH5Jeuihh9SqVSstWbJEW7ZsKfK4u3bt0uXLly2P/f39JV27YSQAACVp3ry5MjIybJY8X7lypT7++OMKe9369evrj3/8o7766ivNnDlT+fn5NnUOHz6so0ePWh6PGDFCkjR16lSr+w5lZGRYLe1eXvgeALgAwwk33DKmdwGoFE899ZTeeOMNTZw4UcnJyWrTpo1+/PFHbdq0SZGRkXr//fftPuaSJUt09913a+zYsdqyZYuCg4N15MgRffjhh3rooYe0ceNGq5s71qhRQ+vWrdP999+vBx98UHfddZe6du0qLy8vnThxQikpKTpy5Ih+/fVXeXl5SZLCwsJUrVo1TZ48WampqbrtttskSdOmTSufhgEAuI0JEybo448/1j333KNHH31Uvr6++uqrr/T555/rkUce0dq1ayvstf/617/qxx9/VHR0tP75z3/qnnvuUYMGDfTLL7/ov//9r1JSUvTee+9ZVsF67LHH9P777+v//u//1KlTJz300EPKy8vT2rVr1aNHDx0+fLhc4+N7AAA4BiN9AFSKoKAgffbZZ3rwwQf1+eef669//auOHz+upUuXat68eWU6ZocOHbRr1y5FRETos88+01tvvaVjx45p/fr1ltVIbrwJZnBwsP7zn//o1VdfVWZmpv7xj3/o7bff1tdff61u3brpn//8pwICAiz1b7/9dq1evVoNGjTQ0qVLNX369ApbyhYA4NrCw8P10UcfqUOHDnr//fe1cuVKmc1mJSUlVfhqUD4+PtqxY4cWL16sgIAAffjhh/rzn/+spKQk1alTRwsXLtSAAQMs9U0mk9asWaPY2FgVFBTor3/9q/7v//5PI0aM0AcffFDu8fE9AAAcw2QYBoOmALidP/7xj3r33Xd14MABtWvXztHhAACASsT3AKD0srKy5Ovrq5Yz5qiap6ejw7EoyMnRkdgpyszMtNy8HfZjpA8Al1VQUFDkCiOJiYl6//331bFjR77oAQDgpvgeAAA357JJnwsXLigqKkoDBw5UvXr1ZDKZbJZ/lKThw4fLZDLZbO3bty/yuIsXL1b79u1lNpvVokULxcbGKi8vz6ZeWlqahg8froCAAHl5eSkkJESJiYlFHjMhIUEhISHy8vJSQECAhg8frrS0tFs6fwDSlStX1KRJEw0cOFAvvPCCXnzxRd1///0aMGCAatSooaVLlzo6RAAAUEH4HgAAN+eyN3JOT0/XsmXL1KVLFw0dOlQrVqwotm6tWrW0fft2m7IbzZ49W9OnT9ekSZM0cOBApaSkaNq0aTp58qSWLVtmqZebm6t+/frp/PnzWrRokerXr68lS5YoPDxcCQkJuu+++yx1d+zYoQceeEAPPvigNm7cqLS0NL366qvq16+fvvrqK5nN5nJoDaBqqlGjhsaOHaukpCSlpKTo4sWLCggI0LBhwzRlyhR16dLF0SECAIAKwvcAoJw524pZzhSLC3PZe/oUhm0ymXT27FnVq1dPM2bMsBntM3z4cK1du1YXL14s8Xjp6elq3LixnnrqKatlH+fMmaNp06Zp37596tChgyRp6dKlGjdunHbu3KmQkBBJUn5+vrp06SJvb2/t2bPH8vyePXvq0qVL+s9//iMPj2s5tp07d+ruu+/W0qVLNWbMmFtuCwAAAAAAysJyT59oJ7ynz2vc0+dWuez0rsJpWuVl27ZtysnJ0YgRI6zKR4wYIcMwtGHDBkvZ+vXr1a5dO0vCR5I8PDz0xBNP6Msvv9TJkyclSSdPnlRKSoqefPJJS8JHku666y61bdtW69evL7f4AQAAAAAArueySR97ZGdnq2HDhqpevboaN26s5557ThkZGVZ19u3bJ0nq3LmzVXlgYKACAgIs+wvrBgcH27xOYdn+/futjllc3euPCQAAAACAwxiSyYk2pneVD5e9p09pdenSRV26dFGnTp0kXbvHzsKFC5WYmKiUlBR5e3tLuja9y2w2q3bt2jbH8PPzU3p6uuVxenq6/Pz8iqxXuP/6n8XVvf6YN8rNzVVubq7lcUFBgTIyMuTv71+uI5wAAO7DMAxduHBBQUFBqlatSvxdp9wUFBTol19+UZ06dehnAQA26GPhqtw+6TNx4kSrxwMGDFC3bt30yCOPaPny5Vb7S/qSd+O+8qhb0jHmzp2r2NjYYvcDAFCcEydOqHHjxo4Ow6X88ssvatKkiaPDAAA4OfpYuBq3T/oUJSIiQrVr19bu3bstZf7+/srJydHly5fl5eVlVT8jI0Pdu3e3qlvUKJ3CKWOFI3v8/f0lqdi6RY0AKjR58mS9+OKLlseZmZlq2rSpTpw4wU2sAABFysrKUpMmTVSnTh1Hh+JyCtuMfhYAUJQq0cc625QqZ4rFhVXJpI90bXje9cPyCu/lk5qaql69elnKT506pbNnz1qmhxXWTU1NtTlmYVlh3cKfqampGjRokE3d6495I7PZXORy7j4+PnwZBQCUiOlJ9itsM/pZAEBJ6GPhaqrkZMS1a9fq8uXL6t27t6UsPDx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yyitq27at1q5dKw+Pa2mVFi1a6O6779aqVas0ZswY+4OvIHaP9Jk6daq++uorffjhh8rMzNT194EeOHCgEhISyjVAAABQOejjAQCAKyucjlWRTp48qZSUFD355JOWhI8k3XXXXWrbtq3Wr19foa9vL7uTPmvWrNHMmTMVERGhWrVqWe1r2rSpZRg4AABwLfTxAADA2WRlZVltFT19avDgwapevbr8/PwUGRmpffv2We0vfBwcHGzz3ODgYJv6jmZ30ufMmTPq2LFj0QerVk3Z2dm3HBQAAKh89PEAAFRhhhNukpo0aSJfX1/LNnfu3Ao5/YYNG2rq1KlasWKFkpKSNHPmTKWkpKh37976z3/+Y6mXnp4uSfLz87M5hp+fn2W/s7D7nj6NGjVSamqqwsLCbPZ99913atGiRbkEBgAAKhd9PAAAcDYnTpyQj4+P5bHZbK6Q1wkPD1d4eLjl8b333qsHH3xQnTt3VnR0tDZu3GhVv7hpZBU9vcxedo/0iYyM1OzZs/XNN99Yykwmk44fP66FCxdq2LBh5RogAACoHPTxAADA2fj4+FhtFZX0KUrz5s11zz33aPfu3ZaywpW8ihrRk5GRUeQIIEeyO+kzY8YMBQUFqWfPnrrzzjtlMpk0YsQIderUSfXr19ekSZMqIk4AAFDB6OMBAKi6ClfvcqbNGRiGoWrVfkuddOrUSZKUmppqUzc1NdWy31nYnfSpU6eOdu7cqZkzZ8rb21utWrWSl5eXJk+erE8//dTmxo8AAMA10McDAAD85ujRo/riiy/Uu3dvS1mjRo3Us2dPxcfH6+rVq5by3bt36+DBg4qMjHREqMUyGdevxwqnlZWVJV9fX2VmZlrNZwQAoBB9RdnRdqjK0rMu6f9L2qtaNT30VN/u8jLXdHRIgNNx536i8Nx6PzhTHjU8HR2ORX5ejnZvnm53m2/dulWXLl3ShQsXNHLkSA0bNkyPPvqoJGnQoEHy8vLSM888o9WrV+vw4cNq1qyZJKl///669957FRwcLB8fH6Wmpur111/XhQsXtHPnTqsRPMnJyRowYICGDBmisWPHKi0tTZMmTZKvr6+++uqrSp2CdjN238gZAAAAgPsYv/z/tP+n05KkE2czNfvJ8Js8A4BbMoxrm7MoYyxjxozR8ePHLY/XrFmjNWvWSLo2cqd58+a6evWqrl69quvHwHTu3Fnvv/++FixYoOzsbNWvX199+/bV9OnT1bZtW6vXCA0N1ZYtWxQdHa0hQ4bIy8tLgwcP1htvvOFUCR+pjEmf+Ph4vfvuuzp+/LjN8q0mk0mHDx8ul+AAAEDloo8Hqp7Dp9JV8L//+Pz4y1kHRwMAt+bYsWM3rRMXF6e4uDirsoULF9r1OgMGDNCAAQPseo4j2J30mT9/viZPnqwOHTqoS5cuTpfFAgAAZUMfD1RNI/r30JLNO2UySU/37e7ocAAA5cjupM+yZcs0btw4LV68uCLiAQAADkIfD1RNz97fS4N73K6aHtUV4FPb0eEAcBBnWjFLcq5YXJndSZ9Tp04pIiKiImIBAAAORB8PVF1Bfu51Y1oAwDV2L9nevXt35vMDAOCG6OMBAADci91Jnz//+c9688039fXXX1dEPG7p4sWLmjBhgoKCguTp6amuXbvqX//6l6PDAgDAiqv28fSzQPm6mJerHzPP6tKVXGXn5zk6HACVxXDCDbfM7uldI0aMUHp6unr27KmGDRvK39/far/JZNJ//vOfcgvQHURGRiolJUXz5s1T27Zt9e677+qxxx5TQUGBHn/8cUeHBwCAJNft4+lngfLzw/kzenjzP3XxymXd3eSI2vn/qux8s8Y2qq6G9f4ijxqNHB0iAMAOdid9/P39FRAQUBGxuKUtW7bok08+sXwBlaSwsDAdP35cr7zyin7/+9+revXqDo4SAADX7OPpZ4Hy8/xzf9P2mlmqee6qvO7NVz2TNK7ecV2RlJzlry5XQtWm0Q551AhydKgAgFKyO+mTnJxcAWG4r/Xr18vb21vDhg2zKh8xYoQef/xx7dmzR3fddZeDogMA4Deu2MfTzwLl4/W/blbq3hNqfCZHhsmky9k1Nf/PX6i6yZAhqUutLDWoYdKltDD5Njro6HABVABW73JPdid9YJ99+/bp9ttvl4eHdVMHBwdb9vNlFM7unsdHq0Z+dXW/PUN1e17RiRr+CgrI1D3+bdWsbqj+m7lRAZ7t1bPen1TdVMPR4QKoQuhngVt34VKOtsbvVo1sQ/mNAyTDkOehSzJkyFCBDElX8mvqx4KLal4zX76ODhgAUGplSvpkZGRo4cKFSkxMVHp6ugICAtS/f39NmDBBt912W3nH6NLS09PVsmVLm3I/Pz/L/qLk5uYqNzfX8jgrK6tiAgT+50zWRb22OUHVqycoNyhDft6XdfmrGvr5r3UVWFBdLUNNin32G3lUN5R8LkgxP/dS0rlcPRT4uup45Op0znfyqRGojrc94uhTAXALXK2Pp58FyodHZq4K6v2WzjFqmLU3y0/dfc/KJOl2r3P64lJNpRfk6La8o6pZo4XjggUAlJrdq3edPHlSd9xxh2bPnq3MzEw1bdpU58+f18yZM3XHHXfol19+qYg4XZrJZLJ739y5c+Xr62vZmjRpUlHhAbqUe0UPvPkPbf/PUe05468rNWvIu+YVHXrdXxdP11Bmno/u7/ujqv1vjGXobb/Iu3qe8o3qSr9SW5JkUjXlFlxw5GkAuEWu2sfTzwK3pk5tT1XTVSnvqmRc6+tN+Vd1/mSta/82SdVMkp/HJUnS2YyXlHZ+pvLyTyn70nu6fPFvKig476jwAZSXAsP5Ntwyu5M+U6ZMUXZ2tvbs2aP9+/frk08+0f79+7Vnzx5lZ2drypQpFRGny/L39y/yr4wZGRmSfvtL5I0mT56szMxMy3bixIkKjRNV25G0DGXn5kuSzN5XVPh/JFN1SSbJdCVfPx4NULVq0tUCk37N9tLlghqqXS1Hd/o2kEnV5Gdupdt9hzrsHADcOlfs4+lngfLRKaS1ql3JU7VLuap2KVemqwX66MuWOpnvqcsF1ZV4qZ6yjRryMVXXhSu7de7CMp0586AuZr6sS1mzlJn+pKNPAQBQBLund23btk2zZs1Sjx49rMp79Oih1157TdOnTy+34NxB586d9d577yk/P9/qfgOpqamSpE6dOhX5PLPZLLPZXCkxAq0a+MvHy6ysy7k6d6SuPG8/powrXmo/NU3HlvrJ13xZCTsbKzOrphoHn9UeTz8Na3Ra9zeKVFv/oTIMo8S/tANwDa7Yx9PPAuXjT6/+Ts/+calq5pskkySPfKXfUUN/PXu7ala7qnrVcjX8ttPKLLh6bb+uylRw5n//NpSf9y3fBwDACdmd9MnMzFTz5s2L3NeiRQtlZmbeakxuJSIiQsuXL9eHH36o3//+95by1atXKygoSL169XJgdMA1XjVraOvLI/WPnV8pN++kgn199O2pAnXvHKz7d/axqf/4DY/5gge4B1fs4+lngfLRpl0jqWktZRYUqPb2H2UOvir5+OjnHH9JUpj/d/LynaVqxjmdzpwjyVANzwdk5G6SJJlrPcr3AcDVGf/bnIUzxeLC7E76tGjRQps3b9aAAQNs9m3dulUtWnBTt+s98MADGjBggMaMGaOsrCy1bt1a7733nrZt26b4+HhVr17d0SECkqS6Xp6a2P8ey+NB7RwYDACHcMU+nn4WKD///mCy+i2PUb0/1pav53l5eFxQ1tVa6lorXffWOSOzV6g8qwfJu/ajMox81fAIVH7eDzKMLHnUuMPR4QMAimB30mfEiBGaNGmSCgoK9PTTTyswMFC//vqr4uPjtXjxYs2bN68i4nRp69at09SpUxUdHa2MjAy1b99e7733nv7whz84OjQAACxctY+nnwXKRw2P6towcpIe3h6rH/Jv0/MeX+nJJkev7fToIFVrcO2f1etJkgzDUHWPNozwAQAnZjIMw65BU4Zh6E9/+pOWL19udYE3DEPPPvus/va3v5V7kLi2lKyvr68yMzPl4+Pj6HAAAE7oVvuKqtzH088Cv8m9mq6jmf+fPCQ18+qh6sqSqeZ9MlWrbalTkHdAeRkjpYJ0VfeZJI/aIxwXMFAJ3LmfKDy3u/vHysPD09HhWOTn5+iLhBlu2eaVye6RPiaTSX//+9/14osvavv27crIyJC/v7/69u2rtm3bVkSMAACgEtDHA5Akc3V/tfebWGKdqxf/KhWkSSrQ1azZqu71uEwmbo4OAM7G7qRPoXbt2qldO276AQCAu6GPB3BT1Xz/9w+TZPKSxP2zAMAZlSnpc/XqVX3wwQdKSkpSenq6/P39FRYWpmHDhlktlwoAAFwLfTyA0vCo84ryC3JkFJyWh/cLMpm4PgAuzzCubc7CmWJxYXZfnc+ePavw8HDt3btXHh4e8vf3V3p6ulasWKEFCxbo448/VkBAQEXECgAAKhB9PIDSMlWrqxq3venoMAAAN1HN3idMnDhRBw8e1DvvvKPs7Gz9+uuvys7OVnx8vH788UdNnFjy/F8AAOCc6OMBAADci90jfT766CPNmjVLjz32mKWsevXqevzxx5WWlqaYmJjyjA8AAFQS+ngAAKouk3FtcxbOFIsrs3ukj2EY6tixY5H7OnXqJDtXgAcAAE6CPh4AAMC92J306d+/vxISEorc98knnyg0NPRWYwIAAA5AHw8AAOBe7J7eNX36dEVGRurq1at6/PHH1bBhQ506dUrvvPOO1q1bp3Xr1ikjI8NS38/Pr1wDBgAAFYM+HgCAKsz43+YsnCkWF2Yy7ByrXa3ab4ODTCaT5d+Fh7m+TLq29CtuXVZWlnx9fZWZmSkfHx9HhwMAcEK32ldU5T6efhYAUBJ37icKz+2esBh5eHg6OhyL/PwcfZ4U45ZtXpnsHukTHR1t86UPAAC4Pvp4AAAA92J30oeVOwAAcE/08QAAVF0mw5DJiRZtcKZYXJndN3IGAAAAAACA87N7pI8knTp1Sh9++KGOHz+unJwcq30mk0mLFi0ql+AAAEDloo8HAABwH3YnfT7++GNFRETYfBEsxBdCAABcE308AABVWMH/NmfhTLG4MLund73yyivq2rWrvv32W+Xm5qqgoMBqc6eVPAAAqEro4wEAANyL3SN9Dh8+rHXr1ik4OLgi4gEAAA5CHw8AAOBe7E76tG/fXllZWRURCwAAcCD6eAAAqi5W73JPdk/veu211zR79mydPn26IuIBAAAOQh8PAADgXuwe6fPggw9q7969atWqlbp27So/Pz+r/SaTSRs3biy3AAEAQOWgjwcAAHAvdid94uLiNGPGDFWvXl1Hjx7VyZMnrfabTKZyCw4AAFQe+ngAAKow43+bs3CmWFyY3Umf2NhYDRkyRHFxcbrtttsqIiYAAOAA9PEAAADuxe57+pw+fVrPP/88XwYBAHAz9PEAAADuxe6RPt26ddPPP/9cEbEAAAAHoo8HAKAKM4xrm7NwplhcmN0jfd588029/vrr+vbbbysgHAAA4Cj08QAAAO7F7pE+o0eP1pkzZ9S9e3cFBgYWubLHf/7zn3ILEAAAVA76eAAAAPdid9LH399fAQEBFRELAABwIPp4AACqLpNxbXMWzhSLK7M76ZOcnFwBYQAAAEejjwcAAHAvdt/TBwAAAAAAAM7P7pE+kpSRkaGFCxcqMTFR6enpCggIUP/+/TVhwgSWeQUAwIXRxwMAUEWxepdbsnukz8mTJ3XHHXdo9uzZyszMVNOmTXX+/HnNnDlTd9xxh3755ZeKiBMAAFQw+ngAAAD3YnfSZ8qUKcrOztaePXu0f/9+ffLJJ9q/f7/27Nmj7OxsTZkypSLiBAAAFYw+HgAAwL3YnfTZtm2bZs2apR49eliV9+jRQ6+99pq2bt1absEBAIDKQx8PAEDVZSpwvg23zu6kT2Zmppo3b17kvhYtWigzM/NWYwIAAA5AHw8AAOBe7E76tGjRQps3by5y39atW9WiRYtbDgoAAFQ++ngAAAD3YvfqXSNGjNCkSZNUUFCgp59+WoGBgfr1118VHx+vxYsXa968eRURJwAAqGD08QAAVGGs3uWW7E76vPLKKzp8+LD++te/asmSJZZywzD07LPP6uWXXy7XAAEAQOWgjwcAAHAvdid9TCaT/v73v+vFF19UUlKS0tPT5e/vr759+6pt27YVESMAAKgE9PEAAADuxe6kT6F27dqpXbt25RkLAABwAvTxAABUQcb/NmfhTLG4sFLdyPncuXN6+OGHtWnTpmLrbNq0SQ8//LDS09PLLTgAAFCx6OMBAADcV6mSPitWrNB//vMfhYeHF1snPDxcqampVvcAAAAAzo0+HgAAwH2VKunzr3/9S6NHj5aHR/GzwTw8PDR69Gj93//9X7kFBwAAKhZ9PAAAkCSTYTjdhltXqqTPDz/8oDvvvPOm9e644w798MMPtxwUAACoHPTxAAAA7qtUSZ/8/HzVqFHjpvVq1KihvLy8Ww4KAABUDvp4AAAA91WqpE9gYKC+//77m9bbv3+/GjZseMtBAQCAykEfDwAAJEmG4Xwbblmpkj733Xefli5dWuJf+PLy8vT2228rLCys3IIrD8nJyTKZTEVuu3fvtqm/d+9e9e/fX97e3qpbt64iIyN15MiRIo+9ePFitW/fXmazWS1atFBsbGyRbZSWlqbhw4crICBAXl5eCgkJUWJiYrmfKwAA9nLlPh4AAAAlK1XSZ+LEiTpw4IAiIiL0yy+/2Oz/5ZdfNHToUB08eFATJ04s9yDLw5w5c7Rr1y6rrVOnTlZ1Dhw4oNDQUF25ckUffPCBVq1apR9++EF9+vTRmTNnrOrOnj1b48ePV2RkpD7++GONHTtWc+bM0bhx46zq5ebmql+/fkpMTNSiRYu0ceNGNWjQQOHh4dqxY0eFnzcAACVxhz4eAAAARSt+qY7rBAcHa8mSJRo7dqxatGih7t27q0WLFpKko0eP6uuvv1ZBQYHefvttde7cuUIDLqs2bdqod+/eJdaJjo6W2WzWpk2b5OPjI0nq3r272rRpowULFmj+/PmSpPT0dM2aNUujR4/WnDlzJEmhoaHKy8vTtGnTNGHCBHXo0EGStHLlSu3bt087d+5USEiIJCksLExdunRRVFSU9uzZU1GnDADATblDHw8AAMqBIanA0UFch9ld5aJUI30kafTo0fr00081cOBAfffdd3rvvff03nvv6bvvvlN4eLg+++wzjRo1qiJjrVD5+fnatGmTHn74YUvCR5KaNWumsLAwrV+/3lK2bds25eTkaMSIEVbHGDFihAzD0IYNGyxl69evV7t27SwJH+na0rdPPPGEvvzyS508ebLiTgoAgFJw9z4eAACgqirVSJ9CISEh+uijj1RQUKCzZ89KkgICAlStWqlzRw4zbtw4/eEPf7DcU2f69Om65557LPsPHz6s7OxsBQcH2zw3ODhYn3zyiXJycuTp6al9+/ZJks1fPAMDAxUQEGDZL0n79u1Tnz59ijymdO3GmI0aNSqXcwQAoKxcuY8HAABA0exK+hSqVq2a6tevX96xVAhfX1+NHz9eoaGh8vf316FDh/TGG28oNDRUmzdv1v333y/p2pQtSfLz87M5hp+fnwzD0Llz5xQYGKj09HSZzWbVrl27yLqFxyo8bnHHvP51b5Sbm6vc3FzL46ysLDvOGgCAsnGlPh4AAJQfk2HI5EQrZjlTLK7Mpf58V9JKXDdu3377rSSpW7dueuuttzR06FD16dNHI0aM0M6dOxUYGKioqCib1zCZTMW+/vX7SlvP3rqF5s6dK19fX8vWpEmTYo8BAAAAAABwozKN9HGUdu3aafny5aWq27Rp02L31a1bV4MHD9bf/vY3ZWdnq1atWvL395dU9MibjIwMmUwm1a1bV5Lk7++vnJwcXb58WV5eXjZ1u3fvbnns7+9f7DGlokcWSdLkyZP14osvWh5nZWWR+AEAAAAAAKXmUkmfwMDAcruRpPG/oWKFI21atWqlWrVqKTU11aZuamqqWrduLU9PT0m/3csnNTVVvXr1stQ7deqUzp49a7UUfOfOnYs9piSbZeMLmc1mmc3mspwaAAAAAAD2MSQ505QqJwrFlbnU9K7ycu7cOW3atEldu3a1JHI8PDw0ZMgQrVu3ThcuXLDU/emnn5SUlKTIyEhLWXh4uDw9PRUXF2d13Li4OJlMJg0dOtRSFhERoQMHDlgtzZ6fn6/4+Hj16tVLQUFBFXOSAAAAAACgSnOpkT5l8fjjj6tp06a68847FRAQoB9//FFvvvmmTp8+bZO0iY2NVY8ePTR48GBNmjRJOTk5io6OVkBAgF566SVLPT8/P02bNk3Tp0+Xn5+fBg4cqJSUFMXExGjUqFHq0KGDpe7IkSO1ZMkSDRs2TPPmzVP9+vW1dOlSHTx4UAkJCZXVDAAAAAAAoIpx+6RPcHCw3n//ff3tb3/TxYsX5efnp3vuuUf//Oc/1aNHD6u67du3V3Jysl599VU98sgj8vDwUN++fbVgwQLVq1fPqu7UqVNVp04dLVmyRAsWLFDDhg01adIkTZ061aqe2WxWYmKioqKi9Pzzz+vy5cvq2rWrtm7dqvvuu6/Czx8AAAAAgJsyDCeb3uVEsbgwk2HQkq4gKytLvr6+yszMlI+Pj6PDAQA4IXfpK7Zv3674+Hjt3LlTJ06cUN26dXXnnXcqOjraarGEQnv37lVUVJR2795t9Qebli1blvo13aXtAAAVw537icJz69vlVXlUd577yuZfzdX2/8x3yzavTFXynj4AAMB5vf322zp27JjGjx+vLVu2aNGiRUpLS1Pv3r21fft2q7oHDhxQaGiorly5og8++ECrVq3SDz/8oD59+ujMmTMOOgMAAADn4PbTuwAAgGtZsmSJ6tevb1UWHh6u1q1ba86cOerbt6+lPDo6WmazWZs2bbL8FbB79+5q06aNFixYoPnz51dq7AAAuKwCSSZHB3GdAkcH4B4Y6QMAAJzKjQkfSfL29laHDh104sQJS1l+fr42bdqkhx9+2GrYd7NmzRQWFqb169dXSrwAAADOiqQPAABwepmZmdq7d686duxoKTt8+LCys7MVHBxsUz84OFiHDh1STk5OZYYJAADgVJjeBQAAnN64ceN06dIlq1Uy09PTJUl+fn429f38/GQYhs6dO6fAwECb/bm5ucrNzbU8zsrKqoCoAQBwHSbDkMmJ1nlyplhcGSN9AABAhUlOTpbJZCrV9u233xZ5jOnTp+udd97RwoULi1y9y2Qq/gYExe2bO3eufH19LVuTJk3KdH4AAADOjJE+AACgwrRr107Lly8vVd2mTZvalMXGxmrWrFmaPXu2nnvuOat9/v7+kn4b8XO9jIwMmUwm1a1bt8jXmjx5sl588UXL46ysLBI/AADA7ZD0AQAAFSYwMFCjRo0q03NjY2MVExOjmJgYTZkyxWZ/q1atVKtWLaWmptrsS01NVevWreXp6Vnksc1ms8xmc5niAgDALRnGtc1ZOFMsLozpXQAAwOnMnDlTMTExmjZtmmbMmFFkHQ8PDw0ZMkTr1q3ThQsXLOU//fSTkpKSFBkZWVnhAgAAJ3DhwgVFRUVp4MCBqlevnkwmk2JiYkr13HXr1umxxx5T69atVatWLTVv3lx//OMf9eOPP9rUDQ0NLXKqenh4eDmf0a1jpA8AAHAqb775pqKjoxUeHq4HH3xQu3fvttrfu3dvy79jY2PVo0cPDR48WJMmTVJOTo6io6MVEBCgl156qbJDBwAADpSenq5ly5apS5cuGjp0qFasWFHq586fP18NGzbU1KlT1bJlS504cUJz5szRHXfcod27d1utICpJLVu21DvvvGNVVty0ckci6QMAAJzKRx99JEnatm2btm3bZrPfuG64d/v27ZWcnKxXX31VjzzyiDw8PNS3b18tWLBA9erVq7SYAQBweW4wvatZs2Y6d+6cTCaTzp49a1fS56OPPlL9+vWtyvr27avmzZtr4cKFNseqVauW1R+inBVJHwAA4FSSk5Ptqt+9e3clJCRUTDAAAMBllLSi583cmPCRpKCgIDVu3FgnTpy4lbAcinv6AAAAAAAA3ODIkSM6fvy4zdQuSTp8+LD8/Pzk4eGhVq1aaerUqcrOznZAlCVjpA8AAAAAAFWdk07vysrKsiqurBU48/Pz9cwzz8jb21sTJ0602nfPPffo97//vdq3b6/s7Gxt3bpVr7/+uj7//HMlJSWpWjXnGV9D0gcAAAAAADilJk2aWD2eMWNGqVfkKivDMPTMM8/os88+04cffmgTw6xZs6weDxo0SM2bN9fLL7+sjRs3KiIiokLjs4fzpJ8AAAAAAACuc+LECWVmZlq2yZMnV+jrGYahUaNGKT4+XnFxcXrooYdK9bwnnnhCkmxWHXU0RvoAAAAAAFDVFUgq+32Qy1/BtR8+Pj7y8fGplJcsTPj84x//0MqVKy2JHHs409QuiZE+AAAAAACgijMMQ6NHj9Y//vEP/f3vf9eIESPsev7q1aslyemWcWekDwAAAAAAcAtbt27VpUuXdOHCBUnS999/r7Vr10q6du8dLy8vPfPMM1q9erUOHz6sZs2aSZJeeOEFrVy5UiNHjlTnzp2tpmmZzWZ169ZNkvTZZ59p9uzZioiIUMuWLZWTk6OtW7dq2bJl6tu3r4YMGVLJZ1wykj4AAAAAAFRxJsOQyYlW7yprLGPGjNHx48ctj9esWaM1a9ZIko4eParmzZvr6tWrunr1qozrXuOjjz6SJK1atUqrVq2yOmazZs107NgxSVJgYKCqV6+umTNn6uzZszKZTGrTpo1ee+01vfTSS043vYukDwAAAAAAcAuFyZmSxMXFKS4uzu7nSVLr1q21efNm+wNzEOdKQQEAAAAAAKBcMNIHAAAAAICqzjCubc7CmWJxYYz0AQAAAAAAcEMkfQAAAAAAANwQSR8AAAAAAAA3xD19AAAAAACo6goMyeRE99EpcKJYXBgjfQAAAAAAANwQSR8AAAAAAAA3xPQuAAAAAACqOpZsd0uM9AEAAAAAAHBDJH0AAAAAAADcENO7AAAAAACo8pxsepecKRbXxUgfAAAAAAAAN0TSBwAAAAAAwA0xvQsAAAAAgKqO1bvcEiN9AAAAAAAA3BBJHwAAAAAAADfE9C4AAAAAAKq6AkNOtWJWgRPF4sIY6QMAAAAAAOCGSPoAAAAAAAC4IaZ3AQAAAABQ1RkF1zZn4UyxuDBG+gAAAAAAALghkj4AAAAAAABuiOldAAAAAABUdYZxbXMWzhSLC2OkDwAAAAAAgBtyyaTPhQsXFBUVpYEDB6pevXoymUyKiYkptv7evXvVv39/eXt7q27duoqMjNSRI0eKrLt48WK1b99eZrNZLVq0UGxsrPLy8mzqpaWlafjw4QoICJCXl5dCQkKUmJhY5DETEhIUEhIiLy8vBQQEaPjw4UpLSyvTuQMAAAAAAJSGSyZ90tPTtWzZMuXm5mro0KEl1j1w4IBCQ0N15coVffDBB1q1apV++OEH9enTR2fOnLGqO3v2bI0fP16RkZH6+OOPNXbsWM2ZM0fjxo2zqpebm6t+/fopMTFRixYt0saNG9WgQQOFh4drx44dVnV37NihBx54QA0aNNDGjRu1aNEiJSQkqF+/fsrNzS2X9gAAAAAA4JYUGM634Za55D19mjVrpnPnzslkMuns2bNasWJFsXWjo6NlNpu1adMm+fj4SJK6d++uNm3aaMGCBZo/f76ka4mkWbNmafTo0ZozZ44kKTQ0VHl5eZo2bZomTJigDh06SJJWrlypffv2aefOnQoJCZEkhYWFqUuXLoqKitKePXssr//KK6+obdu2Wrt2rTw8rjV3ixYtdPfdd2vVqlUaM2ZM+TcQAAAAAACo8lxypI/JZJLJZLppvfz8fG3atEkPP/ywJeEjXUsahYWFaf369Zaybdu2KScnRyNGjLA6xogRI2QYhjZs2GApW79+vdq1a2dJ+EiSh4eHnnjiCX355Zc6efKkJOnkyZNKSUnRk08+aUn4SNJdd92ltm3bWr0+AAAAAABAeXLJpE9pHT58WNnZ2QoODrbZFxwcrEOHDiknJ0eStG/fPklS586dreoFBgYqICDAsr+wbnHHlKT9+/dbHbO4utcf80a5ubnKysqy2gAAAAAAqBCFq3c504Zb5tZJn/T0dEmSn5+fzT4/Pz8ZhqFz585Z6prNZtWuXbvIuoXHKqxb3DGvf92bvf71x7zR3Llz5evra9maNGlSbF0AAAAAAIAbOTzpk5ycbJmudbPt22+/LdNrlDQV7Pp9pa1XXnVLOsbkyZOVmZlp2U6cOFFsXQAAAAAAgBs5/EbO7dq10/Lly0tVt2nTpnYd29/fX5KKHFGTkZEhk8mkunXrWurm5OTo8uXL8vLysqnbvXt3q+MWd0zpt5E9N3v9okYAFTKbzTKbzSWdHgAAAAAA5cOQc02pcqJQXJnDkz6BgYEaNWpUhRy7VatWqlWrllJTU232paamqnXr1vL09JT02718UlNT1atXL0u9U6dO6ezZs+rUqZOlrHPnzsUeU5KlbuHP1NRUDRo0yKbu9ccEAAAAAAAoTw6f3lWRPDw8NGTIEK1bt04XLlywlP/0009KSkpSZGSkpSw8PFyenp6Ki4uzOkZcXJxMJpOGDh1qKYuIiNCBAweslmbPz89XfHy8evXqpaCgIElSo0aN1LNnT8XHx+vq1auWurt379bBgwetXh8AAAAAAKA8OXykT1lt3bpVly5dsiRzvv/+e61du1aSNGjQIMsUrdjYWPXo0UODBw/WpEmTlJOTo+joaAUEBOill16yHM/Pz0/Tpk3T9OnT5efnp4EDByolJUUxMTEaNWqUOnToYKk7cuRILVmyRMOGDdO8efNUv359LV26VAcPHlRCQoJVnPPnz9eAAQM0bNgwjR07VmlpaZo0aZI6depkszw8AAAAAAAO4WwrZjlTLC7MZBiu2ZLNmzfX8ePHi9x39OhRNW/e3PL466+/1quvvqpdu3bJw8NDffv21YIFC9SqVSub5/7lL3/RkiVLdOzYMTVs2FAjRozQ1KlTVaNGDat6p0+fVlRUlDZt2qTLly+ra9eumjlzpvr3729zzE8++UTR0dH69ttv5eXlpcGDB+uNN95Q/fr1S32+WVlZ8vX1VWZmpnx8fEr9PABA1UFfUXa0HQCgJO7cTxSeW/+Gz8qjWk1Hh2ORX3BFCaeWuWWbVyaXTfpUNe58kQEAlA/6irKj7QAAJXHnfoKkj3tz2eldAAAAAACgnBQUSCpwdBS/KXCiWFyYW9/IGQAAAAAAoKoi6QMAAAAAAOCGmN4FAAAAAEBVx+pdbomRPgAAAAAAAG6IpA8AAAAAAIAbYnoXAAAAAABVHdO73BIjfQAAAAAAANwQSR8AAAAAAAA3xPQuAAAAAACqugJDkhNNqSpwolhcGCN9AACAU1uxYoVMJpO8vb2L3L937171799f3t7eqlu3riIjI3XkyJFKjhIAAMD5kPQBAABO6+TJk3r55ZcVFBRU5P4DBw4oNDRUV65c0QcffKBVq1bphx9+UJ8+fXTmzJlKjhYAAMC5ML0LAAA4rT/96U+699575efnp7Vr19rsj46Oltls1qZNm+Tj4yNJ6t69u9q0aaMFCxZo/vz5lR0yAAAuyTAKZBgFjg7DwplicWWM9AEAAE4pPj5eO3bs0NKlS4vcn5+fr02bNunhhx+2JHwkqVmzZgoLC9P69esrK1QAAACnRNIHAAA4nbS0NE2YMEHz5s1T48aNi6xz+PBhZWdnKzg42GZfcHCwDh06pJycnIoOFQAAwGkxvQsAADidsWPHql27dhozZkyxddLT0yVJfn5+Nvv8/PxkGIbOnTunwMBAm/25ubnKzc21PM7KyiqHqAEAcGGG4VwrZhlOFIsLY6QPAACoMMnJyTKZTKXavv32W0nShx9+qI8++kjLly+XyWS66WuUVKe4fXPnzpWvr69la9KkSZnODwAAwJkx0gcAAFSYdu3aafny5aWq27RpU128eFHjxo3T888/r6CgIJ0/f16SdOXKFUnS+fPnVaNGDdWuXVv+/v6Sfhvxc72MjAyZTCbVrVu3yNeaPHmyXnzxRcvjrKwsEj8AAMDtkPQBAAAVJjAwUKNGjSp1/WPHjun06dN688039eabb9rsv+222/TQQw9pw4YNatWqlWrVqqXU1FSbeqmpqWrdurU8PT2LfB2z2Syz2Vz6EwEAwN0ZhiQnmlLF9K5yQdIHAAA4jYYNGyopKcmmfN68edqxY4e2bt2qgIAASZKHh4eGDBmidevW6fXXX1edOnUkST/99JOSkpI0ceLESo0dAADA2ZD0AQAATsPT01OhoaE25XFxcapevbrNvtjYWPXo0UODBw/WpEmTlJOTo+joaAUEBOill16qnKABAACcFDdyBgAALqt9+/ZKTk5WjRo19Mgjj2j48OFq3bq1Pv30U9WrV8/R4QEA4DoKCpxvwy1jpA8AAHB6cXFxiouLK3Jf9+7dlZCQULkBAQAAuABG+gAAAAAAALghRvoAAAAAAFDVsXqXW2KkDwAAAAAAgBsi6QMAAAAAAOCGmN4FAAAAAEAVZxQUyDA5z4pZhuE8sbgyRvoAAAAAAAC4IZI+AAAAAAAAbojpXQAAAAAAVHWs3uWWGOkDAAAAAADghkj6AAAAAAAAuCGmdwEAAAAAUNUVGJLJiaZUMb2rXDDSBwAAAAAAwA2R9AEAAAAAAHBDTO8CAAAAAKCqMwxJBY6O4jdM7yoXjPQBAAAAAABwQyR9AAAAAAAA3BDTuwAAAAAAqOKMAkOGE63eZTC9q1ww0gcAAAAAAMANkfQBAAAAAABwQ0zvAgAAAACgqjMK5FyrdzlRLC6MkT4AAAAAAABuiKQPAAAAAACAG3LJpM+FCxcUFRWlgQMHql69ejKZTIqJiSmy7vDhw2UymWy29u3bF1l/8eLFat++vcxms1q0aKHY2Fjl5eXZ1EtLS9Pw4cMVEBAgLy8vhYSEKDExschjJiQkKCQkRF5eXgoICNDw4cOVlpZW5vMHAAAAAKA8GQWG0224dS6Z9ElPT9eyZcuUm5uroUOH3rR+rVq1tGvXLqvt/ffft6k3e/ZsjR8/XpGRkfr44481duxYzZkzR+PGjbOql5ubq379+ikxMVGLFi3Sxo0b1aBBA4WHh2vHjh1WdXfs2KEHHnhADRo00MaNG7Vo0SIlJCSoX79+ys3NvaV2AAAAAAAAKI5L3si5WbNmOnfunEwmk86ePasVK1aUWL9atWrq3bt3iXXS09M1a9YsjR49WnPmzJEkhYaGKi8vT9OmTdOECRPUoUMHSdLKlSu1b98+7dy5UyEhIZKksLAwdenSRVFRUdqzZ4/luK+88oratm2rtWvXysPjWnO3aNFCd999t1atWqUxY8aUuR0AAAAAAACK45IjfQqnaJWnbdu2KScnRyNGjLAqHzFihAzD0IYNGyxl69evV7t27SwJH0ny8PDQE088oS+//FInT56UJJ08eVIpKSl68sknLQkfSbrrrrvUtm1brV+/vlzPAQAAAACAMjEKnG/DLXPJpI+9srOz1bBhQ1WvXl2NGzfWc889p4yMDKs6+/btkyR17tzZqjwwMFABAQGW/YV1g4ODbV6nsGz//v1Wxyyu7vXHBAAAAAAAKE8uOb3LHl26dFGXLl3UqVMnSdfusbNw4UIlJiYqJSVF3t7ekq5N7zKbzapdu7bNMfz8/JSenm55nJ6eLj8/vyLrFe6//mdxda8/5o1yc3Ot7vmTmZkpScrKyir5hAEAVVZhH2EY3PjQXoVtRj8LAChKVehj85UnOdHp5ct2QSXYz+FJn+TkZIWFhZWq7jfffKOuXbvadfyJEydaPR4wYIC6deumRx55RMuXL7faX9KUsRv3lUfdko4xd+5cxcbG2pQ3adKk2OcAACBd+6ODr6+vo8NwKRcuXJBEPwsAKNmFCxfcro+tWbOmGjZsqM9PbXF0KDYaNmyomjVrOjoMl+bwpE+7du20fPnyUtVt2rRpubxmRESEateurd27d1vK/P39lZOTo8uXL8vLy8uqfkZGhrp3725Vt6hROoVTxgpH9vj7+0tSsXWLGgFUaPLkyXrxxRctj8+fP69mzZrpp59+cruLjD2ysrLUpEkTnThxQj4+Po4Ox2Foh2toB9qgEO1wTWZmppo2bVpi/4KiBQUF6cSJE6pTp0653zfwVvH5Ljvaruxou7Kj7crOmdvOMAxduHBBQUFBjg6l3Hl6euro0aO6cuWKo0OxUbNmTXl6ejo6DJfm8KRPYGCgRo0aVemvaxiGqlX77ZZGhffySU1NVa9evSzlp06d0tmzZy3Twwrrpqam2hyzsKywbuHP1NRUDRo0yKbu9ce8kdlsltlstin39fV1ugugI/j4+NAOoh0K0Q60QSHa4Zrr+zeUTrVq1dS4cWNHh1EiPt9lR9uVHW1XdrRd2Tlr27nzH989PT1JrripKvmtcO3atbp8+bLVMu7h4eHy9PRUXFycVd24uDiZTCYNHTrUUhYREaEDBw5YLc2en5+v+Ph49erVy5L9bdSokXr27Kn4+HhdvXrVUnf37t06ePCgIiMjK+YEAQAAAABAlefwkT5ltXXrVl26dMkyB//777/X2rVrJUmDBg2Sl5eXjh8/rscff1x/+MMf1Lp1a5lMJu3YsUNvvfWWOnbsaDXCyM/PT9OmTdP06dPl5+engQMHKiUlRTExMRo1apQ6dOhgqTty5EgtWbJEw4YN07x581S/fn0tXbpUBw8eVEJCglWc8+fP14ABAzRs2DCNHTtWaWlpmjRpkjp16mSzPDwAAAAAAEB5cdmkz5gxY3T8+HHL4zVr1mjNmjWSpKNHj6p58+by8fFRgwYN9Oc//1mnT5/W1atX1axZM73wwguaMmWKzUpdU6dOVZ06dbRkyRItWLBADRs21KRJkzR16lSremazWYmJiYqKitLzzz+vy5cvq2vXrtq6davuu+8+q7qhoaHasmWLoqOjNWTIEHl5eWnw4MF64403ipy+VRyz2awZM2bY9Rx3RDtcQztcQzvQBoVoh2toB/fE+1p2tF3Z0XZlR9uVHW0HlD+T4c5rzgEAAAAAAFRRVfKePgAAAAAAAO6OpA8AAAAAAIAbIukDAAAAAADghkj6VIILFy4oKipKAwcOVL169WQymRQTE1Nk3eHDh8tkMtls7du3L7L+4sWL1b59e5nNZrVo0UKxsbHKy8uzqZeWlqbhw4crICBAXl5eCgkJUWJiYpHHTEhIUEhIiLy8vBQQEKDhw4crLS2tzOcv2dcGkrR37171799f3t7eqlu3riIjI3XkyJEi67pKGxQnOTm5yPfcZDJp9+7dNvUd3TaOdvHiRU2YMEFBQUHy9PRU165d9a9//cvRYdnFnvfcnd5ve64Djj7viroGlLYN3LUvwK1ZsWKFTCaTvL29i9xvz++Nu9u+fbtGjhyp9u3bq3bt2mrUqJEeeughff3110XWp+1+4w79bEWz5/PFZ6tkJV3XaDugnBiocEePHjV8fX2Ne++91xg1apQhyZgxY0aRdZ9++mmjVq1axq5du6y2b7/91qburFmzDJPJZEyePNlISkoyXn/9daNmzZrG6NGjrerl5OQYnTp1Mho3bmzEx8cb//73v42HHnrI8PDwMJKTk63qJicnGx4eHsZDDz1k/Pvf/zbi4+ONRo0aGZ06dTJycnIqpQ3++9//GnXq1DH69OljbN682fjwww+Njh07GkFBQUZaWprLtkFxkpKSDEnGnDlzbN73CxcuOFXbOIMBAwYYdevWNf72t78Z27dvt3ye3nnnHUeHVmqlfc/d7f0u7XXA0eddkdeA0raBu/YFKLuff/7Z8PX1NYKCgozatWvb7Lfn96YqeOSRR4ywsDBj6dKlRnJysrFmzRqjd+/ehoeHh5GYmGhVl7az5g79bEUr7eeLz1bJSrqu0XZA+SHpUwkKCgqMgoICwzAM48yZMzdN+hT1Ze5GZ8+eNTw9PY1nn33Wqnz27NmGyWQy9u/fbylbsmSJIcnYuXOnpSwvL8/o0KGD0bNnT6vn9+jRw+jQoYORl5dnKfviiy8MScbSpUtvGldx7GmDYcOGGQEBAUZmZqal7NixY0aNGjWMqKgoS5mrtUFxChMAa9asuWldR7eNo23evNmQZLz77rtW5QMGDDCCgoKM/Px8B0Vmn9K+5+72fpf2OuDo867Ia0Bp28Bd+wKU3eDBg40hQ4YU+9ko7e9NVXH69GmbsgsXLhgNGjQw+vXrZ1VO2/3GXfrZilbazxefrZKVdF2j7YDyQ9KnkpVX0ic+Pt6QZOzatcuq/JdffjEkGbNnz7aU9e/f32jXrp3NMebMmWNIMn7++WfDMK5l2yUZc+fOtanbtm1bY8CAATeNqzRKaoO8vDyjVq1axv/7f//PZt/AgQONNm3aWB67chtcr7QJAEe3jTMYNWqU4e3tbfUfUcMwjHfffdeQZHzxxRcOisw+pXnP3f39Lu464OjzrsxrQHkkfVy9DVA6//znP406deoYJ06cKPKzYc/vTVUXFhZmtG3b1vKYtrPmLv2so1z/+eKzVbKSrmu0HVC+uKePE8rOzlbDhg1VvXp1NW7cWM8995wyMjKs6uzbt0+S1LlzZ6vywMBABQQEWPYX1g0ODrZ5ncKy/fv3Wx2zuLrXH7OiHD58WNnZ2cXGcOjQIeXk5EhyvzYYN26cPDw85OPjo/vvv1+ff/651X5Ht40z2Ldvn26//XZ5eHhYlRfGWhmf0fJU0nteVd9vR5+3M1wHC1XlvgC/SUtL04QJEzRv3jw1bty4yDr2/N5UZZmZmdq7d686duxoKaPtrLlbP1uZbvx88dkq3s2ua7QdUL48bl4FlalLly7q0qWLOnXqJEnasWOHFi5cqMTERKWkpFhucpaeni6z2azatWvbHMPPz0/p6emWx+np6fLz8yuyXuH+638WV/f6Y1aUm8VgGIbOnTunwMBAt2kDX19fjR8/XqGhofL399ehQ4f0xhtvKDQ0VJs3b9b9999fqtgqum2cQXp6ulq2bGlT7oyxlqQ073lVfb8dfd7OcB2U6Avwm7Fjx6pdu3YaM2ZMsXXs+b2pysaNG6dLly5p6tSpljLazpq79LOOcOPni89W8W52XaPtgPJF0sdOycnJCgsLK1Xdb775Rl27drXr+BMnTrR6PGDAAHXr1k2PPPKIli9fbrXfZDIVe5wb95VH3cLyim6DkmK4cZ+j2qA4ZWmbbt26qVu3bpbyPn36KCIiQp3///buP6aq+o0D+PvC5XK5oigXESF+VUrED0kamFtAOoaZVrRkuZzUCpeIDWZqOk1oFqXpUrdkuLQWjBIlN+2KUsFfkkHTxRr/YGBSgfwYGQRD4vn+4ZdTpwtyL3K5cHi/tjt2Pue5937Oc879PGefezknKgrbtm1TJn1s6cNE5MbZplJfR2LPPp+u+9vZ2z3WMWC8TIVaQPYZS304ffo0zp49iytXrtiU96nw2R6L8Tjv2L17N4qLi3HkyBHExsZarddq7saCubDf3Y4v5lPNnnGNuSMaH5z0sVNYWBiOHTtmU2xQUNC4vGdqaipmzJihupWz2WxGX18f/vrrL5hMJlV8Z2enquCYzeZhv5kZ+jeBoVl0s9kMYPhvcTo7O5U4R+ZgtD7odDrMnj1biXVWDkYyXrmZPXs2Vq1ahYKCAvT29sLDw8PpuZkMplJf7fXffT5d97ezt/texwBHmmy1gOxjb33o7u7Gpk2bsHnzZvj7+6OrqwsA0N/fDwDo6uqCm5sbZsyYYdfnZiq619qal5eHvXv34p133kFWVpZqndZzZ6/JXiMmo5GOLx5b1mwd15g7ovHFSR87zZ8/H6+++uqEv6+IwMXln0swDV2/oa6uDvHx8Up7S0sL2tvblX8JGIqtq6uzes2htqHYob91dXVYuXKlVezQekfm4IEHHoCHh8eI/X3wwQdhNBoBODcHIxnP3IgIgH++yXB2biaDqKgolJSUYGBgQHW9gcnY17H49z6frvvb2dt9r2OAo02mWkD2sbc+NDU1obW1FQcOHMCBAwes1s+ZMwfPPPMMzpw5Y9fnZiq6l9qal5eH3Nxc5ObmYufOnVbrtZ47e2m9zo63ux1fPLastbe32zSunTp1irkjGk/OuX709DXa3buG88UXXwgA+fDDD5W2jo4OMRqN8tprr6li8/PzrW7T+9FHHwkA+e6775S227dvS0REhMTHx6ueHxcXJ5GRkapbclZXVwsAOXr0qM19vpvRcpCWlia+vr5y69Ytpe369etiMBhk+/btSttUzsFoOjs7JSAgQGJiYlTtzs6Ns1ksFgEgn3/+uap9xYoVU/5WssPtcy3v77uNA87e7okaA+ytB1qrBXR3vb29UllZafVISUkRo9EolZWVUldXp8Tb+rmZTt5++20BILt27bprHHP3Dy3X2fFmy/HFY0vNnnGNuSMaP5z0mSAWi0VKS0vl+PHjAkDWrFkjpaWlUlpaKj09PSIi0tTUJEuXLpXDhw+LxWKR8+fPy5tvvilGo1EiIiKku7tb9Zp79+4VnU4nO3fulKqqKtm/f7+4u7tLRkaGKq6vr08iIiIkMDBQiouLpaKiQlJTU0Wv10tVVZUqtrKyUvR6vaSmpkpFRYUUFxdLYGCgREZGSl9fn8NzICJSX18vnp6ekpCQIBaLRcrKyiQyMlL8/f3l5s2bUzoHw1m7dq1s375dSktLpbKyUgoLCyUsLEz0er1UVFSoYp2dm8kgOTlZ5syZI4WFhfLtt99KRkaGAJCioiJnd81mtu5zLe5vW8YBZ2+3o8eA0XKg9VpA92a4W7aL2Pe5mQ4++OADASArVqyQ6upqq8e/MXdqWqizjmbr8cVjyzbDjWvMHdH44aTPBAkODhYAwz4aGxtF5M43/ampqRISEiIeHh5iMBhkwYIFsm3bNunq6hr2dQ8dOiQLFy4Ug8EgQUFBsmfPHunv77eKa2lpkfXr14u3t7cYjUZZsmSJ1YTCkIsXL8qSJUvEaDSKt7e3rF+/XlpbWyckB0Nqa2tl+fLlYjKZZNasWfLss89KQ0PDlM/BcPLz8yUmJka8vLzE1dVV5s6dK6mpqfL9998PG+/s3Djbn3/+Ka+//rr4+fmJwWCQ6OhoKSkpcXa37GLPPtfa/rZ1HHD2djtyDBgtB1qvBXRvRpr0EbHvc6N1iYmJI37OhvuhO3P3Dy3UWUez5/jisTW6kcY15o5ofOhE/n8RCSIiIiIiIiIi0gyX0UOIiIiIiIiIiGiq4aQPEREREREREZEGcdKHiIiIiIiIiEiDOOlDRERERERERKRBnPQhIiIiIiIiItIgTvoQEREREREREWkQJ32IiIiIiIiIiDSIkz5E08SPP/6Il19+GaGhoTAajfD09MTixYuxb98+dHZ2Ort7U96lS5eQm5uLrq4um+Kbm5uRnZ2NxMREzJ49GzqdDp988olD+0hERI7DOutYrLNERGPDSR+iaeDYsWOIjY1FTU0Ntm7divLycnz55ZdYs2YNCgoK8Morrzi7i1PepUuXkJeXZ/PJaENDA4qLi2EwGLBy5UrHdo6IiByKddbxWGeJiMZG7+wOEJFjVVdXY+PGjUhOTsaZM2fg7u6urEtOTsaWLVtQXl7uxB5OTwkJCWhrawMA1NbWoqSkxMk9IiKisWCdnZxYZ4mI7uAvfYg07t1334VOp0NhYaHqRHSIwWDA008/rSwPDg5i3759eOihh+Du7g5fX1+sX78ezc3NquclJSUhMjIS1dXVWLp0KTw8PBASEoITJ04AAL766issXrwYJpMJUVFRVie8ubm50Ol0uHLlCp577jnMmjULXl5eWLdunXKSNtY+1dTU4PHHH4fJZML999+P9957D4ODg6rYW7du4Y033kBoaCgMBgMCAgKQnZ2Nnp4eVZxOp0NWVhY+++wzhIeHw2QyYdGiRTh37pxqW7Zu3QoACA0NhU6ng06nQ1VV1Yj7xcWFwy8RkRawzrLOEhFNakJEmjUwMCAmk0ni4+Ntfs6GDRsEgGRlZUl5ebkUFBTI3LlzJTAwUNra2pS4xMREMZvNEhYWJh9//LFcuHBBVq1aJQAkLy9PoqKipKSkRCwWiyxZskTc3d3l119/VZ6/Z88eASDBwcGydetWuXDhghw8eFBmzJghjzzyiPT394+5TwsWLJCCggKpqKiQzMxMASCffvqpEtfT0yMxMTHi4+MjBw8elK+//loOHTokXl5esmzZMhkcHFRiAUhISIjExcXJyZMnxWKxSFJSkuj1erl27ZqIiNy4cUM2b94sAKSsrEyqq6ulurpa/vjjD5tyXlNTIwDkxIkTNu8nIiJyPtZZ1lkiosmOkz5EGtbS0iIA5IUXXrApvr6+XgBIZmamqv3y5csCQHbu3Km0JSYmCgCpra1V2jo6OsTV1VU8PDxUJ55Xr14VAHL48GGlbehkNCcnR/VexcXFAkCKiorG3KfLly+rYh9++GFJSUlRlvPz88XFxUVqampUcadOnRIAYrFYlDYAMm/ePLl165bS1tLSIi4uLpKfn6+07d+/XwBIY2Oj2Isno0REUxPr7B2ss0REkxd/90hEisrKSgDASy+9pGqPi4tDeHg4vvnmG1X7/PnzERsbqyx7e3vD19cXMTEx8Pf3V9rDw8MBANevX7d6zxdffFG1nJaWBr1er/TF3j75+fkhLi5O1RYdHa1673PnziEyMhIxMTEYGBhQHikpKcP+XPyJJ57AzJkzleV58+bB19d32O0hIiIaCess6ywR0UTjhZyJNMzHxwcmkwmNjY02xXd0dAC4c5L5X/7+/lYnX97e3lZxBoPBqt1gMAAA+vr6rOL9/PxUy3q9HmazWemLvX0ym81Wce7u7ujt7VWWW1tb0dDQADc3N6tYAGhvb7f7NYmIaPphnb2DdZaIaPLipA+Rhrm6umL58uU4f/48mpubcd999901fuik6/fff7eK/e233+Dj4zPufWxpaUFAQICyPDAwgI6ODqUvjuiTj48PPDw8cPz48RHXExERjYZ1dniss0REkwf/vYtI43bs2AERQUZGBvr7+63W3759G2fPngUALFu2DABQVFSkiqmpqUF9fT2WL18+7v0rLi5WLZ88eRIDAwNISkpyWJ9WrVqFa9euwWw249FHH7V6hISE2P2aQ3ds4beSRETTC+usNdZZIqLJg7/0IdK4xx57DEePHkVmZiZiY2OxceNGRERE4Pbt27hy5QoKCwsRGRmJ1atXIywsDBs2bMCRI0fg4uKCJ598Ek1NTdi9ezcCAwORk5Mz7v0rKyuDXq9HcnIyfvrpJ+zevRuLFi1CWloaADikT9nZ2Th9+jQSEhKQk5OD6OhoDA4O4pdffsHFixexZcsWxMfH2/WaUVFRAIBDhw4hPT0dbm5uCAsLU12j4L9OnToFAPj5558BALW1tfD09AQAPP/883ZvFxERTTzWWWuss0REk4izryRNRBPj6tWrkp6eLkFBQWIwGJRbtr711lty8+ZNJe7vv/+W999/XxYuXChubm7i4+Mj69atkxs3bqheLzExUSIiIqzeJzg4WJ566imrdgCyadMmZXnoriI//PCDrF69Wjw9PWXmzJmydu1aaW1tVT33XvuUnp4uwcHBqrbu7m7ZtWuXhIWFicFgEC8vL4mKipKcnBxpaWkZsd//3s709HRV244dO8Tf319cXFwEgFRWVlo97785GelBRERTC+tssKqNdZaIaHLQiYhM5CQTEREA5ObmIi8vD21tbfzffiIionHGOktERACv6UNEREREREREpEmc9CEiIiIiIiIi0iD+excRERERERERkQbxlz5ERERERERERBrESR8iIiIiIiIiIg3ipA8RERERERERkQZx0oeIiIiIiIiISIM46UNEREREREREpEGc9CEiIiIiIiIi0iBO+hARERERERERaRAnfYiIiIiIiIiINIiTPkREREREREREGvQ/dQo0AVGyjP8AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 50: 11.65s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1599\n", + "\tTrain Regression Loss: : 0.0443\n", + "\tTrain Mve Loss: : 70.0814\n", + "\tTrain R2 Score: : 0.8610\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0416\n", + "\tVal Target Regression Loss: : 0.0456\n", + "\tVal Source R2 Score: : 0.8699\n", + "\tVal Target R2 Score: : 0.8573\n", + "\tVal Source Mve Loss: : 65.7390\n", + "\tVal Target Mve Loss: : 72.0212\n", + "\n", + "Epoch 51: 12.72s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1650\n", + "\tTrain Regression Loss: : 0.0254\n", + "\tTrain Mve Loss: : 40.1808\n", + "\tTrain R2 Score: : 0.9196\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0234\n", + "\tVal Target Regression Loss: : 0.0276\n", + "\tVal Source R2 Score: : 0.9261\n", + "\tVal Target R2 Score: : 0.9116\n", + "\tVal Source Mve Loss: : 37.0154\n", + "\tVal Target Mve Loss: : 43.6979\n", + "\n", + "Epoch 52: 13.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1580\n", + "\tTrain Regression Loss: : 0.0185\n", + "\tTrain Mve Loss: : 28.0404\n", + "\tTrain R2 Score: : 0.9416\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0170\n", + "\tVal Target Regression Loss: : 0.0219\n", + "\tVal Source R2 Score: : 0.9460\n", + "\tVal Target R2 Score: : 0.9277\n", + "\tVal Source Mve Loss: : -0.3323\n", + "\tVal Target Mve Loss: : -0.3248\n", + "\n", + "Epoch 53: 12.48s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1558\n", + "\tTrain Regression Loss: : 0.0162\n", + "\tTrain Mve Loss: : -0.0724\n", + "\tTrain R2 Score: : 0.9490\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0183\n", + "\tVal Target Regression Loss: : 0.0235\n", + "\tVal Source R2 Score: : 0.9426\n", + "\tVal Target R2 Score: : 0.9263\n", + "\tVal Source Mve Loss: : -0.2829\n", + "\tVal Target Mve Loss: : -0.2787\n", + "\n", + "Epoch 54: 12.53s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1558\n", + "\tTrain Regression Loss: : 0.0168\n", + "\tTrain Mve Loss: : -0.3208\n", + "\tTrain R2 Score: : 0.9471\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0175\n", + "\tVal Target Regression Loss: : 0.0223\n", + "\tVal Source R2 Score: : 0.9452\n", + "\tVal Target R2 Score: : 0.9292\n", + "\tVal Source Mve Loss: : -0.3148\n", + "\tVal Target Mve Loss: : -0.3127\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 55: 11.92s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1546\n", + "\tTrain Regression Loss: : 0.1064\n", + "\tTrain Mve Loss: : -0.1302\n", + "\tTrain R2 Score: : 0.6568\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1652\n", + "\tVal Target Regression Loss: : 0.1663\n", + "\tVal Source R2 Score: : 0.4771\n", + "\tVal Target R2 Score: : 0.4670\n", + "\tVal Source Mve Loss: : 0.0215\n", + "\tVal Target Mve Loss: : 0.0211\n", + "\n", + "Epoch 56: 11.68s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1547\n", + "\tTrain Regression Loss: : 0.0492\n", + "\tTrain Mve Loss: : -0.0692\n", + "\tTrain R2 Score: : 0.8443\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0283\n", + "\tVal Target Regression Loss: : 0.0332\n", + "\tVal Source R2 Score: : 0.9123\n", + "\tVal Target R2 Score: : 0.8945\n", + "\tVal Source Mve Loss: : -0.1135\n", + "\tVal Target Mve Loss: : -0.1120\n", + "\n", + "Epoch 57: 12.33s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1559\n", + "\tTrain Regression Loss: : 0.0310\n", + "\tTrain Mve Loss: : -0.1591\n", + "\tTrain R2 Score: : 0.9028\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0382\n", + "\tVal Target Regression Loss: : 0.0445\n", + "\tVal Source R2 Score: : 0.8821\n", + "\tVal Target R2 Score: : 0.8599\n", + "\tVal Source Mve Loss: : -0.2140\n", + "\tVal Target Mve Loss: : -0.2111\n", + "\n", + "Epoch 58: 12.71s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1603\n", + "\tTrain Regression Loss: : 0.0901\n", + "\tTrain Mve Loss: : -0.1864\n", + "\tTrain R2 Score: : 0.7152\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.2576\n", + "\tVal Target Regression Loss: : 0.2660\n", + "\tVal Source R2 Score: : 0.2004\n", + "\tVal Target R2 Score: : 0.1637\n", + "\tVal Source Mve Loss: : -0.0210\n", + "\tVal Target Mve Loss: : -0.0166\n", + "\n", + "Epoch 59: 15.37s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1641\n", + "\tTrain Regression Loss: : 0.0953\n", + "\tTrain Mve Loss: : -0.2058\n", + "\tTrain R2 Score: : 0.7034\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0720\n", + "\tVal Target Regression Loss: : 0.0769\n", + "\tVal Source R2 Score: : 0.7755\n", + "\tVal Target R2 Score: : 0.7577\n", + "\tVal Source Mve Loss: : 0.0462\n", + "\tVal Target Mve Loss: : -0.2689\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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pPgCIi4sDALzyyiuK93h2drailKEtGOcZ5xnnK8flKOQU+/btw9KlS9GqVSvcd999CA0NBQCcPn0aW7ZsQUFBAUaMGIExY8bIj3nxxReRlJSETZs2ITIyEkOGDJHrx2ZlZWHatGmKmzVcXV3x/PPPY968ebjzzjsxatQolJaWYseOHQgICKjyphtL5s6di3379uGrr75C+/btMXToUDRt2hRnz57F9u3b8dZbb8kF/WfPno1Dhw5h5cqV+Prrr9GvXz+0bt0aWVlZ+OOPP/Djjz9i/vz56NChQ6XP2a1bN9x7773YsGED7rnnHtx33324fPkykpKSEBYWVq3rsGT58uXo0aMHpkyZgu3btyMyMhInTpzAxo0bMXz4cHz99dc18jxGU6dOxVNPPYW77roLDzzwAFxdXfHjjz/it99+q9bztW3bFq+++ipmzpyJyMhIPPTQQ3L92OzsbERGRpolQf3798fChQsxY8YM3H777RgyZAhCQ0Nx48YNnDlzBqmpqbjvvvuwdetWxWPS0tIwePBg9OzZE25uboiMjMTw4cNr5HWhhmfKlCnYtm0b7rvvPjz44IPw8fHBTz/9hB9++AFjxozB+vXra+25//Of/+CPP/7AnDlz8PHHH+O+++5Dy5YtceHCBfz+++9IS0vDp59+Ksfghx9+GJ9//jn+97//ISIiAiNGjEBJSQnWr1+Pbt264eTJkzY/N+M84zzjfBVqvf4KkQWZmZniP//5jxg5cqRo3769aNq0qXB1dRWtWrUSgwcPFh9//LEoKysze1xBQYGYP3++6Nixo3B3dxdeXl7i3nvvFZ988onF5zEYDOKNN94Qt912m3B1dRVBQUHipZdeEjdv3qy0dFVlJZpKSkrEsmXLRLdu3USTJk2Ep6enaNeunZg4caL4448/zJ7///7v/0S/fv1Es2bNhKurqwgICBD33nuvmD9/vqLOaWX0er14+umnRUhIiNBoNOK2224TM2bMqPZ1wEopqT/++EM88MADwsfHR3h6eoro6GixefNmm14XayorXfXhhx+KyMhI4enpKXQ6nRg5cqT49ddf5dq7ycnJNo3b1P/93/+JLl26CI1GI/z8/MQjjzwizp8/Lzp27Ch8fX0tPub7778XY8eOFf7+/sLV1VX4+fmJyMhIMXXqVJGWlqboe+PGDfHUU0+J1q1by+WwnnjiCTteEaqvqipRWLHd1Ndffy26d+8uvLy8hI+Pj4iJiRGpqalWv7dq8vu6qKhILFu2TPTo0UN4e3sLNzc3ERQUJPr16ycWL14srl69atY/Pj5ehIaGCjc3NxESEiJmzpwpCgsL7SpDxzjPOG8cJ+O8ZZIQfy7GIiJqoPLy8tCyZUt06dIFe/bscfZwiIiohtXHOM814UTUYFy5csXsBqnS0lK88MILKCwsxAMPPOCkkRERUU1oSHG+3ibh169fx7Rp0zBw4EA0b94ckiRZ3IwgNjYWkiSZfYSHh1s877JlyxAeHg6NRoPQ0FDEx8dbvOs5KysLsbGx8PPzg6enJ3r06IFdu3ZZPOfOnTvRo0cPeHp6ws/PD7GxsYobSIioZnz55Zdo3bo1xo0bh5dffhkTJ05Ex44d8f777+Ouu+7CM8884+whEhHRLWhIcb7e3pip1+vx3nvvITIyEiNHjsT7779vta+Hhwe+/fZbs7aK5s+fj9mzZ2P69OkYOHAg0tLSMGvWLJw/fx7vvfee3K+oqAj9+/dHTk4Oli5dihYtWmD58uUYNGgQdu7cid69e8t9U1NTMXjwYAwdOlS+e/vll19G//798dNPP8mF+Ino1nXv3h29e/fG7t27kZWVBSEEQkNDMWvWLLz88stwd3d39hCJiOgWNKQ4X2/XhBuHLUkSrl69iubNm2Pu3Llms+GxsbFYv359lTtW6fV6BAYG4vHHH8d///tfuX3BggWYNWsWDh8+LN/dvGLFCkyePBm7d+9Gjx49AJT/KSQyMhJeXl7Yt2+f/PioqCjcvHkThw4dknew2r17N+69916sWLECTz/99C2/FkRERERUv9Tb5SjGZSU1ZevWrSgsLJRrpBrFxcVBCIGvvvpKbtu4cSPCwsLkBBworxf66KOPYv/+/XI9zPPnzyMtLQ2PPfaYnIADwD333IP27dtj48aNNTZ+IiIiIqo/6m0Sbo+CggK0atUKLi4uCAwMxDPPPGO2fenhw4cBAJ06dVK0+/v7w8/PTz5u7Nu5c2ez5zG2GXdlMj7GWl/TcxIRERFR41Fv14TbKjIyEpGRkYiIiABQvkZ78eLF2LVrF9LS0uDl5QWgfDmKRqNBkyZNzM6h1Wqh1+vlz/V6PbRarcV+xuOm/1rra3rOioqKilBUVCR/bjAYkJ2dDZ1OV6N/ASAiMhJC4Pr16wgICIBK1TDnaAwGAy5cuICmTZsylhJRjbMnjjb4JNy4XalRTEwM7rzzTowZMwarVq1SHK8sIFc8VhN9KztHQkIC4uPjrR4nIqotZ8+eRWBgoLOHUSsuXLiAoKAgZw+DiBo4W+Jog0/CLRk1ahSaNGmCvXv3ym06nQ6FhYXIz8+Hp6enon92dja6du2q6GtpFtu4xMU4863T6QDAal9LM+RGM2bMwPPPPy9/npubi+DgYJw9exbe3t62XCYRkV3y8vIQFBSEpk2bOnsotcZ4bYylRFQb7ImjjTIJB8r/XGD6ZwLjWvD09HR0795dbr906RKuXr0qL2cx9k1PTzc7p7HN2Nf4b3p6OoYMGWLW1/ScFWk0GovlC729vfmDg4hqVUNepmG8NsZSIqpNtsTRhrnorwrr169Hfn4+oqOj5bZBgwbB3d0diYmJir6JiYmQJAkjR46U20aNGoWjR48qShGWlpZizZo16N69OwICAgAArVu3RlRUFNasWYOysjK57969e3Hs2DGMHj26di6QiIiIiOq0ej0TnpSUhJs3b+L69esAgN9++w3r168HAAwZMgRXrlzBuHHj8Pe//x3t2rWDJElITU3FkiVL0LFjR0yYMEE+l1arxaxZszB79mxotVp5s5558+ZhwoQJco1wABg/fjyWL1+OsWPHYuHChWjRogVWrFiBY8eOYefOnYoxvvHGG4iJicHYsWMxadIkZGVlYfr06YiIiDArh0hEREREjUO93awHANq0aYMzZ85YPHb69Gn4+PjgH//4B3755RdcvnwZZWVlCAkJwahRozBz5kz4+PiYPe7f//43li9fjoyMDLRq1QpxcXF45ZVX4Orqquh3+fJlTJs2DZs3b0Z+fj66dOmC1157DQMGDDA7544dOzBnzhwcPHgQnp6eGDZsGN566y20aNHC5mvNy8uDj48PcnNz+SdUIqoVjSHONIZrJCLnsSfG1OskvDHhDw4iqm2NIc40hmskIuexJ8Y0yjXhRERERETOxCSciIiIiMjBmIQTERERETkYk3AiIiIiIgdjEk5ERERE5GBMwomIiIiIHIxJOBERERGRgzEJJyIiIiJyMCbhREREREQOxiSciIiIiMjBmIQTERERETkYk3AiIiIiIgdjEk5ERERE5GBMwomIiIiIHIxJOBERERGRgzEJJyIiIiJyMCbhREREREQOxiSciIiIiMjBmIQTEVGd8P7770OSJHh5eZkdO3DgAAYMGAAvLy/4+vpi9OjROHXqlBNGSURUM5iEExGR050/fx4vvvgiAgICzI4dPXoUffr0QXFxMdatW4fVq1fj+PHj6NmzJ65cueKE0RIR3Tom4URE5HRPPfUUevXqhZiYGLNjc+bMgUajwebNmzFkyBCMHj0aW7ZswZUrV7Bo0SInjJaI6NYxCSciIqdas2YNUlNTsWLFCrNjpaWl2Lx5Mx544AF4e3vL7SEhIejbty82btzoyKESEdUYJuFEROQ0WVlZmDJlChYuXIjAwECz4ydPnkRBQQE6d+5sdqxz5844ceIECgsLHTFUIqIapXb2AIiIqPGaNGkSwsLC8PTTT1s8rtfrAQBardbsmFarhRAC165dg7+/v8XHFxUVoaioSP48Ly+vBkZNRHTrOBNORERO8eWXX+Lrr7/GqlWrIElSpX0rO17ZsYSEBPj4+MgfQUFB1R4vEVFNYhJOREQOd+PGDUyePBnPPvssAgICkJOTg5ycHBQXFwMAcnJycPPmTeh0OgB/zYibys7OhiRJ8PX1tfo8M2bMQG5urvxx9uzZWrkeIiJ7cTkKERE53NWrV3H58mW8/fbbePvtt82ON2vWDCNGjMD69evh4eGB9PR0sz7p6elo164d3N3drT6PRqOBRqOp0bETEdUEJuFERORwrVq1QnJysln7woULkZqaiqSkJPj5+UGtVmP48OHYsGED3nzzTTRt2hQAkJmZieTkZEydOtXRQyciqhFMwomIyOHc3d3Rp08fs/bExES4uLgojsXHx6Nbt24YNmwYpk+fjsLCQsyZMwd+fn544YUXHDdoIqIaxDXhRERUp4WHhyMlJQWurq4YM2YMYmNj0a5dO3z33Xdo3ry5s4dHRFQtkhBCOHsQVLW8vDz4+PggNzdXsWEFEVFNaQxxpjFcIxE5jz0xhjPhREREREQOxiSciIiIiMjBmIQTERERETkYk3AiIiIiIgdjEk5ERERE5GBMwomIiIiIHIxJOBERERGRgzEJJyIiIiJysHqbhF+/fh3Tpk3DwIED0bx5c0iShHnz5lnse+DAAQwYMABeXl7w9fXF6NGjcerUKYt9ly1bhvDwcGg0GoSGhiI+Ph4lJSVm/bKyshAbGws/Pz94enqiR48e2LVrl8Vz7ty5Ez169ICnpyf8/PwQGxuLrKysal87EREREdVv9TYJ1+v1eO+991BUVISRI0da7Xf06FH06dMHxcXFWLduHVavXo3jx4+jZ8+euHLliqLv/Pnz8dxzz2H06NHYtm0bJk2ahAULFmDy5MmKfkVFRejfvz927dqFpUuXYtOmTWjZsiUGDRqE1NRURd/U1FQMHjwYLVu2xKZNm7B06VLs3LkT/fv3R1FRUY29HkRERERUj4h6ymAwCIPBIIQQ4sqVKwKAmDt3rlm/sWPHCj8/P5Gbmyu3ZWRkCFdXVzFt2jS57erVq8Ld3V08+eSTisfPnz9fSJIkjhw5IrctX75cABC7d++W20pKSkSHDh1EVFSU4vHdunUTHTp0ECUlJXLbjz/+KACIFStW2Hy9ubm5AoDiOoiIalJjiDON4RqJyHnsiTH1diZckiRIklRpn9LSUmzevBkPPPAAvL295faQkBD07dsXGzdulNu2bt2KwsJCxMXFKc4RFxcHIQS++uoruW3jxo0ICwtDjx495Da1Wo1HH30U+/fvx/nz5wEA58+fR1paGh577DGo1Wq57z333IP27dsrnp+IiIiIGo96m4Tb4uTJkygoKEDnzp3NjnXu3BknTpxAYWEhAODw4cMAgE6dOin6+fv7w8/PTz5u7GvtnABw5MgRxTmt9TU9Z0VFRUXIy8tTfBARERFRw9Cgk3C9Xg8A0Gq1Zse0Wi2EELh27ZrcV6PRoEmTJhb7Gs9l7GvtnKbPW9Xzm56zooSEBPj4+MgfQUFBVvsSERERUf3SoJNwo8qWrZges7VfTfWt7BwzZsxAbm6u/HH27FmrfYmIiIioflFX3aX+0ul0AGBxxjk7OxuSJMHX11fuW1hYiPz8fHh6epr17dq1q+K81s4J/DXzXdXzW5ohN9JoNNBoNJVdHhERERHVUw16Jrxt27bw8PBAenq62bH09HS0a9cO7u7uAP5aC16x76VLl3D16lVERETIbZ06dbJ6TgByX+O/1vqanpOIiIiIGo8GnYSr1WoMHz4cGzZswPXr1+X2zMxMJCcnY/To0XLboEGD4O7ujsTERMU5EhMTIUmSohb5qFGjcPToUezbt09uKy0txZo1a9C9e3cEBAQAAFq3bo2oqCisWbMGZWVlct+9e/fi2LFjiucnIiIiosajXi9HSUpKws2bN+UE+7fffsP69esBAEOGDIGnpyfi4+PRrVs3DBs2DNOnT0dhYSHmzJkDPz8/vPDCC/K5tFotZs2ahdmzZ0Or1WLgwIFIS0vDvHnzMGHCBHTo0EHuO378eCxfvhxjx47FwoUL0aJFC6xYsQLHjh3Dzp07FWN84403EBMTg7Fjx2LSpEnIysrC9OnTERERYVYOkYiIiIgaiVqvWl6LQkJCBACLH6dPn5b7/fTTT6J///7C09NTeHt7i5EjR4oTJ05YPOfSpUtF+/bthZubmwgODhZz584VxcXFZv0uXbokHn/8caHVaoW7u7uIjo4WO3bssHjO7du3i+joaOHu7i60Wq14/PHHxeXLl+26Vm4wQUS1rTHEmcZwjUTkPPbEGEkIIZz1CwDZLi8vDz4+PsjNzVVsPEREVFMaQ5xpDNdIRM5jT4xp0GvCiYiIiIjqIibhREREREQOxiSciIiIiMjBmIQTERERETkYk3AiIiIiIgdjEk5ERERE5GBMwomIiIiIHIxJOBERERGRgzEJJyIiIiJyMCbhREREREQOxiSciIiIiMjBmIQTERERETkYk3AislmmPh/rfz6HTH2+s4dCRERUr6mdPQAiqh8y9fm4f8l3KCgpg4erC7ZN6YVgnaezh0VERFQvMQknokpl6vOxPyMb+htFKCgpAwAUlJRhf0Y2k3AiIqJqYhJORFaZzn67q1XQqFUoKjXAw9UFUW20zh4eERFRvcUknIis2p+RLc9+F5YaMGNwOHReGkS10XIWnIiI6BYwCSciq6LaaOHh6iKvAx8c4c/km4iIqAYwCSciq4J1ntg2pRf2Z2Rz9puIiKgGMQknokoF6zwrTb6NN24ySSciIrIdk3AiqrbKyhYyOSciIrKOSTgRVZvpjZumZQtNk3NXFwkfj++O6LY6J4+WiIio7uCOmURUbcYbNwEoyhaaJuclZQKPrd7HXTaJiIhMcCaciKrN2o2bUW20cHWRUFImAJQn4tzch4iI6C+cCSeiWxKs88SYroGKBDtY54mPx3eHq4sEANzch4iIqALOhBNRrYhuq8Ou5/vw5kwiIiILmIQTUa2pqrwhERFRY8XlKEREREREDsYknIgcKlOfj/U/n2O1FMK3336L8ePHIzw8HE2aNEHr1q0xYsQI/Pzzz2Z9Dxw4gAEDBsDLywu+vr4YPXo0Tp065YRRExHVDCbhROQwxvrhL35xCPcv+Y6JeCP37rvvIiMjA8899xy++eYbLF26FFlZWYiOjsa3334r9zt69Cj69OmD4uJirFu3DqtXr8bx48fRs2dPXLlyxYlXQERUfVwTTkQOY21zH2qcli9fjhYtWijaBg0ahHbt2mHBggXo168fAGDOnDnQaDTYvHkzvL29AQBdu3bF7bffjkWLFuGNN95w+NiJiG4VZ8KJyGGsbe5jDZeuNGwVE3AA8PLyQocOHXD27FkAQGlpKTZv3owHHnhATsABICQkBH379sXGjRsdNl4ioprEmXAiqjGZ+vxKSxJa29zH0jkCfT0Ql5iGgpIyeLi6YNuUXpw1bwRyc3Nx4MABeRb85MmTKCgoQOfOnc36du7cGTt27EBhYSHc3d0tnq+oqAhFRUXy53l5ebUzcCIiOzEJJ6IaYVzvXVXSXFnZQtNzmO64yaUrjcfkyZNx8+ZNvPLKKwAAvV4PANBqzf9qotVqIYTAtWvX4O/vb/F8CQkJiI+Pr70BExFVE5ejEFGNsLTe+1bOUVImuONmIzN79mysXbsWixcvRteuXRXHJEmy+rjKjs2YMQO5ubnyh3GZCxGRs3EmnIhqhHG9t3EmvDpJc8VzfBjbDedyCrjjZiMQHx+P119/HfPnz8czzzwjt+t0OgB/zYibys7OhiRJ8PX1tXpejUYDjUZT4+MlIrpVTMKJqEbYst7bEeeg+ic+Ph7z5s3DvHnzMHPmTMWxtm3bwsPDA+np6WaPS09PR7t27ayuByciqsu4HIWI7GatakmwzhNjugbeUvJcE+eg+uO1117DvHnzMGvWLMydO9fsuFqtxvDhw7FhwwZcv35dbs/MzERycjJGjx7tyOESEdWYBp+Ep6SkQJIkix979+5V9LVnR7Zly5YhPDwcGo0GoaGhiI+PR0lJiVm/rKwsxMbGws/PD56enujRowd27dpVK9dKVJuMiffek3p5w52Bi1Px39STLCFI1fL2229jzpw5GDRoEIYOHYq9e/cqPozi4+ORn5+PYcOGISkpCRs3bsTQoUPh5+eHF154wYlXQERUfY1mOcqCBQvQt29fRVtERIT8f+OObF26dMG6detQWFiIOXPmoGfPnjh48CCaN28u950/fz5mz56N6dOnY+DAgUhLS8OsWbNw/vx5vPfee3K/oqIi9O/fHzk5OVi6dClatGiB5cuXY9CgQdi5cyd69+5d+xdOVAOsVS0pLDUgIekoluz8gyUEyW5ff/01AGDr1q3YunWr2XEhyt9n4eHhSElJwcsvv4wxY8ZArVajX79+WLRokSI2ExHVJ40mCb/99tsRHR1t9bitO7Lp9Xq8/vrrmDhxIhYsWAAA6NOnD0pKSjBr1ixMmTIFHTp0AAB88MEHOHz4MHbv3o0ePXoAAPr27YvIyEhMmzYN+/btq81LJrKqqnreFVmqWmJMxIHKSwja+lz2jonqv5SUFJv7du3aFTt37qy9wRAROViDX45iC3t2ZNu6dSsKCwsRFxenOEdcXByEEPjqq6/kto0bNyIsLExOwIHy9Y2PPvoo9u/fj/Pnz9feRRFZYZzVfvGLQ7h/yXc2LSUx3elSo1bhH/eF4unebaFRl4cQa9VQbH2u6ozJ+DjuqElERPWRzUn477//jieffBKDBw/GSy+9ZDGBPHjwIG677bYaHWBNmTx5MtRqNby9vXH//ffjhx9+kI9VtSPbiRMnUFhYCAA4fPgwAKBTp06Kfv7+/vDz85OPG/taOycAHDlyxOp4i4qKkJeXp/ggqglV1fO2lNgaq5bMGBwOCcDK1FNI3J2Bj+KisGhspNWlKBWfK+nwxWqNyZLqJu6NmS1xHIDFuEVERDXLpiT8xIkT6N69Oz766CMcP34cixcvRkREBDZv3qzoV1RUhDNnztTKQKvLx8cHzz33HP773/8iOTkZS5cuxdmzZ9GnTx9s27YNgO07shn7ajQaNGnSxGJf01q2er3e6jlNn9eShIQE+Pj4yB9BQUF2XDWRdaaz2hVnsCtLbIN1ntB5aVBYagBQniyfyymotJJJVBst3NV/hZl3dhy3mCxXNiZramJzoMbE1jgOgBvaEBE5gE1J+Lx58xAUFISMjAycPHkSx48fR5cuXTB69Gh8+umntT3GW3LnnXdiyZIlGDlyJHr27Im4uDjs3r0b/v7+mDZtmqKvrTuy2bNzG3d5o7rGOKttaQa7qsS2Osly/ztayv8vKjVYTJYrjglAlctMqjOWxqw+x3EioobIphszf/zxR8yfPx/+/v4AgNtuuw07d+7E+PHj8fjjj6OkpASPP/54rQ60Jvn6+mLYsGFYuXIlCgoK7NqRTafTobCwEPn5+fD09DTra7rVsk6ns3pOwPLMuxF3eaPaFKzztDh7XdWul/ZspmNaUcWosmTZOCbTx3m4ulhd6sKNfexjSxwfOXKkcwdJRNSI2JSEX7582Ww5hIuLCz766COo1WqMHz8epaWl6NixY60MsjYYS19JkmTXjmzGteDp6eno3r273O/SpUu4evWqouxhp06drJ4TUJZIJHI2Y3WSqraKN02W1/98zmo/01l1AHioWxAm92lXZeK+POWE2Wy8tcdY+2WCzNkSx003wyEiotpl03KU1q1bW9205oMPPsATTzyBJ598Eu+//36NDq62XLt2DZs3b0aXLl3g7u5u145sgwYNgru7OxITExXnTExMhCRJipmkUaNG4ejRo4pShKWlpVizZg26d++OgICAWrtGInuYrgWPS0wzS6wr3qyZqc9HzOJUvPjFIcQsTrVpnbctCfj9S77D52l/Lb3iMpOaY0scf+655xw8KiKixsummfBu3brhq6++whNPPGHx+AcffABJkuR/65Jx48YhODgYd999N/z8/PDHH3/g7bffxuXLlxWJdHx8PLp164Zhw4Zh+vTp8mY9FXdk02q1mDVrFmbPng2tVitv1jNv3jxMmDBBrhEOAOPHj8fy5csxduxYLFy4EC1atMCKFStw7Ngx1rulOsXSWnBjwmxpecgn+8+g6M8bNItKDUg6fBH/7N1WcU57l4tUZ+acbGdLHC8pKcHHH3/s4JERETVONs2Ejx07FhcvXsTVq1et9nn//fcxefJkBAcH19jgakLnzp2xbds2TJgwAQMGDMArr7yCDh06YPfu3RgwYIDcz7gjm6urK8aMGYPY2Fi0a9cO3333ndmObK+88gqWLFmC9evXY+DAgVi2bBmmT5+O5cuXK/ppNBrs2rULffv2xbPPPovhw4fj4sWLSEpK4m6ZVKeYVjFxV6sUs8+Wygy+//1pm84brPPEmK6BAOy/0ZIJeM2yJY7/5z//AQAEBgY6alhERI2WJIyLo6lOy8vLg4+PD3JzcxUbChHVBOPykqJSAzRqFXZM7W11JnzKgNuRkHRUfqyri4Rdz/exmjDbeqOlsS9vtHSexhBnGsM1EpHz2BNjGs229URUzlKiuz8jW7G8xHQ5SsVlJQCwZOcfKCgpg4sELBoTWWnCXNlSl4p4oyURETUWTMKJGhFrs9K2lCY0TY4/jO2Gx1bvQ0mZwPQN6bgzuJnV5DnQ1wOuLhJKyoRdN1pyVpyIiBoyJuFEjYi1zXhsKU1o6lxOAUrKhOI8lh6Tqc9HXGIaSsoEXF0kjLozAEmHL2JwhL/8vJaez54lLERERPURk3CiRqTijHegr0e1kl1LM+fWlrkYk/6SMoFP9peXH3xnx3EA5UtfLD2vPUtYiIiI6iMm4USNSMX13dVNdk3PE+jrgaTDF7F4x3EU/plUG2fVA3095GTdlHH9ufF5l6ecUFRDqWp5DBERUX1ndxL+3Xff4a677oKXl5fZsRs3buDAgQPo1atXjQyOiGpexfXdlSW7la3LDtZ54kJOgbw23KigpExu83B1wcLRnfD8uoMw6QI3FwmSJMnJ+OdpZ7Hpl/OYGtMegyP8uSV9LassjgPlW9wPHjzYwaMiImpc7C5R6OLigj179iAqKsrs2M8//4yoqCiUlZVZeCTdCpbVotpiLdGurGyh8Xj/d1IUCTgA+SZMo4e6BSl2wQSAGYPDMTjCH8tTTpgdu9U14Lyhs2rW4rgxzqhUqgYbxxlLiag22RNjbNqsx1RlOXtJSQlUKrtPSUQOUnH7eQBydZT9GdmK9qTDF812xTS1PyNbkWyrJGBcVBD+cV+oYuOfZp6ucHP5ayddNxeVPNs9uU87eYMeI9MbRqtzffcv+Q4vfnEI9y/5rtLNgRqzquZeGMeJiGqfTctR8vLykJOTI39+6dIlZGZmKvoUFBTgo48+QqtWrWp0gERUM/ae1CuWiRhnm+2tRGKcaXZVSYp2g4B846VGrcLTvdti9Y+nsTL1lCIJLy4z4EJOgbwsZtuUXkg6fBHv7Dgu36hZ2Rpw05luQFlhhTd0WmdLHL9y5QoAoGXLlo4cGhFRo2RTEr548WK8+uqrAABJkjBq1CiL/YQQmDlzZs2NjohuWaY+H0mHL2LR9mMWywpaS1wjA30V57mWX4xNv5zHi+sPySUHrSkqNeDnzGvyTHpxhSUrH+89g+i2OgDlM/H/7N0WgyP8q1xGYvoLg7taBQFlhRXe0GmdrXEcAB5++GFHDYuIqNGyKQkfOHAgvLy8IITAtGnT8OyzzyI4OFjRR6PRoFOnTujdu3etDJSI7GeatJpydZHksoL6G0VwV6vkyibGxPVcToHiMStTTyk+LykTUKsklBosL23Yf/qvJSUuEhQ3Zvp6uJr1t2W3TNNfGAorVFjZn5GNMV0DeUOnFbbEcSEEXnrpJcyePdtJoyQiajxsSsJ79OiBHj16AABu3ryJiRMnIiAgoFYHRkS3zjRpNXJ1kfDx+O4AICfoxuUjvp5/Jcems8rWTOgZimaebli07ShKDJb7DO3kj1A/T/wn+aTctu6nTATrPOW14bbeTGk6pooz4cZfHmxJ5hsjW+J4Xl4eXnrpJWcMj4io0bG7Ogo5B+/op+ownQnXqFV43qQE4Pqfz+HFLw7JfU23ljddL25aA9yUiwRM7HUbAPNZckU/ANbSeGNN8bjENLvXpFtaE063pjHEmcZwjUTkPPbEmGpt1pORkYF169bhzJkzKChQ/slakiR88MEH1TktEdWwyuptm84qm5YVLCgpQ9Lhi9B5aRDVRot/9m6LyEBf+aZOtQQIlC8vqSz5Nqqs0F1BSRk2Hjxv182UFWe6mXxXj6U4XlJSAgCYPHkyPv74Y2cOj4iowbM7Cd+yZQtGjx6NsrIytGjRAhqNRnFckqzfrEVEjlcxaTXObgNQ7GxpnI3WqFWK3S+3TemFczkFcpJeWoN/O/NwdcGoLq3xv4MXeDOlA1mL4wZD+V87vv/+e2cOj4ioUbB7OUqXLl2g1Wrx2WefoUWLFrU1LqqAf0KlmpCpz8fAxany0hLTTXiMyzz0N4qQkHRUfoxxYx3jxj01JSpUi+cHtEd0Wx032HEwa3G8McSZxnCNROQ8tboc5Y8//sCGDRuYgBPVE5n6fHy6PxOZ2fkI1noq1nYXlRrk5R/Gj0x9vmIN+Nvbj+FafjEMt3D7iLuLhMIKZQr3n85G7If7sd1kJ07jJj1MxGsX4zgRkfPZnYSHhITgxo0btTEWIqphplvPG5mu/9aoVRaXf/S/oyW2pJcvWSkuEzat/a5MxQRcbv9zJ87BEf5mGwZdyCnAxoPnMapLa7mmONUMxnEiIuezOwmfOXMmFi1ahMGDB8PTk7NVRHXZ/oxssyUkpWUCfcOaI6xVU4yLCpFnnSurhFKbfj2XCwCKmzM/2X9GTvw/TzuLzyZGmyXiXMJSfYzjRETOZ3cSvn//fmRlZaFdu3bo27cvdDrlD0ZJkrB06dIaGyARVc1aQhrVRguNWqVIxAWA5GNX8P0fV3Hs0nXc184PBzJzsOO3S2Y7W9aGe0K1+PlsjjymLekXsev3y/I4XV0kHLt0XfGYjQfPK5Jw09KLtpQ1JCVrcby4uBgA8PLLL+Pdd9915hCJiBo8u2/MVKlUlZ9QklBWVllRMqoO3kxE1lSWkBpnt49cyMXmQxdRG/PbTdxUuFls25ldAEwbHI7IQF9sPHgen6edlY89EhWMz9IyUSZg9ovDZxOjEeDrIf+isT8jW1HjfNHYSIzpGlhj19TQVRbHhRBQqVQNNo4zlhJRbarVGzONJayIqG4w3RXTtM52xeT8k4nROHQuB4u2HUOJla3mq8PWBPw2vyY4dy0fCUlH4SIBM4fcIdcpV0nAZz+dlbe2Lyo14OnebZGdX4xRXVoDAPq/kyJvJvRhbDfFzpn6G0XI1OdzNtxG1uK48YfHtWvXHDwiIqLGp/JpbSKq84yb7gBQ1NmumJwfOpcDnZcG0weHQ+WEcv6nrt6Ul7uUCeC1Lb9jTNfyBNsggDKTXwxcVRIejgrGGw90RoCvh7xRkPFazuUUYNuUXpgxOBwCQELSUdy/5Dtk6vMdfl1ERETVUa0dMwFg27ZtSElJwdWrVzF79mwEBwcjLS0Nbdq0QfPmzWtyjERUCWu7YpruiGm6AU9FEsrXiTvDmr2ZFttN9/zan5EtJ+BAeXUX43XqvDTyshVbdtu0pDHf4Fkxjvv6+gIArl69yqUaRES1zO4kPD8/HyNGjMCuXbvk3TGffvppBAcHY9GiRQgKCsKiRYtqfKBEZJ2lXTH3Z2TLO2JW3IDHlCMTcLWk3HHT2nMXlwk5oY5qo4W7WoXCUgNcVRI+Ht/d4i8a1dlts7He4GktjhuT8MWLF2PZsmVOHCERUcNndxL+yiuv4KeffsKXX36JmJgYxWzJwIEDGbiJnMSYeJtuQW9MLAFgyc4/5OUpjuYiAX/vFoxgnSdaebtj9yk97rlNh5e//NXi7Lybi4STWTfw39STiAz0lZN1lUpCgK+H3M/aXwFsZW09fUNXWRwHgNTUVCeNjIio8bA7Cf/iiy/w2muvYdSoUWZ3zwcHByMz0/Kfl4mo9pjO6JpuxlNQUoblKScwuU87bJvSC0mHL+KdHcer3H5erZIgQaCkBu7DHtrJH3cF+2LBN7+jTEDxi8HUmPbyjp6mT1VaJvBu6kkA5Qm86Q2bFRPlin8FsMetzqTXV5XFcQA4e/ashUcREVFNsjsJv3LlCjp27GjxmEqlQkFBwS0Piohsl6nPx/KUE/KMbkmFWt+fp53F/w5ewLYpvfDP3m0xOMIfL64/hP2ns62es9QgMLSTP3w9XOWygdXh4eqCgR1a4rnPD8ptBSVlWLTtGJKOXERJmYBGrcKwSH/879BFuY9pQl4mALUKKDWgxhPlW51Jr68qi+MAUFhY6MDREBE1TnYn4a1bt0Z6ejr69u1rduzXX39FaGhojQyMiKpmOgNupJLKq42YMi61AICkwxfRrnkTi0m4m4sKxWV/baLjIgHtWzbF7xU2zwHKK5gYBFBmYasBNxcJLwwMw+AIfyxPOWF2/H+/XpD/X1RqUCTgljx0dzDuDGkmJ+Drfz5XY0nzrcyk11eVxXGgfFt7IiKqXXaXKBw9ejTmz5+PX375RW6TJAlnzpzB4sWLMXbs2BodIBFZZ7qmGShf+uFiofygRq1CoK8HBi5ORULSUXyy3/JygzFdW+OhbkHy52UCFhNwAHjw7iCLCTgAuRTh/oxs3HObzmIfewTrPOXNeGIWp+LFLw4hZnEqSxJWk7U4blxOOHLkSCeNjIio8bA7CZ87dy4CAgIQFRWFu+++G5IkIS4uDhEREWjRogWmT59eG+MkIgtMa4S7ukgI0npYXMc9/t5QnMspsHgTpKmLuYWY3KedTXXET165YfWYm4uEd3Ycx4tfHML0DemYPfSOqk8IYFxUEB6JClYEJrc/f6sw7v5pXM9eVGpA0uHKZ9DJMmtxvEePHgCAqVOnOnmEREQNn91JeNOmTbF792689tpr8PLyQtu2beHp6YkZM2bgu+++g4eHR9UnIaIaEazzxIex3eSbMT/8MQNqC9/VAgIns25U+Q3//R9X8cn+MzbVLdxXyZryO/y9FfW7fTzdsPShLlWe89SVm1h/4BwMKF8H/rdIfxiEQELSUcQsTsXeU/qqB0ZVshbHjck34zgRUe2ThLDy92SqU4zbSefm5nITDVJY//M5vPjFIavH1RLg4qKyWBHFRQJaebvjfG7N3oj3t87++ObwJZQaBNzVKiTGReHQuRy8kXQU9hRcMa2MUpG7WoXtU3s3uvXctakxxJnGcI1UDQYDkLkbCL4HUHEzcao+e2IM32lE9ZzpkhRLBGC1JGGZQI0k4C4qCbOH3oGhnfzhqgL+9+tFlP55d2iZwYDYD/cjwUoCHtzM+qyrtQQ8KlSLxLgouxLwTH0+1v98juvIicjcoU+AxKHAoU+dPRJqRKq1bf2aNWvwySef4MyZM2YlCSVJwsmTJ2tkcERUNeOSlI/3nsGO3y7JN0UalQnLFVNqiosETOwZipgOreDj6YYt6cp12iUGoMRgff77Yq71sqYqwGLivv90NuIS02ze4bLizpjGnUQbU1nCiizFccOfX6fIyEicPn3amcMjcpyyEiAlofz/KQlA54cAl2qlR0R2sftd9sYbb2DGjBno0KEDIiMjodFoamNcRGSjTH2+vEOmu1qFGYPD0MrbHS+uPyTXDL+VBPyOVk1xW3MvDOzQEtO+/NXirPrK1FP4aPcZLBzdSa7pbeSqAgAJJQZh8ZeBEgMQHarFXgtrzCs+U2SgDw6dywVQvtY86fBF/LN32yqvoeLOmI+t3oeSMtGotqo3ZS2Ol5SU4MyZM7j33nudPEIiBzqVCuSeK/9/7lngdAoym93T6PYPIMezOwl/7733MHnyZG5PT1RHmCaYhaUG6Lw0uDO4GaoqcOLuKqGwpOrs/I+sG/jvY3cDgMVzGifeC0rK8OL6Qyg1lN9U+dDdwWjqoUbijxlyVRZrvwwcyMwxS94tiQjwwZELefJSl8U7jmNwhL/ZD8lMfb7iB6jpzpgVdxQ1TeQrPq6hshbH8/LysHbtWqxYscJJIyNyguBoYMQKoKwYcHHD2SaRir+cNcZf1Mkx7E7CL126hFGjRtXGWIjICmvJYaY+H/obRXBXq1BYapB3lEw6fNFsWUpFtiTgQPnumW9sPYpgradZiUNXlQSVSkJRqQEu0l+7dZYaypfJ6Lw0VZZFBCBvEFTZjZiuKuDLA+fkBBwo/6VjecoJTO7TTn5dKi49Mf4ANe6MGejrgSc+3C/P6BsTeQCN5gcv4ziRCY0XcOcj8qf7fj6n+MvZ/ozsBhsLyLnsvjGza9euXPNtpxs3bmDKlCkICAiAu7s7unTpgs8++8zZw6J6wphUvvjFIdy/5Dv5xkJje0LSUQgAMwaH48PYbtifkY2c/JIaHcOW9It4N9X8+77EIHBPWx36hjW3WNUwqo0W7pZqJlphXL8OlNcH7xvWHI9EBWPG4HC8eH+4xYT+87Szitel4tIT406hxg1/otvq8HxMe/nxxkQ+6fBFi49riOpjHGccJUcxvdndOLEB8OZuqnl2z4S/8847ePTRR3HXXXeha9eutTGmBmf06NFIS0vDwoUL0b59e3zyySd4+OGHYTAYMG7cOGcPj+o4S0llsM5T0W6c1Y39cD8KSw3yBjeOkHzsisX2yEBfBOs8MTWmPRKSjlp9fMV14gZRvpxFkiQkH7siz0pfyCmQl5Jo1CoMuKOlfBOo6esS6KustlLxcwAYHOGPJTv/kF+/z9POQqNWmf1FoaGqj3GccZQcxXiz+9IdR+F7eS++WLYZWg9X7MrR4VGXXfgdAnh2A4JbNtwYQY5hdxIeFxcHvV6PqKgotGrVCjqdcktqSZJw6JD1msWNzTfffIMdO3bIPzAAoG/fvjhz5gxeeuklPPTQQ3BxsV5ejsh0PbNGrYL+RhEy9fmKdg9XF2Tq8+WZ4qqWophyV6sqLWNYXedyyitutPJ2t9rnoW5BGNWltWJ5CFC+nKXU8NdmP0mHL+KdHcfl5S5CCAzs0BLbf7uEkrLyWuTGpNn4vBXHYcq4POWNrUflRL6o1IAZg8Oh89I0+DXh1uK4sTrKvffei/T0dGcOUYFxlBwpU5+Px1ftRIr6KQSo/4xLBUCcSR2K8/+9F5jzu3MGSA2G3Um4TqeDn59fbYylQdq4cSO8vLwwduxYRXtcXBzGjRuHffv24Z577nHS6Kg+MCaMSYcvYvGO40hIOopF24/h4/Hd5fac/BK8951tywv6hzWHn7c72rfwwoHMHARrPRHeqile+OJgpTdGukgSyoSAhKo31NSoVQj09cB/U0/izW3HLPZxdZHktdw7pvbGp/szser7kyg1lD9eAuRZ6Wv5xYokvbhM4IUvDsnrw0sNBlz4M9nW3yiCRl2+OVFVM9o7f78s/9/NRbJ4k2dDZC2Ol5WV/2WgWbNmjh5SpRhHyZEeWLYNR9ye/LOyk2UBZRewZc8RDO3R0XEDowbH7iQ8JSWlFobRcB0+fBh33HEH1GrlS925c2f5OH94NEI3soAlnYFJu4HPHgHGbwMu/Wp1t7aKNzmWlAk8tnofPh7fHe/sOG7XLHbysStY/FAXvPjFQZT8+bDyBLvyx5X9ubmupW5qVfmB0j8PGv7coMfaTZmuLhI+Ht8dF3IKsDzlBO65TYfE3RkoNZQf+yguCgG+Hvh0fyYys/ORV6Bc4y4Bihs0Sw3Aox/shVpVvpykvFRjOCIDfRVrwk3tz8hWvG6Naetga3HcuNPb5s2bHTugKjCOkiNk6vPxTtJhfGsYX2kCDgCSBGi3TQR67HbM4KhBYjX6WqbX63HbbbeZtWu1Wvm4JUVFRSgqKpI/z8vLq50BUu0qLQaSXgJOHQSuHTQ//u87y/9963agrLC8TJbJXfqmotpoFeX1SsoEPt57xu5lJAYAz32uHIsxwa4OCcCDdwfhk/1n5bbKNuj5W+cAvHh/GC7kFODvq/YCKF+TLT+2TOBcTgEu5xUqbgZVS+VJvgqA2kUlV1QxMl3CYkz+jfXTLVU7sfR6sgpC3VTdOAowlpJtMvX5iFmcijewGE3VtsXUrFLGCro11dq2Pjs7G7Nnz8Y999yDsLAw3HvvvZg7dy6uXbtW0+NrECTJ+k1y1o4lJCTAx8dH/ggKCqqt4VFt+uhvwM+JlhNwU2V/bh2fkgCUlVrsEqzzxMfju8P1z5suPVxdEKy1/EPAjoIkt0wAWPfTWZuDSdKR8jXYH+89o2g3VkVxV6twIus6nl93UHHc+GNRpZLMEvCKjJUNKqt2Yun1DPT1aDTVDyzF8QULFjh7WFZVJ44CjKVkm/0Z2ZBK8zHCZZ/NjxmmTrMar4lsYfeP6vPnz+Ouu+7C/PnzkZubi+DgYOTk5OC1117DXXfdhQsXLtTGOOstnU5ncZYmO7s8ITDO5FQ0Y8YM5Obmyh9nz5612I/qsIJc4Owe+x7z525t1kS31WHX832waGwktk3phd7tm1vsV517LFUV8pjoUC3UNhZZKTVY3l7ekpIygaTDF7Hjt0uKdhdJQnSoFiVlBqxMPWW2PMa4+sR0GYqrhSowQzv5Y9uUXogM9FW0W6qSYvp6fhjbDU98uB8vfnEIMYtTG3Qibi2Ov/nmmwCAixcvOnmEStWNowBjKdkmqo0WT7t8jUp+nzPjAgAnv62tIVEjYHcSPnPmTBQUFGDfvn04cuQIduzYgSNHjmDfvn0oKCjAzJkza2Oc9VanTp3w+++/o7RU+duysfJARESExcdpNBp4e3srPqieSXrZ9r4u7kD3SeXLUYKiK+1qrHcdrPO0WPkDKL+xUWPndPikPm3l0oZuLhJua95EXuNdk4w/4ypWcCkxCOw9nV3l2nRT/7gv1KwO+a4/b7a0ViWlYq1f4+uZevyKvLSnqNSAT/dn2j6QesZaHN+1axcA4NVXX3XyCJWqG0cBxlKyTbDOE4PCq1Fy8PyB8tnwjB8AK0vwiKyxOwnfunUrXn/9dXTr1k3R3q1bN7z66qtISkqqscE1BKNGjcKNGzfw5ZdfKto/+ugjBAQEoHv37k4aGdW63tOAlp2r7qfRAbMvA4MTyteDa7xsfgrTTSVMPR/THh/FRcFSufDZQ+9A3zDzGfQdv2fJf9ZXSRIu5hZW+fyWzlOVyX3bms1SV4eri4RxUSHYPrU3hnbyl9sLSw3yzpimS02i2mgVGx/1fycFe0/+Nbuama2c+a74eUNiLY4ba4bv2LHDGcOyinGUHCFs5Mu45BZs34NSE4CvpwCJQ4FDn9bKuKjhsvvGzNzcXLRp08bisdDQUOTm5t7qmBqUwYMHIyYmBk8//TTy8vLQrl07fPrpp9i6dSvWrFnD2rYNme424Onva/UpjJtKPPrBXsUSlMhAX5zLKbA4q/zG1mMW11Qfu3Rd/n9hqQG5BcWVPrdaJeHaTet9XCQJfdr7YZfJZj73hOrw4v3h+K+F3Tcro4JyuYuxuorxJsqXB4Xj26NZ8k2Ygb4eiEtMQ0mZgKuLhA9juyFY54n1JttRGyvM7Hq+D4J1nngsOkSuGQ4Aj0WH2DXG+qSyOA7UvZsXGUfJIZq2ROmjXyPz/b4IVlW+Y+75sqbwc5egKckDDn1S3piSAHR+CHBhzQuyjd0z4aGhodiyZYvFY0lJSQgNDb3lQTU0GzZswGOPPYY5c+Zg0KBB2LdvHz799FM88ojlKhhE9jiXU2C2BvxcToFiJthUVTc1Gh3IrPwX6lKDwMFzlvtEBvog+cU+mNirraL9XwNut+m5K/L1dFV8/uLAMES3/WujMGMtdeNa+XM5BYpk27gUxVgRxchYEQUoXx/+2cRoPNQtCJ9NjFacv6GpLI4DQEhI3fsFhHGUHCEwuA1UE5KR5tUPF6BDgcHFLL6eN2ixVDxcnoADgCiPNVXd00NUUbV2zJw+fToMBgOeeOIJ+Pv74+LFi1izZg2WLVuGhQsX1sY46zUvLy8sXboUS5cudfZQqAGKaqOFm4ukWGPtqpIUM8EQQq4J7gi/Xyz/4XToXI6i/eO9ZxDg64HBEf5yfXONWoWJPUOxJf0S/Ju6Y/dpCzfg5SvrhFtazhKs81SUFzTdTdS4YY+xIspjq/ehpEyYbeYT3VbXoJNvI2txfPXq1QCAxx57zMkjNMc4So4SGNwGgS9uBFB+D8lXPxxAi7S34IYSFMMVi0ofxMP3hQMBkcClQ0BxPtCqE6BpWuU9PUSmJCHsKxAshMBTTz2FVatWKcpCCSHw5JNPYuXKlTU+SPprE43c3FzeWERm/pt6EglJR+XPH+oWpKi9/XTvtvjx5FX8amXmujYsGhuJk1k3FLW+Acg1uwHIa7eN9bztOfeYroGV9snU52N/RrbFLegrO2bvueqjyuK4EKJBxxnGUqqOvSf1ePSDfSg1CGjUKuyY2hvBmRuATZMr3d+BGh97YozdSbjRsWPH8O233yI7Oxs6nQ79+vVD+/btqzVgqhp/cBBgPRk03nBonPn9MLabvGOlsUqKLZv6uLlIKCsTKEN5+a1uoVrsPV352kjTx6okSd5q/sPYbvh47xnFOmujGYPDMTjCH/szsqG/UaT4BaIq7moVtk/tjWCdp0OS44qvbcVNf+qzinE8KioKXbt2bdBxhrGUqksRb3xdgX93AXLPAT5BwL8Oci04AbAvxlT7HRMWFoawsLDqPpyI7FRZMmhcE238AQH8tQ17SalBcVPj0E7+6BzoA7VKwmtbfpfbXSTg/8aXV5n4eO8ZbDtyyaYEXAVgcCd/PBYdggBfD+zPyIarSpKXfFjy9vZjWLzjuLzFfMXlNIrzS8DiB7vgUl55tZbBEf5yAu6I5Hh/RrbZpj8NJQmvGMfr2g2ZRHWJYsnbHzvLE3Dgr7Xg7QY4bWxUP1UrCS8rK8O6deuQnJwMvV4PnU6Hvn37YuzYsVCr+ZsgUW2oKhk0/QGx/udz8sy3aQKuUavw8qBwXMgpwEvrDynOXyaAT/adwZbDl1BmsP0PZAYAW9IvYtuRi1jzj2gE+nrgkff3VlrvuzzhLu9QWGqwWEpRPr8oryH+z95t5ZkowPrrUZ3Z8cr+wqC/UQR3tUqe4TddQ16fWYrj0dFcz0pkk+Do8mUoZcWAixvXglO12J0xX716FYMGDcKBAwegVqvlnczef/99LFq0CNu2bYOfn19tjJWoUTPWBK94s6G1vq4uktlMtMFgwH9TT2KtlY1o/vdr9XdKLDUAj7y/FyqVVOWGOxq1ChLKE3BL4zSlVknQ3yjC3pN6ee24h6sLFo7upOgX6OtRrdlxa48xbdeoVfISmoYwC15ZHAcAvV7PpRpEldF4cR043TK7SxROnToVx44dw9q1a1FQUICLFy+ioKAAa9aswR9//IGpU6fWxjiJGr2KZfgqSwaNVUAqzjCXGGA1Aa8JZQKVJtRG0+4Pw9SY9pgxOBxjK7nBUq0qX46SkHQUj63ep5j53n1KWUXlXE6Bxdnxqlh7jGl7UakBOi9Ng0jAAetxfNWqVQDKt3onIqLaZfdM+Ndff43XX38dDz/8sNzm4uKCcePGISsrC/PmzavJ8RGRiYpl+CoT3VaHdx7sguc+P1i7g6qGBUlHUWYQcFerYKjk3vCOAT449GdFF2O5RWNpwVFdWuN/By/IM9X6G0WIDPS1+a8FRtb+wmDPXx7qG2txfOzYsZgwYQK2bt3qxNERETUOdifhQgh07NjR4rGIiAhUs9gKEdWCEjvWdtekqFAt9ldyU6dxzXlhFRVbDlUsqSiEYlnItim98Mn+M/jgh9NISDoqV2U5l1Ng85rwije1WrvZtaHMggOVx3HjcSIiql12L0cZMGAAdu7cafHYjh070KdPn1sdExHVEONsriN5uLrgkahgqFXmd1u6SBKe6dsWf1ZNhFoF+f9G46KCEBVqedbZuOGQaUL8wQ+n5SUwBSVlOJdTgDFdA+1KmoN1nhYfY629vqssjgPAfffd58DREBE1TnbPhM+ePRujR49GWVkZxo0bh1atWuHSpUtYu3YtNmzYgA0bNiA7+68ZMK224fwJl6i+Mc7mvrH1qMV63Ubla6+tlwm01dA/SxXGJaah1CCgksqrmxjNHBKON7cdk7eBLjUArqry8ohlovz/6346h1KTB1W8cXPvn2vBjXXGTY+5ukgNatlIbbEWx407Zs6YMYNxnIioltm9WY9K9de0VcWd1iq2AeVlsOjWcYMJuhWZ+nwMeCcVxWXK5R8uEjCx121o5ulW5YY5xkS5Mhq1Cs/HtLd6rshAH/MlJiifIS+zEIpcJOCdB7vg5S9/NVu6olGr8FFclFwxxdh3xJ2tKx8kVRrHhRCK40DDiuOMpURUm2p1s545c+aYJdpEVPdZ+rYtE0C7Fk0R6OtR+WMBdGtT9e6ZRaUG/HouFxq1yuIOnb9fzIMKytrl5eOwnN2X/VkjfPvU3liecgKfp51VPNe5nAJ8GNtN3hho+oZ03BncrMEtH6lp1uJ4UVEREhIS8PLLL0Oj0ThhZEREjYfdSTirnxDVP/szsi0mxcaqHxVL+Un4a8dN/Pl/W7ev35J+0erNJsVlAn/r7G9zPXJ3tUq+KXJyn3bY9Mt5eUZcrZIQ6OuBczkFijXhDWlHy9piLY7n5eUhISEB06dP5ywxEVEts/vGTCKqf4yb95h6qFuQXG+84vFbrY1hmu6rJGWg2XrkEroE+lR5jnFRQdg+tbeiWsn2qb3xVO/b4OoiodQgEJeYhkBfD/nm04ZWSpCIiBquau0xf+nSJXz55Zc4c+YMCgsLFcckScLSpUtrZHBEVDOMm/cYl214uLpgcp92igTX9HhNkaC8MRMonw0/aGFdeMUbMO8KsVwW8Fp+iWLme+PB83aXJSTLcby4uBgA8PLLL+Pdd9915vCIiBo8u2/M3LZtG0aNGmWWfMsnlKQGdRNPXcGbiagmZOrzrda9ztTnm1VRUUlAZGsf/GIhaa64ZMVaW1VcVcDAjv4Y2KElpm9IlzffGXBHSzwWHYIAXw/sz8hGoK8HYj/cb7G2uD1b1DfEut/2qiyOG2/MbKhxnLGUiGqTPTHG7iS8c+fO8PLywsqVK3HHHXfA1dX1lgZLtuEPDqpNmfp83L/kO3mbdlP3hGqx22Q9+Oyhd6DUIPDmtmPypjtA+ZITtUt5mcPKKqkYZ7xdVRLG3h2ILw+cR1GpARq1CnH3tsH1glKs3Z8p9zfe5OmqkhSbD1WstLJobCTGdA206RptTdobKmtxvDHEmcZwjUTkPLVaHeXkyZPYsGEDOnfuXO0BElHdYJwZ1t8ospiAA1Ak4ADg4+kGAIoEHAACm3kg81pB+TEBsxrhQHnJwemDwrFw61GUlAl8nnZWTtaLSg1YmXoKFZauyzeUVtz9s0dbHY5fvmHztvL7M7Lla2zsN3AyjhMROZ/dSXh4eDjy8vJqYyxE5ECmM8PuapXVsoIVBfp64HKe+TIGYwJuFNayKX6/dF3RViYgJ+DGzyuq2GYcl7taBYMQKC4T0KhVGBcVgnFRIfLyEgBY//M5q0tNjLuH2pq0N2SM40REzmd3Ev7qq6/ilVdeQa9evdCyZcvaGBMROYDpzHBhqQEzBofj1NWbilrclpzLKUBaRtXlCn09LC9VK6liuYpGrcKbD3TG9t8uI0jrgT7tW8g3XRrHbZpoB+s8K11qYroOfNuUXlwTDsZxIqK6wO4kfOjQoThw4ADatm2LLl26mG1nLEkSNm3aVGMDJKLaUXFmeHCEPwDgfwcvyLPjU2Pao5W3O15cf0iuqhLo64EDVezXpVGr8HPmNflzCYBaBZQYym+ijLmjhdVa4c/HtMedwc3kmzQ/2n1GkVRbSp6tLTWxlJxXtm68sbAWx0tLSwEADz/8MLZs2eLMIRIRNXh2J+GJiYmYO3cuXFxccPr0aZw/f15xnLtpEtUPwTpPizPDpm1AeYL78fjuOJdTgEBfDzy+eh+K/5zGllB+Q2YZAFeVhEVjI1FiENDfKFJsXS9QnoA/1fs29GnfAk98uN/imDRqFQZH+Jsl1ctTTihKKlZkbakJ14FbZi2OGwzly5GOHDnizOERETUKdifh8fHxGD58OBITE9GsWbPaGBMR1TLTJRoVZ4aNSWrS4YtYvOM4Cv+sXPJ8THucyLouJ+DAn+UIJeCpXrcplo1cyFGuDzc6m12AQ+dyFGvPH4kKlp9zcIS//H9jUg0An6edxf8OXrBa0cTaLxRRbbRwV6tQ+Oea8sa8DtyUtThuvKv/119/deLoiIgaB7uT8MuXL+PZZ59lAk5UT1VVqs9SucKiUgMSko6aVS4Bytd2f/DDaXz4YwaKSg3wcHVB7D1tLD53kNbDrC1Y54l/9m5r1vZhbDe8s/M49v9ZnaXiTHbFmt/GD9PrSDp8EYY/q7DW3BZE9R/jOBGR89mdhN955504d+5cbYyFiBygqiUapscrKhOAWlW+Zbyp8monf+1iuer7k2aPdXORMC4qxGyWPDLQV/G5MXl+e/sxxay7u1oF/Y0iZOrzAaBav0hwOUo5xnEiIudT2fuAt99+G2+++SYOHjxYC8MhotpmXD8NwGKpPtPjGrUKfcOaK44P+fMGzsqYVjp8qvdtWDQ2Ev83vjv2Z2Tj0LkcRd+P956RE2tj8pyQdFSRgPcNaw4BICHpKO5f8h0+2X/G7BcJU5Z+kWjsZQlNMY4TETmf3TPhEydOxJUrV9C1a1f4+/tbrI5y6NChGhsgEdUsa+unLR0P9PXAoXM5+PGEHsVlBri5SNhy2HJVE0tcXST0ad8CAb4eGLg4FYWlBqhVElz/rJQCAFvSL2Ln75exY2pvq7Pwnm5qeR15QUkZ3v/+tHzM0lrvQF8PeWdO43p20/XmjZ21OG68MfPee+9Fenq6M4dIRNTg2Z2E63Q6+Pn51cZYiMhBKq6ftnQcgNmSDoMw3ynTGhepfJlK7If70aOtDoV/JtGlBgGVhV0xjb8UGJNn0/MEaz3/2r6+wvGpMe3NlqLEJaahpEzA1UXCR3FRiG6rs2nMjYW1OF5WVv615lpxIqLaZ3cSnpKSUgvDIKK6xtKsdKlBWFwTXpFpolxYakDysSuK4wZRXjfcdNlKbn4x9mdkY/qgcLy25Xe53UUl4d3Uk3BXqzBjcDgiA30Rl5hmVt/c0rhLygTOWanU0phZi+PG6iibN2927ICIiBohu5NwImocTGtvG3m4uuDD2G54dfMR/HbxutXH/uO+UHy0+4zVGzzd1SrE3RuKd1P/uoHTmHi7VijBUmySzOu8NIhuqzOrZW66Xb3pUhSuAyciorqqWkl4dnY2Fi9ejF27dkGv18PPzw8DBgzAlClT+GdMogai4tpwYw3wYJ0nRnRpjd8uHrX4OA9XF4yLCsG4qBB8sv8MVqaeko+NiwpCiK4JBkf440JOgSIJNzIuIykpE3BXqyAAufShMaE2LqcxrYLirlYh9t42SPwxQz7HwtGd5Js2uR5cyVIc79mzp7OHRUTUaNidhJ8/fx733nsvMjMzcccddyA4OBgXLlzAa6+9hv/7v//Djz/+iICAgNoYKxE5mLW144Mj/PHOjuMoKi2/WfOFgWGIDPSVd9U0zlK3a9FU8bi7QrSIaqPF/oxs6G8UWXxO42y7MekHyjcOupZfjKTDFxU3WJouPSksNSgS/pIygRfXH5JnxK1t9NMYWYvjb775JgDg4sWL8Pb2dvIoiYgaNruT8JkzZ6KgoAD79u1Dt27d5Pa0tDQMHz4cM2fORGJiYk2OkYgcrOJGOBUF6zzlaiamfUxnpl1dJEwfFK54nKtKko9r1Cp5N0tXFwmLxpRveV/xOTP1+fLOnQDwzo7j2DG1N4J1nhaXzMjPZbIunVvWK1mL48nJyejXrx9effVVrF271okjJCJq+OxOwrdu3YrXX39dEbgBoFu3bnj11Vcxe/bsGhscETmetR01K9uh0njsRNZ1xU2RC5KUS1a2/3ZZPl5UasCMweHQeWmsJvtA+Wx3ockdnKab7hiXzHy6PxOrvj+JUgPkkoQVb+Dk2vC/WIvjXbt2BQDs2LHDGcMiImpU7E7Cc3Nz0aZNG4vHQkNDkZube6tjIiInsrSjJmB9h0pLu1MalRmU67t3/HZJPqZRq2yq3R3VRivPmBsfVzGhTtydgVIDzEoSVlYPvTGrLI4D5VVSiIiodtmdhIeGhmLLli2IiYkxO5aUlITQ0NAaGRgROYfpEg/jDHJlW91Xts296fpu/Y0iJJjMjD9fob63NcE6T2yf2htJf24SVDFxr6wkYVX10BuryuI4AISEhDh4REREjY/dSXhcXBymT58Og8GAJ554Av7+/rh48SLWrFmDZcuWYeHChbUxTiJyEGs7alZMzI0srcs23aUSAM7lFKCVt7vieSIDfe0a0z97t7V4zNIvDVQ5a3F89erVAIDHHnvMySMkImr4JCGEbdvf/UkIgaeeegqrVq2CJEmK9ieffBIrV66s8UHSX5to5ObmsmoBOUVlN2saj5mWMgTKq5oYb6p0VUkoMdnkZ8bgcKuJdXXHVrGUIllWWRwXQjToOMNYSkS1yZ4YY3cSbnTs2DEkJydDr9dDp9OhX79+aN++fbUGTFXjDw6qTypbJ25Uk0l4xedkSULbVIzjUVFR6Nq1a4OOM4ylRFSb7Ikxquo+SVhYGJ566im88soreOqpp+psAp6SkgJJkix+7N2716z/gQMHMGDAAHh5ecHX1xejR4/GqVOnLJwZWLZsGcLDw6HRaBAaGor4+HiUlJSY9cvKykJsbCz8/Pzg6emJHj16YNeuXTV+rUR1haV14m4uKhg3wzTelFlbz2l6QylZVzGOt2vXztlDIiJqNGxKwq9du4YHHngAmzdvttpn8+bNeOCBB6DX62tscDVpwYIF2LNnj+IjIiJC0efo0aPo06cPiouLsW7dOqxevRrHjx9Hz549ceXKFUXf+fPn47nnnsPo0aOxbds2TJo0CQsWLMDkyZMV/YqKitC/f3/s2rULS5cuxaZNm9CyZUsMGjQIqamptX7dRM4Q1UYLV5Vy+/kygwFlAlCrgI/iomp8ltq4NhwA14ZbYEsc37p1K4Dy3TSJiKh22XRj5vvvv49Dhw5h0KBBVvsMGjQIzz//PJYvX445c+bU2ABryu23347o6OhK+8yZMwcajQabN2+W/4TQtWtX3H777Vi0aBHeeOMNAIBer8frr7+OiRMnYsGCBQCAPn36oKSkBLNmzcKUKVPQoUMHAMAHH3yAw4cPY/fu3ejRowcAoG/fvoiMjMS0adOwb9++2rpkIqcyWWoMlQT8uW8OSg3AoXM5chnBmmLthlIqZ0scHzBgAABg1apVmD9/vqOGRkTUKNk0E/7ZZ59h4sSJUKut5+xqtRoTJ07E//73vxobnCOVlpbKs/mma3hCQkLQt29fbNy4UW7bunUrCgsLERcXpzhHXFwchBD46quv5LaNGzciLCxMTsCB8tfq0Ucfxf79+3H+/PnauygiJ9mfkY3isr9uNzFU686TymXq87H+53PI1OfLbcE6T4zpGsgE3AJb4zgAfPPNN44aFhFRo2VTEn78+HHcfffdVfa76667cPz48VseVG2YPHky1Go1vL29cf/99+OHH35QHD958iQKCgrQuXNns8d27twZJ06cQGFhIQDg8OHDAIBOnTop+vn7+8PPz08+buxr7ZwAcOTIEYvjLSoqQl5enuKDqK6xlAgDQKCvh9XHuNuxHtza+Y03Yb74xSHcv+Q7s+NkztY4DpTHQyIiql02LUcpLS2Fq6trlf1cXV0t3pjoTD4+PnjuuefQp08f6HQ6nDhxAm+99Rb69OmDLVu24P777wcAeS27Vmu+jlSr1UIIgWvXrsHf3x96vR4ajQZNmjSx2Nd0Xbxer7d6TtPnrSghIQHx8fH2XzCRg1RWjcR0wxwjd7UKU/+sHW7LTHVl569s8yCyzNY4DqDOxXEioobIpplwf39//Pbbb1X2O3LkCFq1anXLg7KmskonFT8OHjwIALjzzjuxZMkSjBw5Ej179kRcXBx2794Nf39/TJs2zew5TGvmVnbM1n729jWaMWMGcnNz5Y+zZ89aPQeRM1RWjcT0Jkl3tQozBodj+9Te+GfvtjYny7aenzdh2sbWOA4ALVq0qOXREBGRTTPhvXv3xooVK/CPf/zD6kxKSUkJ3n33XfTt27dGB2gqLCwMq1atsqlvcHCw1WO+vr4YNmwYVq5ciYKCAnh4eECnK79JzNLMdHZ2NiRJgq+vLwBAp9OhsLAQ+fn58PT0NOvbtWtX+XOdTmf1nIDlmXcA0Gg00Gg0lV8kkRNVtlNlTdwkaev5A3095ASds+HW2RrHAaBXr16OHBoRUaNkUxI+depU3H333Rg1ahTee+89BAQEKI5fuHABEydOxLFjx7B27dpaGShQPpMzYcKEGjmXcY8i40x027Zt4eHhgfT0dLO+6enpaNeuHdzdy7fdNq4FT09PR/fu3eV+ly5dwtWrVxWlDzt16mT1nADMyiQS1RdVJdrBOs9bSoqrSrSN/9aVDXoq21G0LrAljhtvNp80aZIzhkhE1KjYlIR37twZy5cvx6RJkxAaGoquXbsiNDQUAHD69Gn8/PPPMBgMePfdd81uVqyLrl27hs2bN6NLly5yYq1WqzF8+HBs2LABb775Jpo2bQoAyMzMRHJyMqZOnSo/ftCgQXB3d0diYqIiCU9MTIQkSRg5cqTcNmrUKEyaNAn79u2T+5aWlmLNmjXo3r272Q9CovrkVhNtW84PKBPtD2O7yVvT15W14fVht05b4zgAdOzY0ZlDJSJqFGxKwgFg4sSJiIiIwIIFC5CcnCzvNunp6YlBgwZhxowZVdbhdoZx48YhODgYd999N/z8/PDHH3/g7bffxuXLl5GYmKjoGx8fj27dumHYsGGYPn06CgsLMWfOHPj5+eGFF16Q+2m1WsyaNQuzZ8+GVqvFwIEDkZaWhnnz5mHChAlyjXAAGD9+PJYvX46xY8di4cKFaNGiBVasWIFjx45h586djnoZiOqtion2Y6v3oaRMyAm5tSUrzhxjXb1RtKo4/q9//UuuFV7bvv32W6xZswa7d+/G2bNn4evri7vvvhtz5sxRLOkzOnDgAKZNm4a9e/dCrVajX79+WLRoEW677TaHjJeIqKZJwrguww4GgwFXr14FAPj5+UGlsun+TqdYuHAhPv/8c5w+fRo3btyAVqvFfffdhxkzZqBbt25m/X/++We8/PLL2LNnjyLQt23b1qzvv//9byxfvhwZGRlo1aoV4uLi8Morr5itt7x8+TKmTZuGzZs3Iz8/H126dMFrr71m1w+7vLw8+Pj4IDc3V1HHnKihM51ldnWRUGJSf3zR2Eh5RtyZy0Dqw0x4RZbiuCPjzNixY6HX6zF27Fh06NABV65cwdtvv42ffvoJ27ZtQ79+/eS+R48eRVRUFLp06aKYILl27RoOHjyI5s2b2/y8jKVEVJvsiTHVSsLJ8fiDgxqzTH0+kg5fxLX8YiT+mIHCUkOdS3br+ppwWzgyzmRlZZlVYblx4wbatWuHiIgIxV8KH3zwQSQnJ+PkyZPyuM6cOYPbb78dU6dOlXcztgVjKRHVJntijM3LUYiInGnJzj9QUFIGzZ8lD22tN+4otb0+vqGxVAbRy8sLHTp0UJRkNe5m/Pjjj1vdzdieJJyIqK6ou+tIiKjRsbZDpuma66JSA3ReGia8DVBubi4OHDiguDHUnt2MLeHuw0RUVzEJJ6I6obKt6Lk5T+MwefJk3Lx5E6+88orcZutuxtYkJCTAx8dH/ggKCqr5gRMRVQOTcCKqEyrbIdNYM3zR2Mg6tQ6cylVnN+OKZs+ejbVr12Lx4sUWq6NUZ+dhgLsPE1HdxTXhRFQnVLZDJsA113XZre5mHB8fj9dffx3z58/HM888ozhmz27GlnD3YSKqq5iEE1GdUBNb3ZNz3MpuxvHx8Zg3bx7mzZuHmTNnmh23ZzdjIqL6hMtRiKjOCNZ5YkzXQCbgjcRrr72GefPmYdasWZg7d67FPqa7GV+/fl1uN+5mPHr0aEcNl4ioRnEmnIiIHO7tt9/GnDlzMGjQIAwdOlTevdPIdAdmW3czJiKqT5iEExGRw3399dcAgK1bt2Lr1q1mx033kQsPD0dKSgpefvlljBkzRrGbsT27ZRIR1SVMwomIyOFSUlLs6t+1a1fFLppERPUd14QTERERETkYk3AiIiIiIgdjEk5ERERE5GBMwomIiIiIHIxJOBERERGRgzEJJyIiIiJyMCbhREREREQOxiSciIiIiMjBmIQTERERETkYk3AiIiIiIgdjEk5ERERE5GBMwomIiIiIHIxJOBERERGRgzEJJyIiIiJyMCbhREREREQOxiSciIiIiMjBmIQTERERETkYk3AiIiIiIgdjEk5ERERE5GBMwomIiIiIHIxJOBERERGRgzEJJyIiIiJyMCbhREREREQOxiSciIiIiMjBmIQTERERETkYk3AiIiIiIgdjEk5ERERE5GBMwomIiIiIHKxeJuHXr1/HtGnTMHDgQDRv3hySJGHevHlW+x84cAADBgyAl5cXfH19MXr0aJw6dcpi32XLliE8PBwajQahoaGIj49HSUmJWb+srCzExsbCz88Pnp6e6NGjB3bt2mXxnDt37kSPHj3g6ekJPz8/xMbGIisrq1rXTkRERET1X71MwvV6Pd577z0UFRVh5MiRlfY9evQo+vTpg+LiYqxbtw6rV6/G8ePH0bNnT1y5ckXRd/78+XjuuecwevRobNu2DZMmTcKCBQswefJkRb+ioiL0798fu3btwtKlS7Fp0ya0bNkSgwYNQmpqqqJvamoqBg8ejJYtW2LTpk1YunQpdu7cif79+6OoqKhGXg8iIiIiqmdEPWQwGITBYBBCCHHlyhUBQMydO9di37Fjxwo/Pz+Rm5srt2VkZAhXV1cxbdo0ue3q1avC3d1dPPnkk4rHz58/X0iSJI4cOSK3LV++XAAQu3fvlttKSkpEhw4dRFRUlOLx3bp1Ex06dBAlJSVy248//igAiBUrVth8zbm5uQKA4jqIiGpSY4gzjeEaich57Ikx9XImXJIkSJJUZb/S0lJs3rwZDzzwALy9veX2kJAQ9O3bFxs3bpTbtm7disLCQsTFxSnOERcXByEEvvrqK7lt48aNCAsLQ48ePeQ2tVqNRx99FPv378f58+cBAOfPn0daWhoee+wxqNVque8999yD9u3bK56fiIiIiBqPepmE2+rkyZMoKChA586dzY517twZJ06cQGFhIQDg8OHDAIBOnTop+vn7+8PPz08+buxr7ZwAcOTIEcU5rfU1PWdFRUVFyMvLU3wQERERUcPQoJNwvV4PANBqtWbHtFothBC4du2a3Fej0aBJkyYW+xrPZexr7Zymz1vV85ues6KEhAT4+PjIH0FBQVb7EhEREVH94vQkPCUlRV5eUtXHwYMHq/UclS1dMT1ma7+a6lvZOWbMmIHc3Fz54+zZs1b7EhEREVH9oq66S+0KCwvDqlWrbOobHBxs17l1Oh0AWJxxzs7OhiRJ8PX1lfsWFhYiPz8fnp6eZn27du2qOK+1cwJ/zXxX9fyWZsiNNBoNNBpNZZdHRERERPWU05Nwf39/TJgwoVbO3bZtW3h4eCA9Pd3sWHp6Otq1awd3d3cAf60FT09PR/fu3eV+ly5dwtWrVxERESG3derUyeo5Ach9jf+mp6djyJAhZn1Nz0lEREREjYfTl6PUJrVajeHDh2PDhg24fv263J6ZmYnk5GSMHj1abhs0aBDc3d2RmJioOEdiYiIkSVLUIx81ahSOHj2Kffv2yW2lpaVYs2YNunfvjoCAAABA69atERUVhTVr1qCsrEzuu3fvXhw7dkzx/ERERETUeDh9Jry6kpKScPPmTTm5/u2337B+/XoAwJAhQ+QlJfHx8ejWrRuGDRuG6dOno7CwEHPmzIGfnx9eeOEF+XxarRazZs3C7NmzodVqMXDgQKSlpWHevHmYMGECOnToIPcdP348li9fjrFjx2LhwoVo0aIFVqxYgWPHjmHnzp2Kcb7xxhuIiYnB2LFjMWnSJGRlZWH69OmIiIgwK4dIRERERI1ErVctryUhISECgMWP06dPK/r+9NNPon///sLT01N4e3uLkSNHihMnTlg879KlS0X79u2Fm5ubCA4OFnPnzhXFxcVm/S5duiQef/xxodVqhbu7u4iOjhY7duyweM7t27eL6Oho4e7uLrRarXj88cfF5cuX7bpebjBBRLWtMcSZxnCNROQ89sQYSQghnPULANkuLy8PPj4+yM3NVWw8RERUUxpDnGkM10hEzmNPjGnQa8KJiIiIiOoiJuFERERERA7GJJyIiIiIyMGYhBMRERERORiTcCIiIiIiB2MSTkRERETkYEzCiYiIiIgcjEk4EREREZGDMQknIiKne//99yFJEry8vCweP3DgAAYMGAAvLy/4+vpi9OjROHXqlINHSURUc5iEExGRU50/fx4vvvgiAgICLB4/evQo+vTpg+LiYqxbtw6rV6/G8ePH0bNnT1y5csXBoyUiqhlMwomIyKmeeuop9OrVCzExMRaPz5kzBxqNBps3b8aQIUMwevRobNmyBVeuXMGiRYscPFoioprBJJyIiJxmzZo1SE1NxYoVKyweLy0txebNm/HAAw/A29tbbg8JCUHfvn2xceNGRw2ViKhGMQknIiKnyMrKwpQpU7Bw4UIEBgZa7HPy5EkUFBSgc+fOZsc6d+6MEydOoLCw0OpzFBUVIS8vT/FBRFQXMAknIiKnmDRpEsLCwvD0009b7aPX6wEAWq3W7JhWq4UQAteuXbP6+ISEBPj4+MgfQUFBtz5wIqIawCSciIhuSUpKCiRJsunj4MGDAIAvv/wSX3/9NVatWgVJkqp8jsr6VHZsxowZyM3NlT/Onj1r9/UREdUGtbMHQERE9VtYWBhWrVplU9/g4GDcuHEDkydPxrPPPouAgADk5OQAAIqLiwEAOTk5cHV1RZMmTaDT6QD8NSNuKjs7G5IkwdfX1+rzaTQaaDQa+y6IiMgBmIQTEdEt8ff3x4QJE2zun5GRgcuXL+Ptt9/G22+/bXa8WbNmGDFiBL766iu0bdsWHh4eSE9PN+uXnp6Odu3awd3d/ZbGT0TkDEzCiYjIoVq1aoXk5GSz9oULFyI1NRVJSUnw8/MDAKjVagwfPhwbNmzAm2++iaZNmwIAMjMzkZycjKlTpzp07ERENYVJOBEROZS7uzv69Olj1p6YmAgXFxezY/Hx8ejWrRuGDRuG6dOno7CwEHPmzIGfnx9eeOEFxwyaiKiG8cZMIiKq08LDw5GSkgJXV1eMGTMGsbGxaNeuHb777js0b97c2cMjIqoWSQghnD0IqlpeXh58fHyQm5ur2LCCiKimNIY40xiukYicx54Yw5lwIiIiIiIHYxJORERERORgTMKJiIiIiByMSTgRERERkYMxCSciIiIicjAm4UREREREDsYknIiIiIjIwZiEExERERE5GJNwIiIiIiIHYxJORERERORgTMKJiIiIiByMSTgRERERkYMxCSciIiIicjAm4UREREREDsYknIiIiIjIwZiEExERERE5GJNwIiIiIiIHq5dJ+PXr1zFt2jQMHDgQzZs3hyRJmDdvnsW+sbGxkCTJ7CM8PNxi/2XLliE8PBwajQahoaGIj49HSUmJWb+srCzExsbCz88Pnp6e6NGjB3bt2mXxnDt37kSPHj3g6ekJPz8/xMbGIisrq9rXT0RERET1W71MwvV6Pd577z0UFRVh5MiRVfb38PDAnj17FB+ff/65Wb/58+fjueeew+jRo7Ft2zZMmjQJCxYswOTJkxX9ioqK0L9/f+zatQtLly7Fpk2b0LJlSwwaNAipqamKvqmpqRg8eDBatmyJTZs2YenSpdi5cyf69++PoqKiW3odiIiIiKh+Ujt7ANUREhKCa9euQZIkXL16Fe+//36l/VUqFaKjoyvto9fr8frrr2PixIlYsGABAKBPnz4oKSnBrFmzMGXKFHTo0AEA8MEHH+Dw4cPYvXs3evToAQDo27cvIiMjMW3aNOzbt08+70svvYT27dtj/fr1UKvLX+7Q0FDce++9WL16NZ5++ulqvw5EREREVD/Vy5lw45KSmrR161YUFhYiLi5O0R4XFwchBL766iu5bePGjQgLC5MTcABQq9V49NFHsX//fpw/fx4AcP78eaSlpeGxxx6TE3AAuOeee9C+fXts3LixRq+BiIiIiOqHepmE26ugoACtWrWCi4sLAgMD8cwzzyA7O1vR5/DhwwCATp06Kdr9/f3h5+cnHzf27dy5s9nzGNuOHDmiOKe1vqbnJCIiIqLGo14uR7FHZGQkIiMjERERAaB8jfbixYuxa9cupKWlwcvLC0D5chSNRoMmTZqYnUOr1UKv18uf6/V6aLVai/2Mx03/tdbX9JwVFRUVKdaM5+bmAgDy8vIqv2AiomoyxhchhJNHUnuM18ZYSkS1wZ446vQkPCUlBX379rWp7y+//IIuXbrYdf6pU6cqPo+JicGdd96JMWPGYNWqVYrjlS1xqXisJvpWdo6EhATEx8ebtQcFBVl9DBFRTbh+/Tp8fHycPYxacf36dQCMpURUu2yJo05PwsPCwrBq1Sqb+gYHB9fIc44aNQpNmjTB3r175TadTofCwkLk5+fD09NT0T87Oxtdu3ZV9LU0i21c4mKc+dbpdABgta+lGXKjGTNm4Pnnn5c/NxgMyM7Ohk6nq/H18LUtLy8PQUFBOHv2LLy9vZ09nEaDr7tz1OfXXQiB69evIyAgwNlDqTUBAQE4e/YsmjZt6pBYWp/fD7bg9dV/Df0aHX199sRRpyfh/v7+mDBhgsOfVwgBleqvJfHGteDp6eno3r273H7p0iVcvXpVXs5i7Juenm52TmObsa/x3/T0dAwZMsSsr+k5K9JoNNBoNIo2X19fWy6tzvL29m6Q3+B1HV9356ivr3tDnQE3UqlUCAwMdPjz1tf3g614ffVfQ79GR16frXG0UdyYWdH69euRn5+vKFs4aNAguLu7IzExUdE3MTERkiQp6pGPGjUKR48eVZQiLC0txZo1a9C9e3f5t5/WrVsjKioKa9asQVlZmdx37969OHbsGEaPHl07F0hEREREdZrTZ8KrKykpCTdv3pTX9/32229Yv349AGDIkCHw9PTEmTNnMG7cOPz9739Hu3btIEkSUlNTsWTJEnTs2FExA6/VajFr1izMnj0bWq0WAwcORFpaGubNm4cJEybINcIBYPz48Vi+fDnGjh2LhQsXokWLFlixYgWOHTuGnTt3Ksb5xhtvICYmBmPHjsWkSZOQlZWF6dOnIyIiwqwcIhERERE1EqKeCgkJEQAsfpw+fVoIIUR2drYYNWqUaNOmjfDw8BBubm7i9ttvF9OmTRM5OTkWz7t06VLRvn174ebmJoKDg8XcuXNFcXGxWb9Lly6Jxx9/XGi1WuHu7i6io6PFjh07LJ5z+/btIjo6Wri7uwutVisef/xxcfny5Rp7Leq6wsJCMXfuXFFYWOjsoTQqfN2dg687mWro7wdeX/3X0K+xLl+fJEQDrkVFRERERFQHNco14UREREREzsQknIiIiIjIwZiEExERERE5GJNwqtT169cxbdo0DBw4EM2bN4ckSZg3b57V/gcOHMCAAQPg5eUFX19fjB49GqdOnbLYd9myZQgPD4dGo0FoaCji4+NRUlJi1i8rKwuxsbHw8/ODp6cnevTogV27dlk8586dO9GjRw94enrCz88PsbGxyMrKqta111c3btzAlClTEBAQAHd3d3Tp0gWfffaZs4dVp9jzvuZ7mmrC+++/D0mS4OXlZfG4Pe+zuuDbb7/F+PHjER4ejiZNmqB169YYMWIEfv75Z4v969v1NZQ4as/Xqb59jayp7Hutzl2js+8Mpbrt9OnTwsfHR/Tq1UtMmDBBABBz58612Pf3338XTZs2FT179hRbtmwRX375pejYsaMICAgQWVlZir6vv/66kCRJzJgxQyQnJ4s333xTuLm5iYkTJyr6FRYWioiICBEYGCjWrFkjtm/fLkaMGCHUarVISUlR9E1JSRFqtVqMGDFCbN++XaxZs0a0bt1aRERE1Mm7omtLTEyM8PX1FStXrhTffvut/HVbu3ats4dWZ9j6vuZ7mmrCuXPnhI+PjwgICBBNmjQxO27P+6yuGDNmjOjbt69YsWKFSElJEV988YWIjo4WarVa7Nq1S9G3Pl5fQ4mjtn6d6uPXyJLKvtfq4jUyCadKGQwGYTAYhBBCXLlypdIkfOzYscLPz0/k5ubKbRkZGcLV1VVMmzZNbrt69apwd3cXTz75pOLx8+fPF5IkiSNHjshty5cvFwDE7t275baSkhLRoUMHERUVpXh8t27dRIcOHURJSYnc9uOPPwoAYsWKFfZffD20ZcsWAUB88sknivaYmBgREBAgSktLnTSyusXW9zXf01QThg0bJoYPHy6eeOIJi0m4re+zusRSmd3r16+Lli1biv79+yva69v1NaQ4auvXqb59jayp7HutLl4jk3CyWWXJSklJifDw8BD//Oc/zY4NHDhQ3H777fLna9asEQDEnj17FP0uXLggAIj58+fLbQMGDBBhYWFm51ywYIEAIM6dOyeEKP/tF4BISEgw69u+fXsRExNj83XWZxMmTBBeXl6KpE0IIT755BMBQPz4449OGlndZe19zfc01YSPP/5YNG3aVJw9e9ZiYmDP+6w+6Nu3r2jfvr38eX28vsYQR02/TvXxa2RJZd9rdfUauSacasTJkydRUFCAzp07mx3r3LkzTpw4gcLCQgDA4cOHAQCdOnVS9PP394efn5983NjX2jkB4MiRI4pzWutres6G7PDhw7jjjjugVis3wzW+Lo3ldagJfE/TrcrKysKUKVOwcOFCBAYGWuxjz/usrsvNzcWBAwfQsWNHua0+Xl9Dj6MVv0718WtUUVXfa3X1GpmEU43Q6/UAAK1Wa3ZMq9VCCIFr167JfTUaDZo0aWKxr/Fcxr7Wzmn6vFU9v+k5GzJbXy+qGt/TdKsmTZqEsLAwPP3001b72PM+q+smT56Mmzdv4pVXXpHb6uP1NfQ4WvHrVB+/RhVV9b1WV6+RSXgjkpKSAkmSbPo4ePBgtZ5DkiSbjtnar6b6VnaOhsae14uqxvc0VSd2fvnll/j666+xatUqm75Wzvy+rYmfDbNnz8batWuxePFidO3a1a5rqIvv5fo2XltV9nWqr9dsz/daXbtGddVdqKEICwvDqlWrbOobHBxs17l1Oh0AyzME2dnZkCQJvr6+ct/CwkLk5+fD09PTrK9pYNDpdFbPCfz1W21Vz2/pt9+GyNbXi6rG9zQZ2Rs7b9y4gcmTJ+PZZ59FQEAAcnJyAADFxcUAgJycHLi6uqJJkyZ2vc9qy63+bIiPj8frr7+O+fPn45lnnlEcqwvXZ6+GGketfZ3q49fIyNbvtbp6jUzCGxF/f39MmDChVs7dtm1beHh4ID093exYeno62rVrB3d3dwB/rZtNT09H9+7d5X6XLl3C1atXERERIbd16tTJ6jkByH2N/6anp2PIkCFmfU3P2ZB16tQJn376KUpLSxXrGSu+XlQ1vqfJyN7YmZGRgcuXL+Ptt9/G22+/bXa8WbNmGDFiBL766iu73me15VZ+NsTHx2PevHmYN28eZs6caXa8LlyfvRpiHK3s61Qfv0ZGV69etel7bf369XXzGp1yOyjVS1WVKHzwwQdFixYtRF5entx25swZ4ebmJl5++WW5Ta/XC3d3d/HUU08pHp+QkGBWzm3FihUCgNi7d6/cVlJSIjp27Ci6d++ueHxUVJSIiIhQlI/as2ePACDefffdal1zffPNN98IAOKzzz5TtA8aNKjeldZylMre13xPU3UUFBSI5ORks4/7779fuLu7i+TkZJGeni73t/V9Vte8+uqrAoCYNWtWpf3q2/U1tDhqy9epvn2NjOz5XquL18gknKr0zTffiC+++EKsXr1aABBjx44VX3zxhfjiiy/EzZs35X6///678PLyEr169RLffPON2LBhg4iIiKh0Y5OZM2eKlJQU8dZbbwmNRmNxY5OOHTuKoKAgsXbtWrFjxw4xatQoixubJCcnC7VaLUaNGiV27Ngh1q5dK4KCghrdxiYxMTGiWbNm4r333hPffvutmDhxogAg1qxZ4+yh1Sm2vK/5nqaaZK1OuD3vs7pi0aJFAoAYNGiQ2LNnj9mHqfp4fQ0ljtr6daqPX6PKWPpeq4vXyCScqhQSEiIAWPw4ffq0ou9PP/0k+vfvLzw9PYW3t7cYOXKkOHHihMXzLl26VLRv3164ubmJ4OBgMXfuXFFcXGzW79KlS+Lxxx8XWq1WuLu7i+joaLFjxw6L59y+fbuIjo4W7u7uQqvViscff9ziZgUN2fXr18W//vUv0apVK+Hm5iY6d+4sPv30U2cPq86x9X3N9zTVFGtJuBD2vc/qgt69e1v9/rH0R/b6dn0NJY7a83Wqb1+jylj7Xqtr1ygJIURtLXUhIiIiIiJzLFFIRERERORgTMKJiIiIiByMSTgRERERkYMxCSciIiIicjAm4UREREREDsYknIiIiIjIwZiEExERERE5GJNwIiIiIiIHYxJO9Kdff/0VcXFxCA0Nhbu7O7y8vHDXXXfhzTffRHZ2trOHV+/t3r0b8+bNQ05Ojk39z507hylTpqB3797w9fWFJElITEys1TES0a1hHK1djKMNC5NwIgCrVq1C165dkZaWhpdeeglbt27Fxo0bMXbsWKxcuRL/+Mc/nD3Eem/37t2Ij4+3+YfHiRMnsHbtWri5uWHIkCG1OzgiumWMo7WPcbRhUTt7AETOtmfPHjz99NOIiYnBV199BY1GIx+LiYnBCy+8gK1btzpxhI1Tr169cOXKFQDATz/9hE8//dTJIyIiaxhH6ybG0bqNM+HU6C1YsACSJOG9995T/OAwcnNzw9/+9jf5c4PBgDfffBPh4eHQaDRo0aIFHn/8cZw7d07xuD59+iAiIgJ79uzBPffcAw8PD7Rp0wYffvghAGDLli2466674OnpiU6dOpn9gJo3bx4kScIvv/yC0aNHw9vbGz4+Pnj00UfloFrdMaWlpaFnz57w9PTEbbfdhoULF8JgMCj65uXl4cUXX0RoaCjc3NzQunVrTJkyBTdv3lT0kyQJzzzzDD7++GPccccd8PT0RGRkJDZv3qy4lpdeegkAEBoaCkmSIEkSUlJSrH5dVCqGJ6L6gnGUcZSqQRA1YqWlpcLT01N0797d5sc8+eSTAoB45plnxNatW8XKlStF8+bNRVBQkLhy5Yrcr3fv3kKn04mwsDDxwQcfiG3btolhw4YJACI+Pl506tRJfPrpp+Kbb74R0dHRQqPRiPPnz8uPnzt3rgAgQkJCxEsvvSS2bdsm3nnnHdGkSRNx5513iuLi4mqP6fbbbxcrV64UO3bsEJMmTRIAxEcffST3u3nzpujSpYvw8/MT77zzjti5c6dYunSp8PHxEf369RMGg0HuC0C0adNGREVFiXXr1olvvvlG9OnTR6jVanHy5EkhhBBnz54Vzz77rAAgNmzYIPbs2SP27NkjcnNzbXrN09LSBADx4Ycf2vx1IiLHYBxlHKXqYRJOjdqlS5cEAPH3v//dpv6///67ACAmTZqkaN+3b58AIGbOnCm39e7dWwAQP/30k9ym1+uFi4uL8PDwUPygOHjwoAAg/v3vf8ttxh8eU6dOVTzX2rVrBQCxZs2aao9p3759ir4dOnQQ999/v/x5QkKCUKlUIi0tTdFv/fr1AoD45ptv5DYAomXLliIvL09uu3TpklCpVCIhIUFue+uttwQAcfr0aWEv/vAgqrsYR8sxjpK9+HcKIjskJycDAGJjYxXtUVFRuOOOO7Br1y5Fu7+/P7p27Sp/rtVq0aJFC3Tp0gUBAQFy+x133AEAOHPmjNlzPvLII4rPH3zwQajVanks9o6pVatWiIqKUrR17txZ8dybN29GREQEunTpgtLSUvnj/vvvt/jnz759+6Jp06by5y1btkSLFi0sXg8RNW6Mo4yjVI43ZlKj5ufnB09PT5w+fdqm/nq9HkD5D4WKAgICzIKlVqs16+fm5mbW7ubmBgAoLCw069+qVSvF52q1GjqdTh6LvWPS6XRm/TQaDQoKCuTPL1++jBMnTsDV1dWsLwBcvXrV7nMSUcPEOFqOcZTsxSScGjUXFxf0798fSUlJOHfuHAIDAyvtbwySFy9eNOt74cIF+Pn51fgYL126hNatW8ufl5aWQq/Xy2OpjTH5+fnBw8MDq1evtnqciAhgHLWGcZSqwuUo1OjNmDEDQghMnDgRxcXFZsdLSkrw9ddfAwD69esHAFizZo2iT1paGn7//Xf079+/xse3du1axefr1q1DaWkp+vTpU2tjGjZsGE6ePAmdToe7777b7KNNmzZ2n9NYMYGzOkQND+OoOcZRqgpnwqnR69GjB959911MmjQJXbt2xdNPP42OHTuipKQEv/zyC9577z1ERERg+PDhCAsLw5NPPolly5ZBpVJh8ODByMjIwOzZsxEUFISpU6fW+Pg2bNgAtVqNmJgYHDlyBLNnz0ZkZCQefPBBAKiVMU2ZMgVffvklevXqhalTp6Jz584wGAzIzMzE9u3b8cILL6B79+52nbNTp04AgKVLl+KJJ56Aq6srwsLCFGsgK1q/fj0A4NSpUwDK69x6eXkBAMaMGWP3dRFR7WAcNcc4SlVy9p2hRHXFwYMHxRNPPCGCg4OFm5ubXMJqzpw5IisrS+5XVlYm3njjDdG+fXvh6uoq/Pz8xKOPPirOnj2rOF/v3r1Fx44dzZ4nJCREDB061KwdgJg8ebL8ufGu/p9//lkMHz5ceHl5iaZNm4qHH35YXL58WfHYWx3TE088IUJCQhRtN27cELNmzRJhYWHCzc1N+Pj4iE6dOompU6eKS5cuWR236XU+8cQTirYZM2aIgIAAoVKpBACRnJxs9riKr4m1DyKqexhHQxRtjKNUGUkIIRyZ9BORbebNm4f4+HhcuXKFaweJiKqBcZTqMq4JJyIiIiJyMCbhREREREQOxuUoREREREQOxplwIiIiIiIHYxJORERERORgTMKJiIiIiByMSTgRERERkYMxCSciIiIicjAm4UREREREDsYknIiIiIjIwZiEExERERE52P8DeQI6hO2o1uQAAAAASUVORK5CYII=", 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7duXI90LrEGOKVmeJiFwMCvqIlFAFBX2Sk5NdX+rya8mTJTo6Ote0li1bGsC4ubmZBQsW5JofExPj+pXWZrOZ7du350qTdROTdVOZmJiYK83AgQNd6wkODjYDBgwwGRkZOdJkZGSYNm3aGMhsLZHXr6P79+/P80Yqy+HDh12/wg0aNCjPNNm/1AQGBuYZHNq+fbsr8BMREWFSU1PzXWd+5syZ41pPly5d8szjww8/dKW55ZZb8swn+y+DF6IwQZ+EhARTo0YN12eV15fdiRMnugIYc+fOzTOfmJgYU79+fQOY9u3b55r/8MMPu8oyceLEXPMzMjJcN+yFCfpA5q++2b8EZud0Ol1f5Bo3bmxOnjyZZ7p58+a5vnhn/4JnjHH98l+5cuV8f1U3Jvd5tnfvXlcZ8wrqZC9jTExMrukFBX22bt3qKm+DBg3y3P7s29SqVatc889uVfbiiy/mWbbu3bu7giRRUVH5bkdBihL0cXd3zzNNdHS0K5DQqFGjPNeT/bioXLlynq0XlixZ4vqC1qJFi1zzLzTok9c2FeT55583gPH19c23lYAxxpw5cybPFk4XI+hz9pfgjRs3mu+++y5HK7+bb74537x69+5tABMZGZnjS3t2mzZtcn2RHjVqVK752Y/P/K5bUVFRruBRRESEOXToUIHrqVChQq56JPvnmBVEcTqdea7v0KFDrvXdc889+bbkefbZZ11159kBhMJwOp1m9+7dBaYZPXq0K5h1dmspY4rv/O7fv78rjy+//DLX/Li4uFwt8y5U06ZNXfcV2cXGxhovLy8DmMceeyzf5bNa8+TVYifLuYLqWYqjDjGm8HWWiMjFoqCPSAlVUNDnyJEjrnmzZ88uUr5r1651LVtQ8/yVK1e60j300EO55me/icmvdU32bfDx8ckzAGWMyfGr7m+//Vak7cny1ltvGcAEBATkedOe/UtNXgGHLK+++qor3fTp04tcjhtuuMH15TWvLyFZunbt6rrZPnr0aK75Fzvo43Q6zeHDh82sWbNMnTp1XGnyCiKmpaWZ8uXLn/Nm2xhj5s6d68or+xeX5ORkExgYaCDzUb78vlgdP37cdWNfmKDPL7/8km9ZsrfSOddxldU6q127djmmd+vWzQCmX79+BS5/tl9//fWCjumCvpRkb0WyevXqfPMYNmyYK926detyzMt+bjZv3jzfz2P+/Pnnfa3JUpSgT0GtI0aOHOlKl711SJbsx8WMGTPyzSf7/jt7v1zqoM99991nANO0adMC0+XnYgR9CnrVqlXLfPzxx/k+Yrdt27ZCHy8jRoxwBWzOVpigT/Zr9VdffZXvel588cV8r+nZP8egoCATFxeXbz5PPPGEq7zJycn5pktPT3f9CPHcc8/lm+5CZGRkmNDQ0Hzrs+I4v48ePWrc3NwMYHr37p1vWbLfU1xo0Cf744PvvfdervlZPySVLVs21w9IWYoz6FMcdYgxha+zREQuFnXkLHIFCgkJwcPDA4DPPvuswM5Nz5a948V7770333Tt2rWjbt26uZY5W+PGjV3pzpY1zCpAt27dCA4OzjePLPv27ct3XVni4uLYv38/v//+O9u3b2f79u34+PjkmJcfy7K455578p0/ZMgQV6eKRe2kMiMjw9VBZLdu3YiMjMw37X333edaJqujzYste4eoNpuNyMhI+vXrx86dOwkMDGT8+PG8/vrruZZbt26dq4PmW265pcB1XHfdda6/s3eKvXHjRmJjYwG4++678+24smzZslx//fWF2p7IyEiuvfbafOfPnj0byOwMNPuxWFC5169fn6NDzvLlywPwyy+/sHfv3kKVK/tyQJ4dz16IrOOyXr16tGnTJt90WcdY9mXycscdd+T7eTRv3tz1d2HOzQuVNUrPucpS0DlepkwZ+vbtm+/8oUOHuv6+WB3RFlbWcbJjxw7WrVtX5OXHjh2LyfwBz9VJ7MX0559/MmXKFFatWpXn/KxzzsfHh169ehWYV9Y5d/To0XN2Hp+XrM8uKCiIAQMG5Jtu2LBhuZbJS58+ffD39893fta29enTBy8vr3zT2e122rZtC1AsAwM4nU6OHj3Krl27XPXdH3/8QcWKFQH47bffClz+fM/vpUuXuq6FQ4YMyTf/Vq1aUb9+/UJty7lkdcLs7u6eZ10zaNAgAE6cOMHPP/9cLOssSHHUIdmdq84SEblYFPQRuQJ5enpy6623AjBjxgxq1KjBiBEjmDt3ruuLdX62b98OgIeHB02bNi0wbevWrQHYvXs3aWlpeaapVatWvssHBQUVOV1+o3gdPHiQf//731SpUoXAwECqVatGgwYNaNiwIQ0bNuT+++93pT17xLDsqlatSmhoaL7zw8LCXKN3ZO2rwtq3bx9JSUnAP/suP9nnF3U9F0PHjh0ZPnx4nl8ONmzY4Pq7bdu2eY5GlPXy8/NzpT1+/Ljr7+zbmP2LRl5atGhRqDKf6yY8q9y7du0qsMyWZfGvf/0LgLS0tByj2dx9990AREdH06BBA2677TY++eQT9uzZU+C6q1at6rq5f/PNN6lfvz6jR49myZIlrmPkfKSmprJ7927g3MdY06ZNXcMWF3SM1alTJ9952QO1BY2wV1yKoyxNmzbFbrfnO79JkyauoPnlPvduv/123N3dSU1NpV27dvTp04f333+f33///bKN1pUVRMp6ORwOTpw4wXfffUfjxo1ZtWoVXbt2dY22l13WOZeUlITdbi/wnOvdu7druezXisLK+uyyH+d5KVu2bKGu6QVdT2JjY13n/AcffHDO68mMGTOA89suyPwMPv/8czp16oSfnx8VKlSgTp06rvquYcOGbNmyBSi4voPzP6e2bdvm+rtly5YFrqNVq1YFzi8Mp9PpGpnrhhtuICQkJFea7NOzRvi6mIqjDsnuXHWWiMjFoqCPyBXq3XffpU+fPkBmQOT111+nV69ehISE0KpVKyZOnEhcXFyu5bJuRoKDgwv8YgRQrlw5IPMG9PTp03mmyWphkxebzVbkdHn9QjZv3jzq1avHu+++6xrKvCDJycn5zgsPDz/n8mXLlgUo8lDV2dNn5ZGfrH17Pus5X1OmTGHbtm1s27aN9evXM336dHr06AFk/qLZrVu3PIdRzmtI8cLIHtzIfvyc6zMICwsrVP5lypQpcH5xlLtLly68++67eHt7k5KSwjfffMPQoUOpWbMmFStW5IEHHsj3l/avvvrK9Yv/jh07GD9+PF26dCEoKIgOHTrw/vvvn3PY67Nl34/nOsbc3d1dX5AKOsYu5NwsbsVRlnMdX3a73fVl91Kde/mpU6cOX331FWXKlCEjI4M5c+bw4IMP0qBBA8LDw7nrrrtYsWLFZS2jzWYjPDyc/v37s3LlSmrVqkVqaiqDBw/OVS8UxzlXWFmf3bnOA/jnelvQ513Q9eRSbldKSgq9evXirrvuYtmyZQXWZ1BwfQfnf04V5ZpdmM/gXBYuXMjRo0eBf1r0nC17C6DZs2fneY9TnIr7cz9XnSUicrEU/I1PREqsgIAAfvjhB9atW8f06dNZunQpv/32Gw6Hg/Xr17N+/Xpef/11vv/+e9cXz+zya+6d3eX6pTm76Oho7rjjDpKSkvDz8+PJJ5/k+uuvp3r16gQGBrp+sV+yZAldunQBCi73pdruwqznUqtatSoNGjRwvW/RogUDBw7k6aef5rXXXmPjxo08/fTTvP322zmWy/5lYNmyZXn+ApuXwgTYLoSbm1uB87PK3a5dO95///1C5xsREZHj/fDhwxk4cCBffvklCxcu5NdffyU2NpYjR47wwQcf8OGHH/Lss8/y4osv5liuQoUKrFq1isWLFzNz5kyWL1/Ojh07SE9P55dffuGXX35h4sSJzJ07t8CWcPm5Us7hS+1K2y8DBgyga9eufPPNNyxYsIAVK1Zw8uRJTp06xeeff87nn3/OPffcw5QpU3J8Sb8c/Pz8ePDBB3nssceIi4tjxowZOR4jzDrnqlatyg8//FDofKtWrXreZSquz7ug60n2a+Cjjz5a4KPR2WXVT0UxYcIE5s2bB0CHDh0YPnw4zZo1o1y5cnh7e7uOgeuuu44VK1ZctGM5e77n2sfFUYbsLXfO9RgxZAa7vv3220J/FuejuOqQLOeqs0RELhYFfUSucK1atXI1rY6Pj2fZsmV88sknzJo1i6ioKAYMGMDevXvx9vYG/mnOHR0dTUZGRoGtfU6cOAFk3vBdrl+ovv32W86cOQPAzJkz6datW57p8muJdLasbSpI1q97+fVBlJ/s6c/VrD/7/KKup7hNmDCB+fPns3XrViZNmsRDDz1E7dq1XfOzB3k8PDxyBI4KK/vxExUVVWCQ4+TJk0XOPy8hISGcOHGCkydPnleZswsPD+fRRx/l0Ucfxel0smXLFmbOnMmkSZM4c+YMEyZMoGXLlnn2JdOlSxdXQDI6OppFixbx4YcfsmTJEvbu3cutt97K5s2bC1WO7PvxXMdYRkZGjpZ9V4tzneMZGRmu68XZ+yV7UMXpdOabR2Ji4gWUMLfAwEDuv/9+12OqO3bs4IcffuCdd97h6NGjTJs2jaZNm/LII48U63rPR/bHhbI/AgT/XCtOnDhBnTp1ztma9EIEBwdz7NixQj1ClXVMnO95kP0amJSUdMHXk/wYY/j4448BaN++PUuWLMk30FfYOu98Zd9XJ06cKLCPuvNtEZMlPj6e77//vsjLffrppxc16FOcdYiIyOWkx7tEShF/f3/69OnDzJkzefjhhwE4duwYK1eudKXJunFJS0s75xfNrI5Fa9aseV6/WBaH33//Hci8Ac0v4AM5+50pyP79+4mOjs53/smTJzlw4ABAkW/yqlWr5mpKv3bt2gLTZu+09XLfTNrtdl566SUg85fNMWPG5Jifve+n8+08M3tHn+f6rAr7WZ5LVrn//PPPQj0WWFg2m41mzZrx4osvsnjxYtf06dOnn3PZkJAQbr31VhYvXsyNN94IwJYtW1z99JyLp6cnNWvWBM59jG3evJn09HTg8h9jl9KWLVsK7Nz+t99+c/VRdvZ+yd6Rb0Ffqnft2lVgGS60pV+9evUYOXIka9aswdfXFyjc8XUpZN+3WcdXlqxzLikpiV9//fWiliPrs8t+nOclKirKdf6f73kQFhZGhQoVgMzOoC9W65qYmBhXEOuWW27JN+CTkJBwzmPwQjVs2ND19/r16wtMe6755/Ltt9+6Hol64YUX+Oqrrwp83XXXXQCsWLHCVV8XRWHPz4tVh4iIXGoK+oiUUlktCyBnR49du3Z1/T158uR8l1+9ejU7duzItcyllvUFIzU1Nd9f3pOSkgrdqaMxpsC0U6dOdd3QF3W77XY7HTp0ADL7JyhoRJqsX3Pd3Nzo2LFjkdZzMfTq1cvVwfK3336b4wtF+/btXb/6vv/+++fVj0KLFi0IDAwEMkecy+9L04kTJ1iwYEGR889LVlAF4LXXXiuWPM/WrFkzV+ubc3Woerb8ztFzyToud+zYwZo1a/JNl3WMZV/mahATE8OPP/6Y7/wpU6a4/j57v2R/zKig4OOXX35ZYBmyj+6UmppaYNqCREZGulrFFfX4uliyf8E/u/VH9pZuF+ucy5L12Z05c4bvvvsu33STJ08+72t6dlnXk3379rk6ai5u2QNqBfUHNHny5AIDXcWhU6dOrseRskbVysuGDRsuuEP0rDq5TJkyjBw5kttuu63A14gRI4DM+vyzzz4r8vqyzs9znZuXog4REbkUFPQRuQLt27fPNTR4frK3yMj+RaZVq1aukTg+/vhjFi5cmGvZ2NhY/u///g/IbNXw4IMPFkexz0tWq4bExMQ8b7QdDgfDhg1zdQBZGOPHj8/zV9I//viDCRMmAJlDKRc07HN+hg8fDmT+Aj506NA8Rz2bMmWK6/MZMGBAjuG9L6dRo0YBmY+1ZLX8gcwb5CeffBLIfKTotttuK/Dxlvj4eN59990c07y8vFwjYW3atIn//Oc/uZZzOp383//9X5E7N87PgAEDqFu3LgD/+9//CgxyQubIPmcHC7755psCO0rdsGGDq0VI9vNsy5YtrtF18mKMcQ0fbVmWa3ShwnjwwQddLQDuv//+PEfs+/nnn13bm/2cv1o8/vjjeT7mtXz5cj788EMgcxS5s/dLgwYNXAHOd999N88vhV999VWBQQYgxzm9d+/efNN9//33rsdX83L48GF27twJ5N3vzdixY12jB02dOrXAMhWHgwcP8t5777ne9+zZM8f8li1b0r17dwDmzp2bq9Xg2Q4cOMBXX311XmUZMmSIq2XlE088kWeQ/bfffnNdyypUqMBNN910XusCeOqpp/D09ATggQceOGeLxLlz57J169YirSMsLMw1muXXX3+dZ/2xfv1617X6YspeB/7www95tjRLSEjIMXLm+Th48CC//PILkBk0LGgktiwNGjRwPYJ8PkGfrPNz3759BbbaKo46RESkJFDQR+QKdOjQITp27Ej9+vUZNWoU33//vavz5pkzZ3LrrbcyadIkILN58tlDO3/44Yd4eHjgcDjo1asXTzzxBMuWLWPDhg189NFHNGvWzNVXw5NPPnlZHw255ZZbXDfagwcP5tlnn2XJkiVs2LCBadOm0bp1a7766ivatWtXqPxq1qyJ0+mkTZs2vPLKK6xZs4Y1a9bwyiuv0LZtW9cX6Hfeeee8Hmnr1asXAwcOBDIfA2jdujWff/45GzduZNGiRQwbNoxhw4YBmY+s5RX8uFz69u3ratL/5Zdfsn//fte8ESNGuFqmZI2m9vLLL7Ns2TK2bNnCihUr+Pjjjxk0aBDly5dn7NixufIfO3asaxSdJ598kkGDBrFgwQI2bdrE9OnTufbaa5k9e3aO4X8v5DEZNzc3vvnmG/z8/DDGMGzYMHr06MGnn37K2rVr2bRpE/Pnz+fll1+mXbt2NGzYMFcw9emnnyYiIoLBgwczZcoUVq5cyebNm1m0aBFjx47l+uuvd60re4e2W7ZsoWnTprRq1Yrx48fz008/sXHjRtasWcNXX33F9ddf7/py0Ldv3yIF/ho2bMgTTzwBZPap0qxZMz788EPWr1/P8uXLefLJJ+nduzcOhwMPDw8++OCD896HV6LGjRtz5MgRmjdvzqRJk1i/fj0rV67k2WefpUePHq6+zLKukdnZ7XbXl9jt27fTuXNnZs+ezebNm5k3bx5Dhw5l0KBBeXaOn90111zj+vuxxx7jl19+Yffu3ezZs4c9e/a4WnS89dZbVKhQgVtuuYX333+f5cuXs2XLFpYuXcrrr79Ou3btXEHHSxV83759e47X1q1bWbp0KS+88ALNmzd3tTi68847adKkSa7lP/nkE9fx/MILL9CmTRs+/PBDVq9e7Tp3/vOf/9C9e3dq1KhxzgBafsLCwnj99dcBOHr0KC1atODNN99k7dq1rFq1ihdeeIH27duTkJCAZVl8+OGHhQoo5Kdq1aquznxjYmJo164dw4YN4/vvv2fTpk2sW7eOmTNnMnLkSGrUqEGvXr04dOhQkdZhs9m48847gcxryLXXXsvXX3/Nhg0bWLx4MU888QTXXXcdXl5e59X5e1G98cYbrkce77jjDoYPH87SpUvZuHEjn3zyCc2bN2fz5s20aNHivNfx6aefugIvAwYMKPRyWWl3797N6tWri7TOrPMzKiqKxx9/nI0bN7rOzeyPcRVHHSIiUiIYESmRli5dagADmDFjxuQ7r6BX3bp1zf79+/PMf8GCBSYgIKDA5YcPH24cDkeey1euXNkA5p577ilwO/Lbhuz279/vSvfJJ5/kmj9lyhRjs9nyLeett95qFi1a5Hq/dOnSXHl06NDBAKZDhw5mzpw5xsfHJ8+8bDabmThxYoHbdC7JycmmX79+Be7biIgIs3nz5nzzKOz+PZcxY8YUuF/O9vXXX7vS33///TnmJSUlmbvvvrtQx17VqlXzzH/Lli0mLCws3+UGDx5sJk+e7Hp//PjxXHkUdd/89ttvpmbNmoUq97hx4/JcV0EvLy8vM23atBzLffLJJ4VaX/v27U10dHSuMmc/XvPicDjMQw89VGDegYGBZsGCBXkun/0acq7jojDncEHOdQxmn1+Qc5U5+3Hx0UcfGbvdnud+8fDwMF999VW+60lMTDRt2rTJd7926NDBbNu2rcBrljHG3HLLLfnmkXVdzvqcC3q5ubmZl1566Zz7Nr9yFEZhynH2NTclJSXf/A4cOGBatmxZqLyGDBmSa/miHJ8TJkwosH7w9PTMdX5mOVfdk5evv/76nHUnZNYlS5YsKVSe2Z05c8Y0adIk33yDg4PN8uXLC7xGFOf5vXTpUuPv759vecaMGVPoczgvWdfmgICAAo+ps23atMm1zgceeMA1/Z577jGAqVy5cr7LxsfHm2rVquW5PXktdyF1iDHFV5+LiJwvtfQRuQJde+21rF69mhdeeIHOnTtTo0YN/P39cXd3p2zZsnTv3p0PPviALVu25PvYSPfu3dmzZw/PPvssTZo0ISAgAE9PTypVqsSdd97JihUrePfddy/7EMGQ2Yx/xYoV3HTTTYSFheHu7k758uXp0aMH33zzDV9//XWRhkLt1asXGzZsYMiQIVSuXBkPDw/Cw8MZMGAAK1eudLWiOF9eXl7MnDmTH374gf79+xMREYGHhwdlypShdevWvPzyy+zatSvPX8kvt4EDB7pG55k6dSp//fWXa563tzfTpk1jw4YNPPjgg9SvX5/AwEDsdjtBQUE0adKEe++9lxkzZvDHH3/kmX/jxo3ZsWMHTzzxBDVr1sTT05PQ0FA6derEl19+ySeffJKjz6CsfoAuRKNGjdixYwfTpk3jpptuIjIyEi8vLzw8PChfvjwdO3Zk1KhRbNy4kdGjR+dY9pdffuHjjz/m1ltvpWHDhoSFhWG32wkICKBZs2Y89dRT7Nixw/XoWpY77riDpUuX8uyzz3LttddStWpVfHx88PDwoGLFitx44418+eWXLF++/LxGFLLZbEyaNIlffvmFO++8k0qVKuHp6UlAQABNmjTh2WefZffu3a5Hba42w4YNY8WKFdxyyy2u869ChQrcfffdbN68mdtuuy3fZX18fFiyZAkTJkygYcOGeHt7ExAQQMuWLXn33XdZvHgxfn5+5yzD559/zmuvvUarVq0IDAzM81o6ffp0vvjiCwYPHkyTJk0oV64cdrsdPz8/GjRowEMPPcTmzZt55plnLmh/XAjLsvD396devXrce++9LF++nK+//trVAjMvlStXZu3atcyaNYvbbrvNdfy7u7sTFhbGNddcwxNPPMHy5cvP+cjMuTz77LNs3ryZ++67j+rVq+Pt7Y2vry9169blkUceYefOnbnOzwtx6623cuDAAV555RU6duxIeHg47u7u+Pj4UK1aNfr06cN//vMfDhw4QKdOnYqcf2BgIL/++ivjx4+nYcOGeHl54efnR926dXnyySf57bffuO6664pte86lY8eO/P777zz44IOu+rJs2bL06tWL+fPn59mqs7BWr17t6sS+d+/eBR5TZ2vatCnVqlUDMh/DzetRuPz4+fmxatUqHnnkEerWret6TDA/F1KHiIiUBJYxF2kIAhGREqRjx44sX76cDh06sGzZsstdHCnAsGHDmDx5MhUrViywM2yR7KpUqcLBgwe55557Lkn/NiIiIiJXgsv/E76IiMjfkpOTmT17NgBt2rS5zKUREREREbmyKegjIiKXzN69e/MdLcXhcPDggw+6Ooq95557LmXRRERERERKHfvlLoCIiFw9xo8fz7p167jtttto3bo14eHhJCcns3XrVj766CM2bdoEQJcuXejVq9dlLq2IiIiIyJVNQR8REbmk/vjjD8aMGZPv/Hbt2vHNN99c0HDtIiIiIiKioI+IiFxCzzzzDLVq1WLhwoUcPHiQkydPkp6eTkhICC1atODWW2/ltttuKxGjxomIiIiIXOk0epeIiIiIiIiISCmkn1JFREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1ERERERC6hKlWqUKVKlctdjFwsy6Jjx46XuxgiIlKMFPQRkQvicDj46KOP6NChA8HBwbi7uxMeHk6jRo0YNmwYP/zww+UuooiISA6WZRXpNXXq1Mtd5BJJ9wAiIiWf/XIXQESuXA6Hg969ezN//nyCgoLo1asXFStWJCYmhj179vDZZ5+xc+dObrzxxstdVBEREZcxY8bkmvbWW28RGxvLI488QlBQUI55TZo0Kdb1L168uFjzuxx0DyAicmVQ0EdEzttXX33F/Pnzady4McuXLycwMDDH/NOnT7Nx48bLVDoREZG8jR07Nte0qVOnEhsby6OPPnrRH72qXr36Rc3/UtA9gIjIlUGPd4nIefv1118BGDx4cK6bPYAyZcrQtWvXHNNSUlJ4+eWXadiwIT4+PgQEBHDttdfy9ddf51p+2bJlWJaV58055N0nwtSpU11N8X/66Seuu+46AgICsCzLlcbhcPD+++/Trl07AgMD8fb2pkaNGgwbNozdu3fnyC8jI4P33nuPNm3aEBAQgI+PD02bNuXdd9/F6XQWZjeJiMgVbPDgwViWxb59+3jrrbdo2LAh3t7err5v0tLSePfdd+nZsyeVK1fG09OTMmXK0KVLF3766ac88zxX/bV06VI6duyIv78/AQEB9OzZk99//z3PvJKSknj55Zdp0qQJvr6++Pn50bZtW7766qs806elpTF+/HiqV6+Op6cnVatWZdSoUaSmphZpv5zPPQDoPkBE5FJTSx8ROW9hYWEA/Pnnn4VKn5aWRvfu3VmxYgX16tVj+PDhJCUl8e2333L77bezefNmXn311WIp27fffsv8+fPp2bMnDzzwAPv373eVoVevXixatIjIyEjuvPNO/P39OXDgALNmzaJ9+/bUrFkTgPT0dPr06cOCBQuoU6cOd9xxB15eXixdupR///vfrFmzhs8//7xYyisiIiXbww8/zMqVK+nVqxc9e/bEzc0NgJiYGB555BGuueYaunXrRlhYGMeOHWP27Nn07t2bDz74gPvvv7/Q65kzZw6zZ8/mhhtu4IEHHmDHjh3MnTuX9evXs2PHDlfdC3DmzBk6d+7M5s2bad68OUOHDsXpdLJgwQLuuOMOfv/9d1588UVXemMMt9xyC7Nnz6Z69er861//Ii0tjSlTprB169Yi7Y+i3gOA7gNERC4LIyJynrZs2WLc3d2NZVnmzjvvNNOnTzf79u3LN/2ECRMMYHr37m3S09Nd048fP24iIyMNYFasWOGavnTpUgOYMWPG5Jlf5cqVTeXKlXNM++STTwxgLMsy8+bNy7XMM888YwDTp08fk5KSkmNeSkqKiYqKcr0fM2aMAcwjjzxiMjIyXNMzMjLM0KFDDWBmzZqV7/aKiMiVo3LlygYw+/fvzzH9nnvuMYCJiIjIs45LSUkxhw8fzjU9JibG1K1b15QpU8YkJSXlWld+9Zebm5tZtGhRjnkjR440gHnllVfyLNvEiRNzTE9OTjbXX3+9sSzLbNq0yTX9iy++MIBp06aNSU5Odk2Pjo421apVM4Dp0KFDrm3JS1HvAYzRfYCIyOWgoI+IXJBvv/3WlC9f3gCuV0hIiOnfv7/56aefcqStXr26sSzL7Nq1K1c+H374oQHMkCFDXNMu5Gavb9++udJnZGSYwMBA4+3tbY4cOVLgdjkcDhMSEmLKly+f40Yvy+nTp41lWebmm28uMB8REbkynCvo8+abbxY5z4kTJxrALF++PNe68qu/Bg0alCufffv2GcAMGDDANe3UqVPGzc3NtGzZMs91b9myxQDmySefdE3r2rWrAcySJUtypc9af2GDPsYU7R7AGN0HiIhcDnq8S0QuyM0330zfvn1ZunQpK1euZPPmzaxcuZKZM2cyc+ZMhg4dyscff0xCQgJ79+6lYsWK1KpVK1c+Wc/9b9q0qVjK1bp161zTdu7cSWxsLK1btyYiIqLA5f/880+io6OpWbMm48ePzzONt7c3O3fuLJbyiohIyZZXvZLl999/5/XXX+eXX37h2LFjpKSk5Jh/5MiRQq+nRYsWuaZFRkYCmZ0jZ1m/fj0OhwPIu2Pq9PR0gBz11KZNm7DZbLRv3z5X+qw+ioqisPcAlmURHx+v+wARkctAQR8RuWDu7u50796d7t27A5kdJH733XcMHTqUKVOmcOONN9K8eXMAypUrl2ce5cuXByA2NrZYypTXes6cOQNAhQoVzrl8dHQ0ALt372bcuHH5pktISDi/AoqIyBUlv/przZo1dO7cmYyMDLp06cKNN95IQEAANpuNLVu2MHv27CJ1kpxXp8h2e+Yte1aQB/6pp9avX8/69evzzS97PRUbG0twcDDu7u650uW3fedSmHuAvn37uup33QeIiFxaGr1LRIqdm5sbt9xyC4899hgAixcvdt3EHj9+PM9ljh07BuS82bXZMi9RGRkZeS5T0I1h9lE6sgQFBQGF+8U1qxz9+vXDZD4Km+crq2NIEREp3fKqVwBefPFFkpOT+fnnn5k3bx5vvfUWL7zwAmPHji2wddCFyqqnHnvssQLrqaVLl+ZYJiYmxtUKKLv86ueiyuseIHt5dR8gInJpKegjIheNv78/kDlaiL+/P9WrV+fIkSO5hkMFXDelzZo1c00rU6YMAIcPH86Vfs+ePa5f7AqrTp06BAUFsXXrVtfN5bnSrlmzJs+bYxEREcisj4KDg/N8PGr58uUXbb2tWrXCZrOxYsWKQi/TrFkznE4nK1euzDVv2bJlxVi6nPcAWe91HyAicukp6CMi5+2rr75i4cKFOJ3OXPOOHz/ORx99BMB1110HwNChQzHG8NRTT+Voon7q1CnX8/JDhw51Ta9Tpw4BAQHMnj2bqKgo1/Tk5GQefvjhIpfXzc2Nhx56iOTkZB566CHS0tJyzE9LS+PkyZNAZlP6f//73xw7doyHH36Y5OTkXPkdO3aMHTt2FLkcIiJSelSpUoWYmJhcQ55PnjyZBQsWXLT1hoeHc+edd7JhwwbGjx+fZ2uYvXv35miJMmTIEACee+65HP0OxcTE5BjavTCKeg8Aug8QEbkc1KePiJy3tWvX8vbbb1OuXDnat29P1apVAdi/fz8//fQTycnJ9O3bl5tvvhmAJ598knnz5jF79mwaN25Mz549SUpK4ttvvyUqKooRI0bk6FzS3d2dxx9/nLFjx9K0aVP69etHRkYGCxcuJCIi4pydMOZlzJgxrF27lu+//55atWrRq1cv/P39OXz4MD///DOvv/46gwcPBuD555/nt99+4/333+fHH3+kc+fOVKhQgaioKHbv3s2vv/7KhAkTqFev3oXvTBERuSI9+uijLFiwgPbt23PLLbcQGBjIhg0bWLlyJTfffDMzZsy4aOt+99132b17N6NHj+azzz6jffv2lC1blqNHj/LHH3+wfv16vvrqK1f9fPvtt/PNN9/www8/0KBBA/r27Ut6ejozZsygZcuW7N27t9DrLuo9AOg+QETksrhk44SJSKlz6NAh8+6775qbbrrJ1KpVy/j7+xt3d3dTrlw5c8MNN5jPPvvMOByOHMskJyebCRMmmPr16xsvLy/j5+dn2rVrZ7788ss81+F0Os2rr75qqlWrZtzd3U1kZKR56qmnTGJiYoFDtX7yySf5ljs9Pd288847pmXLlsbX19f4+PiYGjVqmPvuu8/s3r071/o//fRT07lzZ1OmTBnj7u5uIiIiTLt27cyECRPMoUOHzmvfiYhIyXKuIdvPnp7djz/+aFq3bm38/PxMYGCg6datm1m+fHm+ddL51F/kM5x6amqqeeedd0zbtm1NQECA8fDwMJGRkaZz587mzTffNKdOncqVfty4caZq1arGw8PDVK5c2Tz77LMmJSWlSEO2n889gDG6DxARudQsY/5+0FZEREREREREREoN9ekjIiIiIiIiIlIKXbFBn/j4eEaMGEH37t0JCwvDsizGjh2bK93gwYOxLCvXq06dOnnm+84771CnTh08PT2pWrUq48aNy7PH/qioKAYPHkxoaCg+Pj60bdvWNSTl2RYtWkTbtm3x8fEhNDSUwYMH5+iMTkRERERERESkuF2xQZ/o6Gg+/PBDUlNTuemmmwpM6+3tzerVq3O8vvnmm1zpJkyYwCOPPEL//v1ZsGABDz30EC+99BLDhw/PkS41NZUuXbqwePFi3n77bWbPnk3ZsmXp0aNHrqE5ly9fzg033EDZsmWZPXs2b7/9NosWLaJLly6kpqZe8H4QEREREREREcnLFdunT1axLcvi1KlThIWFMWbMmFytfQYPHsyMGTNISEgoML/o6GgqVqzI3XffzQcffOCa/tJLLzFq1Ci2b9/u6pn/vffeY/jw4axatYq2bdsCkJGRQePGjfHz82Pt2rWu5Vu1akViYiK//fYbdnvmYGmrVq2iXbt2vPfeezz44IMXvC9ERERERERERM52xbb0yXpMq7jMnz+flJQUhgwZkmP6kCFDMMbw/fffu6bNmjWL2rVruwI+AHa7nUGDBrFu3TqOHDkCwJEjR1i/fj133XWXK+ADcM0111CrVi1mzZpVbOUXEREREREREcnuig36FEVycjLlypXDzc2NihUr8q9//YuYmJgcabZv3w5Aw4YNc0wvX748oaGhrvlZaRs1apRrPVnTfv/99xx55pc2e54iIiIiIiIiIsXJfu4kV7bGjRvTuHFjGjRoAGT2sfPmm2+yePFi1q9fj5+fH5D5eJenpye+vr658ggODiY6Otr1Pjo6muDg4DzTZc3P/n9+abPnebbU1NQcff44nU5iYmIICQkp1hZOIiJSehhjiI+PJyIiApvtqvhdp9g4nU6OHj2Kv7+/6lkREcmltNexKSkppKWlXe5i5OLh4YGXl9flLsYVrdQHfR577LEc77t160bTpk25+eab+eijj3LML+gm7+x5xZG2oDxefvllxo0bl+98ERGR/Bw+fJiKFSte7mJcUY4ePUpkZOTlLoaIiJRwpbGOTUlJoWplP45HOS53UXIpV64c+/fvV+DnApT6oE9e+vXrh6+vL2vWrHFNCwkJISUlhaSkJHx8fHKkj4mJoXnz5jnS5tVKJ+uRsayWPSEhIQD5ps2rBVCWZ555hscff9z1PjY2lkqVKnH48GECAgIKs5kiInKViYuLIzIyEn9//8tdlCtO1j5TPSsiInkpzXVsWloax6McHNxYhQD/ktOKKS7eSeXmB0hLS1PQ5wJclUEfyGyel71ZXlZfPtu2baN169au6cePH+fUqVOux8Oy0m7bti1XnlnTstJm/b9t2zZ69uyZK232PM/m6emJp6dnrukBAQG6GRURkQLp8aSiy9pnqmdFRKQgpbmODfC3EeDvdrmLIcWs5ITxLqEZM2aQlJREmzZtXNN69OiBl5cXU6dOzZF26tSpWJbFTTfd5JrWr18/du7cmWNo9oyMDD7//HNat25NREQEABUqVKBVq1Z8/vnnOBz/NJVbs2YNu3bton///hdnA0VERERERESKwInBWaL+mcu9S0qFK7qlz7x580hMTCQ+Ph6AHTt2MGPGDAB69uzJyZMnueOOO7jtttuoUaMGlmWxfPly3nrrLerXr8+wYcNceQUHBzNq1Cief/55goOD6d69O+vXr2fs2LEMGzaMevXqudIOHTqUSZMmMXDgQF555RXCw8N577332LVrF4sWLcpRxldffZVu3boxcOBAHnroIaKiohg5ciQNGjTINTy8iIiIiIiIiEhxsYwxV2z4rEqVKhw8eDDPefv37ycwMJB7772XzZs3c+LECRwOB5UrV6Zfv348++yzBAYG5lruv//9L5MmTeLAgQOUK1eOIUOG8Nxzz+Hu7p4j3YkTJxgxYgRz5swhKSmJJk2aMH78eLp27Zorz4ULFzJ69Gi2bNmCj48PvXv35vXXXyc8PLzQ2xoXF0dgYCCxsbFqdi4iInlSXXH+tO9ERKQgpbmeyNq26D+rlrg+fUJq7S+V+/xSuqKDPleT0nyRERGR4qG64vxp34mISEFKcz2RtW1RuyqXuKBPeO2DpXKfX0ol5xMVEREREREREZFio6CPiIiIiIiIiEgpdEV35CwiIiIiIiIiFy5z9K6S0/tLSSrLlUwtfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXPixHm5C5FNySrNlUstfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXMYg8OUnBGzSlJZrmRq6SMiIiIiIiIiUgop6CMiIiIiIiIiUgrp8S4RERERERGRq5wTg5OS80hVSSrLlUwtfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXNicJSgR6r0eFfxUEsfEREREREREZFSSEEfEREREREREZFSSI93iYiIiIiIiFzlNHpX6aSWPiIiIiIiIiIipZCCPiIiIiIiIiIipZAe7xIRERERERG5yjmMwWFKziNVJaksVzK19BERERERERERKYUU9BEREZES7+OPP8ayLPz8/HLN27RpE127dsXPz4+goCD69+/Pvn37LkMpRUREREoWBX1ERESkRDty5AhPPvkkERERuebt3LmTjh07kpaWxvTp05kyZQp//vkn1157LSdPnrwMpRUREbkyOUvgSy6cgj4iIiJSoj3wwANcd911dOvWLde80aNH4+npyZw5c+jZsyf9+/fnp59+4uTJk0ycOPEylFZERESk5FDQR0REREqszz//nOXLl/Pee+/lmpeRkcGcOXMYMGAAAQEBrumVK1emU6dOzJo161IWVURERKTE0ehdIiIiUiJFRUXx6KOP8sorr1CxYsVc8/fu3UtycjKNGjXKNa9Ro0YsXLiQlJQUvLy8LkVxRURErmgODA5KzohZJaksVzIFfURERKREeuihh6hduzYPPvhgnvOjo6MBCA4OzjUvODgYYwynT5+mfPnyueanpqaSmprqeh8XF1dMpRYREREpOfR4l4iIiJQ43333HT/++CMfffQRlmUVmLag+fnNe/nllwkMDHS9IiMjL6i8IiIiIiWRgj4iIiJSoiQkJDB8+HD+/e9/ExERwZkzZzhz5gxpaWkAnDlzhsTEREJCQoB/WvxkFxMTg2VZBAUF5bmOZ555htjYWNfr8OHDF217RERErgQOU/JecuH0eJeIiIiUKKdOneLEiRO88cYbvPHGG7nmlylThr59+zJjxgy8vb3Ztm1brjTbtm2jRo0a+fbn4+npiaenZ7GXXURERKQkUdBHRERESpRy5cqxdOnSXNNfeeUVli9fzrx58wgNDcVut9OnTx9mzpzJa6+9hr+/PwCHDh1i6dKlPPbYY5e66CIiIiIlioI+IiIiUqJ4eXnRsWPHXNOnTp2Km5tbjnnjxo2jZcuW9O7dm5EjR5KSksLo0aMJDQ3liSeeuHSFFhERucI5/36VFCWpLFcy9ekjIiIiV6w6deqwbNky3N3dufnmmxk8eDA1atTgl19+ISws7HIXT0REROSyUksfERERuSJMnTqVqVOn5prevHlzFi1adOkLJCIiIlLCKegjIiIiIiIicpVzYuHAutzFcHGWoLJcyfR4l4iIiIiIiIhIKaSgj4iIiIiIiIhIKaTHu0RERERERESuck6T+SopSlJZrmRq6SMiIiIiIiIiUgop6CMiIiIiIiIiUgrp8S4RERERERGRq5yjhI3eVZLKciVTSx8RERERERERkVJIQR8RERERERERkVJIj3eJiIiIiIiIXOX0eFfpdMW29ImPj2fEiBF0796dsLAwLMti7NixeabdtGkTXbt2xc/Pj6CgIPr378++ffvyTPvOO+9Qp04dPD09qVq1KuPGjSM9PT1XuqioKAYPHkxoaCg+Pj60bduWxYsX55nnokWLaNu2LT4+PoSGhjJ48GCioqLOe9tFRERERERERM7lig36REdH8+GHH5KamspNN92Ub7qdO3fSsWNH0tLSmD59OlOmTOHPP//k2muv5eTJkznSTpgwgUceeYT+/fuzYMECHnroIV566SWGDx+eI11qaipdunRh8eLFvP3228yePZuyZcvSo0cPli9fniPt8uXLueGGGyhbtiyzZ8/m7bffZtGiRXTp0oXU1NRi2x8iIiIiIiIiItldsY93Va5cmdOnT2NZFqdOneLjjz/OM93o0aPx9PRkzpw5BAQEANC8eXNq1qzJxIkTefXVV4HMINKLL77Ifffdx0svvQRAx44dSU9PZ9SoUTz66KPUq1cPgMmTJ7N9+3ZWrVpF27ZtAejUqRONGzdmxIgRrF271rX+p556ilq1ajFjxgzs9szdXbVqVdq1a8eUKVN48MEHL84OEhERERERESkkp7FwmpLzSFVJKsuV7Ipt6WNZFpZV8EGQkZHBnDlzGDBggCvgA5kBo06dOjFr1izXtPnz55OSksKQIUNy5DFkyBCMMXz//feuabNmzaJ27dqugA+A3W5n0KBBrFu3jiNHjgBw5MgR1q9fz1133eUK+ABcc8011KpVK8f6RURERERERESK0xUb9CmMvXv3kpycTKNGjXLNa9SoEXv27CElJQWA7du3A9CwYcMc6cqXL09oaKhrflba/PIE+P3333PkmV/a7HmKiIiIiIiIiBSnK/bxrsKIjo4GIDg4ONe84OBgjDGcPn2a8uXLEx0djaenJ76+vnmmzcorK9/88sy+3nOtP3ueZ0tNTc3R509cXFy+aUVEREREREQuhEbvKp1KdUufLAU9BpZ9XmHTFVfagvJ4+eWXCQwMdL0iIyPzTSsiIiIiIiIicrZSHfQJCQkByLNFTUxMDJZlERQU5EqbkpJCUlJSnmmzt9YJCQnJN0/4p2XPudafVwugLM888wyxsbGu1+HDh/NNKyIiIiIiIiJytlId9KlevTre3t5s27Yt17xt27ZRo0YNvLy8gH/68jk77fHjxzl16hQNGjRwTWvYsGG+eQKutFn/55c2e55n8/T0JCAgIMdLRERERERE5GJwYCtxL7lwpXov2u12+vTpw8yZM4mPj3dNP3ToEEuXLqV///6uaT169MDLy4upU6fmyGPq1KlYlsVNN93kmtavXz927tyZY2j2jIwMPv/8c1q3bk1ERAQAFSpUoFWrVnz++ec4HA5X2jVr1rBr164c6xcRERERERERKU5XdEfO8+bNIzEx0RXQ2bFjBzNmzACgZ8+e+Pj4MG7cOFq2bEnv3r0ZOXIkKSkpjB49mtDQUJ544glXXsHBwYwaNYrnn3+e4OBgunfvzvr16xk7dizDhg2jXr16rrRDhw5l0qRJDBw4kFdeeYXw8HDee+89du3axaJFi3KU8dVXX6Vbt24MHDiQhx56iKioKEaOHEmDBg1yDQ8vIiIiIiIiIlJcLGOMudyFOF9VqlTh4MGDec7bv38/VapUAWDjxo08/fTTrF69GrvdTufOnZk4cSLVq1fPtdx///tfJk2axIEDByhXrhxDhgzhueeew93dPUe6EydOMGLECObMmUNSUhJNmjRh/PjxdO3aNVeeCxcuZPTo0WzZsgUfHx969+7N66+/Tnh4eKG3NS4ujsDAQGJjY/Wol4iI5El1xfnTvhMRkYKU5noia9sWb6uEr3/JeRgoMd5Jl4aHSuU+v5Su6KDP1aQ0X2RERKR4qK44f9p3IiJSkNJcTyjoU7qVnE9URERERERERESKzRXdp4+IiIiIiIiIXDgHFg6sy10Ml5JUliuZWvqIiIiIiIiIiJRCCvqIiIiIiIiIiJRCerxLRERERERE5CrnMDYcpuS0C3FoyKliUXI+URERERERERERKTYK+oiIiIiIiIiIlEJ6vEtERERERETkKufEwlmC2oU40fNdxaHkfKIiIiIiIiIiIlJsFPQRERERERERESmF9HiXiIiIiIiIyFXOgYUD63IXw6UkleVKppY+IiIiIiIiIiKlkII+IiIiIiIiIiKlkB7vEhEREREREbnKOYwNhyk57UIcRqN3FYeS84mKiIiIiIiIiEixUdBHRERERERERKQU0uNdIiKFlJpxmMTUTfh5tsTDHnG5iyMiIiIiUmycWDhL0IhZJaksVzIFfURECpDhzKxuMhyH+OP49ThNMjbLj3rlFynwIyIiIiIiJZqCPiIi+Zi973eeWjUXu83GK63KUNEjGQCnSSAhdR3B9psubwFFREREREQKoKCPiEg+xm9YTJrTQbrTwaQdqbzSxANDGpblha9ns8tdPBERERGRYuPEhqMEdfvrRKN3FQcFfURE8hHi5UtMambrnrI+wdQtP5+E1HX4eV6Dp73SZS6diIiIiIhIwRT0ERHJx/sd+/H65uW429x4pnknvNz98XKvcbmLJSIiIiIiUigK+oiI5KNqQDDvdeh3uYshIiIiInLROYwNhyk5j3c5jB7vKg4l5xMVEREREREREZFio6CPiEgx2BCzjhmHv+Fg4oHLXRQRERERERFAQR8RkQu2+fQGPtw3iYUn5vHazheJTT+TZ7olJ2YxdvsQ3t8zlqSM+EtbSBERERGRAjixlbhXUSxZsoShQ4dSp04dfH19qVChAn379mXjxo3nXLZjx45YlpXv6/jx4+dM26NHjyLv80tBffqIiFygw0mHsLAwGNJNOqdSTxLoHpQjTXTqCeYf/xKAfYnb+WjvkzxQ4z94uvlehhKLiIiIiJQu//vf/4iOjuaRRx6hXr16nDx5kjfeeIM2bdqwYMECOnfunO+y7733HnFxcTmmJSUl0aNHD5o3b065cuVyzKtWrRpffPFFjmlBQUHFti3FSUEfEZEL1DK4DYujfibZkUxlnypU8qmSK43NyvlLRVz6UX47/SOtQm+7RKUUERERESm9Jk2aRHh4eI5pPXr0oEaNGrz00ksFBn3q1auXa9q0adNIT09n2LBhueZ5e3vTpk2bCy/0JaCgj4jIBSrvHcFLDd/gVOpJKnhXxG7LfWkt4xFGj3IDWXj8a9wtBz62NNwsXYJFREREpGRwGAuHsS53MVyKWpazAz4Afn5+1KtXj8OHDxd5/ZMnT8bPz49bb721yMuWJOrTR0SkGPjafansWyXPgE+WzmVv4ZbIu6nqG0K9wM40LtPnEpZQREREROTKExcXl+OVmppa6GVjY2PZtGkT9evXL9I6d+/ezYoVK7jtttvw8/PLNX/v3r0EBwdjt9upXr06zz33HMnJyUVax6Win5lFRC6hpsE30TT4pstdDBERERGRK0JkZGSO92PGjGHs2LGFWnb48OEkJiby3HPPFWmdkydPBuDee+/NNa99+/bceuut1KlTh+TkZObNm8drr73GypUrWbp0KTZbyWpbo6CPiIiIiIiIyFXOgQ1HCXoYyIEB4PDhwwQEBLime3p6Fmr5559/ni+++IJ33nmH5s2bF3q9GRkZTJs2jfr16+fZb8+LL76Y433Pnj2pUqUKTz75JLNnz6Zfv36FXtelUHI+URERERERERGRbAICAnK8ChP0GTduHC+++CITJkzgX//6V5HWN3fuXI4fP55nB875GTRoEABr1qwp0rouBQV9RERERERERKRUGDduHGPHjmXs2LE8++yzRV5+8uTJeHh4cNdddxV52ZL2aBco6CMiUiI4TTqnk34mLmUVxpjLXRyRy2rJkiUMHTqUOnXq4OvrS4UKFejbty8bN27MlXbTpk107doVPz8/goKC6N+/P/v27bsMpRYREbmyOY2txL2Kavz48YwdO5ZRo0YxZsyYIi9//Phx5s6dy0033URISEihl5s2bRpAiRzGXX36iIiUAPuiH+V00k8AVAwcQfnAhy5ziUQun//9739ER0fzyCOPUK9ePU6ePMkbb7xBmzZtWLBgAZ07dwZg586ddOzYkSZNmjB9+nRSUlIYPXo01157LVu2bCEsLOwyb4mIiIhcKm+88QajR4+mR48e9OrVK9ejVlkBmXvvvZdp06axd+9eKleunCPNtGnTyMjIyPfRrhUrVjBhwgT69etHtWrVSElJYd68eXz44Yd07tyZPn1K3ui8CvqIiJQAZ5J+dv0dkzRPQR+5qk2aNInw8PAc03r06EGNGjV46aWXXEGf0aNH4+npyZw5c1wdPDZv3pyaNWsyceJEXn311UtedhEREbk8fvzxRwDmz5/P/Pnzc83Pak3vcDhwOBx5tq6fMmUKVapUoWvXrnmuo3z58ri5uTF+/HhOnTqFZVnUrFmTF154gSeeeKJEPt6loI+ISAkQ6N2BM8mLAAjy6XKZSyNyeZ0d8AHw8/OjXr16HD58GMgcWWPOnDncfffdOUb0qFy5Mp06dWLWrFkK+oiIiBRBSR29q7CWLVtWqHRTp05l6tSpec7btWtXgcvWqFGDn376qUjlutxKzicqInIVqx46iWohb1Ej9CMiAh45Z/o0xxmOJvxAXOoOAJLSD7Pqrz4sOdCCQ3FfXOziilxysbGxbNq0ifr16wOwd+9ekpOTadSoUa60jRo1Ys+ePaSkpFzqYoqIiIiUKGrpIyJyEcw9toyfji6npn8VHqx+O55uHgWmt1mehPjeVKi8Hc4U1hy9heSMvwCL5mU/4ETiPBLT9wFOdkVPIMKvL3ab3wVvh0hJMXz4cBITE3nuuecAiI6OBiA4ODhX2uDgYIwxnD59mvLly+eZX2pqKqmpqa73cXFxF6HUIiIiIpeXgj4iIsXsSPIJPtr3LQDHUk5S1bcCfSvk/Vzw+UjKOPh3wAfA4mTyCtxs3q73NtyxcCu29Ylcbs8//zxffPEF77zzDs2bN88xz7KsfJcraN7LL7/MuHHjiq2MIiIiVzon4DD5152XmvNyF6CU0ONdIiLFzGEcOd5nnPX+QvnYK+Nlr/D3O0Ood3uqB/2Lsr7dCfBoQKOyb2cLAolc2caNG8eLL77IhAkT+Ne//uWanjWMalaLn+xiYmKwLIugoKB8833mmWeIjY11vbL6ChIREREpTdTSR0SkmFXyieDWyJ7MPbac6n6V6FHuumLN383mRduIbzmZtBw/j+oEejYAoFH4m8W6HpHLbdy4cYwdO5axY8fy7LPP5phXvXp1vL292bZtW67ltm3bRo0aNfDy8so3b09PTzw9PYu9zCIiIiIliYI+IiIXwW2VenFbpV4XLX8PtyAq+Pe9aPmLXG7jx49n7NixjBo1ijFjxuSab7fb6dOnDzNnzuS1117D398fgEOHDrF06VIee+yxS11kERGRK5oTG84S9DBQSSrLlUxBHxGR85DuOI1luauzZJGL4I033mD06NH06NGDXr16sWbNmhzz27RpA2S2BGrZsiW9e/dm5MiRpKSkMHr0aEJDQ3niiScuR9FFREREShQFfURECiEh/QQAfu5lORw7mX2nX8PCToj/g+xPPkyYZy1ahg7GZqkDZZEL9eOPPwIwf/585s+fn2u+MQaAOnXqsGzZMp5++mluvvlm7HY7nTt3ZuLEiYSFhV3SMouIiIiURKW+vdSyZcuwLCvP19m/HG7atImuXbvi5+dHUFAQ/fv3Z9++fXnm+84771CnTh08PT2pWrUq48aNIz09PVe6qKgoBg8eTGhoKD4+PrRt25bFixdflG0VkYtjx5lZfL3/Zr7efzPbT0/nwJn/AgZDOodi3+dQ4jo2xnzOjjM/Xu6iipQKy5YtwxiT7yu75s2bs2jRIhITE4mNjWXWrFlUr179MpVcRETkyuUwthL3kgt31ezFl156idWrV+d4NWjQwDV/586ddOzYkbS0NKZPn86UKVP4888/ufbaazl58mSOvCZMmMAjjzxC//79WbBgAQ899BAvvfQSw4cPz5EuNTWVLl26sHjxYt5++21mz55N2bJl6dGjB8uXL78k2y1yNTPGyYHYz9l6chQxKRvPO5+tMV/l+Dtz5Cw3wEaayWzZY2EjyXH6AkssIiIiIiJSfK6ax7tq1qzp6gMgL6NHj8bT05M5c+YQEBAAZP56WLNmTSZOnMirr74KZA4N++KLL3Lffffx0ksvAdCxY0fS09MZNWoUjz76KPXq1QNg8uTJbN++nVWrVtG2bVsAOnXqROPGjRkxYgRr1669mJssctX7K2EWO2JeAWwcTZhLp0o/4+kWWuR8gj2rk5iR+XhXGc9qRAb9HycSJuPnXgZHSgbELybAPYL6QX0KV67Tsby7bA3ubjYe6XwNoX6+hVouwxFDTMJkLMuDEL9h2GyFW05ERERERK5OV01Ln4JkZGQwZ84cBgwY4Ar4AFSuXJlOnToxa9Ys17T58+eTkpLCkCFDcuQxZMgQjDF8//33rmmzZs2idu3aroAPZI42MmjQINatW8eRI0cu3kaJCEnph8m8zDlxkkZqxqnzyqdjuedoEnw3jYPvwsHN9F85lf/bYmNN7DV0jhjF/9VcwB1VP8XXXriA0sPT5/DD1j/4bvPvPPndN5xJ3VGo5f6K/j9Oxf2Xk7ETOXp6xHltC8Cx2HhGzJ7PU7PnczQ27rzzEREREZHSw4lV4l5y4a6aoM/w4cOx2+0EBARw/fXXs3LlSte8vXv3kpycTKNGjXIt16hRI/bs2UNKSgoA27dvB6Bhw4Y50pUvX57Q0FDX/Ky0+eUJ8Pvvv+db3tTUVOLi4nK8RKRoKvr3x8MWBECYdwf8PWrlmS49bQspyQswJjXP+R5ufjQPvZcWocP46uBanGT2KTJ13zIA3GweWFbhK6XjcfE4jcFpnBw4vZ8VR27jUNzMcy6Xkr4DcAJOUtK2nyt5vp74fi4/bN/Jj9t38sSseeedj4iIiIiIlGylPugTGBjII488wgcffMDSpUt5++23OXz4MB07dmTBggVA5iNbAMHBwbmWDw4OxhjD6dOnXWk9PT3x9c39WEVwcLArr6y0+eWZfb15efnllwkMDHS9IiMji7DVIgLg616JTpEL6RS5kBZl38Wycl/ykpO+JfpkT87EDCHm1J25Ook9W1W/cGxY2LCo4nt+owM90fVa3GwWdpuT65tsBuBIwrmDLyH+//f3XxYh/vdjjCE2LRGHcRZp/SfiE/8OOhlOJCQUtfgiIiIiInKFKPV9+jRt2pSmTZu63l977bX069ePhg0bMmLECK6//nrXvIJ+qc8+r7Dpipo2u2eeeYbHH3/c9T4uLk6BH5Hz4GbzxNtWPt/5KclzXX+np63CmAQsyz/f9M/U709Fn1DSnBncWeXaIpUlPj2JuUfXEVjOl7VPP8i64/eS6DgEQKh3q3MuHxbwMIE+N2Lhjs2tPCN/+5SVJ3dQ3qsM/2v5IGFegYUqx1Nd2vPk9/MxwFOdi7YNIiIiIlI6lbQRs0pSWa5kpT7ok5egoCB69+7N+++/T3JyMiEhIUDeLW9iYmKwLIugoCAAQkJCSElJISkpCR8fn1xpmzdv7nofEhKSb56Qd8uiLJ6ennh6ehZ520SkaDw8ryU1JbPVn929AZblV2B6X7sXD9Tsfl7remLzh+yOP4LBcHeVaO6q+j5HEubiYQuivG+3wpXXXgWA7WcOsvJkZl9AJ1LO8NPRDQyu1qVQefSoW4vONav9nd9VWQ2IiIiIiFwVrtq7/axHOCzLonr16nh7e7Nt27Zc6bZt20aNGjXw8vIC/unLZ9u2bbRu3dqV7vjx45w6dSrHMPANGzbMN08gR1oRubSSkxeQlr4Vb68bKRPyOQ7HMby8+xSpb56icBgnf8b/5Xq/LfYA7rYeVAm4pUj5OI1hc9RRUpzp2LAwGJwYynoFFSkfBXtEREREREq/q7K91OnTp5kzZw5NmjTBy8sLu91Onz59mDlzJvHx8a50hw4dYunSpfTv3981rUePHnh5eTF16tQceU6dOhXLsrjppptc0/r168fOnTtzDM2ekZHB559/TuvWrYmIiLho2ygi+UtOns+pmMHExb9F1Kne2N0b4+N7JzZbwLkXzuZ4wo8sP9iMXw9fR1zq1gLTulk2upZt5nrfo3yL8yr7qF8X0v/HL7njp1ncEHodnco2YnjNnlxfvum5FxYRERERyYcDW4l7yYUr9E+9f/zxB2+++SaHDx+mQYMGPProo1SoUCFHmi1bttC/f3/27dtX7AU9X3fccQeVKlWiRYsWhIaGsnv3bt544w1OnDiRI3Azbtw4WrZsSe/evRk5ciQpKSmMHj2a0NBQnnjiCVe64OBgRo0axfPPP09wcDDdu3dn/fr1jB07lmHDhlGvXj1X2qFDhzJp0iQGDhzIK6+8Qnh4OO+99x67du1i0aJFl3I3iEg2aelbyBrK3ZgEMhwHcHMLyZXOaRysOjmFY8m/Uz/wBuoF/dMHWFTKXt7Y9TlHUpvR2O8vvN0n0qzcpwWu99n6t3FjxbYE2L2p4lfuvMo+/c9/Wg+uPRTD7L6Dzisfkeyu1DpeRERERApWqKDPnj17aN26NampqVSsWJGFCxfy8ccf89lnn9G7d29XutTUVA4ePHjRCns+GjVqxDfffMP7779PQkICwcHBtG/fns8++4yWLVu60tWpU4dly5bx9NNPc/PNN2O32+ncuTMTJ04kLCznCD3PPfcc/v7+TJo0iYkTJ1KuXDlGjhzJc889lyOdp6cnixcvZsSIEfz73/8mKSmJJk2aMG/ePDp06HBJtl9EcvP2vpH4hA8xJhm7vQ4e7nk/arkjdj4bY74B4Gjydsp51yXYsxJ/xv7EJ/s+ZkdiRcDilzO1aBrkOOd6bZaNRkFVL6jsTcLKs+HEEQzQsmyFc6YXOZcruY4XERERkYIVKugzduxYIiMjWbRoEeXLl2ffvn3ce++99O/fn2nTpnH77bdf7HKet5EjRzJy5MhCpW3evHmhW+A8/PDDPPzww+dMV7ZsWaZNm1aoPEXk0vBwr4dX4P/YeeoJktKOk3RmCtXLPJgrXaojAbCAzD7A0pyJAOyMnYMhZ98/FQPuK1IZlh3dy9xDf9A6vBIDqjUq9HJTrh/AN7u24u/hyc011S+YXLgruY4XERGR4uM0Fk5zcfq3PB8lqSxXskIFfX799VcmTJhA+fKZwx5Xq1aNRYsWMXToUO6++27S09O5++67L2pBRUSK04H470h0GsBiz5n3qBp0HzYr5yWxflBPdsevICrlT+oFXk9ZrzoAlPVqQBXvHZxM8+dMegA3VexB3cDGhV733rhTDFs+HYAZ+7cS7OVDp4gahVo2wMOT+xq2PHdCkUJSHS8iIiJSehUq6HPixAkiIyNzTHNzc2PatGnY7XaGDh1KRkYG9evXvyiFFBEpqrjkpSSmriXQuwc+nk1yzfexVyQaC7DwdAvDwi1XGi83f26r8i7GmByjerUM+z8CPSKp4h9NoEdrWobULtKoX4cTYnH+3XoI4GD86SJtm0hxUh0vIiIiUnoVKuhToUIF9u3bx7XXXptr3uTJkwG4//77GTJkSPGWTkTkPMSn/Mr+k3cDNk7GfUidiOV42HN+qa0V/ARuNh/SHaepEnhvgUGbs+fZLDt/JdVgxMZNGA7QqWxt/tv6jkKVLcPpYE/iQSLL2DgWl05Zz2B6Vapb5G0UKS6q40VERATAWcJGzHKWoLJcyQoV9GnZsiXff/8999xzT57zJ0+ejGVZrv9FRC6n5LTtf//lxOAkJX0PHvZIjDFgToMVhN3mS+3gJ897HXP+2kpWXz9LT+wiIT0FP3evcy739cFVfLBnETYswgPtTG9zJ0mHE0iv4oW7R+Yl+dt9v/H9ge20Ca/E8PrtsRVwXU13pjNpz6dsj91Fh7DWDKrcX9dhKRLV8SIiIiKlV6FCZwMHDuTYsWOcOnUq3zQff/wxw4cPp1KlSsVWOBGR8xHocwNutiAAPO3V8fVshTEppEQPJOlEU5JP9cA4Yy9oHY2DK5LZI5BFFd8QfOwernkxqYlsjj5MmiMj13JHk05jw8KJIdWZzmN3/JdXxoxg9tZ2LD90E1tOrWXkup9YE3WQt7av4KdDOwosxy8n1/HrqQ3Epsfzw9FF7Izfc0HbJVcf1fEiIiIipZdljDHnTiaXW1xcHIGBgcTGxhIQEHC5iyNS4jmcsaSk78PbvQ42mzcZKQtJPT3MNd8j8GXcfQr3SFZejDHMPbKNqJQ4boxswpHkvfyVfJgy9ur8a/X3JDnSqBNQlm86DsPDzU5GxiGMSeZwShD3r/2I2PQkGqdW5PATe7nl2zUEBSTibXNgd2vCg6szH/eygOeadiXE1x03LK6PaIjdlrPvoaUnVvHe3s9c78c3eJI6AdXPe7vkyqa64vxp34mISEFKcz2RtW0vreuEl1+hHga6JFISMni21dJSuc8vpZLziYqIFCM3WyC+nk1d7y23cll/AQbLFlHg8okZibjbPPCwuec537IselXMHGp9bfQKpuz/ECd2jsSFkuLwB2Bn3Al+P3OMml4rOX3mcQCC/R5mbqeR/JVwmjc+WwSPOJge3xJ7goObwzdRP9CXnpF1mXv4DxqHRLAjYR8L9/wOwKaYgzzfqG+OcrQPa8Uf8XvYFruLDmFtqO1frai7SkRERERESikFfUTkquDm3hDPoHfISJmPm0c77F4d80074/BMfjz2E142L56q/Rg1/PMfTn1n3CoWHX+NSt6G0+k+nHL3xokfNiw83exU8gsm4cxkV/qExMkEBT7De6s2sMQ6TKW/R3p3GBt7UxpyS/VneKd8Zd5y9sXNZqPzwldcy/5yYj2/Hn6DcN/e1CjzFJZl4W6z81CN4htO22Gc7Es4TJBHAGGeZYotXxERERERufQU9BGRq4bd+0bs3jcWmCbVkcqPx+bg75ZCujODuccX8HABQZ/Vp74jq0PnQHsSjYKDebDazfwRe4IbKjYgxNOXGI/GpGfsACzs9no4jJNTiUk40t1wZFjY3AxYFq3DB+HrXhkAN1tml2s3RDTiiwOrAWgc8AepjhMcjptMiPe1BHu3vfCdko0xhpf/+Ij1MduwWTaer/cAzcrUK9Z1iIiIiEjJ5MDCQckZtKEkleVKpqCPiJQ6xhgOJ50k2NMfP7t3rvkJqb/x58n7cTjjqRI8njC/Aa557jZ3mvkfJ8w9GqcBm/s5hlM3WY9/WQS5l+XmyAEEeJQj3mxn1pEPaJd6He1CJ2C31+TP2AP8e40nyc7XeKReZ7adOMHpQ8E0rm3oXrEFvcu3y5X9k/Vu4LqytTmTshp7+vQL2S3nFJuewPqYbZmbZQxLo9Yq6CMiIiIicgVT0EdESg1jUnAkfMjKE6v475EQ4p1leKf5A9QJqJgj3eEzr5PuOAU4ORAzilDff4Y5z3AmEuYeDfzd+49jE+nONNxtmaNzJaSm8dLi5Rw+E8vNzSL5LfkAPm4eWBhqeMWw9OgDnEgL5Y+kUAD2Ju6hml91Ivwf4LFf3iI6PR6LdL79ayNvD2zLguNjcbc5+O30b7QLrUWkT85WRZZl0Tq0Ok5TiZ2nficmZSVlfXtRxqvNee4jw0/HlrErfj/XhbWkZXBD1zx/dx9CPcoQnXYGg6G6r0ZqEhERERG5khU56PPLL7/QrFkz/Pz8cs1LSEhg06ZNXHfddcVSOBGRwvju4EZWn9zLAxG/UNGaRysfeK2yL0P33MCco+tzBX3cbFm9/9tws/xdAR8Au80HL7dQkjMyh69etdeT//78Ac936k7vOrV5Z+UqZmzbjjGw6cgROnVyIxFP/GwpOMwRANKczhzrS0g/ySkOE+FtcTIlc12hXn6sPPUxAfYUADxtGWyI/jVX0CeLzXKnXtjLRd43TpPOuhPPcDxpJeV9riPNNoDJ+2dgYfHrqU1Majaa8t7hmfvFcuOVxo+z+MRqwjyD6RTeqsjrkyub6ngREZGrl9PYcBrb5S6GS0kqy5WsyHuxU6dO7NixI895u3btolOnThdcKBGRwloVtYexv/3Az0d/51j8JsDgZhkiPBIxOKnqmxnQMCaD4/Gf8teZ/1Ah4CHK+FxPgGcbaoV/mCM/m+VGk9AXOJYeyMoDtVmwtRGnEtN5cu48dh67g5XH5mJMZh8+aQ4ntXybABDiWR03ywuwUc7jDBW9w7Fh45rg5vx58l+sO34fQ6p9Q5/IcvSoWJdXWtxIwN9hd8sCN8sQ5OmP0ziKdf8cTVzK0cTFOE0qRxIXcjL5VywszN//otNic6QP8yzDbZV60qVsG2yWKtqrjep4ERERkdKlyC19sr7s5CU9PR2bTV8SROTSOZacGbQwwJfH69Ii4CQWDn5L68LjdfrTt0JrAP468xZH494DLKITf6RRxJIcLXyyq+rXjLplhjJvy+/8Ext3kJi6mrDIThw4FUJ6qjvVqsfycN1xpDvTsFvuzD74M4uPfEVcejhPNXqcBsHlGLVwDOE1MsvoNHH8Xw1/agRn9iF0XdidzDv2AmBIdthZcOwL9sd9x61V/ouvPaRY9o/dytmnUaOghoSdPENUajRNgupSR0O8Szaq40VERERKl0IFfeLi4jhz5ozr/fHjxzl06FCONMnJyUybNo1y5coVawFFRArSLaIeX+xbw+74KBJsbbFCX8bDlk5btwo50iWm/U5maMiQknEAQxpHk35nx5nZlPGoQtOQu3CzMi+JlmXRq/xtNOsTz2M/zeV4fAL3N4/Fw81Bm7C9pLd1wxjoVb4bqWm/Y3crj2UL5pX31uGxJRJ7miePOj/GLTqeoOBoWk+xYXNzYozF86/uYNTQoyQmJ/PUm0vxPtmMjMYO6vY/iLeHg7UnLZYd+4SbKnWhf+WmrvJHpx5l9pH3yTBp9Co/jAr5PAZ2trI+7alT5v84lriMCN9OVA/oynvNOxOfnkSgu1++gS+5eqiOFxEREQAHJWvErOJt/371KlTQ58033+SFF14AMr8M9evXL890xhieffbZ4iudiMg5BLh7M6Pjg5xJS6aMh0++QYxw/9uJTVkBOAjzHUiaM4V5f43AYTKAZXjYfGhY5hYSM47iYfPHwy2A8v7+fH3brew4HsWzc2aR0aAObSLiaBXaBIdbO5JjH+ZQ1B4MXpza+w5lZsWTHurnurI6yvhz5mAKXz3dlgpdkvAOT+LW3nN48d9JHHHzweeYAezYj9o5UiOUsg1iWHGiBpDAhujZVPYLpnlI5hDu3x95j4OJfwCG6Yff4LHa/yvU/rEsi3rBD1Av+AHXNDfcCPLwP+99LqWL6ngRERGR0qtQQZ/u3bvj5+eHMYYRI0bw73//m0qVco7q4unpScOGDenQocNFKaiISH5slo1gT99c040xnE6Pxs/uT7BPd5pUWIHDeQZv9zrEpR/BYdIBsLCRkHGSDSdfZl/cLGyWBx3K/5dwn+YAvLBgKTujkpmw+AbC/HxZ+cj9vL3zDXr67QFgZ0wgX2//iZSwINycJnsBsDxsOEKc7DtUniEdFrB3c1lOH/fE3T/nYzSnY32x4jJyTDuRHOf6O92ZCn/3w5PmTC2O3SYCqI4XERERKc0KFfRp27Ytbdu2BSAxMZH77ruPiIiIi1owEZHzle44zrGYZziatJ2lcWHEmvI8XHMsEd6RQHkAAtwrUDugJ7vi5uLtVobaAd1Z9NedQOaIV7tjv3UFfdxs/7QeMhZ8tXUrf8baaePlzebTFXn91944jQW3QtUvYrA5vAALt4xU/FokEjwoiV17w3lszmAAwmomELA3lQwvGx42N2Jr2Tni68f+AyH4Bqdh3DJoVKYiHcvVdq23V8Qwvjn0BhkmnZsqPHRJ9qNcHVTHi4iICGj0rtKqyB05jxkz5mKUQ0Sk2Jw4/QIJKYvwt5xcHxDFpzFBrDq1iJsjh7jSWJZFx/JP0zb8Idxt3oCFl1soKY4YjHFyMu2fSuapju0ZNXMhGTg4lBbHqEWLsIBQt8Ykptr/qZBskBiYjt/BJNysNDLGe3PYGY7NEc3RmDL/FLC9nT4t6tOsTV1O+8Tzxtyf8TphI6WsoUtQYx6v3RJv446P3cO1SKRPbZ6sk3OkMZHipjpeREREpHQpctAH4MCBA0yfPp2DBw+SnJycY55lWUyePLlYCicici7GJONI+RknQThxw90tAKeJd823W04MTsI8y+e5vKfbP33bVAl8jh/+eoUkhzt/Jp3mVMoiKtkr8frHyzgVm4jxhtQK5u/1GpZ+VJXQLacIaZdAdE1f3JIc+P0RC03tpPR1h7/SiA8NZP3uari7OyEjMzjkF1CW+WUSeGfDPNyPg0e8D75Y9KixiY5HqvHgXePBwL3P38TND3UDwGkMb+9YxpqoA9xUuRG3V2t+sXapXOVUx4uIiIiUHkUO+vz000/0798fh8NBeHg4np6eOeZrJBgRuZTSYobgTFsLgMM4ScPg7TWIVLcKpDtjOOrsxk0VenFtWPcC80l1ZHA81c6m+MquaV/8OZ+/dofjF+v+dyKDLcXg9LLACbbVySQetVEmJgrfeuG4/3YUt2QnaVWdeNx/FAso2zaO/Xc3xCqbBFHeZGS4sefMaWzpFhYWjlCwJ4LNaajgHs8Xb63OHGQM+OKd+a6gz0+Ht/O/nSsB2BzzF43KRFC/THkSUtN4e+UqdiYe59oalbindis83c4rni+iOl5EROQq5jA2HCXokaqSVJYrWZG/GTz33HO0a9eOr7/+mvDw8ItRJhGRQjEm1RXwAbCwAENswgwOuT9Ol4oPUC+fZRMzkvnp6Arcbe7U9qnLnQumcyYtkfqV3XB3dxBsT2BA7Q28k9CF1H2h4Mzsz8dKd2I8bfgeTCapeVXSqifjsyOKgJAyJJWJI6OiN9bPf7nWY1+dRNfhFfHJcGdu8gGcPgZbRuYXZ4PB+rvcHoEZ3NJxKHOnLcPzr8y4z6mOXrz22xIGVG1EXHrOzpvj0lMAeG35Cr4+uAErJJV1O/9k/en9fNTuzmLcy3I1UR0vIiIiUroUOeize/duZs6cqZtBEbnsLMsTm0cbnGlrgMxHoLDgaIYvq+PmsPyUkxMpMdxeqQcdwjMfhzqemEAZL28m7JjM1jO7AYMt8Xfi0lIwxsYfB8sxru1s7JaTDKeNeG8PrNYJeOx2x0pzJ8PPBjaLxOo+eC2Ph+R0khpG0KFhVZYdTcQAVkwgFn//HeTNwTd3YsPC5xpv4mq64bQbLGOwHBYOrwzir03j3a53UjmsGiHDD3J85kESy3sQV9+Hj3at4et9m5nf435++ut3NkcfplfFBrQKy2yR9FdsHPiku/bJyqh9+e6vM0kpPPDpLHYcjWJgi4aM6tNJLTckB9XxIiIiIqVLkYM+lStXJiEh4WKURUTExZm6GpP6M5ZHa2xePfJN5xH8CXHxPzH7yE783daBFcXe9DIcT6nIgaRdODC8uvNTxv/2Fc7TvlQIPkZiUhhuIWmYv5+jSiUep7Hh7u7AzZ7BiVR/KnjFYrc5CfGAaE8nZVY6OFPNhlXGDhiMG/gt2409Pp2M2qHUu7srS9iOsVtQrTwpZb1wWA788cOWmhlYCd2cQkqQL7i7YY9LJ+j3GIy7F516teCastUA+F+nwXxeeTUrjx1ma/QJnMYQm5ZCUkY6X3a4h+3HTvDiwiUM3vUdY27ozANtWrLm5z04vDP7Xulcrla++2r6+q1sP5KZ51frfqN/8/rUr1C2mD4xKQ1Ux4uIiFy9DBZOSs4PgqYEleVKVuSgz7PPPsvEiRO54YYb8PHxuRhlEpGrnMnYh/P0YMBgkj6DMp9h82ybK11K6gbSM3bj59udu+sOIMOZxsaY7wnKiMXm5s6BpM2ABRa4e2ZQseoBqvqewmYdISquBX+mpQEwvOE1rAqOZf6p9WDg27/a8VLDshw8HEKZL/aQ5h6DlVEGy1i4pWXm53Y6Dbf4zBY2bgei+TR6F3hZ4LTAsnAPCOF0Qzfctyfje8qJZUF447L85Z4ExpDhZ6fDndfRtVZ5TscbXpz6Mz3b1sMnyJNuQY3pGF6PO5d9Qaojg/Zlq1LJrwx/njnJTYum4rA5scW58fTsBXx37x1suvtRfj2xD4flpGP5zKDPrqhT/GvWj8SlpDKmeyd61q2Nv5dnZmuov/l6unM46Th+dh/KeARc7I9VrgCq40VERERKlyIHfdatW0dUVBQ1atSgU6dOhISE5JhvWRZvv/12sRVQRK4+JuMA4PhnQsZuOCvok5S8gKjowQDEukUSUe4X7DYvWofeAkDDMmc4kBjF7oQjZMU5PGwZ2CwwBtztyQSkRXJih+E/M7bhdjiRQONNRlg8uKUyeoE/MT6pUNkHr8MObMdPk96s3N9rt3D4eYLNAqfBauXBzpgTBAY78I52d/0mYTNwqok3ZVP98TmeQrPKYWyN2U/4hlTsKYaktI2EX/sBHj6+TJ07kFkrN5FQKbPj3Afat2JF73/xvy2r+GLVbzTd+jbN60fgwAmAM8BBbGJmvz5e7u50qVjbtW82RX/Gsz/9ycHTZTDG4pmfFnJDnVrc3KIBB6NP89vh49zSsiE/nl7Az3+sws2yMare/bQIrl9cH6FcoVTHi4iIiJQuRQ76vPvuu66/v/rqq1zzdUMoIhfK8mgN9lqQ8SfYwrG8rs+VJjllOWADnGQ4DpORcRAP99okpqXh4+5OciJc47iehqEnmHVkGXFRNjwjo8AHnMaLzfEZJGecxFSG2r+lUKHNSXZursypfYG4b9tPdB+DZ6qT1GAbKZX8SUhNpY3PNpZZTQCoWCGKKq8b4uM9iG0QTJeKv5HWxsYf79fDLcEiJcxJ45ZREJjAsW1h/OERxOrUPwg5YeGW6gQsfv/FxukBfgQEJxJ54iD7Qxu6tu/rjVu5r1kTvnt/Bd54YdkN6z0OY/llBq0wcEfdhrn2S0zqPtaf+hibrRWZjWItPOxuALi7uTGyZ0cAUhxpDFz1PpA56tm8YysV9BHV8SIiIlcxjd5VOhU56ON0Oi9GOUREXCybL24hsyFjP9gjsSzvXGm8vbsSnzgVALu9GliVuO+7WSzdt5+qoQGc9v0LvNLJOOKLb1QkVYJ3UTEgAa+0VmRENCH+9AZsPunUtJ3k3qeXAdCp7ybefPpWUrw88IqzEVv5n+eIE2uVYeOJYPydDspFnqJm44O42QyH9oZTLigOm82Jd6CTBv/exs5nIqnYIRWfqtEAVL/uEH9t8SXd6UHqMQe+f0dt3OxOPL3TsVmGqB1+eNVOISEw87LcKCiY+5qMIOzoaYybjYzmNXHEeNHtgXrM3boTn8N2Plr+K9fXqUmF8KBc+6dTo22kZ7hhNxUZ271Prg6bPWx2wj2DOZV6BidOqvhWuPAP7m/7T8aw/+RpWlePxNfTo9jylYtPdbyIiIhI6VLkoI+IyKVgWe7gnnenxCZtM94ZO4kInkQaFj5enVlz+CRL9+0H4Lj9GF7+aVgWeFRNICAtnlF9p2OMhc3ayPNr7+TM6WCId6NNp3V/rw+8vNMp63uYQyazLxN7EqRlPm2FM9UNYweMxeltwSy2+dOm2y7K+MWTmpHZksYYSHNzJ7ZbIMHhR8GAZSOzWyE3BzjtnK5rwx0Hfknp3DkwgXKhXbDbqtLztvp8+99FeJ5MpVbzKtweXIlXjp7OLJvDiS0mHsvbE/djNgK3u2MAB04OR53JEfTxc6vEmVOd8PRbx62tk7mn3jDcbV659qHNsvFyo0eYe2wFQR7+9C7f4cI/NGD9vr8Y+vEMnMZQNawMMx8ehIddVY2IiIiIyOVw3nfiCxYsYNmyZZw6dYrnn3+eSpUqsX79eqpUqUJYWFhxllFErmJpGYdJStuEr0cr3O3lMel/YGJuBwx23HAP/QHLFkCoTxoWZI7H9XcfPll9+VzfzIfVcdWo5X2CMI9Ewsv+hWX3hUAbnqm1sDgAWEQn+7G2dSXKtTpN16C1rF1ZH3dbCrZyqRzaHvlPhhhSwy32J4bi/n4GTnc3Mu4HywP2r65EWooH+w5VwC8wCc/QdIKT21Mu2XAsPRHj78Tqkc5ddcpyZ7WRkL6F1NRfuOvf5bim02OkJKXRuF1Nog5F4+HlTlpKOgYw/j4kRho2rPoTv6PppPrYqNSgHLUqhzFp4WqS09O559rmzN+5mynLAjF0A6BjuURqhOYO+gCEewUzuGrfYv28Fu/Y4/p7/8nT7Dt5mjrlVSdcaVTHi4iIXH2cxsJpSs6IWSWpLFeyIgd9kpKS6Nu3L4sXL3Y9LvDggw9SqVIlJk6cSGRkJBMnTiz2gorI1Sc1fR+7T3THmBRsVgC1yi3GStuCjaxHUDIwqeuw7DWoFRbKm7178uMfO2kUEc5O2y72xJ3ghnKN+TFqEekn2uBhZTAycgEbYithWWBshi82t8Dnj3IMbnGY46Y38WV247C70bL1aq7psB2ngXcW9ca3ojeOqDTSSabMPUcpG5RBBjYy6tuodOgU9W0nCQuvyeuWRXqFdDJSLX7/riJhS6NY9UgSGU4nlmVxf41reLJjewDi4jfyx/p7CQhOo0zYu9RotAh398wOmctVCeOdX8ezbv4WPkvczX7/dLx2JWItOYEJ9MMzw5d6FcLo8+hHpNicpJWx2LDvCF2b18xstvR3gCotw5HXrr1oWlWL5LNfNwMQ6u9DpZCgS7p+uTCq40VERERKlyIHfZ577jk2bNjAd999R7du3QgI+GeY3+7du/POO+8UawFF5OqVkLoKYzJHqHKaOGKSvuO/v63kscqeBHukkuSw4xU/GuOMws3/UXrXrUPvunX+XvoaAGbt/4D0v38lSDN2jqQFkeHIfBzLecCbw85EnPFBjPo5hIX3daFGQANCfH2oX+Y+1h+ZzdtLT5C43IfQ0wlENCzLqR478PFNzczP6caByuXoP2gLlmVIZhstWsex5K/MMqTWdaOudyP2OZOBzG6nY1Mytyc5NZ1/3fwJJ7d3wc3u5N//WUX1Dh9Rxrc/G3eE8NG8tUSGBTHmoe50tDrxxrz5bHluJsZhSKnpS3z7Knz3x+94pNnw90um/XWb8fZz0qP+eFbsq8jWoye4vVlD6pa9tK0yOterztT7BvLn8VN0a1ADHw/3S7p+uTCq40VERERKlyIHfb799lvGjx9Pv379cDhy/oJcqVIlDh06VGyFE5Grk8Oksyn6a06n7sLf4YufWyI2y4fk1N+YfbQOc4/Vpq5/DIkZbnzXcg4m8T2M37+xLLdceTUKsGM3DjIsN7ysdCo4z9ArPpVNm4OxKoeyK/UMGHAaJ50+nILBMLxta5q3u4bGEXdxd+hOXktZwokAOL31CNVucpA1JnsF7xA+HPw4X+9bDlZmJ7huNidZz5m5pdrZcjiWaxtXYXXScSoEBjCsdQsA1m/ex8ntFu6VHYQ+msBHHq2o9ece2pe9j69XdGHP0arsPRZDxLy1tHC6c2rcKnAY0ip48deIGn+XIYPgtXZuHrCKiEqnMvONfpppd865JJ9TflpWq0jLahUvaxnk/KiOFxERuXo5sOGg5IyYVZLKciUrctDn5MmT1K+f97C+NpuN5OTkCy6UiFzdNkZ/xbpT07CwcLfVoF/5gQR4dSA6/gPqBx5lfUxl1pwuT9/yW0k2Bm97efi7UphxcB1v71pAmKcfo+sYwuxRVE9PB6+TtPTbxxGvAKq1XkWj9vW5JuQ/PPbDPE4kJOBmszh45gye0TDtq7XM3/wrCXVO4bsyHKeHBZZFWhl3Dm4Oo1KLY1jYGFT5DmxWGn/Mr03V9vuJj/Jhy/7qEAS2dPD7MzM6lLrpDDsmP5xjBK3aNcvj9LIT8mAcB33C2BNVlvUnq7M7pix1Kx5l259VcRrDkQMnWPjcLIwz83Gt1IreYPsnH7fwVMpVzBwlzLIgxRGTa3+eiopj5/Yj1G1UkZBQ/4v0qUlpoDpeREREpHQpctCnQoUKbNu2jU6dOuWat3XrVqpWrVosBRORq1dc2jEsLAxO0pzJ+Hr3xT1jK2VSpvNSXZhzojZutjS6lt3JCYc31cOmYVkWyY40XtnxI05jSM5I5b0/D9DQ9xgrUq+F1FBaR+zLHMELQ3z672xJ2MU3g24F4LkFCzl65AxeMZkBlVNb3fEI8CTROxHwzewc2jIc/6sMh9OCqRJUhsatGrP26ChST1vMHNEVgAb17Fjh4ez7IwZHXBoArVtUJz4llfnb/qRcgD/X1q5C2ZAAXvzmX0w9/gbHY/95hOa36EocTw0m5bp4rHgb63YfwsffF4L8scUl0L12XRZ4WZxIScTXPZV+A9ZirMyAkDHg71E5x748cewMD9z+PmcCU/AM8GDqaw9RrnzQxf0A5YqlOl5ERESkdClye6n+/fszYcIENm/e7JpmWRYHDx7kzTffZODAgcVaQBG5+jQsc5NrmPF6gb3wsZfBkTIfm2Wjogc8ELmLnuV2YsOQ7ExjZ8ImANyw4WHZsYC0NBuLDtbjPzu6kp76dx8+2UYASEm1M/vwatf7Ede2J9iZbYQAh8H3M/D/PoPAA4lYqQ48T6ZTYXkq/rsc3FijHgBnYhJoN2ATTdrvoGnH30n1P8rOTVGkJTvI8Haj08BGPHhfJ+758FvGzVrMg9O+5+s1WwFo2aI6z3QeSbh3qmu13mccRId7gKfBGeIgNigN6lSFsiE4a1bmxqE9WNLv/3itXTeebGEo7xNMBb/eeLqF42kLxcfNg12nP8H83ZHzlvX7OdEghaihcPjmNEat/77YPy8pPVTHi4iIXL2yRu8qSS+5cEVu6TNmzBgWL15Mq1ataNCgAZZlMWTIEPbu3Uvt2rUZOXLkxSiniFxFynrXZkiNGaTET8IkfsCpo7OZfagxgypnjtoV6yzPsbQofO1p7EkLwy9hBau3RDJn8x+0LB9BdIU4dkZlYMjsk8SR7kYVP1/iM/pRxmMWO7/yY9MrIdh9N/L7D7uof01tlq3eTVK0E4ePhT3Zwp6Uhv3k3wVKysD3r2RwzwweBe3M4MtJqwg+bcfLuzeLpiZzdFMIAJ71HWR1+mMBsUGGpIx0/jx+yjVtzd5D3N62MQAVfSrxn9b/YsjbX2CvmIi9TireQFKqnbQMOz4Jbhgrg5QQN9zSDJ/OXo1/6m5mxa3HsuDGiv0ZUr0/+2LXseXU/xGbepTY1K34e1Qhw9kErxq+JB7/Z99usv66mB+dXOFUx4uIiIiULkUO+vj7+7Nq1SrefvttfvrpJ6pXr46Pjw/PPPMMjz76KN7e3hejnCJylXEzSZjEtzP/dh4Ehx/3rupDtQg31qY5sTC0DtpPZe8YbKeb8Z+5KwH48xiMLTuPjeVu5Jv9iRinwf1EOhXfTKDL9835Mxm2vB4MDsiIT+f9Uc/z3LdhWNYg3BMgqTqk2iAwzsAfgGXAWBi3zIaRFuDwyAzqvD99BWkYymwKyerbGe/kJNwCnGSk2UiItNGnYR0yrNO0b+zOr1tTMcZGijODdIeDrYePs3DbbiIDA3FLs2Orkebafg+7A2eCN1MeuIuhzumcDspsuZMx/w+cW90wA3yxnXZjzo499A/5ize2zeKWev/sv1n79zPxtzUA1CtfngPOYwC0Cq1ycT4wKRVUx4uIiIiULkUO+gB4e3szcuRI/eInIheNZbkD7kAGWJCQ4cGqqEqcCj5GuNcZavpG4cSHTuUncPRoZWCWa9mUdHf+n737Do+iWh84/p0t2c2m954QEgiE0KRXAQGjgFL0Wq4FVLwqeu1dEERRr6CiolexoGK9CiKgKCBNeu+9JaT3vnXm98dCNL+AEKQk4f08zzyyM2fOvDPrs2fz7inDzXP5dUUPNEcVAUtLyK2w46s9RaqXxrcBERTnGQEFJaCMsqpVdGobRKRPFAG2Y3jHlBM1IItjUaE4tpswpNiJykwhr7QET10G+4sjMJltmHzs2LDg9DZgKHeiAL37dWTUv29gS3oeoT5efHl4Lov3zSG0lUb3YH+WL2/NskNHmL58He8vXIeqaaiahrlcQyvRowU4AVDLDERXBYBOV53wQdMob+5N6G+5FGcHQIkOUPj3Vz+SExhAcnAUKaEZ5FZG8vn+surncbiyjMfiLufo0Vzuiq49V0tdbcjKYM6+3bQNDWdEi1Y1JqgWDZ+08UIIIcSlSUWHWo9WzKpPsTRkZ5X0EUKI863cpeeQ7hlildnkWkP4/FBLQr28iPMKJNlnMzo0oIqjFdvw9Uikb0o0q/ccJSUqHau3xpzVEQRu1NAdKkTvoTJocgarN7UiOTqXiTP2MfnVpmSZfenydB4FLk9c5fkEdcshsm2uOwCXSm4XGx5dbJgUB1dHJjJx6y981GI2C/a3wi+hBKeq46fsFLKIpaMayqAeLbli6GWYDSa6xscw7+AedpWuJD5EQwHCwooxW+zYbWbSC0twqmr1/SpmBW25H2piFaq/C/t+XzJUKyMPfUtik0AO5BViqFLQO3RUNPMlxuJHdkm5+ymUOvANt/Dx1j7oFBWdtwuXUgEo6BSFpkZ/Zg39Hy6Xyu6AdUxfPQG/IO+zel+yy8u4efb/cGkqM7WteBqNNPULZGduLr3j4gj1Prt6hRBCCCGEEOfeWSV9Zs6cyZdffsnRo0drLd+qKAoHDx48J8EJIS5NlU4bd617gxxrEXolmbc7jGHDKPeqVFmVmXyftggABYXfdu5i9k9O9HoXqVetZUnGZfy+OwJ9oIvgRAWLI5QOI0r5ck1frDYPFEXjvTtnE/iEN3lVPngHOinXfAk33E14qwnVMZh0Ljp451HhgqvCe7CzzIwTHW9nd6djQhqKAgadSoeANOzX98X8SQFvP/AJn43/H5PnPUFMs3CqnE7yy3xICM1D00B1eOF0eJASGca/r+jBrrRcDuQUEORtIchoJD2rGG23FxjBFa6ir9BjtTt5tFt3fti4ixWbD6H6eaKF+PLCkAG88L/vyC4x0KeHntgmswkwVLF6T3NWrmyNM9BFYrtgBkQ3x3dJMd8cTzCVFVVwYFsaHfom137wZyCjrBSH6p4rSacorDh6lIe2/4RL0wjy9GTRyFH4mc1/5+0XF5m08UJcmjLySjiWU0zb5pGYPYwXOxwhhBDnSJ2TPq+++ipPP/00ycnJtG3bFpPJdD7iEkJcwg6WZ5JjLQJA1TRW5+8m2c+d9ImwRNIl+C7W5n9MlUPP4hVRALicOjavTaQyxkGrpBx0Cqj+FkY6huKIPcyv04/34NHg062tWRwchoeHkw+O9uTKyABiywIp32PGmOhiz+FoPEuC+fi2R/E5/hmXbv+KrlFHAbCrZow6KwBlTjMDzE15/ceF7tfFlfz82Qq63NWTbdszMZW0YbVqpmOkN0+2H82kDsEArFqxj97WQK7v3Azf9t7M/m476dmgaRouo4Yt3kHwPCtB28r58PeviLs+BZ2ioGoalXYHZh7l/ZGrQNeMT/N8CDeVoijQN2UnB7bFkZfjzxCfZG5IaEeaLZPvDT/jsDnw8jET2yzsrN+bNqHhdIyIYkNWBv4mM14GD9TjK4UVVFWxKy+XbjGxZ12/uLikjRfi0rR57zHG/Oc7nC6VpLhQPhl3Mwa9DKsQ4lLj0hRc9WjFrPoUS0NW56TPBx98wJgxY3j77bfPRzxCCEETr3D8jF6UOCrQ0GgXkFDjuJNw9lWGUGkzUmHzADRQFOyr9ETeX1o9qbIupBJ70KfsKDbi5R1JRbknOr3KHp8gDB4qKjrSywNZnp8LuvWs2NAWR65GldUEKDz980LeGToYgI3Fy4/XqnBobySBFWU4bV5c2+VR2kQ0w8NkxOlworpUvKP9Gfn+t9idKijwr44D+HfXPtXx792VyfNPfotOp6DO1cj5p4ojSsG3xJsqp4uKpi4MikLQtnJQNUoLKyleegRdE1B1Cpe3sBBoWeWuTN1PuLF5jeejHl96/mhaMT1nv4eHQc+9/xnOD/d9RllmOU+mTmLysvEEBHqfdD6ecmcZawtW4G3wpVNgd3TKH1/8jXo9Xw/7B0dKionw9mFffj6fbd6MS9MItngS4uOBU3Vh0On/uN8NB3n34U8xmIw8OO1OYpMi6/q/hLhApI0X4tK0eP0+VNWdwN97NJej2YUkRAVf5KiEEEKcC3VO+mRnZzNs2LDzEYsQ4hKQV7WdQ2Vz8fdoRnO/62olHbKqiphxaDndAtsT7xNAin8TWh3v5XOCDjPrsmMptXvi2a0YjzXehBSV41/qpHd8Cgty14EGrmyNSZ9GY4vywS+qnBtb7ePKVkP4T/oxcooyjtemoSgaszZvxx7sidXunuAZNLZmZ6FpGoqi4KOPoMxRiqbB3pcDcRSFoShQ1XUDPT9tz8uzHubnz1YQ1yKSpKtSsE/bcbwajdlzN/Dv6/tUx38svQCg+gu2oRAcERpVAeVYzQYUPfgvh+PTN6MAaVuOErC4AM1iJOHGVihDqI6zR8go1hb9jCdF5B3rjkGL4oYeCXy/YQcADqeL77fvRbW5J4k+ti+La26YTMseSbz19PV4mv/oxq9pGlP3v0xmVToaGoX2fK6KGFrj+et1OhICAgFoFxHB/FtuZWtuJgtKf+OOjVOIMAfy304PEODhnt/nldunkXU4F0WBqfd9yJTF4+r2P424YKSNF+LS1LZZFN8u2oIC+PtaiAz2u9ghCSGEOEfqnPTp0KEDBw8epF+/fucjHiFEI2Z1FbE48z40zYmGikFnIsH3mhplHtzwOYfL3UOxropsxw1xl1NWWsWU8T+QdiSfm+7ohdrej1K7e+noKtWDkYPXcGeTTRy2RuD0ao7Dtotl38RSsMgbW6oPACWVXpQpuRx1/pddpW1RFEBTiPOtooN/G2ZShjPUiUHvwJnjBYCvksb9m24nxBzGLwf98LME42W24/GKDe0jcK0zkl9QxrOTZtMkPoQh4wZR7LLyj/lfo3mq6Kt06JwafnmuGvfYpXszomICyUgvxOmjUZXgTvB4H9IRshs0BTS9DnuYD4aiSnwDvShacwydqkKpjaUbczm8bCjDWmdzWfz1KEWpHJruCYrCPQ/05/4+7oTM6oNppOUXAxAXGsih4wksVQeqj5kd+7NYtmE/qT3/mN/HqTnJqEqrfr26YDV9Q6/CrD/1MJ/mwcEUkMf+LHciLctayG85WxgR0xMAu9WBpmmAgs1qP2U94uKTNl6IS9OALklYzEYOZRQwoEsSnqaac/o4VRflzgr8jD6yYqMQjZiqKaj1aEhVfYqlIavzYN3XX3+dKVOmsHHjxvMRT6NUXl7OQw89RGRkJGazmXbt2vH1119f7LCEuOCqnHmomh0NFQUdpfa0WmWOVRaioqGicbQiH4BvZyxh7e97yUgrYMqEH9iasQ6A41PJ0DYgm3WVEXxRmsA3WYuw6YIIWp6PPt3qLnQ84RDqU4qHkoFOAYNew1CmwzavOV8sLcMR6kD1U/EPLOezG97mhb5fk9h5P5qikm/LIcwnH50ed7LIA0y32wiMNLPfYWPF2gN8/vVqrn/lc+6ePwer6sQRoKF6aLi8dEQPa1bjHr19zDw/cTi6MiuGfCvBPzvptDsU8173R7JHtJlePZuj9zLRedhl+KdE4moSigZoBj0HU3z5ZU9z7vlfb3bl9uLl52ezdtUB1q7cz6sv/Fh9nXdHD2VA+wRCEz0obl/K6K/vpP89/ans1xLN0wOAIH+vGrEZdUYu8+9c/XwPlBfy5r5PT/veRpgDUVBQNIVyqwcvbf2NpzZ+j1N18fB/RxMUEUBYbDBjXr/9tHWJi6ehtvHSzgrx93VvE8+QXimEBvigaRr7c/PJKikjszKdBzaNZfSGJ3l59zRcmuv0lQkhhKg36tzTZ9SoURQUFNC5c2fCw8MJCgqqcVxRFLZu3XrOAmwMhg8fzvr163nllVdo3rw5X375JTfddBOqqnLzzTdf7PCEuGD8PRKJsHQjq3I1Rp0PCb5DapX5V7N+vLX3FwyKnlEJvQGwVy4BPAEdmgZHChYTZArHphkwai7a+mTzVUmr6jqO2Y08M9XKl6+kcyTNiatnG+JjlpMSnYa/5X4CTZVkllbhvSOIgpIKHCYX2vF5gSpcHhh1KomhuRSUe7HLFoULjZQgH3YWlwPuVcOwG9BCw3DZ3KsbaWjonRrFVVYwgaH8j18mFqcfxepwYja6P3JVVWPugQMU9whEl2XFf3c5gffuJvDqHHJy/VhzLJ63hvfihXHuYTYLf9vJpIM5OGJD6NyvOXMr/0iWmYwGSkurqoeKlZRUYnc6efHnJWxKz0INrCI3MpeccijyqWDBmw8R+L8VLFt7kMs7NaNTSs2hcwB3xN/P+o1PUGgvx6np2Vt26LTvbRPvMF5pO4rp+xezvjIPcDE/YxupUSn0GdCGLw+9c9o6xMXXUNt4aWeF+HvsDicPvjaLLWsPoisqpyI5AKdFoW3rfYQlFuDUzHTxKyajopRVR5fSPfZL9DqPix22EEKIM1DnpE9QUBDBwTKx25n66aefWLhwYfUXUIC+ffty9OhRHn/8cW644Qb0ev1pahGicVAUHX0i3qDMcYz1BbOYlT6B5j7daOkVg5epLR6GCG5v2pvBke1ZWbCdDGsGx0r20m/IHLbuuoLMPD+6PLwDn4hKckp8sGsGNA2eT+9Dc+98HKoOo07FUxdITOvPePKz3WCIQdEFYnPegoaK2RDJm+1yuXreJ6A6MGoKpkMeVLWvAjSuj3L3cFB0kPujL1VdjHj4KeTYjxHgCVGmluzanE35jz4YSvKhlRGOeODy1qhMsWMp86ZTdASb8jNwoKFTFCL8fDAZ9JRVWFmz7Qi/Hj3E3D17IVxB72MmoJMRncWdWIkIK6FJVQVhFu/q5zagXyvato7BbncSHu6P/y/LWH0onWvatqRdTAT3PTSQl8f/gKIo3PvgQL7bvJNvN7nn8yEPjHE6CHRhddl5ZumTbJ5iQrPrmLUinaqsclIHtyfxTyt66RQdqeFX8tnRHwC4MrzXGb2/3YJb8sURd+8KQ56GrhJMXerczIiLqCG28dLOCvH3aJrGzG9XcvCj1fhoGlXRXpjTKilv58laRxN0adH80P1Lok0VaBrkOHUcyB5EUuTCix26EOIc0zQdqlZ/Vu7T6lEsDVmdv40vXbr0PITReM2ePRtvb2+uv/76GvtHjRrFzTffzNq1a+nevftFik6IC09RFDKq9rKteD4Aawv+h63iKAEGHS3Df8ZkbMLi3PVMPzQXBYX5xnJejavguUlzWF0ZQ4Fqpsxpxq4d//jS4FiVL1tKItHQYdCc+CuROFrp8fBoC8DGtAwenf0TpQYrNzZvRUJYIBpQnuDE26YQsLEU/1VFWB/ypkTz5GhOAOkLfNg4NQjDE0ZC+9kA0Cmwa1sJxR8Hctnl++h3+wZc6Ph4X092lEUTaPDmtX7XMHPeBqIrvOjczo7Jo5B/donH6VK58/mvSMsuojQW8HD3BHJ5Qr7NQdKfntGzna7Ez2RG0zQKbZX4e3gSEuzDWytWM+uHXXSNi+H7e/+Jx/E/ZLv1bM63cx9k14YjxDQJYueRkhrP3H+5Cf0NCtfEhrN54WE0Wygo4HS4mPO/9cz/eSszPruHkDBfZh/eTmZFKdcldKF9QDKaphLvHXPG76+3RwHR+zxQPzGjoLAsbQPdXks4/YmiXmiIbby0s0KcHU3TSMsp4t0vlrPhwxUYVIXKZn5URVpweutxmsBDUQkIKuOFtF6MiVpHG89CAg0qx5x7Lnb4QgghzpD8BHue7dixg5YtW2Iw1HzUbdq0qT4uX0bFpcalOWu8VlFQtQpKrSsIMTZhd+lR9IoLRYXcHF/SvIPwLC+nxG6ECPAy2PDU2ahSTaBAyTELWqg7ieJUDOwpqKDX++8yoedA+rRoyqPfziPNUoxqgXcz1hPylZ0m/YI5qismdNYBDDlWAMwbKlj4VHO2vReIvkJ1xxqux6nqMOhUNA26tt5A1UOetG1+GJ0OFE3lqugdZB1KYlqPEfy6cD8b9x+jZUQWT/f6Hxo6FFTS0gNJyy4Cp4umVfkc8AgHQG+FsiA9V4X/g92lm2nj34W+oT1ZuuMg96/7Dqu3g2izPy+0HsQ7K9cCMGv7LjrGRHF92xQAHHYn/x7yBmlHCzHoYOLMu/Gv0lNidGLJdOGfa2TulY8wbdp0csdWgnoUIsPQLJ6oBh12u4sjR/KYW7SHSZsXo0Ph20NbWDLkPiorbDw/eS6ZOSWM/Ec3enT66wTO0Kgb2LdxNpXHXy/9aRuPvDQCDw9pbsT5Ie2sEGfnta+W8O2izXgeKsPoYUDn1PA6XIk528axa0JQNBXv6Aoc6DlUFcTEtMuZmrAAo2LHgorVcRSzsfYQYSGEEPXLWX0LLyws5I033mDx4sUUFBQQHBxM//79eeihhwgICDjXMTZoBQUFNG3atNb+wMDA6uMnY7PZsNls1a9LS0vPT4BCXAQtfPtxuHwdaRUbCdbl4K+rBAx4mzoBEGb2Ra8AejAF23n29asxf5uGzqTR978uAlqrmLcbycoPxllkRPEsRgtxJ31OTO7sMuXz3f7XWbK2NdYNZaipx7uHahpVUXrazXXx7JhUJudM/iMwVcVYaEDztUCFe/4erwALhTY9Rp0TIwo+PlZMSU4cBh0eqvuapVk+PBzagfZB0fzKfgCiAkpwqQoz/3cZO/aEk9xvD6U9VLxMpcT75xNdWUJQTglzshNJrPCjubEvA5sPrw5l7LyfsTZ1AHDMWszv+TXn1dE0DbvLhV5RWP7bTo4UVKJ4e+IAfvx4JddbAljw3mI0i5nrX3IPeVn4wnpwAopGgIeN0ogQKjxc+AdbiG0Wwhe7t6MAKhoZFaWU2q18/s0alq7eh6pqjP3Pj8z/fAye5lPP49A1qBfX9qjkq23LURSFuMRQjEYZWtOQNLQ2XtpZIerO4XTx7W9bsBwoxvNAEYqi4F7yABSd6fiqBQpU79XwNtj5rSKSFEsGoTo7OsXzYt6CEOI8cKHgov6smFWfYmnI6pz0ycjIoEePHqSlpdGyZUtiY2PJzMxk4sSJfPbZZ6xcuZLIyMjzEWuD9VdLW57q2Msvv8yECRPOV0hCXFQGnQdDoscBYHUcoNS6HG9TFzw9WqBpGmu3VHFwbxxmXxsRrXLQ55aiaQouq8KikTreP3IbK3bPQt0LlowCCi43k+KZSabNn/SiQIxOleGd1+Opt4N2CK/PemPOMmCN0IGi4H3IRbOkSNbZC3H6GjGUupMrba+5jPxyX0ypekw+Lvx8LQzuHMW7hz5F1TS6BRSyPTeaBUeSCfSsYFDsNvRFepQwlf0e/2HyjhVoTbsTlx3AlpxWfLrIxvv7WuAI15hXno/qpVCpeTG3uDmmXAN+OiuOSE/2KQpDp3/Bz/feToSfe9UUzwrF/V0bQIE4vS+jO3fgh5276RwbQ4XRRsuZr+NtMxDwkxPT8UZRQyMjq4gjP69D0UBnc6DLLCA7owgvfwu2Shso0KR5LL8leGB1OCnRubhxxjc8OaIXP6fvwaVpXBHVjACTJ5VWO7oqJ4qq4fTUcLm0k72lNdx63wAiokIoLihn4PAOfLt1By8tXkqApyfvX3ctLUJDzsv/V+Lva6htvLSzQtSNQa8jOsSPykVpKFVWMJtAp0PzNKEzehC2vITcbj4oxXoMgXZ8jFY6BBzFqbh/QMlyetLSEHqR70IIIcSZqHPS55lnnqGqqoq1a9fSqVOn6v3r169nyJAhPPPMM8yYMeNcxtigBQUFnfRXxsLCQuCPXyL/v6effppHHnmk+nVpaSkxMWc+r4YQDYXZmIjZmFj9evOxLFbtzgN0VBWbyd8WjGdJCQZKUHQKkQlhBPjHcvNDK9i2M5LvMzrQtFkRI2NWUaD5UFRmYdOhRLyM9uM1auji7UT+DFXROvx9y7HHatz75FV8sHUTx/7dEsuOYuzhZma+NJoQLy+uf/9z0rZmYDDZKNmYzkttFwAqh8sDSPQPYlK/dczJaMaEgz3oFwHxHms5WBLA4v16FNs6zAVGFE3hnYNtsDW34Vmp4lGlYQ8C1aZDb4XA9XaMlQrWZi5sIQaqHA52ZOUQ4efDG09+g/67w4S39cDWPwDdYZX3P/2Nju2aMPWRLvy8aQPv/3c7PnodHrklOBUvDEYdeocKKBzILMRwPDejKAq7txxl5sDJaKqRuJRYmqVEY+zfDOsa9ypMOhXycyuY9vEq+kQmcOvVHegRHY+iKHg5wFDiTopFBfnh7WU67Xuq0+kYOOwyAJyqyvgPF+NUNayOMt5Yvor3r7v2HP3fI861htjGSzsrRN0pisJ/H7ueu3/ci70EUFUw6MFiBsBU5MSzqAxLUDnXR20hwlRGltMXJwp5Ti/seFDhyMbLGH5xb0QIIcRp1Tnps2DBAl588cUaXwYBOnXqxAsvvMDYsWPPWXCNQevWrfnqq69wOp015hvYvn07ACkpKSc9z2QyYTKd/o8rIRobi9H4p1cKQaZymk/MInBbFC2dPRl42+X4mf1oG/o6/p4LyIlOR0WjXDMTpCvD29eK0vIYit6fKlcxpXZPcq4Bjx0uAo+WEZxfgH8zFz5enozu0JH9RZkcSz7CiGZdCfHyoqCgHOuv+7j1yVVY/G3k5gfy6O6ryLb58ljsWq4IPoaiwA2xe5ifl0CfuB4cqVrNnsIIQEFfrqvuoaM5NCKWgLFSh4ZG7lUq9mADQcsdWPLdhYK32Mi8XMHiZeaymEiK8spY+N0GdCEqgZVV+K+JIr24kspglV+9DrFp6QbsPwSjL3bi5XBhPlaBLd4Ta6QFfaUTTaeR08WMT1A0wetycYV58UNTB/42Ez6HoNToyePT/8WKXYf5eM1Wd6gaeJRBZlkp2QVlxPkG0vtm99w9+3ZlVr8b2elFNd6r9MpMPj/6HXr0jIz/B2Hm2j14rI5D6HU2nKoRFdhSdARN0/6yZ4a4eBpiGy/trBBnJzzIl0+XPsfN7Z9FragERakxkMIzGxK0Iob47wWgzJXPBmsUuS5fAvQ2jDrLxQlcCHHeqBqoWv35jqaevoO5OAN1XgOtpKSEJk2anPRYfHw8JSUlJz12qRo2bBjl5eV8//33NfZ/+umnREZG0qVLl4sUmRD1U4vwEMam9qVlWAgpcSVE52VRtUaH1juDGx6/hoAwPwD2pSXx3MwYXKhoaKwqb8bGslgWFrVie1UX/tnkQ/qbXuTHA51w6g1oRgf6pU7yN/py4J1A9mw+ikHvwiNiLQFRe1lWNZPDFUfIOFZIfMdMPH3dc32EBhdS4PIi0+bLsqIE/pyreLj9Vdwc/w8GhI8mys+ATqeimjUU3F+cPewKxhMzGivgdVjPpPiBmLOOT2StKCiKQvB+O/8beRNBXha8fM349lLwe7MMnxfKMQ/NxOqlUnCVA2uiiwzVD2dlIZ7zt2D5dTu6Izl4bcvEc38uPjmllDUxohmgtEcEhx5qS9pNiTh9jOR38EbRKzRtHgFAr+R43rrzGq7tkszNV7RD96cbczhdWJ1OXl+7kryuHtj83Mf6XJFc472auu9DthXvZkvxDibvnE5afnGt99PmSicxIQ3NpKJZXOR5VpBZKXOn1FcNsY2XdlaIsxcQ4suQ+waCnzdqUQmqhwFNAU2vw1Cho1fEoeo/unz0duyqgjHXSdPK+/DQ+17c4IUQQpyROvf0iY+PZ/78+QwYMKDWsZ9//pn4+PhzElhjcdVVVzFgwADuvfdeSktLSUxM5KuvvmLBggXMnDkTvV4mOBXi/7ulUztu6tCSh25/lANL3Eke80F/+PiPMhNnLSarWCEkLYCI2AJQFI44w3GgBy2dmQe+ZtGw3Vw2IZedPtEYq9TjZ7oTGHf+NJNbLe0ochQDoGoqW4u3c1WLVDx/jkTR7UVV3eWLbZ6Awk/5TRlSAc3ijxIYeStdfa8GINmSSsIWlax1hzCFKQR7e5Flq6RL32gOZmZRlF+Boim88c/hbEvPxWVW0Jc4wKBHn1vElx8/QWx4EAAeJiNBd3hTrLjjqojOJXJIFPl691AVTQPznpw/HkRlFVHtVK689QB2JZj0kHuZsXPf8YPa8Sk4FcwGAzfd3Yfht/WoPrVPSgJ9Utw9epICg3l7zkrCA7z516CuvLFuFR9sXo+iKPgO9eODtlfRoWPNz/dKVxUaGpoG+/KyGfTtJ7x289Wktv1jAXp/c1c6R3/JNqsdBY1gs4Vgs1dd/5cQF0hDbOOlnRXi77n9gQEU5pawYvqvqBWVaAG+7kUP4jS2lEfSL+gAAE4NEtRcJt9yJQWDXHR59yIHLoQQ4ozUOekzatQonnrqKVRV5fbbbyciIoKsrCxmzpzJ22+/zSuvvHI+4mzQZs2axbPPPsu4ceMoLCykRYsWfPXVV9x4440XOzQh6q2DJZ+Qud0BuIdflOz445imaZizKjAXV7JjRTMibygBowOn9kfnxf2l+/BsUUhy2zySyaM0xMT29bGU7fPEv105Wc09eXvHRnrFeVHhqkDVNF79cRNzItJ48q7RTNt0iMCgMraURFNWYUbnUgj8DV7aHo8WFMNlD7hom7CED37YSKlqxWOLexWTyjSNrLJC9DaVtYf2MOq5ywnL8KNJk2BatojEO9CLz9qvQMmqRH/AyW2TBxCb8MecCFuystiWYyMuzp3g8dH7M7Rba7asW4bu+N+u0e1Dyd1z2P1rbIyRRz/8HS+LHUVJY9ehb/C9/D7eXLUK1aChdyj4e5iYNuIaOsVFn/J5D+/RmuE9Wle/TistBkDVNIodNlq1j0Gvr9k59I74G3nnwCeUVdrJ3h6KpsHs9TtrJH30Ok+e6vAuzQN/J7NSYXh8O0x6Wb69vmqobby0s0KcPS8fM8+9eQvWSddzeEcaZdh5c+/neHhauczvMEVOAybFhUuBHXOi0FQdQcd73QohGhdV06FqdR4MdN7Up1gasjp/83788cc5ePAg77zzDtOmTaver2kad999N4899tg5DbAx8Pb2ZurUqUydOvVihyJEg2F15tFqSBbrP2kCQNKgTRwufod4//v5ZPx3OD7bQjDge0Ui4ZYo8hxpmHROrKoRTYOSrwMpLzBQfKgMc7CN0mM+GG9XMJdDk9aFHMn3p6LMzJDKm5m6ejb5Hr5UlnqyOtfOm17zKfD2ZXdRKEcKg0CnoTgVPHY70Qwa/LuCTZZdbMrZhfUyD3QbvGsGr4GiKehKdOwpz+WWAT0wHE+Y5PrmYhzg7rXjVGGpz25u56rqUyudDjIzg3A4DHh4OLkjaQjXxXel3FnJ/PS9DIlrA21tfOQ7G6VEhSEWfLxtKIp73LPTZx9B64roba8kvUkxBZWBvH7FCDrFnjrhczJ3tLmMZUePUOl0cFfbDnh51F6mvWNgWz7p9AbDXv+cqvxCQKN1TO1JPXU6I9cl9K3T9cXF0VDbeGlnhfj7zBYTLTs3A+CLTi/za/Y89pb5o1M+wqkoWMsN7N8dylW3NuGWxwZd5GiFEEKcqTonfRRF4f333+eRRx7ht99+o7CwkKCgIPr160fz5s3PR4xCiEtQU79b6HnXUpp034BBpxKdVMTh4reJ9L6eRV+vqi7nsbuA0c2e5becWaDp+N+z+yk5As4KB+DJuhfaYY43kOWppzTIhKJoHD0ahqNZBeEf56B/0kRelh9VAebqOvOLNUr0ZiptRhQ0NEVBM0HLq+PYt/IQeLknONA0MOhUbM3tGDd7oqGgODV0DhUNqOjs5IffjmBN/4k3/zEYgHnHNqJpoCig6MBX78Wbv66ksKKSkT070DU6huuTU/hx7x66REdzY8uOKIpCX6+OZO7TKM/W0a9fK2ZELMWZCA6LxpfbOvPPtutwaHp+mxfD4WU/EPZqJU2BJF0hLcPqPpyqU2Q0G+64lwqHnRDLqc9XFIWP/nUd36/bQaCXJ8M6tarztUT9IW28EALcnwVXRgzhyoghlJZGsTH/TYqNJkZN3E2b0FHoPWUSdCGEaCjOuo99UlISSUlJpy8ohBBnwdsjngGxCzno8zpppR8BoGBAp5ho3yeZxV+5Ez/t+yTjZwxiWPRoCovKmb5xEi69DgzuzIrToVGUpcOWYAQNNHTY7R7ETjtE68gELu+XTMv5q9horkCxGsDi5N62g5j/pQljp/n8qLTBoRloasknpP1eMr0HYCKNAvLRKZo78+OloQ2xUrrbhDVYISI4iIgKC5m5eeBQ+HX3geoVq7LLXNX3aHfq8MmI48MN6wFYvvcwS54czasDr+TVgVdWl9M0jQdf/I6C4go0DZZ/vhZTph4TUNjGxPS2vdnsEYGHt4OiJR5YktxLrCsKODUHmdZjBJmC6/weWIzG/7ea2skFeVu4u1/nOtd/wo4Nh/l+xu+ERQUw8qGBmD1r9yoSF5a08UKIE3x8bqWH43c0++8opr7ozFdc7JCEEOeJioJKPVq9qx7F0pCdVdLH5XLx7bffsmTJEgoKCggKCqJv375cf/31NZZLFUKIv0NRdDTxvxeHWkSl4xCxfndi1Pvz4FsjKdLp2HsgG1OHeFRV4+0PFjNr7iY8k4JRDhehHV+Nqn3npnhG+LFw415s/jpQoHOQlVuf7ki31Nswe3rwxbR7+eD3tfx2+ABDkpLxVQzsXHiU2y/Lok/bveTafEjwziPzYDO+MmViWK2nR/98fIw2NA3sVdG8mTqRVRlpHC4t4ur4JL5au5VtufkAdIqLIqeqnPU5x2jhE8eeBfmYMgzoIzzIjnHPJwSQW1aBw+XC4/jnqHZ8v8ulUlDkLqcvraIk01r9jCwZTgraKuw5EEVy23RMV6lUfWPE/2YbihcEegST6F2zh4bd5WJtdjphFm+aB9Q9GXQuWavsjP3Xp9is7kSV2Wxk5MNXnuYscT5JGy+E+DNFMeMR9CmapqIoMr+GEEI0NHX+9pafn09qaiqbNm3CYDAQFBREQUEBH374IZMnT+aXX34hOPji/hEhhKjfNM2GrWgMLttS9Ob+mPzfRlFO3qPEoPOiZfBLNfZt2p7OymOFYDayePNvxCyDWXM3AWBzuEi9vTv339WXgrwyouOC0DQIfXcxP7z+Pc4qB76ts4i6bhuariXQk7KiCtqUmRnQsx8jd31HTkYxPKRn7qp2PJDyC4GmSvaXR/J9UTLGmEq0Ih2+Bqv7twcFFFseVquT7lFx9IxuAsCYy7vSLDSY0iornRKiGDjnQ0odNnyP6vDb6IEGkOUk05CLolfRXDpCE/MpcZUQYghiyU9bmfrCj5g9jYx782ZuvKYDX/1vLZb1aeDvCxb3cLTyOA8UTcNx1Ez6pqa88FAqyTdGk19egD7aSbxXU8x6zz89e41RC7/j98yjKMC7/a7l6iYXr0eH3ebEWmUHQKdTKMwvv2ixCGnjhRCnJgkfIYRomOr86f3www+zd+9evvjiC6qqqsjKyqKqqoqZM2eyf/9+Hn744fMRpxCiEXFZf8FlWwg4cFl/xmVdVKfznU73EKmO1+3gin+vYpl+Ov49i0FR0DSNsFBfvLzNhIb5Meu9Rbz7zLfMf+dXyK3EUOZg96pgtiwMpax8Ob/s3MmNHZ9iwm3vMqbPRHJsRe6L6GB3QBhTH7iG34qTKNEZCY3Kdc/HE6DiVI8vpaWBrVTHHb9+TdNPX2XQ7NcoyH8Z1ByuTG7GlU2b8uGs3yh12NzVFp9YRt295WVVkDJwP8kD9xHRMo9KZxUA77w0F2uVnZKiSl6ZOJt39m1E1TlQVA0KS6CohII+vhS38gRFIWBzKVqhjgT/WMJjg0lJTqKlbytMOjN5BWXYbO6eNMU2K79nHsVstBPiXcbcQ39aFu0c0zSturfSyVRY7bz+4wq824YC4BfoxYiRPc9bPOL0pI0XQgghLl0uTal3W1389ttv3HHHHbRo0QIvLy+ioqK49tpr2bhx42nPnTFjBoqinHTLzs6uVX7RokV069YNi8VCcHAwI0eOJDc3t07xXih17ukzd+5cXnzxRW666abqfXq9nptvvpnc3FzGjx9/LuMTQjRGSs3VrhSdT51O79Ypgav7t8K7808s3NWabcfiwAuaj7DSM1ZlcDf3cKa3HvuCJbPWARqGYHfyQTXqcQVacJgMPPp8AZvM3xJT6u5pola6UCo1VIuCAhjzNWLGZBDuWYpOge4hh9hVHE6Jw8K+76Jp2i8LNQAOeQdwICcdnUlhV6XKzD0buTdpGYagn3h8xFQO5OWjPBgM6PDI14OigQZOE1TEOQn2DKLQkUf/0N7EWqIAsHibqay0owCZ1lJGJa8ntks+qzyi2f+LHyZvI9f4xfDz8j0Yix1YMuxc90xf4iIDq5+TpmlMfH0+i5bvxsfbzNuTbqRJbDApoQaaR21Cr9MwUYRTvQaDzt3TyubM5kDhi7jUCuIDHsfHlFz39xcosy4nLf8ewEV04FT8LKm1yny8YB3z1uxG9dcwXh7KN5PvwdfLXLsyccFIGy+EEEKIhuq9996joKCABx98kOTkZPLy8pgyZQpdu3bll19+oV+/fqet45NPPqFFixY19gUFBdV4vWzZMq666ioGDRrEnDlzyM3N5cknn+SKK65gw4YNmEz1a7L7Oid9NE2jVauTr86SkpLyl7/qCiEEgN7UF6P3I7hsi9Gbr0Tn0aNu5+t1PPng1fzvyI8cyA13J1GAY3aFkuBdvPnzuxz+LoTSdftwj6NS0KwaobdqHChOQvXw4O2l8Xj7l2CNNqF6KOjsGijgc9iD0hgXfltc+KxX2dshjOwsb7qHHsLL4KDJogBM4bHs2p2O3U+ProuN4qo/VrdSdFDmMqI6D1JaXELa/hw8gPh38inp4ofO5YHT4u7tY2laSFBpGQn5JVwZ1ZrB8TehHJ+LaNybN/Pxm79i9vLA2mMVvdpvx6RzkfhSBk+V30ZeRCDHcrIJsRpRMipo1jqa/tdHMW3fvTg0G4Mjx2CpSGDR8t0AVFTamLNgKw//qz93tA1itXvVeGzkkWk9SqwlEYB9BeMorFoOQFXe/XSJ/u2s3uOsogmoWhmgkVU89qRJn7JKm7u7kwYONJwu9ayuJc4daeOFEEII0VBNmzaN0NDQGvtSU1NJTExk0qRJZ5T0SUlJoWPHjn9Z5vHHH6d58+Z899131fMdxsfH06NHDz7++GPuvffes7+J86DOw7v69+/PokUnH4qxcOFC+vTp83djEkI0coqi4OHzIJ7BP+LhPaY60VFXQ2JeJTnGE58mJfjEl+AXVoqqqaybbiA7uwSbzx/JmKjhpVj6eaB6uFeG0lBI7phOTEQhh/8dQ86VIRy9M5b8ABP+KxUClqoUXKtnnyGEDQVNmH20PXv2x+PXrhWrSvIpbmmmIDsARQeeHvY/glIhNfgwBS47+fYxtOnmTqZ4VOgJ3OB0r/algM7mxPxFGa6PYfljFtLL57HqyNfYHU7mL9/J4aISxr5zM9sHV/E9YTy84waKnBb0Bo2yEN/qy5k7R/Lu/Ed4/bsHWJz/EYX2TEod+fyY8RZ+vp6YzUZ0OgVV1YgK9wcgyTf5+BNQMOssBBnDqutzqqW4M2Xq8X+fHb0+AHdGR4deF3DSMrcP7EhsiD8eBj1jrulBoK/lrK8nzg1p44UQQohLl6rp6t1WF/8/4QPg7e1NcnIy6enp5+QZZWRksH79em699dYaC1x0796d5s2bM3v27HNynXOpzj19xo4dy/Dhw3G5XNx8882Eh4eTnZ3NF198waxZs5g1axaFhYXV5QMDA/+iNiGEOHtmvR9mfy+UYvdnTpWHnhOJBgAtyIf4vgaaXL2WXauasfeHOFA0NL27RKvYdFpHHGT+uhS2dnUnZzQ0rF7u4V2OYAV0ChqQVhyELtODzOxDYFRAUbArHnTZ1JLVPuUYSlRUo4JSqeNQMwWjjwr2FUz49B02LjvGxMe/QW9XqYi2oXoYMadXwPFcka3ISO5mHwp6ZPHCez+zeM0+AHr0bMq2sEwAihwWVhYkEPC7HV2ZCy3QPRwrKTYUs68nTz78BekFXsRc54t30zKy0gzMqFrL5AnX8dOv24mNDmTE4MsASPHrxB3xT7I/fQ/z79rO9bsfZPBd/bj3tX/SNOBxduaOwaVZaRY4/qzfm5jA18kqmoCGk3D/sSctExXsx6zxI8/6GuLckzZeCCGEEI1JSUkJmzZtOqNePgCDBw8mLy8PPz8/+vTpwwsvvEBKSkr18R073PNhtmnTpta5bdq0YeXKlecm8HOozkmfyy5z/9EwZcoUXn/99er9J7p8d+jQoUZ5l8v1d+ITQoi/FOnpz47iYwCYHZ4sm9EBmoB3poOoSA9GPfQdKgX0StzHu+8O5eDRSMrCddzR6zfaNTnCDns0Pbp343B+FqUOAwpQEaejoJMByzaV0t46QMFRZWCvORQvvRNwJ1wub3UYu5cX3fUDSDuwBXORFc8QIwmhWe54jC0wmQPo2t8PHz9PysusWCN1OHw1nJ4ehCwGRdNQDBqeEXp6JdzCtLe/q763Q/vz0YW7e+mgKMz5rishO2Dc3f05jA2jQcc/B3Tg5bGz2LE1HU3TU/lBM9QgFWuemXXmleQ/Vs7z/7661nMrtXsz451tVO3OARV+/GAxV9/RhybJHegWsxrgrHtgAXgYYokL+eiszxcXh7TxQgghhKhvSktr9j43mUxnPG/OmDFjqKio4Nlnn/3LcuHh4Tz77LN07doVX19ftm/fziuvvELXrl1ZuXIlbdu2BaCgoAA4+Q9fgYGB1cfrkzonfcaNG/e3/hAQQohz6ZnWQ/D3sLA1LZN9S0vRKnUoQOXIYhzBh1D544O3efN0Dh6NRAm306vVHlZ+0Y8lMzwxRC/nzucPsDU9loOrmmIr9qSkk4HenfdgsViZta4TqDrQNFSjRtiGKsJa5rP1m2BKW1lw6TfR8rs0KosqCQzzI2T0W1gCivH3uhZFUbDhIm5iSzYfPErrCjObtDJs4UaKO/vR1T+aEbd0pU3H5rz80UIcioaXxUqgTwX9ul/GYz3788iiHykssFHhZ8Qr1Yurh7nHGReXVeFh0FevZqZpgNOENc/9B7rOCjvWpcPlNZ+Zqqk8s+ULXMZKzOrxlcQUBU9v9yTK8hl/6ZI2XgghhLh0qSiodVwx63xScccSExNTY//zzz9/RotLjB07li+++IK333671g9X/19qaiqpqX/MQdm7d28GDRpE69atGTduHHPmzKlR/lTfl+rj96g6J31k5Q4hRH3ia/TkqZTBvHtgJQcq16O6Z25GURWybQHYVD9MuhIAcnOSuGp4CsN7FeFZPpUFb80DHNh2G/j1tua4qnTQ2YjBoNA8r4wg3woAmgTlcyQvFBSFkIIqoqJLaNnzACU/pWAqclIcq1BZVAlAYU4JM2ZV8tB9N2LQuX+BeG/P78wr3I0WoJHpsBH8qx3PY+V47y/n+Z1PEBDsw4wf17J040ESI7N49V/fYvZwst82lz0Vo3iv1w088sMCbF5OXhw0gILSCu566RsycooxGHT0vyyR6NwgKsqt/POOXrz57kJUTUPRFDo1T2DyguVUeVRiCdMYFN2OZr5hODUV+0ALujwXgcc8eODBGwmLDb7wb6CoV6SNF0IIIUR9k56ejq/vH3NankkvnwkTJvDiiy/y0ksvcf/995/VdZs0aULPnj1Zs2ZN9b4TK3mdrEdPYWFhvRz6XuekjxBC1Ec39mvP6l1HOHAsD88kK5U+LuyaB0/svJIUnxxuSbyJt5+7srp8TnoBMM/9QlPcCR/AkpFLyugCdH7O48ege/MDDA7twtK1G7jyX+tQXArZ3wfhd72dY6WB+Jt8UX7LRNM0NAVm2vazadE3/HD1bQAU2Crc3WlK9OiOmKmKMVEV64OxMI2t6w/S56p2uFQNBRjQcSdGg7vnTjNTEb8WLKNZWG+G9MtC0W0gUznAS//2pxhPABxOlfmb9/H0vf25rqd7bHF8Yhg/L91Gs5YRvPT7SirtDjQNjIkVfJe+gZ/7PcpzKSN4c898Au4PZ1K7fxLnFXLe3yMhhBBCCCHqytfXt0bS53QmTJjA+PHjGT9+PM8888zfuramaeh0f0wofWJ+n+3bt3P11TWnUNi+fXuN+X/qi7NK+mRnZ/P9999z9OhRrFZrjWOKojB16tRzEpwQQpypQF8Lj9+1nayKHzlSGYCNK/hwvx6H5sGqwnisBzPpE/VH+a3rDqN4WVCtVgJTwijYloVBg7737SC+byGaBtk5UQTF9KGZb3vem5dLzsEQFmgd8NxRRZHLj4LgQDQUyqucvDDzbmbMXsjuGCf2CBNb8rPISs/DZXXxz/iOzDuyE5v1+HLXOne3z+x/B/Nv21xeTtdzw8D2bN+7kfwSH/Q6dzlblY6yKhPj3/iGtjGHCetdxTHbNkJviKbof8mggnspMIXckvLqe0tpFU1Kq2j2ZOVRsdhxfK+Gq1JHlauKrKpiBka0o19oG16ds5R/T/uJazslc0ffTuf/jRL1nrTxQgghxKVJQ6keUlUfaGcRy8SJExk/fjzPPfcczz///N+6/uHDh1m5ciX9+/ev3hcVFUXnzp2ZOXMmjz32GHq9HoA1a9awd+9eHnroob91zfOhzkmfX375hWHDhtX6IniCfCEUQlws+VW/syy/GfNz2gAa3h5GSu1OVA2a+tQcuvTJlAWoHkayrwzlSJgHvpcH8g97MAk901lyMJlKu4k+CRlEbN/K1u2b8Te2weil4ZtXRvE6b2zxRrQgONEWPbZ7CZe1jsal5ADQ87CFOx54ElWvI2hoG1yhelRfPZoOFBV0nirOYBcODV7bsZBBV7XmjYc6oha+iVX1QFVU3nqqJSVaCobVeewkgrL9JhJH54OPSuCAbEo3BWArMRMW5sPw7q1rPY/E0CA6xEWx8WgG6EAXYqddQCzNfNxLtM/btJuvV20F4I35v9MpIYbWseHn7f0R9Z+08UIIIYRoqKZMmcK4ceNITU1l0KBBNYZlAXTt2hWAO++8k08//ZSDBw8SFxcHQP/+/enduzdt2rSpnsj5P//5D4qiMHHixBr1vPrqqwwYMIDrr7+e++67j9zcXJ566ilSUlIYNWrUhbnZOqhz0ufxxx+nXbt2/Pe//6Vly5YYjcbzEZcQQtRZuFcq64ry/tihU7kxviO+Rk/uat6jRtmQCD9ydTasYR4AlDkdePSJZlX6UObvLEFRNPYciyXg5SycDj0e5kN4/isA9Zg7y+N1tBK7vwemOBdd4vazdmkrjrnyiND03Pt4V1Z/9F/ydCaIi6RgWyFRCmT088bup+fD64bycfYyNhRU4LLpyMjX6Pzpe7xxxdUEH3uUfau/YNWvAWzam4jO9sf95K33xniTi5HBh+mXuJKyHp4YAr/F09Icna72LyEGvY5P7ryOfTn56D1gyqbfyc2uZNGRg6Q2bY7d4axR3vb/XotLj7TxQgghhGio5s6dC8CCBQtYsGBBreMnViN1uVy4XK7q1wCtW7fmm2++YfLkyVRVVREaGkq/fv0YO3YszZs3r1FPnz59+Omnnxg3bhxDhgzBYrEwePBgXnvttTNeVexCUrQ/3+kZ8PLyYtasWVx55ZWnLyzOmdLSUvz8/CgpKanTeEYhLiWapvLs5unMzzyGAvQKTeLtzrectGxORhHvv7OArz2y0RQNDYWrOx7jQGYKO8uKAPdy6rdtW83N/9pHToYnbx9ph6ulgu0NT5zZBnyvNPPE3TP59/h7UTX3WF/FBQ/cZCD7159ZMK8pWmRY9TVL21rQ6RR8jjjIaedBdA9vjhTZKLc68PSyEhpaRQuPUA4/l4tSroCmoZRVwvFkzA1PpBI+rJKBHu4lJzV0KJaR6HyfOuUzcbhclFXa+GTPJqZtXouqaegVhQ233YdZZ+CJmT+x4dAxrumQzFND+9TLFQfEmfu7bcWl3MZLOyuEEOKvNOZ24sS9jVh0O0Yvj4sdTjVHhZ3v+3/aKJ/5hVTnnj4tWrSgtLT0fMQihBB/i6LomNDuLjoGb8bmcnJtzGWnLBsWFcC4l28ibPM7/Lz9EH6GMvaNcVIUuQ2GR4NOIbnUwSMvbkJv0IiIK+PJsCqeejUSJU9B8fRgwv238+P87ajo3cO8NA3QaNfCm6iOB/ALcTHrt0DsDiNGo57LEzcT2ryILT80o2J3OIfR493aQbmiEBJRDArs047he5MX1unHe92YPOg7rCODbu5Gq05N0dRCtNwXAId71LUh5pT3eDS3iFFTv6WgrJLQNn7Vo6JdmsZnB9bS1DeIqaOuQSeJHnGctPFCCCGEEI1LnZM+L7zwAs8++yy9e/cmLCzs9CcIIcQFZNTpGR7b8bTlrA4nK/ccIcazGT07zeXYD16U4ENodiGeb1UxevJNuAyZaHonDgAFEpr5cc9tw9i/O4sBg9tScqiUzG0e+BrKKXV6A+B9rJSmze5HsWYT0iqNlNIgQkITSBmymyKvfShAWHIhb35/FVq5mc5xW9mQEYeiUD0/UKe+zRnQ5jJW/bqT8JgArryhM/7+XgAoukAI/ASt8lsO7vHkzbeO4Gr1BreMvpqqYwqzVm6nVVw49wzqxnertlNUXgVA9q5i4jr5k1FRRoCfjv/uW44GZFQWc0+LXnV6xpqmsXLRTnKzSug3qC3+Qd51Ol/UX9LGCyGEEEI0LnVO+gwaNIhNmzaRkJBAu3btaq1DrygKc+bMOWcBCiHEuaZpGv96/3s2Hc4E4NERD9Oy/2IM189DUWDJawn06JCEl38pmv34OYDZpznDbuxSXc/WI2MZ+twWhrKFeZ93YePcOO5+7Co8TJ7s3HMbb701AygHttJyRKG7R42iYTS6cLVxEqTlEB1SSExIMSrdWZVvJ8zky30RmzCFvEWrlIE8+EoC79y5ibYto3h93HWYTEYUj44c2B3CA4NfQlNA+RUeIwd7VhiaBmv2pBHq702ojwVVdfc+0jsUPu0zjNBQX9rOmVR9D5sK0uv8/H78cg3vveJ+VvO+Wcv0Hx9Cr9ed/kRR70kbL4QQQly6VE1XPWVBfVCfYmnI6pz0mTFjBs8//zx6vZ7Dhw+TkZFR47jMByGEqK+WrtvP2m1HaN8qpjrhowDb9jsY0n0X5RUGzL5Outx5lNkrPkXpspTb/N2jthQFdIakGvUdK11KdnYUMXE5dBi2hx/V9hDrHm9ckF+OT0gFqqpQUWBBl3UltojNGD0q+C0nCZtq5MTHpVHx5pb4W3gyOQ5n1U/Yit9CA7B/io95CNCErbszuHvUBxgNBiqr7AzskeiO//isbEqhhla9IrxCUVklLTx88T5ShdNLjyXbxs41h4kZ1oEro1ryS8ZuFOCa2DZ1fo47Nx9FcU85RGZaAeWlVfgFeNW5HlH/SBsvhBBCCNG41DnpM2HCBIYMGcKMGTMICAg4HzEJIcQ5t3XPMZ5+40d0isKcxduITw7kcHExGhBjNfD64OY4Hc3pccc+opJyyGi6BqPLzNyyeBKMJSzMS6QLkQz0PF7fjjRefWkwLpee4JBi2gzdQXBoCZeFP0F+noXQlHbc+OYiAPb/3JtO7Xsx+KFdWBOs2No5AFBK9Kw60g6vQCumY7/zr4QY3H2K4IePYvnmraZgqUJpYUOzmMjcn4NiMKAa9fzw606ad45n37rDOKP1JKXGEpudyNw1u2gSFsCInm0oyijB+5gNRaegqRrh0e5eG693HsGmgnQCPSwk+IYAoKoqTqeKh8fpm4U+V7Vhxa87AI32XRPw9bec0/dKXDzSxgshhBBCNC51Tvrk5OTwwAMPyJdBIUSDcjTLvSKXerw7zN29O2EzaYT7+zBn/HycDgU0WPVJM0wObxLedOERqLLLFsjS4jjW58bjNB1gYGQKAN/8sAGXUwcK5Of5M29eV575x3wM+kPYbGBmPeBOqLQbcgibS0V1gcc+M/o0DzwjnIy4PpHlFUuwqrAodyXdgzvQxi+V8qqhfP5amTtwu4bpYB5aSAB6q4vyBA88i8Bg1DP1h0cpyC/FYVEJt/ijKApjb+6PQadDURSC/bx47rUbWL10N5d1TaRdp3gA9IqOTsFx1c/m8J4snhn1ISWFFfzz/iv45wMDaj0/TdNY+v06Mg7m0P/Gbnzww4Pk55aS0iFOen80ItLGCyGEEJcuVVNQtfrzva4+xdKQ1Tnp0759e44dO3Y+YhFCiPPm8o6JfPrDWjJzS4iPCqJvp2Z4WUwArI0NYsf6QygKmD3NtLmsC6kRXUnzW8vSnANsKfBFRaN3WHNUVaPKaqd1chTLthxyj3HSQKnS44P9+FzMGnoFwD0O2d/UjIztaVgKKqkMsmBxGfnvnbeQ732M5fv/iNGkM6Ioeo7pE9AZN6E6FBQF4ptm4fSyYupjY5N3O1ru82TMvweiKAoBAd7M+nI1WceKGHJ9Z+Kb1Zx8t1f/ZHr1T/7LZ/O/D5dRWlSBpmnMfGcRQ0f2xMvHs0aZBZ+vYOqDn6HoFOZ+uITPtr1KTNOQv/emiHpH2nghhBBCiMalzkmfKVOmcMcdd9CuXTvatWt3HkISQohzz8/Hk6+njCIrr4TIED8MBn31sX+NHYqPn4Xy0kr+cc8VRMW7kxld6M5VEVaW5+4j1iuIKF0A/3xyBoczCvHw98DupWCwqlzXPZaf9qXx6S+9efrmOQT6aPj7v0BLz2J06GnmfzP/uuYVjIdz8TUZCI0LZvr3a8grr6DVFe0o9c6hd0gnWvgmkFVSxqdrwe8uI/rfywiPK+Oqp/bh6evig819uT2qK2Oe+WMy6W8/W8mMaYvR6RSWL9zJlwsexcNkrNOzCQj2RsM9X4unlwfGk5y/b9MRdHoF1aVRkl9GQXYxkfGhZ/dmiHpL2nghhBBCiMalzkmf0aNHk5eXR4cOHYiIiDjpyh5bt249ZwEKIcS5YjToiY0IrLXfy8fM6GevAcBudzLl2e/ZuekIqSM68Y+7enN1lHuy46/mb+BoZiEaYCuzYyyoxHdjJouWHmbkM9egbxmGU/8g0THRAKT86RoWSxF6RcNl1HMo0of9Ww8BsOewwozxo2kVHQ7Ag1/NY2emCzxa0vK2fO75RzN0LgcbsuG65N4MalZzMumMowXodAqqqlFWUsn7k+aybfVBeqa25raHrzyjoVe3PDAAp8NFbmYx14++/KTz+lzxj64s/GolqstFm55JhMcFn7Ze0fBIGy+EEEJculQUVOrPkKr6FEtDVuekT1BQEMHB8mVfCNEw/HB0K7PTttIhKJYxLXujV06+9OP0nWt5a9sqYncquH7IA+Dj1xeQtukAa3/aRKuuzel8d180FXQq4AK8PXF5e6CaDXy6YAPP976Zy5Kiyc4twWIx4ettBkBTy3n0pRW8/3JzDqlxlBgVTizdpWiQnltMq3h30ie9KBf1+CpcxRX+JPqPAqBp0Mnvb/D1nfj9t11UVdpp2y6Wn75cA8DX7/1GSqd4OvRKOvmJf+LpZeLesdf+9XMsy+Dw7QlEaCbue+JWdDpZQrMxkjZeCCGEEKJxqXPSZ+nSpechDCGEOPcOlObx5MY5AKzJO0KsVwBD49rWKpdXVcFLG5cAkFXmoHrQkt3BovlbwdePNZuP0WJbOgO6tWDRyj3u44qCI8iLypbujMyjU+cwoG0zlq3Yi9Go5z/PDKdT2zhQzEQnejLxw238tNTKa9+E4/BxV+Hn60nPNvHVsQzulM4XyyNQgMvbrETVnOiUU39Ut0iJ5ssFj1FWWsXujUfYvmJf9TGH3VWjrMNVwKHC57G78oj1fwQ/c5f/X10t2fmlbE/L4vN1W8DHSKai8fWW7Tw14PLTnisaHmnjhRBCCCEalzonfYQQoqEotldV/1sBiuyVJy1n1OnQKwouTaOkrZGWhT44D1eQ3KYZq1cedBcyebB7dzYP/edG1u84SklJFYpTBb2+utcOwG9r9qIHHA4XM2atplPbOFbnH+bt3V0ZEbyb6C6JjAsZyJbd2SS1jODqy1th/NP8Qm2apZEYvQzQ8DT5/mXCx+ZwotMp/Lp3GxMPLcJoNNDlluZkzEmjac84VgcUEFicR3N/9xxFR4tepaByAaCxJ3c0nWM2oyj6U9a/fsdRHn5lFg5UlCQdGu7VzwItskS7EEIIIURjI6t3NU5nlfQpLCzkjTfeYPHixRQUFBAcHEz//v156KGHZJlXIUS9cVlQDENiWjM3fTut/CMYFtfupOX8TZ682fMa3t2xmqa+gbx8Syq+HmYy0wtZPfgNdyFFoVWXRAJ8PUnvUYWy007A2gqMezPRRXqi+pjB7sR75RFUbzPWpAg2HDrGrGVb+dVzA/uqvHk5vRM6RWHNla0ZeIW7x1FaRQEf7/wdP6Mndze/nFy7A0XngQEX5fZA9mTk0iKq9oTJX6/dykvzlmBAwR5YhDNGAYedXR1NPHPn7Yz67X/oduTz4Z51LBt2D8GeXlRUFuKesVlD1axoqCicOunzy++70VQNnQZeaSrJPWJIiQpnZJf2f/etEfWYtPFCCCGEEI1HnZM+GRkZ9OjRg7S0NFq2bElsbCyZmZlMnDiRzz77jJUrVxIZGXk+YhVCiDrRKQqTOw3j1Y7XnnIunxOGxLdkSHxLAI7kFrH86GE6JkZzxYPtWffDXlqlxDL0n91Ykn6IMocKzfSUJvhiyvXCf1kODp8AQhdloqgaOnsFOk3FVKrjzdd/pePtURiK9Rh3GvEON6EMVDgxL92/Vn9KVlUJAKWOKlIjhlBR8R/CDWUUVxXwrw/f47beV3Nn30414n1twXJcmoZLU6HEAjFV7oROlYst+ZnoUFDRqHA6OFxayJ4lB5j+msY/JpnxDXHSLOx5dMpfr/KVnBDO/GU70SkKkUYLH98yokavJNH4SBsvhBBCCNG41Dnp88wzz1BVVcXatWvp1OmPP0LWr1/PkCFDeOaZZ5gxY8a5jFEIIf6W0yV8/mx/Zj43T/4Su9OFd5wLV0oBujEKubo9PICVDTmZx3vLKKAHW7iOnH9E4rOzEuX4DMya2Yhy/JqKohCWGYDvT164nBr2bSo/JW9l8KB25OeVklFRDDoAjb1Fa3mixc0ctpVhcxpYezCRphHZ/G/NtlpJnyBvL44VloAGpsOVqAYbOgVeHHET/mEBTN+1jkqng+b+wbQOCmfC5z+Se9CHd27oj6LA3EM3/OVz2LvhIIe+WklqbCjRnRIY1CdFEj6XAGnjhRBCiEuXDO9qnOqc9FmwYAEvvvhijS+DAJ06deKFF15g7Nix5yw4IYS40NbtS8PudE+AbDVV4XG8x4xNdZJVVcRV8c14f+tanGjobBrmHD2qEYz5VViDDBiqwNrEF00PeheARqtmkfzicC9zrdMpbNydxrtpWykvsxLnV8bRSB+Miosrg3/D6uwG6Hlz4SDWH0kEFOKDaietpt1yDY/f8R5V23PB4SJ6uy8PvXU7M8Z8RVlhOdNe+gdeHcJpExSO2WAkISWaLSv3o9MpxCSGodefOhFWVV7F4/3GY6uyo6oqo1+5hfDrfM/5sxb1j7TxQgghhBCNS52TPiUlJTRp0uSkx+Lj4ykpKfm7MQkhxEXTqVkMBr0Op0vFlO+DZwsXFS4brf1jaeEbhUGnZ9kNo3lh1gLWbclAZ3efZ8kwYsqscI+wujwW1UuP4tJ45a5B9O+UxKoV+1iz9iAWi4lVzhyO5pUDUFkVwtsDPsGouDDrnXgYYokJ/oRdmZs5MQasuLSK8eNn0b1PEpvycgn29aKzXyC2LbnuTkI6PVf/awDfvT6PnSv3oqkab4/8L9/nfIhyfJLpkU8MJiTCn5KiCgbf0uMvn0FZYTlV5VbcVevIPJhzHp60qI+kjRdCCCGEaFzqnPSJj49n/vz5DBgwoNaxn3/+mfj4+JOcJYQQDUPzqBC+feIWth3JomtSLL6+HmRVFdPEKwSDzj28KdrHj6k3DqfnynfcJ2kazgg/NHMuSpUNxepADTahM+u5LDkGnU7hpYnXkZ1dgr+/hZ7/+QC91T1KzOIfSNmRPkQ2OUp0wI14mdwTPF97mY4v12wBwHmwnN8z97JixV6KWprRFMhMSqgRt8XbjNPpAjQ0TcPlrLlcu8Go59o7ai6zrmkaB7ccwcPTg9gWUQBU2hxkuuz0vrUXyz9fgaePmSH3Djy3D1nUW9LGCyGEEJcuGd7VONU56TNq1CieeuopVFXl9ttvJyIigqysLGbOnMnbb7/NK6+8cj7iFEKICyYhIoiEiKDq14k+4bXKeJqMdG0azZpDxwAwFTnB08Rl3RJJvr8f+3ILGdoxmWAfL8A9t09EhD9H8oqwWh3ufUCHmGgG97unVv3PDulD4S972bg9A4PeE01R3FkihwYeCoUeGneNHcqv36whpUsCA/7RlVaXNeGlY4WUF1Vw35sjq3v5nMr0p77gu9fnAVA8OpKIa5OwrdGTVVRGQIwn7+2aQtO4MIwmIzkZRQQEe+Nh+uvJn0XDJm28EEIIIUTjUuekz+OPP87Bgwd55513mDZtWvV+TdO4++67eeyxx85pgEIIUV9Nuudq7hz9EUW5ZQT5efHKr08TnxRRnWyxupxsL8imiU8APh4mAEJ8vfDyMFJpd6ABl8X8sRJSeuVRVhesJNozlm5BPfArduJ5oABHQgQYDUS3CqWAUjwMem66vD1dkmIZcc8V1efHtozi/U3/we5wMnftLqb+9DthsT4MSGhGkKelVvzzPlhU/W/LrwUcaFeAocgTgKLyKrblF9EsIYqnR33ItnWHCQj24c1v7iM00v88PE1RH0gbL4QQQgjRuNQ56aMoCu+//z6PPPIIS5YsoaCggKCgIPr160fz5s3PR4xCCHFBrDh0hF05uaS2aE5cgP9py/v5e/H5p/dw+FAecfHBeHmZqo+VO2xc89OnHCotJNDkybxBo4j08sXL5EG7QgtbS/IxVKikGY9Ar8uocJbznz0vYVcdaKgowG3PDOXwrmMUH8nhzheuY8ioPmQWluJt9sDXYj5lXBO+XMhP6/agoWH305jaYg2/3XQHnsaavXSSOjRl24rdqKqGrZknqsWFTufuUaRpGi2iQtizLZ1t6w4DUFxQzuI5m7jp3n5n8XRFQyBtvBBCCHHpkuFdjVOdkz4nJCUlkZSUdC5jEUKIi2bx/oPc8/2PKMAHazew5J478DWfOrFygqfFg+QU93w4OQVlHDqWT5tmkawrTOdQaSE4oTzdSerrM7jv8q7c07sz+fsL8S11zwB9yJQLwLZjR8jPNOAdakOn05FRdYxurXoyY3PN4TSRgadfRWvjPveQMwUFYwVklZdxsLiQlJCwGuWe/+5R5k9fxL7KfLbGlnNlUlMGd2vH6j1pdEyMpm18JLmmYvQGHZqqoaoakXHBp72+aPikjRdCCCGEaBxOvWbvnxQVFTFixAjmzZt3yjLz5s1jxIgRFBQUnLPghBDiQtmUkYlOUdCAUquNI0XFNY8XHmLqnvmsyttz0vP3p+Xxj8c+4eHXZnPrs58TZvRCp4ChWI9iU7A7Xby5eCVZJWWMuLGr+yQFRtzYhYUb93H/KwvZO68ZB39rgklnomvQX6+w9Veu6daq+t82f41oH18SAwJrlfP292LQ6P4c+mYnpf9ay9Hbl5AUGMADg3rQLSkOgNBIfyZ9dCcDhnXggQnD6H1V67OOS9RP0sYLIYQQQjReZ9TT58MPP2Tr1q2kpqaeskxqaiqPPPII06ZNY9y4cecsQCGEuBBSk5oxY/1m7C4XzYKDSAr5o0fL4fJc7l//IQBfHf2d9zv/i7YBTWqcv2LTQexOJwCZeaWs2LeVuLA88ssCceCeJ0enKHjo9fxzZE/69E/GoNcRFuHPQ9PmoKkaigbFh/0Y3+IRAi1+Z30v9w7qRs9W8RwqLkSzQJ+4ppgNJ5+Aec38zWQcyAYg40A2a+dvpv8tvWqUadO5KW06Nz3reET9Jm28EEIIIcC9Zoh7koH6QbvYATQSZ9TT5+uvv2b06NEYDKfOERkMBkaPHs2PP/54zoITQogLpXVEOIv+NYoZNw7n+9tvwvSnz7sjFbmoaKjHm54DZdm1zm/TLLK6ZfLy9CA4zIzF5CA6KRfv8HKahvrx2oirCPJ2T6gcFulDWIQ/AOF+3hiqwGAFL5ceHw/vv3UviqLQJj6Coe1bMSypFQFmz1OWjUmKAECndzfw0cdfi0uHtPFCCCGEEI3XGfX02bdvHx07djxtucsuu4yJEyf+7aCEEOJiiPD1IcLXp9b+ToGJxFiCSK8sINjkw+VhybXKdGwVy7vP/YNdB7Pp1SGBsBAv9joPsqP4ANcNbMMdTa9FURScqp1v0l7gSMUWYiytuDFuAkbVgU4BTQO7zcXRrEISY0IuxC2T1DGBCbMeZf2CLXS6sh0tOiVekOuK+kPaeCGEEEKIxuuMkj5OpxOj8eRDA/7MaDTicDj+dlBCCFGfeBvNzOz+IEcq8oixBGExmE5arn2LaNq3iK5+/WzyndX/1jSNaT+vYvmxX2nTfQsA6ZU72VX0E4FBM9C0PiiKhrfFRHjw6SdrPpe6De5At8EdKLfZqbDb8fLwuKDXFxeXtPFCCCGEAFm9q7E6o6RPREQEu3btonfv3n9ZbufOnYSHh5+TwIQQoj4x6Y0k+Uae9fk70nJ4f+FagkPVGvsV9TBd2mxEryvhWHYIQ/vcgLfnyZNK59N3W3Ywdv4iFEVh8tBUrk6WlZsuFdLGCyGEEEI0Xmc0p8/ll1/Ou++++5e/8DkcDt577z369u17zoI7F5YuXYqiKCfd1qxZU6v8pk2b6N+/P97e3vj7+zN8+HAOHTp00rrffvttWrRogclkIj4+ngkTJpz0GeXm5jJy5EiCg4OxWCx069aNxYsXn/N7FULUX8rxHyryswPY8HsSWemBGPL60cx3IKCjY8pBhvZfT0J0+4sS3xtLV+LSNJyqylvLan82isarIbfxQgghhBDir51R0ufhhx9mz549DBs2jMzMzFrHMzMzGTp0KHv37uXhhx8+50GeC5MmTWL16tU1tpSUlBpl9uzZQ58+fbDb7Xz77bd8/PHH7Nu3j169epGXl1ej7EsvvcSDDz7I8OHD+eWXX7jvvvuYNGkSY8aMqVHOZrNxxRVXsHjxYqZOncqcOXMICwsjNTWVZcuWnff7FkLUD4FenlzeIh4FOLQ7mhUL2rNtVwBjNs9i/JF/sst2P/GhczAZL86cOlF+vugUBZ2iEO1/YYeXiYurMbTxQgghhPj7Tgzvqk+b+PvOaHhXmzZtmDZtGvfddx/x8fF06NCB+Ph4AA4fPszGjRtRVZX33nuP1q1bn9eAz1azZs3o2rXrX5YZN24cJpOJefPm4evr/qOnQ4cONGvWjMmTJ/Pqq68CUFBQwIsvvsjo0aOZNGkSAH369MHhcPDcc8/x0EMPkZzsnuj1o48+YseOHaxatYpu3boB0LdvX9q2bcsTTzzB2rVrz9ctCyHqiYLSCm6a+AVlVTZ0HqDqQQG0lO1UaeXoDPDJMStD4lNOW9f58taIwbyzYg0GnY4Hene7aHGIC68xtPFCCCGEEOLkzqinD8Do0aNZvnw5AwcOZNu2bXz11Vd89dVXbNu2jdTUVFasWMFdd911PmM9r5xOJ/PmzWPEiBHVCR+AuLg4+vbty+zZs6v3LViwAKvVyqhRo2rUMWrUKDRN44cffqjeN3v2bJKSkqoTPuBe+vaWW25h3bp1ZGRknL+bEkLUC3vScimrsrlf2OGW7u15cVQqWccsVJW75+8x6Bw4NfUvajk3Cmxl/JK1icPlOTX2h/v68OKgAYy/6gqCvCznPQ5RvzT2Nl4IIYQQ4lJ1Rj19TujWrRtz585FVVXy8/MBCA4ORqc749zRRTNmzBhuvPHG6jl1xo4dS8+ePauPHzx4kKqqKtq0aVPr3DZt2rBw4UKsVitms5kdO3YA1PrFMyIiguDg4OrjADt27KBXr14nrRPcE2NGRUWdk3sUQtRPrZqEE6Do0VYfQ+/S8O7Vhsd+XIBGEFmHA2jZ7SA9w/rgZTi/q2aV2Cu4bfUbFDsq0Cs63u80hpZ+0ac/UVwSGnIbL4QQQoi/r74NqapPsTRkZ/VNTqfTERoaSmhoaL3/Mujn58eDDz7I+++/z5IlS5g6dSrp6en06dOHX375pbpcQUEBAIGBgbXqCAwMRNM0ioqKqsuaTCa8vLxOWvZEXSfKnqrOP1/3/7PZbJSWltbYhBD105HMQn5euYv84oqTHvf39qRjsYK5yIaxxM7C1xaiHT+mqTrujXqQx1tdf9bXP5pVyIgnP6b33W/x7aLNpyy3tyyDYoc7RlVTWV+4/6yvKRqvhtTGCyGEEEKIv9agvs391Upc/3/bsmULAO3bt+fNN99k6NCh9OrVi1GjRrFq1SoiIiJ44oknal1DUU6dTfzzsTMtV9eyJ7z88sv4+flVbzExMaesQwhx8ew+nMPNz33G8x8s4J/PfUZxedVJy6kO99AtTdPQucDH5O7VE+XnS7e4Jn8rho9/XEtGbglWu5PXv1hKle3kqzAl+UThZ3QP3dIpOjoFXpxJo4UQQgghhBAXRp2Gd11sSUlJTJ8+/YzKxsbGnvKYv78/gwcP5r///S9VVVV4enoSFBQEnLznTWFhIYqi4O/vD0BQUBBWq5XKykosFkutsh06dKh+HRQUdMo64eQ9iwCefvppHnnkkerXpaWlkvgRoh5at/MoLpc7oVNUVsWewzl0bd2kVrl/jR/OpHs+wVpp49+v3kjzHgnsyysgJSIMb9PfG9bl5ek+XwE8jHr0upMnk/08vPi068OsK9xHS99omnqH/63rCiGEEEKIxkOGdzVODSrpExERcc4mktQ09+CKEz1tEhIS8PT0ZPv27bXKbt++ncTERMxmM/DHXD7bt2+nS5cu1eWys7PJz8+vsRR869atT1knUGvZ+BNMJhMmk+lsbk0IcQF1So5Fp1NwqRp+XmZaNAk7abnE1jF8vHJcjX1dz9GEyf8a3p2SCivZBaXcPbQ7HsZTf7SHmH0ZFNnxnFxXCCGEEEIIUb81qOFd50pRURHz5s2jXbt21Ykcg8HAkCFDmDVrFmVlZdVl09LSWLJkCcOHD6/el5qaitlsZsaMGTXqnTFjBoqiMHTo0Op9w4YNY8+ePTWWZnc6ncycOZMuXboQGRl5fm5SCHFBJDcN5/MXbmHsnQP54sVb8ffxvOAx+Hl78tK9g/jouZvokhJ3Ruf8tHIXQx6ZzuiXvia3qOz0J9Qzm/cd44n35vLWd8uxOZwXOxwhhBBCCCHqpQbV0+ds3HzzzcTGxtKxY0eCg4PZv38/U6ZMIScnp1bSZsKECXTq1InBgwfz1FNPYbVaGTduHMHBwTz66KPV5QIDA3nuuecYO3YsgYGBDBw4kPXr1zN+/HjuuusukpOTq8vecccdTJs2jeuvv55XXnmF0NBQ3n33Xfbu3cuiRYsu1GMQQpxHiTEhJMaEXOwwqh0s38zi7E+xGPy4JuoBfI3BNY5XWu1M/OgXXKpGXnE502ev5tk7Bl6kaOuu0mrngTdnVSd7zB5G7r6m20WOSgghhBCiYdM0Ba0eDamqT7E0ZI0+6dOmTRu++eYb/vvf/1JeXk5gYCA9e/bk888/p1OnTjXKtmjRgqVLl/Lkk09y3XXXYTAY6NevH5MnTyYkpOYfdM8++yw+Pj5MmzaNyZMnEx4ezlNPPcWzzz5bo5zJZGLx4sU88cQTPPDAA1RWVtKuXTt+/vlnLr/88vN+/0KIS4umqXyX9io2tRIFHQuzPmFQ8L957ZEv2bXxCFfd1JXr7rvi+NBW9zBX3SnmAKqvKq12rHZ3wkenU8grLr/IEQkhhBBCCFE/KdqJyW1EvVZaWoqfnx8lJSX4+vpe7HCEEPWUqrl4Zdc/cGoOFBSa+3TG/Fsv3p/4Ayc+7d/68WGOVFby3ve/ExHsy4S7ryLY3/viBl5Hr3+zlC8XbiLQ18J/H7ueppFBFzukeqGxtBW//fYbM2fOZNWqVaSnp+Pv70/Hjh0ZN25cjcUSTti0aRNPPPEEa9asqfGDTdOmTc/4mo3l2QkhhDg/GnM7ceLeesy5H4NX/ZlX1llhY+W17zTKZ34hNfqePkIIcSnRKXquiXqQX7I+xGLwpV/YbazRH+XP6X2dXseALkkM6JJ08QL9mx65oQ/3XNsdk4cBve6SnJ6uUXvvvfcoKCjgwQcfJDk5mby8PKZMmULXrl355Zdf6NevX3XZPXv20KdPH9q1a8e3335bPTS7V69ebNmypVZPXSGEEEKcnIqCSv3pAV6fYmnIJOkjhBCNTIp/b1r59SKntBw/g4Urbwhnz+aj7Nx4mKtv6kZCctTFDvGcsJj/3lL3ov6aNm0aoaGhNfalpqaSmJjIpEmTaiR9xo0bh8lkYt68edW/Anbo0IFmzZoxefJkXn311QsauxBCCCFEfSJJHyGEaGQcLhd3fzabNYfSCfP15uu7b+TxN/55scMS4oz9/4QPgLe3N8nJyaSnp1fvczqdzJs3j9tuu61Gt++4uDj69u3L7NmzJekjhBBCiEua9IkXQogG5pfNe3n4o7nMXLqJk03Ltu1YNmsOuf8wziurYM6W3Rc6RCHOuZKSEjZt2kSrVq2q9x08eJCqqiratGlTq3ybNm04cOAAVqv1QoYphBBCNFiqptS7Tfx90tNHCCEakP2Z+Tw54yc04LdtBwgP8KF/22Y1yoT7eqPXKWgaqJpGTKDfxQlWiHNozJgxVFRU1Fgls6CgAIDAwMBa5QMDA9E0jaKiIiIiImodt9ls2Gy26telpaXnIWohhBBCiItLevoIIUQDkl9awZ/79uSW1F6uPCrAjw9uG8aQti0YN6QfV6U0v3ABCvH/LF26FEVRzmjbsmXLSesYO3YsX3zxBW+88cZJV+9SlFP/EniqYy+//DJ+fn7VW0xMzFndnxBCCCFEfSY9fYQQogHp2Cyabi3iWL3nKAnhQVzdocVJy3VPiKN7QtwFjk6I2pKSkpg+ffoZlY2Nja21b8KECbz44ou89NJL3H///TWOBQUFAX/0+PmzwsJCFEXB39//pNd6+umneeSRR6pfl5aWSuJHCCHEJU3TFLR6NKSqPsXSkEnSRwghGhCjXs979wyjrMqGt9mETieNoajfIiIiuOuuu87q3AkTJjB+/HjGjx/PM888U+t4QkICnp6ebN++vdax7du3k5iYiNlsPmndJpMJk8l0VnEJIYQQQjQUMrxLCCEaGEVR8LWYJeEjGrWJEycyfvx4nnvuOZ5//vmTljEYDAwZMoRZs2ZRVlZWvT8tLY0lS5YwfPjwCxWuEEIIIUS9JD19hBBCCFGvTJkyhXHjxpGamsqgQYNYs2ZNjeNdu3at/veECRPo1KkTgwcP5qmnnsJqtTJu3DiCg4N59NFHL3ToQgghRINV31bMqk+xNGSS9BFCCCFEvTJ37lwAFixYwIIFC2od17Q/pjNv0aIFS5cu5cknn+S6667DYDDQr18/Jk+eTEhIyAWLWQghhBCiPpKkjxBCCCHqlaVLl9apfIcOHVi0aNH5CUYIIYQQogGTpI8QQgghhBBCCHGJk9W7GieZyFkIIYQQQgghhBCiEZKkjxBCCCGEEEIIIUQjJMO7hBBCCCGEEEKIS5xWz1bvkuFd54b09BFCCCGEEEIIIYRohCTpI4QQQgghhBBCCNEIyfAuIYQQQgghhBDiEqcBmnaxo/hDPQqlQZOePkIIIYQQQgghhBCNkCR9hBBCCCGEEEIIIRohGd4lhBBCCCGEEEJc4lQUFOrPillqPYqlIZOePkIIIYQQQgghhBCNkCR9hBBCCCGEEEIIIRohGd4lhBBCCCGEEEJc4jRNQdPqz5Cq+hRLQyY9fYQQQgghhBBCCCEaIUn6CCGEEEIIIYQQQjRCMrxLCCGEEEIIIYS4xKmaglKPhlSp9SiWhkx6+gghhBBCCCGEEEI0QpL0EUIIIYQQQgghhGiEZHiXEEIIIYQQQghxidM091Zf1KdYGjLp6SOEEEIIIYQQQgjRCEnSRwghhBBCCCGEEKIRkuFdQgghhBBCCCHEJU7TFLR6tGJWfYqlIZOePkIIIYQQQgghhBCNkCR9hBBCCCGEEEIIIRohGd4lhBBCCCGEEEJc4mR4V+MkPX2EEEIIIYQQQgghGiFJ+gghhBBCCCGEEEI0QjK8SwghhBBCCCGEuMSpmoJSj4ZUqfUoloZMevoIIYQQQgghhBBCNEKS9BFCCCGEEEIIIYRohCTpI4QQQgghhBBCXOI0rf5tdfHbb79xxx130KJFC7y8vIiKiuLaa69l48aNpz131qxZ3HTTTSQmJuLp6UmTJk345z//yf79+2uV7dOnD4qi1NpSU1PrFvAFInP6CCGEEEIIIYQQokF77733KCgo4MEHHyQ5OZm8vDymTJlC165d+eWXX+jXr98pz3311VcJDw/n2WefpWnTpqSnpzNp0iQuu+wy1qxZQ6tWrWqUb9q0KV988UWNff7+/ufjtv42SfoIIYQQQgghhBCiQZs2bRqhoaE19qWmppKYmMikSZP+Mukzd+7cWuf269ePJk2a8MYbb/Dhhx/WOObp6UnXrl3PXfDnkSR9hBBCCCGEEEKIS5x7SFX9WTGrrsO7/n/SBsDb25vk5GTS09PrfG5kZCTR0dGnPbe+a5Bz+pSVlfHEE08wcOBAQkJCUBSF8ePHn7L8pk2b6N+/P97e3vj7+zN8+HAOHTp00rJvv/02LVq0wGQyER8fz4QJE3A4HLXK5ebmMnLkSIKDg7FYLHTr1o3FixeftM5FixbRrVs3LBYLwcHBjBw5ktzc3LO6dyGEEEIIIYQQQpxeSUkJmzZtqjU860wcOnSIo0ePnvTcgwcPEhgYiMFgICEhgWeffZaqqqpzEfI51yCTPgUFBXzwwQfYbDaGDh36l2X37NlDnz59sNvtfPvtt3z88cfs27ePXr16kZeXV6PsSy+9xIMPPsjw4cP55ZdfuO+++5g0aRJjxoypUc5ms3HFFVewePFipk6dypw5cwgLCyM1NZVly5bVKLts2TKuuuoqwsLCmDNnDlOnTmXRokVcccUV2Gy2c/I8hBBCCCGEEEKIxqi0tLTGVpe/o8eMGUNFRQXPPvtsna7pdDq588478fb25uGHH65xrGfPnrz++ut8//33/Pjjj1x99dX85z//ITU1FVVV63SdC6FBDu+Ki4ujqKgIRVHIz8+vNb7uz8aNG4fJZGLevHn4+voC0KFDB5o1a8bkyZN59dVXAXci6cUXX2T06NFMmjQJcM/K7XA4eO6553jooYdITk4G4KOPPmLHjh2sWrWKbt26AdC3b1/atm3LE088wdq1a6uv//jjj9O8eXO+++47DAb3446Pj6dHjx58/PHH3Hvvvef+AQkhhBBCCCGEEHWgaUo9G97ljiUmJqbG/ueff/4vR/qcMHbsWL744gvefvttOnToUIfratx5552sWLGC77//vtb1X3zxxRqvr776apo0acJjjz3GnDlzGDZs2Blf60JokD19TiyJdjpOp5N58+YxYsSI6oQPuJNGffv2Zfbs2dX7FixYgNVqZdSoUTXqGDVqFJqm8cMPP1Tvmz17NklJSdUJHwCDwcAtt9zCunXryMjIACAjI4P169dz6623Vid8ALp3707z5s1rXF8IIYQQQgghhBA1paenU1JSUr09/fTTpz1nwoQJvPjii7z00kvcf//9Z3wtTdO46667mDlzJjNmzODaa689o/NuueUWANasWXPG17pQGmTS50wdPHiQqqoq2rRpU+tYmzZtOHDgAFarFYAdO3YA0Lp16xrlIiIiCA4Orj5+ouyp6gTYuXNnjTpPVfbPdf5/NputVjc2IYQQQgghhBDiUuLr61tjM5lMf1l+woQJjB8/nvHjx/PMM8+c8XVOJHw++eQTPvzww+pETl3odPUvxVL/IjqHCgoKAAgMDKx1LDAwEE3TKCoqqi5rMpnw8vI6adkTdZ0oe6o6/3zd013/z3X+fy+//DJ+fn7V2//vUiaEEEIIIYQQQpwrWj3c6mrixImMHz+e5557jueff/7M713TGD16NJ988gnvv/9+rRFAp/Ppp58C1Mtl3C/6nD5Lly6lb9++Z1R28+bNtGvXrs7X+KuhYH8+dqblzlXZv6rj6aef5pFHHql+XVpaKokfIYQQQgghhBDiJKZMmcK4ceNITU1l0KBBtYZanUjI3HnnnXz66accPHiQuLg4AP7973/z0Ucfcccdd9C6desa55pMJtq3bw/AihUreOmllxg2bBhNmzbFarXy888/88EHH9CvXz+GDBlyge72zF30pE9SUhLTp08/o7KxsbF1qjsoKAjgpD1qCgsLURQFf3//6rJWq5XKykosFkutsn+e+CkoKOiUdcIfPXtOd/2T9QA6wWQynbbbmhBCCCGEEEIIIWDu3LmAe77eBQsW1Dquae6+Qy6XC5fLVf36z+d+/PHHfPzxxzXOi4uL48iRI4B7+he9Xs/EiRPJz89HURSaNWvGCy+8wKOPPlovh3dd9KRPREQEd91113mpOyEhAU9PT7Zv317r2Pbt20lMTMRsNgN/zOWzfft2unTpUl0uOzub/Px8UlJSqve1bt36lHUC1WVP/Hf79u1cffXVtcr+uU4hhBBCCCGEEOJiqa+rd52ppUuXnlG5GTNmMGPGjBr7TiR1TicxMZH58+fXKa6Lrf6loc4hg8HAkCFDmDVrFmVlZdX709LSWLJkCcOHD6/el5qaitlsrvXmz5gxA0VRGDp0aPW+YcOGsWfPnhpLszudTmbOnEmXLl2IjIwEICoqis6dOzNz5kxcLld12TVr1rB3794a1xdCCCGEEEIIIYQ4ly56T5+z9fPPP1NRUVGdzNm1axffffcdAFdffXX1EK0JEybQqVMnBg8ezFNPPYXVamXcuHEEBwfz6KOPVtcXGBjIc889x9ixYwkMDGTgwIGsX7+e8ePHc9ddd5GcnFxd9o477mDatGlcf/31vPLKK4SGhvLuu++yd+9eFi1aVCPOV199lQEDBnD99ddz3333kZuby1NPPUVKSkqdJ4cSQgghhBBCCCGEOFOK9ueBbA1IkyZNOHr06EmPHT58mCZNmlS/3rhxI08++SSrV6/GYDDQr18/Jk+eTEJCQq1z33rrLaZNm8aRI0cIDw9n1KhRPPvssxiNxhrlcnJyeOKJJ5g3bx6VlZW0a9eOiRMn0r9//1p1Lly4kHHjxrFlyxYsFguDBw/mtddeIzQ09Izvt7S0FD8/P0pKSvD19T3j84QQQlw6pK04e/LshBBC/JXG3E6cuLemnz6D3mK+2OFUc1VaOXT7pEb5zC+kBpv0udQ05g8ZIYQQ54a0FWdPnp0QQoi/0pjbCUn6NG6Nek4fIYQQQgghhBBCiEuVJH2EEEIIIYQQQgghGqEGO5GzEEIIIYQQQgghzpF6tmQ79SmWBkx6+gghhBBCCCGEEEI0QpL0EUIIIYQQQgghhGiEZHiXEEIIIYQQQghxidM091Zf1KdYGjLp6SOEEEIIIYQQQgjRCEnSRwghhBBCCCGEEKIRkuFdQgghhBBCCCHEJU6rZ6t31adYGjLp6SOEEEIIIYQQQgjRCEnSRwghhBD12ocffoiiKHh7e5/0+KZNm+jfvz/e3t74+/szfPhwDh06dIGjFEIIIYSofyTpI4QQQoh6KyMjg8cee4zIyMiTHt+zZw99+vTBbrfz7bff8vHHH7Nv3z569epFXl7eBY5WCCGEaMA0pf5t4m+TpI8QQggh6q177rmH3r17M2DAgJMeHzduHCaTiXnz5nH11VczfPhw5s+fT15eHpMnT77A0QohhBBC1C+S9BFCCCFEvTRz5kyWLVvGu+++e9LjTqeTefPmMWLECHx9fav3x8XF0bdvX2bPnn2hQhVCCCGEqJck6SOEEEKIeic3N5eHHnqIV155hejo6JOWOXjwIFVVVbRp06bWsTZt2nDgwAGsVuv5DlUIIYRoFDSt/m3i75Ml24UQQghR79x3330kJSVx7733nrJMQUEBAIGBgbWOBQYGomkaRUVFRERE1Dpus9mw2WzVr0tLS89B1EIIIYQQ9Yv09BFCCCHEebN06VIURTmjbcuWLQB8//33zJ07l+nTp6Mop5/E8a/KnOrYyy+/jJ+fX/UWExNzVvcnhBBCCFGfSU8fIYQQQpw3SUlJTJ8+/YzKxsbGUl5ezpgxY3jggQeIjIykuLgYALvdDkBxcTFGoxEvLy+CgoKAP3r8/FlhYSGKouDv73/Saz399NM88sgj1a9LS0sl8SOEEOLSph3f6ov6FEsDJkkfIYQQQpw3ERER3HXXXWdc/siRI+Tk5DBlyhSmTJlS63hAQADXXnstP/zwAwkJCXh6erJ9+/Za5bZv305iYiJms/mk1zGZTJhMpjO/ESGEEEKIBkiSPkIIIYSoN8LDw1myZEmt/a+88grLli3j559/Jjg4GACDwcCQIUOYNWsW//nPf/Dx8QEgLS2NJUuW8PDDD1/Q2IUQQggh6htJ+gghhBCi3jCbzfTp06fW/hkzZqDX62sdmzBhAp06dWLw4ME89dRTWK1Wxo0bR3BwMI8++uiFCVoIIYRoBDRNQdNOP5fehVKfYmnIZCJnIYQQQjRYLVq0YOnSpRiNRq677jpGjhxJYmIiy5cvJyQk5GKHJ4QQQghxUUlPHyGEEELUezNmzGDGjBknPdahQwcWLVp0YQMSQgghhGgAJOkjhBBCCCGEEEIIWTGrEZLhXUIIIYQQQgghhBCNkCR9hBBCCCGEEEIIIRohGd4lhBBCCCGEEEJc4mT1rsZJevoIIYQQQgghhBBCNEKS9BFCCCGEEEIIIYRohGR4lxBCCCGEEEIIcanTqF+rd9WnWBow6ekjhBBCCCGEEEII0QhJ0kcIIYQQQgghhBCiEZLhXUIIIYQQQgghxCVPOb7VF/UploZLevoIIYQQQgghhBBCNEKS9BFCCCGEEEIIIYRohGR4lxBCCCGEEEIIcamT1bsaJenpI4QQQgghhBBCCNEISdJHCCGEEEIIIYQQohGS4V1CCCGEEEIIIcSlToZ3NUrS00cIIYQQQgghhBCiEZKkjxBCCCGEEEIIIUQjJMO7hBBCCCGEEEKIS52muLf6oj7F0oBJTx8hhBBCCCGEEEKIRkiSPkIIIYQQQgghhBCNkAzvEkIIIYQQQgghLnGa5t7qi/oUS0PWIHv6lJWV8cQTTzBw4EBCQkJQFIXx48eftOzIkSNRFKXW1qJFi5OWf/vtt2nRogUmk4n4+HgmTJiAw+GoVS43N5eRI0cSHByMxWKhW7duLF68+KR1Llq0iG7dumGxWAgODmbkyJHk5uae9f0LIYQQQgghhBBCnE6DTPoUFBTwwQcfYLPZGDp06GnLe3p6snr16hrbN998U6vcSy+9xIMPPsjw4cP55ZdfuO+++5g0aRJjxoypUc5ms3HFFVewePFipk6dypw5cwgLCyM1NZVly5bVKLts2TKuuuoqwsLCmDNnDlOnTmXRokVcccUV2Gy2v/UchBBCCCGEEEIIIU6lQQ7viouLo6ioCEVRyM/P58MPP/zL8jqdjq5du/5lmYKCAl588UVGjx7NpEmTAOjTpw8Oh4PnnnuOhx56iOTkZAA++ugjduzYwapVq+jWrRsAffv2pW3btjzxxBOsXbu2ut7HH3+c5s2b891332EwuB93fHw8PXr04OOPP+bee+896+cghBBCCCGEEEKcE9rxrb6oT7E0YA2yp8+JIVrn0oIFC7BarYwaNarG/lGjRqFpGj/88EP1vtmzZ5OUlFSd8AEwGAzccsstrFu3joyMDAAyMjJYv349t956a3XCB6B79+40b96c2bNnn9N7EEIIIYQQQgghhDihQSZ96qqqqorw8HD0ej3R0dHcf//9FBYW1iizY8cOAFq3bl1jf0REBMHBwdXHT5Rt06ZNreuc2Ldz584adZ6q7J/rFEIIIYQQQgghhDiXGuTwrrpo27Ytbdu2JSUlBXDPsfPGG2+wePFi1q9fj7e3N+Ae3mUymfDy8qpVR2BgIAUFBdWvCwoKCAwMPGm5E8f//N9Tlf1znf+fzWarMedPSUkJAKWlpX99w0IIIS5ZJ9oITZa7qLMTz0zaWSGEECdzSbSxmuLe6ov6FEsDdtGTPkuXLqVv375nVHbz5s20a9euTvU//PDDNV4PGDCA9u3bc9111zF9+vQax/9qyNj/P3Yuyv5VHS+//DITJkyotT8mJuaU5wghhBDg/tHBz8/vYofRoJSVlQHSzgohhPhrZWVl0saKBuWiJ32SkpKYPn36GZWNjY09J9ccNmwYXl5erFmzpnpfUFAQVquVyspKLBZLjfKFhYV06NChRtn/Y+/O46os8/+Pv29EDyKCAS7gnuu4oGUuVBaukekklM20q+l8R23RFnJFyL1szHG0GVMHf0M1pblMbk0oWo1LlC1oo+WaWYqCggsgyP37w+Hk8QByEDgLr+fjcT/sXNd17vO5Lw7nOn24rvsqapZO4ZKxwpk9QUFBklRs26JmABWaMGGCnn/+eevjs2fPqmnTpvrxxx+r9IdMVlaWGjdurGPHjsnf39/Z4TgN/XAF/UAfFKIfrsjMzFSTJk1KHF9QtNDQUB07dky1a9cu9/sG3ije32VH35UdfVd29F3ZuXLfmaapc+fOKTQ01NmhAA5xetInJCREI0aMqPTXNU1TXl6/3tKo8F4+qamp6t69u7X8xIkTOn36tHV5WGHb1NRUu3MWlhW2Lfw3NTVVAwYMsGt79TmvZbFYZLFY7MoDAgJc7gPQGfz9/ekH0Q+F6Af6oBD9cMXV4xtKx8vLS40aNXJ2GCXi/V129F3Z0XdlR9+Vnav2naf/8d0wrxyuwpVicWdV8lvhypUrdfHiRZtt3CMjI+Xj46OEhASbtgkJCTIMQ4MHD7aWRUVFad++fTZbs+fn5ysxMVHdu3e3Zn8bNmyobt26KTExUZcvX7a23blzp/bv36/o6OiKuUAAAAAAAFDlOX2mT1lt3LhRFy5csK7B/+6777Ry5UpJ0oABA+Tr66ujR4/qkUce0e9//3u1bNlShmFo27ZteuONN9S+fXubGUaBgYGaPHmypkyZosDAQPXv318pKSmKi4vTiBEj1K5dO2vb4cOHa+HChRoyZIhmz56tevXqadGiRdq/f7+SkpJs4pwzZ4769eunIUOGaPTo0UpLS9P48ePVoUMHu+3hAQAAAAAAyovbJn1GjRqlo0ePWh+vWLFCK1askCQdPnxYzZo1k7+/v+rXr68//elPOnnypC5fvqymTZvq2Wef1cSJE+126po0aZJq166thQsXau7cuWrQoIHGjx+vSZMm2bSzWCzavHmzYmJi9Mwzz+jixYvq3LmzNm7cqLvvvtumbUREhDZs2KDY2FgNGjRIvr6+GjhwoF577bUil28Vx2KxaOrUqQ49xxPRD1fQD1fQD/RBIfrhCvrBM/FzLTv6ruzou7Kj78qOvnMy83+Hq3ClWNyYYXr0nnMAAAAAAKA4WVlZCggIUOM3XpFXTR9nh2NVkJ2jY2NjlZmZ6ZL3eHIXVfKePgAAAAAAAJ7ObZd3AQAAAACAcmIaVw5X4UqxuDFm+gAAAAAAAHggkj6V4Ny5c4qJiVH//v1Vt25dGYahuLi4ItsOHTpUhmHYHW3bti2y/YIFC9S2bVtZLBY1b95c8fHxysvLs2uXlpamoUOHKjg4WL6+vgoPD9fmzZuLPGdSUpLCw8Pl6+ur4OBgDR06VGlpaWW+fsmxPpCk3bt3q2/fvvLz81OdOnUUHR2tQ4cOFdnWXfqgOFu3bi3yZ24Yhnbu3GnX3tl942znz5/X2LFjFRoaKh8fH3Xu3Fn//Oc/nR2WQxz5mXvSz9uRzwFnX3dFfQaUtg88dSzAjVmyZIkMw5Cfn1+R9Y783ni6LVu2aPjw4Wrbtq1q1aqlhg0b6v7779eXX35ZZHv67leeMM5WNEfeX7y3SlbS5xp9B5QPkj6VID09XYsXL1Zubq4GDx583fY1a9bUjh07bI733nvPrt2MGTP03HPPKTo6Wh999JFGjx6tmTNnasyYMTbtcnNz1adPH23evFnz58/X2rVrVb9+fUVGRmrbtm02bbdt26Z7771X9evX19q1azV//nwlJSWpT58+ys3NrZQ+2LdvnyIiInTp0iW9//77WrZsmb7//nv17NlTp06dcts+uJ6ZM2fa/dw7dOhg08bZfeMKoqOjtXz5ck2dOlUbN25U165d9fDDD+udd95xdmgOu97P3NN+3qX9HHD2dVfkZ4Ajn4WeOBag7I4fP64XX3xRoaGhRdY78ntTFbz55ps6cuSInnvuOW3YsEHz589XWlqaevTooS1btti0pe9sedI4W1FK+/7ivVWykj7X6DsnMV3wwI0zUeEKCgrMgoIC0zRN89SpU6Ykc+rUqUW2ffLJJ81atWpd95ynT582fXx8zD/84Q825TNmzDANwzD37t1rLVu4cKEpydy+fbu1LC8vz2zXrp3ZrVs3m+d37drVbNeunZmXl2ct+89//mNKMhctWnTduIrjSB8MGTLEDA4ONjMzM61lR44cMatXr27GxMRYy9ytD4qTnJxsSjJXrFhx3bbO7htnW79+vSnJfOedd2zK+/XrZ4aGhpr5+flOiswxpf2Ze9rPu7SfA86+7or8DChtH3jqWICyGzhwoDlo0KBi3xul/b2pKk6ePGlXdu7cObN+/fpmnz59bMrpu195yjhb0Ur7/uK9VbKSPtfou8qVmZlpSjIb/2ma2fTN11zmaPynaaYkm/cBHMdMn0pQOC2/PG3atEk5OTkaNmyYTfmwYcNkmqbWrFljLVu9erXalrOFPAAAiUdJREFUtGmj8PBwa5m3t7cee+wxff755zp+/LikK9n2lJQUPf744/L2/vUe37fffrtat26t1atXlzne0vZBfn6+1q1bpwceeMBmW76mTZuqV69eNjG4Wx/cKGf3jStYvXq1/Pz8NGTIEJvyYcOG6eeff9auXbucFFn588Sfd2k+B5x93RX9GVDe44E79gEcl5iYqG3btmnRokVF1jvye1NV1KtXz67Mz89P7dq107Fjx6xl9J2tqjTO3ojSvL94b5WspM81+g4oXyR9XFB2drYaNGigatWqqVGjRnr66aeVkZFh02bPnj2SpI4dO9qUh4SEKDg42Fpf2DYsLMzudQrL9u7da3PO4tpefc6KcvDgQWVnZxcbw4EDB5STkyPJ8/pgzJgx8vb2lr+/v+655x599tlnNvXO7htXsGfPHv3mN7+x+R9R6ddYK+M9Wp5K+plX1Z+3s6/bFT4HC1XlsQC/SktL09ixYzV79mw1atSoyDaO/N5UZZmZmdq9e7fat29vLaPvbHnaOFuZrn1/8d4q3vU+1+g7J3L2Ui6Wd1UItmx3MZ06dVKnTp2s9/XYtm2b5s2bp82bNyslJcV6k7P09HRZLBbVqlXL7hyBgYFKT0+3Pk5PT1dgYGCR7Qrrr/63uLZXn7OiXC8G0zR15swZhYSEeEwfBAQE6LnnnlNERISCgoJ04MABvfbaa4qIiND69et1zz33lCq2iu4bV5Cenq6bb77ZrtwVYy1JaX7mVfXn7ezrdoXPQYmxAL8aPXq02rRpo1GjRhXbxpHfm6pszJgxunDhgiZNmmQto+9seco46wzXvr94bxXvep9r9B1Qvkj6OGjr1q3q1atXqdp+9dVX6ty5s0PnHzdunM3jfv366ZZbbtGDDz6ot956y6a+pCUC19aVR9vC8orug5JiuLbOWX1QnLL0zS233KJbbrnFWt6zZ09FRUWpY8eOiomJsSZ9ShNDZfSNs7lTrMVx5GdeVX/ezr7usn4GlBd3GAvgmLKMDx988IE+/PBDffXVV6Xqd3f43S6L8vjeMWXKFL399ttasGCBunTpYlfvqX1XFvSF40p6f9Gfthz5XKPvgPJB0sdBbdq00VtvvVWqtk2aNCmX14yKilKtWrVstnIOCgpSTk6OLl68KF9fX5v2GRkZNgNOUFBQkX+ZKVwmUJhFDwoKklT0X3EyMjKs7SqyD64Xg2EYqlOnjrWts/qgOOXVN3Xq1NHAgQP117/+VdnZ2apZs6bT+8YVuFOsjrr2Z15Vf97Ovu4b/QyoSK42FsAxjo4P58+f15gxY/TMM88oNDRUZ8+elSRdunRJknT27FlVr15dtWrVcuj3xh3d6NgaHx+v6dOna8aMGXr66adt6jy97xzl6mOEKyru/cV7y15pP9foOydytSVVrhSLGyPp46CQkBCNGDGi0l/XNE15ef16C6bC+zekpqaqe/fu1vITJ07o9OnTNts+d+zYUampqXbnLCwrbFv4b2pqqgYMGGDXtrC+IvugRYsWqlmzZrHxtmzZUj4+PpKc2wfFKc++Mc0rn3KFf8lwdt+4go4dO+rdd99Vfn6+zf0GXDHWsrj6Z15Vf97Ovu4b/QyoaK40FsAxjo4PR44c0cmTJ/X666/r9ddft6u/6aabdP/992vNmjUO/d64oxsZW+Pj4xUXF6e4uDhNnDjRrt7T+85Rnj7OlreS3l+8t+ydPn26VJ9rK1eupO+AcsSNnN3AypUrdfHiRfXo0cNaFhkZKR8fHyUkJNi0TUhIkGEYGjx4sLUsKipK+/bts9lxIT8/X4mJierevbtCQ0MlSQ0bNlS3bt2UmJioy5cvW9vu3LlT+/fvV3R0dMVc4FW8vb01aNAgrVq1SufOnbOW//jjj0pOTraJwVP7QJLOnDmjdevWqXPnztZBzdl94wqioqJ0/vx5ffDBBzbly5cvV2hoqM3/9Lqba3/mVfXn7ezrdpXPgKJUpbEAUoMGDZScnGx33HPPPfLx8VFycrKmT58uybHfm6pk2rRpiouL0+TJkzV16tQi29B3tjx5nC1v13t/8d6yV9rPNfoOKGeVvUd8VbVhwwZzxYoV5rJly0xJ5pAhQ8wVK1aYK1asMC9cuGCapmkeOXLEvP32280///nP5oYNG8yNGzea48ePN318fMz27dub58+ftznn9OnTTcMwzIkTJ5pbt241X3vtNdNisZgjR460aZeTk2O2b9/ebNy4sfn222+bH3/8sRkVFWV6e3ubW7dutWmbnJxsent7m1FRUebHH39svv3222bjxo3NDh06mDk5ORXeB6Zpmv/9739NPz8/86677jI3bNhgrlq1yuzQoYMZGhpqpqWluXUfFOXhhx82X375ZXPFihVmcnKyuXjxYrNNmzamt7e3+fHHH9u0dXbfuIJ+/fqZN910k7l48WJzy5Yt5siRI01JZmJiorNDK7XS/sw98eddms8BZ193RX8GXK8PPH0swI158sknzVq1atmVO/J7UxXMnTvXlGRGRkaaO3bssDuuRt/Z8oRxtqKV9v3Fe6t0ivpco+8qV2ZmpinJbPzadLPpX+a6zNH4temmJDMzM9PZXeTWSPpUkqZNmxa7Ed3hw4dN0zTNjIwMMyoqymzWrJlZs2ZNs0aNGmarVq3MmJgY8+zZs0Wed/78+Wbr1q3NGjVqmE2aNDGnTp1qXrp0ya7diRMnzCeeeMIMDAw0fXx8zB49etglFAr9+9//Nnv06GH6+PiYgYGB5hNPPGGePHmyUvqg0BdffGH26dPH9PX1Nf39/c3BgwebBw4ccPs+KMqsWbPMzp07mwEBAWa1atXMunXrmlFRUebnn39eZHtn942znTt3znz22WfNBg0amDVq1DDDwsLMd99919lhOcSRn7mn/bxL+zng7OuuyM+A6/WBp48FuDHFJX1M07HfG0939913l7gJ8LXou195wjhb0Rx5f/Heur7iPtfou8pD0sezGaZpcnskAAAAAACqoKysLAUEBKjxa9PlVdN17pdUkJ2jYy9NVmZmpvz9/Z0djtviRs4AAAAAAFRxhnnlcBWuFIs740bOAAAAAAAAHoikDwAAAAAAgAdieRcAAAAAAFVd4e3IXYUrxeLGmOkDAAAAAADgJNu3b6+wc5P0AQAAAAAAcJLIyEibx8uXLy+3c5P0AQAAAAAAbm3Lli0aPny42rZtq1q1aqlhw4a6//779eWXX5bq+WlpaRo6dKiCg4Pl6+ur8PBwbd68uci2SUlJCg8Pl6+vr4KDgzV06FClpaWVOXbTtF3LNm7cOJvHv/nNb8p8bpI+QBXx7bffatiwYWrevLl8fHzk5+enW2+9Va+++qoyMjKcHZ7b2759u+Li4nT27NlStf/pp580duxY3X333apTp44Mw1BCQkKFxggAqDiMsxWLcRbA9bz55ps6cuSInnvuOW3YsEHz589XWlqaevTooS1btpT43NzcXPXp00ebN2/W/PnztXbtWtWvX1+RkZHatm2bTdtt27bp3nvvVf369bV27VrNnz9fSUlJ6tOnj3Jzc8sUu2EYNo+vTQL99NNPZTqvxI2cgSrhrbfe0ujRo9WmTRu99NJLateunfLy8vTFF1/or3/9q3bs2KHVq1c7O0y3tn37dsXHx2vo0KGqU6fOddsfOHBAb7/9tjp37qwBAwbo3XffrfggAQAVgnG24jHOAriehQsXql69ejZlkZGRatmypWbOnKnevXsX+9ylS5dqz5492r59u8LDwyVJvXr1UqdOnRQTE6Ndu3ZZ27700ktq3bq1Vq5cKW/vKymV5s2b64477tCyZcs0atSoG76Wa5NA1z52BEkfwMPt2LFDo0aNUr9+/bRmzRpZLBZrXb9+/fTCCy9o06ZNToywarrrrrt06tQpSdIXX3zBl1EAcFOMs66JcRZwnCHJcKEdsxxNc1yb8JEkPz8/tWvXTseOHSvxuatXr1abNm2sCR9J8vb21mOPPaaJEyfq+PHjatiwoY4fP66UlBTNmjXLmvCRpNtvv12tW7fW6tWry5T0OX/+vDp27Ki2bduqbdu2ysvL06FDh3TzzTc7fK5rsbwL8HAzZ86UYRhavHixzRfRQjVq1NBvf/tb6+OCggK9+uqratu2rSwWi+rVq6cnnnjCbkphRESEOnTooB07duj2229XzZo11axZM/3973+XJK1fv1633nqrfH191bFjR7svvHFxcTIMQ1999ZWio6Pl7++vgIAAPfbYY9YvaWWNKSUlRT179pSvr69uvvlmzZ49WwUFBTZts7Ky9OKLL6p58+aqUaOGGjZsqLFjx+rChQs27QzD0NNPP61//OMf+s1vfiNfX1916tRJ69ats7mWl156SdKVLL9hGDIMQ1u3bi325+LlxccvAHgCxlnGWQCuKzMzU7t371b79u1LbLdnzx6FhYXZlReW7d2719ru6vJr2xbWO+rw4cOaMWOGwsLC9N///lcNGjRQq1atVKdOHUVERJR52ZjETB/Ao12+fFlbtmxRly5d1Lhx41I9Z9SoUVq8eLGefvppDRw4UEeOHNGUKVO0detW7d69W8HBwda2J06c0LBhwxQTE6NGjRppwYIFGj58uI4dO6aVK1dq4sSJCggI0CuvvKLBgwfr0KFDCg0NtXm9qKgoPfTQQ/rjH/+ovXv3asqUKfruu++0a9cuVa9evUwxPfroo3rhhRc0depUrV69WhMmTFBoaKieeOIJSdLFixd1991366efftLEiRMVFhamvXv3KjY2VqmpqUpKSrKZQrl+/XqlpKTolVdekZ+fn1599VVFRUVp//79uvnmmzVixAhlZGRowYIFWrVqlUJCQiRJ7dq1K9sPDgDgFhhnGWcBVLysrCybxxaLpcgke1HGjBmjCxcuaNKkSSW2S09PV2BgoF15YVl6errNv8W1Lax3VNOmTdW0aVObPxJcuHBB3377rb755psbupEzSR/Ag50+fVoXL15U8+bNS9V+3759Wrx4sUaPHq0FCxZYy2+55RZ1795d8+bN04wZM6zl6enp+uijj9SlSxdJ0m233aZ69epp9uzZOnDggPWLZ2hoqDp37qwPPvhAzzzzjM1rRkdH69VXX5Uk9e/fX/Xr19ejjz6q999/X48++miZYtqwYYO6desmSerbt6+2bt2qd955x/pl9M9//rO+/fZb7dq1S7fddpskqU+fPmrYsKEefPBBbdq0Sffee6/1nNnZ2UpKSlLt2rUlSbfeeqtCQ0P1/vvva/z48WrUqJGaNGlijatZs2al6m8AgHtjnGWcBTyKaVw5XMX/Yrk2qT516lTFxcVd9+lTpkzR22+/rQULFlg/R0tS0n1zSnuPndLeeyczM1Nr167VoUOHVL16dTVv3lzdunVTy5YtrW1q1aql8PBwmyVnZcG8RwBWycnJkqShQ4falHfr1k2/+c1v7LYsDAkJsfkADQwMVL169dS5c2ebvzQWZqaPHj1q95qPPvqozeOHHnpI3t7e1lgcjalBgwbWL6KFwsLCbF573bp16tChgzp37qz8/Hzrcc899xQ5XbxXr17WL6KSVL9+fdWrV6/I6wEAoDiMs4yzABx37NgxZWZmWo8JEyZc9znx8fGaPn26ZsyYoaeffvq67YOCgoqcpVO4+2LhzJ6goCBJKrZtUTOArrVz5061bNlSQ4cO1SuvvKIpU6bo8ccfV5s2bdS6dWu9/vrrysnJue55SoukD+DBgoOD5evrq8OHD5eqfeGHV+G06auFhobafbgV9aFWo0YNu/IaNWpIUpEfXg0aNLB57O3tbfOh62hMhR/EV7NYLMrOzrY+PnnypL799ltVr17d5qhdu7ZM09Tp06cdPicAoOphnL2CcRZARfL397c5rre0Kz4+XnFxcYqLi9PEiRNL9RodO3ZUamqqXXlhWYcOHWz+La5tYX1JnnvuOTVt2lSff/65Tp8+rYMHD8o0TT3xxBMKCAjQSy+9pI4dO5b5/kDXYnkX4MGqVaumPn36aOPGjfrpp5/UqFGjEtsXfun65Zdf7Nr+/PPPNmv6y8uJEyfUsGFD6+P8/Hylp6dbY6mImIKDg1WzZk0tW7as2HoAAK6HcbZojLOAmzL/d7iKMsQybdo0xcXFafLkyZo6dWqpnxcVFaXRo0dr165d6t69u6Qrn5eJiYnq3r27dXZlw4YN1a1bNyUmJurFF19UtWrVJF2ZvbN//36NHTv2uq/17bffas2aNdblrwEBAZKkZ555Rrfeequ+/vprPfvss+rdu7e++OIL6/LWsmKmD+DhJkyYINM0NXLkSF26dMmuPi8vTx9++KEkqXfv3pKkxMREmzYpKSn673//qz59+pR7fG+//bbN4/fff1/5+fmKiIiosJgGDhyogwcPKigoSLfddpvdUZZ7BRT+xYG/SgJA1cI4a49xFoAzvP7664qNjVVkZKTuu+8+7dy50+Yo9NRTT8nb29tmCenw4cPVvn17DRkyRO+8846SkpL00EMPaf/+/ZozZ47N68yZM0f79u3TkCFDlJSUpHfeeUcPPfSQOnTooGHDhl03zrp165b4Wda5c2clJycrLCxMU6ZMKUNP2GKmD+DhwsPD9eabb2r06NHq0qWLRo0apfbt2ysvL09fffWVFi9erA4dOmjQoEFq06aN/vCHP2jBggXy8vLSvffea93Bo3Hjxho3bly5x7dq1Sp5e3urX79+1l1FOnXqpIceekiSKiSmsWPH6oMPPtBdd92lcePGKSwsTAUFBfrxxx/173//Wy+88II1w19aHTt2lCTNnz9fTz75pKpXr642bdrY3KPgWitXrpQkHTp0SJL0xRdfyM/PT5L04IMPOnxdAIDKxzhrj3EWgDMUJtg3bdqkTZs22dWb5pWpQ5cvX9bly5etj6UrieXNmzcrJiZGzzzzjC5evKjOnTtr48aNuvvuu23OExERoQ0bNig2NlaDBg2Sr6+vBg4cqNdee61Uu4o99NBDmjVrlu69995i21erVk0vvPCC9Qb5N4KkD1AFjBw5Ut26ddO8efM0Z84cnThxQtWrV1fr1q31yCOP2Nzc7M0331SLFi20dOlSLVy4UAEBAYqMjNSsWbOKXHN/o1atWqW4uDi9+eabMgxDgwYN0htvvGG9P0FFxFSrVi19+umnmj17thYvXqzDhw+rZs2aatKkifr27Vumv0BGRERowoQJWr58ud566y0VFBQoOTnZ+pfUogwZMsTm8cKFC7Vw4UJJshmEAACujXHWFuMs4KbcfHnXtTeJL05CQoISEhLsyuvXr6/ly5eX6hz9+vVTv379HIjuV1OnTtXtt9+url27at68eXZJpUJZWVnlckNnw+QTD4ATxMXFKT4+XqdOnWJtPwAA5YxxFkBpZWVlKSAgQE1nzpCXj4+zw7EqyMnR0YmTlJmZKX9/f2eHU67S09P15JNPauPGjWrWrJmOHDmi6dOnq1u3bqpWrZpSU1M1ffp0denSRRs2bLih12KmDwAAAAAAQCUJCgrSunXrtGXLFi1evFhnzpzRpEmTZBiGpCuzEbt06aK//e1vN/xaJH0AAAAAAKjiDPPK4SpcKZaK0rt3b/Xu3VumaWr//v06cuSI8vLydPPNN6t9+/bl8hos7wIAAAAAoIoqXN7VbIbrLe86Mskzl3dVJrZsBwAAAAAA8EAkfQAAAAAnadasWZl2s6pohmGUuDMWAA9kuuCBG0bSB8ANMQzDoaOo7RFdWVxcnAzDKPUWkAAA9+Lp41hF8/T+43sAAHfHjZwB3JCpU6falb3xxhvKzMzUc889pzp16tjUde7cuXICAwCgFJw9jm3evLlcz1fZnN1/AICSkfQBcEPi4uLsyhISEpSZmamxY8e65JR1AAAKOXsca9GiRYWev6I5u/8AlCNXW1LlSrG4MZZ3Aag0a9as0WOPPabWrVurVq1a8vPz06233qo33nhDly9ftms/dOhQGYahQ4cO6Y033lDHjh1Vs2ZNm3sMfP/993rggQd00003qVatWrr99tu1fv16JSQkFDuN/KefftLTTz+tm2++WRaLRUFBQfrtb3+rlJQUm3bNmjVTfHy8JKlXr14209MBAFXP9calS5cu6S9/+YsGDBigpk2bymKx6KabblKfPn20fv36Is9Z1D19rh7DkpOTFRERodq1a8vf318DBgzQ3r17izzXxYsXNWvWLHXu3Nk6zoaHh+vdd98tsv2lS5c0bdo0tWjRQhaLRc2bN9fkyZOVm5tb5j4qCd8DAKDyMdMHQKUZP368vLy81L17dzVs2FBnz57V5s2bNW7cOH3++ed65513inzes88+q88++0z33XefBgwYoGrVqkmS9u3bpzvuuEMZGRm67777FBYWpkOHDikqKkoDBgwo8ly7d+9W//79lZGRoXvuuUfR0dE6ffq01qxZozvvvFOrV6+2Pnfs2LFas2aNtm3bpieffJK/VgIAJBU/LmVkZOi5557T7bffrn79+qlu3br65ZdftHbtWg0cOFB/+9vf9Ic//KHUr7Nu3TqtXbtW9957r/74xz/qu+++04YNG5SSkqLvvvtOdevWtbY9e/asevfura+++kpdunTR8OHDVVBQoI8++kiPPPKI9u7dq+nTp1vbm6aphx56SGvXrlWLFi309NNP69KlS1q2bJm+/fbb8uusq/A9AAAqH0kfAJVm/fr1dtPYCwoK9MQTT+jtt9/Ws88+qx49etg976uvvtJXX32l5s2b25SPGTNGGRkZWrRokUaNGmUt37hxY5Ff9vLz8/XQQw/pwoUL+uSTT3TnnXda637++Wd17dpVw4cP15EjR+Tj46OxY8fq7Nmz2rZtm4YOHcouJgAAScWPSzfddJOOHj2qRo0a2ZSfOXNGd9xxh8aPH6/HH39cNWvWLNXrrFmzRh999JH69OljLZswYYJmz56tZcuW6eWXX7aWjx07Vl999ZXmzp2rF154wVqek5OjwYMHa+bMmXrggQd0yy23SJLeffddrV27Vj169FBycrJ8fHwkSfHx8eratatjHVJKfA8AXJthXjlchSvF4s5Y3gWg0hR13wIvLy+NGzdOkvTvf/+7yOe99NJLdl/0jh07pi1btqhly5b6v//7P5u6e++9V3379rU7z/r163Xw4EE988wzNl/0JCk0NFQxMTE6efKk299UEwBQsYoalyTJYrHYJXykK8mgp556SmfOnLFbQlSShx9+2CbhI8k6U+jq86SnpysxMVFdu3a1SfhIko+Pj+bMmSPTNG1m0vz973+XJM2cOdOa8JGkwMBATZkypdQxOoLvAQBQ+ZjpA6DSpKen67XXXtOGDRt06NAhXbhwwab++PHjRT6ve/fudmVff/21JCk8PFxeXvb56zvvvFNJSUk2ZTt27JAkHTlypMgbT/7www+SrkwXv++++657PQCAqqmocanQ3r179dprr+mTTz7RL7/8opycHJv64sa6otx22212ZY0bN5Z0ZfZQoZSUFOs9cYoa3/Ly8iRdGd8K7d69W15eXnbJD0kVNqOF7wEAUPlI+gCoFGfPnlXXrl11+PBhdevWTU888YQCAwPl7e2ts2fPav78+cXeOLJBgwZ2ZZmZmZKk+vXrF/mcosrT09MlSStWrCgx1vPnz5dYDwCo2ooalyRp586d6t27t/Lz89WnTx/99re/lb+/v7y8vPT1119r7dq1Dt0kOSAgwK7M2/vK1/erb3xcOL6lpKSUOJPo6vEtMzNTgYGBql69ul274q7vRvA9AHADpnHlcBWuFIsbI+kDoFIsWbJEhw8f1tSpU+3+urZjxw7Nnz+/2OcWtUuGv7+/JOnkyZNFPqeo8sIvz2vXrtVvf/vb0oYOAICN4nZvmj59urKzs607bl1t1qxZWrt2bYXEUzi+jRs3Tn/6059K/ZyMjAzl5eXZJX5OnDhR7jHyPQAAnIN7+gCoFAcOHJAkPfDAA3Z127Ztc/h8hTei3LFjhwoKCuzqP/vsM7uywptDfvrpp6V+ncIdQoraShYAgKsdOHBAgYGBRS6PKstYV1rdunWTl5eXQ+PbrbfeqoKCgiLHy61bt5ZjdFfwPQAAnIOkD4BKUbjNaXJysk35V199pVmzZjl8vsaNGysiIkIHDhzQ3/72N5u6TZs22a3jl6T7779fLVq00MKFC7Vhw4Yiz7tjxw5dvHjR+jgoKEjSlRtGAgBQkmbNmikjI8Nuy/OlS5fqo48+qrDXrVevnh599FF98cUXmjZtmvLz8+3aHDx4UIcPH7Y+HjZsmCRp0qRJNvcdysjIsNnavbzwPQBwA6YLHrhhLO8CUCmeeOIJvfbaaxo3bpy2bt2qVq1a6YcfftC6desUHR2t9957z+FzLly4UHfccYdGjx6tDRs2KCwsTIcOHdIHH3yg+++/X2vXrrW5uWP16tW1atUq3XPPPbrvvvt0++23q3PnzvL19dWxY8eUkpKiQ4cO6ZdffpGvr68kqVevXvLy8tKECROUmpqqm266SZI0efLk8ukYAIDHGDt2rD766CPdeeedeuihhxQQEKAvvvhCn332mR588EGtXLmywl77L3/5i3744QfFxsbqH//4h+68807Vr19fP//8s/773/8qJSVF7777rnUXrIcffljvvfee/vWvf6lDhw66//77lZeXp5UrV6pr1646ePBgucbH9wAAcA5m+gCoFKGhofr0009133336bPPPtNf/vIXHT16VIsWLdLs2bPLdM527dppx44dioqK0qeffqo33nhDR44c0erVq627kVx7E8ywsDB98803evnll5WZmam///3vevPNN/Xll1/qlltu0T/+8Q8FBwdb2//mN7/R8uXLVb9+fS1atEhTpkypsK1sAQDuLTIyUh9++KHatWun9957T0uXLpXFYlFycnKF7wbl7++vbdu2acGCBQoODtYHH3ygP/3pT0pOTlbt2rU1b9489evXz9reMAytWLFC8fHxKigo0F/+8hf961//0rBhw/T++++Xe3x8DwAA5zBM02TSFACP8+ijj+qdd97Rvn371KZNG2eHAwAAKhHfA4DSy8rKUkBAgG6eOlNePj7ODseqICdHh+InKjMz03rzdjiOmT4A3FZBQUGRO4xs3rxZ7733ntq3b88XPQAAPBTfAwDg+tw26XPu3DnFxMSof//+qlu3rgzDsNv+UZKGDh0qwzDsjrZt2xZ53gULFqht27ayWCxq3ry54uPjlZeXZ9cuLS1NQ4cOVXBwsHx9fRUeHq7NmzcXec6kpCSFh4fL19dXwcHBGjp0qNLS0m7o+gFIly5dUuPGjdW/f389++yzev7553XPPfeoX79+ql69uhYtWuTsEAEAQAXhewAAXJ/b3sg5PT1dixcvVqdOnTR48GAtWbKk2LY1a9bUli1b7MquNWPGDE2ZMkXjx49X//79lZKSosmTJ+v48eNavHixtV1ubq769Omjs2fPav78+apXr54WLlyoyMhIJSUl6e6777a23bZtm+69917dd999Wrt2rdLS0vTyyy+rT58++uKLL2SxWMqhN4CqqXr16ho9erSSk5OVkpKi8+fPKzg4WEOGDNHEiRPVqVMnZ4cIAAAqCN8DgHLmajtmuVIsbsxt7+lTGLZhGDp9+rTq1q2rqVOn2s32GTp0qFauXKnz58+XeL709HQ1atRITzzxhM22jzNnztTkyZO1Z88etWvXTpK0aNEijRkzRtu3b1d4eLgkKT8/X506dZKfn5927dplfX63bt104cIFffPNN/L2vpJj2759u+644w4tWrRIo0aNuuG+AAAAAACgLKz39Il1wXv6vMI9fW6U2y7vKlymVV42bdqknJwcDRs2zKZ82LBhMk1Ta9assZatXr1abdq0sSZ8JMnb21uPPfaYPv/8cx0/flySdPz4caWkpOjxxx+3Jnwk6fbbb1fr1q21evXqcosfAAAAAADgam6b9HFEdna2GjRooGrVqqlRo0Z6+umnlZGRYdNmz549kqSOHTvalIeEhCg4ONhaX9g2LCzM7nUKy/bu3WtzzuLaXn1OAAAAAACcxpQMFzpY3lU+3PaePqXVqVMnderUSR06dJB05R478+bN0+bNm5WSkiI/Pz9JV5Z3WSwW1apVy+4cgYGBSk9Ptz5OT09XYGBgke0K66/+t7i2V5/zWrm5ucrNzbU+LigoUEZGhoKCgsp1hhMAwHOYpqlz584pNDRUXl5V4u865aagoEA///yzateuzTgLALDDGAt35fFJn3Hjxtk87tevn2655RY9+OCDeuutt2zqS/qSd21debQt6RyzZs1SfHx8sfUAABTn2LFjatSokbPDcCs///yzGjdu7OwwAAAujjEW7sbjkz5FiYqKUq1atbRz505rWVBQkHJycnTx4kX5+vratM/IyFCXLl1s2hY1S6dwyVjhzJ6goCBJKrZtUTOACk2YMEHPP/+89XFmZqaaNGmiY8eOcRMrAECRsrKy1Lh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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 60: 22.07s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1637\n", + "\tTrain Regression Loss: : 0.0874\n", + "\tTrain Mve Loss: : -0.2172\n", + "\tTrain R2 Score: : 0.7266\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0725\n", + "\tVal Target Regression Loss: : 0.0775\n", + "\tVal Source R2 Score: : 0.7767\n", + "\tVal Target R2 Score: : 0.7555\n", + "\tVal Source Mve Loss: : -0.0967\n", + "\tVal Target Mve Loss: : -0.2393\n", + "\n", + "Epoch 61: 15.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1634\n", + "\tTrain Regression Loss: : 0.0730\n", + "\tTrain Mve Loss: : -0.1961\n", + "\tTrain R2 Score: : 0.7725\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0777\n", + "\tVal Target Regression Loss: : 0.0827\n", + "\tVal Source R2 Score: : 0.7565\n", + "\tVal Target R2 Score: : 0.7368\n", + "\tVal Source Mve Loss: : -0.0701\n", + "\tVal Target Mve Loss: : -0.2158\n", + "\n", + "Epoch 62: 11.37s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1627\n", + "\tTrain Regression Loss: : 0.0774\n", + "\tTrain Mve Loss: : -0.2076\n", + "\tTrain R2 Score: : 0.7594\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0749\n", + "\tVal Target Regression Loss: : 0.0796\n", + "\tVal Source R2 Score: : 0.7675\n", + "\tVal Target R2 Score: : 0.7492\n", + "\tVal Source Mve Loss: : -0.0243\n", + "\tVal Target Mve Loss: : -0.2446\n", + "\n", + "Epoch 63: 11.45s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1589\n", + "\tTrain Regression Loss: : 0.1846\n", + "\tTrain Mve Loss: : -0.0149\n", + "\tTrain R2 Score: : 0.4182\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1145\n", + "\tVal Target Regression Loss: : 0.1172\n", + "\tVal Source R2 Score: : 0.6450\n", + "\tVal Target R2 Score: : 0.6355\n", + "\tVal Source Mve Loss: : -0.0309\n", + "\tVal Target Mve Loss: : -0.0302\n", + "\n", + "Epoch 64: 11.25s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1621\n", + "\tTrain Regression Loss: : 0.0985\n", + "\tTrain Mve Loss: : -0.1708\n", + "\tTrain R2 Score: : 0.6928\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0866\n", + "\tVal Target Regression Loss: : 0.0905\n", + "\tVal Source R2 Score: : 0.7324\n", + "\tVal Target R2 Score: : 0.7146\n", + "\tVal Source Mve Loss: : 0.0485\n", + "\tVal Target Mve Loss: : -0.2204\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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7duXI90LrEGOKVmeJiFwMCvqIlFAFBX2Sk5NdX+rya8mTJTo6Ote0li1bGsC4ubmZBQsW5JofExPj+pXWZrOZ7du350qTdROTdVOZmJiYK83AgQNd6wkODjYDBgwwGRkZOdJkZGSYNm3aGMhsLZHXr6P79+/P80Yqy+HDh12/wg0aNCjPNNm/1AQGBuYZHNq+fbsr8BMREWFSU1PzXWd+5syZ41pPly5d8szjww8/dKW55ZZb8swn+y+DF6IwQZ+EhARTo0YN12eV15fdiRMnugIYc+fOzTOfmJgYU79+fQOY9u3b55r/8MMPu8oyceLEXPMzMjJcN+yFCfpA5q++2b8EZud0Ol1f5Bo3bmxOnjyZZ7p58+a5vnhn/4JnjHH98l+5cuV8f1U3Jvd5tnfvXlcZ8wrqZC9jTExMrukFBX22bt3qKm+DBg3y3P7s29SqVatc889uVfbiiy/mWbbu3bu7giRRUVH5bkdBihL0cXd3zzNNdHS0K5DQqFGjPNeT/bioXLlynq0XlixZ4vqC1qJFi1zzLzTok9c2FeT55583gPH19c23lYAxxpw5cybPFk4XI+hz9pfgjRs3mu+++y5HK7+bb74537x69+5tABMZGZnjS3t2mzZtcn2RHjVqVK752Y/P/K5bUVFRruBRRESEOXToUIHrqVChQq56JPvnmBVEcTqdea7v0KFDrvXdc889+bbkefbZZ11159kBhMJwOp1m9+7dBaYZPXq0K5h1dmspY4rv/O7fv78rjy+//DLX/Li4uFwt8y5U06ZNXfcV2cXGxhovLy8DmMceeyzf5bNa8+TVYifLuYLqWYqjDjGm8HWWiMjFoqCPSAlVUNDnyJEjrnmzZ88uUr5r1651LVtQ8/yVK1e60j300EO55me/icmvdU32bfDx8ckzAGWMyfGr7m+//Vak7cny1ltvGcAEBATkedOe/UtNXgGHLK+++qor3fTp04tcjhtuuMH15TWvLyFZunbt6rrZPnr0aK75Fzvo43Q6zeHDh82sWbNMnTp1XGnyCiKmpaWZ8uXLn/Nm2xhj5s6d68or+xeX5ORkExgYaCDzUb78vlgdP37cdWNfmKDPL7/8km9ZsrfSOddxldU6q127djmmd+vWzQCmX79+BS5/tl9//fWCjumCvpRkb0WyevXqfPMYNmyYK926detyzMt+bjZv3jzfz2P+/Pnnfa3JUpSgT0GtI0aOHOlKl711SJbsx8WMGTPyzSf7/jt7v1zqoM99991nANO0adMC0+XnYgR9CnrVqlXLfPzxx/k+Yrdt27ZCHy8jRoxwBWzOVpigT/Zr9VdffZXvel588cV8r+nZP8egoCATFxeXbz5PPPGEq7zJycn5pktPT3f9CPHcc8/lm+5CZGRkmNDQ0Hzrs+I4v48ePWrc3NwMYHr37p1vWbLfU1xo0Cf744PvvfdervlZPySVLVs21w9IWYoz6FMcdYgxha+zREQuFnXkLHIFCgkJwcPDA4DPPvuswM5Nz5a948V7770333Tt2rWjbt26uZY5W+PGjV3pzpY1zCpAt27dCA4OzjePLPv27ct3XVni4uLYv38/v//+O9u3b2f79u34+PjkmJcfy7K455578p0/ZMgQV6eKRe2kMiMjw9VBZLdu3YiMjMw37X333edaJqujzYste4eoNpuNyMhI+vXrx86dOwkMDGT8+PG8/vrruZZbt26dq4PmW265pcB1XHfdda6/s3eKvXHjRmJjYwG4++678+24smzZslx//fWF2p7IyEiuvfbafOfPnj0byOwMNPuxWFC5169fn6NDzvLlywPwyy+/sHfv3kKVK/tyQJ4dz16IrOOyXr16tGnTJt90WcdY9mXycscdd+T7eTRv3tz1d2HOzQuVNUrPucpS0DlepkwZ+vbtm+/8oUOHuv6+WB3RFlbWcbJjxw7WrVtX5OXHjh2LyfwBz9VJ7MX0559/MmXKFFatWpXn/KxzzsfHh169ehWYV9Y5d/To0XN2Hp+XrM8uKCiIAQMG5Jtu2LBhuZbJS58+ffD39893fta29enTBy8vr3zT2e122rZtC1AsAwM4nU6OHj3Krl27XPXdH3/8QcWKFQH47bffClz+fM/vpUuXuq6FQ4YMyTf/Vq1aUb9+/UJty7lkdcLs7u6eZ10zaNAgAE6cOMHPP/9cLOssSHHUIdmdq84SEblYFPQRuQJ5enpy6623AjBjxgxq1KjBiBEjmDt3ruuLdX62b98OgIeHB02bNi0wbevWrQHYvXs3aWlpeaapVatWvssHBQUVOV1+o3gdPHiQf//731SpUoXAwECqVatGgwYNaNiwIQ0bNuT+++93pT17xLDsqlatSmhoaL7zw8LCXKN3ZO2rwtq3bx9JSUnAP/suP9nnF3U9F0PHjh0ZPnx4nl8ONmzY4Pq7bdu2eY5GlPXy8/NzpT1+/Ljr7+zbmP2LRl5atGhRqDKf6yY8q9y7du0qsMyWZfGvf/0LgLS0tByj2dx9990AREdH06BBA2677TY++eQT9uzZU+C6q1at6rq5f/PNN6lfvz6jR49myZIlrmPkfKSmprJ7927g3MdY06ZNXcMWF3SM1alTJ9952QO1BY2wV1yKoyxNmzbFbrfnO79JkyauoPnlPvduv/123N3dSU1NpV27dvTp04f333+f33///bKN1pUVRMp6ORwOTpw4wXfffUfjxo1ZtWoVXbt2dY22l13WOZeUlITdbi/wnOvdu7druezXisLK+uyyH+d5KVu2bKGu6QVdT2JjY13n/AcffHDO68mMGTOA89suyPwMPv/8czp16oSfnx8VKlSgTp06rvquYcOGbNmyBSi4voPzP6e2bdvm+rtly5YFrqNVq1YFzi8Mp9PpGpnrhhtuICQkJFea7NOzRvi6mIqjDsnuXHWWiMjFoqCPyBXq3XffpU+fPkBmQOT111+nV69ehISE0KpVKyZOnEhcXFyu5bJuRoKDgwv8YgRQrlw5IPMG9PTp03mmyWphkxebzVbkdHn9QjZv3jzq1avHu+++6xrKvCDJycn5zgsPDz/n8mXLlgUo8lDV2dNn5ZGfrH17Pus5X1OmTGHbtm1s27aN9evXM336dHr06AFk/qLZrVu3PIdRzmtI8cLIHtzIfvyc6zMICwsrVP5lypQpcH5xlLtLly68++67eHt7k5KSwjfffMPQoUOpWbMmFStW5IEHHsj3l/avvvrK9Yv/jh07GD9+PF26dCEoKIgOHTrw/vvvn3PY67Nl34/nOsbc3d1dX5AKOsYu5NwsbsVRlnMdX3a73fVl91Kde/mpU6cOX331FWXKlCEjI4M5c+bw4IMP0qBBA8LDw7nrrrtYsWLFZS2jzWYjPDyc/v37s3LlSmrVqkVqaiqDBw/OVS8UxzlXWFmf3bnOA/jnelvQ513Q9eRSbldKSgq9evXirrvuYtmyZQXWZ1BwfQfnf04V5ZpdmM/gXBYuXMjRo0eBf1r0nC17C6DZs2fneY9TnIr7cz9XnSUicrEU/I1PREqsgIAAfvjhB9atW8f06dNZunQpv/32Gw6Hg/Xr17N+/Xpef/11vv/+e9cXz+zya+6d3eX6pTm76Oho7rjjDpKSkvDz8+PJJ5/k+uuvp3r16gQGBrp+sV+yZAldunQBCi73pdruwqznUqtatSoNGjRwvW/RogUDBw7k6aef5rXXXmPjxo08/fTTvP322zmWy/5lYNmyZXn+ApuXwgTYLoSbm1uB87PK3a5dO95///1C5xsREZHj/fDhwxk4cCBffvklCxcu5NdffyU2NpYjR47wwQcf8OGHH/Lss8/y4osv5liuQoUKrFq1isWLFzNz5kyWL1/Ojh07SE9P55dffuGXX35h4sSJzJ07t8CWcPm5Us7hS+1K2y8DBgyga9eufPPNNyxYsIAVK1Zw8uRJTp06xeeff87nn3/OPffcw5QpU3J8Sb8c/Pz8ePDBB3nssceIi4tjxowZOR4jzDrnqlatyg8//FDofKtWrXreZSquz7ug60n2a+Cjjz5a4KPR2WXVT0UxYcIE5s2bB0CHDh0YPnw4zZo1o1y5cnh7e7uOgeuuu44VK1ZctGM5e77n2sfFUYbsLXfO9RgxZAa7vv3220J/FuejuOqQLOeqs0RELhYFfUSucK1atXI1rY6Pj2fZsmV88sknzJo1i6ioKAYMGMDevXvx9vYG/mnOHR0dTUZGRoGtfU6cOAFk3vBdrl+ovv32W86cOQPAzJkz6datW57p8muJdLasbSpI1q97+fVBlJ/s6c/VrD/7/KKup7hNmDCB+fPns3XrViZNmsRDDz1E7dq1XfOzB3k8PDxyBI4KK/vxExUVVWCQ4+TJk0XOPy8hISGcOHGCkydPnleZswsPD+fRRx/l0Ucfxel0smXLFmbOnMmkSZM4c+YMEyZMoGXLlnn2JdOlSxdXQDI6OppFixbx4YcfsmTJEvbu3cutt97K5s2bC1WO7PvxXMdYRkZGjpZ9V4tzneMZGRmu68XZ+yV7UMXpdOabR2Ji4gWUMLfAwEDuv/9+12OqO3bs4IcffuCdd97h6NGjTJs2jaZNm/LII48U63rPR/bHhbI/AgT/XCtOnDhBnTp1ztma9EIEBwdz7NixQj1ClXVMnO95kP0amJSUdMHXk/wYY/j4448BaN++PUuWLMk30FfYOu98Zd9XJ06cKLCPuvNtEZMlPj6e77//vsjLffrppxc16FOcdYiIyOWkx7tEShF/f3/69OnDzJkzefjhhwE4duwYK1eudKXJunFJS0s75xfNrI5Fa9aseV6/WBaH33//Hci8Ac0v4AM5+50pyP79+4mOjs53/smTJzlw4ABAkW/yqlWr5mpKv3bt2gLTZu+09XLfTNrtdl566SUg85fNMWPG5Jifve+n8+08M3tHn+f6rAr7WZ5LVrn//PPPQj0WWFg2m41mzZrx4osvsnjxYtf06dOnn3PZkJAQbr31VhYvXsyNN94IwJYtW1z99JyLp6cnNWvWBM59jG3evJn09HTg8h9jl9KWLVsK7Nz+t99+c/VRdvZ+yd6Rb0Ffqnft2lVgGS60pV+9evUYOXIka9aswdfXFyjc8XUpZN+3WcdXlqxzLikpiV9//fWiliPrs8t+nOclKirKdf6f73kQFhZGhQoVgMzOoC9W65qYmBhXEOuWW27JN+CTkJBwzmPwQjVs2ND19/r16wtMe6755/Ltt9+6Hol64YUX+Oqrrwp83XXXXQCsWLHCVV8XRWHPz4tVh4iIXGoK+oiUUlktCyBnR49du3Z1/T158uR8l1+9ejU7duzItcyllvUFIzU1Nd9f3pOSkgrdqaMxpsC0U6dOdd3QF3W77XY7HTp0ADL7JyhoRJqsX3Pd3Nzo2LFjkdZzMfTq1cvVwfK3336b4wtF+/btXb/6vv/+++fVj0KLFi0IDAwEMkecy+9L04kTJ1iwYEGR889LVlAF4LXXXiuWPM/WrFkzV+ubc3Woerb8ztFzyToud+zYwZo1a/JNl3WMZV/mahATE8OPP/6Y7/wpU6a4/j57v2R/zKig4OOXX35ZYBmyj+6UmppaYNqCREZGulrFFfX4uliyf8E/u/VH9pZuF+ucy5L12Z05c4bvvvsu33STJ08+72t6dlnXk3379rk6ai5u2QNqBfUHNHny5AIDXcWhU6dOrseRskbVysuGDRsuuEP0rDq5TJkyjBw5kttuu63A14gRI4DM+vyzzz4r8vqyzs9znZuXog4REbkUFPQRuQLt27fPNTR4frK3yMj+RaZVq1aukTg+/vhjFi5cmGvZ2NhY/u///g/IbNXw4IMPFkexz0tWq4bExMQ8b7QdDgfDhg1zdQBZGOPHj8/zV9I//viDCRMmAJlDKRc07HN+hg8fDmT+Aj506NA8Rz2bMmWK6/MZMGBAjuG9L6dRo0YBmY+1ZLX8gcwb5CeffBLIfKTotttuK/Dxlvj4eN59990c07y8vFwjYW3atIn//Oc/uZZzOp383//9X5E7N87PgAEDqFu3LgD/+9//CgxyQubIPmcHC7755psCO0rdsGGDq0VI9vNsy5YtrtF18mKMcQ0fbVmWa3ShwnjwwQddLQDuv//+PEfs+/nnn13bm/2cv1o8/vjjeT7mtXz5cj788EMgcxS5s/dLgwYNXAHOd999N88vhV999VWBQQYgxzm9d+/efNN9//33rsdX83L48GF27twJ5N3vzdixY12jB02dOrXAMhWHgwcP8t5777ne9+zZM8f8li1b0r17dwDmzp2bq9Xg2Q4cOMBXX311XmUZMmSIq2XlE088kWeQ/bfffnNdyypUqMBNN910XusCeOqpp/D09ATggQceOGeLxLlz57J169YirSMsLMw1muXXX3+dZ/2xfv1617X6YspeB/7www95tjRLSEjIMXLm+Th48CC//PILkBk0LGgktiwNGjRwPYJ8PkGfrPNz3759BbbaKo46RESkJFDQR+QKdOjQITp27Ej9+vUZNWoU33//vavz5pkzZ3LrrbcyadIkILN58tlDO3/44Yd4eHjgcDjo1asXTzzxBMuWLWPDhg189NFHNGvWzNVXw5NPPnlZHw255ZZbXDfagwcP5tlnn2XJkiVs2LCBadOm0bp1a7766ivatWtXqPxq1qyJ0+mkTZs2vPLKK6xZs4Y1a9bwyiuv0LZtW9cX6Hfeeee8Hmnr1asXAwcOBDIfA2jdujWff/45GzduZNGiRQwbNoxhw4YBmY+s5RX8uFz69u3ratL/5Zdfsn//fte8ESNGuFqmZI2m9vLLL7Ns2TK2bNnCihUr+Pjjjxk0aBDly5dn7NixufIfO3asaxSdJ598kkGDBrFgwQI2bdrE9OnTufbaa5k9e3aO4X8v5DEZNzc3vvnmG/z8/DDGMGzYMHr06MGnn37K2rVr2bRpE/Pnz+fll1+mXbt2NGzYMFcw9emnnyYiIoLBgwczZcoUVq5cyebNm1m0aBFjx47l+uuvd60re4e2W7ZsoWnTprRq1Yrx48fz008/sXHjRtasWcNXX33F9ddf7/py0Ldv3yIF/ho2bMgTTzwBZPap0qxZMz788EPWr1/P8uXLefLJJ+nduzcOhwMPDw8++OCD896HV6LGjRtz5MgRmjdvzqRJk1i/fj0rV67k2WefpUePHq6+zLKukdnZ7XbXl9jt27fTuXNnZs+ezebNm5k3bx5Dhw5l0KBBeXaOn90111zj+vuxxx7jl19+Yffu3ezZs4c9e/a4WnS89dZbVKhQgVtuuYX333+f5cuXs2XLFpYuXcrrr79Ou3btXEHHSxV83759e47X1q1bWbp0KS+88ALNmzd3tTi68847adKkSa7lP/nkE9fx/MILL9CmTRs+/PBDVq9e7Tp3/vOf/9C9e3dq1KhxzgBafsLCwnj99dcBOHr0KC1atODNN99k7dq1rFq1ihdeeIH27duTkJCAZVl8+OGHhQoo5Kdq1aquznxjYmJo164dw4YN4/vvv2fTpk2sW7eOmTNnMnLkSGrUqEGvXr04dOhQkdZhs9m48847gcxryLXXXsvXX3/Nhg0bWLx4MU888QTXXXcdXl5e59X5e1G98cYbrkce77jjDoYPH87SpUvZuHEjn3zyCc2bN2fz5s20aNHivNfx6aefugIvAwYMKPRyWWl3797N6tWri7TOrPMzKiqKxx9/nI0bN7rOzeyPcRVHHSIiUiIYESmRli5dagADmDFjxuQ7r6BX3bp1zf79+/PMf8GCBSYgIKDA5YcPH24cDkeey1euXNkA5p577ilwO/Lbhuz279/vSvfJJ5/kmj9lyhRjs9nyLeett95qFi1a5Hq/dOnSXHl06NDBAKZDhw5mzpw5xsfHJ8+8bDabmThxYoHbdC7JycmmX79+Be7biIgIs3nz5nzzKOz+PZcxY8YUuF/O9vXXX7vS33///TnmJSUlmbvvvrtQx17VqlXzzH/Lli0mLCws3+UGDx5sJk+e7Hp//PjxXHkUdd/89ttvpmbNmoUq97hx4/JcV0EvLy8vM23atBzLffLJJ4VaX/v27U10dHSuMmc/XvPicDjMQw89VGDegYGBZsGCBXkun/0acq7jojDncEHOdQxmn1+Qc5U5+3Hx0UcfGbvdnud+8fDwMF999VW+60lMTDRt2rTJd7926NDBbNu2rcBrljHG3HLLLfnmkXVdzvqcC3q5ubmZl1566Zz7Nr9yFEZhynH2NTclJSXf/A4cOGBatmxZqLyGDBmSa/miHJ8TJkwosH7w9PTMdX5mOVfdk5evv/76nHUnZNYlS5YsKVSe2Z05c8Y0adIk33yDg4PN8uXLC7xGFOf5vXTpUuPv759vecaMGVPoczgvWdfmgICAAo+ps23atMm1zgceeMA1/Z577jGAqVy5cr7LxsfHm2rVquW5PXktdyF1iDHFV5+LiJwvtfQRuQJde+21rF69mhdeeIHOnTtTo0YN/P39cXd3p2zZsnTv3p0PPviALVu25PvYSPfu3dmzZw/PPvssTZo0ISAgAE9PTypVqsSdd97JihUrePfddy/7EMGQ2Yx/xYoV3HTTTYSFheHu7k758uXp0aMH33zzDV9//XWRhkLt1asXGzZsYMiQIVSuXBkPDw/Cw8MZMGAAK1eudLWiOF9eXl7MnDmTH374gf79+xMREYGHhwdlypShdevWvPzyy+zatSvPX8kvt4EDB7pG55k6dSp//fWXa563tzfTpk1jw4YNPPjgg9SvX5/AwEDsdjtBQUE0adKEe++9lxkzZvDHH3/kmX/jxo3ZsWMHTzzxBDVr1sTT05PQ0FA6derEl19+ySeffJKjz6CsfoAuRKNGjdixYwfTpk3jpptuIjIyEi8vLzw8PChfvjwdO3Zk1KhRbNy4kdGjR+dY9pdffuHjjz/m1ltvpWHDhoSFhWG32wkICKBZs2Y89dRT7Nixw/XoWpY77riDpUuX8uyzz3LttddStWpVfHx88PDwoGLFitx44418+eWXLF++/LxGFLLZbEyaNIlffvmFO++8k0qVKuHp6UlAQABNmjTh2WefZffu3a5Hba42w4YNY8WKFdxyyy2u869ChQrcfffdbN68mdtuuy3fZX18fFiyZAkTJkygYcOGeHt7ExAQQMuWLXn33XdZvHgxfn5+5yzD559/zmuvvUarVq0IDAzM81o6ffp0vvjiCwYPHkyTJk0oV64cdrsdPz8/GjRowEMPPcTmzZt55plnLmh/XAjLsvD396devXrce++9LF++nK+//trVAjMvlStXZu3atcyaNYvbbrvNdfy7u7sTFhbGNddcwxNPPMHy5cvP+cjMuTz77LNs3ryZ++67j+rVq+Pt7Y2vry9169blkUceYefOnbnOzwtx6623cuDAAV555RU6duxIeHg47u7u+Pj4UK1aNfr06cN//vMfDhw4QKdOnYqcf2BgIL/++ivjx4+nYcOGeHl54efnR926dXnyySf57bffuO6664pte86lY8eO/P777zz44IOu+rJs2bL06tWL+fPn59mqs7BWr17t6sS+d+/eBR5TZ2vatCnVqlUDMh/DzetRuPz4+fmxatUqHnnkEerWret6TDA/F1KHiIiUBJYxF2kIAhGREqRjx44sX76cDh06sGzZsstdHCnAsGHDmDx5MhUrViywM2yR7KpUqcLBgwe55557Lkn/NiIiIiJXgsv/E76IiMjfkpOTmT17NgBt2rS5zKUREREREbmyKegjIiKXzN69e/MdLcXhcPDggw+6Ooq95557LmXRRERERERKHfvlLoCIiFw9xo8fz7p167jtttto3bo14eHhJCcns3XrVj766CM2bdoEQJcuXejVq9dlLq2IiIiIyJVNQR8REbmk/vjjD8aMGZPv/Hbt2vHNN99c0HDtIiIiIiKioI+IiFxCzzzzDLVq1WLhwoUcPHiQkydPkp6eTkhICC1atODWW2/ltttuKxGjxomIiIiIXOk0epeIiIiIiIiISCmkn1JFREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1EREREREREREohBX1ERERERC6hKlWqUKVKlctdjFwsy6Jjx46XuxgiIlKMFPQRkQvicDj46KOP6NChA8HBwbi7uxMeHk6jRo0YNmwYP/zww+UuooiISA6WZRXpNXXq1Mtd5BJJ9wAiIiWf/XIXQESuXA6Hg969ezN//nyCgoLo1asXFStWJCYmhj179vDZZ5+xc+dObrzxxstdVBEREZcxY8bkmvbWW28RGxvLI488QlBQUI55TZo0Kdb1L168uFjzuxx0DyAicmVQ0EdEzttXX33F/Pnzady4McuXLycwMDDH/NOnT7Nx48bLVDoREZG8jR07Nte0qVOnEhsby6OPPnrRH72qXr36Rc3/UtA9gIjIlUGPd4nIefv1118BGDx4cK6bPYAyZcrQtWvXHNNSUlJ4+eWXadiwIT4+PgQEBHDttdfy9ddf51p+2bJlWJaV58055N0nwtSpU11N8X/66Seuu+46AgICsCzLlcbhcPD+++/Trl07AgMD8fb2pkaNGgwbNozdu3fnyC8jI4P33nuPNm3aEBAQgI+PD02bNuXdd9/F6XQWZjeJiMgVbPDgwViWxb59+3jrrbdo2LAh3t7err5v0tLSePfdd+nZsyeVK1fG09OTMmXK0KVLF3766ac88zxX/bV06VI6duyIv78/AQEB9OzZk99//z3PvJKSknj55Zdp0qQJvr6++Pn50bZtW7766qs806elpTF+/HiqV6+Op6cnVatWZdSoUaSmphZpv5zPPQDoPkBE5FJTSx8ROW9hYWEA/Pnnn4VKn5aWRvfu3VmxYgX16tVj+PDhJCUl8e2333L77bezefNmXn311WIp27fffsv8+fPp2bMnDzzwAPv373eVoVevXixatIjIyEjuvPNO/P39OXDgALNmzaJ9+/bUrFkTgPT0dPr06cOCBQuoU6cOd9xxB15eXixdupR///vfrFmzhs8//7xYyisiIiXbww8/zMqVK+nVqxc9e/bEzc0NgJiYGB555BGuueYaunXrRlhYGMeOHWP27Nn07t2bDz74gPvvv7/Q65kzZw6zZ8/mhhtu4IEHHmDHjh3MnTuX9evXs2PHDlfdC3DmzBk6d+7M5s2bad68OUOHDsXpdLJgwQLuuOMOfv/9d1588UVXemMMt9xyC7Nnz6Z69er861//Ii0tjSlTprB169Yi7Y+i3gOA7gNERC4LIyJynrZs2WLc3d2NZVnmzjvvNNOnTzf79u3LN/2ECRMMYHr37m3S09Nd048fP24iIyMNYFasWOGavnTpUgOYMWPG5Jlf5cqVTeXKlXNM++STTwxgLMsy8+bNy7XMM888YwDTp08fk5KSkmNeSkqKiYqKcr0fM2aMAcwjjzxiMjIyXNMzMjLM0KFDDWBmzZqV7/aKiMiVo3LlygYw+/fvzzH9nnvuMYCJiIjIs45LSUkxhw8fzjU9JibG1K1b15QpU8YkJSXlWld+9Zebm5tZtGhRjnkjR440gHnllVfyLNvEiRNzTE9OTjbXX3+9sSzLbNq0yTX9iy++MIBp06aNSU5Odk2Pjo421apVM4Dp0KFDrm3JS1HvAYzRfYCIyOWgoI+IXJBvv/3WlC9f3gCuV0hIiOnfv7/56aefcqStXr26sSzL7Nq1K1c+H374oQHMkCFDXNMu5Gavb9++udJnZGSYwMBA4+3tbY4cOVLgdjkcDhMSEmLKly+f40Yvy+nTp41lWebmm28uMB8REbkynCvo8+abbxY5z4kTJxrALF++PNe68qu/Bg0alCufffv2GcAMGDDANe3UqVPGzc3NtGzZMs91b9myxQDmySefdE3r2rWrAcySJUtypc9af2GDPsYU7R7AGN0HiIhcDnq8S0QuyM0330zfvn1ZunQpK1euZPPmzaxcuZKZM2cyc+ZMhg4dyscff0xCQgJ79+6lYsWK1KpVK1c+Wc/9b9q0qVjK1bp161zTdu7cSWxsLK1btyYiIqLA5f/880+io6OpWbMm48ePzzONt7c3O3fuLJbyiohIyZZXvZLl999/5/XXX+eXX37h2LFjpKSk5Jh/5MiRQq+nRYsWuaZFRkYCmZ0jZ1m/fj0OhwPIu2Pq9PR0gBz11KZNm7DZbLRv3z5X+qw+ioqisPcAlmURHx+v+wARkctAQR8RuWDu7u50796d7t27A5kdJH733XcMHTqUKVOmcOONN9K8eXMAypUrl2ce5cuXByA2NrZYypTXes6cOQNAhQoVzrl8dHQ0ALt372bcuHH5pktISDi/AoqIyBUlv/przZo1dO7cmYyMDLp06cKNN95IQEAANpuNLVu2MHv27CJ1kpxXp8h2e+Yte1aQB/6pp9avX8/69evzzS97PRUbG0twcDDu7u650uW3fedSmHuAvn37uup33QeIiFxaGr1LRIqdm5sbt9xyC4899hgAixcvdt3EHj9+PM9ljh07BuS82bXZMi9RGRkZeS5T0I1h9lE6sgQFBQGF+8U1qxz9+vXDZD4Km+crq2NIEREp3fKqVwBefPFFkpOT+fnnn5k3bx5vvfUWL7zwAmPHji2wddCFyqqnHnvssQLrqaVLl+ZYJiYmxtUKKLv86ueiyuseIHt5dR8gInJpKegjIheNv78/kDlaiL+/P9WrV+fIkSO5hkMFXDelzZo1c00rU6YMAIcPH86Vfs+ePa5f7AqrTp06BAUFsXXrVtfN5bnSrlmzJs+bYxEREcisj4KDg/N8PGr58uUXbb2tWrXCZrOxYsWKQi/TrFkznE4nK1euzDVv2bJlxVi6nPcAWe91HyAicukp6CMi5+2rr75i4cKFOJ3OXPOOHz/ORx99BMB1110HwNChQzHG8NRTT+Voon7q1CnX8/JDhw51Ta9Tpw4BAQHMnj2bqKgo1/Tk5GQefvjhIpfXzc2Nhx56iOTkZB566CHS0tJyzE9LS+PkyZNAZlP6f//73xw7doyHH36Y5OTkXPkdO3aMHTt2FLkcIiJSelSpUoWYmJhcQ55PnjyZBQsWXLT1hoeHc+edd7JhwwbGjx+fZ2uYvXv35miJMmTIEACee+65HP0OxcTE5BjavTCKeg8Aug8QEbkc1KePiJy3tWvX8vbbb1OuXDnat29P1apVAdi/fz8//fQTycnJ9O3bl5tvvhmAJ598knnz5jF79mwaN25Mz549SUpK4ttvvyUqKooRI0bk6FzS3d2dxx9/nLFjx9K0aVP69etHRkYGCxcuJCIi4pydMOZlzJgxrF27lu+//55atWrRq1cv/P39OXz4MD///DOvv/46gwcPBuD555/nt99+4/333+fHH3+kc+fOVKhQgaioKHbv3s2vv/7KhAkTqFev3oXvTBERuSI9+uijLFiwgPbt23PLLbcQGBjIhg0bWLlyJTfffDMzZsy4aOt+99132b17N6NHj+azzz6jffv2lC1blqNHj/LHH3+wfv16vvrqK1f9fPvtt/PNN9/www8/0KBBA/r27Ut6ejozZsygZcuW7N27t9DrLuo9AOg+QETksrhk44SJSKlz6NAh8+6775qbbrrJ1KpVy/j7+xt3d3dTrlw5c8MNN5jPPvvMOByOHMskJyebCRMmmPr16xsvLy/j5+dn2rVrZ7788ss81+F0Os2rr75qqlWrZtzd3U1kZKR56qmnTGJiYoFDtX7yySf5ljs9Pd288847pmXLlsbX19f4+PiYGjVqmPvuu8/s3r071/o//fRT07lzZ1OmTBnj7u5uIiIiTLt27cyECRPMoUOHzmvfiYhIyXKuIdvPnp7djz/+aFq3bm38/PxMYGCg6datm1m+fHm+ddL51F/kM5x6amqqeeedd0zbtm1NQECA8fDwMJGRkaZz587mzTffNKdOncqVfty4caZq1arGw8PDVK5c2Tz77LMmJSWlSEO2n889gDG6DxARudQsY/5+0FZEREREREREREoN9ekjIiIiIiIiIlIKXbFBn/j4eEaMGEH37t0JCwvDsizGjh2bK93gwYOxLCvXq06dOnnm+84771CnTh08PT2pWrUq48aNy7PH/qioKAYPHkxoaCg+Pj60bdvWNSTl2RYtWkTbtm3x8fEhNDSUwYMH5+iMTkRERERERESkuF2xQZ/o6Gg+/PBDUlNTuemmmwpM6+3tzerVq3O8vvnmm1zpJkyYwCOPPEL//v1ZsGABDz30EC+99BLDhw/PkS41NZUuXbqwePFi3n77bWbPnk3ZsmXp0aNHrqE5ly9fzg033EDZsmWZPXs2b7/9NosWLaJLly6kpqZe8H4QEREREREREcnLFdunT1axLcvi1KlThIWFMWbMmFytfQYPHsyMGTNISEgoML/o6GgqVqzI3XffzQcffOCa/tJLLzFq1Ci2b9/u6pn/vffeY/jw4axatYq2bdsCkJGRQePGjfHz82Pt2rWu5Vu1akViYiK//fYbdnvmYGmrVq2iXbt2vPfeezz44IMXvC9ERERERERERM52xbb0yXpMq7jMnz+flJQUhgwZkmP6kCFDMMbw/fffu6bNmjWL2rVruwI+AHa7nUGDBrFu3TqOHDkCwJEjR1i/fj133XWXK+ADcM0111CrVi1mzZpVbOUXEREREREREcnuig36FEVycjLlypXDzc2NihUr8q9//YuYmJgcabZv3w5Aw4YNc0wvX748oaGhrvlZaRs1apRrPVnTfv/99xx55pc2e54iIiIiIiIiIsXJfu4kV7bGjRvTuHFjGjRoAGT2sfPmm2+yePFi1q9fj5+fH5D5eJenpye+vr658ggODiY6Otr1Pjo6muDg4DzTZc3P/n9+abPnebbU1NQcff44nU5iYmIICQkp1hZOIiJSehhjiI+PJyIiApvtqvhdp9g4nU6OHj2Kv7+/6lkREcmltNexKSkppKWlXe5i5OLh4YGXl9flLsYVrdQHfR577LEc77t160bTpk25+eab+eijj3LML+gm7+x5xZG2oDxefvllxo0bl+98ERGR/Bw+fJiKFSte7mJcUY4ePUpkZOTlLoaIiJRwpbGOTUlJoWplP45HOS53UXIpV64c+/fvV+DnApT6oE9e+vXrh6+vL2vWrHFNCwkJISUlhaSkJHx8fHKkj4mJoXnz5jnS5tVKJ+uRsayWPSEhIQD5ps2rBVCWZ555hscff9z1PjY2lkqVKnH48GECAgIKs5kiInKViYuLIzIyEn9//8tdlCtO1j5TPSsiInkpzXVsWloax6McHNxYhQD/ktOKKS7eSeXmB0hLS1PQ5wJclUEfyGyel71ZXlZfPtu2baN169au6cePH+fUqVOux8Oy0m7bti1XnlnTstJm/b9t2zZ69uyZK232PM/m6emJp6dnrukBAQG6GRURkQLp8aSiy9pnqmdFRKQgpbmODfC3EeDvdrmLIcWs5ITxLqEZM2aQlJREmzZtXNN69OiBl5cXU6dOzZF26tSpWJbFTTfd5JrWr18/du7cmWNo9oyMDD7//HNat25NREQEABUqVKBVq1Z8/vnnOBz/NJVbs2YNu3bton///hdnA0VERERERESKwInBWaL+mcu9S0qFK7qlz7x580hMTCQ+Ph6AHTt2MGPGDAB69uzJyZMnueOOO7jtttuoUaMGlmWxfPly3nrrLerXr8+wYcNceQUHBzNq1Cief/55goOD6d69O+vXr2fs2LEMGzaMevXqudIOHTqUSZMmMXDgQF555RXCw8N577332LVrF4sWLcpRxldffZVu3boxcOBAHnroIaKiohg5ciQNGjTINTy8iIiIiIiIiEhxsYwxV2z4rEqVKhw8eDDPefv37ycwMJB7772XzZs3c+LECRwOB5UrV6Zfv348++yzBAYG5lruv//9L5MmTeLAgQOUK1eOIUOG8Nxzz+Hu7p4j3YkTJxgxYgRz5swhKSmJJk2aMH78eLp27Zorz4ULFzJ69Gi2bNmCj48PvXv35vXXXyc8PLzQ2xoXF0dgYCCxsbFqdi4iInlSXXH+tO9ERKQgpbmeyNq26D+rlrg+fUJq7S+V+/xSuqKDPleT0nyRERGR4qG64vxp34mISEFKcz2RtW1RuyqXuKBPeO2DpXKfX0ol5xMVEREREREREZFio6CPiIiIiIiIiEgpdEV35CwiIiIiIiIiFy5z9K6S0/tLSSrLlUwtfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXPixHm5C5FNySrNlUstfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXMYg8OUnBGzSlJZrmRq6SMiIiIiIiIiUgop6CMiIiIiIiIiUgrp8S4RERERERGRq5wTg5OS80hVSSrLlUwtfURERERERERESiEFfURERERERERESiE93iUiIiIiIiJylXNicJSgR6r0eFfxUEsfEREREREREZFSSEEfEREREREREZFSSI93iYiIiIiIiFzlNHpX6aSWPiIiIiIiIiIipZCCPiIiIiIiIiIipZAe7xIRERERERG5yjmMwWFKziNVJaksVzK19BERERERERERKYUU9BEREZES7+OPP8ayLPz8/HLN27RpE127dsXPz4+goCD69+/Pvn37LkMpRUREREoWBX1ERESkRDty5AhPPvkkERERuebt3LmTjh07kpaWxvTp05kyZQp//vkn1157LSdPnrwMpRUREbkyOUvgSy6cgj4iIiJSoj3wwANcd911dOvWLde80aNH4+npyZw5c+jZsyf9+/fnp59+4uTJk0ycOPEylFZERESk5FDQR0REREqszz//nOXLl/Pee+/lmpeRkcGcOXMYMGAAAQEBrumVK1emU6dOzJo161IWVURERKTE0ehdIiIiUiJFRUXx6KOP8sorr1CxYsVc8/fu3UtycjKNGjXKNa9Ro0YsXLiQlJQUvLy8LkVxRURErmgODA5KzohZJaksVzIFfURERKREeuihh6hduzYPPvhgnvOjo6MBCA4OzjUvODgYYwynT5+mfPnyueanpqaSmprqeh8XF1dMpRYREREpOfR4l4iIiJQ43333HT/++CMfffQRlmUVmLag+fnNe/nllwkMDHS9IiMjL6i8IiIiIiWRgj4iIiJSoiQkJDB8+HD+/e9/ExERwZkzZzhz5gxpaWkAnDlzhsTEREJCQoB/WvxkFxMTg2VZBAUF5bmOZ555htjYWNfr8OHDF217RERErgQOU/JecuH0eJeIiIiUKKdOneLEiRO88cYbvPHGG7nmlylThr59+zJjxgy8vb3Ztm1brjTbtm2jRo0a+fbn4+npiaenZ7GXXURERKQkUdBHRERESpRy5cqxdOnSXNNfeeUVli9fzrx58wgNDcVut9OnTx9mzpzJa6+9hr+/PwCHDh1i6dKlPPbYY5e66CIiIiIlioI+IiIiUqJ4eXnRsWPHXNOnTp2Km5tbjnnjxo2jZcuW9O7dm5EjR5KSksLo0aMJDQ3liSeeuHSFFhERucI5/36VFCWpLFcy9ekjIiIiV6w6deqwbNky3N3dufnmmxk8eDA1atTgl19+ISws7HIXT0REROSyUksfERERuSJMnTqVqVOn5prevHlzFi1adOkLJCIiIlLCKegjIiIiIiIicpVzYuHAutzFcHGWoLJcyfR4l4iIiIiIiIhIKaSgj4iIiIiIiIhIKaTHu0RERERERESuck6T+SopSlJZrmRq6SMiIiIiIiIiUgop6CMiIiIiIiIiUgrp8S4RERERERGRq5yjhI3eVZLKciVTSx8RERERERERkVJIQR8RERERERERkVJIj3eJiIiIiIiIXOX0eFfpdMW29ImPj2fEiBF0796dsLAwLMti7NixeabdtGkTXbt2xc/Pj6CgIPr378++ffvyTPvOO+9Qp04dPD09qVq1KuPGjSM9PT1XuqioKAYPHkxoaCg+Pj60bduWxYsX55nnokWLaNu2LT4+PoSGhjJ48GCioqLOe9tFRERERERERM7lig36REdH8+GHH5KamspNN92Ub7qdO3fSsWNH0tLSmD59OlOmTOHPP//k2muv5eTJkznSTpgwgUceeYT+/fuzYMECHnroIV566SWGDx+eI11qaipdunRh8eLFvP3228yePZuyZcvSo0cPli9fniPt8uXLueGGGyhbtiyzZ8/m7bffZtGiRXTp0oXU1NRi2x8iIiIiIiIiItldsY93Va5cmdOnT2NZFqdOneLjjz/OM93o0aPx9PRkzpw5BAQEANC8eXNq1qzJxIkTefXVV4HMINKLL77Ifffdx0svvQRAx44dSU9PZ9SoUTz66KPUq1cPgMmTJ7N9+3ZWrVpF27ZtAejUqRONGzdmxIgRrF271rX+p556ilq1ajFjxgzs9szdXbVqVdq1a8eUKVN48MEHL84OEhERERERESkkp7FwmpLzSFVJKsuV7Ipt6WNZFpZV8EGQkZHBnDlzGDBggCvgA5kBo06dOjFr1izXtPnz55OSksKQIUNy5DFkyBCMMXz//feuabNmzaJ27dqugA+A3W5n0KBBrFu3jiNHjgBw5MgR1q9fz1133eUK+ABcc8011KpVK8f6RURERERERESK0xUb9CmMvXv3kpycTKNGjXLNa9SoEXv27CElJQWA7du3A9CwYcMc6cqXL09oaKhrflba/PIE+P3333PkmV/a7HmKiIiIiIiIiBSnK/bxrsKIjo4GIDg4ONe84OBgjDGcPn2a8uXLEx0djaenJ76+vnmmzcorK9/88sy+3nOtP3ueZ0tNTc3R509cXFy+aUVEREREREQuhEbvKp1KdUufLAU9BpZ9XmHTFVfagvJ4+eWXCQwMdL0iIyPzTSsiIiIiIiIicrZSHfQJCQkByLNFTUxMDJZlERQU5EqbkpJCUlJSnmmzt9YJCQnJN0/4p2XPudafVwugLM888wyxsbGu1+HDh/NNKyIiIiIiIiJytlId9KlevTre3t5s27Yt17xt27ZRo0YNvLy8gH/68jk77fHjxzl16hQNGjRwTWvYsGG+eQKutFn/55c2e55n8/T0JCAgIMdLRERERERE5GJwYCtxL7lwpXov2u12+vTpw8yZM4mPj3dNP3ToEEuXLqV///6uaT169MDLy4upU6fmyGPq1KlYlsVNN93kmtavXz927tyZY2j2jIwMPv/8c1q3bk1ERAQAFSpUoFWrVnz++ec4HA5X2jVr1rBr164c6xcRERERERERKU5XdEfO8+bNIzEx0RXQ2bFjBzNmzACgZ8+e+Pj4MG7cOFq2bEnv3r0ZOXIkKSkpjB49mtDQUJ544glXXsHBwYwaNYrnn3+e4OBgunfvzvr16xk7dizDhg2jXr16rrRDhw5l0qRJDBw4kFdeeYXw8HDee+89du3axaJFi3KU8dVXX6Vbt24MHDiQhx56iKioKEaOHEmDBg1yDQ8vIiIiIiIiIlJcLGOMudyFOF9VqlTh4MGDec7bv38/VapUAWDjxo08/fTTrF69GrvdTufOnZk4cSLVq1fPtdx///tfJk2axIEDByhXrhxDhgzhueeew93dPUe6EydOMGLECObMmUNSUhJNmjRh/PjxdO3aNVeeCxcuZPTo0WzZsgUfHx969+7N66+/Tnh4eKG3NS4ujsDAQGJjY/Wol4iI5El1xfnTvhMRkYKU5noia9sWb6uEr3/JeRgoMd5Jl4aHSuU+v5Su6KDP1aQ0X2RERKR4qK44f9p3IiJSkNJcTyjoU7qVnE9URERERERERESKzRXdp4+IiIiIiIiIXDgHFg6sy10Ml5JUliuZWvqIiIiIiIiIiJRCCvqIiIiIiIiIiJRCerxLRERERERE5CrnMDYcpuS0C3FoyKliUXI+URERERERERERKTYK+oiIiIiIiIiIlEJ6vEtERERERETkKufEwlmC2oU40fNdxaHkfKIiIiIiIiIiIlJsFPQRERERERERESmF9HiXiIiIiIiIyFXOgYUD63IXw6UkleVKppY+IiIiIiIiIiKlkII+IiIiIiIiIiKlkB7vEhEREREREbnKOYwNhyk57UIcRqN3FYeS84mKiIiIiIiIiEixUdBHRERERERERKQU0uNdIiKFlJpxmMTUTfh5tsTDHnG5iyMiIiIiUmycWDhL0IhZJaksVzIFfURECpDhzKxuMhyH+OP49ThNMjbLj3rlFynwIyIiIiIiJZqCPiIi+Zi973eeWjUXu83GK63KUNEjGQCnSSAhdR3B9psubwFFREREREQKoKCPiEg+xm9YTJrTQbrTwaQdqbzSxANDGpblha9ns8tdPBERERGRYuPEhqMEdfvrRKN3FQcFfURE8hHi5UtMambrnrI+wdQtP5+E1HX4eV6Dp73SZS6diIiIiIhIwRT0ERHJx/sd+/H65uW429x4pnknvNz98XKvcbmLJSIiIiIiUigK+oiI5KNqQDDvdeh3uYshIiIiInLROYwNhyk5j3c5jB7vKg4l5xMVEREREREREZFio6CPiEgx2BCzjhmHv+Fg4oHLXRQRERERERFAQR8RkQu2+fQGPtw3iYUn5vHazheJTT+TZ7olJ2YxdvsQ3t8zlqSM+EtbSBERERGRAjixlbhXUSxZsoShQ4dSp04dfH19qVChAn379mXjxo3nXLZjx45YlpXv6/jx4+dM26NHjyLv80tBffqIiFygw0mHsLAwGNJNOqdSTxLoHpQjTXTqCeYf/xKAfYnb+WjvkzxQ4z94uvlehhKLiIiIiJQu//vf/4iOjuaRRx6hXr16nDx5kjfeeIM2bdqwYMECOnfunO+y7733HnFxcTmmJSUl0aNHD5o3b065cuVyzKtWrRpffPFFjmlBQUHFti3FSUEfEZEL1DK4DYujfibZkUxlnypU8qmSK43NyvlLRVz6UX47/SOtQm+7RKUUERERESm9Jk2aRHh4eI5pPXr0oEaNGrz00ksFBn3q1auXa9q0adNIT09n2LBhueZ5e3vTpk2bCy/0JaCgj4jIBSrvHcFLDd/gVOpJKnhXxG7LfWkt4xFGj3IDWXj8a9wtBz62NNwsXYJFREREpGRwGAuHsS53MVyKWpazAz4Afn5+1KtXj8OHDxd5/ZMnT8bPz49bb721yMuWJOrTR0SkGPjafansWyXPgE+WzmVv4ZbIu6nqG0K9wM40LtPnEpZQREREROTKExcXl+OVmppa6GVjY2PZtGkT9evXL9I6d+/ezYoVK7jtttvw8/PLNX/v3r0EBwdjt9upXr06zz33HMnJyUVax6Win5lFRC6hpsE30TT4pstdDBERERGRK0JkZGSO92PGjGHs2LGFWnb48OEkJiby3HPPFWmdkydPBuDee+/NNa99+/bceuut1KlTh+TkZObNm8drr73GypUrWbp0KTZbyWpbo6CPiIiIiIiIyFXOgQ1HCXoYyIEB4PDhwwQEBLime3p6Fmr5559/ni+++IJ33nmH5s2bF3q9GRkZTJs2jfr16+fZb8+LL76Y433Pnj2pUqUKTz75JLNnz6Zfv36FXtelUHI+URERERERERGRbAICAnK8ChP0GTduHC+++CITJkzgX//6V5HWN3fuXI4fP55nB875GTRoEABr1qwp0rouBQV9RERERERERKRUGDduHGPHjmXs2LE8++yzRV5+8uTJeHh4cNdddxV52ZL2aBco6CMiUiI4TTqnk34mLmUVxpjLXRyRy2rJkiUMHTqUOnXq4OvrS4UKFejbty8bN27MlXbTpk107doVPz8/goKC6N+/P/v27bsMpRYREbmyOY2txL2Kavz48YwdO5ZRo0YxZsyYIi9//Phx5s6dy0033URISEihl5s2bRpAiRzGXX36iIiUAPuiH+V00k8AVAwcQfnAhy5ziUQun//9739ER0fzyCOPUK9ePU6ePMkbb7xBmzZtWLBgAZ07dwZg586ddOzYkSZNmjB9+nRSUlIYPXo01157LVu2bCEsLOwyb4mIiIhcKm+88QajR4+mR48e9OrVK9ejVlkBmXvvvZdp06axd+9eKleunCPNtGnTyMjIyPfRrhUrVjBhwgT69etHtWrVSElJYd68eXz44Yd07tyZPn1K3ui8CvqIiJQAZ5J+dv0dkzRPQR+5qk2aNInw8PAc03r06EGNGjV46aWXXEGf0aNH4+npyZw5c1wdPDZv3pyaNWsyceJEXn311UtedhEREbk8fvzxRwDmz5/P/Pnzc83Pak3vcDhwOBx5tq6fMmUKVapUoWvXrnmuo3z58ri5uTF+/HhOnTqFZVnUrFmTF154gSeeeKJEPt6loI+ISAkQ6N2BM8mLAAjy6XKZSyNyeZ0d8AHw8/OjXr16HD58GMgcWWPOnDncfffdOUb0qFy5Mp06dWLWrFkK+oiIiBRBSR29q7CWLVtWqHRTp05l6tSpec7btWtXgcvWqFGDn376qUjlutxKzicqInIVqx46iWohb1Ej9CMiAh45Z/o0xxmOJvxAXOoOAJLSD7Pqrz4sOdCCQ3FfXOziilxysbGxbNq0ifr16wOwd+9ekpOTadSoUa60jRo1Ys+ePaSkpFzqYoqIiIiUKGrpIyJyEcw9toyfji6npn8VHqx+O55uHgWmt1mehPjeVKi8Hc4U1hy9heSMvwCL5mU/4ETiPBLT9wFOdkVPIMKvL3ab3wVvh0hJMXz4cBITE3nuuecAiI6OBiA4ODhX2uDgYIwxnD59mvLly+eZX2pqKqmpqa73cXFxF6HUIiIiIpeXgj4iIsXsSPIJPtr3LQDHUk5S1bcCfSvk/Vzw+UjKOPh3wAfA4mTyCtxs3q73NtyxcCu29Ylcbs8//zxffPEF77zzDs2bN88xz7KsfJcraN7LL7/MuHHjiq2MIiIiVzon4DD5152XmvNyF6CU0ONdIiLFzGEcOd5nnPX+QvnYK+Nlr/D3O0Ood3uqB/2Lsr7dCfBoQKOyb2cLAolc2caNG8eLL77IhAkT+Ne//uWanjWMalaLn+xiYmKwLIugoKB8833mmWeIjY11vbL6ChIREREpTdTSR0SkmFXyieDWyJ7MPbac6n6V6FHuumLN383mRduIbzmZtBw/j+oEejYAoFH4m8W6HpHLbdy4cYwdO5axY8fy7LPP5phXvXp1vL292bZtW67ltm3bRo0aNfDy8so3b09PTzw9PYu9zCIiIiIliYI+IiIXwW2VenFbpV4XLX8PtyAq+Pe9aPmLXG7jx49n7NixjBo1ijFjxuSab7fb6dOnDzNnzuS1117D398fgEOHDrF06VIee+yxS11kERGRK5oTG84S9DBQSSrLlUxBHxGR85DuOI1luauzZJGL4I033mD06NH06NGDXr16sWbNmhzz27RpA2S2BGrZsiW9e/dm5MiRpKSkMHr0aEJDQ3niiScuR9FFREREShQFfURECiEh/QQAfu5lORw7mX2nX8PCToj/g+xPPkyYZy1ahg7GZqkDZZEL9eOPPwIwf/585s+fn2u+MQaAOnXqsGzZMp5++mluvvlm7HY7nTt3ZuLEiYSFhV3SMouIiIiURKW+vdSyZcuwLCvP19m/HG7atImuXbvi5+dHUFAQ/fv3Z9++fXnm+84771CnTh08PT2pWrUq48aNIz09PVe6qKgoBg8eTGhoKD4+PrRt25bFixdflG0VkYtjx5lZfL3/Zr7efzPbT0/nwJn/AgZDOodi3+dQ4jo2xnzOjjM/Xu6iipQKy5YtwxiT7yu75s2bs2jRIhITE4mNjWXWrFlUr179MpVcRETkyuUwthL3kgt31ezFl156idWrV+d4NWjQwDV/586ddOzYkbS0NKZPn86UKVP4888/ufbaazl58mSOvCZMmMAjjzxC//79WbBgAQ899BAvvfQSw4cPz5EuNTWVLl26sHjxYt5++21mz55N2bJl6dGjB8uXL78k2y1yNTPGyYHYz9l6chQxKRvPO5+tMV/l+Dtz5Cw3wEaayWzZY2EjyXH6AkssIiIiIiJSfK6ax7tq1qzp6gMgL6NHj8bT05M5c+YQEBAAZP56WLNmTSZOnMirr74KZA4N++KLL3Lffffx0ksvAdCxY0fS09MZNWoUjz76KPXq1QNg8uTJbN++nVWrVtG2bVsAOnXqROPGjRkxYgRr1669mJssctX7K2EWO2JeAWwcTZhLp0o/4+kWWuR8gj2rk5iR+XhXGc9qRAb9HycSJuPnXgZHSgbELybAPYL6QX0KV67Tsby7bA3ubjYe6XwNoX6+hVouwxFDTMJkLMuDEL9h2GyFW05ERERERK5OV01Ln4JkZGQwZ84cBgwY4Ar4AFSuXJlOnToxa9Ys17T58+eTkpLCkCFDcuQxZMgQjDF8//33rmmzZs2idu3aroAPZI42MmjQINatW8eRI0cu3kaJCEnph8m8zDlxkkZqxqnzyqdjuedoEnw3jYPvwsHN9F85lf/bYmNN7DV0jhjF/9VcwB1VP8XXXriA0sPT5/DD1j/4bvPvPPndN5xJ3VGo5f6K/j9Oxf2Xk7ETOXp6xHltC8Cx2HhGzJ7PU7PnczQ27rzzEREREZHSw4lV4l5y4a6aoM/w4cOx2+0EBARw/fXXs3LlSte8vXv3kpycTKNGjXIt16hRI/bs2UNKSgoA27dvB6Bhw4Y50pUvX57Q0FDX/Ky0+eUJ8Pvvv+db3tTUVOLi4nK8RKRoKvr3x8MWBECYdwf8PWrlmS49bQspyQswJjXP+R5ufjQPvZcWocP46uBanGT2KTJ13zIA3GweWFbhK6XjcfE4jcFpnBw4vZ8VR27jUNzMcy6Xkr4DcAJOUtK2nyt5vp74fi4/bN/Jj9t38sSseeedj4iIiIiIlGylPugTGBjII488wgcffMDSpUt5++23OXz4MB07dmTBggVA5iNbAMHBwbmWDw4OxhjD6dOnXWk9PT3x9c39WEVwcLArr6y0+eWZfb15efnllwkMDHS9IiMji7DVIgLg616JTpEL6RS5kBZl38Wycl/ykpO+JfpkT87EDCHm1J25Ook9W1W/cGxY2LCo4nt+owM90fVa3GwWdpuT65tsBuBIwrmDLyH+//f3XxYh/vdjjCE2LRGHcRZp/SfiE/8OOhlOJCQUtfgiIiIiInKFKPV9+jRt2pSmTZu63l977bX069ePhg0bMmLECK6//nrXvIJ+qc8+r7Dpipo2u2eeeYbHH3/c9T4uLk6BH5Hz4GbzxNtWPt/5KclzXX+np63CmAQsyz/f9M/U709Fn1DSnBncWeXaIpUlPj2JuUfXEVjOl7VPP8i64/eS6DgEQKh3q3MuHxbwMIE+N2Lhjs2tPCN/+5SVJ3dQ3qsM/2v5IGFegYUqx1Nd2vPk9/MxwFOdi7YNIiIiIlI6lbQRs0pSWa5kpT7ok5egoCB69+7N+++/T3JyMiEhIUDeLW9iYmKwLIugoCAAQkJCSElJISkpCR8fn1xpmzdv7nofEhKSb56Qd8uiLJ6ennh6ehZ520SkaDw8ryU1JbPVn929AZblV2B6X7sXD9Tsfl7remLzh+yOP4LBcHeVaO6q+j5HEubiYQuivG+3wpXXXgWA7WcOsvJkZl9AJ1LO8NPRDQyu1qVQefSoW4vONav9nd9VWQ2IiIiIiFwVrtq7/axHOCzLonr16nh7e7Nt27Zc6bZt20aNGjXw8vIC/unLZ9u2bbRu3dqV7vjx45w6dSrHMPANGzbMN08gR1oRubSSkxeQlr4Vb68bKRPyOQ7HMby8+xSpb56icBgnf8b/5Xq/LfYA7rYeVAm4pUj5OI1hc9RRUpzp2LAwGJwYynoFFSkfBXtEREREREq/q7K91OnTp5kzZw5NmjTBy8sLu91Onz59mDlzJvHx8a50hw4dYunSpfTv3981rUePHnh5eTF16tQceU6dOhXLsrjppptc0/r168fOnTtzDM2ekZHB559/TuvWrYmIiLho2ygi+UtOns+pmMHExb9F1Kne2N0b4+N7JzZbwLkXzuZ4wo8sP9iMXw9fR1zq1gLTulk2upZt5nrfo3yL8yr7qF8X0v/HL7njp1ncEHodnco2YnjNnlxfvum5FxYRERERyYcDW4l7yYUr9E+9f/zxB2+++SaHDx+mQYMGPProo1SoUCFHmi1bttC/f3/27dtX7AU9X3fccQeVKlWiRYsWhIaGsnv3bt544w1OnDiRI3Azbtw4WrZsSe/evRk5ciQpKSmMHj2a0NBQnnjiCVe64OBgRo0axfPPP09wcDDdu3dn/fr1jB07lmHDhlGvXj1X2qFDhzJp0iQGDhzIK6+8Qnh4OO+99x67du1i0aJFl3I3iEg2aelbyBrK3ZgEMhwHcHMLyZXOaRysOjmFY8m/Uz/wBuoF/dMHWFTKXt7Y9TlHUpvR2O8vvN0n0qzcpwWu99n6t3FjxbYE2L2p4lfuvMo+/c9/Wg+uPRTD7L6Dzisfkeyu1DpeRERERApWqKDPnj17aN26NampqVSsWJGFCxfy8ccf89lnn9G7d29XutTUVA4ePHjRCns+GjVqxDfffMP7779PQkICwcHBtG/fns8++4yWLVu60tWpU4dly5bx9NNPc/PNN2O32+ncuTMTJ04kLCznCD3PPfcc/v7+TJo0iYkTJ1KuXDlGjhzJc889lyOdp6cnixcvZsSIEfz73/8mKSmJJk2aMG/ePDp06HBJtl9EcvP2vpH4hA8xJhm7vQ4e7nk/arkjdj4bY74B4Gjydsp51yXYsxJ/xv7EJ/s+ZkdiRcDilzO1aBrkOOd6bZaNRkFVL6jsTcLKs+HEEQzQsmyFc6YXOZcruY4XERERkYIVKugzduxYIiMjWbRoEeXLl2ffvn3ce++99O/fn2nTpnH77bdf7HKet5EjRzJy5MhCpW3evHmhW+A8/PDDPPzww+dMV7ZsWaZNm1aoPEXk0vBwr4dX4P/YeeoJktKOk3RmCtXLPJgrXaojAbCAzD7A0pyJAOyMnYMhZ98/FQPuK1IZlh3dy9xDf9A6vBIDqjUq9HJTrh/AN7u24u/hyc011S+YXLgruY4XERGR4uM0Fk5zcfq3PB8lqSxXskIFfX799VcmTJhA+fKZwx5Xq1aNRYsWMXToUO6++27S09O5++67L2pBRUSK04H470h0GsBiz5n3qBp0HzYr5yWxflBPdsevICrlT+oFXk9ZrzoAlPVqQBXvHZxM8+dMegA3VexB3cDGhV733rhTDFs+HYAZ+7cS7OVDp4gahVo2wMOT+xq2PHdCkUJSHS8iIiJSehUq6HPixAkiIyNzTHNzc2PatGnY7XaGDh1KRkYG9evXvyiFFBEpqrjkpSSmriXQuwc+nk1yzfexVyQaC7DwdAvDwi1XGi83f26r8i7GmByjerUM+z8CPSKp4h9NoEdrWobULtKoX4cTYnH+3XoI4GD86SJtm0hxUh0vIiIiUnoVKuhToUIF9u3bx7XXXptr3uTJkwG4//77GTJkSPGWTkTkPMSn/Mr+k3cDNk7GfUidiOV42HN+qa0V/ARuNh/SHaepEnhvgUGbs+fZLDt/JdVgxMZNGA7QqWxt/tv6jkKVLcPpYE/iQSLL2DgWl05Zz2B6Vapb5G0UKS6q40VERATAWcJGzHKWoLJcyQoV9GnZsiXff/8999xzT57zJ0+ejGVZrv9FRC6n5LTtf//lxOAkJX0PHvZIjDFgToMVhN3mS+3gJ897HXP+2kpWXz9LT+wiIT0FP3evcy739cFVfLBnETYswgPtTG9zJ0mHE0iv4oW7R+Yl+dt9v/H9ge20Ca/E8PrtsRVwXU13pjNpz6dsj91Fh7DWDKrcX9dhKRLV8SIiIiKlV6FCZwMHDuTYsWOcOnUq3zQff/wxw4cPp1KlSsVWOBGR8xHocwNutiAAPO3V8fVshTEppEQPJOlEU5JP9cA4Yy9oHY2DK5LZI5BFFd8QfOwernkxqYlsjj5MmiMj13JHk05jw8KJIdWZzmN3/JdXxoxg9tZ2LD90E1tOrWXkup9YE3WQt7av4KdDOwosxy8n1/HrqQ3Epsfzw9FF7Izfc0HbJVcf1fEiIiIipZdljDHnTiaXW1xcHIGBgcTGxhIQEHC5iyNS4jmcsaSk78PbvQ42mzcZKQtJPT3MNd8j8GXcfQr3SFZejDHMPbKNqJQ4boxswpHkvfyVfJgy9ur8a/X3JDnSqBNQlm86DsPDzU5GxiGMSeZwShD3r/2I2PQkGqdW5PATe7nl2zUEBSTibXNgd2vCg6szH/eygOeadiXE1x03LK6PaIjdlrPvoaUnVvHe3s9c78c3eJI6AdXPe7vkyqa64vxp34mISEFKcz2RtW0vreuEl1+hHga6JFISMni21dJSuc8vpZLziYqIFCM3WyC+nk1d7y23cll/AQbLFlHg8okZibjbPPCwuec537IselXMHGp9bfQKpuz/ECd2jsSFkuLwB2Bn3Al+P3OMml4rOX3mcQCC/R5mbqeR/JVwmjc+WwSPOJge3xJ7goObwzdRP9CXnpF1mXv4DxqHRLAjYR8L9/wOwKaYgzzfqG+OcrQPa8Uf8XvYFruLDmFtqO1frai7SkRERERESikFfUTkquDm3hDPoHfISJmPm0c77F4d80074/BMfjz2E142L56q/Rg1/PMfTn1n3CoWHX+NSt6G0+k+nHL3xokfNiw83exU8gsm4cxkV/qExMkEBT7De6s2sMQ6TKW/R3p3GBt7UxpyS/VneKd8Zd5y9sXNZqPzwldcy/5yYj2/Hn6DcN/e1CjzFJZl4W6z81CN4htO22Gc7Es4TJBHAGGeZYotXxERERERufQU9BGRq4bd+0bs3jcWmCbVkcqPx+bg75ZCujODuccX8HABQZ/Vp74jq0PnQHsSjYKDebDazfwRe4IbKjYgxNOXGI/GpGfsACzs9no4jJNTiUk40t1wZFjY3AxYFq3DB+HrXhkAN1tml2s3RDTiiwOrAWgc8AepjhMcjptMiPe1BHu3vfCdko0xhpf/+Ij1MduwWTaer/cAzcrUK9Z1iIiIiEjJ5MDCQckZtKEkleVKpqCPiJQ6xhgOJ50k2NMfP7t3rvkJqb/x58n7cTjjqRI8njC/Aa557jZ3mvkfJ8w9GqcBm/s5hlM3WY9/WQS5l+XmyAEEeJQj3mxn1pEPaJd6He1CJ2C31+TP2AP8e40nyc7XeKReZ7adOMHpQ8E0rm3oXrEFvcu3y5X9k/Vu4LqytTmTshp7+vQL2S3nFJuewPqYbZmbZQxLo9Yq6CMiIiIicgVT0EdESg1jUnAkfMjKE6v475EQ4p1leKf5A9QJqJgj3eEzr5PuOAU4ORAzilDff4Y5z3AmEuYeDfzd+49jE+nONNxtmaNzJaSm8dLi5Rw+E8vNzSL5LfkAPm4eWBhqeMWw9OgDnEgL5Y+kUAD2Ju6hml91Ivwf4LFf3iI6PR6LdL79ayNvD2zLguNjcbc5+O30b7QLrUWkT85WRZZl0Tq0Ok5TiZ2nficmZSVlfXtRxqvNee4jw0/HlrErfj/XhbWkZXBD1zx/dx9CPcoQnXYGg6G6r0ZqEhERERG5khU56PPLL7/QrFkz/Pz8cs1LSEhg06ZNXHfddcVSOBGRwvju4EZWn9zLAxG/UNGaRysfeK2yL0P33MCco+tzBX3cbFm9/9tws/xdAR8Au80HL7dQkjMyh69etdeT//78Ac936k7vOrV5Z+UqZmzbjjGw6cgROnVyIxFP/GwpOMwRANKczhzrS0g/ySkOE+FtcTIlc12hXn6sPPUxAfYUADxtGWyI/jVX0CeLzXKnXtjLRd43TpPOuhPPcDxpJeV9riPNNoDJ+2dgYfHrqU1Majaa8t7hmfvFcuOVxo+z+MRqwjyD6RTeqsjrkyub6ngREZGrl9PYcBrb5S6GS0kqy5WsyHuxU6dO7NixI895u3btolOnThdcKBGRwloVtYexv/3Az0d/51j8JsDgZhkiPBIxOKnqmxnQMCaD4/Gf8teZ/1Ah4CHK+FxPgGcbaoV/mCM/m+VGk9AXOJYeyMoDtVmwtRGnEtN5cu48dh67g5XH5mJMZh8+aQ4ntXybABDiWR03ywuwUc7jDBW9w7Fh45rg5vx58l+sO34fQ6p9Q5/IcvSoWJdXWtxIwN9hd8sCN8sQ5OmP0ziKdf8cTVzK0cTFOE0qRxIXcjL5VywszN//otNic6QP8yzDbZV60qVsG2yWKtqrjep4ERERkdKlyC19sr7s5CU9PR2bTV8SROTSOZacGbQwwJfH69Ii4CQWDn5L68LjdfrTt0JrAP468xZH494DLKITf6RRxJIcLXyyq+rXjLplhjJvy+/8Ext3kJi6mrDIThw4FUJ6qjvVqsfycN1xpDvTsFvuzD74M4uPfEVcejhPNXqcBsHlGLVwDOE1MsvoNHH8Xw1/agRn9iF0XdidzDv2AmBIdthZcOwL9sd9x61V/ouvPaRY9o/dytmnUaOghoSdPENUajRNgupSR0O8Szaq40VERERKl0IFfeLi4jhz5ozr/fHjxzl06FCONMnJyUybNo1y5coVawFFRArSLaIeX+xbw+74KBJsbbFCX8bDlk5btwo50iWm/U5maMiQknEAQxpHk35nx5nZlPGoQtOQu3CzMi+JlmXRq/xtNOsTz2M/zeV4fAL3N4/Fw81Bm7C9pLd1wxjoVb4bqWm/Y3crj2UL5pX31uGxJRJ7miePOj/GLTqeoOBoWk+xYXNzYozF86/uYNTQoyQmJ/PUm0vxPtmMjMYO6vY/iLeHg7UnLZYd+4SbKnWhf+WmrvJHpx5l9pH3yTBp9Co/jAr5PAZ2trI+7alT5v84lriMCN9OVA/oynvNOxOfnkSgu1++gS+5eqiOFxEREQAHJWvErOJt/371KlTQ58033+SFF14AMr8M9evXL890xhieffbZ4iudiMg5BLh7M6Pjg5xJS6aMh0++QYxw/9uJTVkBOAjzHUiaM4V5f43AYTKAZXjYfGhY5hYSM47iYfPHwy2A8v7+fH3brew4HsWzc2aR0aAObSLiaBXaBIdbO5JjH+ZQ1B4MXpza+w5lZsWTHurnurI6yvhz5mAKXz3dlgpdkvAOT+LW3nN48d9JHHHzweeYAezYj9o5UiOUsg1iWHGiBpDAhujZVPYLpnlI5hDu3x95j4OJfwCG6Yff4LHa/yvU/rEsi3rBD1Av+AHXNDfcCPLwP+99LqWL6ngRERGR0qtQQZ/u3bvj5+eHMYYRI0bw73//m0qVco7q4unpScOGDenQocNFKaiISH5slo1gT99c040xnE6Pxs/uT7BPd5pUWIHDeQZv9zrEpR/BYdIBsLCRkHGSDSdfZl/cLGyWBx3K/5dwn+YAvLBgKTujkpmw+AbC/HxZ+cj9vL3zDXr67QFgZ0wgX2//iZSwINycJnsBsDxsOEKc7DtUniEdFrB3c1lOH/fE3T/nYzSnY32x4jJyTDuRHOf6O92ZCn/3w5PmTC2O3SYCqI4XERERKc0KFfRp27Ytbdu2BSAxMZH77ruPiIiIi1owEZHzle44zrGYZziatJ2lcWHEmvI8XHMsEd6RQHkAAtwrUDugJ7vi5uLtVobaAd1Z9NedQOaIV7tjv3UFfdxs/7QeMhZ8tXUrf8baaePlzebTFXn91944jQW3QtUvYrA5vAALt4xU/FokEjwoiV17w3lszmAAwmomELA3lQwvGx42N2Jr2Tni68f+AyH4Bqdh3DJoVKYiHcvVdq23V8Qwvjn0BhkmnZsqPHRJ9qNcHVTHi4iICGj0rtKqyB05jxkz5mKUQ0Sk2Jw4/QIJKYvwt5xcHxDFpzFBrDq1iJsjh7jSWJZFx/JP0zb8Idxt3oCFl1soKY4YjHFyMu2fSuapju0ZNXMhGTg4lBbHqEWLsIBQt8Ykptr/qZBskBiYjt/BJNysNDLGe3PYGY7NEc3RmDL/FLC9nT4t6tOsTV1O+8Tzxtyf8TphI6WsoUtQYx6v3RJv446P3cO1SKRPbZ6sk3OkMZHipjpeREREpHQpctAH4MCBA0yfPp2DBw+SnJycY55lWUyePLlYCicici7GJONI+RknQThxw90tAKeJd823W04MTsI8y+e5vKfbP33bVAl8jh/+eoUkhzt/Jp3mVMoiKtkr8frHyzgVm4jxhtQK5u/1GpZ+VJXQLacIaZdAdE1f3JIc+P0RC03tpPR1h7/SiA8NZP3uari7OyEjMzjkF1CW+WUSeGfDPNyPg0e8D75Y9KixiY5HqvHgXePBwL3P38TND3UDwGkMb+9YxpqoA9xUuRG3V2t+sXapXOVUx4uIiIiUHkUO+vz000/0798fh8NBeHg4np6eOeZrJBgRuZTSYobgTFsLgMM4ScPg7TWIVLcKpDtjOOrsxk0VenFtWPcC80l1ZHA81c6m+MquaV/8OZ+/dofjF+v+dyKDLcXg9LLACbbVySQetVEmJgrfeuG4/3YUt2QnaVWdeNx/FAso2zaO/Xc3xCqbBFHeZGS4sefMaWzpFhYWjlCwJ4LNaajgHs8Xb63OHGQM+OKd+a6gz0+Ht/O/nSsB2BzzF43KRFC/THkSUtN4e+UqdiYe59oalbindis83c4rni+iOl5EROQq5jA2HCXokaqSVJYrWZG/GTz33HO0a9eOr7/+mvDw8ItRJhGRQjEm1RXwAbCwAENswgwOuT9Ol4oPUC+fZRMzkvnp6Arcbe7U9qnLnQumcyYtkfqV3XB3dxBsT2BA7Q28k9CF1H2h4Mzsz8dKd2I8bfgeTCapeVXSqifjsyOKgJAyJJWJI6OiN9bPf7nWY1+dRNfhFfHJcGdu8gGcPgZbRuYXZ4PB+rvcHoEZ3NJxKHOnLcPzr8y4z6mOXrz22xIGVG1EXHrOzpvj0lMAeG35Cr4+uAErJJV1O/9k/en9fNTuzmLcy3I1UR0vIiIiUroUOeize/duZs6cqZtBEbnsLMsTm0cbnGlrgMxHoLDgaIYvq+PmsPyUkxMpMdxeqQcdwjMfhzqemEAZL28m7JjM1jO7AYMt8Xfi0lIwxsYfB8sxru1s7JaTDKeNeG8PrNYJeOx2x0pzJ8PPBjaLxOo+eC2Ph+R0khpG0KFhVZYdTcQAVkwgFn//HeTNwTd3YsPC5xpv4mq64bQbLGOwHBYOrwzir03j3a53UjmsGiHDD3J85kESy3sQV9+Hj3at4et9m5nf435++ut3NkcfplfFBrQKy2yR9FdsHPiku/bJyqh9+e6vM0kpPPDpLHYcjWJgi4aM6tNJLTckB9XxIiIiIqVLkYM+lStXJiEh4WKURUTExZm6GpP6M5ZHa2xePfJN5xH8CXHxPzH7yE783daBFcXe9DIcT6nIgaRdODC8uvNTxv/2Fc7TvlQIPkZiUhhuIWmYv5+jSiUep7Hh7u7AzZ7BiVR/KnjFYrc5CfGAaE8nZVY6OFPNhlXGDhiMG/gt2409Pp2M2qHUu7srS9iOsVtQrTwpZb1wWA788cOWmhlYCd2cQkqQL7i7YY9LJ+j3GIy7F516teCastUA+F+nwXxeeTUrjx1ma/QJnMYQm5ZCUkY6X3a4h+3HTvDiwiUM3vUdY27ozANtWrLm5z04vDP7Xulcrla++2r6+q1sP5KZ51frfqN/8/rUr1C2mD4xKQ1Ux4uIiFy9DBZOSs4PgqYEleVKVuSgz7PPPsvEiRO54YYb8PHxuRhlEpGrnMnYh/P0YMBgkj6DMp9h82ybK11K6gbSM3bj59udu+sOIMOZxsaY7wnKiMXm5s6BpM2ABRa4e2ZQseoBqvqewmYdISquBX+mpQEwvOE1rAqOZf6p9WDg27/a8VLDshw8HEKZL/aQ5h6DlVEGy1i4pWXm53Y6Dbf4zBY2bgei+TR6F3hZ4LTAsnAPCOF0Qzfctyfje8qJZUF447L85Z4ExpDhZ6fDndfRtVZ5TscbXpz6Mz3b1sMnyJNuQY3pGF6PO5d9Qaojg/Zlq1LJrwx/njnJTYum4rA5scW58fTsBXx37x1suvtRfj2xD4flpGP5zKDPrqhT/GvWj8SlpDKmeyd61q2Nv5dnZmuov/l6unM46Th+dh/KeARc7I9VrgCq40VERERKlyIHfdatW0dUVBQ1atSgU6dOhISE5JhvWRZvv/12sRVQRK4+JuMA4PhnQsZuOCvok5S8gKjowQDEukUSUe4X7DYvWofeAkDDMmc4kBjF7oQjZMU5PGwZ2CwwBtztyQSkRXJih+E/M7bhdjiRQONNRlg8uKUyeoE/MT6pUNkHr8MObMdPk96s3N9rt3D4eYLNAqfBauXBzpgTBAY78I52d/0mYTNwqok3ZVP98TmeQrPKYWyN2U/4hlTsKYaktI2EX/sBHj6+TJ07kFkrN5FQKbPj3Afat2JF73/xvy2r+GLVbzTd+jbN60fgwAmAM8BBbGJmvz5e7u50qVjbtW82RX/Gsz/9ycHTZTDG4pmfFnJDnVrc3KIBB6NP89vh49zSsiE/nl7Az3+sws2yMare/bQIrl9cH6FcoVTHi4iIiJQuRQ76vPvuu66/v/rqq1zzdUMoIhfK8mgN9lqQ8SfYwrG8rs+VJjllOWADnGQ4DpORcRAP99okpqXh4+5OciJc47iehqEnmHVkGXFRNjwjo8AHnMaLzfEZJGecxFSG2r+lUKHNSXZursypfYG4b9tPdB+DZ6qT1GAbKZX8SUhNpY3PNpZZTQCoWCGKKq8b4uM9iG0QTJeKv5HWxsYf79fDLcEiJcxJ45ZREJjAsW1h/OERxOrUPwg5YeGW6gQsfv/FxukBfgQEJxJ54iD7Qxu6tu/rjVu5r1kTvnt/Bd54YdkN6z0OY/llBq0wcEfdhrn2S0zqPtaf+hibrRWZjWItPOxuALi7uTGyZ0cAUhxpDFz1PpA56tm8YysV9BHV8SIiIlcxjd5VOhU56ON0Oi9GOUREXCybL24hsyFjP9gjsSzvXGm8vbsSnzgVALu9GliVuO+7WSzdt5+qoQGc9v0LvNLJOOKLb1QkVYJ3UTEgAa+0VmRENCH+9AZsPunUtJ3k3qeXAdCp7ybefPpWUrw88IqzEVv5n+eIE2uVYeOJYPydDspFnqJm44O42QyH9oZTLigOm82Jd6CTBv/exs5nIqnYIRWfqtEAVL/uEH9t8SXd6UHqMQe+f0dt3OxOPL3TsVmGqB1+eNVOISEw87LcKCiY+5qMIOzoaYybjYzmNXHEeNHtgXrM3boTn8N2Plr+K9fXqUmF8KBc+6dTo22kZ7hhNxUZ271Prg6bPWx2wj2DOZV6BidOqvhWuPAP7m/7T8aw/+RpWlePxNfTo9jylYtPdbyIiIhI6VLkoI+IyKVgWe7gnnenxCZtM94ZO4kInkQaFj5enVlz+CRL9+0H4Lj9GF7+aVgWeFRNICAtnlF9p2OMhc3ayPNr7+TM6WCId6NNp3V/rw+8vNMp63uYQyazLxN7EqRlPm2FM9UNYweMxeltwSy2+dOm2y7K+MWTmpHZksYYSHNzJ7ZbIMHhR8GAZSOzWyE3BzjtnK5rwx0Hfknp3DkwgXKhXbDbqtLztvp8+99FeJ5MpVbzKtweXIlXjp7OLJvDiS0mHsvbE/djNgK3u2MAB04OR53JEfTxc6vEmVOd8PRbx62tk7mn3jDcbV659qHNsvFyo0eYe2wFQR7+9C7f4cI/NGD9vr8Y+vEMnMZQNawMMx8ehIddVY2IiIiIyOVw3nfiCxYsYNmyZZw6dYrnn3+eSpUqsX79eqpUqUJYWFhxllFErmJpGYdJStuEr0cr3O3lMel/YGJuBwx23HAP/QHLFkCoTxoWZI7H9XcfPll9+VzfzIfVcdWo5X2CMI9Ewsv+hWX3hUAbnqm1sDgAWEQn+7G2dSXKtTpN16C1rF1ZH3dbCrZyqRzaHvlPhhhSwy32J4bi/n4GTnc3Mu4HywP2r65EWooH+w5VwC8wCc/QdIKT21Mu2XAsPRHj78Tqkc5ddcpyZ7WRkL6F1NRfuOvf5bim02OkJKXRuF1Nog5F4+HlTlpKOgYw/j4kRho2rPoTv6PppPrYqNSgHLUqhzFp4WqS09O559rmzN+5mynLAjF0A6BjuURqhOYO+gCEewUzuGrfYv28Fu/Y4/p7/8nT7Dt5mjrlVSdcaVTHi4iIXH2cxsJpSs6IWSWpLFeyIgd9kpKS6Nu3L4sXL3Y9LvDggw9SqVIlJk6cSGRkJBMnTiz2gorI1Sc1fR+7T3THmBRsVgC1yi3GStuCjaxHUDIwqeuw7DWoFRbKm7178uMfO2kUEc5O2y72xJ3ghnKN+TFqEekn2uBhZTAycgEbYithWWBshi82t8Dnj3IMbnGY46Y38WV247C70bL1aq7psB2ngXcW9ca3ojeOqDTSSabMPUcpG5RBBjYy6tuodOgU9W0nCQuvyeuWRXqFdDJSLX7/riJhS6NY9UgSGU4nlmVxf41reLJjewDi4jfyx/p7CQhOo0zYu9RotAh398wOmctVCeOdX8ezbv4WPkvczX7/dLx2JWItOYEJ9MMzw5d6FcLo8+hHpNicpJWx2LDvCF2b18xstvR3gCotw5HXrr1oWlWL5LNfNwMQ6u9DpZCgS7p+uTCq40VERERKlyIHfZ577jk2bNjAd999R7du3QgI+GeY3+7du/POO+8UawFF5OqVkLoKYzJHqHKaOGKSvuO/v63kscqeBHukkuSw4xU/GuOMws3/UXrXrUPvunX+XvoaAGbt/4D0v38lSDN2jqQFkeHIfBzLecCbw85EnPFBjPo5hIX3daFGQANCfH2oX+Y+1h+ZzdtLT5C43IfQ0wlENCzLqR478PFNzczP6caByuXoP2gLlmVIZhstWsex5K/MMqTWdaOudyP2OZOBzG6nY1Mytyc5NZ1/3fwJJ7d3wc3u5N//WUX1Dh9Rxrc/G3eE8NG8tUSGBTHmoe50tDrxxrz5bHluJsZhSKnpS3z7Knz3x+94pNnw90um/XWb8fZz0qP+eFbsq8jWoye4vVlD6pa9tK0yOterztT7BvLn8VN0a1ADHw/3S7p+uTCq40VERERKlyIHfb799lvGjx9Pv379cDhy/oJcqVIlDh06VGyFE5Grk8Oksyn6a06n7sLf4YufWyI2y4fk1N+YfbQOc4/Vpq5/DIkZbnzXcg4m8T2M37+xLLdceTUKsGM3DjIsN7ysdCo4z9ArPpVNm4OxKoeyK/UMGHAaJ50+nILBMLxta5q3u4bGEXdxd+hOXktZwokAOL31CNVucpA1JnsF7xA+HPw4X+9bDlZmJ7huNidZz5m5pdrZcjiWaxtXYXXScSoEBjCsdQsA1m/ex8ntFu6VHYQ+msBHHq2o9ece2pe9j69XdGHP0arsPRZDxLy1tHC6c2rcKnAY0ip48deIGn+XIYPgtXZuHrCKiEqnMvONfpppd865JJ9TflpWq0jLahUvaxnk/KiOFxERuXo5sOGg5IyYVZLKciUrctDn5MmT1K+f97C+NpuN5OTkCy6UiFzdNkZ/xbpT07CwcLfVoF/5gQR4dSA6/gPqBx5lfUxl1pwuT9/yW0k2Bm97efi7UphxcB1v71pAmKcfo+sYwuxRVE9PB6+TtPTbxxGvAKq1XkWj9vW5JuQ/PPbDPE4kJOBmszh45gye0TDtq7XM3/wrCXVO4bsyHKeHBZZFWhl3Dm4Oo1KLY1jYGFT5DmxWGn/Mr03V9vuJj/Jhy/7qEAS2dPD7MzM6lLrpDDsmP5xjBK3aNcvj9LIT8mAcB33C2BNVlvUnq7M7pix1Kx5l259VcRrDkQMnWPjcLIwz83Gt1IreYPsnH7fwVMpVzBwlzLIgxRGTa3+eiopj5/Yj1G1UkZBQ/4v0qUlpoDpeREREpHQpctCnQoUKbNu2jU6dOuWat3XrVqpWrVosBRORq1dc2jEsLAxO0pzJ+Hr3xT1jK2VSpvNSXZhzojZutjS6lt3JCYc31cOmYVkWyY40XtnxI05jSM5I5b0/D9DQ9xgrUq+F1FBaR+zLHMELQ3z672xJ2MU3g24F4LkFCzl65AxeMZkBlVNb3fEI8CTROxHwzewc2jIc/6sMh9OCqRJUhsatGrP26ChST1vMHNEVgAb17Fjh4ez7IwZHXBoArVtUJz4llfnb/qRcgD/X1q5C2ZAAXvzmX0w9/gbHY/95hOa36EocTw0m5bp4rHgb63YfwsffF4L8scUl0L12XRZ4WZxIScTXPZV+A9ZirMyAkDHg71E5x748cewMD9z+PmcCU/AM8GDqaw9RrnzQxf0A5YqlOl5ERESkdClye6n+/fszYcIENm/e7JpmWRYHDx7kzTffZODAgcVaQBG5+jQsc5NrmPF6gb3wsZfBkTIfm2Wjogc8ELmLnuV2YsOQ7ExjZ8ImANyw4WHZsYC0NBuLDtbjPzu6kp76dx8+2UYASEm1M/vwatf7Ede2J9iZbYQAh8H3M/D/PoPAA4lYqQ48T6ZTYXkq/rsc3FijHgBnYhJoN2ATTdrvoGnH30n1P8rOTVGkJTvI8Haj08BGPHhfJ+758FvGzVrMg9O+5+s1WwFo2aI6z3QeSbh3qmu13mccRId7gKfBGeIgNigN6lSFsiE4a1bmxqE9WNLv/3itXTeebGEo7xNMBb/eeLqF42kLxcfNg12nP8H83ZHzlvX7OdEghaihcPjmNEat/77YPy8pPVTHi4iIXL2yRu8qSS+5cEVu6TNmzBgWL15Mq1ataNCgAZZlMWTIEPbu3Uvt2rUZOXLkxSiniFxFynrXZkiNGaTET8IkfsCpo7OZfagxgypnjtoV6yzPsbQofO1p7EkLwy9hBau3RDJn8x+0LB9BdIU4dkZlYMjsk8SR7kYVP1/iM/pRxmMWO7/yY9MrIdh9N/L7D7uof01tlq3eTVK0E4ePhT3Zwp6Uhv3k3wVKysD3r2RwzwweBe3M4MtJqwg+bcfLuzeLpiZzdFMIAJ71HWR1+mMBsUGGpIx0/jx+yjVtzd5D3N62MQAVfSrxn9b/YsjbX2CvmIi9TireQFKqnbQMOz4Jbhgrg5QQN9zSDJ/OXo1/6m5mxa3HsuDGiv0ZUr0/+2LXseXU/xGbepTY1K34e1Qhw9kErxq+JB7/Z99usv66mB+dXOFUx4uIiIiULkUO+vj7+7Nq1SrefvttfvrpJ6pXr46Pjw/PPPMMjz76KN7e3hejnCJylXEzSZjEtzP/dh4Ehx/3rupDtQg31qY5sTC0DtpPZe8YbKeb8Z+5KwH48xiMLTuPjeVu5Jv9iRinwf1EOhXfTKDL9835Mxm2vB4MDsiIT+f9Uc/z3LdhWNYg3BMgqTqk2iAwzsAfgGXAWBi3zIaRFuDwyAzqvD99BWkYymwKyerbGe/kJNwCnGSk2UiItNGnYR0yrNO0b+zOr1tTMcZGijODdIeDrYePs3DbbiIDA3FLs2Orkebafg+7A2eCN1MeuIuhzumcDspsuZMx/w+cW90wA3yxnXZjzo499A/5ize2zeKWev/sv1n79zPxtzUA1CtfngPOYwC0Cq1ycT4wKRVUx4uIiIiULkUO+gB4e3szcuRI/eInIheNZbkD7kAGWJCQ4cGqqEqcCj5GuNcZavpG4cSHTuUncPRoZWCWa9mUdHf+n737Do+iWh84/p3t2fTeE0ICgRCadCkCAkaKUvRarldBxYZee1cEC+oVVFT0KoqoWH8KIiAoICDSO6F3EtJ7383uzvz+WIjmBpQgJQnv53nmue7MmTPvzHL3bN49ZaRlHj+v7InmqMJ/eQm5FdX4aE+Q4qnxjX84xXlGQEHxL6OsajVd2gcS4R2Jv/0YXtHlRA7M4lhkCI5UM4bkaiIzk8krLcFDl8H+4nDMFjtm72rsWHF6GTCUO1GAPv07M+bf17E1PY8Qb0++ODyPpfvmEtJG49IgP379tS0rDh1h+q/reX/xelRNQ9U0LOUaWokezd8JgFpmIKrKH3S6moQPmkZ5Sy9CfsmlONsfSnSAwr+//IGcAH+SgiJJDskgtzKCz/aX1TyPw5VlPBJ7GUeP5nJ7VN25WuprY1YGc/ftpn1IGKNatak1QbVo/KSNF0IIIS5OKjrUBrRiVkOKpTE7o6SPEEKca+UuPYd0TxGjzCHXFsxnh1oT4ulJrGcASd5b0KEBVRyt2I6PKYF+yVGs2XOU5Mh0bF4ac9eEE7BJQ3eoEL1JZcjkDNZsbkNSVC4vzNzH5Febk2XxoduTeRS4PHCV5xPYI4eI9rnuAFwqud3smLrZMSsOBkck8MK2n/io1RwW7W+Db3wJTlXHj9nJZBFDZzWEIT1bc/nwS7AYzHSPi2b+wT3sKl1FXLCGAoSGFmOxVlNtt5BeWIJTVWvuV7EoaL/6oiZUofq5qN7vQ4ZqY/Shb0hoFsCBvEIMVQp6h46KFj5EW33JLil3P4VSBz5hVmZs64tOUdF5uXApFYCCTlFobvRj9vD/w+VS2e2/nulrJuIb6HVG70t2eRk3zvk/XJrKLG0bHkYjzX0D2JmbS5/YWEK8zqxeIYQQQgghxNl3RkmfWbNm8cUXX3D06NE6y7cqisLBgwfPSnBCiItTpdPO7evfIMdWhF5J4u1O49g4xr0qVVZlJt+lLQFAQeGXnbuY86MTvd5FypXrWJZxCb/tDkcf4CIoQcHqCKHTqFK+WNsPm92Eomi8d9scAh7zIq/KG68AJ+WaD2GGOwhrM7EmBrPORSevPCpccGVYT3aWWXCi4+3sS+kcn4aigEGn0sk/jepr+2H5uIC37/uYTyf8H5PnP0Z0izCqnE7yy7yJD8lD00B1eOJ0mEiOCOXfl/dkV1ouB3IKCPSyEmg0kp5VjLbbE4zgClPRV+ixVTt5uMelfL9pFyu3HEL19UAL9uH5YQN5/v++JbvEQN+eemKazcHfUMWaPS1ZtaotzgAXCR2CGBjVEp9lxXx9PMFUVlTBge1pdOqXVPfBn4aMslIcqnuuJJ2isPLoUR5I/RGXphHo4cGS0WPwtVj+ztsvLjBp44UQQgghmo56J31effVVnnzySZKSkmjfvj1ms/lcxCWEuIgdLM8kx1YEgKpprMnfTZKvO+kTbo2gW9DtrMufQZVDz9KVkQC4nDq2rEugMtpBm8QcdAqoflZGO4bjiDnMz9OP9+DR4JNtbVkaFIrJ5OSDo724IsKfmLIAyvdYMCa42HM4Co+SIGbc/DDexz/j0qu/pHvkUQCqVQtGnQ2AMqeFgZbmvP7DYvfr4koWfrqSbrf3YntqJuaSdqxRLXSO8OLxjmOZ1CkIgNUr99HHFsC1XVvg09GLOd+mkp4NmqbhMmrY4xwEzbcRuL2cD3/7kthrk9EpCqqmUVntwMLDvD96Neha8EmeN2HmUhQF+iXv5MD2WPJy/BjmncR18R1Is2fynWEhDrsDT28LMS1Cz/i9aRcSRufwSDZmZeBntuBpMKEeXymsoKqKXXm59IiOOeP6xYUlbbwQQlMrcJa9hubKxOB1FzrTJRc6JCHEeeLSFFwNaMWshhRLY1bvpM8HH3zAuHHjePvtt89FPEIIQTPPMHyNnpQ4KtDQ6OAfX+u4kzD2VQZTaTdSYTcBGigK1av1RNxbWjOpsi64kurAT9hRbMTTK4KKcg90epU93oEYTCoqOtLLA/g1Pxd0G1i5sT2OXI0qmxlQeHLhYt4ZPhSATcW/Hq9V4dDeCAIqynDaPbm628O0C2+ByWzE6XCiulS8ovwY/f43VDtVUODOzgP5d/e+NfHv3ZXJc49/g06noM7TyPmniiNSwafEiyqni4rmLgyKQuD2clA1SgsrKV5+BF0zUHUKl7WyEmBd7a5M3U+YsWWt56MeX3r+aFoxvea8h8mg5+7/jOT7ez6lLLOcx1MmMXnFBPwDvE46H0+5s4x1BSvxMvjQJeBSdMrv46mNej1fjfgHR0qKCffyZl9+Pp9u2YJL0wiyehDsbcKpujDo9L/f78aDvPvgJxjMRu6fdhsxiRH1/SchzhNp44UQrvI3yCn7miynibDKDURFrkNRTBc6LCGEEGeo3kmf7OxsRowYcS5iEUJcBPKqUjlUNg8/Uwta+l5TJ+mQVVXEzEO/0iOgI3He/iT7NaPN8V4+J+iwsD47htJqDzx6FGNa60VwUTl+pU76xCWzKHc9aODK1pj0SRT2SG98I8u5vs0+rmgzjP+kHyOnKON4bRqKojF7SyrVQR7Yqt0TPIPGtuwsNE1DURS89eGUOUrRNNj7cgCOolAUBaq6b6TXJx15efaDLPx0JbGtIki8MpnqaTuOV6MxZ95G/n1t35r4j6UXAKCq7h4yhkJwhGtU+ZdjsxhQ9OD3KxyfvhkFSNt6FP+lBWhWI/HXt0EZRk2cPYPHsK5oIR4UkXfsUgxaJNf1jOe7jTsAcDhdfJe6F9XuniT62L4srrpuMq17JvLWk9fiYTHWxKZpGlP3v0xmVToaGoXV+VwZPrzW89frdMT7BwDQITycBTf9i225mSwq/YVbN00h3BLAf7vch7/JPb/PK7dMI+twLooCU+/5kClLx9fvH404b6SNF+Li5HKplBSU4x/sTaE9jcWV/uhRSa3WcZVtF0EeHS50iEIIIc5QvZM+nTp14uDBg/Tv3/9cxCOEaMJsriKWZt6DpjnRUDHozMT7XFWrzP0bP+NwuXso1pURHbgu9jLKSquYMuF70o7kc8OtvVE7+lJa7V46uko1MXroWm5rtpnDtnCcni1x2Hex4usYCpZ4YU/xBqCk0pMyJZejzv+yq7Q9igJoCrE+VXTya8csynCGODHoHThzPAHwUdK4d/MtBFtC+emgL77WIDwt1ZhesaN9BK71RvILynh60hyaxQUzbPwQil02/rHgKzQPFX2VDp1TwzfPVeseu13agsjoADLSC3F6a1TFuxM8Xod0BO8GTQFNr6M61BtDUSU+AZ4UrT2GTlWh1M7yTbkcXjGcEW2zuSTuWpSiFA5N9wBF4a77BnBvX3dCZs3BNNLyiwGIDQng0PEElqoD1dvCjv1ZrNi4n5Rev8/v49ScZFSl1bxeU7CGfiFXYtGfephPy6AgCshjf5Y7kZZlK+SXnK2Miu4FQLXNgaZpgILdVn3KesSFJ228EBef0sIKHhnxBukHcmjdOY5b302is2U+JsU9tCK/arckfYS4SKiagtqAhlQ1pFgas3qvgfb6668zZcoUNm3adC7iaZLKy8t54IEHiIiIwGKx0KFDB7766qsLHZYQ512VMw9Vq0ZDRUFHaXVanTLHKgtR0VDROFqRD8A3M5ex7re9ZKQVMGXi92zLWA/A8alkaO+fzfrKcD4vjefrrCXYdYEE/pqPPt3mLnQ84RDiXYpJyUCngEGvYSjTYZ/fks+Xl+EIcaD6qvgFlPPpdW/zfL+vSOi6H01RybfnEOqdj06PO1lkAvMtdgIiLOx32Fm57gCffbWGa1/5jDsWzMWmOnH4a6gmDZenjqgRLWrdo5e3hedeGImuzIYh30bQQidddodg2ev+SDZFWejdqyV6TzNdR1yCX3IErmYhaIBm0HMw2Yef9rTkrv/rw67c3rz83BzWrT7AulX7efX5H2qu8+7Y4QzsGE9IgonijqWM/eo2Btw1gMr+rdE83F31A/08a8Vm1Bm5xK9rzfM9UF7Im/s++cv3NtwSgIKCoimU20y8tO0Xntj0HU7VxYP/HUtguD+hMUGMe/2Wv6xLXDiNtY2XdlaIM7dy/hbSD+QAsHvjYUrzvsKsKFh1Gt56lR1732LVkSMXNkghhBBnrN49fcaMGUNBQQFdu3YlLCyMwMDAWscVRWHbtm1nLcCmYOTIkWzYsIFXXnmFli1b8sUXX3DDDTegqio33njjhQ5PiPPGz5RAuLUHWZVrMOq8ifcZVqfMnS3689benzAoesbE9wGgunIZ4AHo0DQ4UrCUQHMYds2AUXPR3jubL0va1NRxrNrIU1NtfPFKOkfSnLh6tSMu+leSo9Lws95LgLmSzNIqvHYEUlBSgcPsQjs+L1CFy4RRp5IQkktBuSe77JG40EgO9GZncTngXjWMagNaSCguu3t1Iw0NvVOjuMoGZjCU//7LxNL0o9gcTixG90euqmrMO3CA4p4B6LJs+O0uJ+Du3QQMziEn15e1x+J4a2Rvnh/vHmaz+JedTDqYgyMmmK79WzKv8vdkmdlooLS0qmaoWElJJdVOJy8uXMbm9CzUgCpyI3LJKYci7woWvfkAAf+3khXrDnJZlxZ0Sa49dA7g1rh72bDpMQqry3FqevaWHfrL97aZVyivtB/D9P1L2VCZB7hYkLGdlMhk+g5sxxeH3vnLOsSF11jbeGlnhThzodHu3qGKTmHgw6mkWR2E8Hsb5pHr4rl7Z9C1fTCTZtx3ocIUQghxhuqd9AkMDCQoKOhcxNIk/fjjjyxevLjmCyhAv379OHr0KI8++ijXXXcder3+L2oRomlQFB19w9+gzHGMDQWzmZ0+kZbePWjtGY2nuT0mQzi3NO/D0IiOrCpIJcOWwbGSvfQfNpdtuy4nM8+Xbg/uwDu8kpwSb6o1A5oGz6X3paVXPg5Vh1Gn4qELILrtpzz+6W4wRKPoArA7b0JDxWKI4M0OuQye/zGoDoyagvmQiaqOVYDGtZHuHg6KDnJ/8KGqmxGTr0JO9TH8PSDS3JpdW7Ip/8EbQ0k+tDHCERMuL43K5GqsZV50iQpnc34GDjR0ikK4rzdmg56yChtrtx/h56OHmLdnL4Qp6L0t+HcxorO6EyvhoSU0q6og1OpV89wG9m9D+7bRVFc7CQvzw++nFaw5lM5V7VvTITqcex4YxMsTvkdRFO6+fxDfbtnJN5vd8/mQB8ZYHQS4sLmqeWr542yZYkar1jF7ZTpVWeWkDO1Iwh9W9NIpOlLCruDTo98DcEVY79N6f3sEtebzI+7eFYY8DV0lmLvVu5kRF1BjbOOlnRXi7+ncL4n7X7uBvYff5JJhWSwtaYHRpaerTzpL5ybx1X97YEBl47JDrFmwiR5DOl3okIUQ54im6VC1eg8GOme0BhRLY1bvb+PLly8/B2E0XXPmzMHLy4trr7221v4xY8Zw4403sm7dOi699NILFJ0Q55+iKGRU7WV78QIA1hX8H/aKo/gbdLQOW4jZ2IyluRuYfmgeCgoLjOW8GlvBM5PmsqYymgLVQpnTQrV2/ONLg2NVPmwtiUBDh0Fz4qdE4Gijx2RqD8CmtAwenvMjpQYb17dsQ3xoABpQHu/Ey67gv6kUv9VF2B7wokTz4GiOP+mLvNk0NRDDY0ZC+tsB0Cmwa3sJxTMCuOSyffS/ZSMudMzY14sdZVEEGLx4rf9VzJq/kagKT7p2qMZsKuSf3eJwulRue+5L0rKLKI0BTO5fUV0ekG93kPiHZ/R0lyvwNVvQNI1CeyV+Jg+Cg7x5a+UaZn+/i+6x0Xx39z8xHf9Dtkevlnwz7352bTxCdLNAdh4pqfXM/X41o79O4aqYMLYsPoxmDwEFnA4Xc/9vAwsWbmPmp3cRHOrDnMOpZFaUck18Nzr6J6FpKnFe0af9/nqZCojaZ0L92IKCwoq0jfR4Lf6vTxQNQmNs46WdFeLvG3RDZ5ofXc9WWwg+FhtHNB8O5rTnt0/b15RRrBYm3jSNRUUzLmCkQggh6kt+gj3HduzYQevWrTEYaj/qdu3a1RyXL6PiYuPSnLVeqyioWgWltpUEG5uxu/QoesWFokJujg9pXoF4lJdTUm2EcPA02PHQ2alSzaBAyTErWog7ieJUDOwpqKD3++8ysdcg+rZqzsPfzCfNWoxqhXczNhD8ZTXN+gdxVFdMyOwDGHJsAFg2VrD4iZZsfy8AfYXqjjVMj1PVYdCpaBp0b7uRqgc8aN/yMDodKJrKlVE7yDqUyLSeo/h58X427T9G6/Asnuz9f2joUFBJSw8gLbsInC6aV+VzwBQGgN4GZYF6rgz7B7tLt9DOrxv9QnqxfMdB7l3/LTYvB1EWP55vO4R3Vq0DYHbqLjpHR3Jt+2QAHNVO/j3sDdKOFmLQwQuz7sCvSk+J0Yk104VfrpF5VzzEtGnTyX22EtSjEBGKZvVANeiornZx5Ege84r2MGnLUnQofHNoK8uG3UNlhZ3nJs8jM6eE0f/oQc8uf57AGR55Hfs2zaHy+OvlP27noZdGYTJJcyPODWlnhfj7CrL6Ua6DDM0HBY1NhbEcLA/GGqfHuENDARSHC01TyM8qIijc/0KHLIQQ4jSd0bfwwsJC3njjDZYuXUpBQQFBQUEMGDCABx54AH9/aQT+qKCggObNm9fZHxAQUHP8ZOx2O3a7veZ1aWnpuQlQiAuglU9/DpevJ61iE0G6HPx0lYABL3MXAEItPugVQA/moGqefn0wlm/S0Jk1+v3XhX9bFUuqkaz8IJxFRhSPYrRgd9LnxOTOLnM+3+5/nWXr2mLbWIaacrx7qKZRFamnwzwXT49LYXLO5N8DU1WMhQY0HytUuOfv8fS3UmjXY9Q5MaLg7W3DnOjEYdBhUt3XLM3y5sGQTnQMjOJn9gMQ6V+CS1WY9X+XsGNPGEn991DaU8XTXEqcXz5RlSUE5pQwNzuBhApfWhr7MajlyJpQnp2/EFtzBwDHbMX8ll97Xh1N06h2udArCr/+spMjBZUoXh44gB9mrOJaqz+L3luKZrVw7UvuIS+Ln98ATkDR8DfZKQ0PpsLkwi/ISkyLYD7fnYoCqGhkVJRSWm3js6/XsnzNPlRV49n//MCCz8bhYTGd8r3tHtibq3tW8uX2X1EUhdiEEIxGGVrTmDS2Nl7aWSH+Hk2zke/IxKUAGhRUe7K/3D3kt/x6Fe//ujDuV8FmB52O0be/zfc/PINBL8MuhGhqXCi4aDgrZjWkWBqzeid9MjIy6NmzJ2lpabRu3ZqYmBgyMzN54YUX+PTTT1m1ahURERHnItZGS1FO/Y/1VMdefvllJk6ceK5CEuKCMuhMDIsaD4DNcYBS2694mbvhYWqFpmms21rFwb2xWHzshLfJQZ9biqYpuGwKS0breP/IzazcPRt1L1gzCii4zEKyRyaZdj/SiwIwOlVGdt2Ah74atEN4ftoHS5YBW7gOFAWvQy5aJEawvroQp48RQ6k7udL+qkvIL/fBnKLH7O3C18fK0K6RvHvoE1RNo4d/Iam5USw6kkSARwVDYrajL9KjhKrsN/2HyTtWojW/lNhsf7bmtOGTJXbe39cKR5jG/PJ8VE+FSs2TecUtMeca8NXZcER4sE9RGD79cxbefQvhvt5omoZHheJexx1AgVi9D2O7duL7nbvpGhNNhdFO61mv42U34P+jE/PxRlFDIyOriCML16NooLM70GUWkJ1RhKefFXulHRRo1jKGX+JN2BxOSnQurp/5NY+P6s3C9D24NI3LI1vgb/ag0laNrsqJomo4PTRcLu1kb2kt/7pnIOGRwRQXlDNoZCe+2baDl5Yux9/Dg/evuZpWIcHn5N+V+Psaaxsv7awQf4eOEk2PgpM4QwlHKwN+P2QCl58TU5W7ndR0CsWlVaw5kEbvxGYXJlwhhBD1Uu+kz1NPPUVVVRXr1q2jS5cuNfs3bNjAsGHDeOqpp5g5c+bZjLFRCwwMPOmvjIWFhcDvv0T+ryeffJKHHnqo5nVpaSnR0ac/r4YQjYXFmIDFmFDzesuxLFbvzgN0VBVbyN8ehEdJCQZKUHQKEfGh+PvFcOMDK9m+M4LvMjrRvEURo6NXU6B5U1RmZfOhBDyN1cdr1NDFVROxEKqidPj5lFMdo3H341fywbbNHPt3a6w7iqkOszDrpbEEe3py7fufkbYtA4PZTsmmdF5qvwhQOVzuT4JfIJP6r2duRgsmHuxJ/3CIM63jYIk/S/frUezrsRQYUTSFdw62w97SjkeliqlKozoQVLsOvQ0CNlRjrFSwtXBhDzZQ5XCwIyuHcF9v3nj8a/TfHiasvQn7AH90h1Xe/+QXOndoxtSHurFw80be/28q3nodptwSnIonBqMOvUMFFA5kFmI4nptRFIXdW48ya9BkNNVIbHIMLZKjMA5ogW2texUmnQr5uRVMm7GavhHx/GtwJ3pGxaEoCp4OMJS4v+xHBvri5Wn+y/dUp9MxaMQlADhVlQkfLsWpatgcZbzx62rev+bqs/SvR5xtjbGNl3ZWiL9HUUyYFRWToiPSVElzz3wKqz3JqfKhOMML3U4FTVHQTAZUo57qYAt+VsuFDlsIIcRpqnfSZ9GiRbz44ou1vgwCdOnSheeff55nn332rAXXFLRt25Yvv/wSp9NZa76B1NRUAJKTk096ntlsxmz+6z+uhGhqrEbjH14pBJrLaflCFgHbI2nt7MWgmy/D1+JL+5DX8fNYRE5UOioa5ZqFQF0ZXj42lNbHUPR+VLmKKa32IOcqMO1wEXC0jKD8AvxauPD29GBsp87sL8rkWNIRRrXoTrCnJwUF5dh+3se/Hl+N1c9Obn4AD+++kmy7D4/ErOPyoGMoClwXs4cFefH0je3Jkao17CkMBxT05bqaHjqaQyN8GRgrdWho5F6pUh1kIPBXB9Z8d6GgrXYyL1Owelq4JDqCorwyFn+7EV2wSkBlFX5rI0kvrqQySOVnz0NsXr6R6u+D0Bc78XS4sByrwB7ngS3Cir7SiabTyOlmwTswiqD1ubhCPfm+uQM/uxnvQ1Bq9ODR6XeyctdhZqzd5g5VA1MZZJaVkl1QRqxPAH1udM/ds29XZs27kZ1eVOu9Sq/M5LOj36JHz+i4fxBqqduDx+Y4hF5nx6kaUYGtRUfQNO1Pe2aIC6cxtvHSzgrx93koCh6Ki3BjOUUuEyHBlWzNjWThzi4YIy04QlX0VRpUVHL3PSm0jQ670CELIc4BVQNVazjf0dS/7mAuTkO9B+OWlJTQrFmzkx6Li4ujpKTkpMcuViNGjKC8vJzvvvuu1v5PPvmEiIgIunXrdoEiE6JhahUWzLMp/WgdGkxybAlReVlUrdWh9cngukevwj/UF4B9aYk8MysaFyoaGqvLW7CpLIbFRW1IrerGP5t9yADzi/xwoAtOvQHN6EC/3En+Jh8OvBPAni1HMehdmMLX4R+5lxVVszhccYSMY4XEdc7Ew8c910dIUCEFLk8y7T6sKIrnj7mKBzteyY1x/2Bg2FgifQ3odCqqRUNBQQFM1QrGEzMaK+B5WM+kuEFYso5PZK0oKIpC0P5q/m/0DQR6WvH0seDTW8H3zTK8ny/HMjwTm6dKwZUObAkuMlRfnJWFeCzYivXnVHRHcvDcnonH/ly8c0opa2ZEM0Bpz3AOPdCetBsScHobye/khaJXaN4yHIDeSXG8ddtVXN0tiRsv74DuDzfmcLqwOZ28vm4Ved1N2H3dx/penlTrvZq670O2F+9ma/EOJu+cTlp+cZ330+5KJyE+Dc2solld5HlUkFkpc6c0VI2xjZd2Voi/LypwMhWqkzyXngRjCaFqJRUFFmLicqiKtmAL9SJmQAIvz7ybMQPk/1NCCNGY1LunT1xcHAsWLGDgwIF1ji1cuJC4uLizElhTceWVVzJw4EDuvvtuSktLSUhI4Msvv2TRokXMmjULvV4mOBXif93UpQM3dGrNA7c8zIFl7iSP5aAf/GGV2BdmLyWrWCE4zZ/wmAJQFI44w3CgBy2dWQe+YsmI3VwyMZed3lEYq9TjZ7oTGLf9OIt/WTtQ5CgGQNVUthWncmWrFDwWRqDo9qKq7vLFdg9A4cf85gyrgBZxRwmI+BfdfQYDkGRNIX6rStb6Q5hDFYK8PMmyV9KtXxQHM7Moyq9A0RTe+OdItqfn4rIo6EscYNCjzy3iixmPERMWCIDJbCTwVi+KFXdcFVG5RAyLJF/vHqqiaWDZk/P7g6isIrKDyhX/OkC1EkR68N3M3Lnv+EENDVBQsBgM3HBHX0be3LPm1L7J8fRNdvfoSQwI4u25qwjz9+LOId15Y/1qPtiyAUVR8Bnuywftr6RT59qf75WuKjQ0NA325WUz5JuPee3GwaS0/30Bej9Ld7pGfcF2WzUKGkEWK0EWz/r+kxDnSWNs46WdFeLv8/IcQWvrcCqdpawt2IS31Z/ror15bM58DC6V4SntuKJzIs99sBBNg4l3XEmn1jIcUgghGoN6J33GjBnDE088gaqq3HLLLYSHh5OVlcWsWbN4++23eeWVV85FnI3a7Nmzefrppxk/fjyFhYW0atWKL7/8kuuvv/5ChyZEg3Ww5GMyUx2Ae/hFyY7fj2mahiWrAktxJTtWtiDiuhIwOnBqv3de3F+6D49WhSS1zyOJPEqDzaRuiKFsnwd+HcrJaunB2zs20TvWkwpXBaqm8eoPm5kbnsbjt49l2uZDBASWsbUkirIKCzqXQsAv8FJqHFpgNJfc56J9/DI++H4TpaoN01YPACrTNLLKCtHbVdYd2sOYZy4jNMOXZs2CaN0qAq8ATz7tuBIlqxL9ASc3Tx5ITPzv3eS3ZmWxPcdObKw7weOt92N4j7ZsXb8C3fG/XaM6hpC75zCaAlq0kYc//A1PazWKksauQ1/jc9k9vLl6NapBQ+9Q8DOZmTbqKrrERp3yeY/s2ZaRPdvWvE4rLQZA1TSKHXbadIxG/z8rtdwadz3vHPiYsspqslND0DSYs2FnraSPXufBE53epWXAb2RWKoyM64BZL8u3N1SNtY2XdlaIv09RFDyNvlwe1t+9Iwh+eX8cTqeKl9XMP56cSW6Re2XLlz9ZwrevjLmA0QohzgVV06FqDWdlvoYUS2NW72/ejz76KAcPHuSdd95h2rRpNfs1TeOOO+7gkUceOasBNgVeXl5MnTqVqVOnXuhQhGg0bM482gzLYsPHzQBIHLKZw8XvEOd3Lx9P+BbHp1sJAnwuTyDMGkmeIw2zzolNNaJpUPJVAOUFBooPlWEJslN6zBvjLQqWcmjWtpAj+X5UlFkYVnkjU9fMId/kQ2WpB2tyq3nTcwEFXj7sLgrhSGEg6DQUp4JptxPNoMG/K9hs3cXmnF3YLjGh2+hVO3gNFE1BV6JjT3kuNw3sWbO0ba5PLsaB7l47ThWWe+/mFq6sObXS6SAzMxCHw4DJ5OTWxGFcE9edcmclC9L3Miy2HbS385HPHJQSFYZZ8fayoyjucc9O730Eri+iT3Ul6c2KKagM4PXLR9El5tQJn5O5td0lrDh6hEqng9vbd8LTVHeZ9s4B7fm4yxuMeP0zqvILAe2k8zzodEauie9Xr+uLC6OxtvHSzgpxblhMRjj+8W82GY4PXgazUZL3QgjRWNT7E1tRFN5//30eeughfvnlFwoLCwkMDKR///60bNnyXMQohLgINfe9iV63L6fZpRsx6FSiEos4XPw2EV7XsuSr1TXlTLsLGNviaX7JmQ2ajv97ej8lR8BZ4QA8WP98ByxxBrI89JQGmlEUjaNHQ3G0qCBsRg76x83kZflS5f/7SiT5xRoleguVdiMKmnvVEjO0HhzLvlWHwNM9q5ymgUGnYm9ZjXGLBxoKilND51DRgIquTr7/5Qi29B958x9DAZh/bBOaBooCig589J68+fMqCisqGd2rE92jork2KZkf9u6hW1QU17fujKIo9PPsTOY+jfJsHf37t2Fm+HKcCeCwanyxvSv/bL8eh6bnl/nRHF7xPaGvVtIcSNQV0jq0/sOpukREsfHWu6lwVBNsPfX5iqLw0Z3X8N36HQR4ejCiS5t6X0s0HNLGCyFO5bnbr+DVT5eiAY/ffPmFDkcIIcRpOuM0fWJiIomJiX9dUAghzoCXKY6BMYs56P06aaUfAaBgQKeY6dg3iaVfuhM/Hfsm4WsMZETUWAqLypm+aRIuvQ4M7syK06FRlKXDHm8EDTR0VFebiJl2iLYR8VzWP4nWC1azyVKBYjOA1cnd7Yew4Aszxi4L+EFph0Mz0NyaT3DHvWR6DcRMGgXko1M0d+bHU0MbZqN0txlbkEJ4UCDhFVYyc/PAofDz7gM1K1Zll7lq7rHaqcM7I5YPN24A4Ne9h1n2+FheHXQFrw66oqacpmnc/+K3FBRXoGnw62frMGfqMQOF7cxMb9+HLaZwTF4OipaZsCa6l1hXFHBqDjJtxwg0B9X7PbAajf+zmtrJBXpZuaN/13rXf8KOjYf5buZvhEb6M/qBQVg86vYqEueXtPFCiP+VEB3M9KdlyKQQTZmKgkoDWr2rAcXSmJ1R0sflcvHNN9+wbNkyCgoKCAwMpF+/flx77bW1lksVQoi/Q1F0NPO7G4daRKXjEDG+t2HU+3H/W6Mp0unYeyAbc6c4VFXj7Q+WMnveZjwSg1AOF6EdX42qY9fmeIT7snjTXux+OlCga6CNfz3ZmR4pN2PxMPH5tLv54Ld1/HL4AMMSk/BRDOxcfJRbLsmib/u95Nq9iffKI/NgC740Z2JYo6fngHy8jXY0Daqrongz5QVWZ6RxuLSIwXGJfLluG9tz8wHoEhtJTlU5G3KO0co7lj2L8jFnGNCHm8iOds8nBJBbVoHD5cJ0/HNUO77f5VIpKHKX05dWUZJpq3lG1gwnBe0V9hyIJKl9OuYrVaq+NuJ3ox3FEwJMQSR41e6hUe1ysS47nVCrFy39658MOptsVdU8e+cn2G3uRJXFYmT0g1f8xVniXJI2XgghhBCi6aj3t7f8/HxSUlLYvHkzBoOBwMBACgoK+PDDD5k8eTI//fQTQUEX9o8IIUTDpml27EXjcNmXo7cMwOz3Nopy8h4lBp0nrYNeqrVvc2o6q44VgsXI0i2/EL0CZs/bDIDd4SLllku59/Z+FOSVERUbiKZByLtL+f7173BWOfBpm0XkNdvRdK2BXpQVVdCuzMLAXv0ZvetbcjKK4QE981Z34L7knwgwV7K/PILvipIwRleiFenwMdjcvz0ooNjzsNmcXBoZS6+oZgCMu6w7LUKCKK2y0SU+kkFzP6TUYcfnqA7fTSY0gCwnmYZcFL2K5tIRkpBPiauEYEMgy37cxtTnf8DiYWT8mzdy/VWd+PL/1mHdkAZ+PmB1D0crjzWhaBqOoxbSNzfn+QdSSLo+ivzyAvRRTuI8m2PRe/zh2WuMWfwtv2UeRQHe7X81g5tduB4d1XYntqpqAHQ6hcL88gsWi5A2XgghhBCiqan3dNgPPvgge/fu5fPPP6eqqoqsrCyqqqqYNWsW+/fv58EHHzwXcQohmhCX7Sdc9sWAA5dtIS7bknqd73S6h0h1vmYHl/97NSv00/HrVQyKgqZphIb44OllISTUl9nvLeHdp75hwTs/Q24lhjIHu1cHsXVxCGXlv/LTzp1c3/kJJt78LuP6vkCOvch9ER3s9g9l6n1X8UtxIiU6IyGRue75ePxVnOrxpbQ0sJfquPXnr2j+yasMmfMaBfkvg5rDFUktuKJ5cz6c/QulDru72uITy6i7t7ysCpIH7Sdp0D7CW+dR6awC4J2X5mGrqqakqJJXXpjDO/s2oeocKKoGhSVQVEJBXx+K23iAouC/pRStUEe8XwxhMUEkJyXS2qcNZp2FvIIy7HZ3T5piu43fMo9iMVYT7FXGvEN/WBbtLNM0raa30slU2Kp5/YeVeLUPAcA3wJNRo3uds3jEX5M2XgghhLh4uTSlwW318csvv3DrrbfSqlUrPD09iYyM5Oqrr2bTpk1/ee7MmTNRFOWkW3Z2dp3yS5YsoUePHlitVoKCghg9ejS5ubn1ivd8qXdPn3nz5vHiiy9yww031OzT6/XceOON5ObmMmHChLMZnxCiKVJqr3al6LzrdXqPLvEMHtAGr64/snhXW7YfiwVPaDnKRq8YlaE93MOZ3nrkc5bNXg9oGILcyQfVqMcVYMVhNvDwcwVstnxDdKm7p4la6UKp1FCt7vVJjPka0eMyCPMoRafApcGH2FUcRonDyr5vo2jePwvVHw55+XMgJx2dWWFXpcqsPZu4O3EFhsAfeXTUVA7k5aPcHwToMOXrQdFAA6cZKmKdBHkEUujIY0BIH2KskQBYvSxUVlajAJm2UsYkbSCmWz6rTVHs/8kXs5eRq3yjWfjrHozFDqwZ1VzzVD9iIwJqnpOmabzw+gKW/Lobby8Lb0+6nmYxQSSHGGgZuRm9TsNMEU71Kgw6d08ruzObA4Uv4lIriPN/FG9zUv3fX6DM9itp+XcBLqICpuJrTalTZsai9cxfuxvVT8N4WQhfT74LH09L3crEeSNtvBBCCCEaq/fee4+CggLuv/9+kpKSyMvLY8qUKXTv3p2ffvqJ/v37/2UdH3/8Ma1ataq1LzAwsNbrFStWcOWVVzJkyBDmzp1Lbm4ujz/+OJdffjkbN27EbDaf1fv6u+qd9NE0jTZtTr46S3Jy8p/+qiuEEAB6cz+MXg/hsi9Fb7kCnaln/c7X63j8/sH835EfOJAb5k6iAMeqFUqCdvHmwnc5/G0wpev34R5HpaDZNEL+pXGgOBHVZOLt5XF4+ZVgizKjmhR01Roo4H3YRGm0C9+tLrw3qOztFEp2lheXhhzC0+Cg2RJ/zGEx7NqdTrWvHl03O8VVv69upeigzGVEdR6ktLiEtP05mIC4d/Ip6eaLzmXCaXX39rE2LySwtIz4/BKuiGzL0LgbUI7PRTT+zRuZ8ebPWDxN2HqupnfHVMw6FwkvZfBE+c3khQdwLCebYJsRJaOCFm2jGHBtJNP23Y1DszM0YhzWiniW/LobgIpKO3MXbePBOwdwa/tA1rhXjcdOHpm2o8RYEwDYVzCewqpfAajKu5duUb+c0XucVTQRVSsDNLKKnz1p0qes0u7u7qSBAw2nSz2ja4mzR9p4IYQQQjRW06ZNIyQkpNa+lJQUEhISmDRp0mklfZKTk+ncufOflnn00Udp2bIl3377bc18h3FxcfTs2ZMZM2Zw9913n/lNnAP1Ht41YMAAliw5+VCMxYsX07dv378bkxCiiVMUBZP3/XgE/YDJa1xNoqO+hkW/SlK0B97NSvCOK8E3tBRVU1k/3UB2dgl279+TMZEjS7H2N6Ga3CtDaSgkdU4nOryQw/+OJueKYI7eFkO+vxm/VQr+y1UKrtazzxDMxoJmzDnakT374/Dt0IbVJfkUt7ZQkO2PogMPU/XvQamQEnSYAlc1+dXjaNfDnUwxVegJ2Oh0r/algM7uxPJ5Ga4Z8OsjVtLL57P6yFdUO5ws+HUnh4tKePadG0kdWsV3hPLgjusoclrRGzTKgn1qLmfpGsG7Cx7i9W/vY2n+RxRWZ1LqyOeHjLfw9fHAYjGi0ymoqkZkmB8AiT5Jx5+AgkVnJdAYWlOfUy3FnSlTj//3mdHr/XFndHTodf4nLXPLoM7EBPthMugZd1VPAnysZ3w9cXZIGy+EEEJcvFRN1+C2+vjfhA+Al5cXSUlJpKenn5VnlJGRwYYNG/jXv/5Va4GLSy+9lJYtWzJnzpyzcp2zqd49fZ599llGjhyJy+XixhtvJCwsjOzsbD7//HNmz57N7NmzKSwsrCkfEBDwJ7UJIcSZs+h9sfh5ohS7P3OqTHpOJBoAtEBv4voZaDZ4HbtWt2Dv97GgaGh6d4k2Mem0DT/IgvXJbOvuTs5oaNg83cO7HEEK6BQ0IK04EF2miczsQ2BUQFGoVkx029yaNd7lGEpUVKOCUqnjUAsFo7cK1SuZ+Mk7bFpxjBce/Rp9tUpFlB3VZMSSXgHHc0X2IiO5W7wp6JnF8+8tZOnafQD07NWc7aGZABQ5rKwqiMf/t2p0ZS60APdwrMSYECw+Hjz+4OekF3gSfY0PXs3LyEozMLNqHZMnXsOPP6cSExXAqKGXAJDs24Vb4x5nf/oeFtyeyrW772fo7f25+7V/0tz/UXbmjsOl2WgRMOGM35vogNfJKpqIhpMwv2dPWiYyyJfZE0af8TXE2SdtvBBCCCGakpKSEjZv3nxavXwAhg4dSl5eHr6+vvTt25fnn3+e5OTkmuM7drjnw2zXrl2dc9u1a8eqVavOTuBnUb2TPpdc4v6jYcqUKbz++us1+090+e7UqVOt8i6X6+/EJ4QQfyrCw48dxccAsDg8WDGzEzQDr0wHkREmxjzwLSoF9E7Yx7vvDufg0QjKwnTc2vsXOjQ7wo7qKHpe2oPD+VmUOgwoQEWsjoIuBqzbVUr76AAFR5WBvZYQPPVOwJ1wuazNYao9PblUP5C0A1uxFNnwCDYSH5LljsfYCrPFn+4DfPH29aC8zIYtQofDR8PpYSJ4KSiahmLQ8AjX0zv+Jqa9/W3NvR3an48uzN1LB0Vh7rfdCd4B4+8YwGHsGA06/jmwEy8/O5sd29LRND2VH7RADVSx5VlYb1lF/iPlPPfvwXWeW2m1FzPf2U7V7hxQ4YcPljL41r40S+pEj+g1AGfcAwvAZIghNvijMz5fXBjSxgshhBCioSktrd373Gw2n/a8OePGjaOiooKnn376T8uFhYXx9NNP0717d3x8fEhNTeWVV16he/furFq1ivbt2wNQUFAAnPyHr4CAgJrjDUm9kz7jx4//W38ICCHE2fRU22H4maxsS8tk3/JStEodClA5uhhH0CFUfv/gbdkynYNHI1DCqundZg+rPu/PspkeGKJ+5bbnDrAtPYaDq5tjL/agpIuBPl33YLXamL2+C6g60DRUo0boxipCW+ez7esgSttYcek30/rbNCqLKgkI9SV47FtY/Yvx87waRVGw4yL2hdZsOXiUthUWNmtl2MOMFHf1pbtfFKNu6k67zi15+aPFOBQNT6uNAO8K+l96CY/0GsBDS36gsMBOha8RzxRPBo9wjzMuLqvCZNDXrGamaYDTjC3P/Qe6zgY71qfDZbWfmaqpPLX1c1zGSizq8ZXEFAUPL/ckyvIZf/GSNl4IIYS4eKkoqPVcMetcUnHHEh0dXWv/c889d1qLSzz77LN8/vnnvP3223V+uPpfKSkppKT8Pgdlnz59GDJkCG3btmX8+PHMnTu3VvlTfV9qiN+j6p30kZU7hBANiY/RgyeSh/LugVUcqNyA6p65GUVVyLb7Y1d9MetKAMjNSeTKkcmM7F2ER/lUFr01H3Bg323g55tb4qrSQVcjBoNCy7wyAn0qAGgWmM+RvBBQFIILqoiMKqF1rwOU/JiMuchJcYxCZVElAIU5JcycXckD91yPQef+BeK9Pb8xv3A3mr9GpsNO0M/VeBwrx2t/Oc/tfAz/IG9m/rCO5ZsOkhCRxat3foPF5GS/fR57KsbwXu/reOj7Rdg9nbw4ZCAFpRXc/tLXZOQUYzDoGHBJAlG5gVSU2/jnrb15893FqJqGoil0aRnP5EW/UmWqxBqqMSSqAy18QnFqKtWDrOjyXAQcM3Hf/dcTGhN0/t9A0aBIGy+EEEKIhiY9PR0fn9/ntDydXj4TJ07kxRdf5KWXXuLee+89o+s2a9aMXr16sXbt2pp9J1byOlmPnsLCwgY59L3eSR8hhGiIru/fkTW7jnDgWB4eiTYqvV1UayYe23kFyd453JRwA28/c0VN+Zz0AmC++4WmuBM+gDUjl+SxBeh8ncePwaUtDzA0pBvL123kijvXo7gUsr8LxPfaao6VBuBn9kH5JRNN09AUmGXfz+YlX/P94JsBKLBXuLvTlOjRHbFQFW2mKsYbY2Ea2zYcpO+VHXCpGgowsPNOjAZ3z50W5iJ+LlhBi9A+DOufhaLbSKZygJf+7UcxHgA4nCoLtuzjybsHcE0v99jiuIRQFi7fTovW4bz02yoqqx1oGhgTKvg2fSML+z/MM8mjeHPPAvzvDWNSh38S6xl8zt8jIYQQQggh6svHx6dW0uevTJw4kQkTJjBhwgSeeuqpv3VtTdPQ6X6fUPrE/D6pqakMHlx7CoXU1NRa8/80FGeU9MnOzua7777j6NGj2Gy2WscURWHq1KlnJTghhDhdAT5WHr09layKHzhS6Y+dy/lwvx6HZmJ1YRy2g5n0jfy9/Lb1h1E8rag2GwHJoRRsz8KgQb97dhDXrxBNg+ycSAKj+9LCpyPvzc8l52Awi7ROeOyoosjlS0FQABoK5VVOnp91BzPnLGZ3tJPqcDNb87PISs/DZXPxz7jOzD+yE7vt+HLXOne3z+x/B/Fv+zxeTtdz3aCOpO7dRH6JN3qdu5y9SkdZlZkJb3xN++jDhPap4ph9OyHXRVH0f0mggnspMIXckvKae0tuE0Vymyj2ZOVRsdRxfK+Gq1JHlauKrKpiBoV3oH9IO16du5x/T/uRq7skcWu/Luf+jRINnrTxQgghxMVJQ6kZUtUQaGcQywsvvMCECRN45plneO655/7W9Q8fPsyqVasYMGBAzb7IyEi6du3KrFmzeOSRR9Dr9QCsXbuWvXv38sADD/yta54L9U76/PTTT4wYMaLOF8ET5AuhEOJCya/6jRX5LViQ0w7Q8DIZKa12omrQ3Lv20KWPpyxCNRnJviKEI6EmfC4L4B/VQcT3SmfZwSQqq830jc8gPHUb21K34Gdsh9FTwyevjOL1XtjjjGiBcKItemT3Mi5pG4VLyQGg12Ert973OKpeR+DwdrhC9Kg+ejQdKCroPFScQS4cGry2YzFDrmzLGw90Ri18E5tqQlVU3nqiNSVaMoY1eewknLL9ZhLG5oO3SsDAbEo3+2MvsRAa6s3IS9vWeR4JIYF0io1k09EM0IEuuJoO/jG08HYv0T5/826+Wr0NgDcW/EaX+GjaxoSds/dHNHzSxgshhBCisZoyZQrjx48nJSWFIUOG1BqWBdC9e3cAbrvtNj755BMOHjxIbGwsAAMGDKBPnz60a9euZiLn//znPyiKwgsvvFCrnldffZWBAwdy7bXXcs8995Cbm8sTTzxBcnIyY8aMOT83Ww/1Tvo8+uijdOjQgf/+97+0bt0ao9F4LuISQoh6C/NMYX1R3u87dCrXx3XGx+jB7S171iobHO5Lrs6OLdQEQJnTgalvFKvTh7NgZwmKorHnWAz+L2fhdOgxWQ7hcac/6jF3lsfzaCXVfibMsS66xe5n3fI2HHPlEa7pufvR7qz56L/k6cwQG0HB9kIiFcjo70W1r54PrxnOjOwVbCyowGXXkZGv0fWT93jj8sEEHXuYfWs+Z/XP/mzem4DO/vv95G3wwniDi9FBh+mfsIqynh4YAr7Bw9oSna7uLyEGvY6Pb7uGfTn56E0wZfNv5GZXsuTIQVKat6Ta4axV3v4/r8XFR9p4IYQQQjRW8+bNA2DRokUsWrSozvETq5G6XC5cLlfNa4C2bdvy9ddfM3nyZKqqqggJCaF///48++yztGzZslY9ffv25ccff2T8+PEMGzYMq9XK0KFDee211057VbHzSdH+eKenwdPTk9mzZ3PFFVf8dWFx1pSWluLr60tJSUm9xjMKcTHRNJWnt0xnQeYxFKB3SCJvd73ppGVzMop4/51FfGXKRlM0NBQGdz7GgcxkdpYVAe7l1G/evoYb79xHToYHbx/pgKu1gv0ND5zZBnyusPDYHbP494S7UTX3WF/FBffdYCD754Usmt8cLSK05pql7a3odAreRxzkdDAR1dOLI0V2ym0OPDxthIRU0coUwuFnclHKFdA0lLJKOJ6Mue6xFMJGVDLI5F5yUkOHYh2NzueJUz4Th8tFWaWdj/dsZtqWdaiahl5R2HjzPVh0Bh6b9SMbDx3jqk5JPDG8b4NccUCcvr/bVlzMbby0s0IIIf5MU24nTtzbqCW3YPQ0XehwajgqqvluwCdN8pmfT/Xu6dOqVStKS0vPRSxCCPG3KIqOiR1up3PQFuwuJ1dHX3LKsqGR/ox/+QZCt7zDwtRD+BrK2DfOSVHEdhgZBTqFpFIHD724Gb1BIzy2jMdDq3ji1QiUPAXFw8TEe2/hhwWpqOjdw7w0DdDo0MqLyM4H8A12MfuXAKodRoxGPZclbCGkZRFbv29Bxe4wDqPHq62DckUhOLwYFNinHcPnBk9s04/3ujGb6DeiM0Nu7EGbLs3R1EK03OcBh3vUtSH6lPd4NLeIMVO/oaCskpB2vjWjol2axqcH1tHcJ5CpY65CJ4kecZy08UIIIYQQTUu9kz7PP/88Tz/9NH369CE0NPSvTxBCiPPIqNMzMqbzX5azOZys2nOEaI8W9Ooyj2Pfe1KCNyHZhXi8VcXYyTfgMmSi6Z04ABSIb+HLXTePYP/uLAYObU/JoVIyt5vwMZRT6vQCwOtYKc1b3Itiyya4TRrJpYEEh8STPGw3RZ77UIDQpELe/O5KtHILXWO3sTEjFkWhZn6gLv1aMrDdJaz+eSdh0f5ccV1X/Pw8AVB0ARDwMVrlNxzc48Gbbx3B1eYNbho7mKpjCrNXpdImNoy7hvTg29WpFJVXAZC9q5jYLn5kVJTh76vjv/t+RQMyKou5q1Xvej1jTdNYtWQnuVkl9B/SHr9Ar3qdLxouaeOFEEIIIZqWeid9hgwZwubNm4mPj6dDhw511qFXFIW5c+eetQCFEOJs0zSNO9//js2HMwF4eNSDtB6wFMO181EUWPZaPD07JeLpV4pWffwcwOLdkhHXd6upZ9uRZxn+zFaGs5X5n3Vj07xY7njkSkxmD3buuZm33poJlAPbaD2q0N2jRtEwGl242jkJ1HKICi4kOrgYlUtZnV9NqNmHe8I3Yw5+izbJg7j/lXjeuW0z7VtH8vr4azCbjSimzhzYHcx9Q19CU0D5GR4hh+qsUDQN1u5JI8TPixBvK6rq7n2kdyh80ncEISE+tJ87qeYeNhek1/v5/fDFWt57xf2s5n+9juk/PIBer/vrE0WDJ228EEIIcfFSNV3NlAUNQUOKpTGrd9Jn5syZPPfcc+j1eg4fPkxGRkat4zIfhBCioVq+fj/rth+hY5vomoSPAmzf72DYpbsorzBg8XHS7bajzFn5CUq35dzs5x61pSigMyTWqu9Y6XKysyOJjs2h04g9/KB2hBj3eOOC/HK8gytQVYWKAiu6rCuwh2/BaKrgl5xE7KqREx+XRsWLm+Ju4vGkWJxVP2IvfgsNoPoTvC3DgGZs253BHWM+wGgwUFlVzaCeCe74j8/KphRqaDUrwisUlVXSyuSD15EqnJ56rNl2dq49TPSITlwR2ZqfMnajAFfFtKv3c9y55SiKe8ohMtMKKC+twtffs971iIZH2nghhBBCiKal3kmfiRMnMmzYMGbOnIm/v/+5iEkIIc66bXuO8eQbP6BTFOYu3U5cUgCHi4vRgGibgdeHtsTpaEnPW/cRmZhDRvO1GF0W5pXFEW8sYXFeAt2IYJDH8fp2pPHqS0NxufQEBRfTbvgOgkJKuCTsMfLzrIQkd+D6N5cAsH9hH7p07M3QB3Zhi7dh7+AAQCnRs/pIBzwDbJiP/cad8dG4+xTB9x/F8PVbzcFahdLKjmY1k7k/B8VgQDXq+f7nnbTsGse+9YdxRulJTIkhJjuBeWt30SzUn1G92lGUUYLXMTuKTkFTNcKi3L02Xu86is0F6QSYrMT7BAOgqipOp4rJ9NfNQt8r27Hy5x2ARsfu8fj4Wc/qeyUuHGnjhRBCCCGalnonfXJycrjvvvvky6AQolE5muVekUs93h3mjj5dsJs1wvy8mTthAU6HAhqs/rgFZocX8W+6MAWo7LIHsLw4lg25cTjNBxgUkQzA199vxOXUgQL5eX7Mn9+dp/6xAIP+EHY7WNgAuBMqHYYdwu5SUV1g2mdBn2bCI9zJqGsT+LViGTYVluSu4tKgTrTzTaG8ajifvVbmDrxaw3wwDy3YH73NRXm8CY8iMBj1TP3+YQryS3FYVcKsfiiKwrM3DsCg06EoCkG+njzz2nWsWb6bS7on0KFLHAB6RUeXoNiaZ3N4TxZPjfmQksIK/nnv5fzzvoF1np+maSz/bj0ZB3MYcH0PPvj+fvJzS0nuFCu9P5oQaeOFEEKIi5eqKahaw/le15BiaczqnfTp2LEjx44dOxexCCHEOXNZ5wQ++X4dmbklxEUG0q9LCzytZgDWxQSyY8MhFAUsHhbaXdKNlPDupPmuY3nOAbYW+KCi0Se0JaqqUWWrpm1SJCu2HnKPcdJAqdLjTfXxuZg19AqAexyyn7kFGalpWAsqqQy0YnUZ+e9tN5HvdYxf9/8eo1lnRFH0HNPHozNuRnUoKArENc/C6WnD3NfOZq8OtN7nwbh/D0JRFPz9vZj9xRqyjhUx7NquxLWoPflu7wFJ9B6Q9KfP5v8+XEFpUQWapjHrnSUMH90LT2+PWmUWfbaSqfd/iqJTmPfhMj7d/irRzYP/3psiGhxp44UQQgghmpZ6J32mTJnCrbfeSocOHejQocM5CEkIIc4+X28Pvpoyhqy8EiKCfTEY9DXH7nx2ON6+VspLK/nHXZcTGedOZnTjUq4Mt/Fr7j5iPAOJ1Pnzz8dncjijEJOfiWpPBYNN5ZpLY/hxXxqf/NSHJ2+cS4C3hp/f87T2KEaHnhZ+N3LnVa9gPJyLj9lASGwQ079bS155BW0u70CpVw59grvQyieerJIyPlkHvrcb0f9WRlhsGVc+sQ8PHxcfbOnHLZHdGffU75NJf/PpKmZOW4pOp/Dr4p18sehhTGZjvZ6Nf5AXGu75Wjw8TRhPcv6+zUfQ6RVUl0ZJfhkF2cVExIWc2ZshGixp44UQQgghmpZ6J33Gjh1LXl4enTp1Ijw8/KQre2zbtu2sBSiEEGeL0aAnJjygzn5Pbwtjn74KgOpqJ1Oe/o6dm4+QMqoL/7i9D4Mj3ZMdf7lgI0czC9EAe1k1xoJKfDZlsmT5YUY/dRX61qE49fcTFR0FQPIfrmG1FqFXNFxGPYcivNm/7RAAew4rzJwwljZRYQDc/+V8dma6wNSa1jfnc9c/WqBzOdiYDdck9WFIi9qTSWccLUCnU1BVjbKSSt6fNI/taw7SK6UtNz94xWkNvbrpvoE4HS5yM4u5duxlJ53X5/J/dGfxl6tQXS7a9UokLDboL+sVjY+08UIIIcTFS0VBpeEMqWpIsTRm9U76BAYGEhQkX/aFEI3D90e3MSdtG50CYxjXug965eRLP07fuY63tq8mZqeC6/s8AGa8voi0zQdY9+Nm2nRvSdc7+qGpoFMBF+DlgcvLhGox8MmijTzX50YuSYwiO7cEq9WMj5cFAE0t5+GXVvL+yy05pMZSYlQ4sXSXokF6bjFt4txJn/SiXNTjq3AVV/iR4DcGgOaBJ7+/odd24bdfdlFVWU37DjH8+MVaAL567xeSu8TRqXfiyU/8Aw9PM3c/e/WfP8eyDA7fEk+4Zuaex/6FTidLaDZF0sYLIYQQQjQt9U76LF++/ByEIYQQZ9+B0jwe3zQXgLV5R4jx9Gd4bPs65fKqKnhp0zIAssoc1AxaqnawZME28PFl7ZZjtNqezsAerViyao/7uKLgCPSksrU7I/Pw1LkMbN+CFSv3YjTq+c9TI+nSPhYUC1EJHrzw4XZ+XG7jta/DcHi7q/D18aBXu7iaWIZ2SefzX8NRgMvarULVnOiUU39Ut0qO4otFj1BWWsXuTUdIXbmv5pij2lWrrMNVwKHC56h25RHj9xC+lm7/W10d2fmlpKZl8dn6reBtJFPR+GprKk8MvOwvzxWNj7TxQgghhBBNS72TPkII0VgUV1fV/LcCFFVXnrScUadDryi4NI2S9kZaF3rjPFxBUrsWrFl10F3IbGL37mwe+M/1bNhxlJKSKhSnCnp9Ta8dgF/W7kUPOBwuZs5eQ5f2sazJP8zbu7szKmg3Ud0SGB88iK27s0lsHc7gy9pg/MP8Qu1apJEQtQLQ8DD7/GnCx+5wotMp/Lx3Oy8cWoLRaKDbTS3JmJtG816xrPEvIKA4j5Z+7jmKjha9SkHlIkBjT+5YukZvQVH0p6x/w46jPPjKbByoKIk6NNyrnwVYZYl2IYQQQoimRlbvaprOKOlTWFjIG2+8wdKlSykoKCAoKIgBAwbwwAMPyDKvQogG45LAaIZFt2Veeipt/MIZEdvhpOX8zB682esq3t2xhuY+Abx8Uwo+JguZ6YWsGfqGu5Ci0KZbAv4+HqT3rELZWY3/ugqMezPRRXigelug2onXqiOoXhZsieFsPHSM2Su28bPHRvZVefFyehd0isLaK9oy6HJ3j6O0igJm7PwNX6MHd7S8jNxqB4rOhAEX5dUB7MnIpVVk3QmTv1q3jZfmL8OAQnVAEc5oBRzV7Ops5qnbbmHML/+Hbkc+H+5Zz4oRdxHk4UlFZSHuGZs1VM2GhorCqZM+P/22G03V0GngmaaS1DOa5MgwRnfr+HffGtGASRsvhBBCCNF01Dvpk5GRQc+ePUlLS6N169bExMSQmZnJCy+8wKeffsqqVauIiIg4F7EKIUS96BSFyV1G8Grnq085l88Jw+JaMyyuNQBHcov49ehhOidEcfn9HVn//V7aJMcw/J89WJZ+iDKHCi30lMb7YM71xG9FDg5vf0KWZKKoGrrqCnSairlUx5uv/0znWyIxFOsx7jTiFWZGGaRwYl66O9d8QlZVCQCljipSwodRUfEfwgxlFFcVcOeH73Fzn8Hc1q9LrXhfW/QrLk3DpalQYoXoKndCp8rF1vxMdCioaFQ4HRwuLWTPsgNMf03jH5Ms+AQ7aRH6HDrlz1f5SooPY8GKnegUhQijlRk3jarVK0k0PdLGCyGEEEI0LfVO+jz11FNUVVWxbt06unT5/Y+QDRs2MGzYMJ566ilmzpx5NmMUQoi/5a8SPn+0PzOfGyd/QbXThVesC1dyAbpxCrm6PdyHjY05mcd7yyigB3uYjpx/ROC9sxLl+AzMmsWIcvyaiqIQmumPz4+euJwa1dtVfkzaxtAhHcjPKyWjohh0ABp7i9bxWKsbOWwvw+40sO5gAs3Ds/m/tdvrJH0CvTw5VlgCGpgPV6Ia7OgUeHHUDfiF+jN913oqnQ5a+gXRNjCMiZ/9QO5Bb965bgCKAvMOXfenz2HvxoMc+nIVKTEhRHWJZ0jfZEn4XASkjRdCCCEuXjK8q2mqd9Jn0aJFvPjii7W+DAJ06dKF559/nmefffasBSeEEOfb+n1pVDvdEyDbzFWYjveYsatOsqqKuDKuBe9vW4cTDZ1dw5KjRzWCMb8KW6ABQxXYmvmg6UHvAtBo0yKCnxzuZa51OoVNu9N4N20b5WU2Yn3LOBrhjVFxcUXQL9icPQA9by4ewoYjCYBCXGDdpNW0m67i0Vvfoyo1FxwuolJ9eOCtW5g57kvKCsuZ9tI/8OwURrvAMCwGI/HJUWxdtR+dTiE6IRS9/tSJsKryKh7tPwF7VTWqqjL2lZsIu8bnrD9r0fBIGy+EEEII0bTUO+lTUlJCs2bNTnosLi6OkpKSvxuTEEJcMF1aRGPQ63C6VMz53ni0clHhstPWL4ZWPpEYdHpWXDeW52cvYv3WDHTV7vOsGUbMmRXuEVaXxaB66lFcGq/cPoQBXRJZvXIfa9cdxGo1s9qZw9G8cgAqq4J5e+DHGBUXFr0TkyGG6KCP2ZW5hRNjwIpLq5gwYTaX9k1kc14uQT6edPUNwL41191JSKdn8J0D+fb1+exctRdN1Xh79H/5LudDlOOTTI9+bCjB4X6UFFUw9Kaef/oMygrLqSq34a5aR+bBnHPwpEVDJG28EEIIIUTTUu+kT1xcHAsWLGDgwIF1ji1cuJC4uLiTnCWEEI1Dy8hgvnnsJrYfyaJ7Ygw+Piayqopp5hmMQece3hTl7cvU60fSa9U77pM0DWe4L5olF6XKjmJzoAaZ0Vn0XJIUjU6n8NIL15CdXYKfn5Ve//kAvc09SszqF0DZkb5ENDtKlP/1eJrdEzxffYmOL9ZuBcB5sJzfMveycuVeilpb0BTITIyvFbfVy4LT6QI0NE3D5ay9XLvBqOfqW2svs65pGge3HsHkYSKmVSQAlXYHma5q+vyrN79+thIPbwvD7h50dh+yaLCkjRdCCCEuXjK8q2mqd9JnzJgxPPHEE6iqyi233EJ4eDhZWVnMmjWLt99+m1deeeVcxCmEEOdNfHgg8eGBNa8TvMPqlPEwG+nePIq1h44BYC5ygoeZS3okkHRvf/blFjK8cxJB3p6Ae26f8HA/juQVYbM53PuATtFRDO1/V536nx7Wl8Kf9rIpNQOD3gNNUdxZIocGJoVCk8btzw7n56/XktwtnoH/6E6bS5rx0rFCyosquOfN0TW9fE5l+hOf8+3r8wEoHhtB+NWJ2NfqySoqwz/ag/d2TaF5bChGs5GcjCL8g7wwmf988mfRuEkbL4QQQgjRtNQ76fPoo49y8OBB3nnnHaZNm1azX9M07rjjDh555JGzGqAQQjRUk+4azG1jP6Iot4xAX09e+flJ4hLDa5ItNpeT1IJsmnn7420yAxDs44mnyUhltQMNuCT695WQ0iuPsqZgFVEeMfQI7IlvsROPAwU44sPBaCCqTQgFlGIy6Lnhso50S4xh1F2X15wf0zqS9zf/h2qHk3nrdjH1x98IjfFmYHwLAj2sdeKf/8GSmv+2/lzAgQ4FGIo8ACgqr2J7fhEt4iN5csyHbF9/GP8gb978+h5CIvzOwdMUDYG08UIIIYQQTUu9kz6KovD+++/z0EMPsWzZMgoKCggMDKR///60bNnyXMQohBDnxcpDR9iVk0tKq5bE+vv9ZXlfP08+++QuDh/KIzYuCE9Pc82xcoedq378hEOlhQSYPZg/ZAwRnj54mk10KLSyrSQfQ4VKmvEI9L6ECmc5/9nzEtWqAw0VBbj5qeEc3nWM4iM53Pb8NQwb05fMwlK8LCZ8rJZTxjXxi8X8uH4PGhrVvhpTW63llxtuxcNYu5dOYqfmbF+5G1XVsLfwQLW60OncPYo0TaNVZDB7tqezff1hAIoLylk6dzM33N3/DJ6uaAykjRdCCCEuXjK8q2mqd9LnhMTERBITE89mLEIIccEs3X+Qu777AQX4YN1Glt11Kz6WUydWTvCwmkhKds+Hk1NQxqFj+bRrEcH6wnQOlRaCE8rTnaS8PpN7LuvOXX26kr+/EJ9S9wzQh8y5AGw/doT8TANeIXZ0Oh0ZVcfo0aYXM7fUHk4TEfDXq2ht2ucecqagYKyArPIyDhYXkhwcWqvcc98+zILpS9hXmc+2mHKuSGzO0B4dWLMnjc4JUbSPiyDXXIzeoENTNVRVIyI26C+vLxo/aeOFEEIIIZqGU6/Z+wdFRUWMGjWK+fPnn7LM/PnzGTVqFAUFBWctOCGEOF82Z2SiUxQ0oNRm50hRce3jhYeYumcBq/P2nPT8/Wl5/OORj3nwtTn86+nPCDV6olPAUKxHsStUO128uXQVWSVljLq+u/skBUZd343Fm/Zx7yuL2Tu/BQd/aYZZZ6Z74J+vsPVnrurRpua/7X4aUd4+JPgH1Cnn5efJkLEDOPT1TkrvXMfRW5aRGODPfUN60iMxFoCQCD8mfXQbA0d04r6JI+hzZdszjks0TNLGCyGEEEI0XafV0+fDDz9k27ZtpKSknLJMSkoKDz30ENOmTWP8+PFnLUAhhDgfUhJbMHPDFqpdLloEBZIY/HuPlsPludy74UMAvjz6G+93vZP2/s1qnb9y80GqnU4AMvNKWblvG7GheeSXBeDAPU+OTlEw6fX8c3Qv+g5IwqDXERruxwPT5qKpGooGxYd9mdDqIQKsvmd8L3cP6UGvNnEcKi5Es0Lf2OZYDCefgHntgi1kHMgGIONANusWbGHATb1rlWnXtTntujY/43hEwyZtvBBCCCHAvWaIe5KBhkG70AE0EafV0+err75i7NixGAynzhEZDAbGjh3LDz/8cNaCE0KI86VteBhL7hzDzOtH8t0tN2D+w+fdkYpcVDTU403PgbLsOue3axFR0zJ5epgICrVgNTuISszFK6yc5iG+vDbqSgK93BMqh0Z4ExruB0CYrxeGKjDYwNOlx9vk9bfuRVEU2sWFM7xjG0YktsHf4nHKstGJ4QDo9O4GPur4a3HxkDZeCCGEEKLpOq2ePvv27aNz585/We6SSy7hhRde+NtBCSHEhRDu4024j3ed/V0CEoi2BpJeWUCQ2ZvLQpPqlOncJoZ3n/kHuw5m07tTPKHBnux1HmRH8QGuGdSOW5tfjaIoONVqvk57niMVW4m2tuH62IkYVQc6BTQNqu0ujmYVkhAdfD5umcTO8Uyc/TAbFm2lyxUdaNUl4bxcVzQc0sYLIYQQQjRdp5X0cTqdGI0nHxrwR0ajEYfD8beDEkKIhsTLaGHWpfdzpCKPaGsgVoP5pOU6toqiY6uomtdPJ91W89+apjFt4Wp+PfYz7S7dCkB65U52Ff1IQOBMNK0viqLhZTUTFvTXkzWfTT2GdqLH0E6U26upqK7G02Q6r9cXF5a08UIIIYQAWb2rqTqtpE94eDi7du2iT58+f1pu586dhIWFnZXAhBCiITHrjST6RJzx+TvScnh/8TqCQtRa+xX1MN3abUKvK+FYdjDD+16Hl8fJk0rn0rdbd/DsgiUoisLk4SkMTpKVmy4W0sYLIYQQQjRdpzWnz2WXXca77777p7/wORwO3nvvPfr163fWgjsbli9fjqIoJ93Wrl1bp/zmzZsZMGAAXl5e+Pn5MXLkSA4dOnTSut9++21atWqF2WwmLi6OiRMnnvQZ5ebmMnr0aIKCgrBarfTo0YOlS5ee9XsVQjRcyvEfKvKz/dn4WyJZ6QEY8vrTwmcQoKNz8kGGD9hAfFTHCxLfG8tX4dI0nKrKWyvqfjaKpqsxt/FCCCGEEOLPnVbS58EHH2TPnj2MGDGCzMzMOsczMzMZPnw4e/fu5cEHHzzrQZ4NkyZNYs2aNbW25OTkWmX27NlD3759qa6u5ptvvmHGjBns27eP3r17k5eXV6vsSy+9xP3338/IkSP56aefuOeee5g0aRLjxo2rVc5ut3P55ZezdOlSpk6dyty5cwkNDSUlJYUVK1ac8/sWQjQMAZ4eXNYqDgU4tDuKlYs6sn2XP+O2zGbCkX+yy34vcSFzMRsvzJw6kb4+6BQFnaIQ5Xd+h5eJC6sptPFCCCGE+PtODO9qSJv4+05reFe7du2YNm0a99xzD3FxcXTq1Im4uDgADh8+zKZNm1BVlffee4+2bdue04DPVIsWLejevfuflhk/fjxms5n58+fj4+P+o6dTp060aNGCyZMn8+qrrwJQUFDAiy++yNixY5k0aRIAffv2xeFw8Mwzz/DAAw+QlOSe6PWjjz5ix44drF69mh49egDQr18/2rdvz2OPPca6devO1S0LIRqIgtIKbnjhc8qq7OhMoOpBAbTkVKq0cnQG+PiYjWFxyX9Z17ny1qihvLNyLQadjvv69LhgcYjzrym08UIIIYQQ4uROq6cPwNixY/n1118ZNGgQ27dv58svv+TLL79k+/btpKSksHLlSm6//fZzGes55XQ6mT9/PqNGjapJ+ADExsbSr18/5syZU7Nv0aJF2Gw2xowZU6uOMWPGoGka33//fc2+OXPmkJiYWJPwAffStzfddBPr168nIyPj3N2UEKJB2JOWS1mV3f2iGm66tCMvjkkh65iVqnL3/D0GnQOnpv5JLWdHgb2Mn7I2c7g8p9b+MB9vXhwykAlXXk6gp/WcxyEalqbexgshhBBCXKxOq6fPCT169GDevHmoqkp+fj4AQUFB6HSnnTu6YMaNG8f1119fM6fOs88+S69evWqOHzx4kKqqKtq1a1fn3Hbt2rF48WJsNhsWi4UdO3YA1PnFMzw8nKCgoJrjADt27KB3794nrRPcE2NGRkaelXsUQjRMbZqF4a/o0dYcQ+/S8Ordjkd+WIRGIFmH/Wnd4yC9QvviaTi3q2aVVFdw85o3KHZUoFd0vN9lHK19o/76RHFRaMxtvBBCCCH+voY2pKohxdKYndE3OZ1OR0hICCEhIQ3+y6Cvry/3338/77//PsuWLWPq1Kmkp6fTt29ffvrpp5pyBQUFAAQEBNSpIyAgAE3TKCoqqilrNpvx9PQ8adkTdZ0oe6o6/3jd/2W32yktLa21CSEapiOZhSxctYv84oqTHvfz8qBzsYKlyI6xpJrFry1GO35MU3XcHXk/j7a59oyvfzSrkFGPz6DPHW/xzZItpyy3tyyDYoc7RlVT2VC4/4yvKZquxtTGCyGEEEKIP9eovs392Upc/7tt3boVgI4dO/Lmm28yfPhwevfuzZgxY1i9ejXh4eE89thjda6hKKfOJv7x2OmWq2/ZE15++WV8fX1rtujo6FPWIYS4cHYfzuHGZz7luQ8W8c9nPqW4vOqk5VSHe+iWpmnoXOBtdvfqifT1oUdss78Vw4wf1pGRW4Kt2snrny+nyn7yVZgSvSPxNbqHbukUHV0CLsyk0UIIIYQQQojzo17Duy60xMREpk+fflplY2JiTnnMz8+PoUOH8t///peqqio8PDwIDAwETt7zprCwEEVR8PPzAyAwMBCbzUZlZSVWq7VO2U6dOtW8DgwMPGWdcPKeRQBPPvkkDz30UM3r0tJSSfwI0QCt33kUl8ud0Ckqq2LP4Ry6t21Wp9ydE0Yy6a6PsVXa+fer19OyZzz78gpIDg/Fy/z3hnV5erjPVwCTUY9ed/Jksq/Jk0+6P8j6wn209omiuVfY37quEEIIIYRoOmR4V9PUqJI+4eHhZ20iSU1zD6440dMmPj4eDw8PUlNT65RNTU0lISEBi8UC/D6XT2pqKt26daspl52dTX5+fq2l4Nu2bXvKOoE6y8afYDabMZvNZ3JrQojzqEtSDDqdgkvV8PW00KpZ6EnLJbSNZsaq8bX2dT9LEybfOfJSSipsZBeUcsfwSzEZT/3RHmzxYUhE57NyXSGEEEIIIUTD1qiGd50tRUVFzJ8/nw4dOtQkcgwGA8OGDWP27NmUlZXVlE1LS2PZsmWMHDmyZl9KSgoWi4WZM2fWqnfmzJkoisLw4cNr9o0YMYI9e/bUWprd6XQya9YsunXrRkRExLm5SSHEeZHUPIzPnr+JZ28bxOcv/gs/b4/zHoOvlwcv3T2Ej565gW7Jsad1zo+rdjHsoemMfekrcovK/vqEBmbLvmM89t483vr2V+wO54UORwghhBBCiAapUfX0ORM33ngjMTExdO7cmaCgIPbv38+UKVPIycmpk7SZOHEiXbp0YejQoTzxxBPYbDbGjx9PUFAQDz/8cE25gIAAnnnmGZ599lkCAgIYNGgQGzZsYMKECdx+++0kJSXVlL311luZNm0a1157La+88gohISG8++677N27lyVLlpyvxyCEOIcSooNJiA6+0GHUOFi+haXZn2A1+HJV5H34GINqHa+0VfPCRz/hUjXyisuZPmcNT9866AJFW3+Vtmrue3N2TbLHYjJyx1U9LnBUQgghhBCNm6YpaA1oSFVDiqUxa/JJn3bt2vH111/z3//+l/LycgICAujVqxefffYZXbp0qVW2VatWLF++nMcff5xrrrkGg8FA//79mTx5MsHBtf+ge/rpp/H29mbatGlMnjyZsLAwnnjiCZ5++ula5cxmM0uXLuWxxx7jvvvuo7Kykg4dOrBw4UIuu+yyc37/QoiLi6apfJv2Kna1EgUdi7M+ZkjQv3ntoS/YtekIV97QnWvuufz40Fb3MFfdKeYAaqgqbdXYqt0JH51OIa+4/AJHJIQQQgghRMOkaCcmtxENWmlpKb6+vpSUlODj43OhwxFCNFCq5uKVXf/AqTlQUGjp3RXLL715/4XvOfFp/9YPD3KkspL3vvuN8CAfJt5xJUF+Xhc28Hp6/evlfLF4MwE+Vv77yLU0jwi80CE1CE2lrfjll1+YNWsWq1evJj09HT8/Pzp37sz48eNrLZZwwubNm3nsscdYu3ZtrR9smjdvftrXbCrPTgghxLnRlNuJE/fWc+69GDwbzryyzgo7q65+p0k+8/Opyff0EUKIi4lO0XNV5P38lPUhVoMP/UNvZq3+KH9M7+v0OgZ2S2Rgt8QLF+jf9NB1fbnr6ksxmwzodRfl9HRN2nvvvUdBQQH3338/SUlJ5OXlMWXKFLp3785PP/1E//79a8ru2bOHvn370qFDB7755puaodm9e/dm69atdXrqCiGEEOLkVBRUGk4P8IYUS2MmSR8hhGhikv360Ma3Nzml5fgarFxxXRh7thxl56bDDL6hB/FJkRc6xLPCavl7S92LhmvatGmEhITU2peSkkJCQgKTJk2qlfQZP348ZrOZ+fPn1/wK2KlTJ1q0aMHkyZN59dVXz2vsQgghhBANiSR9hBCiiXG4XNzx6RzWHkon1MeLr+64nkff+OeFDkuI0/a/CR8ALy8vkpKSSE9Pr9nndDqZP38+N998c61u37GxsfTr1485c+ZI0kcIIYQQFzXpEy+EEI3MT1v28uBH85i1fDMnm5Zt+7Fs1h5y/2GcV1bB3K27z3eIQpx1JSUlbN68mTZt2tTsO3jwIFVVVbRr165O+Xbt2nHgwAFsNtv5DFMIIYRotFRNaXCb+Pukp48QQjQi+zPzeXzmj2jAL9sPEObvzYD2LWqVCfPxQq9T0DRQNY3oAN8LE6wQZ9G4ceOoqKiotUpmQUEBAAEBAXXKBwQEoGkaRUVFhIeH1zlut9ux2+01r0tLS89B1EIIIYQQF5b09BFCiEYkv7SCP/btyS2pu1x5pL8vH9w8gmHtWzF+WH+uTG55/gIU4n8sX74cRVFOa9u6detJ63j22Wf5/PPPeeONN066epeinPqXwFMde/nll/H19a3ZoqOjz+j+hBBCCCEaMunpI4QQjUjnFlH0aBXLmj1HiQ8LZHCnVictd2l8LJfGx57n6ISoKzExkenTp59W2ZiYmDr7Jk6cyIsvvshLL73EvffeW+tYYGAg8HuPnz8qLCxEURT8/PxOeq0nn3yShx56qOZ1aWmpJH6EEEJc1DRNQWtAQ6oaUiyNmSR9hBCiETHq9bx31wjKqux4WczodNIYioYtPDyc22+//YzOnThxIhMmTGDChAk89dRTdY7Hx8fj4eFBampqnWOpqakkJCRgsVhOWrfZbMZsNp9RXEIIIYQQjYUM7xJCiEZGURR8rBZJ+Igm7YUXXmDChAk888wzPPfccyctYzAYGDZsGLNnz6asrKxmf1paGsuWLWPkyJHnK1whhBBCiAZJevoIIYQQokGZMmUK48ePJyUlhSFDhrB27dpax7t3717z3xMnTqRLly4MHTqUJ554ApvNxvjx4wkKCuLhhx8+36ELIYQQjVZDWzGrIcXSmEnSRwghhBANyrx58wBYtGgRixYtqnNc036fzrxVq1YsX76cxx9/nGuuuQaDwUD//v2ZPHkywcHB5y1mIYQQQoiGSJI+QgghhGhQli9fXq/ynTp1YsmSJecmGCGEEEKIRkySPkIIIYQQQgghxEVOVu9qmmQiZyGEEEIIIYQQQogmSJI+QgghhBBCCCGEEE2QDO8SQgghhBBCCCEucloDW71LhnedHdLTRwghhBBCCCGEEKIJkqSPEEIIIYQQQgghRBMkw7uEEEIIIYQQQoiLnAZo2oWO4ncNKJRGTXr6CCGEEEIIIYQQQjRBkvQRQgghhBBCCCGEaIJkeJcQQgghhBBCCHGRU1FQaDgrZqkNKJbGTHr6CCGEEEIIIYQQQjRBkvQRQgghhBBCCCGEaIJkeJcQQgghhBBCCHGR0zQFTWs4Q6oaUiyNmfT0EUIIIYQQQgghhGiCJOkjhBBCCCGEEEII0QTJ8C4hhBBCCCGEEOIip2oKSgMaUqU2oFgaM+npI4QQQgghhBBCCNEESdJHCCGEEEIIIYQQogmS4V1CCCGEEEIIIcRFTtPcW0PRkGJpzKSnjxBCCCGEEEIIIUQTJEkfIYQQQgghhBBCiCZIhncJIYQQQgghhBAXOU1T0BrQilkNKZbGTHr6CCGEEEIIIYQQQjRBkvQRQgghhBBCCCGEaIJkeJcQQgghhBBCCHGRk+FdTZP09BFCCCGEEEIIIYRogiTpI4QQQgghhBBCCNEEyfAuIYQQQgghhBDiIqdqCkoDGlKlNqBYGjPp6SOEEEIIIYQQQgjRBEnSRwghhBBCCCGEEKIJkqSPEEIIIYQQQghxkdO0hrfVxy+//MKtt95Kq1at8PT0JDIykquvvppNmzb95bmzZ8/mhhtuICEhAQ8PD5o1a8Y///lP9u/fX6ds3759URSlzpaSklK/gM8TmdNHCCGEEEIIIYQQjdp7771HQUEB999/P0lJSeTl5TFlyhS6d+/OTz/9RP/+/U957quvvkpYWBhPP/00zZs3Jz09nUmTJnHJJZewdu1a2rRpU6t88+bN+fzzz2vt8/PzOxe39bdJ0kcIIYQQQgghhBCN2rRp0wgJCam1LyUlhYSEBCZNmvSnSZ958+bVObd///40a9aMN954gw8//LDWMQ8PD7p37372gj+HJOkjhBBCCCGEEEJc5NxDqhrOiln1Hd71v0kbAC8vL5KSkkhPT6/3uREREURFRf3luQ1do5zTp6ysjMcee4xBgwYRHByMoihMmDDhlOU3b97MgAED8PLyws/Pj5EjR3Lo0KGTln377bdp1aoVZrOZuLg4Jk6ciMPhqFMuNzeX0aNHExQUhNVqpUePHixduvSkdS5ZsoQePXpgtVoJCgpi9OjR5ObmntG9CyGEEEIIIYQQ4q+VlJSwefPmOsOzTsehQ4c4evToSc89ePAgAQEBGAwG4uPjefrpp6mqqjobIZ91jTLpU1BQwAcffIDdbmf48OF/WnbPnj307duX6upqvvnmG2bMmMG+ffvo3bs3eXl5tcq+9NJL3H///YwcOZKffvqJe+65h0mTJjFu3Lha5ex2O5dffjlLly5l6tSpzJ07l9DQUFJSUlixYkWtsitWrODKK68kNDSUuXPnMnXqVJYsWcLll1+O3W4/K89DCCGEEEIIIYRoikpLS2tt9fk7ety4cVRUVPD000/X65pOp5PbbrsNLy8vHnzwwVrHevXqxeuvv853333HDz/8wODBg/nPf/5DSkoKqqrW6zrnQ6Mc3hUbG0tRURGKopCfn19nfN0fjR8/HrPZzPz58/Hx8QGgU6dOtGjRgsmTJ/Pqq68C7kTSiy++yNixY5k0aRLgnpXb4XDwzDPP8MADD5CUlATARx99xI4dO1i9ejU9evQAoF+/frRv357HHnuMdevW1Vz/0UcfpWXLlnz77bcYDO7HHRcXR8+ePZkxYwZ333332X9AQgghhBBCCCFEPWia0sCGd7ljiY6OrrX/ueee+9ORPic8++yzfP7557z99tt06tSpHtfVuO2221i5ciXfffddneu/+OKLtV4PHjyYZs2a8cgjjzB37lxGjBhx2tc6HxplT58TS6L9FafTyfz58xk1alRNwgfcSaN+/foxZ86cmn2LFi3CZrMxZsyYWnWMGTMGTdP4/vvva/bNmTOHxMTEmoQPgMFg4KabbmL9+vVkZGQAkJGRwYYNG/jXv/5Vk/ABuPTSS2nZsmWt6wshhBBCCCGEEKK29PR0SkpKarYnn3zyL8+ZOHEiL774Ii+99BL33nvvaV9L0zRuv/12Zs2axcyZM7n66qtP67ybbroJgLVr1572tc6XRpn0OV0HDx6kqqqKdu3a1TnWrl07Dhw4gM1mA2DHjh0AtG3btla58PBwgoKCao6fKHuqOgF27txZq85Tlf1jnf/LbrfX6cYmhBBCCCGEEEJcTHx8fGptZrP5T8tPnDiRCRMmMGHCBJ566qnTvs6JhM/HH3/Mhx9+WJPIqQ+druGlWBpeRGdRQUEBAAEBAXWOBQQEoGkaRUVFNWXNZjOenp4nLXuirhNlT1XnH6/7V9f/Y53/6+WXX8bX17dm+98uZUIIIYQQQgghxNmiNcCtvl544QUmTJjAM888w3PPPXf6965pjB07lo8//pj333+/zgigv/LJJ58ANMhl3C/4nD7Lly+nX79+p1V2y5YtdOjQod7X+LOhYH88drrlzlbZP6vjySef5KGHHqp5XVpaKokfIYQQQgghhBDiJKZMmcL48eNJSUlhyJAhdYZanUjI3HbbbXzyySccPHiQ2NhYAP7973/z0Ucfceutt9K2bdta55rNZjp27AjAypUreemllxgxYgTNmzfHZrOxcOFCPvjgA/r378+wYcPO092evgue9ElMTGT69OmnVTYmJqZedQcGBgKctEdNYWEhiqLg5+dXU9Zms1FZWYnVaq1T9o8TPwUGBp6yTvi9Z89fXf9kPYBOMJvNf9ltTQghhBBCCCGEEDBv3jzAPV/vokWL6hzXNHffIZfLhcvlqnn9x3NnzJjBjBkzap0XGxvLkSNHAPf0L3q9nhdeeIH8/HwURaFFixY8//zzPPzwww1yeNcFT/qEh4dz++23n5O64+Pj8fDwIDU1tc6x1NRUEhISsFgswO9z+aSmptKtW7eactnZ2eTn55OcnFyzr23btqesE6gpe+J/U1NTGTx4cJ2yf6xTCCGEEEIIIYS4UBrq6l2na/ny5adVbubMmcycObPWvhNJnb+SkJDAggUL6hXXhdbw0lBnkcFgYNiwYcyePZuysrKa/WlpaSxbtoyRI0fW7EtJScFisdR582fOnImiKAwfPrxm34gRI9izZ0+tpdmdTiezZs2iW7duREREABAZGUnXrl2ZNWsWLperpuzatWvZu3dvresLIYQQQgghhBBCnE0XvKfPmVq4cCEVFRU1yZxdu3bx7bffAjB48OCaIVoTJ06kS5cuDB06lCeeeAKbzcb48eMJCgri4YcfrqkvICCAZ555hmeffZaAgAAGDRrEhg0bmDBhArfffjtJSUk1ZW+99VamTZvGtddeyyuvvEJISAjvvvsue/fuZcmSJbXifPXVVxk4cCDXXnst99xzD7m5uTzxxBMkJyfXe3IoIYQQQgghhBBCiNOlaH8cyNaINGvWjKNHj5702OHDh2nWrFnN602bNvH444+zZs0aDAYD/fv3Z/LkycTHx9c596233mLatGkcOXKEsLAwxowZw9NPP43RaKxVLicnh8cee4z58+dTWVlJhw4deOGFFxgwYECdOhcvXsz48ePZunUrVquVoUOH8tprrxESEnLa91taWoqvry8lJSX4+Pic9nlCCCEuHtJWnDl5dkIIIf5MU24nTtxb80+eQm+1XOhwargqbRy6ZVKTfObnU6NN+lxsmvKHjBBCiLND2oozJ89OCCHEn2nK7YQkfZq2Jj2njxBCCCGEEEIIIcTFSpI+QgghhBBCCCGEEE1Qo53IWQghhBBCCCGEEGdJA1uynYYUSyMmPX2EEEIIIYQQQgghmiBJ+gghhBBCCCGEEEI0QTK8SwghhBBCCCGEuMhpmntrKBpSLI2Z9PQRQgghhBBCCCGEaIIk6SOEEEIIIYQQQgjRBMnwLiGEEEIIIYQQ4iKnNbDVuxpSLI2Z9PQRQgghhBBCCCGEaIIk6SOEEEKIBu3DDz9EURS8vLxOenzz5s0MGDAALy8v/Pz8GDlyJIcOHTrPUQohhBBCNDyS9BFCCCFEg5WRkcEjjzxCRETESY/v2bOHvn37Ul1dzTfffMOMGTPYt28fvXv3Ji8v7zxHK4QQQjRimtLwNvG3SdJHCCGEEA3WXXfdRZ8+fRg4cOBJj48fPx6z2cz8+fMZPHgwI0eOZMGCBeTl5TF58uTzHK0QQgghRMMiSR8hhBBCNEizZs1ixYoVvPvuuyc97nQ6mT9/PqNGjcLHx6dmf2xsLP369WPOnDnnK1QhhBBCiAZJkj5CCCGEaHByc3N54IEHeOWVV4iKijppmYMHD1JVVUW7du3qHGvXrh0HDhzAZrOd61CFEEKIJkHTGt4m/j5Zsl0IIYQQDc4999xDYmIid9999ynLFBQUABAQEFDnWEBAAJqmUVRURHh4eJ3jdrsdu91e87q0tPQsRC2EEEII0bBITx8hhBBCnDPLly9HUZTT2rZu3QrAd999x7x585g+fTqK8teTOP5ZmVMde/nll/H19a3ZoqOjz+j+hBBCCCEaMunpI4QQQohzJjExkenTp59W2ZiYGMrLyxk3bhz33XcfERERFBcXA1BdXQ1AcXExRqMRT09PAgMDgd97/PxRYWEhiqLg5+d30ms9+eSTPPTQQzWvS0tLJfEjhBDi4qYd3xqKhhRLIyZJHyGEEEKcM+Hh4dx+++2nXf7IkSPk5OQwZcoUpkyZUue4v78/V199Nd9//z3x8fF4eHiQmppap1xqaioJCQlYLJaTXsdsNmM2m0//RoQQQgghGiFJ+gghhBCiwQgLC2PZsmV19r/yyiusWLGChQsXEhQUBIDBYGDYsGHMnj2b//znP3h7ewOQlpbGsmXLePDBB89r7EIIIYQQDY0kfYQQQgjRYFgsFvr27Vtn/8yZM9Hr9XWOTZw4kS5dujB06FCeeOIJbDYb48ePJygoiIcffvj8BC2EEEI0AZqmoGl/PZfe+dKQYmnMZCJnIYQQQjRarVq1Yvny5RiNRq655hpGjx5NQkICv/76K8HBwRc6PCGEEEKIC0p6+gghhBCiwZs5cyYzZ8486bFOnTqxZMmS8xuQEEIIIUQjIEkfIYQQQgghhBBCyIpZTZAM7xJCCCGEEEIIIYRogiTpI4QQQgghhBBCCNEEyfAuIYQQQgghhBDiIierdzVN0tNHCCGEEEIIIYQQogmSpI8QQgghhBBCCCFEEyTDu4QQQgghhBBCiIudRsNavashxdKISU8fIYQQQgghhBBCiCZIkj5CCCGEEEIIIYQQTZAM7xJCCCGEEEIIIS56yvGtoWhIsTRe0tNHCCGEEEIIIYQQogmSpI8QQgghhBBCCCFEEyTDu4QQQgghhBBCiIudrN7VJElPHyGEEEIIIYQQQogmSJI+QgghhBBCCCGEEE2QDO8SQgghhBBCCCEudjK8q0mSnj5CCCGEEEIIIYQQTZAkfYQQQgghhBBCCCGaIBneJYQQQgghhBBCXOw0xb01FA0plkZMevoIIYQQQgghhBBCNEGS9BFCCCGEEEIIIYRogmR4lxBCCCGEEEIIcZHTNPfWUDSkWBqzRtnTp6ysjMcee4xBgwYRHByMoihMmDDhpGVHjx6Noih1tlatWp20/Ntvv02rVq0wm83ExcUxceJEHA5HnXK5ubmMHj2aoKAgrFYrPXr0YOnSpSetc8mSJfTo0QOr1UpQUBCjR48mNzf3jO9fCCGEEEIIIYQQ4q80yqRPQUEBH3zwAXa7neHDh/9leQ8PD9asWVNr+/rrr+uUe+mll7j//vsZOXIkP/30E/fccw+TJk1i3LhxtcrZ7XYuv/xyli5dytSpU5k7dy6hoaGkpKSwYsWKWmVXrFjBlVdeSWhoKHPnzmXq1KksWbKEyy+/HLvd/reegxBCCCGEEEIIIcSpNMrhXbGxsRQVFaEoCvn5+Xz44Yd/Wl6n09G9e/c/LVNQUMCLL77I2LFjmTRpEgB9+/bF4XDwzDPP8MADD5CUlATARx99xI4dO1i9ejU9evQAoF+/frRv357HHnuMdevW1dT76KOP0rJlS7799lsMBvfjjouLo2fPnsyYMYO77777jJ+DEEIIIYQQQghxVmjHt4aiIcXSiDXKnj4nhmidTYsWLcJmszFmzJha+8eMGYOmaXz//fc1++bMmUNiYmJNwgfAYDBw0003sX79ejIyMgDIyMhgw4YN/Otf/6pJ+ABceumltGzZkjlz5pzVexBCCCGEEEIIIYQ4oVEmfeqrqqqKsLAw9Ho9UVFR3HvvvRQWFtYqs2PHDgDatm1ba394eDhBQUE1x0+UbdeuXZ3rnNi3c+fOWnWequwf6xRCCCGEEEIIIYQ4mxrl8K76aN++Pe3btyc5ORlwz7HzxhtvsHTpUjZs2ICXlxfgHt5lNpvx9PSsU0dAQAAFBQU1rwsKCggICDhpuRPH//i/pyr7xzr/l91urzXnT0lJCQClpaV/fsNCCCEuWifaCE2Wu6i3E89M2lkhhBAnc1G0sZri3hqKhhRLI3bBkz7Lly+nX79+p1V2y5YtdOjQoV71P/jgg7VeDxw4kI4dO3LNNdcwffr0Wsf/bMjY/x47G2X/rI6XX36ZiRMn1tkfHR19ynOEEEIIcP/o4Ovre6HDaFTKysoAaWeFEEL8ubKyMmljRaNywZM+iYmJTJ8+/bTKxsTEnJVrjhgxAk9PT9auXVuzLzAwEJvNRmVlJVartVb5wsJCOnXqVKvsyXrpnBgydqJnT2BgIMApy56sB9AJTz75JA899FDN6+LiYmJjY0lLS7uoP2RKS0uJjo4mPT0dHx+fCx3OBSPPwU2egzyDE+Q5uJWUlBATE/On7Ys4uYiICNLT0/H29j7r8wb+XfLv+8zJsztz8uzOnDy7M9eQn52maZSVlREREXGhQxGiXi540ic8PJzbb7/9vF9X0zR0ut+nNDoxl09qairdunWr2Z+dnU1+fn7N8LATZVNTU+vUeWLfibIn/jc1NZXBgwfXKfvHOv+X2WzGbDbX2e/r69vgPgAvBB8fH3kOyHM4QZ6DPIMT5Dm4/bF9E6dHp9MRFRV1ocP4U/Lv+8zJsztz8uzOnDy7M9dQn11T//Fd0dxbQ9GQYmnMLspvhd9++//s3XlclXX+///nUfQgIhjgAu67uaBmLlgWuEWmk1A2U9OipvMdtVJbyBUh97Ixx9Fm3AZ/QzWluXxyawLBalyirAlttFwzS1FQcAEEuX5/OJw8HkAOAmfhcb/drpud9/U+13ld73O43qfXeb+v9zpduXLFahn38PBweXp6Ki4uzqpuXFycTCaThg0bZimLiIjQwYMHrZZmz8/PV3x8vHr16mXJ/jZq1Eg9e/ZUfHy8rl27Zqm7Z88eHTp0SJGRkRVzggAAAAAAoMpz+Eifstq2bZsuX75smYP/3Xffad26dZKkwYMHy8vLSydOnNATTzyh3/3ud2rdurVMJpN27typt956Sx07drQaYeTn56fp06drxowZ8vPz06BBg5SSkqKYmBiNHj1aHTp0sNQdNWqUli5dquHDh2v+/PmqX7++li1bpkOHDikhIcEqzgULFmjgwIEaPny4xo0bp7S0NE2ePFmdOnWyWR4eAAAAAACgvLhs0mfs2LE6ceKE5fHatWu1du1aSdKxY8fUvHlz+fj4qEGDBvrTn/6kM2fO6Nq1a2rWrJleeOEFTZ061WalrmnTpqlOnTpaunSpFi5cqIYNG2ry5MmaNm2aVT2z2azExERFRUXp+eef15UrV9S1a1dt27ZN999/v1Xd0NBQbd26VdHR0Ro6dKi8vLw0ZMgQvfHGG0VO3yqO2WzWzJkz7XqOO6IdrqMdrqMdaINCtMN1tIN74n0tO9qu7Gi7sqPtyo62czDjf5uzcKZYXJjJcOs15wAAAAAAQHGysrLk6+urJm+9pmq1PB0djkVBdo5OToxWZmamU97jyVVUyXv6AAAAAAAAuDuXnd4FAAAAAADKiWG6vjkLZ4rFhTHSBwAAAAAAwA2R9KkEFy9eVFRUlAYNGqR69erJZDIpJiamyLojRoyQyWSy2dq3b19k/SVLlqh9+/Yym81q0aKFYmNjlZeXZ1MvLS1NI0aMUEBAgLy8vBQSEqLExMQij5mQkKCQkBB5eXkpICBAI0aMUFpaWpnPX7KvDSRp3759GjBggLy9vVW3bl1FRkbq6NGjRdZ1lTYoTnJycpHvuclk0p49e2zqO7ptHO3SpUuaOHGigoKC5Onpqa5du+qf//yno8Oyiz3vuTu93/ZcBxx93hV1DShtG7hrX4Dbs3LlSplMJnl7exe5356/G3e3Y8cOjRo1Su3bt1ft2rXVqFEjPfzww/rqq6+KrE/b/cod+tmKZs/ni89WyUq6rtF2QPkg6VMJ0tPTtXz5cuXm5mrYsGG3rF+rVi3t3r3banv//fdt6s2ZM0cTJkxQZGSkPv74Y40bN05z587V+PHjrerl5uaqf//+SkxM1OLFi7Vp0yY1aNBA4eHh2rlzp1XdnTt36sEHH1SDBg20adMmLV68WAkJCerfv79yc3MrpQ0OHjyo0NBQXb16VR988IFWr16t77//Xn379tXZs2ddtg1uZe7cuTbve6dOnazqOLptnEFkZKTWrFmjmTNnatu2berRo4cef/xxvfvuu44OzW63es/d7f0u7XXA0eddkdcAe66F7tgXoOxOnTqll19+WUFBQUXut+fvpip4++23dfz4cU2YMEFbt27V4sWLlZaWpt69e2vHjh1WdWk7a+7Uz1aU0n6++GyVrKTrGm3nIIYTbrh9BipcQUGBUVBQYBiGYZw9e9aQZMycObPIus8884xRu3btWx7z3Llzhqenp/GHP/zBqnzOnDmGyWQyDhw4YClbunSpIcnYtWuXpSwvL8/o0KGD0bNnT6vn9+jRw+jQoYORl5dnKfv3v/9tSDKWLVt2y7iKY08bDB8+3AgICDAyMzMtZcePHzdq1KhhREVFWcpcrQ2Kk5SUZEgy1q5de8u6jm4bR9uyZYshyXj33XetygcOHGgEBQUZ+fn5DorMPqV9z93t/S7tdcDR512R14DStoG79gUouyFDhhhDhw4t9rNR2r+bquLMmTM2ZRcvXjQaNGhg9O/f36qctvuVu/SzFa20ny8+WyUr6bpG21WuzMxMQ5LR5E+zjGZvv+E0W5M/zTIkWX0OYD9G+lSCwmH55Wn79u3KycnRyJEjrcpHjhwpwzC0ceNGS9mGDRvUrl07hYSEWMo8PDz05JNP6osvvtCpU6ckXc+2p6Sk6KmnnpKHx6/3+O7Tp4/atm2rDRs2lDne0rZBfn6+Nm/erEceecRqWb5mzZopLCzMKgZXa4Pb5ei2cQYbNmyQt7e3hg8fblU+cuRI/fzzz9q7d6+DIit/7vh+l+Y64OjzruhrQHn3B67YBrBffHy8du7cqWXLlhW5356/m6qifv36NmXe3t7qUcwkJwAAh9hJREFU0KGDTp48aSmj7axVpX72dpTm88Vnq2QlXddoO6B8kfRxQtnZ2WrYsKGqV6+uxo0b67nnnlNGRoZVnf3790uSOnfubFUeGBiogIAAy/7CusHBwTavU1h24MABq2MWV/fGY1aUI0eOKDs7u9gYDh8+rJycHEnu1wbjx4+Xh4eHfHx89MADD+jzzz+32u/otnEG+/fv15133mn1P6LSr7FWxme0PJX0nlfV99vR5+0M18FCVbkvwK/S0tI0ceJEzZ8/X40bNy6yjj1/N1VZZmam9u3bp44dO1rKaDtr7tbPVqabP198top3q+sabedAjp7KxfSuCsGS7U6mS5cu6tKli+W+Hjt37tSiRYuUmJiolJQUy03O0tPTZTabVbt2bZtj+Pn5KT093fI4PT1dfn5+RdYr3H/jv8XVvfGYFeVWMRiGofPnzyswMNBt2sDX11cTJkxQaGio/P39dfjwYb3xxhsKDQ3Vli1b9MADD5QqtopuG2eQnp6uli1b2pQ7Y6wlKc17XlXfb0eftzNcByX6Avxq3LhxateuncaOHVtsHXv+bqqy8ePH6/Lly5o2bZqljLaz5i79rCPc/Pnis1W8W13XaDugfJH0sVNycrLCwsJKVffrr79W165d7Tr+pEmTrB4PHDhQ3bp106OPPqoVK1ZY7S9pisDN+8qjbmF5RbdBSTHcvM9RbVCcsrRNt27d1K1bN0t53759FRERoc6dOysqKsqS9ClNDJXRNo7mSrEWx573vKq+344+77JeA8qLK/QFsE9Z+ocPP/xQH330kb7++utStbsr/G2XRXl875gxY4beeecdLVmyRN27d7fZ765tVxa0hf1K+nzRntbsua7RdkD5IOljp3bt2mnFihWlqtu0adNyec2IiAjVrl3bailnf39/5eTk6MqVK/Ly8rKqn5GRYdXh+Pv7F/nLTOE0gcIsur+/v6Sif8XJyMiw1KvINrhVDCaTSXXr1rXUdVQbFKe82qZu3boaMmSI/vrXvyo7O1u1atVyeNs4A1eK1V43v+dV9f129Hnf7jWgIjlbXwD72Ns/XLp0SePHj9fzzz+voKAgXbhwQZJ09epVSdKFCxdUo0YN1a5d266/G1d0u31rbGysZs+erTlz5ui5556z2ufubWcvZ+8jnFFxny8+W7ZKe12j7RzI2aZUOVMsLoykj50CAwM1evToSn9dwzBUrdqvt2AqvH9DamqqevXqZSk/ffq0zp07Z7Xsc+fOnZWammpzzMKywrqF/6ampmrw4ME2dQv3V2QbtGrVSrVq1So23tatW8vT01OSY9ugOOXZNoZx/SpX+EuGo9vGGXTu3Fnvvfee8vPzre434IyxlsWN73lVfb8dfd63ew2oaM7UF8A+9vYPx48f15kzZ/Tmm2/qzTfftNl/xx136OGHH9bGjRvt+rtxRbfTt8bGxiomJkYxMTGaOnWqzX53bzt7uXs/W95K+nzx2bJ17ty5Ul3X1q1bR9sB5YgbObuAdevW6cqVK+rdu7elLDw8XJ6enoqLi7OqGxcXJ5PJpGHDhlnKIiIidPDgQasVF/Lz8xUfH69evXopKChIktSoUSP17NlT8fHxunbtmqXunj17dOjQIUVGRlbMCd7Aw8NDQ4cO1fr163Xx4kVL+Y8//qikpCSrGNy1DSTp/Pnz2rx5s7p27Wrp1BzdNs4gIiJCly5d0ocffmhVvmbNGgUFBVn9T6+rufk9r6rvt6PP21muAUWpSn0BpIYNGyopKclme+CBB+Tp6amkpCTNnj1bkn1/N1XJrFmzFBMTo+nTp2vmzJlF1qHtrLlzP1vebvX54rNlq7TXNdoOKGeVvUZ8VbV161Zj7dq1xurVqw1JxvDhw421a9caa9euNS5fvmwYhmEcP37c6NOnj/HnP//Z2Lp1q7Ft2zZj8uTJhqenp9GxY0fj0qVLVsecPXu2YTKZjKlTpxrJycnGG2+8YZjNZmPMmDFW9XJycoyOHTsaTZo0Md555x3jk08+MSIiIgwPDw8jOTnZqm5SUpLh4eFhREREGJ988onxzjvvGE2aNDE6depk5OTkVHgbGIZh/Pe//zW8vb2N++67z9i6dauxfv16o1OnTkZQUJCRlpbm0m1QlMcff9x49dVXjbVr1xpJSUnG8uXLjXbt2hkeHh7GJ598YlXX0W3jDAYOHGjccccdxvLly40dO3YYY8aMMSQZ8fHxjg6t1Er7nrvj+12a64Cjz7uirwG3agN37wtwe5555hmjdu3aNuX2/N1UBQsXLjQkGeHh4cbu3bttthvRdtbcoZ+taKX9fPHZKp2irmu0XeXKzMw0JBlN3phtNPvLQqfZmrwx25BkZGZmOrqJXBpJn0rSrFmzYheiO3bsmGEYhpGRkWFEREQYzZs3N2rVqmXUrFnTaNOmjREVFWVcuHChyOMuXrzYaNu2rVGzZk2jadOmxsyZM42rV6/a1Dt9+rTx9NNPG35+foanp6fRu3dvm4RCoX/9619G7969DU9PT8PPz894+umnjTNnzlRKGxT68ssvjf79+xteXl6Gj4+PMWzYMOPw4cMu3wZFmTdvntG1a1fD19fXqF69ulGvXj0jIiLC+OKLL4qs7+i2cbSLFy8aL7zwgtGwYUOjZs2aRnBwsPHee+85Oiy72POeu9v7XdrrgKPPuyKvAbdqA3fvC3B7ikv6GIZ9fzfu7v777y9xEeCb0Xa/cod+tqLZ8/nis3VrxV3XaLvKQ9LHvZkMw+D2SAAAAAAAVEFZWVny9fVVkzdmq1ot57lfUkF2jk6+Ml2ZmZny8fFxdDguixs5AwAAAABQxZmM65uzcKZYXBk3cgYAAAAAAHBDJH0AAAAAAADcENO7AAAAAACo6gpvR+4snCkWF8ZIHwAAAAAAAAfZtWtXhR2bpA8AAAAAAICDhIeHWz1es2ZNuR2bpA8AAAAAAHBpO3bs0KhRo9S+fXvVrl1bjRo10sMPP6yvvvqqVM9PS0vTiBEjFBAQIC8vL4WEhCgxMbHIugkJCQoJCZGXl5cCAgI0YsQIpaWllTl2w7CeyzZp0iSrx3feeWeZj03SB6givv32W40cOVItWrSQp6envL29ddddd+n1119XRkaGo8Nzebt27VJMTIwuXLhQqvo//fSTJk6cqPvvv19169aVyWRSXFxchcYIAKg49LMVi34WwK28/fbbOn78uCZMmKCtW7dq8eLFSktLU+/evbVjx44Sn5ubm6v+/fsrMTFRixcv1qZNm9SgQQOFh4dr586dVnV37typBx98UA0aNNCmTZu0ePFiJSQkqH///srNzS1T7CaTyerxzUmgn376qUzHlbiRM1AlrFixQuPGjVO7du30yiuvqEOHDsrLy9OXX36pv/71r9q9e7c2bNjg6DBd2q5duxQbG6sRI0aobt26t6x/+PBhvfPOO+ratasGDx6s9957r+KDBABUCPrZikc/C+BWli5dqvr161uVhYeHq3Xr1po7d6769etX7HNXrVql/fv3a9euXQoJCZEkhYWFqUuXLoqKitLevXstdV955RW1bdtW69atk4fH9ZRKixYtdM8992j16tUaO3bsbZ/LzUmgmx/bg6QP4OZ2796tsWPHauDAgdq4caPMZrNl38CBA/XSSy9p+/btDoywarrvvvt09uxZSdKXX37Jl1EAcFH0s86Jfhawn0mSyYlWzLI3zXFzwkeSvL291aFDB508ebLE527YsEHt2rWzJHwkycPDQ08++aSmTp2qU6dOqVGjRjp16pRSUlI0b948S8JHkvr06aO2bdtqw4YNZUr6XLp0SZ07d1b79u3Vvn175eXl6ejRo2rZsqXdx7oZ07sANzd37lyZTCYtX77c6otooZo1a+o3v/mN5XFBQYFef/11tW/fXmazWfXr19fTTz9tM6QwNDRUnTp10u7du9WnTx/VqlVLzZs319///ndJ0pYtW3TXXXfJy8tLnTt3tvnCGxMTI5PJpK+//lqRkZHy8fGRr6+vnnzyScuXtLLGlJKSor59+8rLy0stW7bU/PnzVVBQYFU3KytLL7/8slq0aKGaNWuqUaNGmjhxoi5fvmxVz2Qy6bnnntM//vEP3XnnnfLy8lKXLl20efNmq3N55ZVXJF3P8ptMJplMJiUnJxf7vlSrxuUXANwB/Sz9LADnlZmZqX379qljx44l1tu/f7+Cg4NtygvLDhw4YKl3Y/nNdQv32+vYsWOaM2eOgoOD9d///lcNGzZUmzZtVLduXYWGhpZ52pjESB/ArV27dk07duxQ9+7d1aRJk1I9Z+zYsVq+fLmee+45DRkyRMePH9eMGTOUnJysffv2KSAgwFL39OnTGjlypKKiotS4cWMtWbJEo0aN0smTJ7Vu3TpNnTpVvr6+eu211zRs2DAdPXpUQUFBVq8XERGhxx57TH/84x914MABzZgxQ99995327t2rGjVqlCmm3//+93rppZc0c+ZMbdiwQVOmTFFQUJCefvppSdKVK1d0//3366efftLUqVMVHBysAwcOKDo6WqmpqUpISLAaQrllyxalpKTotddek7e3t15//XVFRETo0KFDatmypUaPHq2MjAwtWbJE69evV2BgoCSpQ4cOZXvjAAAugX6WfhZAxcvKyrJ6bDabi0yyF2X8+PG6fPmypk2bVmK99PR0+fn52ZQXlqWnp1v9W1zdwv32atasmZo1a2b1I8Hly5f17bff6j//+c9t3ciZpA/gxs6dO6crV66oRYsWpap/8OBBLV++XOPGjdOSJUss5d26dVOvXr20aNEizZkzx1Kenp6ujz/+WN27d5ck3X333apfv77mz5+vw4cPW754BgUFqWvXrvrwww/1/PPPW71mZGSkXn/9dUnSoEGD1KBBA/3+97/XBx98oN///vdlimnr1q3q2bOnJGnAgAFKTk7Wu+++a/ky+uc//1nffvut9u7dq7vvvluS1L9/fzVq1EiPPvqotm/frgcffNByzOzsbCUkJKhOnTqSpLvuuktBQUH64IMPNHnyZDVu3FhNmza1xNW8efNStTcAwLXRz9LPAm7FMF3fnMX/Yrk5qT5z5kzFxMTc8ukzZszQO++8oyVLlliuoyUp6b45pb3HTmnvvZOZmalNmzbp6NGjqlGjhlq0aKGePXuqdevWljq1a9dWSEiI1ZSzsmDcIwCLpKQkSdKIESOsynv27Kk777zTZsnCwMBAqwuon5+f6tevr65du1r90liYmT5x4oTNa/7+97+3evzYY4/Jw8PDEou9MTVs2NDyRbRQcHCw1Wtv3rxZnTp1UteuXZWfn2/ZHnjggSKHi4eFhVm+iEpSgwYNVL9+/SLPBwCA4tDP0s8CsN/JkyeVmZlp2aZMmXLL58TGxmr27NmaM2eOnnvuuVvW9/f3L3KUTuHqi4Uje/z9/SWp2LpFjQC62Z49e9S6dWuNGDFCr732mmbMmKGnnnpK7dq1U9u2bfXmm28qJyfnlscpLZI+gBsLCAiQl5eXjh07Vqr6hRevwmHTNwoKCrK5uBV1UatZs6ZNec2aNSWpyItXw4YNrR57eHhYXXTtjanwQnwjs9ms7Oxsy+MzZ87o22+/VY0aNay2OnXqyDAMnTt3zu5jAgCqHvrZ6+hnAVQkHx8fq+1WU7tiY2MVExOjmJgYTZ06tVSv0blzZ6WmptqUF5Z16tTJ6t/i6hbuL8mECRPUrFkzffHFFzp37pyOHDkiwzD09NNPy9fXV6+88oo6d+5c5vsD3YzpXYAbq169uvr3769t27bpp59+UuPGjUusX/il65dffrGp+/PPP1vN6S8vp0+fVqNGjSyP8/PzlZ6ebomlImIKCAhQrVq1tHr16mL3AwBwK/SzRaOfBVyU8b/NWZQhllmzZikmJkbTp0/XzJkzS/28iIgIjRs3Tnv37lWvXr0kXb9exsfHq1evXpbRlY0aNVLPnj0VHx+vl19+WdWrV5d0ffTOoUOHNHHixFu+1rfffquNGzdapr/6+vpKkp5//nnddddd+uabb/TCCy+oX79++vLLLy3TW8uKkT6Am5syZYoMw9CYMWN09epVm/15eXn66KOPJEn9+vWTJMXHx1vVSUlJ0X//+1/179+/3ON75513rB5/8MEHys/PV2hoaIXFNGTIEB05ckT+/v66++67bbay3Cug8BcHfpUEgKqFftYW/SwAR3jzzTcVHR2t8PBwPfTQQ9qzZ4/VVujZZ5+Vh4eH1RTSUaNGqWPHjho+fLjeffddJSQk6LHHHtOhQ4e0YMECq9dZsGCBDh48qOHDhyshIUHvvvuuHnvsMXXq1EkjR468ZZz16tUr8VrWtWtXJSUlKTg4WDNmzChDS1hjpA/g5kJCQvT2229r3Lhx6t69u8aOHauOHTsqLy9PX3/9tZYvX65OnTpp6NChateunf7whz9oyZIlqlatmh588EHLCh5NmjTRpEmTyj2+9evXy8PDQwMHDrSsKtKlSxc99thjklQhMU2cOFEffvih7rvvPk2aNEnBwcEqKCjQjz/+qH/961966aWXLBn+0urcubMkafHixXrmmWdUo0YNtWvXzuoeBTdbt26dJOno0aOSpC+//FLe3t6SpEcffdTu8wIAVD76WVv0swAcoTDBvn37dm3fvt1mv2FcHzp07do1Xbt2zfJYup5YTkxMVFRUlJ5//nlduXJFXbt21bZt23T//fdbHSc0NFRbt25VdHS0hg4dKi8vLw0ZMkRvvPFGqVYVe+yxxzRv3jw9+OCDxdavXr26XnrpJcsN8m8HSR+gChgzZox69uypRYsWacGCBTp9+rRq1Kihtm3b6oknnrC6udnbb7+tVq1aadWqVVq6dKl8fX0VHh6uefPmFTnn/natX79eMTExevvtt2UymTR06FC99dZblvsTVERMtWvX1meffab58+dr+fLlOnbsmGrVqqWmTZtqwIABZfoFMjQ0VFOmTNGaNWu0YsUKFRQUKCkpyfJLalGGDx9u9Xjp0qVaunSpJFl1QgAA50Y/a41+FnBRLj696+abxBcnLi5OcXFxNuUNGjTQmjVrSnWMgQMHauDAgXZE96uZM2eqT58+6tGjhxYtWmSTVCqUlZVVLjd0Nhlc8QA4QExMjGJjY3X27Fnm9gMAUM7oZwGUVlZWlnx9fdVs7hxV8/R0dDgWBTk5OjF1mjIzM+Xj4+PocMpVenq6nnnmGW3btk3NmzfX8ePHNXv2bPXs2VPVq1dXamqqZs+ere7du2vr1q239VqM9AEAAAAAAKgk/v7+2rx5s3bs2KHly5fr/PnzmjZtmkwmk6TroxG7d++uv/3tb7f9WiR9AAAAAACo4kzG9c1ZOFMsFaVfv37q16+fDMPQoUOHdPz4ceXl5ally5bq2LFjubwG07sAAAAAAKiiCqd3NZ/jfNO7jk9zz+ldlYkl2wEAAAAAANwQSR8AAADAQZo3b16m1awqmslkKnFlLABuyHDCDbeNpA+A22Iymezailoe0ZnFxMTIZDKVeglIAIBrcfd+rKK5e/vxPQCAq+NGzgBuy8yZM23K3nrrLWVmZmrChAmqW7eu1b6uXbtWTmAAAJSCo/uxxMTEcj1eZXN0+wEASkbSB8BtiYmJsSmLi4tTZmamJk6c6JRD1gEAKOTofqxVq1YVevyK5uj2A1COnG1KlTPF4sKY3gWg0mzcuFFPPvmk2rZtq9q1a8vb21t33XWX3nrrLV27ds2m/ogRI2QymXT06FG99dZb6ty5s2rVqmV1j4Hvv/9ejzzyiO644w7Vrl1bffr00ZYtWxQXF1fsMPKffvpJzz33nFq2bCmz2Sx/f3/95je/UUpKilW95s2bKzY2VpIUFhZmNTwdAFD13Kpfunr1qv7yl79o8ODBatasmcxms+644w71799fW7ZsKfKYRd3T58Y+LCkpSaGhoapTp458fHw0ePBgHThwoMhjXblyRfPmzVPXrl0t/WxISIjee++9IutfvXpVs2bNUqtWrWQ2m9WiRQtNnz5dubm5ZW6jkvA9AAAqHyN9AFSayZMnq1q1aurVq5caNWqkCxcuKDExUZMmTdIXX3yhd999t8jnvfDCC/r888/10EMPafDgwapevbok6eDBg7rnnnuUkZGhhx56SMHBwTp69KgiIiI0ePDgIo+1b98+DRo0SBkZGXrggQcUGRmpc+fOaePGjbr33nu1YcMGy3MnTpyojRs3aufOnXrmmWf4tRIAIKn4fikjI0MTJkxQnz59NHDgQNWrV0+//PKLNm3apCFDhuhvf/ub/vCHP5T6dTZv3qxNmzbpwQcf1B//+Ed999132rp1q1JSUvTdd9+pXr16lroXLlxQv3799PXXX6t79+4aNWqUCgoK9PHHH+uJJ57QgQMHNHv2bEt9wzD02GOPadOmTWrVqpWee+45Xb16VatXr9a3335bfo11A74HAEDlI+kDoNJs2bLFZhh7QUGBnn76ab3zzjt64YUX1Lt3b5vnff311/r666/VokULq/Lx48crIyNDy5Yt09ixYy3l27ZtK/LLXn5+vh577DFdvnxZn376qe69917Lvp9//lk9evTQqFGjdPz4cXl6emrixIm6cOGCdu7cqREjRrCKCQBAUvH90h133KETJ06ocePGVuXnz5/XPffco8mTJ+upp55SrVq1SvU6Gzdu1Mcff6z+/ftbyqZMmaL58+dr9erVevXVVy3lEydO1Ndff62FCxfqpZdespTn5ORo2LBhmjt3rh555BF169ZNkvTee+9p06ZN6t27t5KSkuTp6SlJio2NVY8ePexrkFLiewDg3EzG9c1ZOFMsrozpXQAqTVH3LahWrZomTZokSfrXv/5V5PNeeeUVmy96J0+e1I4dO9S6dWv9v//3/6z2PfjggxowYIDNcbZs2aIjR47o+eeft/qiJ0lBQUGKiorSmTNnXP6mmgCAilVUvyRJZrPZJuEjXU8GPfvsszp//rzNFKKSPP7441YJH0mWkUI3Hic9PV3x8fHq0aOHVcJHkjw9PbVgwQIZhmE1kubvf/+7JGnu3LmWhI8k+fn5acaMGaWO0R58DwCAysdIHwCVJj09XW+88Ya2bt2qo0eP6vLly1b7T506VeTzevXqZVP2zTffSJJCQkJUrZpt/vree+9VQkKCVdnu3bslScePHy/yxpM//PCDpOvDxR966KFbng8AoGoqql8qdODAAb3xxhv69NNP9csvvygnJ8dqf3F9XVHuvvtum7ImTZpIuj56qFBKSorlnjhF9W95eXmSrvdvhfbt26dq1arZJD8kVdiIFr4HAEDlI+kDoFJcuHBBPXr00LFjx9SzZ089/fTT8vPzk4eHhy5cuKDFixcXe+PIhg0b2pRlZmZKkho0aFDkc4oqT09PlyStXbu2xFgvXbpU4n4AQNVWVL8kSXv27FG/fv2Un5+v/v376ze/+Y18fHxUrVo1ffPNN9q0aZNdN0n29fW1KfPwuP71/cYbHxf2bykpKSWOJLqxf8vMzJSfn59q1KhhU6+487sdfA8AXIBhur45C2eKxYWR9AFQKVauXKljx45p5syZNr+u7d69W4sXLy72uUWtkuHj4yNJOnPmTJHPKaq88Mvzpk2b9Jvf/Ka0oQMAYKW41Ztmz56t7Oxsy4pbN5o3b542bdpUIfEU9m+TJk3Sn/70p1I/JyMjQ3l5eTaJn9OnT5d7jHwPAADH4J4+ACrF4cOHJUmPPPKIzb6dO3fafbzCG1Hu3r1bBQUFNvs///xzm7LCm0N+9tlnpX6dwhVCilpKFgCAGx0+fFh+fn5FTo8qS19XWj179lS1atXs6t/uuusuFRQUFNlfJicnl2N01/E9AAAcg6QPgEpRuMxpUlKSVfnXX3+tefPm2X28Jk2aKDQ0VIcPH9bf/vY3q33bt2+3mccvSQ8//LBatWqlpUuXauvWrUUed/fu3bpy5Yrlsb+/v6TrN4wEAKAkzZs3V0ZGhs2S56tWrdLHH39cYa9bv359/f73v9eXX36pWbNmKT8/36bOkSNHdOzYMcvjkSNHSpKmTZtmdd+hjIwMq6XdywvfAwAXYDjhhtvG9C4AleLpp5/WG2+8oUmTJik5OVlt2rTRDz/8oM2bNysyMlLvv/++3cdcunSp7rnnHo0bN05bt25VcHCwjh49qg8//FAPP/ywNm3aZHVzxxo1amj9+vV64IEH9NBDD6lPnz7q2rWrvLy8dPLkSaWkpOjo0aP65Zdf5OXlJUkKCwtTtWrVNGXKFKWmpuqOO+6QJE2fPr18GgYA4DYmTpyojz/+WPfee68ee+wx+fr66ssvv9Tnn3+uRx99VOvWrauw1/7LX/6iH374QdHR0frHP/6he++9Vw0aNNDPP/+s//73v0pJSdF7771nWQXr8ccf1/vvv6//+7//U6dOnfTwww8rLy9P69atU48ePXTkyJFyjY/vAQDgGIz0AVApgoKC9Nlnn+mhhx7S559/rr/85S86ceKEli1bpvnz55fpmB06dNDu3bsVERGhzz77TG+99ZaOHz+uDRs2WFYjufkmmMHBwfrPf/6jV199VZmZmfr73/+ut99+W1999ZW6deumf/zjHwoICLDUv/POO7VmzRo1aNBAy5Yt04wZMypsKVsAgGsLDw/XRx99pA4dOuj999/XqlWrZDablZSUVOGrQfn4+Gjnzp1asmSJAgIC9OGHH+pPf/qTkpKSVKdOHS1atEgDBw601DeZTFq7dq1iY2NVUFCgv/zlL/q///s/jRw5Uh988EG5x8f3AABwDJNhGAyaAuB2fv/73+vdd9/VwYMH1a5dO0eHAwAAKhHfA4DSy8rKkq+vr1rOnKtqnp6ODseiICdHR2OnKjMz03LzdtiPkT4AXFZBQUGRK4wkJibq/fffV8eOHfmiBwCAm+J7AADcmssmfS5evKioqCgNGjRI9erVk8lksln+UZJGjBghk8lks7Vv377I4y5ZskTt27eX2WxWixYtFBsbq7y8PJt6aWlpGjFihAICAuTl5aWQkBAlJiYWecyEhASFhITIy8tLAQEBGjFihNLS0m7r/AFIV69eVZMmTTRo0CC98MILevHFF/XAAw9o4MCBqlGjhpYtW+boEAEAQAXhewAA3JrL3sg5PT1dy5cvV5cuXTRs2DCtXLmy2Lq1atXSjh07bMpuNmfOHM2YMUOTJ0/WoEGDlJKSounTp+vUqVNavny5pV5ubq769++vCxcuaPHixapfv76WLl2q8PBwJSQk6P7777fU3blzpx588EE99NBD2rRpk9LS0vTqq6+qf//++vLLL2U2m8uhNYCqqUaNGho3bpySkpKUkpKiS5cuKSAgQMOHD9fUqVPVpUsXR4cIAAAqCN8DgHLmbCtmOVMsLsxl7+lTGLbJZNK5c+dUr149zZw502a0z4gRI7Ru3TpdunSpxOOlp6ercePGevrpp62WfZw7d66mT5+u/fv3q0OHDpKkZcuWafz48dq1a5dCQkIkSfn5+erSpYu8vb21d+9ey/N79uypy5cv6z//+Y88PK7n2Hbt2qV77rlHy5Yt09ixY2+7LQAAAAAAKAvLPX2infCePq9xT5/b5bLTuwqnaZWX7du3KycnRyNHjrQqHzlypAzD0MaNGy1lGzZsULt27SwJH0ny8PDQk08+qS+++EKnTp2SJJ06dUopKSl66qmnLAkfSerTp4/atm2rDRs2lFv8AAAAAAAAN3LZpI89srOz1bBhQ1WvXl2NGzfWc889p4yMDKs6+/fvlyR17tzZqjwwMFABAQGW/YV1g4ODbV6nsOzAgQNWxyyu7o3HBAAAAADAYQzJ5EQb07vKh8ve06e0unTpoi5duqhTp06Srt9jZ9GiRUpMTFRKSoq8vb0lXZ/eZTabVbt2bZtj+Pn5KT093fI4PT1dfn5+RdYr3H/jv8XVvfGYN8vNzVVubq7lcUFBgTIyMuTv71+uI5wAAO7DMAxdvHhRQUFBqlatSvyuU24KCgr0888/q06dOvSzAAAb9LFwVW6f9Jk0aZLV44EDB6pbt2569NFHtWLFCqv9JX3Ju3lfedQt6Rjz5s1TbGxssfsBACjOyZMn1bhxY0eH4VJ+/vlnNWnSxNFhAACcHH0sXI3bJ32KEhERodq1a2vPnj2WMn9/f+Xk5OjKlSvy8vKyqp+RkaHu3btb1S1qlE7hlLHCkT3+/v6SVGzdokYAFZoyZYpefPFFy+PMzEw1bdpUJ0+e5CZWAIAiZWVlqUmTJqpTp46jQ3E5hW1GPwsAKEqV6GOdbUqVM8Xiwqpk0ke6PjzvxmF5hffySU1NVa9evSzlp0+f1rlz5yzTwwrrpqam2hyzsKywbuG/qampGjx4sE3dG495M7PZXORy7j4+PnwZBQCUiOlJ9itsM/pZAEBJ6GPhaqrkZMR169bpypUr6t27t6UsPDxcnp6eiouLs6obFxcnk8mkYcOGWcoiIiJ08OBBq6XZ8/PzFR8fr169eikoKEiS1KhRI/Xs2VPx8fG6du2ape6ePXt06NAhRUZGVswJAgAAAACAKs+lR/ps27ZNly9f1sWLFyVJ3333ndatWydJGjx4sM6ePasnnnhCv/vd79S6dWuZTCbt3LlTb731ljp27KjRo0dbjuXn56fp06drxowZ8vPz06BBg5SSkqKYmBiNHj1aHTp0sNQdNWqUli5dquHDh2v+/PmqX7++li1bpkOHDikhIcEqxgULFmjgwIEaPny4xo0bp7S0NE2ePFmdOnWyWR4eAAAAAACHYHqXWzIZhuGyTdm8eXOdOHGiyH3Hjh2Tr6+vnn32WX399dc6c+aMrl27pmbNmikiIkJTp06Vr6+vzfP+/Oc/a+nSpTp+/LgaNmyokSNHatq0aapRo4ZVvTNnzigqKkqbN2/WlStX1LVrV82aNUsDBgywOeYnn3yi6OhoffPNN/Ly8tKQIUP0xhtvqH79+qU+16ysLPn6+iozM5Nh5wCAItFXlB1tBwAoiTv3E4Xn1nLaXFX39HR0OBbXcnJ0dM5Ut2zzyuTSSZ+qxJ0vMgCA8kFfUXa0HQCgJO7cT5D0cW8uPb0LAAAAAADcPpNxfXMWzhSLK6uSN3IGAAAAAABwdyR9AAAAAAAA3BBJHwAAAAAAADdE0gcAAAAAAMANkfQBAAAAAABwQ6zeBQAAAABAVWf8b3MWzhSLC2OkDwAAAAAAgBsi6QMAAAAAAOCGmN4FAAAAAEAVZzKub87CmWJxZYz0AQAAAAAAcEMkfQAAAAAAANwQ07sAAAAAAAArZrkhRvoAAAAAAAC4IZI+AAAAAAAAbojpXQAAAAAAVHWGnGt6lzPF4sIY6QMAAAAAAOCGSPoAAAAAAAC4IaZ3AQAAAABQxZmM65uzcKZYXBkjfQAAAAAAANwQSR8AAAAAAAA3xPQuAAAAAACqOlbvckuM9AEAAE5v5cqVMplM8vb2ttm3b98+DRgwQN7e3qpbt64iIyN19OhRB0QJAADgXEj6AAAAp3bq1Cm9/PLLCgoKstl38OBBhYaG6urVq/rggw+0evVqff/99+rbt6/Onj3rgGgBAACcB9O7AACAU/vjH/+o++67T35+flq3bp3VvujoaJnNZm3evFk+Pj6SpO7du6tNmzZauHChFixY4IiQAQBwOaze5Z4Y6QMAAJxWfHy8du7cqWXLltnsy8/P1+bNm/XII49YEj6S1KxZM4WFhWnDhg2VGSoAAIDTIekDAACcUlpamiZOnKj58+ercePGNvuPHDmi7OxsBQcH2+wLDg7W4cOHlZOTUxmhAgAAOCWmdwEAAKc0btw4tWvXTmPHji1yf3p6uiTJz8/PZp+fn58Mw9D58+cVGBhosz83N1e5ubmWx1lZWeUUNQAALorVu9wSI30AAIDT+fDDD/XRRx9pxYoVMplMJdYtaX9x++bNmydfX1/L1qRJk9uKFwAAwBmR9AEAAE7l0qVLGj9+vJ5//nkFBQXpwoULunDhgq5evSpJunDhgi5fvix/f39Jv474uVFGRoZMJpPq1q1b5GtMmTJFmZmZlu3kyZMVdj4AAACOwvQuAADgVM6dO6czZ87ozTff1Jtvvmmz/4477tDDDz+sdevWqVatWkpNTbWpk5qaqtatW8vT07PI1zCbzTKbzeUeOwAALovpXW6JpA8AAHAqDRs2VFJSkk35/PnztXPnTm3btk0BAQHy8PDQ0KFDtX79er3++uuqU6eOJOnHH39UUlKSJk2aVNmhAwAAOBWSPgAAwKl4enoqNDTUpjwuLk7Vq1e32hcbG6sePXpoyJAhmjx5snJychQdHa2AgAC99NJLlRc0AACAE+KePgAAwGW1b99eycnJqlGjhh599FGNGDFCrVu31qeffqp69eo5OjwAAFyGyXC+DbePkT4AAMAlxMXFKS4uzqa8e/fuSkhIqPyAAAAAnBwjfQAAAAAAANwQI30AAAAAAKjqWL3LLTHSBwAAAAAAwA2R9AEAAAAAAHBDTO8CAAAAAKCqY3qXW2KkDwAAAAAAgBsi6QMAAAAAAOCGmN4FAAAAAEAVZzKub87CmWJxZYz0AQAAAAAAcEMkfQAAAAAAANyQyyZ9Ll68qKioKA0aNEj16tWTyWRSTExMkXX37dunAQMGyNvbW3Xr1lVkZKSOHj1aZN0lS5aoffv2MpvNatGihWJjY5WXl2dTLy0tTSNGjFBAQIC8vLwUEhKixMTEIo+ZkJCgkJAQeXl5KSAgQCNGjFBaWlqZzx0AAAAAgHJlOOGG2+aySZ/09HQtX75cubm5GjZsWLH1Dh48qNDQUF29elUffPCBVq9ere+//159+/bV2bNnrerOmTNHEyZMUGRkpD7++GONGzdOc+fO1fjx463q5ebmqn///kpMTNTixYu1adMmNWjQQOHh4dq5c6dV3Z07d+rBBx9UgwYNtGnTJi1evFgJCQnq37+/cnNzy609AAAAAAAAbuSyN3Ju1qyZzp8/L5PJpHPnzmnlypVF1ouOjpbZbNbmzZvl4+MjSerevbvatGmjhQsXasGCBZKuJ5Fmz56tMWPGaO7cuZKk0NBQ5eXlafr06Zo4caI6dOggSVq1apX279+vXbt2KSQkRJIUFhamLl26KCoqSnv37rW8/iuvvKK2bdtq3bp18vC43twtWrTQPffco9WrV2vs2LEV00AAAAAAAKBKc9mRPiaTSSaTqcQ6+fn52rx5sx555BFLwke6njAKCwvThg0bLGXbt29XTk6ORo4caXWMkSNHyjAMbdy40VK2YcMGtWvXzpLwkSQPDw89+eST+uKLL3Tq1ClJ0qlTp5SSkqKnnnrKkvCRpD59+qht27ZWrw8AAAAAgKMUrt7lTJu97LkNzM1CQ0MteYaittOnT9+ybnh4uP1BVzCXHelTGkeOHFF2draCg4Nt9gUHB+uTTz5RTk6OPD09tX//fklS586dreoFBgYqICDAsl+S9u/fr759+xZ5TEk6cOCAGjVqZHlOca//73//u+wnBwAAAAAALApvA9OlSxcNGzas2BlBRVm2bJmysrKsyq5cuaLw8HB1795dDRs2tNrXsmVLvfPOO1ZldevWLXPsFcWtkz7p6emSJD8/P5t9fn5+MgxD58+fV2BgoNLT02U2m1W7du0i6xYeq/C4xR3zxte91evfeMyb5ebmWt3z5+YPHwAAAAAA+FVpbwNTlMLbudxozZo1ysvL0+jRo2321apVS717976teCuDy07vskdJ08Bu3FfaeuVVt6RjzJs3T76+vpatSZMmxdYFAAAAAOC2OHqlrnJYvas0t4Gxx6pVq+Tt7a3f/va35XbMyubWSR9/f39JKnJETUZGhkwmk2X4lb+/v3JycnTlypUi6944Wsff37/YY0q/juy51esXNQKo0JQpU5SZmWnZTp48WWxdAAAAAABQfn744Qd99tln+t3vfidvb2+b/UeOHJGfn588PDzUqlUrTZs2TdnZ2Q6ItGRuPb2rVatWqlWrllJTU232paamqnXr1vL09JT06718UlNT1atXL0u906dP69y5c+rUqZOlrHPnzsUeU5KlbuG/qampGjx4sE3dG495M7PZLLPZXKrzBAAAAADAHd18q5PK+n/lVatWSZKeffZZm3333nuvfvvb36p9+/bKzs7Wtm3b9Prrr+vzzz9XUlKSqlVznvE1zhNJBfDw8NDQoUO1fv16Xbx40VL+448/KikpSZGRkZay8PBweXp6Ki4uzuoYcXFxMplMGjZsmKUsIiJCBw8etFqaPT8/X/Hx8erVq5eCgoIkSY0aNVLPnj0VHx+va9euWeru2bNHhw4dsnp9AAAAAAAcxtFTuYqZ3tWkSROrW5/Mmzev4trgf/Lz87VmzRp17NixyPv2zJ49W2PHjlVYWJgGDx6sJUuWaP78+fr000+1adOmCo/PHi490mfbtm26fPmyJaHz3Xffad26dZKkwYMHy8vLS7GxserRo4eGDBmiyZMnKycnR9HR0QoICNBLL71kOZafn5+mT5+uGTNmyM/PT4MGDVJKSopiYmI0evRoq5s6jRo1SkuXLtXw4cM1f/581a9fX8uWLdOhQ4eUkJBgFeOCBQs0cOBADR8+XOPGjVNaWpomT56sTp062SwPDwAAAAAAfnXy5En5+PhYHlfGKJ+tW7fq9OnTevXVV0v9nCeffFIvv/yy9uzZo4iIiAqMzj4unfQZO3asTpw4YXm8du1arV27VpJ07NgxNW/eXO3bt1dycrJeffVVPfroo/Lw8FC/fv20cOFC1atXz+p406ZNU506dbR06VItXLhQDRs21OTJkzVt2jSremazWYmJiYqKitLzzz+vK1euqGvXrtq2bZvuv/9+q7qhoaHaunWroqOjNXToUHl5eWnIkCF64403mL4FAAAAAEAJfHx8rJI+lWHVqlWqWbOmnnrqKbuf60xTuyQXT/ocP368VPW6d+9uMwKnOC+88IJeeOGFW9Zr0KCB1qxZU6pjDhw4UAMHDixVXQAAAAAAKpvpf5uzcFQsp0+f1tatWxUZGWlZnKk0CvMDzraMu0snfQAAAAAAAAqV5jYwzz77rNasWaMjR46oWbNmVs9fs2aN8vPzNXr06CKP/9lnn2nOnDmKiIhQy5YtlZOTo23btmn58uXq16+fhg4dWrEnaCeSPgAAAAAAwC2U5jYw165d07Vr12QYhs3zV69erebNm2vAgAFFHj8wMFDVq1fXrFmzdO7cOZlMJrVp00avvfaaXnrpJaZ3AQAAAAAAJ3PDillOoYyxlOY2MHFxcTYrdxc6dOhQic9t3bq1tmzZUobIHMO5UlAAAAAAAAAoFyR9AAAAAAAA3BDTuwAAAAAAqOJMxvXNWThTLK6MkT4AAAAAAABuiKQPAAAAAACAG2J6FwAAAAAAVZ2brN4Fa4z0AQAAAAAAcEMkfQAAAAAAANwQ07sAAAAAAABTqtwQI30AAAAAAADcEEkfAAAAAAAAN8T0LgAAAAAAqjiTcX1zFs4UiytjpA8AAAAAAIAbIukDAAAAAADghpjeBQAAAABAVWfIuVbvcqZYXBgjfQAAAAAAANwQSR8AAAAAAAA3xPQuAAAAAACqOFbvck+M9AEAAAAAAHBDJH0AAAAAAADcENO7AAAAAACo6li9yy0x0gcAAAAAAMANkfQBAAAAAABwQ0zvAgAAAACgimP1LvfESB8AAAAAAAA3RNIHAAAAAADADTG9CwAAAACAqo7Vu9wSI30AAAAAAADcEEkfAAAAAAAAN8T0LgAAAAAAqjqmd7klRvoAAAAAAAC4IZI+AADAqezYsUOjRo1S+/btVbt2bTVq1EgPP/ywvvrqK5u6+/bt04ABA+Tt7a26desqMjJSR48edUDUAAAAzoekDwAAcCpvv/22jh8/rgkTJmjr1q1avHix0tLS1Lt3b+3YscNS7+DBgwoNDdXVq1f1wQcfaPXq1fr+++/Vt29fnT171oFnAACA6zEZzrfh9nFPHwAA4FSWLl2q+vXrW5WFh4erdevWmjt3rvr16ydJio6Oltls1ubNm+Xj4yNJ6t69u9q0aaOFCxdqwYIFlR47AACAM2GkDwAAcCo3J3wkydvbWx06dNDJkyclSfn5+dq8ebMeeeQRS8JHkpo1a6awsDBt2LCh0uIFAABwViR9AACA08vMzNS+ffvUsWNHSdKRI0eUnZ2t4OBgm7rBwcE6fPiwcnJyKjtMAABcl+GEG24b07sAAIDTGz9+vC5fvqxp06ZJktLT0yVJfn5+NnX9/PxkGIbOnz+vwMDAIo+Xm5ur3Nxcy+OsrKwKiBoAAMCxGOkDAACc2owZM/TOO+9o0aJF6t69u9U+k8lU7PNK2jdv3jz5+vpatiZNmpRbvAAAAM6CpA8AAHBasbGxmj17tubMmaPnnnvOUu7v7y/p1xE/N8rIyJDJZFLdunWLPe6UKVOUmZlp2QrvFQQAQFVlMgyn23D7mN4FAACcUmxsrGJiYhQTE6OpU6da7WvVqpVq1aql1NRUm+elpqaqdevW8vT0LPbYZrNZZrO53GMGAABwJoz0AQAATmfWrFmKiYnR9OnTNXPmTJv9Hh4eGjp0qNavX6+LFy9ayn/88UclJSUpMjKyMsMFAABwSoz0AQAATuXNN99UdHS0wsPD9dBDD2nPnj1W+3v37i3p+kigHj16aMiQIZo8ebJycnIUHR2tgIAAvfTSS44IHQAA1+VsK2Y5UywujKQPAABwKh999JEkafv27dq+fbvNfuN/c/zbt2+v5ORkvfrqq3r00Ufl4eGhfv36aeHChapXr16lxgwAAOCM3H56V3JyskwmU5Hbzb8c7tu3TwMGDJC3t7fq1q2ryMhIHT16tMjjLlmyRO3bt5fZbFaLFi0UGxurvLw8m3ppaWkaMWKEAgIC5OXlpZCQECUmJlbIuQIA4A6Sk5NlGEax2426d++uhIQEXb58WZmZmdqwYYNatWrloMgBAACcS5UZ6TN37lyFhYVZlXXq1Mny3wcPHlRoaKi6du2qDz74wDJEvG/fvvrmm2+sfjGcM2eOZsyYocmTJ2vQoEFKSUnR9OnTderUKS1fvtxSLzc3V/3799eFCxe0ePFi1a9fX0uXLlV4eLgSEhJ0//33V/yJAwAAAABwCybj+uYsnCkWV1Zlkj5t2rSx3AOgKNHR0TKbzdq8ebN8fHwkXf/1sE2bNlq4cKEWLFgg6frSsLNnz9aYMWM0d+5cSVJoaKjy8vI0ffp0TZw4UR06dJAkrVq1Svv379euXbsUEhIiSQoLC1OXLl0UFRWlvXv3VuQpAwAAAACAKsztp3eVRn5+vjZv3qxHHnnEkvCRpGbNmiksLEwbNmywlG3fvl05OTkaOXKk1TFGjhwpwzC0ceNGS9mGDRvUrl07S8JHur7ayJNPPqkvvvhCp06dqriTAgAAAAAAVVqVSfqMHz9eHh4e8vHx0QMPPKDPP//csu/IkSPKzs5WcHCwzfOCg4N1+PBh5eTkSJL2798vSercubNVvcDAQAUEBFj2F9Yt7piSdODAgWLjzc3NVVZWltUGAAAAAECFMJxww21z+6SPr6+vJkyYoL/97W9KSkrS4sWLdfLkSYWGhurjjz+WdH3KliT5+fnZPN/Pz0+GYej8+fOWumazWbVr1y6ybuGxCusWd8wbX7co8+bNk6+vr2Vr0qSJHWcNAAAAAACqOre/p0+3bt3UrVs3y+O+ffsqIiJCnTt3VlRUlB544AHLPpPJVOxxbtxX2nr21r3RlClT9OKLL1oeZ2VlkfgBAAAAAACl5vYjfYpSt25dDRkyRN9++62ys7Pl7+8vqeiRNxkZGTKZTKpbt64kyd/fXzk5Obpy5UqRdW8c2ePv71/sMaWiRxYVMpvN8vHxsdoAAAAAAKgIhat3OdOG21clkz6SZBjXP0Emk0mtWrVSrVq1lJqaalMvNTVVrVu3lqenp6Rf7+Vzc93Tp0/r3LlzVsvAd+7cudhjStZLxgMAAAAAAJSnKpn0OX/+vDZv3qyuXbvK09NTHh4eGjp0qNavX6+LFy9a6v34449KSkpSZGSkpSw8PFyenp6Ki4uzOmZcXJxMJpOGDRtmKYuIiNDBgwetlmbPz89XfHy8evXqpaCgoAo7RwAAAAAAULWV+p4+//3vf7Vo0SKdPHlSnTp10sSJE9WoUSOrOt98840iIyN19OjRcg+0rJ544gk1bdpUd999twICAvTDDz/ozTff1JkzZ6wSN7GxserRo4eGDBmiyZMnKycnR9HR0QoICNBLL71kqefn56fp06drxowZ8vPz06BBg5SSkqKYmBiNHj1aHTp0sNQdNWqUli5dquHDh2v+/PmqX7++li1bpkOHDikhIaEymwEAgGK5ah8PAADKkbOtmOVMsbiwUiV9Dh8+rF69eik3N1eNGzfWJ598opUrV+of//iHhgwZYqmXm5urEydOVFiwZREcHKz3339ff/3rX3Xp0iX5+fnp3nvv1T/+8Q/16NHDUq99+/ZKTk7Wq6++qkcffVQeHh7q16+fFi5cqHr16lkdc9q0aapTp46WLl2qhQsXqmHDhpo8ebKmTZtmVc9sNisxMVFRUVF6/vnndeXKFXXt2lXbtm3T/fffXynnDwBASVy5jwcAAEDJTEbhzW1K8OSTT+rrr79WQkKCAgMDdfToUT377LP697//rTVr1ujxxx+XJO3du1d9+vTRtWvXKjzwqiYrK0u+vr7KzMzkps4AgCKVpa+gj7+OfhYAUBJ37icKz+2u381R9Zqejg7H4trVHO375zS3bPPKVKp7+vz73//WtGnTFBgYKElq2bKlEhIS9Pjjj+vpp5/W//f//X8VGiQAAKgY9PEAAEBy/EpdrN5VMUo1vevMmTNq0qSJVVn16tW1Zs0aeXh4aNSoUcrPz1fHjh0rJEgAAFAx6OMBAADcV6mSPo0aNdLRo0fVt29fm32rVq2SJP3hD3/QyJEjyzc6AABQoejjAQAA3Fepkj49evTQxo0b9cwzzxS5f9WqVTKZTJZ/AQCAa6CPBwAAkli9y02V6p4+w4cP1y+//KJz584VW2flypUaP368mjZtWm7BAQCAikUfDwAA4L5KtXoXHM+d7xYPACgf9BVlR9sBAErizv1E4bl1f8z5Vu/66gNW77pdpZreBQAAAAAA3BsrZrmfUk3vAgAAAAAAgGsh6QMAAAAAAOCGmN4FAAAAAEBVZxjXN2fhTLG4MEb6AAAAAAAAuCG7kz6ffvqpLl26VOS+S5cu6dNPP73toAAAQOWjjwcAAHAvdid9wsLC9N133xW579ChQwoLC7vtoAAAQOWjjwcAoOoyGc634fbZnfQxSphXl5eXp2rVmDEGAIAroo8HAABwL6W6kXNWVpYuXLhgeXz69Gn9+OOPVnWys7O1Zs0aNWzYsFwDBAAAFYc+HgAAwH2VKumzaNEivfbaa5Ikk8mkiIiIIusZhqGpU6eWX3QAAKBC0ccDAABJkvG/zVk4UywurFRJn0GDBsnb21uGYSgqKkrPP/+8mjZtalXHbDarc+fOuv/++yskUAAAUP7o4wEAANxXqZI+ISEhCgkJkSRdvnxZY8aMUVBQUIUGBgAAKh59PAAAgPsqVdLnRjNnzqyIOAAAgIPRxwMAUHWZCq5vzsKZYnFldid9JOn48eP64IMPdOLECWVnZ1vtM5lMWrVqVbkEBwAAKhd9PAAAgPuwO+mzZcsWRUZG6tq1a6pfv77MZrPVfpPJVG7BAQCAykMfDwAA4F7sTvpMmzZN99xzj/75z3+qfv36FRETAABwAPp4AACqMFbvckt2J31++OEHrV+/ni+DAAC4Gfp4AAAA91LN3ic0a9ZMly5dqohYAACAA9HHAwAAuBe7kz5Tp07VwoULdeXKlYqIBwAAOAh9PAAAVZfJcL4Nt8/u6V1ffPGF0tLS1Lp1a4WFhcnf399qv8lk0uLFi8stQAAAUDno4wEAANyLyTAMu/Jn1aqVPDjIZDLp2rVrtxUUbGVlZcnX11eZmZny8fFxdDgAACd0u31FVe7j6WcBACVx536i8Nx6PjxbHjU8HR2ORX5ejr7YNN0t27wy2T3Sp6CgoCLiAAAADkYfDwBAFWYY1zdn4UyxuDC77+kDAAAAAADgbC5evKioqCgNGjRI9erVk8lkUkxMTKmeGxcXJ5PJVOR2+vRpm/oJCQkKCQmRl5eXAgICNGLECKWlpZXzGd2+Mid9Pv74Y02ZMkVjxozRjz/+KElKSUnR2bNnyy04AABQ+ejjAQCAK0pPT9fy5cuVm5urYcOGlekYf//737V7926r7eb7HO7cuVMPPvigGjRooE2bNmnx4sVKSEhQ//79lZubWw5nUn7snt515coVPfzww0pMTJTJZJIkjR07Vk2bNtXChQvVpEkTLVy4sNwDBQAAFYs+HgCAqsvZVswqSyzNmjXT+fPnZTKZdO7cOa1cudLuY3Tq1El33313iXVeeeUVtW3bVuvWrZOHx/W0SosWLXTPPfdo9erVGjt2rP3BVxC7R/pMmzZNX375pT788ENlZmbqxvtADxo0SAkJCeUaIAAAqBz08QAAwJUVTseqSKdOnVJKSoqeeuopS8JHkvr06aO2bdtqw4YNFfr69rI76bN27VrNmjVLERERqlWrltW+pk2bWoaBAwAA10IfDwAAnE1WVpbVVtHTp4YMGaLq1avLz89PkZGR2r9/v9X+wsfBwcE2zw0ODrap72h2J33Onj2rjh07Fn2watWUnZ1920EBAIDKRx8PAEAVZjjhJqlJkyby9fW1bPPmzauQ02/YsKGmTZumlStXKikpSbNmzVJKSop69+6t//znP5Z66enpkiQ/Pz+bY/j5+Vn2Owu77+nTqFEjpaamKiwszGbft99+qxYtWpRLYAAAoHLRxwMAAGdz8uRJ+fj4WB6bzeYKeZ3w8HCFh4dbHt9333166KGH1LlzZ0VHR2vTpk1W9YubRlbR08vsZfdIn8jISM2ZM0dff/21pcxkMunEiRNatGiRhg8fXq4BAgCAykEfDwAAnI2Pj4/VVlFJn6I0b95c9957r/bs2WMpK1zJq6gRPRkZGUWOAHIku5M+M2fOVFBQkHr27Km7775bJpNJI0eOVKdOnVS/fn1Nnjy5IuIEAAAVjD4eAICqq3D1LmfanIFhGKpW7dfUSadOnSRJqampNnVTU1Mt+52F3UmfOnXqaNeuXZo1a5a8vb3VqlUreXl5acqUKfr0009tbvwIAABcA308AADAr44dO6Z///vf6t27t6WsUaNG6tmzp+Lj43Xt2jVL+Z49e3To0CFFRkY6ItRimYwb12OF08rKypKvr68yMzOt5jMCAFCIvqLsaDsAQEncuZ8oPLfeD82SRw1PR4djkZ+Xoz1bZtjd5tu2bdPly5d18eJFjRo1SsOHD9djjz0mSRo8eLC8vLz07LPPas2aNTpy5IiaNWsmSRowYIDuu+8+BQcHy8fHR6mpqXr99dd18eJF7dq1y2oET3JysgYOHKihQ4dq3LhxSktL0+TJk+Xr66svv/yyUqeg3YrdN3IGAAAA4JqM/B+VlzVLMq7Kw2eaqtVo6+iQADgLw7i+OYsyxjJ27FidOHHC8njt2rVau3atpOsjd5o3b65r167p2rVrunEMTOfOnfX+++9r4cKFys7OVv369dWvXz/NmDFDbdtaXytDQ0O1detWRUdHa+jQofLy8tKQIUP0xhtvOFXCRyrjSJ/4+Hi9++67OnHihM3yrSaTSUeOHCm3AHGdO2eWAQDlozz6iqrax9PPoqq4mv64jKspkiSTRyvVrPexgyMCXIM79xOWkT6DX3O+kT5bo92yzSuT3SN9FixYoClTpqhDhw7q0qWL02WxAABA2dDHA1VAQaYkQ5IhoyDL0dEAACqY3Umf5cuXa/z48VqyZElFxAMAAByEPh5wfx4+05V3/nlJefLwjXV0OACciDOtmCU5VyyuzO6kz+nTpxUREVERsQAAAAeijwfcXzVzH5kbfuXoMAAAlcTuJdu7d+/utvP5AQCoyujjARiGoZMX1+nbs7FKz/7a0eEAAG6T3UmfP/3pT3rzzTf11Vf8QlBaly5d0sSJExUUFCRPT0917dpV//znPx0dFgAAVly1j6efBW6fYRjKuxCj/DPt5HF+hsbvuqK+H3yku/8+X99l/OLo8ABUBsMJN9w2u6d3jRw5Uunp6erZs6caNmwof39/q/0mk0n/+c9/yi1AdxAZGamUlBTNnz9fbdu21bvvvqvHH39cBQUFeuKJJxwdHgAAkly3j6efBcou5+p+Zefu0dWrafLPi9e5/JqKy2ymnp7HtPfvzVVgeOiZLas1f9xQ9e8X7OhwAQB2sjvp4+/vr4CAgIqIxS1t3bpVn3zyieULqCSFhYXpxIkTeuWVV/Tb3/5W1atXd3CUAAC4Zh9PPwvYr6AgS1cu/ln5137S2ctbVKBr8pZJWabamvNLV6Xl+0g+km+DdOUfDJSycrVgfLwuxg7TsMf6ODp8AIAd7E76JCcnV0AY7mvDhg3y9vbW8OHDrcpHjhypJ554Qnv37lWfPnSeAADHc8U+nn4WsN+lC1OUm/N/kgx5VytQRr5JP1+rpXWZndXCK0MtjQvae6GRrqUFyqheTaa8fJlq1NCy6R+S9AHcGKt3uSe7kz6wz/79+3XnnXfKw8O6qYODgy37+TIKZ3fvE2NUI7+6ut+Zobo9r+pkDX8FBWTqXv+2alY3VP/N3KQAz/bqWe+Pqm6q4ehwAVQh9LOA/a5dOyapQJKUea2GZLqm6tWvKsT7jB7yPi2TSepW/YLmZgbqmrm6VMdTpguXZPKoobOnL6hew7oOjR8AUHplSvpkZGRo0aJFSkxMVHp6ugICAjRgwABNnDhRd9xxR3nH6NLS09PVsmVLm3I/Pz/L/qLk5uYqNzfX8jgrK6tiAgT+52zWJb22JUHVqycoNyhDft5XdOXLGvrpL3UVWFBdLUNNiv3D1/Kobij5fJBifuqlpPO5ejjwddXxyNWZnG/lUyNQHe941NGnAuA2uFofTz8L2M/L+3llnf+jpHylK0h3mH5UQYFJXT0vWOr0qZsmw7uaVK2GZDLJ8KujaqfSNX30Kv1t80sOix0AYB+7V+86deqU7rrrLs2ZM0eZmZlq2rSpLly4oFmzZumuu+7Szz//XBFxujSTyWT3vnnz5snX19eyNWnSpKLCA3Q596oefPPv2vGfY9p71l9Xa9aQd82rOvy6vy6dqaHMPB890O8HVfvfGMvQO36Wd/U85RvVlX61tiTJpGrKLbjoyNMAcJtctY+nnwXsY671oPwbpsq/wbfyMt8vGdUkk0nHr3pLkgzj+qI53XqfkaVAkgyTLlzMdkzQACpegeF8G26b3UmfqVOnKjs7W3v37tWBAwf0ySef6MCBA9q7d6+ys7M1derUiojTZfn7+xf5K2NGRoakX3+JvNmUKVOUmZlp2U6ePFmhcaJqO5qWoezcfEmS2fuqCv8fyVRdkkkyXc3XD8cCVK2adK3ApF+yvXSloIZqV8vR3b4NZFI1+Zlb6U7fYQ47BwC3zxX7ePpZoGyqVfNRter+6lxvhvyq1VSDah46lOupaibT9U0mdQg5JeVcla7mq3r6RRXU9tDEmZGODh0AYAe7p3dt375ds2fPVo8ePazKe/Tooddee00zZswot+DcQefOnfXee+8pPz/f6n4DqampkqROnToV+Tyz2Syz2VwpMQKtGvjLx8usrCu5On+0rjzvPK6Mq15qPy1Nx5f5ydd8RQm7Giszq6YaB5/TXk8/DW90Rg80ilRb/2EyDKPEX9oBuAZX7OPpZ4Hb41Gtti4W1FTzGnm61/ucDl31VJsauTp22VfL8zsr/958Vd9fTYavpyZG3quQfh0cHTIAwA52J30yMzPVvHnzIve1aNFCmZmZtxuTW4mIiNCKFSv04Ycf6re//a2lfM2aNQoKClKvXr0cGB1wnVfNGtr28ij9fdeXys07pWBfH31zukDdOwfrgV19beo/cdNjEj6Ae3DFPp5+Frh9deo8r93nV8lkmPR/51vr58u19UuWj3xrXNSPDRqqV6umWj76cXnUqO7oUAFUJON/m7NwplhcmN1JnxYtWmjLli0aOHCgzb5t27apRYsW5RKYu3jwwQc1cOBAjR07VllZWWrdurXee+89bd++XfHx8apenc4TzqGul6cmDbjX8nhwOwcGA8AhXLGPp58Fbl/DO8bJ22uozuV8oVnNBujtb/fpz0dTJBkyN6ihJY8/VqqET3rWZW3a+53q+dbWQ3ffqWrV+FEIABzN7qTPyJEjNXnyZBUUFOiZZ55RYGCgfvnlF8XHx2vJkiWaP39+RcTp0tavX69p06YpOjpaGRkZat++vd577z397ne/c3RoAABYuGofTz8L3D5vcxN5m6/f0Hxcl77KM6rrRNZ5jejQXbVr1Lzl8wsKDI3681qdOHtehiGlZV7SswN7VnTYAIBbMBmGYdegKcMw9Mc//lErVqywmtJhGIb+8Ic/6K9//Wu5B4nrS8n6+voqMzNTPj4+jg4HAOCEbrevqMp9PP0scHsu51xVn6illsdhnVvprTG/cWBEQPly536i8NzuGRArDw9PR4djkZ+fo38nzHTLNq9Mdo/0MZlM+tvf/qYXX3xRO3bsUEZGhvz9/dWvXz+1bdu2ImIEAACVgD4eQFnV9qypfsGttOPbIzKZpCE973R0SAAAlSHpU6hdu3Zq146bfgAA4G7o4wGUxcJRQ/Tt8V/kX6e2mtar6+hwAAAqY9Ln2rVr+uCDD5SUlKT09HT5+/srLCxMw4cPt1ouFQAAuBb6eABlVb1aNXVr2cjRYQAoK8O4vjkLZ4rFhdn97e3cuXMKDw/Xvn375OHhIX9/f6Wnp2vlypVauHChPv74YwUEBFRErAAAoALRxwMAALiXavY+YdKkSTp06JDeeecdZWdn65dfflF2drbi4+P1ww8/aNKkSRURJwAAqGD08QAAAO7F7pE+H330kWbPnq3HH3/cUla9enU98cQTSktLU0xMTHnGBwAAKgl9PAAAVZfJuL45C2eKxZXZPdLHMAx17NixyH2dOnWSnSvAAwAAJ0EfDwAA4F7sTvoMGDBACQkJRe775JNPFBoaersxAQAAB6CPBwAAcC92T++aMWOGIiMjde3aNT3xxBNq2LChTp8+rXfeeUfr16/X+vXrlZGRYanv5+dXrgEDAICKQR8PAEAVZvxvcxbOFIsLMxl2jtWuVu3XwUEmk8ny34WHubFMur70K25fVlaWfH19lZmZKR8fH0eHAwBwQrfbV1TlPp5+FgBQEnfuJwrP7d6wGHl4eDo6HIv8/Bx9nhTjlm1emewe6RMdHW3zpQ8AALg++ngAAAD3YnfSh5U7AABwT/TxAABUXSbDkMmJFm1wplhcmd03cgYAAAAAAIDzs3ukjySdPn1aH374oU6cOKGcnByrfSaTSYsXLy6X4AAAQOWijwcAAHAfdid9Pv74Y0VERNh8ESzEF0IAAFwTfTw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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 65: 11.52s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1623\n", + "\tTrain Regression Loss: : 0.0980\n", + "\tTrain Mve Loss: : -0.2011\n", + "\tTrain R2 Score: : 0.6945\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0835\n", + "\tVal Target Regression Loss: : 0.0867\n", + "\tVal Source R2 Score: : 0.7398\n", + "\tVal Target R2 Score: : 0.7265\n", + "\tVal Source Mve Loss: : -0.0567\n", + "\tVal Target Mve Loss: : -0.2178\n", + "\n", + "Epoch 66: 11.10s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1611\n", + "\tTrain Regression Loss: : 0.1411\n", + "\tTrain Mve Loss: : -0.1202\n", + "\tTrain R2 Score: : 0.5529\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1269\n", + "\tVal Target Regression Loss: : 0.1306\n", + "\tVal Source R2 Score: : 0.6086\n", + "\tVal Target R2 Score: : 0.5876\n", + "\tVal Source Mve Loss: : 0.0731\n", + "\tVal Target Mve Loss: : 0.0742\n", + "\n", + "Epoch 67: 11.06s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1629\n", + "\tTrain Regression Loss: : 0.1046\n", + "\tTrain Mve Loss: : -0.0856\n", + "\tTrain R2 Score: : 0.6740\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0952\n", + "\tVal Target Regression Loss: : 0.0988\n", + "\tVal Source R2 Score: : 0.7045\n", + "\tVal Target R2 Score: : 0.6883\n", + "\tVal Source Mve Loss: : -0.1038\n", + "\tVal Target Mve Loss: : -0.2442\n", + "\n", + "Epoch 68: 11.42s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1600\n", + "\tTrain Regression Loss: : 0.0791\n", + "\tTrain Mve Loss: : -0.2317\n", + "\tTrain R2 Score: : 0.7542\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0720\n", + "\tVal Target Regression Loss: : 0.0765\n", + "\tVal Source R2 Score: : 0.7742\n", + "\tVal Target R2 Score: : 0.7146\n", + "\tVal Source Mve Loss: : 0.0516\n", + "\tVal Target Mve Loss: : -0.1999\n", + "\n", + "Epoch 69: 12.10s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1599\n", + "\tTrain Regression Loss: : 0.1073\n", + "\tTrain Mve Loss: : -0.1783\n", + "\tTrain R2 Score: : 0.6632\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0948\n", + "\tVal Target Regression Loss: : 0.1007\n", + "\tVal Source R2 Score: : 0.7092\n", + "\tVal Target R2 Score: : 0.6792\n", + "\tVal Source Mve Loss: : -0.1050\n", + "\tVal Target Mve Loss: : -0.2033\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 70: 13.69s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1574\n", + "\tTrain Regression Loss: : 0.0754\n", + "\tTrain Mve Loss: : -0.2329\n", + "\tTrain R2 Score: : 0.7656\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0698\n", + "\tVal Target Regression Loss: : 0.0720\n", + "\tVal Source R2 Score: : 0.7837\n", + "\tVal Target R2 Score: : 0.7726\n", + "\tVal Source Mve Loss: : -0.0048\n", + "\tVal Target Mve Loss: : -0.2350\n", + "\n", + "Epoch 71: 11.75s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1599\n", + "\tTrain Regression Loss: : 0.0817\n", + "\tTrain Mve Loss: : -0.2196\n", + "\tTrain R2 Score: : 0.7436\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0754\n", + "\tVal Target Regression Loss: : 0.0789\n", + "\tVal Source R2 Score: : 0.7654\n", + "\tVal Target R2 Score: : 0.7495\n", + "\tVal Source Mve Loss: : 0.0029\n", + "\tVal Target Mve Loss: : -0.2301\n", + "\n", + "Epoch 72: 12.34s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1606\n", + "\tTrain Regression Loss: : 0.0920\n", + "\tTrain Mve Loss: : -0.2088\n", + "\tTrain R2 Score: : 0.7125\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0719\n", + "\tVal Target Regression Loss: : 0.0748\n", + "\tVal Source R2 Score: : 0.7753\n", + "\tVal Target R2 Score: : 0.7634\n", + "\tVal Source Mve Loss: : 0.1107\n", + "\tVal Target Mve Loss: : -0.2249\n", + "\n", + "Epoch 73: 12.55s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1608\n", + "\tTrain Regression Loss: : 0.0710\n", + "\tTrain Mve Loss: : -0.2286\n", + "\tTrain R2 Score: : 0.7775\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0593\n", + "\tVal Target Regression Loss: : 0.0626\n", + "\tVal Source R2 Score: : 0.8161\n", + "\tVal Target R2 Score: : 0.8000\n", + "\tVal Source Mve Loss: : 0.0146\n", + "\tVal Target Mve Loss: : -0.2153\n", + "\n", + "Epoch 74: 12.01s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1595\n", + "\tTrain Regression Loss: : 0.0673\n", + "\tTrain Mve Loss: : -0.2142\n", + "\tTrain R2 Score: : 0.7896\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0605\n", + "\tVal Target Regression Loss: : 0.0633\n", + "\tVal Source R2 Score: : 0.8108\n", + "\tVal Target R2 Score: : 0.8000\n", + "\tVal Source Mve Loss: : 0.0343\n", + "\tVal Target Mve Loss: : -0.2157\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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vAgAAAACgqmP1LrfESB8AAAAAAAA3RNIHAAAAAADADTG9CwAAAACAqo7pXW6JkT4AAAAAAABuiKQPAABwKtu3b9eIESPUrl071a5dWw0bNtRDDz2kr7/+2qbu3r171a9fP3l7e8vPz09RUVE6cuSIA6IGAABwPiR9AACAU3n77bd17NgxjRs3Tlu2bNHChQuVlpamXr16afv27ZZ6Bw4cUFhYmK5cuaIPP/xQK1eu1A8//KDevXvrzJkzDjwDAABcj8lwvg23jnv6AAAAp7J48WLVq1fPqiwiIkKtWrXS7Nmz1adPH0lSTEyMzGazNm3aJB8fH0lSt27d1Lp1a82fP1/z5s2r9NgBAACcCSN9AACAU7kx4SNJ3t7eat++vU6cOCFJys/P16ZNm/Twww9bEj6S1LRpU4WHh2v9+vWVFi8AAICzIukDAACcXmZmpvbu3asOHTpIkg4fPqzs7GyFhITY1A0JCdGhQ4eUk5NT2WECAOC6DCfccMuY3gUAAJze2LFjdenSJU2ZMkWSlJ6eLkny9/e3qevv7y/DMHTu3DkFBQUVebzc3Fzl5uZaHmdlZVVA1AAAAI7FSB8AAODUpk2bpnfffVcLFixQt27drPaZTKZin1fSvjlz5sjX19eyNW7cuNziBQAAcBYkfQAAgNOKi4vTzJkzNWvWLD333HOW8oCAAEm/jfi5XkZGhkwmk/z8/Io97qRJk5SZmWnZCu8VBABAVWUyDKfbcOuY3gUAAJxSXFycYmNjFRsbq8mTJ1vta9mypWrVqqXU1FSb56WmpqpVq1by9PQs9thms1lms7ncYwYAAHAmjPQBAABOZ8aMGYqNjdXUqVM1ffp0m/0eHh4aPHiw1q1bpwsXLljKf/rpJyUlJSkqKqoywwUAAHBKjPQBAABO5c0331RMTIwiIiL04IMPavfu3Vb7e/XqJenaSKDu3btr0KBBmjhxonJychQTE6PAwEC99NJLjggdAADX5WwrZjlTLC6MpA8AAHAqH3/8sSRp27Zt2rZtm81+439z/Nu1a6fk5GS9+uqreuSRR+Th4aE+ffpo/vz5qlu3bqXGDAAA4IzcfnpXcnKyTCZTkduNvxzu3btX/fr1k7e3t/z8/BQVFaUjR44UedxFixapXbt2MpvNat68ueLi4pSXl2dTLy0tTcOGDVNgYKC8vLwUGhqqxMTECjlXAADcQXJysgzDKHa7Xrdu3ZSQkKBLly4pMzNT69evV8uWLR0UOQAAgHOpMiN9Zs+erfDwcKuyjh07Wv77wIEDCgsLU5cuXfThhx9ahoj37t1b3377rdUvhrNmzdK0adM0ceJEDRgwQCkpKZo6dapOnjyppUuXWurl5uaqb9++On/+vBYuXKh69epp8eLFioiIUEJCgu67776KP3EAAAAAAG7CZFzbnIUzxeLKqkzSp3Xr1pZ7ABQlJiZGZrNZmzZtko+Pj6Rrvx62bt1a8+fP17x58yRdWxp25syZGjVqlGbPni1JCgsLU15enqZOnarx48erffv2kqQVK1Zo37592rlzp0JDQyVJ4eHh6ty5s6Kjo7Vnz56KPGUAAAAAAFCFuf30rtLIz8/Xpk2b9PDDD1sSPpLUtGlThYeHa/369Zaybdu2KScnR8OHD7c6xvDhw2UYhjZs2GApW79+vdq2bWtJ+EjXVht54okn9OWXX+rkyZMVd1IAAAAAAKBKqzJJn7Fjx8rDw0M+Pj66//779cUXX1j2HT58WNnZ2QoJCbF5XkhIiA4dOqScnBxJ0r59+yRJnTp1sqoXFBSkwMBAy/7CusUdU5L2799fbLy5ubnKysqy2gAAAAAAqBCGE264ZW6f9PH19dW4ceP0t7/9TUlJSVq4cKFOnDihsLAwffLJJ5KuTdmSJH9/f5vn+/v7yzAMnTt3zlLXbDardu3aRdYtPFZh3eKOef3rFmXOnDny9fW1bI0bN7bjrAEAAAAAQFXn9vf06dq1q7p27Wp53Lt3b0VGRqpTp06Kjo7W/fffb9lnMpmKPc71+0pbz96615s0aZJefPFFy+OsrCwSPwAAAAAAoNTcfqRPUfz8/DRo0CB99913ys7OVkBAgKSiR95kZGTIZDLJz89PkhQQEKCcnBxdvny5yLrXj+wJCAgo9phS0SOLCpnNZvn4+FhtAAAAAABUhMLVu5xpw62rkkkfSTKMa58gk8mkli1bqlatWkpNTbWpl5qaqlatWsnT01PSb/fyubHuqVOndPbsWatl4Dt16lTsMSXrJeMBAAAAAADKU5VM+pw7d06bNm1Sly5d5OnpKQ8PDw0ePFjr1q3ThQsXLPV++uknJSUlKSoqylIWEREhT09PxcfHWx0zPj5eJpNJQ4YMsZRFRkbqwIEDVkuz5+fna/Xq1erZs6eCg4Mr7BwBAAAAAEDVVup7+vz3v//VggULdOLECXXs2FHjx49Xw4YNrep8++23ioqK0pEjR8o90LJ6/PHH1aRJE915550KDAzUjz/+qDfffFOnT5+2StzExcWpe/fuGjRokCZOnKicnBzFxMQoMDBQL730kqWev7+/pk6dqmnTpsnf318DBgxQSkqKYmNjNXLkSLVv395Sd8SIEVq8eLGGDh2quXPnql69elqyZIkOHjyohISEymwGAACK5ap9PAAAKEfOtmKWM8XiwkqV9Dl06JB69uyp3NxcNWrUSJ9++qmWL1+uf/zjHxo0aJClXm5uro4fP15hwZZFSEiIPvjgA73zzju6ePGi/P39dc899+gf//iHunfvbqnXrl07JScn69VXX9UjjzwiDw8P9enTR/Pnz1fdunWtjjllyhTVqVNHixcv1vz589WgQQNNnDhRU6ZMsapnNpuVmJio6OhoPf/887p8+bK6dOmirVu36r777quU8wcAoCSu3McDAACgZCaj8OY2JXjiiSf0zTffKCEhQUFBQTpy5IieeeYZ/fvf/9aqVav02GOPSZL27Nmju+66S1evXq3wwKuarKws+fr6KjMzk5s6AwCKVJa+gj7+GvpZAEBJ3LmfKDy3O/4wS9Vrejo6HIurV3K0959T3LLNK1Op7unz73//W1OmTFFQUJAkqUWLFkpISNBjjz2mp556Sv/f//f/VWiQAACgYtDHAwAAyfErdbF6V8Uo1fSu06dPq3HjxlZl1atX16pVq+Th4aERI0YoPz9fHTp0qJAgAQBAxaCPBwAAcF+lSvo0bNhQR44cUe/evW32rVixQpL07LPPavjw4eUbHQAAqFD08QAAAO6rVEmf7t27a8OGDXr66aeL3L9ixQqZTCbLvwAAwDXQxwMAAEms3uWmSnVPn6FDh+rXX3/V2bNni62zfPlyjR07Vk2aNCm34AAAQMWijwcAAHBfpVq9C47nzneLBwCUD/qKsqPtAAAlced+ovDcuj3qfKt3ff0hq3fdqlJN7wIAAAAAAO6NFbPcT6mmdwEAAAAAAMC1kPQBAAAAAABwQ0zvAgAAAACgqjOMa5uzcKZYXBgjfQAAAAAAANyQ3Umfzz77TBcvXixy38WLF/XZZ5/dclAAAKDy0ccDAAC4F7uTPuHh4fr++++L3Hfw4EGFh4ffclAAAKDy0ccDAFB1mQzn23Dr7E76GCXMq8vLy1O1aswYAwDAFdHHAwAAuJdS3cg5KytL58+ftzw+deqUfvrpJ6s62dnZWrVqlRo0aFCuAQIAgIpDHw8AAOC+SpX0WbBggV577TVJkslkUmRkZJH1DMPQ5MmTyy86AABQoejjAQCAJMn43+YsnCkWF1aqpM+AAQPk7e0twzAUHR2t559/Xk2aNLGqYzab1alTJ913330VEigAACh/9PEAAADuq1RJn9DQUIWGhkqSLl26pFGjRik4OLhCAwMAABWPPh4AAMB9lSrpc73p06dXRBwAAMDB6OMBAKi6TAXXNmfhTLG4MruTPpJ07Ngxffjhhzp+/Liys7Ot9plMJq1YsaJcggMAAJWLPh4AAMB92J302bx5s6KionT16lXVq1dPZrPZar/JZCq34AAAQOWhjwcAAHAvdid9pkyZorvvvlv//Oc/Va9evYqICQAAOAB9PAAAVRird7klu5M+P/74o9atW8eXQQAA3Ax9PAAAgHupZu8TmjZtqosXL1ZELAAAwIHo4wEAANyL3UmfyZMna/78+bp8+XJFxAMAAByEPh4AgKrLZDjfhltn9/SuL7/8UmlpaWrVqpXCw8MVEBBgtd9kMmnhwoXlFiAAAKgc9PEAAADuxWQYhl35s2rVSh4cZDKZdPXq1VsKCraysrLk6+urzMxM+fj4ODocAIATutW+oir38fSzAICSuHM/UXhuPR6aKY8ano4OxyI/L0dfbpzqlm1emewe6VNQUFARcQAAAAejjwcAoAozjGubs3CmWFyY3ff0AQAAAAAAcDYXLlxQdHS0BgwYoLp168pkMik2NrZUz42Pj5fJZCpyO3XqlE39hIQEhYaGysvLS4GBgRo2bJjS0tLK+YxuXZmTPp988okmTZqkUaNG6aeffpIkpaSk6MyZM+UWHAAAqHz08QAAwBWlp6dr6dKlys3N1ZAhQ8p0jL///e/atWuX1XbjfQ537NihBx54QPXr19fGjRu1cOFCJSQkqG/fvsrNzS2HMyk/dk/vunz5sh566CElJibKZDJJkkaPHq0mTZpo/vz5aty4sebPn1/ugQIAgIpFHw8AQNXlbCtmlSWWpk2b6ty5czKZTDp79qyWL19u9zE6duyoO++8s8Q6r7zyitq0aaO1a9fKw+NaWqV58+a6++67tXLlSo0ePdr+4CuI3SN9pkyZoq+++kofffSRMjMzdf19oAcMGKCEhIRyDRAAAFQO+ngAAODKCqdjVaSTJ08qJSVFTz75pCXhI0l33XWX2rRpo/Xr11fo69vL7qTPmjVrNGPGDEVGRqpWrVpW+5o0aWIZBg4AAFwLfTwAAHA2WVlZVltFT58aNGiQqlevLn9/f0VFRWnfvn1W+wsfh4SE2Dw3JCTEpr6j2Z30OXPmjDp06FD0wapVU3Z29i0HBQAAKh99PAAAVZjhhJukxo0by9fX17LNmTOnQk6/QYMGmjJlipYvX66kpCTNmDFDKSkp6tWrl/7zn/9Y6qWnp0uS/P39bY7h7+9v2e8s7L6nT8OGDZWamqrw8HCbfd99952aN29eLoEBAIDKRR8PAACczYkTJ+Tj42N5bDabK+R1IiIiFBERYXl877336sEHH1SnTp0UExOjjRs3WtUvbhpZRU8vs5fdI32ioqI0a9YsffPNN5Yyk8mk48ePa8GCBRo6dGi5BggAACoHfTwAAHA2Pj4+VltFJX2K0qxZM91zzz3avXu3paxwJa+iRvRkZGQUOQLIkexO+kyfPl3BwcHq0aOH7rzzTplMJg0fPlwdO3ZUvXr1NHHixIqIEwAAVDD6eAAAqq7C1bucaXMGhmGoWrXfUicdO3aUJKWmptrUTU1Ntex3FnYnferUqaOdO3dqxowZ8vb2VsuWLeXl5aVJkybps88+s7nxIwAAcA308QAAAL85evSo/v3vf6tXr16WsoYNG6pHjx5avXq1rl69ainfvXu3Dh48qKioKEeEWiyTcf16rHBaWVlZ8vX1VWZmptV8RgAACtFXlB1tBwAoiTv3E4Xn1uvBGfKo4enocCzy83K0e/M0u9t869atunTpki5cuKARI0Zo6NChevTRRyVJAwcOlJeXl5555hmtWrVKhw8fVtOmTSVJ/fr107333quQkBD5+PgoNTVVr7/+ui5cuKCdO3dajeBJTk5W//79NXjwYI0ZM0ZpaWmaOHGifH199dVXX1XqFLSbsftGzgAAAAAAwM0YxrXNWZQxltGjR+v48eOWx2vWrNGaNWskXRu506xZM129elVXr17V9WNgOnXqpA8++EDz589Xdna26tWrpz59+mjatGlq06aN1WuEhYVpy5YtiomJ0eDBg+Xl5aVBgwbpjTfecKqEj1TGkT6rV6/We++9p+PHj9ss32oymXT48OFyCxDXuHNmGQBQPsqjr6iqfTz9LACgJO7cT1hG+gx8zflG+myJccs2r0x2j/SZN2+eJk2apPbt26tz585Ol8UCAABlQx8PAADgXuxO+ixdulRjx47VokWLKiIeAADgIPTxAABUXc60YpbkXLG4MrtX7zp16pQiIyMrIhYAAOBA9PEAAADuxe6kT7du3dx2Pj8AAFUZfTwAAIB7sTvp8+c//1lvvvmmvv7664qIxy1dvHhR48ePV3BwsDw9PdWlSxf985//dHRYAABYcdU+nn4WKJ5h5Onq5fW6enmNDCO3VM+5nJ+rnWd+0NELZyo4OgBOxXDCDbfM7nv6DB8+XOnp6erRo4caNGiggIAAq/0mk0n/+c9/yi1AdxAVFaWUlBTNnTtXbdq00XvvvafHHntMBQUFevzxxx0dHgAAkly3j6efBYqXnxmrguz3JUnVcj9Xjdv+UmQ9wzCUe+5FmXI2KfF8fb3z3Z068XWwzHnV9a/X/p9u8/GuzLABAOXE7qRPQECAAgMDKyIWt7RlyxZ9+umnli+gkhQeHq7jx4/rlVde0e9//3tVr17dwVECAOCafTz9LFCygitfXPffO3/774KLMoxLql69vgyjQFlnfq+a+d9o6fmm+u+FetK/Lqru+v2q3ihYf0iep0bN/LViwwRHnAIA4BbYnfRJTk6ugDDc1/r16+Xt7a2hQ4dalQ8fPlyPP/649uzZo7vuustB0QEA8BtX7OPpZ4GSVa81RFcvXluRr5rnQ5KkK7m7lJn+hKQcGdVuV22dUW1d0odZDdWwxhXd5pumtPYdlPedn4wCyci7qpNHMzRm6EItWTPOgWcDoCKxepd7sjvpA/vs27dPt99+uzw8rJs6JCTEsp8vo3B29zw+SjXyq6vb7Rny63FFJ2oEKDgwU/cEtFFTvzD9N3OjAj3bqUfdP6m6qYajwwVQhdDPAiWr7j1e1cx3S8ZVmWr2kiRlX1wm6dr9fapd/UHm6jV16Ep1daqVpdvNFyRJtf1r6m1TDxX4mK/dV+NMpg59fUzpaVkKqOfjoLMBANirTEmfjIwMLViwQImJiUpPT1dgYKD69eun8ePH67bbbivvGF1aenq6WrRoYVPu7+9v2V+U3Nxc5eb+drO9rKysigkQ+J8zWRf12uYEVa+eoNzgDPl7X9blr2ro57/6KaigulqEmRT37DfyqG4o+VywYn/uqaRzuXoo6HXV8cjV6Zzv5FMjSB1ue8TRpwLgFrhaH08/C5TMZDLJVLOHVVl1jxZSrmTIpFP5NVXTVKD0q1KI+ZKlzp3dflVBrZqSySTJUIGvlzyuFij3culuBg0AcA52r9518uRJ3XHHHZo1a5YyMzPVpEkTnT9/XjNmzNAdd9yhX375pSLidGkmk8nufXPmzJGvr69la9y4cUWFB+hS7hU98Obftf0/R7XnTICu1Kwh75pXdOj1AF08XUOZeT66v8+Pqva/MZZht/0i7+p5yjeqK/1KbUmSSdWUW3DBkacB4Ba5ah9PPwvYp7bPy/LynqCang/qkrz045XqqlM9R0dy61jqZFSvqWrVr0rGtb7flHdVBR7VVKMmEwUAt1VgON+GW2Z30mfy5MnKzs7Wnj17tH//fn366afav3+/9uzZo+zsbE2ePLki4nRZAQEBRf7KmJGRIem3XyJvNGnSJGVmZlq2EydOVGicqNqOpGUoOzdfkmT2vqLC/0cyVZdkkkxX8vXj0UBVqyZdLTDp12wvXS6oodrVcnSnb32ZVE3+5pa63XeIw84BwK1zxT6efhawn8nkqdo+L8nP/2+6o+HnMkx+8qtmUlpeTckwSYZJHQPOydw9U8q+ompZ2VLWReXVrq66wcWP+Mu+kqcfTp7Rlbz8SjwbAEBJ7E7Vb9u2TTNnzlT37t2tyrt3767XXntN06ZNK7fg3EGnTp30/vvvKz8/3+p+A6mpqZKkjh07Fvk8s9kss9lcKTECLesHyMfLrKzLuTp3xE+etx9TxhUvtZuSpmNL/OVrvqyEnY2UmVVTjULOao+nv4Y2PK37G0apTcAQGYZR4i/tAFyDK/bx9LPAranp4as7Gifq2M/d1LFWun7Nr6GaMumdo521r2OgOgb9ql+/DFTtmvWU/PdXiz1OetYlPTb/PZ0+f1FN6vrpvZcfV51a/I0BgKPZnfTJzMxUs2bNitzXvHlzZWZm3mpMbiUyMlLLli3TRx99pN///veW8lWrVik4OFg9e/Z0YHTANV41a2jryyP0951fKTfvpEJ8ffTtqQJ16xSi+3f2tqn/+A2PSfgA7sEV+3j6WeDWVavmo4bBX+nIL921MaOJDuYEKU+GWtZJ03+vBsk80FNfP1nycu3J+47o9PmLkqSfzpzXrgPHNaBrm8oIH0B5Mf63OQtnisWF2Z30ad68uTZv3qz+/fvb7Nu6dauaN29eLoG5iwceeED9+/fX6NGjlZWVpVatWun999/Xtm3btHr1alWvXt3RIQKSJD8vT03od4/l8cC2DgwGgEO4Yh9PPwuUD7OHr25v8oPaNsqUyVRbX6ed0sjEdapeLU+xPfve9PktGwRIkqr974eg5vWLnloJAKhcdid9hg8frokTJ6qgoEBPP/20goKC9Ouvv2r16tVatGiR5s6dWxFxurR169ZpypQpiomJUUZGhtq1a6f3339ff/jDHxwdGgAAFq7ax9PPAuWnWjVfSdKd9Rvpm8eeV4FhqHq1m98GtEuLYP3l2Ye05+BPuq9jC7UODqzoUAEApWAyDMOuQVOGYehPf/qTli1bZjWlwzAMPfvss3rnnXfKPUhcW0rW19dXmZmZ8vHxcXQ4AAAndKt9RVXu4+lnAQAlced+ovDc7u4XJw8PT0eHY5Gfn6N/J0x3yzavTHaP9DGZTPrb3/6mF198Udu3b1dGRoYCAgLUp08ftWnDvF0AAFwVfTwAAIB7sTvpU6ht27Zq25abfgAA4G7o4wEAANxDmZI+V69e1YcffqikpCSlp6crICBA4eHhGjp0qNVyqQAAwLXQxwMAUEUZxrXNWThTLC7M7m9vZ8+eVUREhPbu3SsPDw8FBAQoPT1dy5cv1/z58/XJJ58oMJAbtwEA4Gro4wEAANzLzW/Ff4MJEybo4MGDevfdd5Wdna1ff/1V2dnZWr16tX788UdNmDChIuIEAAAVjD4eAADAvdg90ufjjz/WzJkz9dhjj1nKqlevrscff1xpaWmKjY0tz/gAAEAloY8HAKDqMhnXNmfhTLG4MrtH+hiGoQ4dOhS5r2PHjrJzBXgAAOAk6OMBAADci91Jn379+ikhIaHIfZ9++qnCwsJuNSYAAOAA9PEAAADuxe7pXdOmTVNUVJSuXr2qxx9/XA0aNNCpU6f07rvvat26dVq3bp0yMjIs9f39/cs1YAAAUDHo4wEAqMKM/23OwplicWEmw86x2tWq/TY4yGQyWf678DDXl0nXln7FrcvKypKvr68yMzPl4+Pj6HAAAE7oVvuKqtzH088CAErizv1E4bndEx4rDw9PR4djkZ+foy+SYt2yzSuT3SN9YmJibL70AQAA10cfDwAA4F7sTvqwcgcAAO6JPh4AgKrLZBgyOdGiDc4Uiyuz+0bOAAAAAAAAcH52j/SRpFOnTumjjz7S8ePHlZOTY7XPZDJp4cKF5RIcAACoXPTxAAAA7sPupM8nn3yiyMhImy+ChfhCCACAa6KPBwCgCiv43+YsnCkWF2b39K5XXnlFXbp00bfffqvc3FwVFBRYbe60kgcAAFUJfTwAAIB7sXukz+HDh7Vu3TqFhIRURDwAAMBB6OMBAADci91Jn3bt2ikrK6siYgEAAA5EHw8AQNXF6l3uye7pXa+99ppmzZql06dPV0Q8AADAQejjAQAA3IvdI30efPBB7d27Vy1btlSXLl3k7+9vtd9kMmnjxo3lFiAAAKgc9PEAAADuxe6kT3x8vKZPn67q1avr6NGjOnnypNV+k8lUbsEBAIDKQx8PAEAVZvxvcxbOFIsLszvpExcXp8GDBys+Pl633XZbRcQEAAAcgD4eAADAvdh9T5/Tp0/r+eef58sgAABuhj4eAADAvdg90qdr1676+eefKyIWAADgQPTxAABUYYZxbXMWzhSLC7N7pM+bb76p119/Xd9++20FhAMAAByFPh4AAMC92D3SZ9SoUTpz5oy6deumoKCgIlf2+M9//lNuAQIAgMpBHw8AAOBe7E76BAQEKDAwsCJiAQAADkQfDwBA1WUyrm3OwplicWV2J32Sk5MrIAwAAOBo9PEAAADuxe57+gAAAAAAAMD52T3SR5IyMjK0YMECJSYmKj09XYGBgerXr5/Gjx/PMq8AALgw+ngAAKooVu9yS3aP9Dl58qTuuOMOzZo1S5mZmWrSpInOnz+vGTNm6I477tAvv/xSEXECAIAKRh8PAADgXuxO+kyePFnZ2dnas2eP9u/fr08//VT79+/Xnj17lJ2drcmTJ1dEnAAAoILRxwMAALgXu5M+27Zt08yZM9W9e3er8u7du+u1117T1q1byy04AABQeejjAQCoukwFzrfh1tmd9MnMzFSzZs2K3Ne8eXNlZmbeakwAAMAB6OMBAADci91Jn+bNm2vz5s1F7tu6dauaN29+y0EBAIDKRx8PAADgXuxevWv48OGaOHGiCgoK9PTTTysoKEi//vqrVq9erUWLFmnu3LkVEScAAKhg9PEAAFRhrN7lluxO+rzyyis6fPiw/vrXv2rx4sWWcsMw9Oyzz+rll18u1wABAEDloI8HAABwL3YnfUwmk/72t7/pxRdfVFJSktLT0xUQEKA+ffqoTZs2FREjAACoBPTxAAAA7sXupE+htm3bqm3btuUZCwAAcAL08QAAVEHG/zZn4UyxuLBS3cj53Llzevjhh7Vp06Zi62zatEkPP/yw0tPTyy04AABQsejjAQAA3Fepkj7Lly/Xf/7zH0VERBRbJyIiQqmpqVb3AAAAAM6NPh4AAMB9lSrp889//lOjRo2Sh0fxs8E8PDw0atQo/d///V+5BQcAACoWfTwAAJAkk2E43YZbV6qkzw8//KA777zzpvXuuOMO/fDDD7ccFAAAqBz08QAAAO6rVEmf/Px81ahR46b1atSooby8vFsOCgAAVA76eAAAAPdVqqRPUFCQvv/++5vW279/vxo0aHDLQQEAgMpBHw8AACRJhuF8G25ZqZI+9913n5YsWVLiL3x5eXl6++23FR4eXm7BlYfk5GSZTKYit927d9vU37t3r/r16ydvb2/5+fkpKipKR44cKfLYixYtUrt27WQ2m9W8eXPFxcUV2UZpaWkaNmyYAgMD5eXlpdDQUCUmJpb7uQIAYC9X7uMBAABQslIlfSZMmKADBw4oMjJSv/zyi83+X375RUOGDNHBgwc1YcKEcg+yPMyePVu7du2y2jp27GhV58CBAwoLC9OVK1f04YcfauXKlfrhhx/Uu3dvnTlzxqrurFmzNG7cOEVFRemTTz7RmDFjNHv2bI0dO9aqXm5urvr27avExEQtXLhQGzduVP369RUREaEdO3ZU+HkDAFASd+jjAQAAULTil+q4TkhIiBYvXqwxY8aoefPm6tatm5o3by5JOnr0qL7++msVFBTo7bffVqdOnSo04LJq3bq1evXqVWKdmJgYmc1mbdq0ST4+PpKkbt26qXXr1po/f77mzZsnSUpPT9fMmTM1atQozZ49W5IUFhamvLw8TZ06VePHj1f79u0lSStWrNC+ffu0c+dOhYaGSpLCw8PVuXNnRUdHa8+ePRV1ygAA3JQ79PEAAKAcGJIKHB3EdZjdVS5KNdJHkkaNGqXPPvtMAwYM0Hfffaf3339f77//vr777jtFRETo888/18iRIysy1gqVn5+vTZs26eGHH7YkfCSpadOmCg8P1/r16y1l27ZtU05OjoYPH251jOHDh8swDG3YsMFStn79erVt29aS8JGuLX37xBNP6Msvv9TJkycr7qQAACgFd+/jAQAAqqpSjfQpFBoaqo8//lgFBQU6e/asJCkwMFDVqpU6d+QwY8eO1R/+8AfLPXWmTZume+65x7L/8OHDys7OVkhIiM1zQ0JC9OmnnyonJ0eenp7at2+fJNn84hkUFKTAwEDLfknat2+fevfuXeQxpWs3xmzYsGG5nCMAAGXlyn08AAAAimZX0qdQtWrVVK9evfKOpUL4+vpq3LhxCgsLU0BAgA4dOqQ33nhDYWFh2rx5s+6//35J16ZsSZK/v7/NMfz9/WUYhs6dO6egoCClp6fLbDardu3aRdYtPFbhcYs75vWve6Pc3Fzl5uZaHmdlZdlx1gAAlI0r9fEAAKD8mAxDJidaMcuZYnFlLvXzXUkrcd24ffvtt5Kkrl276q233tKQIUPUu3dvDR8+XDt37lRQUJCio6NtXsNkMhX7+tfvK209e+sWmjNnjnx9fS1b48aNiz0GAAAAAADAjco00sdR2rZtq2XLlpWqbpMmTYrd5+fnp0GDBumdd95Rdna2atWqpYCAAElFj7zJyMiQyWSSn5+fJCkgIEA5OTm6fPmyvLy8bOp269bN8jggIKDYY0pFjyySpEmTJunFF1+0PM7KyiLxAwAAAAAASs2lkj5BQUHldiNJ439DxQpH2rRs2VK1atVSamqqTd3U1FS1atVKnp6ekn67l09qaqp69uxpqXfq1CmdPXvWain4Tp06FXtMSTbLxhcym80ym81lOTUAAAAAAOxjSHKmKVVOFIorc6npXeXl3Llz2rRpk7p06WJJ5Hh4eGjw4MFat26dLly4YKn7008/KSkpSVFRUZayiIgIeXp6Kj4+3uq48fHxMplMGjJkiKUsMjJSBw4csFqaPT8/X6tXr1bPnj0VHBxcMScJAAAAAACqNJca6VMWjz/+uJo0aaI777xTgYGB+vHHH/Xmm2/q9OnTNkmbuLg4de/eXYMGDdLEiROVk5OjmJgYBQYG6qWXXrLU8/f319SpUzVt2jT5+/trwIABSklJUWxsrEaOHKn27dtb6o4YMUKLFy/W0KFDNXfuXNWrV09LlizRwYMHlZCQUFnNAAAAAAAAqhi3T/qEhITogw8+0DvvvKOLFy/K399f99xzj/7xj3+oe/fuVnXbtWun5ORkvfrqq3rkkUfk4eGhPn36aP78+apbt65V3SlTpqhOnTpavHix5s+frwYNGmjixImaMmWKVT2z2azExERFR0fr+eef1+XLl9WlSxdt3bpV9913X4WfPwAAAAAAN2UYTja9y4licWEmw6AlXUFWVpZ8fX2VmZkpHx8fR4cDAHBC7tJXbN++XatXr9bOnTt14sQJ+fn56c4771RMTIzVYgmF9u7dq+joaO3evdvqB5sWLVqU+jXdpe0AABXDnfuJwnPr0/lVeVR3nvvK5l/N1fb/zHPLNq9MVfKePgAAwHm9/fbbOnbsmMaNG6ctW7Zo4cKFSktLU69evbR9+3arugcOHFBYWJiuXLmiDz/8UCtXrtQPP/yg3r1768yZMw46AwAAAOfg9tO7AACAa1m8eLHq1atnVRYREaFWrVpp9uzZ6tOnj6U8JiZGZrNZmzZtsvwK2K1bN7Vu3Vrz58/XvHnzKjV2AABcVoEkk6ODuE6BowNwD4z0AQAATuXGhI8keXt7q3379jpx4oSlLD8/X5s2bdLDDz9sNey7adOmCg8P1/r16yslXgAAAGdF0gcAADi9zMxM7d27Vx06dLCUHT58WNnZ2QoJCbGpHxISokOHDiknJ6cywwQAAHAqTO8CAABOb+zYsbp06ZLVKpnp6emSJH9/f5v6/v7+MgxD586dU1BQkM3+3Nxc5ebmWh5nZWVVQNQAALgOk2HI5ETrPDlTLK6MkT4AAKDCJCcny2QylWr79ttvizzGtGnT9O6772rBggVFrt5lMhV/A4Li9s2ZM0e+vr6WrXHjxmU6PwAAAGfGSB8AAFBh2rZtq2XLlpWqbpMmTWzK4uLiNHPmTM2aNUvPPfec1b6AgABJv434uV5GRoZMJpP8/PyKfK1JkybpxRdftDzOysoi8QMAANwOSR8AAFBhgoKCNHLkyDI9Ny4uTrGxsYqNjdXkyZNt9rds2VK1atVSamqqzb7U1FS1atVKnp6eRR7bbDbLbDaXKS4AANySYVzbnIUzxeLCmN4FAACczowZMxQbG6upU6dq+vTpRdbx8PDQ4MGDtW7dOl24cMFS/tNPPykpKUlRUVGVFS4AAHACFy5cUHR0tAYMGKC6devKZDIpNja2VM9dt26dHnvsMbVq1Uq1atVSs2bN9Mc//lE//vijTd2wsLAip6pHRESU8xndOkb6AAAAp/Lmm28qJiZGERERevDBB7V7926r/b169bL8d1xcnLp3765BgwZp4sSJysnJUUxMjAIDA/XSSy9VdugAAMCB0tPTtXTpUnXu3FlDhgzR8uXLS/3cefPmqUGDBpoyZYpatGihEydOaPbs2brjjju0e/duqxVEJalFixZ69913rcqKm1buSCR9AACAU/n4448lSdu2bdO2bdts9hvXDfdu166dkpOT9eqrr+qRRx6Rh4eH+vTpo/nz56tu3bqVFjMAAC7PDaZ3NW3aVOfOnZPJZNLZs2ftSvp8/PHHqlevnlVZnz591KxZMy1YsMDmWLVq1bL6IcpZkfQBAABOJTk52a763bp1U0JCQsUEAwAAXEZJK3rezI0JH0kKDg5Wo0aNdOLEiVsJy6G4pw8AAAAAAMANjhw5ouPHj9tM7ZKkw4cPy9/fXx4eHmrZsqWmTJmi7OxsB0RZMkb6AAAAAABQ1Tnp9K6srCyr4spagTM/P1/PPPOMvL29NWHCBKt999xzj37/+9+rXbt2ys7O1tatW/X666/riy++UFJSkqpVc57xNSR9AAAAAACAU2rcuLHV4+nTp5d6Ra6yMgxDzzzzjD7//HN99NFHNjHMnDnT6vHAgQPVrFkzvfzyy9q4caMiIyMrND57OE/6CQAAAAAA4DonTpxQZmamZZs0aVKFvp5hGBo5cqRWr16t+Ph4PfTQQ6V63hNPPCFJNquOOhojfQAAAAAAqOoKJJX9Psjlr+DaPz4+PvLx8amUlyxM+Pz973/XihUrLIkcezjT1C6JkT4AAAAAAKCKMwxDo0aN0t///nf97W9/0/Dhw+16/qpVqyTJ6ZZxZ6QPAAAAAABwC1u3btWlS5d04cIFSdL333+vtWvXSrp27x0vLy8988wzWrVqlQ4fPqymTZtKkl544QWtWLFCI0aMUKdOnaymaZnNZnXt2lWS9Pnnn2vWrFmKjIxUixYtlJOTo61bt2rp0qXq06ePBg8eXMlnXDKSPgAAAAAAVHEmw5DJiVbvKmsso0eP1vHjxy2P16xZozVr1kiSjh49qmbNmunq1au6evWqjOte4+OPP5YkrVy5UitXrrQ6ZtOmTXXs2DFJUlBQkKpXr64ZM2bo7NmzMplMat26tV577TW99NJLTje9i6QPAAAAAABwC4XJmZLEx8crPj7e7udJUqtWrbR582b7A3MQ50pBAQAAAAAAoFww0gcAAAAAgKrOMK5tzsKZYnFhjPQBAAAAAABwQyR9AAAAAAAA3BBJHwAAAAAAADfEPX0AAAAAAKjqCgzJ5ET30SlwolhcGCN9AAAAAAAA3BBJHwAAAAAAADfE9C4AAAAAAKo6lmx3S4z0AQAAAAAAcEMkfQAAAAAAANwQ07sAAAAAAKjynGx6l5wpFtfFSB8AAAAAAAA3RNIHAAAAAADADTG9CwAAAACAqo7Vu9wSI30AAAAAAADcEEkfAAAAAAAAN8T0LgAAAAAAqroCQ061YlaBE8XiwhjpAwAAAAAA4IZI+gAAAAAAALghpncBAAAAAFDVGQXXNmfhTLG4MEb6AAAAAAAAuCGSPgAAAAAAAG6I6V0AAAAAAFR1hnFtcxbOFIsLY6QPAAAAAACAG3LJpM+FCxcUHR2tAQMGqG7dujKZTIqNjS22/t69e9WvXz95e3vLz89PUVFROnLkSJF1Fy1apHbt2slsNqt58+aKi4tTXl6eTb20tDQNGzZMgYGB8vLyUmhoqBITE4s8ZkJCgkJDQ+Xl5aXAwEANGzZMaWlpZTp3AAAAAACA0nDJpE96erqWLl2q3NxcDRkypMS6Bw4cUFhYmK5cuaIPP/xQK1eu1A8//KDevXvrzJkzVnVnzZqlcePGKSoqSp988onGjBmj2bNna+zYsVb1cnNz1bdvXyUmJmrhwoXauHGj6tevr4iICO3YscOq7o4dO/TAAw+ofv362rhxoxYuXKiEhAT17dtXubm55dIeAAAAAADckgLD+TbcMpe8p0/Tpk117tw5mUwmnT17VsuXLy+2bkxMjMxmszZt2iQfHx9JUrdu3dS6dWvNnz9f8+bNk3QtkTRz5kyNGjVKs2fPliSFhYUpLy9PU6dO1fjx49W+fXtJ0ooVK7Rv3z7t3LlToaGhkqTw8HB17txZ0dHR2rNnj+X1X3nlFbVp00Zr166Vh8e15m7evLnuvvturVy5UqNHjy7/BgIAAAAAAFWeS470MZlMMplMN62Xn5+vTZs26eGHH7YkfKRrSaPw8HCtX7/eUrZt2zbl5ORo+PDhVscYPny4DMPQhg0bLGXr169X27ZtLQkfSfLw8NATTzyhL7/8UidPnpQknTx5UikpKXryySctCR9Juuuuu9SmTRur1wcAAAAAAChPLpn0Ka3Dhw8rOztbISEhNvtCQkJ06NAh5eTkSJL27dsnSerUqZNVvaCgIAUGBlr2F9Yt7piStH//fqtjFlf3+mPeKDc3V1lZWVYbAAAAAAAVonD1LmfacMvcOumTnp4uSfL397fZ5+/vL8MwdO7cOUtds9ms2rVrF1m38FiFdYs75vWve7PXv/6YN5ozZ458fX0tW+PGjYutCwAAAAAAcCOHJ32Sk5Mt07Vutn377bdleo2SpoJdv6+09cqrbknHmDRpkjIzMy3biRMniq0LAAAAAABwI4ffyLlt27ZatmxZqeo2adLErmMHBARIUpEjajIyMmQymeTn52epm5OTo8uXL8vLy8umbrdu3ayOW9wxpd9G9tzs9YsaAVTIbDbLbDaXdHoAAAAAAJQPQ841pcqJQnFlDk/6BAUFaeTIkRVy7JYtW6pWrVpKTU212ZeamqpWrVrJ09NT0m/38klNTVXPnj0t9U6dOqWzZ8+qY8eOlrJOnToVe0xJlrqF/6ampmrgwIE2da8/JgAAAAAAQHly+PSuiuTh4aHBgwdr3bp1unDhgqX8p59+UlJSkqKioixlERER8vT0VHx8vNUx4uPjZTKZNGTIEEtZZGSkDhw4YLU0e35+vlavXq2ePXsqODhYktSwYUP16NFDq1ev1tWrVy11d+/erYMHD1q9PgAAAAAAQHly+Eifstq6dasuXbpkSeZ8//33Wrt2rSRp4MCBlilacXFx6t69uwYNGqSJEycqJydHMTExCgwM1EsvvWQ5nr+/v6ZOnapp06bJ399fAwYMUEpKimJjYzVy5Ei1b9/eUnfEiBFavHixhg4dqrlz56pevXpasmSJDh48qISEBKs4582bp/79+2vo0KEaM2aM0tLSNHHiRHXs2NFmeXgAAAAAABzC2VbMcqZYXJjJMFyzJZs1a6bjx48Xue/o0aNq1qyZ5fHXX3+tV199Vbt27ZKHh4f69Omj+fPnq2XLljbP/ctf/qLFixfr2LFjatCggYYPH64pU6aoRo0aVvVOnz6t6Ohobdq0SZcvX1aXLl00Y8YM9evXz+aYn376qWJiYvTtt9/Ky8tLgwYN0htvvKF69eqV+nyzsrLk6+urzMxM+fj4lPp5AICqg76i7Gg7AEBJ3LmfKDy3fg2elUe1mo4OxyK/4IoSTi11yzavTC6b9Klq3PkiAwAoH/QVZUfbAQBK4s79BEkf9+ay07sAAAAAAEA5KSiQVODoKH5T4ESxuDC3vpEzAAAAAABAVUXSBwAAAAAAwA0xvQsAAAAAgKqO1bvcEiN9AAAAAAAA3BBJHwAAAAAAADfE9C4AAAAAAKo6pne5JUb6AAAAAAAAuCGSPgAAAAAAAG6I6V0AAAAAAFR1BYYkJ5pSVeBEsbgwRvoAAACntnz5cplMJnl7exe5f+/everXr5+8vb3l5+enqKgoHTlypJKjBAAAcD4kfQAAgNM6efKkXn75ZQUHBxe5/8CBAwoLC9OVK1f04YcfauXKlfrhhx/Uu3dvnTlzppKjBQAAcC5M7wIAAE7rT3/6k+699175+/tr7dq1NvtjYmJkNpu1adMm+fj4SJK6deum1q1ba/78+Zo3b15lhwwAgEsyjAIZRoGjw7BwplhcGSN9AACAU1q9erV27NihJUuWFLk/Pz9fmzZt0sMPP2xJ+EhS06ZNFR4ervXr11dWqAAAAE6JpA8AAHA6aWlpGj9+vObOnatGjRoVWefw4cPKzs5WSEiIzb6QkBAdOnRIOTk5FR0qAACA02J6FwAAcDpjxoxR27ZtNXr06GLrpKenS5L8/f1t9vn7+8swDJ07d05BQUE2+3Nzc5Wbm2t5nJWVVQ5RAwDgwgzDuVbMMpwoFhfGSB8AAFBhkpOTZTKZSrV9++23kqSPPvpIH3/8sZYtWyaTyXTT1yipTnH75syZI19fX8vWuHHjMp0fAACAM2OkDwAAqDBt27bVsmXLSlW3SZMmunjxosaOHavnn39ewcHBOn/+vCTpypUrkqTz58+rRo0aql27tgICAiT9NuLnehkZGTKZTPLz8yvytSZNmqQXX3zR8jgrK4vEDwAAcDskfQAAQIUJCgrSyJEjS13/2LFjOn36tN588029+eabNvtvu+02PfTQQ9qwYYNatmypWrVqKTU11aZeamqqWrVqJU9PzyJfx2w2y2w2l/5EAABwd4YhyYmmVDG9q1yQ9AEAAE6jQYMGSkpKsimfO3euduzYoa1btyowMFCS5OHhocGDB2vdunV6/fXXVadOHUnSTz/9pKSkJE2YMKFSYwcAAHA2JH0AAIDT8PT0VFhYmE15fHy8qlevbrMvLi5O3bt316BBgzRx4kTl5OQoJiZGgYGBeumllyonaAAAACfFjZwBAIDLateunZKTk1WjRg098sgjGjZsmFq1aqXPPvtMdevWdXR4AAC4joIC59twyxjpAwAAnF58fLzi4+OL3NetWzclJCRUbkAAAAAugJE+AAAAAAAAboiRPgAAAAAAVHWs3uWWGOkDAAAAAADghkj6AAAAAAAAuCGmdwEAAAAAUMUZBQUyTM6zYpZhOE8sroyRPgAAAAAAAG6IpA8AAAAAAIAbYnoXAAAAAABVHat3uSVG+gAAAAAAALghkj4AAAAAAABuiOldAAAAAABUdQWGZHKiKVVM7yoXjPQBAAAAAABwQyR9AAAAAAAA3BDTuwAAAAAAqOoMQ1KBo6P4DdO7ygUjfQAAAAAAANwQSR8AAAAAAAA3xPQuAAAAAACqOKPAkOFEq3cZTO8qF4z0AQAAAAAAcEMkfQAAAAAAANwQ07sAAAAAAKjqjAI51+pdThSLC2OkDwAAAAAAgBsi6QMAAAAAAOCGXDLpc+HCBUVHR2vAgAGqW7euTCaTYmNji6w7bNgwmUwmm61du3ZF1l+0aJHatWsns9ms5s2bKy4uTnl5eTb10tLSNGzYMAUGBsrLy0uhoaFKTEws8pgJCQkKDQ2Vl5eXAgMDNWzYMKWlpZX5/AEAAAAAKE9GgeF0G26dSyZ90tPTtXTpUuXm5mrIkCE3rV+rVi3t2rXLavvggw9s6s2aNUvjxo1TVFSUPvnkE40ZM0azZ8/W2LFjrerl5uaqb9++SkxM1MKFC7Vx40bVr19fERER2rFjh1XdHTt26IEHHlD9+vW1ceNGLVy4UAkJCerbt69yc3NvqR0AAAAAAACK45I3cm7atKnOnTsnk8mks2fPavny5SXWr1atmnr16lVinfT0dM2cOVOjRo3S7NmzJUlhYWHKy8vT1KlTNX78eLVv316StGLFCu3bt087d+5UaGioJCk8PFydO3dWdHS09uzZYznuK6+8ojZt2mjt2rXy8LjW3M2bN9fdd9+tlStXavTo0WVuBwAAAAAAgOK45Eifwila5Wnbtm3KycnR8OHDrcqHDx8uwzC0YcMGS9n69evVtm1bS8JHkjw8PPTEE0/oyy+/1MmTJyVJJ0+eVEpKip588klLwkeS7rrrLrVp00br168v13MAAAAAAKBMjALn23DLXDLpY6/s7Gw1aNBA1atXV6NGjfTcc88pIyPDqs6+ffskSZ06dbIqDwoKUmBgoGV/Yd2QkBCb1yks279/v9Uxi6t7/TEBAAAAAADKk0tO77JH586d1blzZ3Xs2FHStXvsLFiwQImJiUpJSZG3t7eka9O7zGazateubXMMf39/paenWx6np6fL39+/yHqF+6//t7i61x/zRrm5uVb3/MnMzJQkZWVllXzCAIAqq7CPMAxufGivwjajnwUAFKUq9LH5ypOc6PTyZbugEuzn8KRPcnKywsPDS1X3m2++UZcuXew6/oQJE6we9+/fX127dtUjjzyiZcuWWe0vacrYjfvKo25Jx5gzZ47i4uJsyhs3blzscwAAkK796ODr6+voMFzKhQsXJNHPAgBKduHCBbfrY2vWrKkGDRroi1NbHB2KjQYNGqhmzZqODsOlOTzp07ZtWy1btqxUdZs0aVIurxkZGanatWtr9+7dlrKAgADl5OTo8uXL8vLysqqfkZGhbt26WdUtapRO4ZSxwpE9AQEBklRs3aJGABWaNGmSXnzxRcvj8+fPq2nTpvrpp5/c7iJjj6ysLDVu3FgnTpyQj4+Po8NxGNrhGtqBNihEO1yTmZmpJk2alNi/oGjBwcE6ceKE6tSpU+73DbxVfL7LjrYrO9qu7Gi7snPmtjMMQxcuXFBwcLCjQyl3np6eOnr0qK5cueLoUGzUrFlTnp6ejg7DpTk86RMUFKSRI0dW+usahqFq1X67pVHhvXxSU1PVs2dPS/mpU6d09uxZy/Swwrqpqak2xywsK6xb+G9qaqoGDhxoU/f6Y97IbDbLbDbblPv6+jrdBdARfHx8aAfRDoVoB9qgEO1wzfX9G0qnWrVqatSokaPDKBGf77Kj7cqOtis72q7snLXt3PnHd09PT5IrbqpKfitcu3atLl++bLWMe0REhDw9PRUfH29VNz4+XiaTSUOGDLGURUZG6sCBA1ZLs+fn52v16tXq2bOnJfvbsGFD9ejRQ6tXr9bVq1ctdXfv3q2DBw8qKiqqYk4QAAAAAABUeQ4f6VNWW7du1aVLlyxz8L///nutXbtWkjRw4EB5eXnp+PHjevzxx/WHP/xBrVq1kslk0o4dO/TWW2+pQ4cOViOM/P39NXXqVE2bNk3+/v4aMGCAUlJSFBsbq5EjR6p9+/aWuiNGjNDixYs1dOhQzZ07V/Xq1dOSJUt08OBBJSQkWMU5b9489e/fX0OHDtWYMWOUlpamiRMnqmPHjjbLwwMAAAAAAJQXl036jB49WsePH7c8XrNmjdasWSNJOnr0qJo1ayYfHx/Vr19ff/7zn3X69GldvXpVTZs21QsvvKDJkyfbrNQ1ZcoU1alTR4sXL9b8+fPVoEEDTZw4UVOmTLGqZzablZiYqOjoaD3//PO6fPmyunTpoq1bt+q+++6zqhsWFqYtW7YoJiZGgwcPlpeXlwYNGqQ33nijyOlbxTGbzZo+fbpdz3FHtMM1tMM1tANtUIh2uIZ2cE+8r2VH25UdbVd2tF3Z0XZA+TMZ7rzmHAAAAAAAQBVVJe/pAwAAAAAA4O5I+gAAAAAAALghkj4AAAAAAABuiKRPJbhw4YKio6M1YMAA1a1bVyaTSbGxsUXWHTZsmEwmk83Wrl27IusvWrRI7dq1k9lsVvPmzRUXF6e8vDybemlpaRo2bJgCAwPl5eWl0NBQJSYmFnnMhIQEhYaGysvLS4GBgRo2bJjS0tLKfP6SfW0gSXv37lW/fv3k7e0tPz8/RUVF6ciRI0XWdZU2KE5ycnKR77nJZNLu3btt6ju6bRzt4sWLGj9+vIKDg+Xp6akuXbron//8p6PDsos977k7vd/2XAccfd4VdQ0obRu4a1+AW7N8+XKZTCZ5e3sXud+evxt3t337do0YMULt2rVT7dq11bBhQz300EP6+uuvi6xP2/3GHfrZimbP54vPVslKuq7RdkA5MVDhjh49avj6+hr33nuvMXLkSEOSMX369CLrPv3000atWrWMXbt2WW3ffvutTd2ZM2caJpPJmDRpkpGUlGS8/vrrRs2aNY1Ro0ZZ1cvJyTE6duxoNGrUyFi9erXxr3/9y3jooYcMDw8PIzk52apucnKy4eHhYTz00EPGv/71L2P16tVGw4YNjY4dOxo5OTmV0gb//e9/jTp16hi9e/c2Nm/ebHz00UdGhw4djODgYCMtLc1l26A4SUlJhiRj9uzZNu/7hQsXnKptnEH//v0NPz8/45133jG2b99u+Ty9++67jg6t1Er7nrvb+13a64Cjz7sirwGlbQN37QtQdj///LPh6+trBAcHG7Vr17bZb8/fTVXwyCOPGOHh4caSJUuM5ORkY82aNUavXr0MDw8PIzEx0aoubWfNHfrZilbazxefrZKVdF2j7YDyQ9KnEhQUFBgFBQWGYRjGmTNnbpr0KerL3I3Onj1reHp6Gs8++6xV+axZswyTyWTs37/fUrZ48WJDkrFz505LWV5entG+fXujR48eVs/v3r270b59eyMvL89S9u9//9uQZCxZsuSmcRXHnjYYOnSoERgYaGRmZlrKjh07ZtSoUcOIjo62lLlaGxSnMAGwZs2am9Z1dNs42ubNmw1JxnvvvWdV3r9/fyM4ONjIz893UGT2Ke177m7vd2mvA44+74q8BpS2Ddy1L0DZDRo0yBg8eHCxn43S/t1UFadPn7Ypu3DhglG/fn2jb9++VuW03W/cpZ+taKX9fPHZKllJ1zXaDig/JH0qWXklfVavXm1IMnbt2mVV/ssvvxiSjFmzZlnK+vXrZ7Rt29bmGLNnzzYkGT///LNhGNey7ZKMOXPm2NRt06aN0b9//5vGVRoltUFeXp5Rq1Yt4//9v/9ns2/AgAFG69atLY9duQ2uV9oEgKPbxhmMHDnS8Pb2tvofUcMwjPfee8+QZPz73/92UGT2Kc177u7vd3HXAUefd2VeA8oj6ePqbYDS+cc//mHUqVPHOHHiRJGfDXv+bqq68PBwo02bNpbHtJ01d+lnHeX6zxefrZKVdF2j7YDyxT19nFB2drYaNGig6tWrq1GjRnruueeUkZFhVWffvn2SpE6dOlmVBwUFKTAw0LK/sG5ISIjN6xSW7d+/3+qYxdW9/pgV5fDhw8rOzi42hkOHDiknJ0eS+7XB2LFj5eHhIR8fH91///364osvrPY7um2cwb59+3T77bfLw8PDqrww1sr4jJankt7zqvp+O/q8neE6WKgq9wX4TVpamsaPH6+5c+eqUaNGRdax5++mKsvMzNTevXvVoUMHSxltZ83d+tnKdOPni89W8W52XaPtgPLlcfMqqEydO3dW586d1bFjR0nSjh07tGDBAiUmJiolJcVyk7P09HSZzWbVrl3b5hj+/v5KT0+3PE5PT5e/v3+R9Qr3X/9vcXWvP2ZFuVkMhmHo3LlzCgoKcps28PX11bhx4xQWFqaAgAAdOnRIb7zxhsLCwrR582bdf//9pYqtotvGGaSnp6tFixY25c4Ya0lK855X1ffb0eftDNdBib4AvxkzZozatm2r0aNHF1vHnr+bqmzs2LG6dOmSpkyZYimj7ay5Sz/rCDd+vvhsFe9m1zXaDihfJH3slJycrPDw8FLV/eabb9SlSxe7jj9hwgSrx/3791fXrl31yCOPaNmyZVb7TSZTsce5cV951C0sr+g2KCmGG/c5qg2KU5a26dq1q7p27Wop7927tyIjI9WpUydFR0dbkj6liaEy2sbRXCnW4tjznlfV99vR513Wa0B5cYW+APYpS//w0Ucf6eOPP9Y333xTqnZ3hb/tsiiP7x3Tpk3Tu+++q0WLFqlbt242+9217cqCtrBfSZ8v2tOaPdc12g4oHyR97NS2bVstW7asVHWbNGlSLq8ZGRmp2rVrWy3lHBAQoJycHF2+fFleXl5W9TMyMqw6nICAgCJ/mSmcJlCYRQ8ICJBU9K84GRkZlnoV2QY3i8FkMsnPz89S11FtUJzyahs/Pz8NGjRI77zzjrKzs1WrVi2Ht40zcKVY7XXje15V329Hn/etXgMqkrP1BbCPvf3DxYsXNXbsWD3//PMKDg7W+fPnJUlXrlyRJJ0/f141atRQ7dq17fq7cUW32rfGxcVp5syZmjVrlp577jmrfe7edvZy9j7CGRX3+eKzZau01zXaDihfJH3sFBQUpJEjR1b66xqGoWrVfrsFU+H9G1JTU9WzZ09L+alTp3T27FnLlIDCuqmpqTbHLCwrrFv4b2pqqgYOHGhTt3B/RbZBy5YtVatWrWLjbdWqlTw9PSU5tg2KU55tYxiGpN9+yXB02ziDTp066f3331d+fr7V/QacMdb/v707jomy/uMA/j44Ho4LJQGRIATa9CIOJGlAbgHJGFZa0ZLlclBruCRrMCOTaUJrUZoubEtGS2vBKCFyy06U6vjLy6Dpao1/MDCpQMQZyWRAfH5/+POppwO5U46Dh/dre/54vvd5nvs83+e55/Psy8Pz3Ix/7/P5ur+9vd23eg7wtNlUC8g97taH7u5u9PX1Ye/evdi7d6/T54sWLcJjjz2GI0eOuPW7mYtupbZWVFSgvLwc5eXlKCsrc/pc733nLr3X2el2o+OLx5azixcvunRea2xsZN8RTSfvPD96/prq7V0T+eyzzwSAvPvuu2rbwMCAmEwmef755zWxlZWVTq/pff/99wWAfPfdd2rb6OioxMfHS2pqqmb5lJQUsVqtmldyOhwOASAHDhxwOecbmaoP8vLyJCwsTAYHB9W2c+fOiaIosm3bNrVtLvfBVC5duiSRkZGSlJSkafd233ibzWYTAPLpp59q2tesWTPnXyU70T7X8/6+0XnA29s9U+cAd+uB3moB3djVq1fFbrc7TTk5OWIymcRut8tPP/2kxrv6u5lPXn/9dQEgO3bsuGEc++4feq6z082V44vHlpY75zX2HdH04aDPDLHZbNLQ0CAHDx4UALJ+/XppaGiQhoYGGRoaEhGR7u5uWbVqlezfv19sNpscO3ZMXn31VTGZTBIfHy9XrlzRrPONN94Qg8EgZWVl0traKnv27BF/f38pLCzUxA0PD0t8fLxERUVJXV2dtLS0SG5urhiNRmltbdXE2u12MRqNkpubKy0tLVJXVydRUVFitVpleHjY430gItLR0SGBgYGSnp4uNptNmpqaxGq1SkREhFy4cGFO98FENmzYINu2bZOGhgax2+1SU1MjFotFjEajtLS0aGK93TezQXZ2tixatEhqamrk22+/lcLCQgEgtbW13k7NZa7ucz3ub1fOA97ebk+fA6bqA73XAro1E72yXcS938188M477wgAWbNmjTgcDqfp39h3Wnqos57m6vHFY8s1E53X2HdE04eDPjMkOjpaAEw4dXV1ici1v/Tn5uZKTEyMBAQEiKIosmzZMnnllVfk8uXLE663qqpKli9fLoqiyNKlS2XXrl0yMjLiFNfb2yv5+fkSHBwsJpNJ0tLSnAYUrjtx4oSkpaWJyWSS4OBgyc/Pl76+vhnpg+va29slKytLzGazLFy4UB5//HHp7Oyc830wkcrKSklKSpKgoCDx9fWVxYsXS25urnz//fcTxnu7b7ztr7/+kpdeeknCw8NFURRJTEyU+vp6b6flFnf2ud72t6vnAW9vtyfPAVP1gd5rAd2ayQZ9RNz73ehdRkbGpL+ziW50Z9/9Qw911tPcOb54bE1tsvMa+45oehhE/v8QCSIiIiIiIiIi0g2fqUOIiIiIiIiIiGiu4aAPEREREREREZEOcdCHiIiIiIiIiEiHOOhDRERERERERKRDHPQhIiIiIiIiItIhDvoQEREREREREekQB32IiIiIiIiIiHSIgz5E88SPP/6IZ599FrGxsTCZTAgMDMTKlSuxe/duXLp0ydvpzXknT55EeXk5Ll++7FJ8T08PiouLkZGRgdtvvx0GgwEfffSRR3MkIiLPYZ31LNZZIqKbw0Efonnggw8+QHJyMtra2lBaWorm5mZ88cUXWL9+Paqrq/Hcc895O8U57+TJk6ioqHD5YrSzsxN1dXVQFAUPP/ywZ5MjIiKPYp31PNZZIqKbY/R2AkTkWQ6HA5s3b0Z2djaOHDkCf39/9bPs7Gxs3boVzc3NXsxwfkpPT0d/fz8AoL29HfX19V7OiIiIbgbr7OzEOktEdA3v9CHSuTfffBMGgwE1NTWaC9HrFEXBo48+qs6Pj49j9+7duPvuu+Hv74+wsDDk5+ejp6dHs1xmZiasViscDgdWrVqFgIAAxMTE4NChQwCAr776CitXroTZbEZCQoLTBW95eTkMBgNOnz6NJ554AgsXLkRQUBA2btyoXqTdbE5tbW144IEHYDabcdddd+Gtt97C+Pi4JnZwcBAvv/wyYmNjoSgKIiMjUVxcjKGhIU2cwWDAli1b8MknnyAuLg5msxkrVqzA0aNHNdtSWloKAIiNjYXBYIDBYEBra+uk+8XHh6dfIiI9YJ1lnSUimtWEiHRrbGxMzGazpKamurzMpk2bBIBs2bJFmpubpbq6WhYvXixRUVHS39+vxmVkZEhISIhYLBb58MMP5fjx47J27VoBIBUVFZKQkCD19fVis9kkLS1N/P395bffflOX37VrlwCQ6OhoKS0tlePHj8u+ffvktttuk3vvvVdGRkZuOqdly5ZJdXW1tLS0SFFRkQCQjz/+WI0bGhqSpKQkCQ0NlX379snXX38tVVVVEhQUJKtXr5bx8XE1FoDExMRISkqKHD58WGw2m2RmZorRaJSzZ8+KiMj58+flxRdfFADS1NQkDodDHA6H/Pnnny71eVtbmwCQQ4cOubyfiIjI+1hnWWeJiGY7DvoQ6Vhvb68AkKeeesql+I6ODgEgRUVFmvZTp04JACkrK1PbMjIyBIC0t7erbQMDA+Lr6ysBAQGaC88zZ84IANm/f7/adv1itKSkRPNddXV1AkBqa2tvOqdTp05pYu+55x7JyclR5ysrK8XHx0fa2to0cY2NjQJAbDab2gZAlixZIoODg2pbb2+v+Pj4SGVlpdq2Z88eASBdXV3iLl6MEhHNTayz17DOEhHNXrzvkYhUdrsdAPDMM89o2lNSUhAXF4dvvvlG037HHXcgOTlZnQ8ODkZYWBiSkpIQERGhtsfFxQEAzp075/SdTz/9tGY+Ly8PRqNRzcXdnMLDw5GSkqJpS0xM1Hz30aNHYbVakZSUhLGxMXXKycmZ8HbxBx98EAsWLFDnlyxZgrCwsAm3h4iIaDKss6yzREQzjQ9yJtKx0NBQmM1mdHV1uRQ/MDAA4NpF5n9FREQ4XXwFBwc7xSmK4tSuKAoAYHh42Ck+PDxcM280GhESEqLm4m5OISEhTnH+/v64evWqOt/X14fOzk74+fk5xQLAxYsX3V4nERHNP6yz17DOEhHNXhz0IdIxX19fZGVl4dixY+jp6cGdd955w/jrF11//PGHU+zvv/+O0NDQac+xt7cXkZGR6vzY2BgGBgbUXDyRU2hoKAICAnDw4MFJPyciIpoK6+zEWGeJiGYP/nsXkc5t374dIoLCwkKMjIw4fT46Ooovv/wSALB69WoAQG1trSamra0NHR0dyMrKmvb86urqNPOHDx/G2NgYMjMzPZbT2rVrcfbsWYSEhOC+++5zmmJiYtxe5/U3tvCvkkRE8wvrrDPWWSKi2YN3+hDp3P33348DBw6gqKgIycnJ2Lx5M+Lj4zE6OorTp0+jpqYGVqsV69atg8ViwaZNm/Dee+/Bx8cHDz30ELq7u7Fz505ERUWhpKRk2vNramqC0WhEdnY2fv75Z+zcuRMrVqxAXl4eAHgkp+LiYnz++edIT09HSUkJEhMTMT4+jl9//RUnTpzA1q1bkZqa6tY6ExISAABVVVUoKCiAn58fLBaL5hkF/9XY2AgA+OWXXwAA7e3tCAwMBAA8+eSTbm8XERHNPNZZZ6yzRESziLefJE1EM+PMmTNSUFAgS5cuFUVR1Fe2vvbaa3LhwgU17u+//5a3335bli9fLn5+fhIaGiobN26U8+fPa9aXkZEh8fHxTt8THR0tjzzyiFM7AHnhhRfU+etvFfnhhx9k3bp1EhgYKAsWLJANGzZIX1+fZtlbzamgoECio6M1bVeuXJEdO3aIxWIRRVEkKChIEhISpKSkRHp7eyfN+9/bWVBQoGnbvn27REREiI+PjwAQu93utNx/+2SyiYiI5hbW2WhNG+ssEdHsYBARmclBJiIiACgvL0dFRQX6+/v5v/1ERETTjHWWiIgAPtOHiIiIiIiIiEiXOOhDRERERERERKRD/PcuIiIiIiIiIiId4p0+REREREREREQ6xEEfIiIiIiIiIiId4qAPEREREREREZEOcdCHiIiIiIiIiEiHOOhDRERERERERKRDHPQhIiIiIiIiItIhDvoQEREREREREekQB32IiIiIiIiIiHSIgz5ERERERERERDr0P3xQI5jN6KkHAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 75: 12.22s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1594\n", + "\tTrain Regression Loss: : 0.0796\n", + "\tTrain Mve Loss: : -0.2192\n", + "\tTrain R2 Score: : 0.7529\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0753\n", + "\tVal Target Regression Loss: : 0.0782\n", + "\tVal Source R2 Score: : 0.7635\n", + "\tVal Target R2 Score: : 0.7484\n", + "\tVal Source Mve Loss: : -0.0368\n", + "\tVal Target Mve Loss: : -0.2240\n", + "\n", + "Epoch 76: 11.46s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1605\n", + "\tTrain Regression Loss: : 0.0621\n", + "\tTrain Mve Loss: : -0.2314\n", + "\tTrain R2 Score: : 0.8060\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0612\n", + "\tVal Target Regression Loss: : 0.0630\n", + "\tVal Source R2 Score: : 0.7289\n", + "\tVal Target R2 Score: : 0.8005\n", + "\tVal Source Mve Loss: : 0.0315\n", + "\tVal Target Mve Loss: : -0.2371\n", + "\n", + "Epoch 77: 17.50s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1613\n", + "\tTrain Regression Loss: : 0.0681\n", + "\tTrain Mve Loss: : -0.2206\n", + "\tTrain R2 Score: : 0.7862\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0543\n", + "\tVal Target Regression Loss: : 0.0577\n", + "\tVal Source R2 Score: : 0.8316\n", + "\tVal Target R2 Score: : 0.8185\n", + "\tVal Source Mve Loss: : -0.0049\n", + "\tVal Target Mve Loss: : -0.1876\n", + "\n", + "Epoch 78: 14.18s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1582\n", + "\tTrain Regression Loss: : 0.0861\n", + "\tTrain Mve Loss: : -0.1929\n", + "\tTrain R2 Score: : 0.7267\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0563\n", + "\tVal Target Regression Loss: : 0.0591\n", + "\tVal Source R2 Score: : 0.8177\n", + "\tVal Target R2 Score: : 0.8112\n", + "\tVal Source Mve Loss: : -0.0117\n", + "\tVal Target Mve Loss: : -0.1815\n", + "\n", + "Epoch 79: 14.08s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1597\n", + "\tTrain Regression Loss: : 0.0612\n", + "\tTrain Mve Loss: : -0.1736\n", + "\tTrain R2 Score: : 0.8088\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0745\n", + "\tVal Target Regression Loss: : 0.0764\n", + "\tVal Source R2 Score: : 0.7688\n", + "\tVal Target R2 Score: : 0.7600\n", + "\tVal Source Mve Loss: : -0.1335\n", + "\tVal Target Mve Loss: : -0.1325\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 80: 14.25s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1600\n", + "\tTrain Regression Loss: : 0.0660\n", + "\tTrain Mve Loss: : -0.2241\n", + "\tTrain R2 Score: : 0.7942\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0607\n", + "\tVal Target Regression Loss: : 0.0632\n", + "\tVal Source R2 Score: : 0.8118\n", + "\tVal Target R2 Score: : 0.8017\n", + "\tVal Source Mve Loss: : -0.1175\n", + "\tVal Target Mve Loss: : -0.2369\n", + "\n", + "Epoch 81: 14.44s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1569\n", + "\tTrain Regression Loss: : 0.0587\n", + "\tTrain Mve Loss: : -0.2252\n", + "\tTrain R2 Score: : 0.8159\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0591\n", + "\tVal Target Regression Loss: : 0.0619\n", + "\tVal Source R2 Score: : 0.8155\n", + "\tVal Target R2 Score: : 0.8058\n", + "\tVal Source Mve Loss: : -0.1328\n", + "\tVal Target Mve Loss: : -0.2181\n", + "\n", + "Epoch 82: 14.32s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1588\n", + "\tTrain Regression Loss: : 0.0566\n", + "\tTrain Mve Loss: : -0.2236\n", + "\tTrain R2 Score: : 0.8221\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0809\n", + "\tVal Target Regression Loss: : 0.0840\n", + "\tVal Source R2 Score: : 0.7500\n", + "\tVal Target R2 Score: : 0.7332\n", + "\tVal Source Mve Loss: : -0.0805\n", + "\tVal Target Mve Loss: : -0.0790\n", + "\n", + "Epoch 83: 14.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1599\n", + "\tTrain Regression Loss: : 0.0668\n", + "\tTrain Mve Loss: : -0.1955\n", + "\tTrain R2 Score: : 0.7919\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0607\n", + "\tVal Target Regression Loss: : 0.0628\n", + "\tVal Source R2 Score: : 0.8083\n", + "\tVal Target R2 Score: : 0.8022\n", + "\tVal Source Mve Loss: : -0.1164\n", + "\tVal Target Mve Loss: : -0.2345\n", + "\n", + "Epoch 84: 14.00s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1589\n", + "\tTrain Regression Loss: : 0.0583\n", + "\tTrain Mve Loss: : -0.2235\n", + "\tTrain R2 Score: : 0.8169\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0571\n", + "\tVal Target Regression Loss: : 0.0609\n", + "\tVal Source R2 Score: : 0.8252\n", + "\tVal Target R2 Score: : 0.8059\n", + "\tVal Source Mve Loss: : -0.0546\n", + "\tVal Target Mve Loss: : -0.1844\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 85: 13.66s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1593\n", + "\tTrain Regression Loss: : 0.0581\n", + "\tTrain Mve Loss: : -0.2222\n", + "\tTrain R2 Score: : 0.8178\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0586\n", + "\tVal Target Regression Loss: : 0.0606\n", + "\tVal Source R2 Score: : 0.8168\n", + "\tVal Target R2 Score: : 0.8083\n", + "\tVal Source Mve Loss: : -0.1454\n", + "\tVal Target Mve Loss: : -0.2555\n", + "\n", + "Epoch 86: 13.78s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1578\n", + "\tTrain Regression Loss: : 0.0581\n", + "\tTrain Mve Loss: : -0.2229\n", + "\tTrain R2 Score: : 0.8180\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0597\n", + "\tVal Target Regression Loss: : 0.0622\n", + "\tVal Source R2 Score: : 0.8167\n", + "\tVal Target R2 Score: : 0.8042\n", + "\tVal Source Mve Loss: : -0.2690\n", + "\tVal Target Mve Loss: : -0.2655\n", + "\n", + "Epoch 87: 13.40s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1618\n", + "\tTrain Regression Loss: : 0.0611\n", + "\tTrain Mve Loss: : -0.2195\n", + "\tTrain R2 Score: : 0.8086\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0638\n", + "\tVal Target Regression Loss: : 0.0670\n", + "\tVal Source R2 Score: : 0.8037\n", + "\tVal Target R2 Score: : 0.7890\n", + "\tVal Source Mve Loss: : -0.1049\n", + "\tVal Target Mve Loss: : -0.2198\n", + "\n", + "Epoch 88: 13.53s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1593\n", + "\tTrain Regression Loss: : 0.0615\n", + "\tTrain Mve Loss: : -0.2213\n", + "\tTrain R2 Score: : 0.8074\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0687\n", + "\tVal Target Regression Loss: : 0.0709\n", + "\tVal Source R2 Score: : 0.7850\n", + "\tVal Target R2 Score: : 0.7760\n", + "\tVal Source Mve Loss: : -0.2648\n", + "\tVal Target Mve Loss: : -0.2620\n", + "\n", + "Epoch 89: 13.97s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1613\n", + "\tTrain Regression Loss: : 0.0641\n", + "\tTrain Mve Loss: : -0.2217\n", + "\tTrain R2 Score: : 0.7985\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0661\n", + "\tVal Target Regression Loss: : 0.0678\n", + "\tVal Source R2 Score: : 0.7972\n", + "\tVal Target R2 Score: : 0.7875\n", + "\tVal Source Mve Loss: : -0.2461\n", + "\tVal Target Mve Loss: : -0.2438\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 90: 14.12s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1601\n", + "\tTrain Regression Loss: : 0.0648\n", + "\tTrain Mve Loss: : -0.2203\n", + "\tTrain R2 Score: : 0.7969\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0617\n", + "\tVal Target Regression Loss: : 0.0650\n", + "\tVal Source R2 Score: : 0.8098\n", + "\tVal Target R2 Score: : 0.7926\n", + "\tVal Source Mve Loss: : -0.1035\n", + "\tVal Target Mve Loss: : -0.2247\n", + "\n", + "Epoch 91: 14.45s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1577\n", + "\tTrain Regression Loss: : 0.0876\n", + "\tTrain Mve Loss: : -0.1903\n", + "\tTrain R2 Score: : 0.7251\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0705\n", + "\tVal Target Regression Loss: : 0.0726\n", + "\tVal Source R2 Score: : 0.7797\n", + "\tVal Target R2 Score: : 0.7687\n", + "\tVal Source Mve Loss: : -0.1147\n", + "\tVal Target Mve Loss: : -0.1988\n", + "\n", + "Epoch 92: 11.96s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1586\n", + "\tTrain Regression Loss: : 0.0661\n", + "\tTrain Mve Loss: : -0.2194\n", + "\tTrain R2 Score: : 0.7929\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0651\n", + "\tVal Target Regression Loss: : 0.0676\n", + "\tVal Source R2 Score: : 0.7989\n", + "\tVal Target R2 Score: : 0.7830\n", + "\tVal Source Mve Loss: : -0.2441\n", + "\tVal Target Mve Loss: : -0.2405\n", + "\n", + "Epoch 93: 16.38s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1585\n", + "\tTrain Regression Loss: : 0.0658\n", + "\tTrain Mve Loss: : -0.2215\n", + "\tTrain R2 Score: : 0.7950\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0709\n", + "\tVal Target Regression Loss: : 0.0738\n", + "\tVal Source R2 Score: : 0.7800\n", + "\tVal Target R2 Score: : 0.7654\n", + "\tVal Source Mve Loss: : -0.1778\n", + "\tVal Target Mve Loss: : -0.1558\n", + "\n", + "Epoch 94: 16.71s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1604\n", + "\tTrain Regression Loss: : 0.0719\n", + "\tTrain Mve Loss: : -0.2168\n", + "\tTrain R2 Score: : 0.7760\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0693\n", + "\tVal Target Regression Loss: : 0.0730\n", + "\tVal Source R2 Score: : 0.7857\n", + "\tVal Target R2 Score: : 0.7686\n", + "\tVal Source Mve Loss: : -0.2065\n", + "\tVal Target Mve Loss: : -0.1992\n", + "Generating Isomap...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/sklearn/manifold/_isomap.py:359: UserWarning: The number of connected components of the neighbors graph is 2 > 1. Completing the graph to fit Isomap might be slow. Increase the number of neighbors to avoid this issue.\n", + " self._fit_transform(X)\n", + "/deepskieslab/agarwal/.conda/envs/neural/lib/python3.9/site-packages/scipy/sparse/_index.py:108: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n", + " self._set_intXint(row, col, x.flat[0])\n" + ] + }, + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Epoch 95: 11.84s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1590\n", + "\tTrain Regression Loss: : 0.0714\n", + "\tTrain Mve Loss: : -0.2186\n", + "\tTrain R2 Score: : 0.7773\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0937\n", + "\tVal Target Regression Loss: : 0.0973\n", + "\tVal Source R2 Score: : 0.7035\n", + "\tVal Target R2 Score: : 0.6916\n", + "\tVal Source Mve Loss: : -0.1765\n", + "\tVal Target Mve Loss: : -0.1697\n", + "\n", + "Epoch 96: 12.00s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1608\n", + "\tTrain Regression Loss: : 0.0737\n", + "\tTrain Mve Loss: : -0.2169\n", + "\tTrain R2 Score: : 0.7694\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0781\n", + "\tVal Target Regression Loss: : 0.0794\n", + "\tVal Source R2 Score: : 0.7560\n", + "\tVal Target R2 Score: : 0.7513\n", + "\tVal Source Mve Loss: : -0.2470\n", + "\tVal Target Mve Loss: : -0.2452\n", + "\n", + "Epoch 97: 12.12s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1597\n", + "\tTrain Regression Loss: : 0.0759\n", + "\tTrain Mve Loss: : -0.2162\n", + "\tTrain R2 Score: : 0.7628\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0729\n", + "\tVal Target Regression Loss: : 0.0755\n", + "\tVal Source R2 Score: : 0.7744\n", + "\tVal Target R2 Score: : 0.7634\n", + "\tVal Source Mve Loss: : -0.2081\n", + "\tVal Target Mve Loss: : -0.2032\n", + "\n", + "Epoch 98: 12.02s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1592\n", + "\tTrain Regression Loss: : 0.0771\n", + "\tTrain Mve Loss: : -0.2153\n", + "\tTrain R2 Score: : 0.7594\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0825\n", + "\tVal Target Regression Loss: : 0.0860\n", + "\tVal Source R2 Score: : 0.7446\n", + "\tVal Target R2 Score: : 0.7294\n", + "\tVal Source Mve Loss: : -0.1902\n", + "\tVal Target Mve Loss: : -0.1839\n", + "\n", + "Epoch 99: 11.86s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1595\n", + "\tTrain Regression Loss: : 0.0784\n", + "\tTrain Mve Loss: : -0.2152\n", + "\tTrain R2 Score: : 0.7552\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0902\n", + "\tVal Target Regression Loss: : 0.0927\n", + "\tVal Source R2 Score: : 0.7187\n", + "\tVal Target R2 Score: : 0.7067\n", + "\tVal Source Mve Loss: : -0.1806\n", + "\tVal Target Mve Loss: : -0.1761\n" + ] + } + ], + "source": [ + "print(\"Beginning Training...\")\n", + "mod_name = \"models/mb_mve2step_aug1_2000\"\n", + "# Train\n", + "best_target_R2 = -1.0\n", + "for i in range(stats['epoch_no'], stats['epoch_no'] + epochs):\n", + " if (i % 5 == 0):\n", + " print(\"Generating Isomap...\")\n", + " source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)\n", + " show_isomaps(source_iso, target_iso, trained_source_iso, trained_target_iso, source_labels, target_labels, mod_name, stats[\"epoch_no\"], 15000, 50, save = True)\n", + " if (len(stats['val_target_r2_score']) > 0) and (stats['val_target_r2_score'][-1] > best_target_R2):\n", + " print(\"Saving Model...\", end = ' ')\n", + " state = {\n", + " 'epoch': stats['epoch_no'],\n", + " 'state_dict': model.state_dict(),\n", + " 'optimizer': optimizer.state_dict(),\n", + " }\n", + " torch.save(state, mod_name)\n", + " best_target_R2 = stats['val_target_r2_score'][-1]\n", + " print(\"Done.\")\n", + " \n", + " start_time = time.time()\n", + " vals = train_loop(source_train_dataloader, target_train_dataloader, model,\n", + " regressor_loss_fn, da_loss, optimizer, epochs, i, init_wt_da = 1.0, final_wt_da = 3.0)\n", + "# init_wt_mve = 6, final_wt_mve = 2)\n", + "\n", + " vals_validate = test_loop(source_val_dataloader, target_val_dataloader,\n", + " model, regressor_loss_fn, da_loss, epochs, i)\n", + "\n", + " stats['train_DA_loss'].append(vals[0])\n", + " stats['train_regression_loss'].append(vals[1])\n", + " stats['train_mve_loss'].append(vals[2])\n", + " stats['train_r2_score'].append(vals[3])\n", + " stats['val_source_regression_loss'].append(vals_validate[1])\n", + " stats['val_target_regression_loss'].append(vals_validate[2])\n", + " stats['val_source_r2_score'].append(vals_validate[3])\n", + " stats['val_target_r2_score'].append(vals_validate[4])\n", + " stats['val_source_mve_loss'].append(vals_validate[5])\n", + " stats['val_target_mve_loss'].append(vals_validate[6])\n", + " stats['epoch_no'] += 1\n", + "\n", + " \n", + " print_epoch_scores(stats, i, time.time() - start_time)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "758b032d-930f-4ea7-afdb-3f81b313ccdc", + "metadata": {}, + "outputs": [], + "source": [ + "state = {\n", + " 'epoch': stats['epoch_no'],\n", + " 'state_dict': model.state_dict(),\n", + " 'optimizer': optimizer.state_dict(),\n", + "}\n", + "mod_name = \"models/mb_mve2stepFinal_aug1_1800\"\n", + "torch.save(state, mod_name)\n", + "json.dump(stats, open(mod_name+'.json', 'w'))" + ] + }, + { + "cell_type": "markdown", + "id": "d8f7efb8-ad3b-4286-958b-45d349cba0e0", + "metadata": {}, + "source": [ + "mod_name = \"models/mb_lenscolor_jul25_1740\"\n", + "model.load_state_dict(torch.load(mod_name)['state_dict'])\n", + "stats = json.load(open(mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "markdown", + "id": "e0244f37-fc7a-4156-8ecb-550416b5102b", + "metadata": {}, + "source": [ + "def generate_isomaps(source_data, target_data, model, n_neighbors = 5, n_components = 2, n_points = 1000):\n", + " device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + " gc.collect()\n", + " torch.cuda.empty_cache()\n", + " \n", + " isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", + " train_isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", + " \n", + " sdata = source_data.reshape([-1, np.prod(source_data.shape[1:])])[:n_points]\n", + " tdata = target_data.reshape([-1, np.prod(target_data.shape[1:])])[:n_points]\n", + " catdata = np.concatenate((sdata, tdata), axis=0)\n", + " print(catdata.shape)\n", + " isomap = isomap.fit(catdata)\n", + " \n", + " with torch.no_grad():\n", + " source_tensor = torch.FloatTensor(source_data[:n_points]).to(device)\n", + " target_tensor = torch.FloatTensor(target_data[:n_points]).to(device)\n", + " sfeat = model.get_feature(source_tensor).cpu().detach().numpy()\n", + " tfeat = model.get_feature(target_tensor).cpu().detach().numpy()\n", + " catfeat = np.concatenate((sfeat, tfeat), axis=0)\n", + " \n", + " train_isomap = train_isomap.fit(catfeat)\n", + " trained_source_iso = train_isomap.transform(sfeat)\n", + " trained_target_iso = train_isomap.transform(tfeat)\n", + " \n", + " del sfeat\n", + " del tfeat\n", + " \n", + " source_iso = isomap.transform(sdata)\n", + " target_iso = isomap.transform(tdata)\n", + "\n", + " return source_iso, target_iso, trained_source_iso, trained_target_iso\n" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "2c775eba-f71e-47e9-9004-5d9c6c656417", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2000, 6075)\n" + ] + } + ], + "source": [ + "source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)" + ] + }, + { + "cell_type": "markdown", + "id": "fed85ed9-3c0c-48ec-aa42-9fe7c5b31dfd", + "metadata": {}, + "source": [ + "def show_isomaps(source_iso, \n", + " target_iso, \n", + " trained_source_iso, \n", + " trained_target_iso, \n", + " source_labels,\n", + " target_labels,\n", + " mod_name, \n", + " epoch_no,\n", + " pretrain_lim = 500,\n", + " posttrain_lim = 50,\n", + " save = False):\n", + " \n", + " fig0, axes = plt.subplots(1, 2, figsize=(8, 4))\n", + "\n", + " (ax1, ax2) = axes\n", + " ax1.scatter(source_iso[:, 0], source_iso[:, 1], s=3, marker='o')\n", + " ax1.scatter(target_iso[:, 0], target_iso[:, 1], s=3, marker='^')\n", + " lval1 = pretrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Source and Target')\n", + " \n", + " ax2.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o')\n", + " ax2.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='^')\n", + " lval2 = posttrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Trained Source and Target')\n", + " \n", + " ax1.set_xlabel('Component 1')\n", + " ax1.set_ylabel('Component 2')\n", + " ax2.set_xlabel('Component 1')\n", + " ax2.set_ylabel('Component 2')\n", + " \n", + " if save:\n", + " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_compare.png\", bbox_inches = 'tight', dpi = 400)\n", + " \n", + " plt.show()\n", + "\n", + " fig1, ax = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + " ax1 = ax[0][1]\n", + " scatter1 = ax1.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o', c = source_labels)\n", + " lval1 = posttrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Trained Source')\n", + " \n", + " ax2 = ax[0][0]\n", + " ax2.scatter(source_iso[:, 0], source_iso[:, 1], s=3, c = source_labels)\n", + " lval2 = pretrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Source')\n", + " \n", + " ax1 = ax[1][1]\n", + " ax1.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='o', c = target_labels)\n", + " lval1 = posttrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Trained Target')\n", + " \n", + " ax2 = ax[1][0]\n", + " ax2.scatter(target_iso[:, 0], target_iso[:, 1], s=3, c = target_labels)\n", + " lval2 = pretrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Target')\n", + " \n", + " for i in ax.ravel():\n", + " i.set_xlabel('Component 1')\n", + " i.set_ylabel('Component 2')\n", + " \n", + " cbar = fig.colorbar(scatter1, ax=ax.ravel().tolist(), orientation='vertical')\n", + " cbar.set_label('$\\\\theta_E$')\n", + " \n", + " plt.suptitle(\"Isomap of Regression Inputs: Before and After\", x = 0.44, y = 0.94, fontsize = 20)\n", + " \n", + " if save:\n", + " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_thetaE.png\", bbox_inches = 'tight', dpi = 400)\n", + " \n", + " plt.show()\n", + "\n", + " return fig0, axes, fig1, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "df4a587e-523e-41b5-a2da-9cc22c9cc8e7", + "metadata": {}, + "outputs": [], + "source": [ + "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", + "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "70ab5e86-562e-4eb6-8ea5-a118620db5e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Classifier\n", + "fmt = lambda k: \" \".join([i.capitalize() for i in k.split('_')])\n", + "eps = np.arange(stats[\"epoch_no\"])\n", + "plt.title(\"DA Loss Error\")\n", + "plt.plot(eps, stats['train_DA_loss'], label = \"DA Training Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "eYG_P_iQ_5Bv", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 169, + "status": "ok", + "timestamp": 1718869045739, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "eYG_P_iQ_5Bv", + "outputId": "be450f92-eda7-4e4f-81fe-008c55b2b112" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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O1fi91jaDO3PkkOBICOHhPZQmw2pC1L46D462bdtGhw4dMJl8k1hdu3bV91fFvn37SEtLKzWkBpCamkpsbCwmk4lWrVoxc+ZMioqKqn/zNcwka6sJIfxweAdHkjkSotbV+bBaZmYmKSkppbbHxsbq+yvLbrczadIkIiIiuPvuu332nX/++Vx99dW0b9+eoqIili9fzlNPPcW6dev44YcfMBj8x4kWiwWLxZPSzs3NrfT9VJW+8KwqwZEQwsM3OJLZakLUtjoPjgAUV2foqu7zpqoqkyZN4qeffuLTTz8lMTHRZ/+jjz7q8/3IkSNJTk7mvvvu44svvmD06NF+zztv3jzmzp1bqXs4XZI5EkL4Y3dKcCTEmVTnw2pxcXF+s0NZWVmAJ4NUHlVVufnmm1m8eDELFixg1KhRlbr29ddfD8CGDRvKPGbGjBnk5OToX7VZy2SUmiMhhB/es9VkWE2I2lfnwVGXLl3YsWMHdrvvb0N//fUXAJ07dy738e7AaP78+bz11lt6wFMVZQ2pAQQHBxMVFeXzVVukz5EQwh/f2WqSORKittV5cDR69Gjy8/P59NNPfbYvXLiQhIQE+vbtW+ZjVVVl8uTJzJ8/nzfeeIObbrqpStdeuHAhQMBM7ze6gjTpcySE8OadLZLgSIjaV+c1RyNGjGDYsGFMmTKF3NxcWrduzZIlS1ixYgWLFy/WexxNmjSJhQsXkpqaSlJSEgBTp07l7bffZuLEiXTp0sVneCw4OJgePXoA8NNPP/HYY48xevRoUlJSKC4uZvny5fzvf//jwgsv5LLLLjvzT9wPoytUlZojIYQ3nyaQXovQCiFqR50HR6AtAzJz5kxmzZpFVlYW7du3Z8mSJVxzzTX6MQ6HA4fDgeo1k+urr74C4J133uGdd97xOWdSUhIHDhwAoGnTphiNRh555BFOnjyJoii0adOGhx9+mHvvvbfcYbUzSTJHQgh/vLti2yRzJEStC4jgKCIighdffJEXX3yxzGMWLFjAggULfLa5g5+KtG7dmm+++eY07vDMkNlqQgh/fJpAqhIcCVHbAiNlIgCvPkcSHAkhvPjWHMmwmhC1TYKjAGKShWeFEH741hzJbFYhapsERwHEaJSp/EKI0hxedUYyrCZE7ZPgKIBI5kgI4Y/PsJpkjoSodRIcBRCDIjVHQojSfDpky1R+IWqdBEcBRDJHQgh/fIfVJHMkRG2T4CiAGF1dIB2ytpoQwotvcCSZIyFqmwRHAUTvc6RKcCSE8LCrUnMkxJkkwVEAkT5HQgh/fDNH8v4gRG2T4CiASM2REMIfh1fjRzuSORKitklwFEA8mSN58xNCeNi9MkfSBFKI2ifBUQBxB0d2KcgWQnhxeDV+tCHvD0LUNgmOAogsPCuE8Mc7c2SX4EiIWifBUQAxGrQfh9QcCSG8+dYcyfuDELVNgqMA4s4cOWU2ihDCi3dvI5mtJkTtk+AogEjNkRDCH++aI4dkjoSodRIcBRCpORJC+OM7rCaEqG0SHAUQPXMkU/mFEF68h9UcCqgytCZErZLgKIBIh2whhD8lext5z14TQtQ8CY4CiFE6ZAsh/HCUWGzWrkpwJERtkuAogJhcU/klcySE8CaZIyHOLAmOAogMqwkh/LE7S2SOJDgSolZJcBRATEYJjoQQpUnmSIgzS4KjACI1R0IIfxxIcCTEmSTBUQCRPkdCCH/sJTNHUpAtRK2S4CiAGBTpcySEKM1ecraaZI6EqFUSHAUQqTkSQvjjKNH0UYIjIWqXBEcBRGqOhBD+lKo5ctjq6E6E+GeQ4CiAuPscqSo4JUASQrjYS2SOHA5LHd2JEP8MEhwFEHfmCEqn0YUQ/1ylMkf24jq6EyH+GSQ4CiAm7+BIMkdCCJeSvyzZJDgSolZJcBRAvDNHUnckhHBzUKIg22GtozsR4p9BgqMA4jOs5pDgSAihsZcKjqTmSIjaJMFRADEq3pkj6XUkhNC4M0fBrvcFh2SOhKhVEhwFEINBwZ08kpojIYSbu+Yo2PWnZI6EqF0SHAUY93R+ma0mhHBzD6vpwZFdMkdC1CYJjgKM3ghSao6EEC7uxUPcwZHNKZkjIWqTBEcBRhafFUKU5K45CnEFR1JzJETtkuAowBiNsoSIEMKXeyU1T82RLB8iRG2S4CjAuGesSeZICAGgqioO10QNPThySuZIiNokwVGA8Sw+K1P5hRDgUB363z2ZIwmOhKhNEhwFGKk5EkJ48wmOnDKsJsSZIMFRgHHXHElwJIQAcDg9wVGIPqwmwZEQtUmCowCj9zmS4EgIAdhVu/73YEV7f5DgSIjaJcFRgPHUHElwJITwzRwFYwRkWE2I2ibBUYCRmiMhhDd3zZGiqgQZXMGRZI6EqFUSHAUYgyKZIyGEh92pDasZAZNiAnyzSUKImifBUYAx6QXZMpVfCOHJHJlUFZNBC44kcyRE7ZLgKMDI2mpCCG/uLJEJMLqCI5vTXs4jhBCnS4KjAOOuOXKqEhwJIbyG1VQVk8Hss00IUTskOAowMltNCOHN4ZqZZgRMRldwpEpwJERtkuAowEifIyGEN7ujGNBqjsyGIAAckjkSolYFRHCUn5/PtGnTSEhIICQkhO7du/PBBx9U+LilS5cybtw4WrduTWhoKMnJyVx33XXs2bPH7/GrV6/m3HPPJSwsjPj4eCZMmEBGRkZNP53TIjVHQghvDtc6ar6ZI5mtJkRtCojg6IorrmDhwoXMnj2b5cuX07t3b8aNG8f7779f7uOefPJJCgsLmTlzJitWrODRRx/ljz/+oGfPnvz9998+x65du5YRI0bQuHFjvvjiC1588UVWr17NkCFDsFgstfn0qsQofY6EEF7ci8waVRWjUcscSXAkRO0y1fUNLFu2jFWrVvH+++8zbtw4AC644ALS0tKYPn06V199NUaj0e9jv/rqKxo1auSz7cILLyQ5OZnnn3+et956S98+ffp02rZtyyeffILJpD3tli1b0r9/f9555x2mTJlSS8+waqTmSAjhzZ05MqlgcgdH0udIiFpV55mjzz77jIiICMaMGeOz/aabbuLIkSNs3LixzMeWDIwAEhISaN68OYcOHdK3HT58mE2bNnHDDTfogRHAeeedR9u2bfnss89q4JnUDE+HbOlzJIQoMaxmkMyREGdCnQdH27Zto0OHDj5BC0DXrl31/VWxb98+0tLS6NSpk881vM9Z8jpVvUZtkmE1IYQ3u09w5GoCKcGRELWqzofVMjMzSUlJKbU9NjZW319ZdrudSZMmERERwd133+1zDe9zlrxOedewWCw+NUm5ubmVvp/qMMmwmhDCi0OCIyHOuDrPHAEorvXEqrrPm6qqTJo0iZ9++olFixaRmJhY6XOVd4158+YRHR2tf/k7b00yylR+IYQXh9NVc4TiNVtNht2FqE11HhzFxcX5zdxkZWUB/rM9Jamqys0338zixYtZsGABo0aNKnUN8J+FysrKKvcaM2bMICcnR//yrmWqDZI5EkJ4czi8Fp41SHAkxJlQ58FRly5d2LFjB3a7b1Ozv/76C4DOnTuX+3h3YDR//nzeeustrr/++lLHuM/hPmfJ65R3jeDgYKKiony+apNBao6EEF7sTvewmqIHRw4JjoSoVXUeHI0ePZr8/Hw+/fRTn+0LFy4kISGBvn37lvlYVVWZPHky8+fP54033uCmm27ye1yzZs3o06cPixcvxuHwjNVv2LCBXbt2ccUVV9TMk6kBkjkSQnhzLx9iQsHomq1mk+BIiFpV5wXZI0aMYNiwYUyZMoXc3Fxat27NkiVLWLFiBYsXL9Z7HE2aNImFCxeSmppKUlISAFOnTuXtt99m4sSJdOnShQ0bNujnDQ4OpkePHvr3Tz75JMOGDWPMmDHcdtttZGRk8OCDD9K5c+cyg6q6YJSp/EIILw6nJzjSa46Q9wchalOdB0egLQMyc+ZMZs2aRVZWFu3bt2fJkiVcc801+jEOhwOHw4HqtVr9V199BcA777zDO++843POpKQkDhw4oH8/ePBgli1bxqxZs7jssssICwvj0ksv5emnnyY4OLh2n2AVePoc1fGNCCECgt298KyiYNYLsiWzLERtCojgKCIighdffJEXX3yxzGMWLFjAggULfLZ5Bz+VMWzYMIYNG1aNOzxzjEbJHAkhPHxrjlwLz0rmSIhaVec1R8KX1BwJIbw5nNpkFZNi8Cwfgrw/CFGbJDgKMNLnSAjhzV1zZETxWnhW3h+EqE0SHAUYoyKZIyGEh92VOTJK5kiIM0aCowBjctccOeTNTwjhGVYzomAyapNHJDgSonZJcBRgjFJzJITw4qk5MmLWM0dCiNokwVGAcRdkO6WmQAgB2N01R4oBo0mCIyHOBAmOAoxkjoQQ3hxOrau/UVEwGUMAUBXPdiFEzZPgKMCYpEO2EMKLPqyGEZPJ07DWrkr+SIjaIsFRgHFP5bdLQbYQAq+CbMWgZ4607ZI5EqK2SHAUYIyun4j0ORJCgCdDZFJ8M0c2Vy2SEKLmSXAUYPTMkQRHQgi8a458M0fu/kdCiJonwVGA8dQcSXAkhACHqgVHJoMRxRSE0TWTtSaDozfWprJi29EaO58QZ7uAWHhWeBglOBJCePF0yDaCwYhJVXEoSo0VZB/MLGTe8p3ERwRxceemNXJOIc52kjkKMJI5EkJ4s7syR0aDEQxm/TfamirIzi3WapdyiqSGSQg3CY4CjKfPkUzlF0J4giCTYgSjucaH1Sx27fw2h4rNIe87QoAERwFHX1tNMkdCCDw1R9qwmidzZHNYauT8FpsnICqySXsAIUCCo4BjUKRDthDCw2dYzWjC5M4c2Ytr5PzFdk9AVGyV4EgIkOAo4JhcU/klcySEAHCoWmbHqJjAYMbsemtw1ELmqFCCIyEACY4CjqytJoTw5j2VH6MZE+7MUQ0FR3YZVhOiJAmOAoy75sgpwZEQArD7ZI5MGF1vDTUVHBV7BUSSORJCI8FRgJHMkRDCmz6sZjCCougF2faaGlbzyhwVS+ZICECCo4AjfY6EEN7cwZHJYNb+dG2vqeBIMkdClCbBUYCRPkdCCG8O3MGRFhaZcL1HOKw1cn6pORKiNAmOAowsHyKE8KbXHOnBkWt7LdQcFVllMVshQIKjgGOSmiMhhBdPzZF7WM39HlELmSMZVhMCkOAo4BjdfY4cEhwJITyZI8+wmvYeUXPDal41RzKsJgQgwVHA0QuyVQmOhBDgcPU1MpaoOXI4amah2GKvJpDSIVsIjQRHAUam8gshvNlVd3DkGlZzLTFkq4VhNZmtJoRGgqMAI1P5hRDePLPVtODIqNTssJpPQbYMqwkBeCY+iBrmcDiw2aqe9nbYrDSLNAJQVFSE4votUQhR88xmM0ajsa5vo1z6sJrRXZBtABy1M5VfMkdCABIc1ThVVTl27BinTp2q1uOdTpU5FzQCYP/+/RIcCVHLYmJiaNKkScD+X7PrwVEQAGbFvTh1zUy7l8yREKVJcFTD3IFRo0aNCAsLq/IbrsPpxJ6RD0Byo0gMhsB8wxbibKeqKoWFhWRkZADQtGnTOr4j/xyqCopXQbZ7WM1ZMwXZUnMkRGkSHNUgh8OhB0ZxcXHVOofTqaKYtHR5cEiIXqAthKh5oaGhAGRkZNCoUaOAHGJzhysmY+3UHFkkcyREKVKQXYPcNUZhYWHVP4lPLCRF2ULUNvf/1+rUCJ4Jnqn82rCaSdECOFsNDatJzZEQpUlwVAtOp3bB+5HS6kiI2lcXtUa2KvQoKllzpDeBrKngSDJHQpQiwVGA8X6jlthIiPrn872f0/f9vvyY/mOljneHK2b3bDWDljly1FDNUbFkjoQoRYKjAKQHSGd5dJScnMwLL7xQ6ePXrFmDoijVnuknYPDgwUybNq2ub0OUY8uhH7E5bWxN/7lSx7vDlZLDanZVMkdC1BYJjgKQO3eknqHoSFGUcr/mzJlTrfNu2rSJW265pdLHn3feeRw9epTo6OhqXa+y3EGY+6thw4aMHDmSv/76q1aveyYsXbqURx55pFavceDAARRFYcuWLbV6nfrKmrEdANuxrRUeq6oqDtcbgj6s5g6OHDU0ld9ntlrNnFOIs53MVgtgZypxdPToUf3vH374IbNmzWLXrl36toiICP3vTqcTh8OB2Wyu8LwNGzas0n0EBQXRpEmTKj3mdOzatYuoqCiOHDnC9OnTueSSS9i7dy9BQUG1dk2LxUJwcHCtnT82NrbWzi1qhs01y8xmL67wWO/skB4cuab010TmyO5w+nTjL7Y5cTpVaSEi/vEkcxSA9FG1MxQdNWnSRP+Kjo5GURT9+507dxIZGcny5cvp1asXISEhrF+/ntTUVEaNGkXjxo2JiIjgnHPO4dtvv/U5b8lhNUVReOuttxg9ejRhYWG0adOGzz//XN9fclhtwYIFxMTE8O2339KhQwciIiIYPnw4R44c0R9jt9uZOnUqMTExxMXFcf/993PjjTdy+eWXV/i8GzVqRJMmTejZsyd33303hw4dYufOnfr+devWMWDAAEJDQ0lMTGTq1KkUFBTo+48ePcoll1xCaGgoLVu25L333vP7nF977TX+9a9/ER4ezrx58wD44osv6NmzJyEhIaSkpDB37lzsdu3DTlVVHnroIRITEwkODiYhIYGpU6fq53z55Zdp1aoVwcHBNG7cmKuuukrfV3JYLTs7m/Hjx9OgQQPCwsIYMWIEe/bs0fdX5jWuKovFwtSpU2nUqBEhISGcf/75bNq0Sd+flZXFuHHjiI+PJzQ0lDZt2jB//nz9sVOmTKFJkyaEhISQnJysv2b1hXuWmbUSNUMOp2eYy6QHR67MkfP0h8C8Z6q5FdtlaE0ICY5qmaqqFFrtVfqy2JwU2xxVflzJL7UGo6sHH3yQJ554gh07dtC1a1fy8/MZOXIkq1ev5o8//uDiiy9m1KhRpKWllXueOXPmcNVVV/Hnn39y8cUXc/3115OZmVnm8YWFhTz11FMsWrSItWvXkpaWxr333qvvf/LJJ3nvvfeYP38+69evJy8vj88++6xKzy0nJ4f3338fQM/qpKamcvHFF3PllVfy559/8uGHH7Ju3TruuOMO/XHjx4/nyJEjrFmzhk8//ZQ333xTbyhY8jmPHj2av/76i4kTJ7Ju3TrGjx/PXXfdxfbt23njjTdYsGABjz32GACffPIJL774Iq+//jp79uzh888/p0uXLoA2VHn33Xczd+5cdu/ezYoVKxg4cGCZz23ChAls3ryZL7/8kl9++QVVVRk5cqTPtPWKXuOquv/++/n0009ZuHAhv//+O61bt2b48OFkZWUB8NBDD7Fjxw6WLVvGjh07eO2114iPjwfgpZde4uuvv+bDDz9k165dLF68mOTk5GrfSyCyqVrwYa1E5sehegIVo1H7t2lS3Jmj0w9iiv3UGElRthAyrFbrimwOOs76tuIDa8H2h4cTFlQzP+JHHnmEYcOG6d/HxsbSrVs3/ftHH32Uzz77jK+++songChpwoQJXHfddQDMmzePV155hU2bNnHxxRf7Pd5ms/HGG2/QunVrAO68806fmpqXX36ZGTNmMHr0aABeeeUVli1bVqnn1Lx5cwA9GzRq1CjatWun39t1112nZ2HatGnDSy+9xKBBg/jvf/9LWloaq1evZtOmTZxzzjkAvPnmm7Rt27bUda677jpuuukm/fuJEyfy4IMPcuONNwKQkpLCI488wvTp05k9ezaHDh2iadOmDB8+HJPJRIsWLejTpw8Ahw4dIjw8nNGjRxMeHk5SUhI9evTw+/z27NnDl19+yfr16znvvPMAeO+990hMTOTzzz9nzJgxlXqNq6KgoIDXXnuNBQsWMGLECP11WbVqFW+//TbTp0/n0KFD9OrVS39O3sHPoUOHaNeuHYMGDQIgKSmpWvcRyKzu4KgSU/G9p+u7h9WMNTis5s4cBRkNGAzasFqh1UH1WtgKUX9I5khUijsAcCsoKOD++++nY8eOxMTEEBERwc6dOzl48GC55/EOqCIiIoiKivKbbXELCwvTP7QBEhIS9ONzcnI4fvy4/iELYDQa6dWrV6We008//cRvv/3GggULaNu2La+99pq+b+vWrSxYsICIiAj9a/jw4TidTvbv38+uXbswmUz07NlTf0ybNm1o0KBBqeuUfO22bt3Kww8/7HPuyZMnc+zYMQoLCxkzZgxFRUW0atWKW2+9lc8//1wfchs2bBhJSUmkpKRw44038v7771NYWOj3+e3YsQOTyUTfvn31bXFxcbRr144dO3ZU6jWuqtTUVGw2G/3799e3mc1m+vTpo19zypQpLFmyhJ49e/Lggw/y88+eWVsTJkzgjz/+oH379kybNo2VK1fWaAY0ENhULSCpTBNH38yRa221GhxWc2eOgk0GQs1Gn21C/JNJ5qiWhZqNbH94eJUes/tYHlaHk5SG4aeV+XG/2dWEkl2/77vvPlauXMkzzzxD69atCQ0N5aqrrsJqLX9Jg5KF3Iqi4HSWrnso7/iSH5Ylm/hV9sO0ZcuWxMTE0K5dOzIyMrj66qv58Uet90x+fj633nqrT62PW4sWLdi9e7ffc/q7dsnXLj8/n7lz53LFFVeUOjYkJITExER27drF6tWr+f7777ntttt46qmnWLt2LZGRkfz++++sWbOG7777jlmzZjF79mw2bdpETExMpV4HVVV9XrPKvMaV5X6cv5+Je9uIESNIS0tj+fLlrF69miFDhnD77bfzzDPP0LNnT/bv38+KFSv4/vvvGTt2LEOHDuWTTz6p1v0EIhuu4KgSw2LumiODqmJw9zmqwWE1d+Yo2Gwk2GQgu9Am66sJgWSOap2iKIQFmar0FRJkJMRsJNRctceV/KrNzr/r1q1jwoQJjB49mi5dutCkSRMOHDhQa9fzJzo6msaNG/Prr7/q2xwOB3/88UeVz3X77bezbds2vV6pZ8+e/P3337Ru3brUV1BQEO3bt8dut/tca+/evZXq0dSzZ0927drl99wGg/ZfMjQ0lMsuu4znn3+eH374gV9++UVvNWAymRg6dCjz5s1j69atHDhwgO+//77UdTp27Ijdbvd5fbKysti9ezcdOnSo8mtUGe7XZ/369fo2m83G5s2bfa7ZsGFDxo8fz6JFi3jhhRf43//+p++Liopi7NixvP7663z44Yd8+umner1SfeDOHFVmWM2dOTICuBeedQVJDrXsXyoqyztzFGLW/u1JryMhJHMUkBRXp6NAHkxo06YNS5cu5bLLLkNRFB566KFyM0C15c4772TevHm0bt2a9u3b8/LLL5OdnV3lwDAsLIzJkycze/ZsLr/8ch544AH69evH7bffzuTJkwkPD2f79u2sWrWKV155hfbt2zN06FBuueUWXnvtNcxmM/feey+hoaEVXnvWrFlceumlJCYmMmbMGAwGA1u3bmXbtm08+uijLFiwAIfDQd++fQkLC+Pdd98lNDSUpKQkvv76a/bt28fAgQNp0KABy5Ytw+l0+q11atOmDaNGjeKWW27h9ddfJzIykhkzZtCsWTNGjRpVpdfHH+92D26dOnViypQp3H///cTGxtKiRQuefvppCgsLmTRpkv78e/XqRadOnbBYLHz99dd64PT888/TtGlTunfvjsFg4OOPP6Zx48alsmJnM5vqBAWslQhu3DVHJlX1BEeKFhzVZOYoxGzQs9RSkC2EBEcBSf9sDeBai+eee46JEydy3nnnER8fzwMPPEBubu4Zv48HHniAY8eOMX78eIxGI5MnT+aiiy7CZKr6P+077riD5557jo8//pixY8eydu1aZs6cyYABA1BVlVatWnH11Vfrxy9atIhJkyYxcOBAmjRpwuOPP87ff/9NSEhIudcZPnw4X3/9NQ8//DBPPfUUZrOZ9u3bc/PNNwMQExPDE088wT333IPD4aBLly589dVXxMXFERMTw9KlS5kzZw7FxcW0adOGJUuW0LlzZ7/Xmj9/PnfddReXXHIJVquVgQMHsmzZskr1qarINddcU2rboUOHeOKJJ3A6nVx//fXk5eXpbR7c9VhBQUHMmDGDAwcOEBoayoABA1iyZAmg1aE9+eST7NmzB6PRSO/evVm+fLmeUasPbK5fe6xUYljNT+bI6MocVWZYriL6sJrJqA/DS+ZICFDU+lbtWMtyc3OJjo4mJyeHqKgon33FxcXs37+fli1bVvgBWZ7dx/MotjloGR9OZMjpf4j9kzidTjp06MDYsWNrvVN0Senp6SQmJup1NOLsUFP/bytr+PyuHDGodFDNfDTh93KP3Ze9l1Ffjiba4WDdNesgLJbvVtzFtOPf09UYyXvXV24JkrJ8+/cxbn33N3q0iCEqxMza3Sd4dkw3ruzV/LTOK0QgKu/zuyTJHAUgz/IhoiJpaWmsXLmSQYMGYbFYeOWVV9i/fz/XXnttrV/7+++/Jz8/ny5dunD06FHuv/9+kpOTy+07JITV9T/bVplhNbsFAJMKuGapmV2z1mqi5kgfVvPKHBVK5kiI6hdk//nnn/rMHtBm4Nx2223069ePWbNm1bvpt2dSfVl49kwwGAwsWLCA3r17079/f/766y9Wr15dawXH3mw2G//3f/9Hp06dGD16NA0bNmTNmjU1MmQl6i/PsFrF/8EdrqVGjHjVHOl9jmqwINtsICzINZVfao6EqH7m6J577qFnz576b8kzZ87kzTffpEuXLsybN4+GDRty55131tiN/pNI5qjyEhMTfWZGnUnDhw9n+PCqtWkQwt2bvHLBkXfmyFVzZHAVZFOzmaMQV3AkU/mFOI3M0bZt2/Suu6qq8t577zF37lx+//13HnjgAd55551Knys/P59p06aRkJBASEgI3bt354MPPqjwcenp6UybNo1BgwYRExODoigsWLDA77GDBw/2u+J8WZ2Z65S+tpqER0LUNzbX/+/KBEd2f5kj17CavQbeHyzemSMpyBZCV+3M0alTp/T1kLZu3Up2djZjx44FYMiQIbz88suVPtcVV1zBpk2beOKJJ2jbti3vv/8+48aNw+l0lls7snfvXt577z26d+/OyJEj9RkvZUlJSeG9997z2RaIU4RlPWwh6idVVbG5hs1tVQmOVEDRfpc1GVzBUQ1njkJdmaMi6+kvSyLE2a7awVFcXByHDh0C4IcffqBx48b6EgRWq7XSWY9ly5axatUqPSACuOCCC0hLS2P69OlcffXVGI3+Oz0PHDiQEydOALB58+YKg6PQ0FD69etXqfsKBJI4EqJ+8V4rzVaJ34IcTi04MoHe48Nk0hagtdfAwLt3zZEeHEnmSIjqD6sNGDCAOXPm8PLLL/P8889zySWX6Pv27NlDYmJipc7z2WefERERoS+C6XbTTTdx5MgRNm7cWOZj61PvE2/ugmyJjYSoX2wOz/I65S+0o/EUZHuY3DVHNTGspjeB9JqtJjVHQlQ/OJo3bx6KonDXXXcRHBzMrFmz9H0ff/xxpTM027Zto0OHDqWa9nXt2lXfX1NSU1OJjY3FZDLRqlUrZs6cSVFRUY2dv6Z4fqGU8EiI+sRm8ywS7FQUn0ySP56aI8+7gsnkHlarwZojWXhWCB/VHlZr2bIlO3fuJCsri9jYWJ99r7zyCk2aNKnUeTIzM0lJSSm13X3OzMzM6t6ij/PPP5+rr76a9u3bU1RUxPLly3nqqadYt24dP/zwQ5lZKIvFgsVi0b8/E12g9Zn8EhsJUa9YbQU+39ucNn1qvj8Opza3zfsIk8E9rHb6im3uDtmeYTXJHAlRA00gSwZGxcXFdOnSpUrnKG8tqppaPPXRRx/1+X7kyJEkJydz33338cUXXzB69Gi/j5s3bx5z586tkXuoKomN6tbgwYPp3r07L7zwQl3fyhmXnJzMtGnTmDZtWl3fSr3inTkCsNqKCTWFlnm8w6EFRz6ZI6MWHDlqInNk1wIh72E1qTkS4jSG1T788EP++9//6t/v3buXjh07Eh4ezoABA8jOzq7UeeLi4vxmh9yrcJcMvmrS9ddfD8CGDRvKPGbGjBnk5OToX+4i9NqkLzx7BqOjEydOMGXKFFq0aEFwcDBNmjRh+PDhddZD6HRcdtllZbZo+Omnn1AUhT///PO0r7NgwQK9JYTBYKBp06ZcffXVHDx48LTPXdc2bdrELbfcUqvXWLNmDYqicOrUqVq9TiCx2X2DI5s1v9zjyx9WO33emSNZeFYIj2oHR8888wwFBZ4U8fTp08nOzuauu+5i586dPP7445U6T5cuXdixYwd2u+9/9b/++gugzAU1a1J5hd3BwcFERUX5fNU2T7LszEVHV111FVu3buXdd99l9+7dfPnllwwePLjGhjXLUlxcXOPnnDRpEqtWrSI9Pb3UvnfeeYdzzjlHr2k7XVFRURw9epTDhw/z6aefsnPnTr2lRW3yHuqtDQ0bNiQsLKxWr/FPZC2VOSo/OHIPq3kHR0ZX5siunH4vNHfmKNhsJDRIex+UzJEQpxEc7du3Tw9ciouL+fbbb3nyySd57rnnePTRR/n8888rdZ7Ro0eTn5/Pp59+6rN94cKFJCQk0Ldv3+reYoUWLlwIELDT+89UaHTq1Cl+/PFH5s2bx6BBg0hKSqJPnz7MmDGDf/3rX/pxBw8eZNSoUURERBAVFcXYsWM5fvy4vn/ChAlcfvnlPueeNm0agwcP1r8fPHgwd9xxB9OmTSM+Pp4RI0YA8Pfff3PJJZcQFRVFZGQkAwYMIDU1VX/cW2+9RYcOHQgJCaF9+/Y+WcuSLr30Uho2bKj/fN3y8/P5+OOPmTRpEpmZmYwbN47mzZsTFhZG586dWbx4cZVfO0VRaNKkCU2bNuW8885j8uTJbNy4kZycHP2YL774gp49exISEkJKSgpz5871+WVg586dnH/++YSEhNCxY0dWrVqFoij6/6EDBw6gKAoffvghgwYNIiQkRG9bUd7rYrFYmDJlCk2aNCEkJITk5GTmzZsHaB+qDz30EImJiQQHB5OQkMDUqVP1xyYnJ/sMJ1b0s58zZw7du3fn3XffJTk5mejoaK6++urTqtHLzs5m/PjxNGjQgLCwMEaMGMGePXv0/QcOHOCSSy4hJiaG8PBwOnXqxLJlywAt8zxu3Dji4+MJDQ2lTZs2zJ8/v9r3UlNsdt9fBkoGSyW5h9VMXuUFZtdUfgC7enr5I5+aI7OWOZKaIyFOo+aosLCQ8PBwADZu3IjFYtE/6Dp27Mjhw4crdZ4RI0YwbNgwpkyZQm5uLq1bt2bJkiWsWLGCxYsX6z2OJk2axMKFC0lNTSUpKUl//CeffAJowRpo/Y4iIiIALRsC2lDKY489xujRo0lJSaG4uJjly5fzv//9jwsvvJDLLrusui9DxVQVKngDLMlgL0KxWVGtDjidNypzmHcaqkwRERGEh4fz+eef069fP4KDg0sdo6oql19+OeHh4axduxa73c5tt93G1VdfzZo1a6p0WwsXLmTKlCn6kN3hw4cZOHAggwcP5vvvvycqKor169frAcR7773HrFmzeOWVV+jRowd//PEHkydPJjw8nBtvvLHU+U0mE+PHj2fBggXMnDlT3/7hhx/idDoZN24c+fn59OrViwceeICoqCi++eYbJkyYQOvWrasdLGdkZLB06VKMRqM++3LdunWMHz+el156SQ/43MNVs2fPxul0cvnll9OiRQs2btxIXl4e99xzj9/zP/jggzz77LP06NGDkJCQCl+Xl156ia+//poPP/yQ5ORkDh06pA8Lf/LJJ7z44ossWbKELl26cOzYMbZu3er3upX92aemprJ06VK++uorsrKyGDt2LPPmzdMDsqqaMGECe/bs4csvvyQqKooHHniAkSNHsn37dsxmM7fffjsWi4W1a9cSGRnJ9u3b9f/7Dz30EDt27GDZsmU0atSIvXv3BsTMVJutqMT3FQRHekF26Zoj0PommQ3VX8vPp+ZI1lYTQlft4Khp06Zs2bKFgQMHsmLFCtq1a0fDhg0B7Te+qqTkly5dysyZM5k1axZZWVm0b9+eJUuWcM011+jHOBwOHA5HqTRyyf5Ir776Kq+++irgSTk3bdoUo9HII488wsmTJ1EUhTZt2vDwww9z77331m6/JFshPJ5QpYc0c32dtv87AkHhFR5mMplYuHAht9xyC6+//jo9e/Zk8ODBjBs3Ts8Orl69mj///JP9+/frPazeffddOnXqxKZNm+jdu3elb6tNmzY89dRTntv8v/8jOjqaDz74QF+0tW3btvr+2bNn8+yzz3LFFVcA2kzJ7du38/rrr/sNjgAmTpzI008/zU8//cSAAQMAbUjtqquuIjo6mujoaO677z79+DvvvJMVK1bwySefVCk4ysnJISIiAlVVKSzUPujuuusu/ReHOXPm8OCDD+r3mZKSwiOPPML06dOZPXs2K1euJDU1lTVr1ugzPB9//HGGDRtW6lp33323/hpU5nU5dOgQ7dq1Y9CgQQA+v1QcOnSIpk2bMnz4cEwmEy1atKBPnz5+n2Nlf/YOh4OFCxfqQ8/jx4/nhx9+qPRr6c0dFK1fv15fpui9994jMTGRzz//nDFjxnDo0CHGjBlDt27d9NfW+/n16tVLf07JycnVuo+aVtXMkXuqv2/NUYj+d4fz9AIZd58jrebINVvNpr3P1tRkGCHORtWOCq644gpmzpzJlVdeyYsvvsjVV1+t7/vzzz9p1apVpc8VERHBiy++yNGjR7FYLGzdutUnMAKt+FVV1VJvcqqqlvnl1rp1a7755hvS09MpLi6mqKiIP//8k//7v//zmyX5J7ryyis5cuQIX375JRdddBGrV6+mR48evPvuuwDs2LGDxMREn+aeHTt2JCYmhh07dlTpWuecc47P91u2bGHAgAF+V7MvKCggNTWVSZMmERERoX89+uijPsNuJbVv357zzjtPX+Nv165d/Pzzz0ycOBHQPsgfe+wxunbtSlxcHBEREaxcubLKxdSRkZFs2bKFzZs38+yzz9KzZ0+fmZFbt27l4Ycf9rn3yZMnc+zYMQoLC9m1axeJiYk+rS/KClK8X7fKvC4TJkzgjz/+oH379kybNo2VK1fq/y/GjBlDUVERrVq14tZbb+Xzzz8vVffnVtmffcuWLX1q8hISEsjIyKjKy+lzTZPJ5DOsHhcXR7t27fRrTp06lUceeYTzzz+fuXPn+hTZT5kyhSVLltCzZ08efPBBfv7552rdR02zlgiObPbys1l6zZHieav2Do4q6pNUEb1DtslIiGu2msOpYnPIXFnxz1btzNEjjzxCfn4+P//8M9deey3333+/vu/rr79m6NChNXKDZz1zmJbBqYKjOUWczLfSMDKIJlFlT/Ot1LWrIDg4mGHDhjFs2DBmz57NpEmTeOihh7jhhhvK/E3Se7vBYCiV2bPZbKUeUzKrGBoaWuZvqfn5WsHqm2++War+rKxlZdwmTZrE1KlTefnll5k/fz6tWrXSsyjPPPMMzz//PC+88AJdunQhPDycadOmYbVWpm+xh8Fg0JfN6dChA6mpqUyZMkUPKvPz85k7d65PxsctJCSkSr+he79ulXldevbsyf79+1mxYgXff/89Y8eOZejQoXzyySckJiaya9cuVq9ezffff89tt93GU089xdq1a0sFqZX52QOlHqcoCk5n9db/KqvQ2PuaN998M8OHD2f58uWsXLmSxx57jGeffZY777yTESNGkJaWxvLly1m9ejVDhgzh9ttv55lnnqnW/dQUu6OKmSNH6WE1g2ttNTj9miNPh2xP5gi0GWtBpvq5AoEQlVHt4Cg0NJTXX3/d777ypsb/4yhKpYa2fAQZUM0mVHMwBJ1GcHSaOnXqpBcFd+zYkYMHD5Kenk7z5s0B7bf7nJwcOnToAGgznEp2NN+yZYvfjJC3rl27smjRImw2W6ljGzduTLNmzdi3bx/XXXddle5/7Nix3HXXXSxZsoRFixZxxx136B+s69atY9SoUXo7B6fTyZ49e/TnUl0PPvggrVq14u6776Znz5707NmTXbt26QFUSe3bt+fgwYMcP36cxo0bA9o0+opU9nVxF0+PHTuW0aNHc/HFF+uNW0NDQ7nsssu47LLL+Pe//0379u3566+/6Nmzp885KvOzr2kdO3bEbrfz66+/cu655wJakfXu3bt9rpmYmMgtt9zCLbfcwowZM3jzzTe58847Ae3f4/jx4xk/fjz9+/dn+vTpdR4clao5spc/69DhHlbzyhwpJjMmVcVeiQ7bFfEUZBsxGw2YDAp2p0qRzUE01a9lEuJsd9pNIAF2795NZmYm8fHxtGnTpiZOKThzfY4yMzMZM2YMEydOpGvXrkRGRrJ582aeeuopffbZ0KFD6dq1K9dffz3PPfccdrudO+64g0GDBunDPRdeeCFPP/00ixYt4txzz2Xx4sVs27aNHj16lHv9O+64g5dffplrr72WBx98kKioKDZs2ECfPn1o164dc+bMYerUqURFRTFixAgsFgubN28mOzu7zOJl0IZrr776ah544AFyc3N96pPatGnDJ598ws8//0yDBg147rnnOHbs2Gl/2CcmJjJ69GhmzZrF119/zaxZs7j00ktJTExkzJgxGAwGtm7dyrZt23j00UcZNmwYrVq14sYbb+Spp54iLy9PLyKvKKNU0evy/PPP07RpU7p3747BYODjjz+mcePGxMTEsGDBAhwOB3379iUsLIx3332X0NBQn7okt8r87E/HX3/9RWRkpP69oih069aNUaNG6XVwkZGRzJgxg2bNmjFq1ChAmwk5YsQI2rZtS3Z2Nt9//73+85s1axa9evWiU6dOWCwWvv7661oL5KrC5vANhqz2StYceQVHGMyYayg48hRka+cPDTKSV2yn0FoTXZSEOHudVt70448/JikpiQ4dOnD++efTvn17kpKS9Blkonr0JpBn6HoRERH07duX559/noEDB9K5c2ceeughJk+ezCuvvKLdk2tqeXR0NAMHDmTo0KEkJyfz4Ycf6ucZPnw4Dz30EPfffz+9e/cmLy+P8ePHV3j9uLg4vv/+e3Jzcxk4cCC9evXizTff1LNIN998M2+99RYLFiygS5cuDBo0iAULFtCyZcsKzz1p0iSys7MZPnw4zZp5ytz/85//0LNnT4YPH87gwYNp0qRJqTYE1XX33XfzzTffsHHjRoYPH87XX3/NqlWr6N27N/369eP555/XgxCj0cjnn39Ofn4+vXv35uabb9aDo5CQkPIuU+HrEhERwZNPPsk555xD7969OXDgAMuXL8dgMBATE8Obb75J//796dq1K9999x1fffUVcXFxpa5TmZ/96Rg4cCA9evTQv3r16gXA/Pnz6dGjB5dccgn9+vXD4XCwbNky/d+Fw+Hg9ttvp0OHDlx88cW0a9dOn4wRFBTEjBkz6Nq1KwMHDsRoNOrtD+qStWRw5Ci/z5c+W807ODKaMbneHOzO0sPWVWFxZ45c9UZV6ZKdV2zjvY1pnMyv3Z5bQtQFRa1mF7Fly5Zx2WWX0alTJ2644QYSEhI4fPgwixcvZvv27Xz11Vf61P76JDc3l+joaHJycko1hCwuLmb//v20bNmywg+28hzPLeZ4bjFx4UE0ayCN+P5p1q9fz/nnn8/evXurNLFBVE9N/b+tjE/XzGRO2pf694+3uobLzp9Z5vGvrbyD/x5dy1gieehGV1F5YRYDPjifU0Yjn136Ma3j2lfrXpxOlZT/0/pC/fafocRFBDP46R84kFnIJ/8+l3OSy1+d4M0f9/HYsh1MOr8lD13asVr3IMSZVN7nd0nVHlZ77LHHuOiii/jmm298psJPnz6dESNG8Oijj9bL4OhMcA+myHyRf4bPPvuMiIgI2rRpw969e7nrrrvo37+/BEb1kM1hLfF9+Zkjz1T+MjJH9up3mLc6PMXy7sxRSBUyR+nZ2pBgWmbV+rgJcTao9rDali1buO2220r1CFIUhdtuu63MhnKiElzR0ZlcW03Unby8PG677Tbat2/PhAkT6N27N1988UVd35aoBSWH1UoGSyW5+xiVrDkyuX51sldQ0F2eYq8AKNg1M03vdVSJRpCZBdq9n8ir+SWAhKhr1c4cGY3GMqc922y22m2sWM8pSPO1fxL3jCpR/5UMhqwVzVZzTdU3KV5tK4zabDUAu7P6wZF7Gr/RoGA2egqywTdwKkuWKzjKyJOaI1H/VDuC6d27N0899VSplvwWi4VnnnmmVtdE+6eQzJEQ9YvN4VtAXTKTVJLf2WqKwWtY7fQzR8Fe/Yyqsr6aOzg6mW/B6ZQ3K1G/VDtzNHfuXIYMGUJKSgpjxoyhSZMmHD16lKVLl5KZmcn3339fk/f5j+Kewa1K1ZEQ9YqtxOwyq7Oyw2pemSNF0d+4SzaVrApPA0jPud2Zo6IqDKvZHCqnimzEhgdV8Aghzh7VDo7OP/98Vq5cyYMPPsirr76KqqoYDAb69u3LkiVL9GZxoupkUE2I+snmLFmQXUFwpGpBisng2w3e3TG7pjNHYZUsyFZVlewCz71n5BVLcCTqldMqDBo0aBC//PILeXl5HDp0iNzcXNavX8+JEycq1YNG+KdIQbYQ9VLJzFHJ70tyd8j2qTnC81utw1H9PkenkznKLbJj9xpKy8iVuiNRv9RIh+ywsLBS62WJ03Fmm0AKIc4MW4mO1tYKghu76me2Gl6ZowpqlsqjN4D0rjmq5Gy1zALf656QomxRz8iUsgDkyRxJeCREfeIOjoJdC/JaK8gceYIj399jja7gqORyJFWhD6t5Z44qOayWXeg7HCgz1kR9I8FRAJKaozPvwIEDKIrCli1b6vpWzrg1a9agKAqnTp2q61up96yu4Cjc9YtPRcGRwxVElao5UtyZo/JrlsrjHlbzqTnSh9XKX1stM79kcCS9jkT9IsFRADtTeSNFUcr9mjNnzhm6E//39vnnn5e5//jx45jNZj744AO/+ydNmlRqlfnqGjx4sP6ahISE0LZtW+bNm3fWZ/jOO+88jh49SnR0dK1eZ8KECTW2ft3ZyubqWxTmqtdxf18Wh+pnthrew2rVrznyV5Bd2Q7ZWQWSORL1W5Vqjn7//fdKHbdv375q3YzQuFdjP1OfuUePHtX//uGHHzJr1ix27dqlb4uIiKjS+YqLi2t9jSq3xo0bc8kllzB//nyuueYan30FBQV89NFHPPHEEzV2vcmTJ/Pwww9jsVj47rvvuPXWW2nQoAH//ve/a+waJVksFoKDg2vt/EFBQTRp0qTWzi88bK6p+eGq+/vygyN9WK1E5siMAXDiqKAVQHn8FWRXtkO2exp/WJCRQqtDao5EvVOlzJF7de+Kvh544IHaut9/hDM9rNakSRP9Kzo6GkVR9O8LCgq47rrraNy4MREREZxzzjl8++23Po9PTk7mkUceYfz48URHR+uBwptvvkliYiJhYWGMHj2aZ599lpiYGJ/HfvHFF/Ts2ZOQkBBSUlKYO3cudrtdPy/A6NGjURRF/76kSZMmsXr1ag4dOuSz/aOPPsJut3PttdeyYsUKzj//fGJiYoiLi+OSSy5hz549VX6twsLCaNKkCUlJSUycOJFu3bqxcuVKfb/FYuG+++6jWbNmhIeH07dvX9asWeNzjopelzlz5tC9e3feeustWrZsSWhoKACnTp3i5ptvpmHDhkRFRXHhhRf6LNPzxx9/MGjQICIjI4mKiqJXr15s3rwZ0IYNL7nkEmJiYggPD6dTp04sW6YtOupvWO3TTz+lU6dOBAcHk5yczLPPPuvzHJKTk3n88ceZOHEikZGRtGjRgtdee63Kr6e3tWvX0qdPH4KDg2natCkPPvig/m8BtMC9U6dOhISEEBcXx9ChQykoKADgu+++o3fv3oSFhRETE0P//v1JS0s7rfupDVZXpijcVWBtdZYfhDhU97Ca7++xNTGs5r8JZOU6ZGcVWDGEHCK05fMYw3dKcCTqnSpljubPn19b91FvqapKkb2o4gO9FDnsFDuKUGxGCm3VH/kMNYXqWajqys/PZ+TIkTz66KOEhISwcOFCRo0axa5du0hKStKPe+aZZ5g1axazZ88GtJXl//3vf/Pkk0/yr3/9i9WrV/PQQw/5nHvdunWMHz+el156iQEDBpCamsott9wCwOzZs9m0aRONGjVi/vz5XHzxxRiNvr89u40cOZLGjRuzcOFC/vOf/+jb33nnHa644goaNGhAQUEB99xzD126dKGgoIBZs2YxevRotm7dWuZ5y6OqKuvWrWPHjh20adNG337HHXewfft2PvjgAxISEvjss8+4+OKL+euvv2jTpk2lXheAvXv38umnn7J06VL9/saMGUNoaCjLly8nOjqaN954gyFDhrB7925iY2O5/vrr6d69O2+88QZGo5EtW7ZgNpsBuP3227FYLKxdu5bIyEi2b99eZkbwt99+Y+zYscyZM4err76an3/+mdtuu424uDgmTJigH/fss8/y8MMP83//93989NFH3HHHHQwePJgOHTpU+fU8fPgwI0eOZMKECSxatIidO3cyefJkQkJCmDNnDkePHuX6669n3rx5XHXVVeTl5fHTTz+hqip2u50rrriCm2++mQ8++ACr1cqvv/562v/2a4PNlQkKwwQ49WCpLO7gyGgoWZBtABzYK6hZKk95U/kryhxlFVgxRf6N1XAEc/QWMk52qvZ9CBGIqhQc3XjjjbV1H/VWkb2Ivu/XzVIqG6/dSJj59FosdOvWjW7duunfP/roo3z22Wd89dVX3HHHHfr2IUOGcO+99+rfz5w5kxEjRnDfffcB0LZtW37++We+/vpr/Zg5c+bw4IMP6v+uUlJSeOSRR5g+fTqzZ8+mYcOGAMTExJQ77GM0Ghk/fjwLFixg5syZKIrCnj17WLduHd999x0AV155pc9j3n77bRo1asSOHTvo3LlzpV+P//73v7z11ltYrVZsNhuhoaFMnToVgIMHDzJ//nwOHjxIQkICAPfddx8rVqzgnXfeYd68ebz88ssVvi6grU+4aNEi/TVYt24dv/76KxkZGfoQ2zPPPMPnn3/Oxx9/zK233sqhQ4d48MEHad++PYBP0Hbo0CHGjBmj/yxTUlLKfI7PPfccQ4YM0YO2tm3bsn37dp5++mmf4GjEiBHcfvvtAMyYMYMXX3yRtWvXVis4+u9//0tiYiKvvPIKiqLQvn17jhw5wgMPPMCsWbM4evQodrudq6++msTERAC6dOkCQFZWFrm5uVx++eW0atUKoFr3cCbYXMFOuMEEWLG6vi+LHf/BkcmVeTqdmiOLvezMUUU1R5kFVhSjlrVTTDkUWB0UWOyEB9dIdxgh6pwUZItyFRQUcP/999OxY0diYmKIiIhg586dHDx40Oe4c845x+f7Xbt20adPH59tJb/funUrDz/8MBEREfrX5MmTOXbsGIWFhVW6z0mTJpGamsqPP/4IaFmjli1bcsEFFwCQmprKtddeS0pKClFRUXqT0pLPoyLXXXcdW7ZsYf369YwYMYKZM2dy7rnnAvDXX3/hcDho27atz3Nau3YtqamplX5dAJKSkvTACLTXKj8/n7i4OJ9z79+/Xz/3Pffcw8SJE7nooot46qmn9O0AU6dO5ZFHHuH8889n7ty5/Pnnn2U+xx07dtC/f3+fbf3792fPnj04HJ4PTe+g2T0Um5GRUeFrWNY1zz33XJ9sT//+/cnPzyc9PZ1u3boxZMgQunTpwtixY3n77bfJzs4GIDY2lgkTJjB8+HD+9a9/8fLLL/vU0QUSux4cBbm+r2hYzf9Ufj04Oo3MUbHNX82Rdp2KmkBmFVhQTFpwZAzKAaTXkahfJMyvZaGmUDZeu7FKjym0Oth3Mp9go5E2jatWDF3y2qfrvvvuY+XKlTzzzDO0bt2a0NBQrrrqKqxW31qHkk1AVVUtNaxRclZXfn4+c+fO5Yorrih13aoWdLdp04YBAwYwf/58zj//fBYtWsS///1v/R4uu+wyEhMTefPNN0lISMDpdNK5c+dSz6Mi0dHRtG7dGtBqmlq3bk3fvn0ZOnQo+fn5GI1Gfvvtt1JDde4hrMq8LlD69czPz6dp06al6pcAvV5pzpw5en3VsmXLeOihh/jggw8YPXo0N998M8OHD2f58uWsXLmSxx57jGeffZY777yz1Pkqe4/uITs3RVFwOsvPhJSlvGsqioLRaGTVqlX8/PPPrF69mpdeeokZM2awceNGWrZsyfz585k6dSorV67kgw8+YMaMGaxevZp+/fpV635qi1V1gAJhxiBwgpXyXy+H6zUoXXOk/fs6vWE1P5mjIO3vFc5Wy7eixHgyR+AkI89Ccnx4te9HiEAiwVEtUxSlykNbqtNOiNFBkMlw2sNip2vdunVMmDCB0aNHA9qH9IEDByp8XPv27fn11199trmLg9169uzJrl279GDDH7PZ7JOtKM+kSZO4/fbbGTlyJMeOHdOHgDIzM9mxYwdvvPEGAwYM0J/X6YqIiOCuu+7ivvvu448//qBHjx44HA4yMjL065RUmdfFn549e3Ls2DFMJlOZhemgDYG1bduWqVOnMm7cOObPn6//7BITE7nlllu45ZZbmDFjBm+++abf4Khjx46sX7/eZ9svv/xC27Ztq1WfVRkdO3Zk6dKlPkHSL7/8QmRkJM2aNQO0/0v9+/enf//+/Oc//yEpKYnPPvuMe+65B4AePXrQo0cPHnjgAc4991zef//9gAuObK4GHeHGEC04qmBYrayaI8+wWvk1S+Up1jtke9ccadcpr+ZIVVUyC6zExJ+kEEBxoBgLpNeRqFdkWC0A6b9AB0D7nDZt2rB06VK2bNnC1q1bufbaayuVHbjzzjtZtmwZzz33HHv27OGNN95g+fLlPtmBWbNmsWjRIubMmcPff//Njh07+OCDD3yKqpOTk/nuu+84duyYPoxSljFjxmA0Gvn3v//NRRddpNemNGjQgLi4OP73v/+xd+9evv/+e/0D9XTdeuut7N69m08//ZS2bdty3XXXMX78eJYuXcr+/fv59ddfmTdvHt98802lXxd/hg4dyrnnnsvll1/Ot99+y4EDB/j555+ZOXMmmzdvpqioiDvuuIM1a9aQlpbG+vXr2bRpk157M23aNL799lv279/P77//zvfff19mXc69997L6tWreeyxx9izZw+LFi3ilVde0eukTkdOTg5btmzx+Tp06BC33XYbBw8e5K677mLnzp18+eWXzJ49m3vuuQeDwcDGjRt5/PHH2bx5MwcPHmTp0qWcOHGC9u3bs3//fmbMmMEvv/xCWloaK1euZPfu3QFZd6TXHLmyuhVljtw1RyaDb5auJobV3JmjEHPpmiOr3YnD6f8NqNDqwGJ34jR6giHFnCPrq4l6RYKjABRAsRHPPfccDRo04LzzzuOyyy5j+PDhlWqq2L9/f15//XWee+45unXrxooVK7j77rt9hsuGDx/O119/zapVq+jduzf9+vXj+eef95kF9+yzz7Jq1SoSExPp0aNHudcMCwvjmmuuITs7m4kTJ+rbDQYDH3zwAb/99hudO3fm7rvv5umnn67Gq1FabGws48ePZ86cOTidTubPn8/48eO59957adeuHaNGjWLTpk20aNGi0q+LP4qisGzZMgYOHMjEiRNp27Yt11xzDWlpaTRu3Bij0UhmZibjx4+nbdu2jB07lhEjRjB37lwAHA4Ht99+Ox06dODiiy+mXbt2vPrqq36v1bNnTz766CPef/99OnXqxEMPPcTcuXN9irGra82aNXqGx/01d+5cmjVrxrJly9iwYQPdunXj1ltvZeLEiXqgHBUVxY8//sjIkSNp27Yt//nPf3j22WcZOXIkYWFh7Ny5kyuvvJK2bdtyyy23cMcdd3Drrbee9v3WND1zZNaGn2wVNDNzD6sZSwVHNTCs5m9tNa/6o7KG1rQGkA6KjZ79BlMOJ/IlOBL1h6Ke7e19z7Dc3Fyio6PJyckhKirKZ19xcTH79++nZcuWp9UEscjqYE9GHiaDgY4JURU/4CwxefJkdu7cyU8//VTXtxJQ5HWpWzX1/7YyBs/vQqYB5sWdx4zMn4l1wtqb/irz+NGLzmGvauHt5KvoM2i2vv2FxUN425HB9bHdeeCyd6t1Lzcv3MTqHRk8cUUXrumjBe+qqtJyhtb/atPMoTSMLN18dMuhU4x+/Vsi2j6qbys+9i/+1XIsz47tVup4IQJFeZ/fJUnNUQAKwPYs1fLMM88wbNgwwsPDWb58OQsXLuS///1vXd9WnZPX5Z/LnecJD4oEwFrB/3V7GZkjo8EIjtOrOdLXVvMaVlMUhVCzkSKbo8wZa1kFFn0av5vJlC01R6JekeAoAHmG1c7upN6vv/7KU089RV5eHikpKbz00kvcfPPNdX1bdU5el38um6ICChHB2m+t1gr+j9spa1hNe+u2V9BEsjzuLtghJt8i+7AgV3BUxrBaZr5Vn8bvFmI+IVP5Rb0iwVEgckVHZ/uA50cffVTXtxCQ5HX553JnjsJCYgCwKorfNgZuDtxT+X2DI7PBXXNUs5kj8PQ9KrT6P3eWVwNI/X7M2Zw4KcGRqD+kIDsA1ZNRNSGEF6fqxO4KgsKCo/Xt5WV/9IJso//MkaOCJpLl8aytVjpzBOUXZAcZTwEQ62qzoZryyCywYnNUr8+VEIFGgqMApLjCo7M9cySE8PDO8kSExOl/t5WzBEiZw2oG97Ba9YMjz9pqvh8D7vXVyqo5yiywEmo6BUB7i9ZE1WoqApyclBlrop6Q4KgWVLdLsM49rIbqtzOxEKLmnPb/10qyeU27Dw/zBEdWe9kBhT6sZixZkO0Kjk5jWK2szFFF66tlFVgJdmWO2lptKKqK06BqjSCl15GoJ6TmqAYFBQVhMBg4cuQIDRs2JCgoqForg9sdTlS79htZcXFxQK4uLsTZTlVVrFYrJ06cwGAwEBQUVKvXs9o8s7mCQxtgUFWcioLVXgQ08PsYd3hiNPjemztzZKugw3Z5KsocldUlO7PAismUD0C8w0FDh4MMkwnFnCNF2aLekOCoBhkMBlq2bMnRo0c5cuRItc/jVFUyTmlvpObCEAmOhKhFYWFhtGjRAoOhdhPpNnsRAEZVxRgcTZCqUqwoWG0FZT7GnTkqVXNUE8NqfpYPAU/NUXGZmSMLhgjtnmOdThrbteDIYMohQ4IjUU9IcFTDgoKCaNGiBXa7vdJrgpVUZLVzy2fa2l/f3DmAkKDaWc9KiH86o9GIyWQ6I7+A2GyFAJhVFYIjMKtQDNjKCY7cg2YmY8nMkRYsVbcgW1VVit0Lz5oNLN6+mGYRzbigxQVes9XKCI7yrcRGa4FeTHhjGjty+QvXEiLS60jUExIc1QJFUTCbzaVWLa/0400ODudpb0zGoCBCQqp3HiFE4HBnjswqYA7D7MoKWW1FZT5GH1Yz+naqPt3Mkc2h6hM+MooO8+SmJ4kMimR94nrPbDU/wVGxzUGB1UGkURv2j23QhiYZG7V7MmVL5kjUG1KQHYCMXr/FlrX4oxDi7GK1ahkiMyoYjAS5/muXlTlyqk6crreCsjJH9mpO2HBnjQCyrccByLPmkW3JLrcgW1tXTaXYpBWXN4hvR2NX2ZM0ghT1iQRHAcho8ARHdgmOhKgXfDJHgDvcsdr9Z468h8xK1Ry5gqXqZo7c9UYAOZYs/e+H8w4TGqRlpfxljrIKrGCw4nC9RcVENqOJWev2bTZL5kjUHxIcBSBFUfQASTJHQtQPenDk+t7s6tlhK2NYzeH0BCemUsNq7sxR9WareabxG8jMS9e3p+en65kjfzVHWndsbaZaiNNJWGRTGoc1ArRGkCdypeZI1A8SHAUod3AkmSMh6gebXQscglxBkftPq73Q7/HePYyMZQ2rVXP9Rc80fiMns1P17ek5B8qdraYFR9r9xjidEBZPk4gE7XmYijiRXyS92US9IMFRgDK5giOnBEdC1AuezJHi86fV7j/b4jusViJzZDy9zJHF7skcnSw4rm9Pz9rtlTkq3WAys8Cz6GwDhxPC4oiPTtYbQdrJ51Rh2R2/hThbSHAUoCRzJET94s4cmfXMkfb2W9awWrmZI3fNUTUzR8U2r8xRcaa+PT03zbN8iN/MkQWTMRdwrasWHo85OpGGrrYl2nR+qTsSZz8JjgKUp+ZIFnIUoj6wuZYJ0YfVFO3t1+ooP3NkVFUUo2/XFXcNUo1kjqy5+vb0wuOe2Wpl1ByFGbMB17BaaAOISqCx63xaI0ipOxJnPwmOApRJMkdC1CvuIMjsCorcf9oc/jMt7oJsowoYSgZHriaQ1a058socZdo9rQSO2XIJNmnn9Jc5ysy3EuxadLaBEgQGI0Q3o4l35kjWVxP1gARHAUofVnNIcCREfeDOHJlcQZGeOSpj4Vm7qg2rGVHBUGLhWXfmqNoF2VowE2RSyVa1GiFFVXEC+epJoOzZambXsFoDU6i2MaoZje2uezVlcyJfgiNx9pPgKECZXOs8yVR+IeoHd4bIjDtzpA1fWcvKHDm0oMXkN3Ok1RxVt/TZXXNkMOcB2tBdS5sW4OTajrmO8R8cGdwF2eYIbWNYPE1co3uh5hOSORL1ggRHAUoKsoWoX9zBUZArKHL/WeawmkNbosPo6qjtzWw4vYJsi14jpPUsinM4SHRlf7KtWnDkL3OUWWAF11T+BsHR2kaDgcY+jSCl5kic/SQ4ClD6VH7pGSJEvWB1BTuemiMtG2RzbS/J7hpu81tzZNKG1arXH9vT5wijljmKczhp7socnSw8CGg1R949i2wOJzlFNuxG7b4ahMTp+7wbQVY0W+21NamMenU9OUUy5V8ELgmOApTUHAlRv+hBkNPAlMW/oaju2Wr+gyPfzFEZs9WqeS/uITPFcAqAeIeD5q5s0om8fQCoqlcQBWQXavdjMbrWVQtvrO/zaQSZV/ZCugDv/nKArYdOsXFfZrnHCVGXJDgKULJ8iBD1i82pBRfFVpXl245R5EqwWJ1lBEeu7WY/mSOjK3PkVLQFaqvKPVvNSAYA8Q4nzcObAnCs4LB+nPd0fm3RWQcWo/bYBuFN9H3x0Ul6I8gThZ612kqy2p0ccy0xckyWGhEBTIKjAOWpOZI+R0LUBzZXgbXBlTFCzxz5H14qr+bIe60172aRlVXsyhKpTm1mWrwhhOYRzQFILzpBkFG7N+/p/Fn5nu7YBlUlKrKZvs8c3UJvBFnozPTbXRvgWE4x7t/3juZIcCQClwRHAcokmSMh6hV35khRXYGO01WQ7fQfHNndwZEKKIrPPpMpxHNcNYIjd+bIpmpZnjhzOM0atAIg12khJERLa3kXZWd6rasW7XRijGjoOWGJRpDHy5ixlp7tWUfu6Knyh9+EqEsBERzl5+czbdo0EhISCAkJoXv37nzwwQcVPi49PZ1p06YxaNAgYmJiUBSFBQsWlHn86tWrOffccwkLCyM+Pp4JEyaQkZFRg8+k5shsNSHqFz0IcmWMnHpw5D+40YMjP/vM3sGRWv3MUbGq9SxqGBxDaIOWxLk7Z4ec0vbbfIfVFKM2u01bVy3ec8ISjSAPZvlfTDc92xMQSeZIBLKACI6uuOIKFi5cyOzZs1m+fDm9e/dm3LhxvP/+++U+bu/evbz33nsEBQUxcuTIco9du3YtI0aMoHHjxnzxxRe8+OKLrF69miFDhmCxBF5fDulzJET9YnNoQYzqyhy5gyNrGcGRe1jNhFJqn/daa6eTOSpAGyaLD4mHBkk0d03nDwrWlggpnTlyLzrrgDDPbLWSjSAPZnq6bnvzzhxJzZEIZKaKD6ldy5YtY9WqVbz//vuMGzcOgAsuuIC0tDSmT5/O1VdfjdHo73cnGDhwICdOnABg8+bNLFmypMzrTJ8+nbZt2/LJJ59gMmlPu2XLlvTv35933nmHKVOm1PAzOz1SkC1E/WJ1Z45cQZHDYfTdXoKjnMyRwRSMQVVxKkr1giPXLLRctQgUiI9oDDEtaG63s5VglCBtuM2n5qjAQqhJC5oaOJ0Q7pU5CounievQUPMJ0jIrlzlSVRVFKR38CVHX6jxz9NlnnxEREcGYMWN8tt90000cOXKEjRs3lvlYg6Fyt3/48GE2bdrEDTfcoAdGAOeddx5t27bls88+q97N1yKTUYIjIeoTm+qbObK7M0eq/25FdlfQZPSTOcJgxrUEWvUKsm0OUCxYFC1Iio9M1IIjV68jk0krNyjyKqz2XnS2AUYweYrCMRhoHORpBHmgnOBIMeVgDEvFane6ZsAJEXjqPDjatm0bHTp08AlaALp27arvr4lreJ+z5HVq4ho1zaBIzZEQ9Ym7tsjhcC04a3PVHJURHOnLh/jLrBjNmFzdsR1lzHYrj8XuRDFpDSBDnU7CoppBSDTNFW24zmDQumR7Z44y862YTVqNUozXbDm3JqFagbZqyuNgVtnDaiHNlhCW9CaGkMNSdyQCVp0HR5mZmcTGxpba7t6WmXn6jcLc5yjrOuVdw2KxkJub6/N1Jnhmq8lUfiHqA3cQ5HRqvwhaHRUER073sJq/zJEJk6t7tc1e9QCj2ObQlw6JdzggXAtsmrsCHItSevHZrAIrRldH7VhTRKlzNnZN7beaikjLzMdZ4hc7rcdREcYQrY+SIfiYBEciYNV5cASUO+Zck+PRZZ2rvGvMmzeP6Oho/SsxMbHG7qc8MltNiPrF6tQCDbvTNVtNNWvbyxxWcxU4+wuOjGa9YNTuqHqAoWWOtF/0fIKjKO39LV/JA5z8lpbNb2lZnMy3aLPVTK511VxDaN68G0Fa1dLLiBzLKUY15qIYXP2ezNkcy5Hp/CIw1XlwFBcX5zdzk5WlFQT6y/ZU5xrgPwuVlZVV7jVmzJhBTk6O/nXo0KHTvp/KkJojIeoXuysIsju0sMapujJIZXS4dg+XlV1zpL032KudOXIHR06I0NZGaxjTGrOq4lRUFFMOS38/zJWv/cI5j64ms8CKw6hdq0FI6fdMc3QLz3T+oCwOlJixlp5diCHopNdTyJbMkQhYdR4cdenShR07dmC3+xYV/vXXXwB07tz5tK/hPof7nCWvU941goODiYqK8vk6E4yuYnNZW02I+kEfVnMFRQ6nVt9jLWP5WIeznJojg8lTkG2veisSq91JqMnVANLh0HsWGRsk08xVlH1xdzPntYqjWUyo3oPSbtSG+hp49zhyi0qgpdWVFQrK4GCJouz07CKf4Egxn5LgqB5JPZXKkI+G8NGuj+r6VmpEnQdHo0ePJj8/n08//dRn+8KFC0lISKBv376nfY1mzZrRp08fFi9ejMPheSPasGEDu3bt4oorrjjta9Q0d82RU5XgSIj6wIaWIdKDI9ewmq2M/+Oe2Wp+3qYNBq+C7KrP+LLYnYS4gqOGhmAwugbpYlrQzPWL6kXdgnh/cj/WP3ghOx6+mFV3D6DYpL1/eq+rpotKoKUrsDIGnygjc+TJ3muZIxlWqy9Wp60moyiDpXuW1vWt1Ig673M0YsQIhg0bxpQpU8jNzaV169YsWbKEFStWsHjxYr3H0aRJk1i4cCGpqakkJSXpj//kk08A2LdPW0l68+bNRERoxYJXXXWVftyTTz7JsGHDGDNmDLfddhsZGRk8+OCDdO7cmZtuuulMPd1Kk5ojIeoXq16QrQVFDlXLHNnw/3/c4ao58tcEEjzDbacK8qt8L8U2B8GRrmE17+JqV68jgEN5nhKCELORJg0U7K57jYlMKH3S6Oa0tLkCuqDjpGWVzhwpPpmjHI6e8D/lX5x90nLTANidvRubw4bZaK7jOzo9dR4cASxdupSZM2cya9YssrKyaN++PUuWLOGaa67Rj3E4HDgcDtQSv2WV7I/06quv8uqrrwL4HDt48GCWLVvGrFmzuOyyywgLC+PSSy/l6aefJji49LTUumZUpOZIiPrEpqqgeAqx3cGRtazgyF1zpPhP8BtdD1v48x4uqGL1gcXuJNi1iGx8cLRnR0wLEl3Zn/Sc/T6PyS7WehyFOp2ERDQtfdKweFJciXlz8HHSSmWOSgyrKQ6OFWRII8h6Ii1PC45sThupOam0j21fx3d0egIiOIqIiODFF1/kxRdfLPOYBQsW+F03rWSwVJ5hw4YxbNiw6tziGWd0FWRLzZEQ9YN7WM09nOapOaogc+QncNh2OAeD62F7M7LZdjiHzs2iSx1XlmKbgzCTNqQVF+q1gGxwBM2MoQAczjng85isYtckGUeJ7thuBgMtwxoDNpzmHNKO5PgEPoey8zE00YbVgp1OLAYDdiWL7EIbseFBpc8nzioHcw/qf9+euf2sD47qvOZI+Cd9joSoX9xBkKfWyB0c+Wcro+ao2Obg7g+36Jkjo2LnrZ/2Vfo+7A4ndqeDYldxdXy4bxaoeZhWT5RecNRn+ynLKQAaOEusq+YlrkEbIh1OUFQKnMc5Vag9B6vdSUbRMRSDA7Oq0smqXVuRuqN6IceSo//7AC04Oh37cvZVKfFRGyQ4ClBScyRE/WIrERzZXcGRXfGfAXdnjkoOqz27chd7MvL1miODYufrP49WOsiw2J0oxkJUV0IqNqqZz/5mUVpNZ5a9gEKbpyYoO1/rmh3jcJYZHCkN2+h1R4agDL0o+1hOMZi1rFFzm10fujOYT3H0VOVmrOUU2bRlT0TA8c4aAezI3FHtc2UWZTLu63Fct+w6PVtZFyQ4ClAmWXhWiHrFExy5CrHVEM8+P4vPeobVPG/TG/Zl8tY6rRYo2NXuIynWjN2psmD9gUrdh9YAUivibuBwYI7wnXkWGZtCjGtWb3p+ur49O/8IALFOIDjS/8njvIKj4BMcdBVle/c4SrLZSLC7+iGZszmaW3FwdDy3mEFP/8ANb5e91qaoOwdyDwDQyFXMvytrZ7XW/AN48683KbQX4lSdNAhuUFO3WGUSHAUod58jCY6EqB/cHxWeYTXPRBCrn+n47qaR7sxRXrGN+z7eiqrC1eckEuTa3jNRm232/saD5BVXvM6axe7Q11WL8+qOrfOasZae5xUcFbgyR8ZgKKuAOr6tV+boBAdOuoMjTzF2kt1OU7s7c1S5LtlfbjnCqUIbmw5kV+o5ijPrYJ6WOTq/qJhwpxOL08r+EgX9lXE4/zAf7voQgGm9ptVpob4ERwHKJMNqQtQr7pojd62RzekVHDlLB0eeYTWtncm85TtJzy6ieYNQ/nNpB71Qu1mMmZSG4eRZ7Hy4qeIO/sU2J4prjbR4hwMiSgZHSTR3DXv9cuQXfXN2oRbcNDCFln3y+Dak6L2OjpPmWoDWO3PUwmbXeykZzFmVGlb7+s8j+t/3ZlS9dYGoXWk52ky1ZJuN9hbt33J16o5e/eNV7E47/axO+m18F4pO1eRtVokERwHKIMNqQtQbDqcDhyuYsatBRAabsBHkWTzWT+ao5LDa11u1AOGx0V2IDDFjwr1Gm43JA1IAmL/+AHZH+ZM4LHbP0iEN7U4Ib+R7QEwSQwu0jM8Huz7g3e3vApBt0abyx5rLWSUgLI6WihY8GYNOcCBTC2TSs4swuGqOkmw2r8zRKY5UkDk6mFnI1vQc/fs9xyU4CjQHT6UCWuDbwVVsvyOranVHu7N38/W+rwGYdiIDDvwIQaUXOD5TJDgKUJI5EqL+sKue+gubGkyjqGCsGDG7giOrtXQzRIc+rGbE6VTJs2jn6NhUC07cmSO708boHs2ICw/i8Kkilm87Vu69FNucBJu0QCfe77BaIsMLi7gz6xQAT216is/2fEa2RQuoYoJjyj65otC8QQomVUU12Ek7pQV0h7LzUIK04tokm50mxggMqgoGB0fzTpR7v195ZY0Adh/PK/d4cWapqkqaa1gtSQmmoztzdKL0cl3lefn3l1FRuciKNpvx3Ds9ndvrgARHAcooU/mFqDdsDk+djF0NpnFUCFbMenBks5UOjuxew2p5FjvuCW2RIdoHhjujZHdYCTEbGX9uMgBv/lT+NGiLzaEHR3GKGcwhvgeYQyGiMZNzchnf4mIA5vwyhz1WLfMT629dNS+muLYkueqOTtkPk2+xcyj3MIriJMTppJFqwJx8Pg1dRd/HC4+We79f/6m1FOiWGAPAbhlWq1HHc4tZsH4/+ZbqFVBnFWeR7yhGUVUSm/SiozkGgJ1Zu3A4Kze78I+MP1iTvgYjBu7IOAKhsdDjumrdT02R4ChASeZIiPrDu6bI6vQER0Gu/95We0Gpx+iZI4NBL0IOMhkIMWs1SCa0P91B1PX9WhBsMvBneo7PMFRJxXYnRtewWry5jGGLmBYowH2N+jO69WicqpNi1/3EhDUu/8nGt9bXWDMEZZCakU+m9TAAiXY7hrhWEN9GrzuyG7L0fkgl7c3IZ8fRXEwGhTsvaA3AHskc1ajnVu5mzlfbWbLxYMUH++Euxm5qdxAc34bkpr0JdTopclr0JUXKo6oqL/z2AgCXO8zav50+kyEovFr3U1MkOApQRqk5EqLesNm1omOTqmLHRKOoYJwYPMNqfjJH7uDIpBjJK9YCiagQzzCDSZ/RqgUWcRHBXNheqx9av/ckZbHYHKAvHVLGVOmYFgAofy9ldp//Y1iSZ2WBBpF+lg7xVmI6/4Z9mWB2T+O3Q1xriE2hqWs6v7YArf+ibHch9vlt4undMhaAoznF5NbyjLVth3P44NeDdd6I8EzYeUwLlLcfza3W490BUAu7DWJbYWzRj3ZW7eezPaviouyfDv/E7xm/E2wwM+XwPjCFQJ9bqnUvNUmCowAlfY6EqD9sNq3o2Kyq2DARExpEkNGASXXv9zes5qk5cgdHkSGexTzdBdneQ3Z9XQHExv1lN8+z2J3YXEuHxIeWMUTW/VpQjLD9C4wfXs8TfR9irDOMCadyiY5s5v8xbvFtaGn1NIJcn5rpNVPNBvFtITaFBFfmqKwu2aqq6kNql3VNIDrUTOMobYZfbRdl3/3hFh5c+heb07Jr9Tp1TVVV9p3QAuXqzgJ0B0da4JsCiX09dUcnKw6O3v7rbQCuVSNp7HBAj+v9L09zhklwFKCMRulzJER94c4MuYOjsCAjkSEm3KGO1V46ONAzRwYTuUVasOGdOXJP8fduttenpda5+rcDWWXOWsu3FGMzao+J97eALEDroXDN+2AKhb2rCHr3Ch7KyuXe7FNQQc0RsSmkuLJCpuDjbNqfhSFIq1dKttkhvo1PcGQMyvKbOdp1PI+9GfkEGQ0M66QN5bVtrDWfrM2htbxiG3tcgUJ9L/4+kWfRC/33ZuTjrMbnjXsafwubHWJbQZMudLBr59lx/PdyH3u84Di/Z2jHXJf2FygGOPf2Kt9DbZDgKEAZFak5EqK+8GSOwIaJULORqFCzV+bIX3CkBTdaQbYWHPlkjgzu4MiTOWrfJJKoEBMFVgd/H/E/TJJt0QIVk6oSFZFQ9k23uxhu/Eorjj3yO+S5Zo1V9Fu9KZiWrvXZMBVS5Mjz6XFEfFuIbEqCU/v4MZsz/WaOvnK1LhjcriFRrufdppErOKrFouztXq9bWmbpjF5V/JHxB3d+d2elam/qQuoJT61bkc3B4VNVX+fu4Km9ACQ7VIhOBFMQHWPaALDj1B6catmTilalrQKgpzFKyxp1+BfEplT5HmqDBEcBSobVhKg/7K7MkBkVJwZCgoxEhZgwuRY485c5suuZI+9hNU/myOyereaVOTIYFProQ2taEJRVnOVzTFaxtj3e4UAp2QCypMTeMGklRLfwbKsocwSExbWlsTszFHIUxawNTyXZbVrNkcFAQrgrMDPncKTEh7L3kNql3TwBXNvGWgF5bWZ0tnkFRwdOli6Ur4p3t7/LmvQ1fLbns9O9rVqResI3yKzq0JqqqhzM14rtW4Q11qfepzQ/l2CnkwKnlUN5ZTcm/fbAtwBcdMJ1TP+pVbp+bZLgKEDJwrNC1B82u5aBcGeKPJkjxbXfUuoxdj1zZPIqyPbKHCnaB5FD9Z2C3dc1tPbr/iw2HdvEsI+HccWXV+hLgeRYtXokrTt2iQaQ/sS30QKk5AHQbiSExVbqMe6ibFPELhQFwpxO4kLiITQGgKYxWobAabBzODfT5+F/Hc4hLbOQELOBIe0999jGFRzVZs3R34c9M/3cC+dW175T+wBIzUk9rfPUln0nfJ/fnoyqBZ0nik5Q5LRiVFWaxbTWt5tanOspyi6jU/axgmNsObEFBRiWn6/9+2rWq2pPoBZJcBSgTEbpcyREfWH1GlYDV3AUYsZQTubIM5XfU3MUWUHNEeDJHB04yn/W/Qera52r65Zdx98n/ybX5gqO7I7S3bHLEtUUJnwN45aUva6at7jWpFhdHb4jtA/HJJsdJb6tfkhwfGvtHoCjBb6NHr/con0/pENjwoM9z7m1a1jtWG4xOUW1M2Nt2xFPcJSWWVitOhzQfi5pedpwWuqpwAyO3JmjptFar6uqBp3u4cIEux1znCc4IrGPp1N2GXVHKw+sBKCn1UEjhwPOvaNK165tEhwFKD1z5JDMkRBnO/dUfqMrGAoNMhAZYtK/tzpKFyS7a45MBhO5/marGfwHR50SoggPMmKN/oojBUdICE+gXYN2ZBVncdO3N5Fa+DNQxrpqNSXeezq/exq/DeK9PkC9irJPFh/Tp81n5Bbz/q9a75zLu/vOjIsONdMkSvsg31vFLEdlFFrt+tCSomgz+47nVbz2mz/peen6zyY9L51ie/XOU5v2ndSe6/BOWo1YVWu59Gn87plqbuHxdDTFALD96Ga/j/02TRtSG56bAxGNtUkAAUSCowDlrjly/gP6bAhR39kc7j5H2vchrmE1o6q9BVv9DKt5lg8x6U0gI336HGl/t6m+XYhNRgNtk48R1GADAA/3f5gFFy/gvITzKLIXcdymLesQ7/CzrlpNiW9Lis03s6MXY7t5BUd2Q5aeCXpm5S4KrQ56tIhhaIfS99dGrzuq3Ad5Veo2dxzNw6lCw8hgkuO0JoT7q1l3tC9nn/53FbVaq9TXpmKbg/RsLWN5kWs24N6M/Cr1djqYqwWxye6Zal46NOwCwPa8tFLnPJJ/hD9P/KkNqRUWQpcxdbpUiD8SHAUoo8FdbCnBkRBnOz1zhCtzZNYKst3DajY/mSO76wPFaDDqmaOoUH81R77BUb41n2NBiwBoqlxI36Z9iQiK4JUhr3B568v142KcBgiupYU9IxrTkmCfTcl2W6ngyN0I0mjO4sipYv4+ksPHv6WDYmPi4DAUP0N47un8lSnKXrX9OK3+bxkfbS67KNjb364htc4JUSTFhQHVn7HmHRxB4NUdHcgsQFW19hDnJMViMijkW+wcy618hist9wDg6l8V5xsctW4xCLOqkqfa2J2922efe5baOcUWLUjvNu70nkwtkOAoQLnaHMlsNSHqAas7OHKVEIYGaZkjg7N0I0c372G18jJH9hLrVz3727PkO07gtMZy8uAw/bd2s8HMw+c9TG/nYLoVW+hjD63BZ1iCohAfm0KEV81kC3d3bLeoZjRzvb+FmjM4mlPEY9/sQFWhZYcv+L9N41n498JSp25bhaLs9zbuxxi+my+2Vm4q/TZXMXbnZtF65qi6Rdn7XXVGBtfrH2h1R+5i7JSGEQSZDCTHa8+3KnVHadnaNP4kpwJRzX32mZPOo3eR9u/+njV3k1nkKbrXZ6nlF0DjLtCks75vb0YeT63YydPf7qzGs6o5EhwFKD1zJDVHQpz1bA5t2Mw9jOYuyFZcb8FWh59hNVyz1Qxmv1P59eBIdWBz2NiXs4+Pdn3EJ7s/0R6fMQZrfhG5n0yFTW+DqqIoCn0srVl89Dgx5rhaerYaJa4tKVZP0JfkNOjLkgBgMNI0RGsLYDJnsXhDGj+nZhIccYiTqlan8uzmZ/nu4Hc+523jbgRZQc1Rsc3Br5lfEtbiHf4q+LhSw0XbDmvT+LXgSMscVXc6/75M7cO9V7H2s92bWbcf9iWluuqLWjXUgs02jVxBZyXrjpyqk0MFWruFFuFNwVAinGjYnkdybSTY7BzMO8Tt391Ooa2Qw/mH+evkXxhUGFpYCN2uISOvmLfX7efSl39i6HM/8t81qSz8OY0ia+UWrq0NgTXIJ3TS50iI+sPm0GbuGNzDaq4O2QZVK6q2OqylHqNP5ffKHPlM5XcFRz9ajtP7vd4+w2vXtr+WPy3n8K+iJ4j++wf4exGk/UzRiBcozNY+0GwhtbxEQ3wbko+u5s+QYKIcDmIapICriNytWVQLsKfiMOfxw64TACS1WsdRKzQIbkC2JZsZP81g/sXz6RTXCfB8iB/PtZBTZCPaa6jR28b9WaihWkBiD95BenYRibFhZd5usc2hD9V1bhZNkEn7sK/OsJqqqux39fcZWlDIptAQ9pUYWqpr+066M0daxqi163WtbKH7sYJjWFU7JlUlwWsav85goFHXa3j997cYn9CUvzP/5u41d3NO43MAOKe4mFgH3LEthWVffYf7o85kUBjcriGjezTXJybVBckcBShPnyOZyi/E2c49rGZQFQwKBBkNRIWaUdwF2c7SwZEDV82R0UxuUek+R03NUQDYUHGoDsJMYXSI7cD1Ha5nWq9pjG2wk3GmH3CigMEE2z4h66XBNCvYAUCDRs2pVXGttRXW8Vo2pISmsdo2m9EOhmJiY9M5at2KSTHx7sh36d+sP0X2Iu787k6OFRwDtBl7CfrU87I/yL/bcRRjqDacZgg+xqaDR8o8FrQaJrtTpUGYdv6WXsNqJwpOcvnnl/Pqllcr9dSPFx6nwGnBqKpcWKgVPR8qygioGWvuafzuzJE7OKrssJp7plqizY4xvpX/gy58iJbhzXj12HFCMfDzkZ95+Y9XABheUMiPji58vU/FqUKPFjE8MqoTv84cyls39uaSrk31ALUuSHAUoCRzJET9YXcNmxmcBkLNRhRF0YbVXJkjm5/MkcM1DKQoJopsWlbIe1jt3PBE3jp6nLfDu/LdmO/YcO0GPrrsIx7o8wChNgsj988D4EPDJajjv6AoKJZmlr1cbVoDQGiDJrX2fAGIb8PgwiIa2u2MLCjwLcZ2CYtrSwOH9twM5myatlwLwKgm55G0/r883eM+Wse05kTRCe78/k4KXWvUtdGLssv+IP9h/xYUo/a6KorK2gO/lXu73kNqiqLQrEEoRoNCsc3JV3tXkZqTyrvb38XmrLi/krsYO9Fmp7ESRLRDC3UPuAqY65r3grOtXJkj76VZKjME6Vlw1lZqppouOAIu/y9dLVaePXYMRVW0HvGqypCCQjZGXcT04e1YO30wn93WnxvOTSY2PKgGnuHpk+AogNiddk4Uaqlld+bIIVP5hTjruQuuDRgIDdICoqhQE6rTNaxWolcReGqOnE7PUFSEV3CkGIPoW2yhjyGCRmGNfGd2fft/BBceY7/ahLmFV/LxiSSG5T/Mn86WnmPCa6nHkVtsK1rbbHx/6AjX5eZDXOnMEbEtaeqazt+k2V8cLPwLs8HMrVuXw8bXiXxvDK/0/g+xIbHszNrJrJ9nARUvI3LgZAHHLDt8tm3L2lLu7bqbP3ZuFg2A2WigeQOtaH3z0a0AFNgK+Pvk3xU+dfe0/ZY2G0rbi2jlamuw17UOWV3LyLOQb7FjNCi0cNVWpTQMx6BATpGNE/mla+BK0nsc2e2lZqp5K2jaj18bjWFAUTH3nigCVeGCwiIaGMN44K57uP2C1iS5snSBRIKjALE/Zz+9F/fm8i8uB8DkKm5zSEG2EGc9m2vYTFENhJhdwVGIGVyZI4u/miPXsJrDFRyFBRkxG73esl01R5TMZOz+Fra8Byi8FTudYoK5/9M/SXfGsqj966g9btCa7rUcWIPP0I+gMG0hUjc/w2rEptDMNZ2/IGQNAFca42ha4JrZlLWPZh/dxEu9ZwJaV+Ws4qwKi7LX7MrAGHYAgOauwCTDurPcjIh72ZDOCdH6Nk+vI08jw1+O/FLmOdz2uWampdhs0Gk0rVyF6fsCZMaae0gtsUEowSbt31eI2UgLV01WyTXWjhcc58lfn2Th3wvZfGwzhbZCDrqyYEl+ehy5/bArg4ue/5EbD47ggLMxNxZksPLoSZ48cRJD58u1fyMBSgqyA0TjsMbYVTu51lxyLDl64b/0ORLi7OcuuFZUbVgNtGBHcb0FWxylM0d2VQUFbE4tI+Q9pAaA0VV/5N0GoCgbvnQt3nnu7cRwPhzVPpA7NI3ikat6owT1A1Wt3DIgpyuuNeQc8vy9pOgWNHW4MmSqk2CDmcmpvwEKjFkAq+dA9n66fXEv7ZNT2Jm7j/WH19O28QCg7GG1H3ZnYArTsjcTcvJ4ND4WgtPYdyKXVo2iSx1vczjZccxdjB2lb0+OC2OtYuOIPQNXLT0b0tcypfuUcp/2vkwta5XiANpcRKtvtZ/v3kpknc6EVH1ITcvA2Rw2zEYzrRtFciCzkL0Z+ZzXSivYV1WVWT/P4ucjP+uPV1AwuhY+TnIaILKpz/lzCm3M/fpvlv6uLUrbLKYBWf2fJ/m762hqcc3+C8DeRt4kcxQgwsxhxIVoU2vT89M9mSMJjoQ467nrVBTVM6ymKAomRQtwLH7qWNwF2VaHdrz30iGAJ3N0/G/48k5YeBm82g/yj2lDWBf+h/Nba0NnMWFm/ndDL/3aZyQwAk+2KLIphESV3m80kWD2bB9baNfW2eozGTpdDhO+0bISOQcZcEwL8n5K/0kvHj6RZ+FUoW/WrdjmYMPBXSimAsyqyr/yC4h0OMFgY2XqFr+3ued4Pla7k8gQk549AUiKC8cQfBSnohLimhzzZ+YOCmzlT+/f7xpySglrCkHhtArROn2nZu8p93Fnyj5X5iilYTgLti2g93u9+Xrf134X9v3p8E/8fORnTAYTFyReQKOwRqio2FUHZlUlJTzBZxr/yr+PMfT5tSz9/TCKApPOb8mqewbSc8Al0O827aDoFtDivDP3hKtBMkcBpHlkczKLM0nPS6dVWBIgmSMh6gNPcGTUh9UAPTiy+skcuYMjm0P74CmVOTK7PsSzUrUvt+AoGP06mEPplxLCq9f2pH3TyHKnsdcadxG2n2Jst+bhTcB5hFAVJh0/BJEJcOFD2s7oZlqAtOhfDDx1gDfDmrDuyDpCzNAsJpTDp4rYfTxfX2wX4Jd9mTiCtILoLhYLoSp0s1hYFxbKhsObmcKgUvfgrjfqlBDlU7vVMj4cY6iW/Tin2EKa2cQhs5nNxzYzKLH0eQByLDlk2rQsVMvYdgC0jmsHxdtIL86k2F5MiCmkMq9erXFnjprHGnjjz//hUB088ssjTE55GfAMV9qcNp7Z/AwAN3S4gXvOuQeAA6eO8tJb05lo/ZbNRd149InvSWkYjtGgsMbVkqFVw3CeuqobvZIaeC48ZBaENYCWg0r3RQowEhwFkOaRzdl6Yivpeem0i5DZakLUFzZ38OM1rAZgMmkzcyyqn2E1158Wu/YhElUyc9R2OHS7FlChQTLEJGl/NmoPodoHkqIoXNLVd8jjjOpyFRz7s9whlPNiOzN23y76FRUT53TCyKd9s0xRTeHGr+nyQmeiHQ5yrHlsPbGVNo0jOHyqiA37Mn2Co7W7TmBy1Rv1KLZAx3/R4/APrAsLZW/uX37vwV1v1KWZ75BbUlwYYSH7cAKdLFaa2u0cMpvZcHRDmcGRuxi7sd1OeKOOAMQ16kbU/q3kGo0cyD1A+9j25b5s1XEo9xBzf5lLt0bduK3bbRhL9JTy5s4cpdm+I88VyBXaC1l2/HlgnF5z9NGuj9ifs59YcwST1y+Eo2lw3lQ+2mSj26liOpus/KQ24fCpIg6f0loWGBS4ZWArpg1t4/OLAADmEBg4vcafe22Q4CiANI/Q+o6k56dLnyMh6hGre9hMNfoER2ZDsGt/6U7ApYfVSrxdh8bA6Ndq/mZrUmgD+NfL5R5ijmvNQ5uytW/aXwodLi19UGRjjC3OpX/+NpZFhPNT+k9c2P5y1uw6wQurd5PSMJxLuyYArmLsmAMA9Cy2QP+76L54NQD56i4cDidGo2/WYtsRzzR+b80bhBEUepBioKMxErvlFB8DG9J/hD4P+H0+7mn8KTYbNNQyR0rjjrTebeN3o5HUU6k1HhydLDrJLatuIT0/nY3HNrLv1D7mDZjnN0NVbHNogYxi5/ujWjf127JPsSg2nj052wiK/4GTJ4dyIPsE/93yXwBuz84hMvsw/LYA9fdFdHb0IcmgNRO94ZIL6d30XFJP5HM0p5gh7RvTpXnpuq6zTWDntf5hmke6gqO8dExGLTiS2EiIs5/NnRlSjZ66HyDIqAVHNkr/R3eHS0V297Ca/07QZz13XVJQJIx4quzjWg9loKuh4o+Hf+SGfkmM69MCpwrTPtjCdzuOs/9kAWmnjmMIykRRVborodC0B53jO2FSVZymfDam+84YczhVtruCo04Jvh/qdrUYS5CWVWoW2Zm+DTqgqCp78w6SUZjh9zb1mWpWO8RrwRGNO+kz1mq67ijPmseU1VNIz0+nUWhDzAYzqw+u5uaVN5NdnF3q+P0nXQvOxm8ls/gkje0Obj6Vy8zjWpPN4PjvMYQc5IXNr5JrzaWNKYorThzWln5pezGK6mSkYQOdDFpdVUTTdpyTHMvVvVswbWjbehEYgQRHASUxUpv2mp4nmSMh6hObu4+RavIZaghy/WZvU0tnjjzDatp7QVRoPU30p1wIF/4Hrv1QqzEqS+sh9C8qxqCq7Mnew/HC4zx6eWdGdU/A7lSZ8t7vPLtylz6Fv43VRlTiuWAwENZyEB0sWuH2qtQNPqfdfzKfIpuDsCAjLeN9++3syNqBqkAju53ikI5EJw+io1U7z8ajG/3epntNtRTv/j8Nkmnl0H6OqSe2VenlKY/FYeGuH+5iZ9ZOYs2RzN+/h/8VhxJpDmfria3csPwGDuUe8nmMNo3fiSlWa7g5PicXM3BJQSEjrAooTkKbv8/3Rz4D4P7D+7QhppHP8Evf/zLc8gSfOc5HVYxaZrBxpxp7PoFEgqMA4h5WO1pwFNX1ZulUwSl1R0Kc1dyZI1U1+QyrBZtdwVE5maNCmys4qq+ZI4NBq0NJ7l/+cY06EhPemK6uIOfH9B8xGhSeGdONYR0bY7U7+frPo3pw1NNigRbnao9N6k93i9bY8Pfjv/uc9sfdJwHo2DSq1Fpe7oaPnSxWdigp0HIg/Vwrzf/iNbXdmztz1DKkIZiCXc/RSKtwrfYrtYYaQTqcDh788UE2HdtEuCmM107k0KIol3MOb2Nx+hESgqJJy03j+uXXs/mYp0/TvhMFmCL/xmbIIMoJV+Xlw7CHUSKb8p+jB2ngDMZgPoWKk8FqCP0KC6HdJThaX8TDX29nl9qC33s9iXLPDrhtgza8Ww9JcBRAGoY1JMgQhEN1kGU5oW+XLtlCnN3cmSPVaSLMa1gt1Kx1YLbh+3/cqTpRXZ/TBbYyZqv90ygKtB6iD639dPgnQOtk/cq1PRjQRuvLYwzVCqJ7FlsgyTVdPLEP3S3az+B4kacoO7vAykvfa8Nco7onlLrk3xlbAOhktbLZ0hwS+3CuRQtbNxxeX6qpZLG9mCMWrYFlSgPfGXqt4rTi7IOWTJb8evrNIJ/c9CSrD67GbDDzorE5HbPTtYL8FueSUpjD4r1/08EYSVZxFjevvJkF2xagqip7M/IIitOyRuNycggzh8M5E+GS54hyqjydkQ4qGFQD96bvA1MoXDyPDzcdYsfRXKJCTNw9rC1ENobIWl6Cpg5JcBRADIqBZpFaWvlY4WF9u8xYE+LsZlO1zJCKb81RiKtDsL1EcOTwKtAuskpwpGs1hAFFWnC08ehGLK4164JNRt64oRcjujbAFKoVCvdwGKBpN+1xQeF0iNSClQLDcbKLtTqip1fu4lShjfZNIhnXp0Wpy/19Qls2pElxCNuzTWAOpXuj7gQ7nZywZDP9i1XkWzwzDQ/kHkAFoh0OYuM7+JwrvnE3olxrrM385nv2ltHduzJW7F/Bkp1LUFB4osVl9N25GhQjXPk23Pg1DLiPhg6VBanbudRuxqE6ePa3Z7lnzT1sO7UeY2g6warCtbl50GUMBEdC+5HQ+Ur6FhUx+4jKS0dySbbbWZdwI4t2qjy7chcA04a2DZj1z2qTBEcBxj205h0cSa8jIc5u7poitUTNUViwFhzZFN//43avqf151no+rFYVKYNpZ3PQyG6nyF7Eb8c8i8mGBZm4YRCoqDSz2WnStKenizjQrPWFJNpsoMDKvb/yV3oOS349CMDDozpjKjGDLdeaS1qRVnRtL0rkQGYBqqoSnDyQXsVaUPbFrh/47w+eYbJ9p7SZai1tdpRGvsGR0rgjrV1LmRiCM1i84WC1XoJDuYeY88scAG5uM4aL1r+t7Rg8A5qfA0YTDHkIblhKWFg8jx9K5T+OKEwGE6sPruZE2P8AuDIvn1inE3pN8Jx8xFOoobFcZT3EIGsWqc6mTNx9LrO++JvMAiutGoZzw7lJ1brvs40ERwHGPWPtaIFX5kjWVxPirGbVawjNPjVH4SFaAXDJLkfemaN8q3v5EAmOCItFaXYOA1x1Pz8e/tFn9+8ZWj1Rz2JLqQ7Mhpbna32PgDVpG5n95TZUFS7vnuDTJ8lth2sJkGY2OwccKRRaHZzIt2BP6k+/Yu36pvC9vPtLGjlFrrXTfKbx+w6rqY06kuKasRYUfIRPf0unwFK6v1V5rA4r9/14HwW2Ano27MFt29eANU+rrRpwj+/BrS5EnfgtzqBorj64jRl5rTE5Xf2vVBifcwqadoeE7p7HhMejeM0Y3NplJmP7teLiTk0Y2LYhz47t7ru+Xz32z3iWZxF35uhwfrq+TWqOhDi7uYfVnKqJ0CDP226EKzgqmTlyeM1ey7OUsbbaP1XrIQxw1x2l/+Szyx0c9bAUQ9K5vo9L7EM3ixac/H74F34/eIrwICMzRvpmeNy2ndRmlXWyWDgWpgU6aZmFPL8jmh6F2s8nKDyVPIuFxRu0ae36TDWrrVRX8L9zQ2nqGiKNj0gnz2Lniy1HqvTUn//tebZnbic6OJonTc0xpW/WOqJf8T8o0fQxPbuQqz/OYFL+LThVhbEZKxm0rzvWrPO4J9upLfh7zk2lL9LlKrjoURj5DFeMuYFHL+/C6zf0YtHEPnRPjKnS/Z7NJDgKMHqvo/x03BMnZDq/EGc392w0p9M3cxQVpq0u71AUnKrn/7nNa621HC3ZIcGRW+uh9CsqxqSqHMw7yHObn+OeNfcwculINh3bBEAviwOa9/Z9XFA4rYKTASg2pwN2pg5pQ+Mo/0t5/H3iT0Arxi6K7wzA4g1pvPrjQU4Vp9DA4cBpsBHSdClv/voDBRYb+09pxd0tgxpAkG9bgC//PIrJqq2faQo9Cags+uVAqaLusvxw8AcW71gMwKPNRtDk51e1HZc+r/Ug8r7W1iOMePEnfj2QxS+GXnwYOR6AZ83vs659ChNy0iEoAjpfWfpCigLn3amtb/cPJsFRgPFuBOmeVioF2UKc3WyuD0CHavapOYoMjdT/bnV4FlB1D6uZVJUiu3Z8VKgMqwGQ0IPwkBjOcQ1tzf97PqvSVnEoT+vn07eomOSGHUsFJwBJiYOIsztwGpw0abGJm/q3LPMy7mLszoZwYhppPejcmR5Ls/5cVFAIgDnmNxxNXuLiTy/lQKHWSDEl2ve8TqfKV1uPUFSsvb+fUHMJT3qT3Tnb+C2tdKNGn8eqTn5M/5GHftbWm7uh+RAGr3lB23nuHVqmxyXfYufej7Yydckf5BXb6dEihlV3D2LcPS9A+0sxOm003Pi4dnCXq7RCbOGX/CoSYNzDarnWXIymImyOEOxScyTEWc3qyhw5StQcxUR41hDLtxbpyz24h9WMqoodA4oCEUHydg1ow0cpF3Br6jfYYlrQtFlf2se2p22DtrTbtIjY/e/DuWP9PjS24xCmfTGfhxrGYYlYRnr+RFJiUkodl1WcxZFibUp+h7hO/BnnCbTaNY5k8MVXMnTBG1xoM/BSy0vYdmo9p2xa4BTidJLQuLPP+TanZXM0p5iTwa2ZlrWJV2NjsYXtIzz5Ne776RfeiPoP7VyL1LrZHDaW7V/Ggr8XsNfVG6lTdCvu3vw5OKxY2lzK13G3cvT7PRw+VczRnCK2H8klI8+CQYE7LmjNnUPaeGqELn8N3toNJ3dr3/fyM6QmdPK/LcCEmcOIC4kjszgTU9ApsDSRzJEQZzn3VH2HavaZyh8T5gmOsguLidcmr+FwaMNqRsCGkYggE4YSDQr/0VoP5Zy/l7Ig1wnXzNO2FWZBmqv7ddJ5fh9mSOrLvwosfBtexLoweGj9QywasajUIq3bM7cDkGy1EZnSg1aNIgAIMWs9lYLjQyEokvNyM+ndvCcDdgzjJH9yUaMvGJhzBENX30Dny63aBJvYlt2YdOB/jFTDebzzaH44spxM5xau+uoqIswRxIXGERcSR1xoHH+e+JPjhccBCDeHM6blpUza9BHmomzyG/ZgWOo4jv5VeiHdhOgQXrimR+ki85AouOZ9WHCJ1uLAuxBblCLBUQBqHtmczOJMDEFZQBOZyi/EWc6mB0dBPpkjY1AwJlXFrihkFRbq2+2uITajCkUYZEitpNZDtD+PbIFNb8GuFbDvB3DaQTFAYj//jwsKx9Dpcmbv+IzRLRL58+SfvLv9XSZ0nuBzmF6MbbVC024MbNOQaUPb0LdlHG0au4ai2o2Avz7C/M00VoY259ncIdxx+CQN1Xxo6FlY1u5wsuwvbbitR+/+kB5K09xjvFxcwCUFD5Hq+Bxz9J/k2/LJt+WTlpumPzY+NJ7rO1zPmLieRC2bDllpFIY1Z9jRf3PUrpASH06vpAY0jQmlWUwITaNDOSe5AWFlZRnj28A9O0oVb4vSJDgKQM0jm7P1xFYM5ixAao6EONu5q4nsapBPzRHGYIJcwdEpr+DI4WpuaELFgVGKsUuKbAKNO8PxbfDNvZ7tTbr8f3v3HR5VlT5w/HunpvdGSEJIqAFClypILwvSROwiu6KIhRXFggoqKLqsP107NlABsYCogChFUOkC0juBQBLSezL1/v64yZCYgJRUfT/PM0+Se8+9c+bAZN68p0GXSeAZeOFrr3ucsP1LmZaWxjPBgby+63V6RfYixlfrXkvMS2RD4k+Atm0IDdqi1ylM6V9+9hnDXoGAGNg2D5+iMzxrXIBrLc8y0/h/PZ5BZoGVQE8TXVs0ghFvwNK7YefHvBFVQN8j4/AvvJlP7mlJliWDjOIMMgoz8LXkMyArDfPG9yBNW1ag2ODD8OyHSHZ6069FCP+7uT2e5sv8vyGB0SWRd1wdVDruCKPW5y2z1YSo30rnnjmcpnLdauiNmFSVQiC7INd12FEmc2SX4Khy7W+D7x+HoObarKvWo7XMyJ8Jagptb2bk7oWsDo7kV2chz/z6DHe3uZslh5fwy9lfUEuinA5OY4WZYC5mb+jzBPR4CH5fRPbaV/ErTuQkDdl3pIhh8X4oisI3JYO4h7ZpoC002eYGUFVYNpHGp79irls2j2TfxYvLM2jkZadr3jYGpX1NUOH5LUYcioFjnh2ZmjGc42pD7ujWiBnDW1XYC05UHXnH1UGlM9YwaJkjiY2EqL8cTgfOks8w2x+61TBomSOA3KLz20m4utVQcaCTBSAr0+VeLUAyeWnTzy9H72koe5Yw8/RRRjWO5fe037l/3f2u0z28orn12DZahV3z5/c2eUDnf6HE3caUN95nR7YXZxbvYsGmBB4b0oIf9mtdasPbltm7LX4soMKyexijrgWjBdsxA9frN+OhaFlDi2pkozOeVY7OrHF2ILfIC0WBp/7Rkn/2bIxyua9ZXBYJjuqg0syRapDMkRD1Xdk1i+z8sVvNhLGkK6aguMB1uDRzZCjJHPlI5qgiRbnyqej+0dD+dsJ++4jHbR48pSvGx+TDqCajuLH5jUT9/BoUbTy/N9sl8PV048V/T+K9n0/w9k/H2XEqi7HvbAagga8bnRr5l78gXptRpy67hzH6X1yHU91j2OI/gs1e/cjDE7tDpbPDiaIo3NQ5kv5xoVf2msVlkXdcHVSaOXLqMwGHjDkSoh6zOs+vX6RT3Mp3hej0GEsyRwVF+a7DDmdp5ghAkcxRdej1KOxexIhTu+kw9n2Cmw/HTW+GQyvgwDdambBLD44A3E16HuzXlLGdIvjP94dZukubpXZ92/DKZxvG34ii6GDNTG0LkE4TCInqyvWKwvVX+fLE1ZHgqA4K8QjBpDNhdVpRjDkyW02IeszmOJ850hvdK5wvDXuKLOczR3b7+TFHIKtjVwvfhtBpAmx9m8jN70JQHHz/BJzcoJ33i4Km/a/o1g183XllXDvu6B7NlhMZ3HGxzVrb3FBuIUdRN8g7rg7SKToaejfkZM5JdMZMyRwJUY+VdqsZVBW9seJWFUZVyygUWip2q5V2wMlU/mrS89/w23w4sx3e7gGooDdD9/uh58Ng9rqq27eL9Ptb7Uf2V1Intg/Jz89nypQphIeH4+bmRrt27fjss88u6drU1FTGjx9PUFAQHh4edOvWjbVr11Yod91116EoSoXH4MGDq/rlVInScUc6U6ZkjoSox2x2bYCtUVUxGM0VzhvRgiOLrch1zFESUEnmqJp5h0KXiSU/qNDyerh/G/R75qoDI1G/1Yl33OjRo9m+fTtz5syhWbNmLFq0iJtvvhmn08ktt9xywessFgv9+vUjOzub1157jZCQEN58800GDx7MmjVr6N27d7nyMTExLFy4sNwxPz+/6nhJV6103JFizMQhA7KFqKDQVsg/V/+TBl4N+G/v/9bZ2Ts2m5YRMqkq+ksMjkpnq5X+9SpjjqrRdU+ARyA07AjRPWu7NqKOqPXgaOXKlfz444+ugAigT58+nDp1ikcffZRx48ah11e+aNUHH3zAvn372LRpE926dXNd27ZtW6ZNm8bWrVvLlXd3d6dr1wusnFrbMo7Dtw9BcQ7c+3O5zJFDYiNRj+1I2UFiXiIjm4ys0gDmuxPfsS9jH/sy9rHj3A46h3X+84tqgc1WskGpCgZTZcGRFgJZ7MWuY67gSDJH1c/orq1VJEQZtd6ttmzZMry8vBg7dmy543fddRdJSUkVApw/Xtu8eXNXYARgMBi47bbb2LZtG2fPnq22elc5jwBI+BlS9kBRlitzpJPMkajHVFVl6vopPLPpGVaeXFml9/388Oeun+fvn19l965qtpKgx4iKqZLMkUnRlZSr2K2mK8kq+UjmSIgaVevB0b59+2jZsiUGQ/m/jOLj413nL3ZtabnKrt2/f3+548ePHycgIACDwUBsbCzTp0+nqKiowvW1wt0f/Btr3yftLhccyZgjUV+dyTtDpjUHgFe2vUyhrfBPrrg0e9L3cDjrMCadCQWFjWc2ciL7RJXcu6pZS16zQQWzqWKQ4wqOHOen/JduPFuaOZJ1joSoWbUeHGVkZBAQEFDheOmxjIyMKrm2Z8+evPLKK3z11Vd88803DB06lJdffpnBgwfjvEhmxmKxkJubW+5RbcLba1+Tdrm61RRDIfm2vItcJETdtT/5fOY31ZLJ+3vfr5L7lmaNBjceTN+ovgB8fODjKrl3VSvNCBlVym8dUsKkaMfsTovrmL00c1Qyk03GHAlRs2o9OAIuOg7hz8YoXOq1s2bNYtKkSfTp04ehQ4fy+uuvM2fOHDZu3Mjy5csveI8XX3wRX19f1yMyMvKi9bkqZYIjD6MHBtUHgPSi5Op7TiGq0YGz2grB0Vbtw37B/gUk5iVWKJdnzbvkzE+OJYfvT34PwLjm4xjfajwA3xz/hvSi9CqoddUq7VYzqOBurPgr16TTskIOpw1byQDD0m41RcYcCVEraj04CgwMrDQ7lJmp7StWWWaoKq4FuO222wDYsmXLBcs88cQT5OTkuB6JiRV/sVeZ8Hba16TdAJgJBiDdIsGRqJ8OZBwAYHxOLt2KLFidVuZun1uuzPaU7QxbNoyRy0ey8czGP73n8mPLsTqttAhoQZugNrQLaUd8cDw2p43PDl3aEiA1qTRzpFcpv69aCXPJLumKYudMllbWFRyhoNcpeFSScRJCVJ9aD47atGnDwYMHsdvt5Y7v3bsXgNatW1/02tJyl3ttWTrdhZvBbDbj4+NT7lFtSvfxyTkNBem4K1pwlGFJqr7nFKKaqKrKgSJt0804q5XHMjLQo2Nd4jo2JW1CVVUW7F/A3T/cTWZxJioq/93xX+xO+0Xv+cWRLwAY22ysKztcmj1acngJRfY6Mo6whNWVOVJwq6xbrSRzpOhs7Durjc86P+ZIwdvNUGeXKRDir6rWg6NRo0aRn5/PV199Ve74ggULCA8Pp0uXLhe99tChQ+VmtNntdj799FO6dOlCeHj4Ba8tfQ6g7kzvd/OFwCba90m78VAaAJBanFB7dRLiCp3JO0OeasfkVGli9CPWZudm9ygAXtr2ElM3TGXujrk4VAdDGw/Fz+zHiZwTfH3s6wvec1vKNhJyE/A0evKPmH9A8h7IPEnfyL5EeEWQbcnmm2PfuMofyDjA7C2zmbB6AmO/HcvgrwbTfXF3On7Skbu+v4uFBxeSUpBSre1QugikXlUqzRyZlJLgSHGwP0kb01gaICoo0qUmRC2o9XfdkCFDGDBgAJMmTSI3N5cmTZqwePFivv/+ez799FPXGkf//Oc/WbBgAcePH6dRI22fmgkTJvDmm28yduxY5syZQ0hICG+99RaHDx9mzZo1ruf4+eefmT17NqNGjSImJobi4mJWrVrFvHnz6Nu3L8OHD6+V116p8PaQcQySduGrawoOOFN0oLZrJcRl25+uzTRtZrNivOYeWD+LSefOsiLYnxM5JziRcwKDzsBjnR9j3LFtLExP5SVvE2/ufpOhjYfiYfSocM/SgdjDYobhmZkA7/UBkxf6ydu4Pe52Xtz2Ih8f+BidTseXR750detVZse5Hew4t4M52+YQHxRPlwZdCHALwNfsi6/ZFz+zH60CW6HXXV2Xls2hBUc6tfLuMaPOAA5AsbM/qSRzVBIc6VRFpvELUQtqPTgCWLp0KdOnT+eZZ54hMzOTFi1asHjxYm666SZXGYfDgcPhQFXPT2s3m82sXbuWadOm8cADD1BYWEi7du1YtWpVudWxGzRogF6v5/nnnyc9PR1FUWjatCnPPfccU6dOvWi3Wo0Lbw97v4CkXfjr70e1K+TaU0ktTCXEI6S2ayfEJTtQMlMtzmrXNvj86UV8Mo7z715zeWb3/wjxCOGV616hreIJn93LOFQW+rbgTFE6nxz4hHva3lPufmmFaaw7vQ7QutRYMxucdijOhlWPMnLUO7y5+01O553muc3PAWDUGekf1Z9ekb3wN/vjbfLG2+SNisovZ35h7em17ErdxZ70PexJ31PhNdzQ7AZmdJtxVe1gc2jdahfMHOlM2jclmSNVVV3BkWSOhKgddeJd5+XlxWuvvcZrr712wTLz589n/vz5FY6Hhoa6uscupEmTJqxYseJqq1kzSmesJe/GHOGB0xKG3i2Z3am7GRg9sHbrJsRl2J+6G4BWpgDwDITILnB6E6OsOpoN+4wo7yi8Td7ayvCoGIEHMzOY5ufOh/s+5IZmNxDoHghoO9u/uftN7KqddsHtaG6zw4HlgAKKDg4sx6PNjUxoPYFXd75KtE80NzS7geGxwwlwq3xiRoxvDHe0uoO0wjTWJ67nSNYRciw5ZBZlcyonmXPFp9hw+lfoVunll8xmL13tWsGtkuDIWDLmCMVBZoGV5Jxi7GrZMUeSORKiptWJ4EiUERYPKJB7Fj9HJo7CaPRuyexK3SXBkag3VFXlYP5pAOL8mmoHm/SF05vg2Fpadf6ndiw/FXYv1r43eTEoK40F4V3ZX5jEO7+/w/Su09l5bifPbX6O4znHAbgt7jbY8JJ2TauR2uKpv7wCK6Yy4b4tXB97PUHuQRccxGxzODmVUUCxzYnN4cTu1BNh6EuR8xoOHzvH1hOZWNUCvJs/S1pxMtnF2fi5+V1xW7i61VAqX+dIr2WOjEYtK77vbA4ni9IAcHfoUCRzJESNk3ddXWP2guDmkHaIKMtRHEWNgM38nvZ7bddMiEuWmJdIntOGyakSG9ZRO9ikP6ybBSc3gN0KBhNsmwcOCzTsBE0HoPvpRR4ucPBPBb488iV5tjxWnNCyvgFuATza+VEGuUeczxr1mgYBjbWfM4+jrJ1J8PDyGehjqflsOZHB/qQc9iflcig5l3BnEolqCA4qH0/UwNefXGsgOlMGBzMO0q3hlaePbM6SzJFTd4FuNS0zZDRowdHes1lsyDkCQFyBibOSORKixklwVBeFt9eCo+LDOAo7AHAw4yBF9iLcDe61XDkh/tz+DG3rnuZWK8awNtrBsLbgEQSF6XBmGzRoB9ve0871eFDbFX3DS1yTsJ1eXUazMXWHKzAa03QM/+74b3zNvvD5Hdo1rUZCaJz2/fWvw/yh8Nt8aDMWa0R3Vu9P4ZMtp9h2MrOkVir9dTuZZVhKvPEkJ5RI3jbewQ5jZwx6HUFeZvq0CKZvi1CiAjxo984HYMpg89k9VxUcWV2Zo8qDI2NJ5kin14Kjrck7yKEYX4eDyGIzeZI5EqLGybuuLgpvD78vpmHhIVR7X9x1ARQ5M9mXvq/O7jwuRFkH0rS1xuKsVggpCWB0OmjSD/YsgWNrIGWfNpg6IAZaDAOdXssuHf2Bh1U/dpt8CHYP5qmuT9EprJN2j3P7S7JGaFmjUtE9oONd8NtHZH52L1Ns93Oy0ESO6oVR58HkBoe5uegzQguPuC6JURP5j3U2hF8LA2dp64ylH4HD78HhVfzbdoj/4cvOlIprqV0Om6N0tWt95esc6bXNaBW9tjr2sfyt4AW9C4sAg4w5EqIWSHBUF5UMyg4vOgRAsLE5py1a15oER6I+OHBuJwBxTj34Rpw/EVsSHB1ZDdZ87Vi3+7XACKDDnXD0B2L3f8dPD/2OwehefuxQ6VijuJGurJGqqvx6LIMvMkbyhPo1YcWJfMxjoMUcqCgoGSWzXE1ecM3d0P52Lcu09V1I+Bnm9QafCMg943qqVm5uAJzMPXxVbWFzbQVy8cyRU1EBFYtpDzqgb2ERRejwcZdf00LUNHnX1UWhrUHR423LIJQsjLYYYDO7UnfVds2EcLE77UzbOA2rw8or173iGljsVJ0cyD4GQCuvKCgb3MRqm8SSWrL+kEcQtLvl/Plmg8AzBApSMR5bA3HXnz9XNmvU+zHyLXa+2JHIJ5tPcSK9AIBE5SHmeC0h0pCNmz0XxVaAggomb+hyD3SbDB4ls9cGPq8FSmufh72fa4GR3gSNe0Hj3sSt1abw5zpSyLPmaTPrrkBpcMQFgiOTQQvC7DiICs0my5SFCT3di4r5Ab1kjoSoBRIc1UUmDwhuAan7idedYEtiODSE39N+x6k60Sl1aF0m8be15PASfjz1IwDv7X2Pye0mA9pg7HynBZNTJSa4TfmLvIK1sUbJu7Wfu9wDxjLj6PRGaH8r/PJ/sHOBFhypKhxeCaseB6Co6XBe/U1h0ba15BVr6wF5mQ2M6dCQ27v1oknIv8/fz26Boixt9XljJeP1/KJgzHtw7cOQcwaiuoJZC4Lcf32TcJudJKOBQ5mHrjhra3VoA7IVVX+B2WpaisumOvEJOkyWE1oSjLt6Ejs6AmTMkRA1Tj5l66qSrrVrTKfIyw3FpDOTY8khISehdusl6pTj2cfZnLS5xp83rTCNN3a94fr5/b3vczTrKHB+s9lyg7HLatJP+2r0gM7/qni+Q8mA62Nr4eTPsGgcfHYL5Jwm0xDK0P39eHfjCfKK7cQEefL8iFZsebIfz45oTZOQP2R3DGbwDqs8MCorpCU0HeAKjAB04W1padUCm50p+y5+/UVYSxd0VPWVr3NUEhxZVScFBm0hypiiIAAcqmSOhKgNEhzVVeHtAOjheQbQ46ePBZCuNeHiVJ3c8+M9TPxxomt2WE2Zu2Mu+bZ8Wge25rrI67A77czcNBOH08H+dK0u5QZjl9X+NgiIhT7Tz3dxlRUQo3VtocKCYXB0NXbFwNv26+mR/yInnSF0iwnkgzs7sebh3tzeLRovc9VnV4wN2xNn0YKjbUkVV8++VNaSAdmqqq+8W60kcEvFRrr1BKqqEJ+pjcfKxgsfyRwJUePkXVdXhWtT+GNtRwGVwtxIcD/A7rTdjGk2pnbrJuqEg5kHOVd4DoDvT35Pq8BWNfK825K3sfLkShQUnur6FEHuQexI2cGe9D0sOrSIAyXbcLSyWLWMzB8FxMCDOyscLrY50OsUDDoFpcOdcHIjAFvU1ky33MlxtSGDW4Vxf98mtG7oW62vEYAG8bTcpgVHx7IPXfFtSjNHqHqM+ooLU5ZmjorRBo2rhVEMsmwHBVY7OjFKMkdC1DgJjuqq0FagM2C2ZhKhZJCc1gCPKNhdsiWDEJvObnJ9vzphNQ93fPiCq0JfrsziTNadXoe3yZu+UX0xlixUaHPYmLV1FgA3Nr+RVkFaQPZwp4d5bvNzvL7rdVC1KelxBp/KM0NlqKrKmoOpvL7uKHvO5LiOm/Ru3KK7iySHHz84O9Eu0p8v/9GSTtEXv1+VatCWliWZo0zbWQpsBXgaPS/7NpaS4EivGCv99zEZym+w28bqh7dSxBk1iJ1qU9lbTYhaIO+6usropnVJpOzh+pBU3kqLBiAhN4Gs4iz83fxrt36i1v2a9Kvr++SCZPam7yU+OP6K72d32tmUtImvj33N+sT12Es+1Bt4NuD2uNsZ03QMiw8t5mTOSQLcAnig/QOua8c0HcPKEyvZcW4HAGank5iASrJGJVRV5YcD5/jf2qPsT8qtcN7qUJjvGECEvzuvD27BsPgGVRb4XTKfhvgYfAmx20k1GDiceZgOoR0u+za2knbUKZX/ujWWzFYrNd6RCsByR3eMekOl45SEENVLgqO6LLw9pOxhqPt+3nLG4U44RSSxO3U3faL61HbtRC3Kt+bze6q2pUx8cDx70vawOmH1FQVH+dZ8Fh9azOJDi0kr2dMLoKXFyjmDnuSCZF7e/jJv//62a0HDqZ2maqtVl9ApOmZ0m8GYb8ZgdVppbrVhbHy+m09VVZJyitl1Ootdp7P5+WgaR85p42o8TXru6B7Nnd2icTfqsTlL9jxzqDTwdcOgr6WhkYqCM7QNcZYDpBoM7Enbf2XBkeoAQKeYKj1vMp7PHDX1jaF/ghb0Lnf0wMdTfkULURvknVeXxd8IOxcQl/odEUpvsnIi0PkmsSttlwRHf3NbU7ZiV+1EeUcxofUEpqyfwg+nfmBqp6mXvNRDrjWXRQcX8cmBT8i1atkbP7MfwyL7M3LzfJrnZ2JR4JuQRiwIjeBUXiIAHUI6MDxmuHaTPZ9rizm2v4No32geaP8g//1tLj2KilmbGczaZXtJzCzkcEoeqXmWcs/vZTYwvns0/+zZGH/PygOH2maO6kDc/t385OnB9qQ9jG99+fewlgRHBqXysUOmMjPp+ppCMKg2DjqjOKJG0ljGGwlRKyQ4qsuie0JsX3TH1/Gk+zIeLOiIu+82V8ZA/H2VjjfqHt6dng174mHwIKUghb3pe2kb3LZC+UJbISmFKaTkp5BSmMKJ7BMsPbqUPFseAI19G3N3m7sZHD0Y47dTID8TQlphLs5m7LlTjG48jJ86TmVbyjbGtxqvdXFtegN+mK7df/tC5oc9yacHG7LYkU0LRy4jzhnYr5521cGgU2jZwIf2UX60i/Sjb4sQ/DzqZlBUSmnQlpY7tWzZocwrG5RtUx2ggF53ocyRl+v7vqkJgNalBsh4IyFqibzz6rp+z8DxdQx2biSqqDtpwL70fTLu6G9MVVXXeKMeDXtg1pvpE9WHFSdWsDphdbngSFVV5mybw6JDiyq9V6xvLPe0vYeBjQai1+nh1GbY/al2cvirUJQNi8ai3/o2/VqPpl+XJ7Rzuz51BUZWjHic28HtKbeSZR9Fa2MuDnS0bNORvkH+RPp70DjYk9bhvpUuglinNWirLUkApFlOXdHmz3bVedHgyMPszQ25eTh1BlqmbQfgZ3NvKAQfyRwJUStknaO6Lrw9xI1Ah8rj6mr09lCsTitT1k9xrbwr/l5O553mbP5ZDDoD14RdA8DARgMB+CHhB5wls8UAlh5d6gqMPI2eNPFrQo+GPRjTdAz/7f1flo5YypDGQ7TAyGGDFQ9rF3a4AyKvgWYDIX6cNgNt+f04bRYOrluIc7k2GPtd+z/oa5nLDmdzvJUiphu159IHxjL3lq5MHdicGztH0jk6oP4FRgD+jfFT3Ai0O1BROZJ15M+v+QMb2r+HoWTKfgV6EzMysng2LU3b6iSqOwENtXXNJHMkRO2Q4Kg+6PMUqqJjoH4nDU93x8Pgyc7UnczYNANVVWu7dqKG/XpWyxp1COmAR8lg3h4Ne+Bp9ORc4Tn2pGnrDB3NOsqL214E4KEOD7Hlli0sG7GMd/q/w8zuMxkYPbD8+KSt72h7nrkHQP9nAbA7nBxp9yTFpgBIO8jPc0YQs+FBdDhZYr+OVWH3cf+ovjR9bCP0fQqUkgAotGbWXKp2Oh22oNau7NGB9AOXfQtbyfpFFwuOymlzA21K1nGq692OQvxVSXBUHwQ3QynZnPMp548MDpqGXtHz3YnveHfPu7VcOVHTSrvUuod3dx0z6830idQG6a9OWE2hrZBHNjyCxWGhR3gPJrSecPGb5pyB9VogZes3k+VHirj1/S20nrmagfP2MzX/NgB6OzZjVuzs9+1Fm3s/4uv7e3LTNVH4erpBr0fhnz9C25uh578v9mz1ijmqvWu9o99S9l729fbLCY50Bmg1iju7R3N710ZM6BF92c8nhLh6EhzVF70fx6EY6aY/gMexZKZ31cZ7vLn7TVaeWFnLlRM1xeqwsj1FG5fSo2EP+GkOLLoJirIYFD0I0LrWXtj6AidyThDsHszsnrMvPoPt7G/wySiwFZDoFU+XFaE89Nlufj2WQbHNibfZQGajoRz27w2AI7oXre7/griIShZkjOgIo95xbX/zV2AIb+fKHO27gsxRaXD0x/WMzj9BmaCpSX/wCCDUx43nR7amaah35dcIIaqVdGjXF36R5MXfid/v7/OP1PcIDd3E6Vanmb9/Pk/9+hShnqF0DO1Y27UU1WxX6i6K7EUEugXSTHHXgiNUWDqR7jd+gpfRi9SiVJYfX45O0fFSr5cIdA+s9F6q3UL6ytkE7nwDHQ5SVT/GZ9xOpuqgga8b4zpHMiw+nJggT3Q6BexfwMmN6KOv1RYp/bto0Na1x1pSYQIWhwXzhbJAlSjtVjPpL9BmZTNHbcZecTWFEFVHMkf1iO+AxylU3GmtnGTLx9OZ0mEKfSP7YnPamLRmEtuSt9V2FUU1KztLTbd7IZR88HL0B0y//B99o/q6yt7b9l46h3WucI+TqTm899lXHJndleCdr6HDwTeObgy2vkR08/a8f0cnfp7Whyn9m9EkxEsLjEDLcDQd8PcKjACCmhGkGvBzOFBxuMZ0XSpbSfOVXc+oHJOntt+cXxQ0H3KVlRVCVAUJjuoRxSuYzF7avlZD0z9i9y+rmNNrDt0adKPIXsR9a+/j5zM/13ItRXVyrW8U1hV2fqIdjBuhfd0wh1HmhigodGvQjYltJoLTAbsXoX52C/mv9yT7+Rii3mzE3Ycm0Fw9QZbqzTvBT1N0/Ty+f3IkH4zvTP+40Npblbou0hso9m9Br8IiAF797dVyMwIvRlVVV7ea6UL7sun0MGkT3PurFigJIWqd/AasZyL6/Iu9gUPQKyoR6x7EkZfH6/1e57qI67A4LDy4/kHWnFpT29UU1SCtMI3DWYe14Ke4GPKSwCMQRr8Hne8GoNOaOXzf913e6v8W+lObUOf1hq8noRxagVfGXvwcGegVFTt6zjUchNtD27h38iOM6xxFiPffLCN0GUwR7XkoKwejQ8ee9D18dfSrS7rOoTpQS/aEczNdZH0kozu4+VRFVYUQVUCCo3qoyV3vcloJJ5QMzn40HrPOxCt9XmFw9GDsTjuPbHiEeXvm8fbvbzNtwzRu+OYGui/uzqMbHiWzOLNK67I6YTXXfnYta0+vrdL71gWqquJwOmq7GgAk5yfzwtYXAGgZ2JKAPV9qJ9rdonV3DXoBIruAJYfwb6di+PxOWDAMJWUvuaoHr9huYJLjEd5o+j4nx+/C8Ew6oXd/jntAeC2+qvrDHNWeEIeDkZnaooyv/vYqGUUZf3pd2bXI3EweFykphKhLJDiqh9y9fEkf/A4W1Ujz3F9J/P6/GHVG5lw7hxGxI3CoDl7f9Tpv7X6LVQmrOJx1mDxrHt8nfM+o5aNYd3pdldSjwFbAC1tfINuSzX+2/web01Yl960LbA5tHNegrwZd0cJ/VSXPmserv73KsGXDWHNaywje0mgwHP1BK9BhvPbVYIKxC8AzBFL3w6HvsKs6PrYPYIDjVRy9HmX2449x/61jaRwdAzp561+WBtqq4/fmJWN2RpJrzeWV317508vKvic83KTLTIj6Qmar1VMduvTmq12TGZPyKmFbX8QW1wtjo2t4rsdzRPlEsSlpE5HekTT2bUyMbwxuBjde2vYSx7KP8dD6h7g+9noeu+YxfExXnsr/cN+HrkzU2fyzrDixgpFNRlbRK6xdc3fMdQ1+vn/t/Sz6xyKC3IOq/XkLbYWcyj3FyZyTHMs+xpdHviTLkgVAp9BOPNLpEVrt+1ZbsTr6WghqAmhZrj057mwPn8nIo0+w1xHNC/ZbadKqE18ObUlkgGQtrkpIHKrOQIgzH/2pXiiNF/HN8W8Y1WQUncI6AVBkL+Lb49+yP2M/7UPac13EddhVu+sWZskcCVFvKKossXxZcnNz8fX1JScnBx+f2h0jkJlvYffcYfRlGxadO7ob3scYN+yC5a0OK2/ufpP5++fjVJ34m/1pGdiSSO9IIrwiiPSOpFNYJ3zNvn/63CkFKQxfNpxiRzFdG3RlS/IWoryjWD5yOQZd/Y65Vyes5pENjwAQ4h5CalEq8UHxfDDoA9wutFYNWoByJOsIW5O34mn0pH1Ie6J9o11rDDlVJ3vS9rDm1BrWJa4jszgTg86AQTFg0Blwqk7SitIq3Lexb2Me7vgwvSN6ozgd8Fo85J6FMR+Q2mgYX/x2hqU7z3A8rcB1TYswb54ZHkf32OoP6P423u0Fyb/zsm0cyxsbyDX+TKxvLO8MeIfPD3/O50c+J8eS4yquV/S0CmzFnvQ9GFWVt9t+Spf27Wqv/kL8zV3O57cER5epLgVHAN//dhjvr++ih34/ThTyezyJT/9HoWQQaGV2pe5i+i/TScxLrHAuwC2AOdfOoVt4t4s+71O/PMXy48vpENKBt/u/zeCvBpNlyeKFni8wPHb4Vb+u2pKQk8BNK26iwFbAhNYTGN10NLeuvJUcSw6Dogfxcq+Xyy2oWGwvZlvKNjYkbmDj2Y2kFKSUu5+v2Ze2wW0Jdg/m5zM/k1qU+qd18Df7E+0bTWPfxrQPac+wmGHnA87D38PicajuAXzQZSWvrDtFoVUbF+Vm1DGoVRijO0TQs0kQet2F/w+IK/D7Elg2kTzVnWttL+De6iPy7dnlikR4RXBd5HVsS9lWrjvWy+nk7S5f0S6uRQ1XWghRSoKjalTXgiOANfvOkPHlvxmHNg4lpfEowm5556Lr0VgcFvak7eFM3hkS8xI5k3eGvel7OZN/BgWF+9rdx8T4iZWurHwo8xA3fnsjKioLhy4kPjie9/e+z2s7XyPaJ5qvR3ytbWRazxTZi7h15a0czTpKx5COvF9kxpC6n+0Dn2Hir49hd9qZGD+RCa0nsPHMRtacWsPPZ3+myF7kuodZb6ZzWGeK7cXsS99HsaO43HN4Gj3pHdGbAY0G0NS/KQ6nA5vTpnW/qNDQqyF+bn4XruSim+DIKr40jeSR3BsBaBvhy61dGzGkdRjesot79XE6YV4vSNnLh/bBfBLRmXT3BQC0C27Hna3upE9kH9f//cS8RNYlrGHTL7PpWlxM1+t/oWVsdC2+ACH+3iQ4qkZ1MTgCSMws5NsPnmNi/rsYFCepHk0IaD8CQ9Q10LAjeAX/6T2K7cXM2TbHNU25R8MevNjzRfzd/F1lVFXl7h/vZmvyVoZED+HloG6wZiYFA55l0J655FhyeOnalxgaM7TaXuvVsDlt/JjwI0sOLyGzOJMmfk1oFtCMZv7NWHtqLd+e+JYAtwC+bDic4DXPaxe1GMbXHcfy9KanATDqjOUG2oZ5htE7oje9InpxTdg1rq43m9PG4czD7ErdRUpBCl0adKFrg66Y/rjR6KUoSCfz6Bb8vr4dHU76WuaS5d6IJ4a05IaOEecXahTV6/h6+GQkNlVPX+t/uGF4EH2bxtAmuE3l5a2F8EID7dK7jxDbMLQGKyuEKEuCo2pUV4MjgGKbg0WLFzDm+HR8lcLyJ/2ioPUN0P0B8KhkT6wylh9bzqwtsyh2FBPiEcLARgNpE9SGNsFtOJlzkslrJ2PUGfmmyywilowHhwU8Anm37wO8sf9DYnxjWDZi2cX38/qD5Pxkfkv9DYvdgkFnwKgzur6aDWbMejNuejfMejMhniGVDiTPseSwOXkzW5K24FAdxPrGEuMXQxO/JrgZ3PjyyJcsObTkol1bOkXHvI5P0GXpA1BmGjY3fMirlkQ+2PcBAI18GtE/qj8DGg0gLjAO5SLdmFfEWgjb34MTP+FI3oe+8HydtzpbsKztezw2uAX+nrJre437ZDQcX8u3jq68FfQUKx7oeeHgtCgbXmoEwNkHTtMw8M/H8wkhqocER9WoLgdHpX7Yspvf1ywiuvggbXXHaaJLQle6zYTZF3o8AF0mgdnrgvc4knWEh396mFO5p8odV1BQURnfZAxTNy2EglRQdKA6yWs1kkG2o+TZ8pjbe65rI9Q/cqpOUgtT2Ze+jy3JW9iSvKXC8/yZEPcQYvxiiPWLxcvoxdbkrexJ33NJKxcHugUyrvk44oPjOZZ9jCNZRziSdYQzeWeY1OZf3LFxHqQdgmZDtCncG+aAewDqfVvZlHuUEI8Qmvg1qfqACMBhh98XwfoXIC/ZddipKpxWQ0hxb4LP4OnEte9R9c8tLk3KXtR3rkVBZYTlOe695UaGtGlQaVF77jkMrzQDIPORVAK8Ln1PNiFE1ZLgqBrVh+AIwGp3smRHIm+sO0phbhbddfv4t3EpLZTTAFjMAdi73I9ny/4QEgf6imNVCm2FrEtcx960vexN38uhzEPYnDYCzP58k+3AN2UfhLaGwXPg4+tBdfJWzwm8fXYNgW6BxAXG4WZww93gjlFnJLUwlcS8RM7mn62wJpJe0dMqqBUB5gBtDI7Tjs1pw+a0YXFYXI8ie1G5GUF/FOsbS4+GPfAyeXE8+zjHs4+TkJuA3WknLjCO21rexiD/1phWPAzFOdDz39Bi2PkB7Cumwvb3wStU29LB7APv9YFz+yBuJNy4oPwT2oq1mWM+DSuO8SrKghMb4NgaSDsMPg3AvzH4R2sPjwBQ9Nr2EToDatohLKufxS37KACJzmDecwxljzMWv0bx3DMgnq4xAdUTlInLs2wS/L6ILc6W3K3MZMbASMaYt6HsXggpe7X3VERnLD6NMK95EquqxzE9DXdT/RuLJ8RfhQRH1ai+BEelim0OPt1yivd+PkFqbhHDdFt42PAFjXXnXGVsiol8/zjcojvj3mIgxPYFfcXp+FaHlaOZhwleO5uQQ6vAIwgmrte67H54Gjb9jxzvMIaGB5JrzbtovQyKgUY+jVzjcDqFdcLb5H1JrynPmseJnBOcyD7B8ezjZFmyaBfSjp7hPWngVfEveJvTRo4lh0C3QJSTG+HLCVCYfr5Ag7bQZ7q2D9lnN2vHbl+mtQNA8u8wrw+oDm2hxVYjoTBTC6K2vltyLwV8IyCgMfg10oKhszu09YguU5bqxRv2kSxSB9K1aQPu69OEztEX7woVNSznDOr/OqA4LGxwxNNFdxA35cKLoBaoZtxnnJOxYULUIgmOqlF9C45KqapKQkYhv53KYldCGoHHvuSa/PXE607i84fxSTmGQE5HDMfQ8XZiWrbHrNdBQTpkHIV9X2lBgc4I47+DqK7aRbYieLsHZB4nMf4G9rcfS5G9iGJHMUX2IiwOC8HuwdqaSt4RhHqEnp+erqqQehBO/Qo5Z7RgoyAdCkrW/Gk2BNqM0XYuv1JOJ/z6Kqx7XgtYQttAk37aa7Hma2VKugfpdj8Mml3mUpXC1c/itfX/KDYFkBw5lKhTX6EvmaWm6gwoTnslTwpqUHOUJv2gYUdsuSnkJh3FmnYSQ+4pdJY8nE47OpwYcGDFwNdqHw7E/JNr42Pp2yIEPw8ZU1Rn/ThD+z9V4oizIV9zHYHthuKffxyvtJ00zN9PU+cJfqIDA5+VPQ+FqE0SHFWj+hocVSarwMrWE2kcPbiHgpPbaZj3O0P1WwlUzmd9jqvhhOhy8Vbzy12rjngTpf1t5W94ahN8NET7vmzmpZTdonVlFedqX9MOwYmftEfBn6//Q3gHaHMDNOoB/o3Aze98d5iqQk4iavLvFJ/Zg2rJw2DywGB2R2d0h4Sf4cj3AOS1uJFj1zxHrt2ALTeVyAPziE34DIOzmBSPZrwR8w5ZFoXcYhupuRZOZRbgtFn4xvQULXTn14ba72zEu/bhrNF1xc2eT7SSQrSSQpQulRQ1gI2OeJKVIIK8zHiZDZzOLMThrPh2axbqRY8mQVzbNIhuMUHS9VJfFOdq3bBuPqQ0HsPUXxV+PV5x70IdTobEN+TNWzrUQiWFEKUkOKpGf6Xg6I8yC6zsSUgld+8KIk8tpU3RNgxo3UJOVSGJQI47w/nO2ZVlah/8PU0EeJjw9zQS6GkmwNPEmHOv0i75C1R0OMuslK2gorvI3ms2nZkTHm05o48gA18ynD6cc/rg5cimv+MX4m2/o6N8F1WRzpMsYxiFOg/Cik/i9YcA7o8sqoEZ9vF85ugDlO/eCCabAfrf+MHRiXQqzijS6xT6+CTzou0lkvThzFeuZ0VBC6z2828fk0FHoKcJfw8TBVY7ydnFWB3l6+znYaR5qDctG/gQH+FLzyZBhPhceD0qUX+oqsqXv51h3aFUGvi6ExviSZNgL2JDvAj0NMlYMSFqmQRH1eivHBz9kZqXQvqRrRwu8mV7rh+7UqzsP5tDRoH1gtd4UsQ3pqeI1SVfsEyu6kEuHpxT/dnkbMWvztbsdDbFyoUXMAwihyH6rQzVbaOJ7izBSsVB2VZVz1E1ggPORmTggxtW7aFYcaDnI/sg9qkxeLsZ8PMw4m024mU24GHW42ky4GHS4+NuxMfNiK+7AR93IwGeJqIDPWno745RX35pAlVVyS60kW+xE+BpwsOkL/cBqKoqGQVWkrOLySu2ERPsRaiPWT4khRCiFkhwVI3+TsHRhRTbHGQX2sgssJJVaCWjwEpmvoWMAu37rNx8jEVp2JxgdzixO1RsTpUch5ksu5lih4rF5kSnU2jg66Y9/NwJ93XD18OEp0mPR0mwYtAp5Fvs5BXbySu2kVdsx6mCWS3G15qCryUZd2ceuuDmeEa0JsTPhxAfMya9DqvDSZHVQZHNgdXuxNvNgK+7EYNedqQXQoi/m8v5/K7fO4SKWuFm1BPmqyfMt7a7gy6wKnEJN50eN6Me/4uWEkIIIcqTP6GFEEIIIcqQ4EgIIYQQogwJjoQQQgghypDgSAghhBCiDAmOhBBCCCHKkOBICCGEEKIMCY6EEEIIIcqQ4EgIIYQQogwJjoQQQgghypDgSAghhBCiDAmOhBBCCCHKkOBICCGEEKIMCY6EEEIIIcqQ4EgIIYQQogxDbVegvlFVFYDc3NxarokQQgghLlXp53bp5/jFSHB0mfLy8gCIjIys5ZoIIYQQ4nLl5eXh6+t70TKKeikhlHBxOp0kJSXh7e2NoihVeu/c3FwiIyNJTEzEx8enSu8typO2rjnS1jVH2rrmSFvXnKpqa1VVycvLIzw8HJ3u4qOKJHN0mXQ6HREREdX6HD4+PvJmqyHS1jVH2rrmSFvXHGnrmlMVbf1nGaNSMiBbCCGEEKIMCY6EEEIIIcqQ4KgOMZvNzJgxA7PZXNtV+cuTtq450tY1R9q65khb15zaaGsZkC2EEEIIUYZkjoQQQgghypDgSAghhBCiDAmOhBBCCCHKkOCoDsjPz2fKlCmEh4fj5uZGu3bt+Oyzz2q7WvXaunXrmDBhAi1atMDT05OGDRsyYsQIfvvttwpld+7cSf/+/fHy8sLPz4/Ro0dz4sSJWqj1X8P777+Poih4eXlVOCdtXTV++eUXhg4dir+/P+7u7jRt2pTnn3++XBlp66u3a9cuRo4cSXh4OB4eHrRo0YLnnnuOwsLCcuWkrS9dXl4e06ZNY+DAgQQHB6MoCjNnzqy07OW06+uvv06LFi0wm800btyYZ599FpvNdsX1lOCoDhg9ejQLFixgxowZrFq1is6dO3PzzTezaNGi2q5avfX222+TkJDAQw89xMqVK3nttddITU2la9eurFu3zlXu0KFDXHfddVitVj7//HM+/PBDjhw5wrXXXktaWlotvoL66ezZszzyyCOEh4dXOCdtXTUWLVpE79698fX15eOPP2blypU89thj5faLkra+egcOHKB79+4kJCTw6quv8t1333HTTTfx3HPPcfPNN7vKSVtfnoyMDObNm4fFYmHkyJEXLHc57Tp79mweeughRo8ezerVq7nvvvt44YUXmDx58pVXVBW1asWKFSqgLlq0qNzxAQMGqOHh4ardbq+lmtVv586dq3AsLy9PDQ0NVfv16+c6NnbsWDUoKEjNyclxHUtISFCNRqM6bdq0GqnrX8mwYcPU4cOHq3feeafq6elZ7py09dU7c+aM6unpqU6aNOmi5aStr9706dNVQD127Fi54xMnTlQBNTMzU1VVaevL5XQ6VafTqaqqqqalpamAOmPGjArlLrVd09PTVTc3N3XixInlrp89e7aqKIq6f//+K6qnZI5q2bJly/Dy8mLs2LHljt91110kJSWxdevWWqpZ/RYSElLhmJeXF3FxcSQmJgJgt9v57rvvGDNmTLkl6Rs1akSfPn1YtmxZjdX3r+DTTz9lw4YNvPXWWxXOSVtXjffff5+CggIee+yxC5aRtq4aRqMRqLjdhJ+fHzqdDpPJJG19BRRF+dN9SS+nXb///nuKi4u56667yt3jrrvuQlVVvv766yuqpwRHtWzfvn20bNkSg6H8Nnfx8fGu86Jq5OTksHPnTlq1agXA8ePHKSoqcrV1WfHx8Rw7dozi4uKarma9lJqaypQpU5gzZ06lew9KW1eNjRs3EhAQwKFDh2jXrh0Gg4GQkBDuvfdecnNzAWnrqnLnnXfi5+fHpEmTOHHiBHl5eXz33Xe8++67TJ48GU9PT2nranI57Vr6GdmmTZty5Ro0aEBQUNAVf4ZKcFTLMjIyCAgIqHC89FhGRkZNV+kva/LkyRQUFDB9+nTgfNteqP1VVSUrK6tG61hf3XfffTRv3pxJkyZVel7aumqcPXuWwsJCxo4dy7hx41izZg2PPvooH3/8MUOHDkVVVWnrKhIdHc3mzZvZt28fsbGx+Pj4MHz4cO68805ee+01QP5fV5fLadeMjAzMZjOenp6Vlr3Sz1DDnxcR1e1iKcY/Sz+KS/P000+zcOFCXn/9dTp27FjunLT/1fnqq6/49ttv2bVr15+2l7T11XE6nRQXFzNjxgwef/xxAK677jpMJhNTpkxh7dq1eHh4ANLWVyshIYHhw4cTGhrKl19+SXBwMFu3bmXWrFnk5+fzwQcfuMpKW1ePS23X6mh/CY5qWWBgYKWRbWZmJlB55Cwuz7PPPsusWbOYPXs2999/v+t4YGAgUHl2LjMzE0VR8PPzq6lq1kv5+flMnjyZBx54gPDwcLKzswGwWq0AZGdnYzQapa2rSGBgIEePHmXQoEHljg8ZMoQpU6awc+dORowYAUhbX63HH3+c3Nxcdu/e7cpK9OrVi6CgICZMmMAdd9xBWFgYIG1d1S7n90VgYCDFxcUUFha6/jAoW/aPfwxfKulWq2Vt2rTh4MGD2O32csf37t0LQOvWrWujWn8Zzz77LDNnzmTmzJk8+eST5c7Fxsbi7u7uauuy9u7dS5MmTXBzc6upqtZL6enpnDt3jv/+97/4+/u7HosXL6agoAB/f39uvfVWaesqUtkYDMA1jV+n00lbV5Hdu3cTFxdXobumc+fOAK7uNmnrqnc57Vo61uiPZVNSUkhPT7/iz1AJjmrZqFGjyM/P56uvvip3fMGCBYSHh9OlS5daqln99/zzzzNz5kyeeuopZsyYUeG8wWBg+PDhLF26lLy8PNfx06dPs379ekaPHl2T1a2XwsLCWL9+fYXHoEGDcHNzY/369cyaNUvauoqMGTMGgFWrVpU7vnLlSgC6du0qbV1FwsPD2b9/P/n5+eWOb968GYCIiAhp62pyOe06ePBg3NzcmD9/frl7zJ8/H0VRLrqW0kVd0QIAokoNGDBA9ff3V+fNm6euW7dOvfvuu1VA/fTTT2u7avXW3LlzVUAdPHiwunnz5gqPUgcPHlS9vLzUXr16qStXrlSXLl2qtm7dWg0PD1dTU1Nr8RXUb5WtcyRtXTWGDx+ums1m9fnnn1d//PFH9cUXX1Td3NzUYcOGucpIW1+95cuXq4qiqF27dlWXLFmirl27Vp09e7bq5eWlxsXFqRaLRVVVaesrsXLlSvWLL75QP/zwQxVQx44dq37xxRfqF198oRYUFKiqenntOmvWLFVRFPXJJ59Uf/rpJ/U///mPajab1bvvvvuK6yjBUR2Ql5enPvjgg2pYWJhqMpnU+Ph4dfHixbVdrXqtd+/eKnDBR1k7duxQ+/Xrp3p4eKg+Pj7qyJEjKyz8Ji5PZcGRqkpbV4XCwkL1scceUyMjI1WDwaBGRUWpTzzxhFpcXFyunLT11Vu3bp06cOBANSwsTHV3d1ebNWumTp06VU1PTy9XTtr68jRq1OiCv5tPnjzpKnc57fraa6+pzZo1U00mkxoVFaXOmDFDtVqtV1xHRVXLrDkvhBBCCPE3J2OOhBBCCCHKkOBICCGEEKIMCY6EEEIIIcqQ4EgIIYQQogwJjoQQQgghypDgSAghhBCiDAmOhBBCCCHKkOBICFHvlG4NcKHHTz/9VGt1S0hIQFEU5s6dW2t1EEJcHUNtV0AIIa7URx99RIsWLSocj4uLq4XaCCH+KiQ4EkLUW61bt6ZTp061XQ0hxF+MdKsJIf6yFEXh/vvv591336VZs2aYzWbi4uL47LPPKpTdt28fI0aMwN/fHzc3N9q1a8eCBQsqlMvOzmbq1KnExMRgNpsJCQlh6NChHDp0qELZV155hcaNG+Pl5UW3bt3YsmVLtbxOIUTVksyREKLecjgc2O32cscURUGv17t+/uabb1i/fj3PPfccnp6evPXWW9x8880YDAZuuOEGAA4fPkz37t0JCQnhf//7H4GBgXz66aeMHz+ec+fOMW3aNADy8vLo2bMnCQkJPPbYY3Tp0oX8/Hw2btxIcnJyuS6+N998kxYtWvDqq68C8PTTTzN06FBOnjyJr69vNbeMEOJqyMazQoh6Z/78+dx1112VntPr9a6ASVEU3N3dOXnyJKGhoYAWULVu3Rq73c7Ro0cBuPnmm1m2bBlHjx4lMjLSda+hQ4eyYcMGkpKS8PX15fnnn+eZZ57hxx9/pH///pU+f0JCAo0bN6ZNmzbs2rXLFaht376da665hsWLF3PTTTdVWVsIIaqedKsJIeqtjz/+mO3bt5d7bN26tVyZfv36uQIj0IKncePGcezYMc6cOQPAunXr6NevX7nACGD8+PEUFhayefNmAFatWkWzZs0uGBiV9Y9//KNcBis+Ph6AU6dOXdmLFULUGOlWE0LUWy1btvzTAdlhYWEXPJaRkUFERAQZGRk0aNCgQrnw8HBXOYC0tDSioqIuqW6BgYHlfjabzQAUFRVd0vVCiNojmSMhxF9aSkrKBY+VBjCBgYEkJydXKJeUlARAUFAQAMHBwa5skxDir0uCIyHEX9ratWs5d+6c62eHw8GSJUuIjY0lIiIC0Lre1q1b5wqGSn388cd4eHjQtWtXAIYMGcKRI0dYt25dzb0AIUSNk241IUS9tW/fvgqz1QBiY2MJDg4GtKxP3759efrpp12z1Q4dOlRuOv+MGTP47rvv6NOnD8888wwBAQEsXLiQFStW8PLLL7tml02ZMoUlS5YwYsQIHn/8ca655hqKiorYsGEDw4YNo0+fPjXzwoUQ1UqCIyFEvXWhGWvvvfce//rXvwC4/vrradWqFU899RSnT58mNjaWhQsXMm7cOFf55s2bs2nTJp588kkmT55MUVERLVu25KOPPmL8+PGuct7e3vzyyy/MnDmTefPm8eyzz+Lv70/nzp2ZOHFitb5WIUTNkan8Qoi/LEVRmDx5Mm+88UZtV0UIUY/ImCMhhBBCiDIkOBJCCCGEKEPGHAkh/rJk1IAQ4kpI5kgIIYQQogwJjoQQQgghypDgSAghhBCiDAmOhBBCCCHKkOBICCGEEKIMCY6EEEIIIcqQ4EgIIYQQogwJjoQQQgghypDgSAghhBCijP8HP8D+8ogNxJcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Estimator\n", + "plt.title(\"Estimator Error\")\n", + "plt.plot(eps, stats['train_regression_loss'], label = \"Training Regression Loss\")\n", + "plt.plot(eps, stats['val_source_regression_loss'], label = \"Source Val Regression Loss\")\n", + "plt.plot(eps, stats['val_target_regression_loss'], label = \"Target Val Regression Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend(fontsize = 'small')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a5413510-b734-461f-aec2-0a02fe0297cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-1.0, 10.0)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Estimator\n", + "plt.title(\"BNLL Error\")\n", + "plt.plot(eps, stats['train_mve_loss'], label = \"Training MVE Loss\")\n", + "plt.plot(eps, stats['val_source_mve_loss'], label = \"Source Val MVE Loss\")\n", + "plt.plot(eps, stats['val_target_mve_loss'], label = \"Target Val MVE Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend(fontsize = 'small')\n", + "plt.ylim(-1, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "xS9rtS-T_neg", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 237, + "status": "ok", + "timestamp": 1718869045904, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "xS9rtS-T_neg", + "outputId": "d32f40ef-6042-4154-e9ee-1f4e2f90064d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# R2 Scores\n", + "plt.title(\"R2 Scores\")\n", + "plt.plot(eps, stats['train_r2_score'], label = \"Training R2\")\n", + "plt.plot(eps, stats['val_source_r2_score'], label = \"Source Val R2\")\n", + "plt.plot(eps, stats['val_target_r2_score'], label = \"Target Val R2\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"$R^2$\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "ed0a8206-7520-4a60-8e17-965a91133b92", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 428 + }, + "executionInfo": { + "elapsed": 969, + "status": "ok", + "timestamp": 1718869046858, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "ed0a8206-7520-4a60-8e17-965a91133b92", + "outputId": "7df8c563-5826-4e43-d9e6-5e686463551d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Source R2 Score is 0.7279\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Source | R2: 0.728')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test Source\n", + "var_preds_source = np.array([])\n", + "preds_source = np.array([])\n", + "true_source = np.array([])\n", + "lbnll_source = np.array([])\n", + "score_list = np.array([])\n", + "\n", + "with torch.no_grad():\n", + " for X, y in source_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds_source = np.append(preds_source, pred[:, 0].cpu())\n", + " var_preds_source = np.append(var_preds_source, pred[:, 1].cpu())\n", + " true_source = np.append(true_source, y.cpu())\n", + " score = r2_score(y.cpu(), pred[:, 0].cpu())\n", + " score_list = np.append(score_list, score)\n", + " lbnll_source = np.append(lbnll_source, loss_bnll(pred[:, 0].cpu(), pred[:, 1].cpu(), y, beta = 0.5))\n", + "\n", + "score = np.mean(score_list)\n", + "print(f'Source R2 Score is {score:.4f}')\n", + "\n", + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_source, preds_source, color='black', alpha = 0.1)\n", + "line = np.linspace(1, 3, 100)\n", + "plt.plot(line, line)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Predicted Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('MMD | Source | R2: {0:.3f}'.format(np.mean(score_list)))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2df938d2-4855-4c7c-8e28-d18eda611977", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Uncertainty | Source | BNLL: -0.191')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_source, np.sqrt(var_preds_source), color='black', alpha = 0.1)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Error on Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('Uncertainty | Source | BNLL: {0:.3f}'.format(np.mean(lbnll_source)))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 444 + }, + "executionInfo": { + "elapsed": 1283, + "status": "ok", + "timestamp": 1718869048133, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", + "outputId": "b6347093-56d9-4a8b-b515-c4c4717cdab4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Target R2 Score is 0.7060\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Target | R2: 0.706')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+IOL0QiKR4Pbbbz8uXe+LgauvvhqBQADT09Nn/LkCgQAGBgbw8MMPv2B8v4iXJ8QBo4iXNW666Sace+658Pv9yGQy+NGPfoQHH3wQt95664t9aCJEnBDEYi3iZY12u43Pfe5ziMVikEgk2LBhA374wx/i3e9+94t9aCJEnBBeFjTIW9/6VvT397/YhyHiOXzzm9/E1VdfjY0bN77Yh/KiI5/P47bbbsPb3/52+P3+F/twRLyEEAgEcO+99/K/XxbF+qabbsI3vvGNF/swRIgQIeK0YWVdE3XWIkSIEPESgFisRYgQIeIlALFYixAhQsRLAGKxFiFChIiXAMRiLUKECBEvAYjFWoQIESJeAhCLtQgRIkS8BCAWaxEiRIh4CUAs1iJEiBDxEsAZLdbf+973MDo6CqPRCKPRiG3bth0WIL4SjzzyCM4//3yo1WoMDg6e1HJXESJEiHi54YwW656eHnzta1/D7t27sXv3blxxxRX48z//8yOus5+fn8cb3vAGXHLJJdizZw8+85nP4O/+7u9wzz33nMnDFCFChIizHmc0de+6665b9u8vf/nL+N73voedO3euGvJzyy23oLe3F9/61rcAAOvXr8fu3bvx9a9/nVf7iBAhQsRLBYFUGX027SktMSa8YJx1u93GT3/6U5TLZWzbtm3V+zz55JO4+uqrl912zTXXYPfu3Wg2m4fdf/v27bjpppsQCATOxCGLECFCxGHodDqIRqMIBAKIRqPodDqH3afZ7uA7D83guv94HDOJ0ml53jOeZz0+Po5t27ahVqtBr9fjvvvuW7bNuBuxWAwul2vZbS6XC61WC6lUCh6PZ9nPrrnmGlxzzTW46aabztjxixAhQkQ34vE4Go0GlEolGo0GotEopFIp6vU6VCoV0m0NPnXPOPRqOX71kYvRb9edluc948V6ZGQEe/fuRS6Xwz333IP3ve99eOSRR45YsFdeLlCC6+m4jBAhQoSIU0W9XodSqQQAKBQKhEIhuFwuSGRy3PJ4EPdOZPDxq0fw3m39kEpPX90648VaqVRieHgYALB161bs2rUL3/72t/Ff//Vfh93X7XYjFostuy2RSEAul8Nms53pQxUhQoSIY0KlUqHRaEChUDA9O5dt4st/OASjWo7/etsgLhodOO3P+4Kv9RIEAfV6fdWfbdu2Db/61a+W3fb73/8eW7duhUKheCEOT4QIESKOCpfLhXg8jnq9DolMgd8sSnHP2AxuuMiLa9eZoFapzsjzntEB42c+8xk89thjCAQCGB8fxz/8wz9gx44d+Ku/+isAwM0334z3vve9fP8bbrgBCwsLuOmmm3DgwAHcdtttuPXWW/GJT3ziTB6mCBEiRBw3pFIpPB4P8jIzPvTzQ5jJtnDnX63HG58r1CvnbqcLZ7SzjsfjeM973oNoNAqTyYTR0VH87ne/w1VXXQUAiEajWFxc5PsPDAzggQcewN///d/ju9/9LrxeL77zne+Isj0RIkScNag12/jWH2bw46cW8Ok/W4e/fFXvCzJTO6PF+tZbbz3qz++4447Dbrvsssvw7LPPnqEjEiFChIiTx57FLD758zF4TGr89mOXwmfWvGDP/YJz1iJEiBBxNqHT6TAHrXqOxpBKlzPEtWYb33hwGnfvCuIzb1iHd271v+AKNbFYixAh4hWNlbrpeDy+zNOxaz6Nj//PHngNCtz5rhFsHu55UaTEYrEWIULEKxorddOkVqs22vj676fws92LuHGbG2/c5ECr1TqsmHfjeLr0k4UYkSpChIhXNFQqFeulm80mVCoVnppL48++/SgCqTJue8cQrtvshEQiWVbMV8NqXfrpgthZixAh4hWNbt10RyrHLU+ncf++CD533Qa8eYsPsVgMjUYDMpkMkUgEAI7YNR+pSz8dEDtrESJEvKJBuulo24DrfzqDaL6G7X9/Kd5ybg8EQWBqY2xsDIIgwOv1HrFrXq1LP10QO2sRIkS8olGut/C13x7Eb8aj+MKbNuK6UQ8PEOPxOFqtFnp6etBsNqFUKiGVSjm4CVjOU8tkMqTTaVQqFej1emzatOm0HadYrEWIEPGKxZ8OpfCpe8aw2WfC9o9dCodheSdcrVaRz+fRaDRQLpfRarUAAJVKBTqdjgs18dShUAgAMDg4iGaziWQyecRh5IlCLNYiRIh4xaFUb+GrDxzA9v0xfPFNm3Dt6OoFtVAooFqtQq1WQ6vVIhwOQy6XQ6vVwmQycUdNPDWlhAKnn7MWi7UIESJeUXh0Oomb7x3Hll4ztn/sUtj0R+aVTSYTBEFAo9GATqeD1+vFwMDziXok0aMUPolEwt12d/d9OuR7YrEWIULEKwKFWhNf/vUkHpyM4f+72IOr1ztg0R49zVOtVsNqtXIcqkQiQbPZ5H8rFAouzgDg8XiQTCZRqVSWdd+ngwoRi7UIESJe9nh4KoHP3DuOTS4Nbn/nMBxGzapuxW50Oh1e4ZVKpdDpdCCRSBAKhWC32+H3+wGAu+pSqYSDBw9CpVJxR51IJCCRSE6LOUYs1iJEiHjZIl9p4p9+M4lHppP48ps3Ya2udtw6aFKCqFQqtNttFAoFGAwGKBSKZYqQTCaDWCyGdDrN6wvL5TLUajXWrFkDiURyWrprsViLECHiZYk/Hozj5nvH8ZohOx78+0th1ioRjUaXbXk5mg6alCALCwsoFApoNBqw2+2Ix+OIx+OIRCLo7e3F4uIilEol2u02arUaisUiJBIJstksHA4HNm3adFoGjWKxFiFCxMsGnU4H0wthfPPhBTwTruCrbxvFVRvc/PNut6LqGIsCSAmi1WqRTCZRrVYRi8WQy+VgNpu54JfLZUilUqjVaiQSCSiVStjtdrRaLbTbbbTb7dNijhGLtQgRIl42+NmfpvB//7iIV/cZccdfDMNmEJb9nNyKq2FlCJNOp0MikUCpVIJOp4PFYkGhUIDRaITH44Hdbke73cbg4CCy2SxKpRJmZmag1WohCAKsVisbaU7H9hixWIsQIeIlj2y5gS/8aj+emEngM6/rxbZ+EwAcF/1ARToYDAJYWtwdDAYxNTUFk8mE3t5e1Go1lMtlaLVa5rJbrRYEQcDCwgLC4TBKpRLcbjc/Zi6Xg91uP22vUSzWIkSIeEnjdxNR/OMv9uPKdU785D0boZS0AayezdFqtTAxMYFSqcR28GQyiUajAUEQIJFIcPDgQZhMJuh0OkilUuzfvx/5fB7VahXr16+HzWZDPB5HJpNBNptFPp9HLpdDpVKBIAhYu3YtgCWNts1mO6bq5HghFmsRIkS8JJEu1fH5+/djz2IO33jnObh0reMwKsPhcCAajfK/o9EoarUatFotKpUKJiYmYDaboVQqOda0UqnAaDSi0Wggk8kgFAoxP53NZuHxeOB2u9FqtVCr1RAOh5HL5aBUKlEqlRCJROByuVAsFpFKpaBWq2E2m0/59YqpeyJEiHjJ4TdjUVzzrUdh1Cjwu49dgkvXOgA8z0n39/ezQaU7X3pxcRFqtRrAkuGlVCpxUp7NZkM6nUY6ncbu3bshl8sRCoVQrVYhlUphMBg4pKnZbEIul8NgMEAqlcJqtUIikUAqlaJaraJcLiMej2N6ehp79+5FOp0+5dcsdtYiRIh4ySBVquNzv5zAvmAe3/5f5+I1w0fnhFfmSyuVStRqNajVatZEk0IkGAzCZrNBIpFg3759CIVCEAQBKpUKEokExWIRiUQCMpkMQ0NDiMViEARhmSLE4XAwTUJF3mKxIBaLnfJrF4u1CBEiznoIgoD790XwxV9N4trNHmz/+0uhVy2VryOt0qIhHw0GzWYzNm/ejHQ6zZz1hg0b+HcBQC6Xo9FooK+vD8FgEBaLBfV6HfF4HCqVChdddBFqtRp27doFo9GIYrHIHbbRaEShUECpVEK5XEapVEKn04FKpYLJZDrl90As1iJEiDirkSjW8I/3TeBArIDv/uV52DZkW/bzIy28jcfjMJlMaLfbWFxcRDQaxTnnnIPR0VH+vWeffRaZTAZWqxXpdBqxWAwKhQKNRgNyuRwajQZutxsmk4kL/sMPP8zP4XA40G63kcvl0Ol0oNFoUCqVsLCwAAAwGo0csXqqEIu1CBEizkq0223c+egBfPOREF6/zorf/t3F0KuVy+7T6XQQDAYhCAKUSiUcDgd3ydRpE4/dbrcRDoc55rTZbOLAgQMAlrjudruNYDAIl8uFVCoFuVwOp9OJCy+8EI8//jiq1Sr27NmDcrkMg8GAarWKmZkZCIIAvV4PlUqFeDyOQqEAs9mMZDKJiYkJrFu37rRI+MRiLUKEiBcVRGNUq1UUCgWYTCYUW1L8yx8XEcjU8LVrB7HRqUIxm4be41lGe1BHS2l4kUiEA5YoupS62nw+j3a7zaoOh8PBtvBsNguJRAKfzwedTodisQiZTAaLxYL9+/djcHAQhUIBMzMz0Ol08Hg8mJmZQTKZRH9/P7xeL+LxOBQKBXQ6HdLpNEeqKpVKzM7O4qqrrjql90ks1iJEiHhRQTRGPp9HpVLBQ3Nl/Pe+Ii7xK/HDv1wPtWJJtFav19HpdDA2NsY8dLlchkajAQDEYjE0m014PB4Eg0GEw2FkMhm0Wi3IZDIe8mk0GiSTSWSzWTidTrTbbUilUrRaLZTLZeahBUFAPB5HOp3GJZdcgmw2C6lUikwmA41GA5PJBLPZDEEQcOjQIfj9fhSLRT4ZKBQKZDIZuN1uWCyWU36fxGItQoSIFxWk2AhnK7jlmTzi5Q5uvtiBPl0bqXiEzSo+nw/xeBzlchkqlQqhUAiBQAAqlQq9vb0wmUzQaDQYHx9HNBqFUqmEVqtFMBhEp9NBKpVCpVJBT08Pq0Li8ThKpRIMBgPUajUUCgXK5TJyuRxkMhkAIJfL4fbbb4fFYoFGo4FGo0GxWMTQ0BB6e3tRKpXwxBNPIBgMQq1WI5lMolQqwWazwev1otPpwGq1nvL7JBZrESJEvKhQKpX4xVgc//F4Dq+yt3DDq9Ww6paGdplMhoP8HQ4Hkskkcrkc66Hj8TjUajVyuRxGR0eh0Wi4S7dYLIjH44hGo1CpVKhUKpidnUU+n4ff74dMJkOxWITVaoXRaEQul4PNZoPL5cJjjz2GZDIJu90OqVSK+fl5lEol+Hw+dDodjkMtFApoNptwOp2YmJiAxWJBNpuF1+tFMplEoVCATCbDa17zmlN+n8RiLUKEiJPCkSRzJ4Jwror/89sgFlNFfOICLXo0TRgMBiiVShw8eBAGg4G73sceewx2ux31eh2zs7O8jNbv9yObzaJer6PVavF6LalUimKxiGw2i0ajgXq9jmKxiHg8jlQqBavVip6eHhSLReTzeeTzeaY1VCoVWq0WIpGlzt7pdKJareKZZ55BvV6HXC6HSqVCMBiE3W5HPp9HKBTC3Nwca7I1Gg16enrQ29uL6elpbNmy5ZTeb7FYixAh4qRwJMnc8UAQBPzk6SD+5XcH8Zev7sX/e+9WZFMJzpoOhUJot9tQKpVoNptoNpuIxWIYGhpCPp9HvV5HvV5HT08PJBIJjEYjF2mLxQKn04mFhQU2tlCXns1mIQgC88/VahUGgwEjIyMAgP3796PdbsNisUCn02F+fh4A0NvbyxGpRqMRwFKEaiaTgdlsZvNLJBJhbt3r9aJSqWBkZASlUumU32+xWIsQIeKksNIdeLwB+8FMBTffO45EoYZvvGkQQxY5sqkE0xz0OJs2bUIsFoNUKkWj0YDb7UY+n4fRaMS6det42CeRSGAymeB2uzE6OoqJiQn09vZCJpPBYDBgamoKAFAsFlEulyGTyZBOp7mLjsViKJfL0Ol0KBQKKJfLqNfr0Gq1nJw3OzsLs9kMz3NqlFAohFKpBI1Gg3w+z4U/nU6jXq/DaDTyexONRuH1ek/5/RaLtQgRIk4K3Vu96/U68vk8D/xWo0Q6HQE/enoR//q7g3jfRf14+3o90GmxCYVoDWCp+LfbbS7ePT09sNls2Lt3Ly+xveSSSxCNRmG1WuH1ehEOh7Fv3z4AwMaNG6HX69kSbjAYmF8mi3gymYTVaoVer2d6JJlM8rKBdrsNk8mEXC4HANDpdFAqlZienka5XEa1WkW73YZEIkG1WkWr1UKn04FSqUS9Xuf3YtOmTbDZlht5TgZisRYhQsRJoXvrSj6fh8lkOiIlspiu4FP37EO20sR33jKMfpMM8WiYO87uzpy48EQiAZvNBrvdDoVCAYvFgv7+fhSLRd5vaLFYoFKpsG/fPgQCAWg0GigUCjz++ONwOByoVqvIZDLI5/OQyWRskmk2mygUCvD5fPzvYrHI213kcjnTGZVKhU0wtVoNMpkMMpmMKRrKtpbL5VAoFJwlQhw5Jff19fWd0vstFmsRIkScFLq3rgQCgVUpkU5HwA93LuDrv5/C+18zgLev10FoL3XTgiBgbGyMu06FQgEAnOfh9/t5YFgul+F2u7F27Vrs3LkThw4dYq56cXERMzMziEajsFgs6O3tRSwWg8FgwOzs7DJuXSqVQiKRQK1WQ6lUotVqIZvNwmAwoFQqcT51u92GIAioVqucSU27Fc1mM4rFInK5HBqNBtvM9Xo9Wq0Wms0marUa5HI5MpkMdu3aBZPJdMqKELFYixAh4pShUqlQq9U4hF+n02EuWcT/uXcCxVoLP/nQhdjkM2Fubo6zMjKZDMLhMOLxOLLZLNasWQOn08kUg1KphEKhQKlUQq1Ww9zcHPbt24dCoQCtVotisYj9+/fDaDQimUyi1WohHA4jEAggkUhwTGksFkOtVlsWrKTX69HpdJZ1vtVqFTKZDOVyGYIgMFcuCAI0Gg3UajUqlQqHNSkUCsjlct50LpPJltEharUa7XYbiUSCs0JOBWc0z/qrX/0qLrjgAhgMBjidTrz5zW9msv9I2LFjByQSyWH/HTx48EweqggRIk4BLpeLHYgqtQYPLrTwpn9/Aq8ZsuP+j7wGm3wmdDodzM7OcsFeXFxErVaD0+mEyWTCzMwM9u3bx6YXuVyOxcVFLCwsQK/Xc0AS8c579+7F7OwsbDYbnE4nEokEpqenkUgkAAB79+7FwsICuxMlEgkAQCaTcTbI4uIiisUiisUi6vU6K0qI5mi324jH4/w6aeO5VCqFIAgsCaRsEZPJBLvdDq1WC2ApxU+pVEKn053ye3xGO+tHHnkEN954Iy644AK0Wi38wz/8A66++mpMTk4e8+CnpqZYIgMADofjTB6qCBEiThGNRgOJqgT/9WQaHYkM37i2B05VGU89+SdotVqOLG00GsjlcohEImg0Gmi1WlhYWIAgCDAajbDb7dzNer1etFotpNNpzMzMoNVqIZPJwGAwoNlswmq1IhAIsFa61WqhWCzC7XajXq9DJpOh0Whw5nSn04EgCJDL5eh0Omg0GlCpVOySLBaLvJFcIpEskxLa7XZ0Oh20223o9Xr+HQAwGAyoVCqQSqWo1WqQSCSo1WpsuhkZGUGn0zlhHXo3zmix/t3vfrfs37fffjucTieeeeYZXHrppUf9XafTeVpW4YgQIeLMIxKN4VczFdxzoILX9Qh4rauFbCAJrc/Hlu9MJsOqDaVSCaPRiGAwiLm5OSwsLHAx6+npQavVgtPpxKZNm5DP5zk0qdlsIhAIIJ/Pw2q1YmhoCHNzc4hGo8yD06BQr9ejXq9DEATm0KkwJxKJZRnTnU4H1WoVlUqFc0GazSa0Wi20Wi0PC/1+PzqdDur1OiwWC0qlEnfXwFLn3Wg00G630Wq1YDAYsHHjRgwODp7yHsYXlLPO5/MAcFw++XPPPRe1Wg0bNmzAP/7jP+Lyyy8/04cnQoSIk8ChRAl/9z8HIQjA348KCO1/Gk/N11Cr1TA6Ogq/3w+JRIJOp4Nms4lMJoNcLsfDvkQigXa7jUajgX379mF+fh7r16+HQqHAvn37UCqVEI/H0Ww2IZVKoVarkUgkkEgkEA6HIQgC1xbqbGUyGeuv9Xo9qtUqb25RKBSoVqvsVCyXyzwQlMlkEAQBarUa1WoVzWYTlUqF0/pIUkiBTQC4y242m2i322x5NxgMWLduHbZu3YpCoXDcOvQj4QUr1oIg4KabbsLFF1+MTZs2HfF+Ho8H3//+93H++eejXq/jhz/8Ia688krs2LHjsG58+/bt2L59OwKBwBk+ehEiXr44Uds43b9creHe/Tn88JkE3jKixet6JNjx8OM8lCuVSti3bx+USiVisRhUKhU6nQ5KpRLy+TwcDgcrSEh9QcYVnU7H2RtOpxMulwuxWIxVH2QnJ5NMKpVCLpeD0WiEy+WCTqeDxWKBIAjsJqQcaxqGCoKASqWCWq3GvLZMJuMTB0n06vU6z85o+KjValGtVlGv11GpVGA2m5fRPCQTjMVimJychEwme+nYzT/ykY9gbGwMjz/++FHvNzIywtZPANi2bRuCwSC+/vWvH1asr7nmGlxzzTW46aabzsgxixDxSgBJ2+RyOYLBIILBIHw+HwCg2WwetiprbGwMByI5/NeeCmQyKT65RYrXbPYik8lgYmICAGA2m+FwOLCwsIBqtQqn0wmdToc9e/YgkUigXq8jkUhAqVRyWBNtdanVashkMlAqlSiXy/B4PAiFQjh06BBmZ2dRrVah1+vRbrfZwCKVSpmuUKlUsNlscDgciMViKBaLcDqd/P/L5TLLAdVqNQ8LqcsmqNVq1Ot1ZgKoW5fL5ex+pE6+XC6j2WxCJpNBKpWy5poKP8kSTwUvSLH+6Ec/ivvvvx+PPvooenp6Tvj3L7zwQtx1111n4MhEiBBBtnFSPQiCgHA4DADo6elZZnIJR2P48d40fnWohqu8bbxhSIVSscB6YpLdUf6Gx+OB1+uFQqHA1NQUYrEYXC4XDhw4gGQyCYfDAY/Hg1QqBZVKBaVSiXQ6jT179sBoNMLtdnNQk1wuh81mQzQaRT6fZz2zRqOBSqWCTqeDyWRCLBbD/v37Ybfb0Wg0oNPpkEwmYTQaUa/XmdLQarVoNBpclImmoKJMlItMJuMFBwBYY00rvGggSRI+uVwOnU4HnU6Hvr4+OJ1OWK3WU17tdUaLtSAI+OhHP4r77rsPO3bswMDAwEk9zp49e06JmBchQsSRsXKjCrkQCWRyORgr4O9+cgD1ahnXqWbQDw3KJReMRiMmJiawsLDAOwfj8ThcLhf6+vqwc+dOSKVS1Ot15qyps06n0/D7/XA6nWg0GiiVSuwyzOfzKBaLKBQKXOxUKhU0Gg1arRYEQYBMJoNGo0GlUkG9Xke5XGadMxXmxcVFtFot1k0TtaHRaNDpdFjWp1Kp+HesViv/f2BJ7VGr1aBQKGAwGJBOp1EsFqFQKLi4SyQSVCoVHjhWKhV4vV4YjUa0Wi3m1U8WZ7RY33jjjfjxj3+MX/7ylzAYDLypgULCAeDmm29GOBzGnXfeCQD41re+hf7+fmzcuBGNRgN33XUX7rnnHtxzzz1n8lBFiHjFwuFwYGJiggP7KUCJUK018JN9afx0z0FcYilgiyuPZkPFIUpbtmxBKBRCNpuFSqXC6OgowuEwnE4nBgYGOEtDIpHAYDAgEAggnU5DLpejp6cHiUQCzeZSNKrb7UY8HudiK5FIkE6nuWgWi0U2nMjlcmi1WvT09ODAgQPI5/NQKpVQq9Wc1NdoNFCr1ZjmIRs4PZZMJmOuWiqVsguRBo5qtZrVJCaTCT6fj4+hWq1CoVAgl8tBIpFAqVSi0+kwX007GYPBIEZGRpZJkU8GZ7RYf+973wMAvPa1r112++23347rr78ewFIi1eLiIv+s0WjgE5/4BMLhMDQaDTZu3Ijf/OY3eMMb3nAmD1WEiFcskskkLBYL7HY7IpEIYrEYc9aTkQL+7yMRaBRS/NfbBxE/NIFCQYFqpQy9Xs/W7dHRURw8eBDZbBbVahUej4fXaymVSs7WSKfTXMjK5TJmZ2c5UY+s3/l8nvlgUlnkcjkYDAbYbDZUq1V0Oh0oFAq0Wi2EQiFotVpks1mUy2WkUileLED0hUKh4AJLQ81KpcIuQxoa6nQ61ler1Wrmt+m50uk0vN4lfp5kekqlEtVqlaWABoMBGo0GHo8HCoUCHo8HiUQC55133in9nc44DXIs3HHHHcv+/alPfQqf+tSnztARiRDxysTRFB/dUafEUdscLvzrb/bh7j0J/M02L64dMUCjVqMc0yOXy0EQBOh0Ot74XavVEIlE2Ere19eHXC6HQqEAi8WCQqGAVCqFdruN0dFR7N+/n+NIBUGAIAjo7++HVCpFNptFrVbj467ValAqlVCpVDAYDMwvEwXRaDRQKBTYeUicuUajgUQi4cJfLpdZDUIRqCTVI5rEYrGwukMul6PdbqNSqQAAR6jSsFCn03HH3p2LYjAYeDONTqdDLBaDxWKBy+U6pb+hmA0iQsTLAMeS3x1tUUB31Gmz2UQg38YHf/4o9Eopbn/XOji10qU1Wq0WtFotxsbGkMvloFQqeci2uLgIrVbLcru5uTlceOGFHNAPgJfMJpNJJBIJzpsmC/eBAwcgl8sxMDAAtVqNyclJLubNZhPxeJz55lwuh1KpBJlMxvK7btUGDQe73Yg0NFSpVKyRVigUfGJotVqo1+swGAzwer1Ip9Oc9dFut5lPbzabkMvlPFzUarVsU1cqlWzGkcvlWL9+Pcewnop7ERCLtQgRLwsca2tLd/csk8kQDAbZjh2PxxEKhSCRK/BM1Ylf7M/gA1sdeOs5DqRTKURyNczMzECj0WBqagrhcJhXbYVCISwuLvLjFwoF3vBCuxKlUik0Gg3OOecclEolRKNRNJtNaDQaVKtVSCQShEIhKJVKKJVKNqWYTCYuvMQ1E0VBapN2u83yu2KxCEEQuHC2223uwGnwCADZbBbNZhNKpZIVHqSzNhgM2LRpE+r1OhYWFtDT04N4PM5DS4/Hg3a7DYVCwdpq6tj1ej16e3thtVo56ImMPKdDICEWaxEiXgY41taW7u45EokAWFJ9kO65rLLhvw+2YNUmcNtfrIe0msMzu3ejUCggHo/j4MGDPDjT6/VIpVKYmZkBsBQNoVKpkMvlUKvV0Ol0WLNdLBZxwQUXIJ/PLyvSCoUChw4dQqFQYM00xYvK5XLeLk4nIFpQQBQJ8cyk8KBiSycKnU7HxZnuR/cBlnhluVzOFIfRaEStVkMqlUI2m4XdbodKpYLJZOK0PmBJHFEoFACAM6x1Oh0PJsPhMObn53lVGF3hUCd/KhCLtQgRLwOspDJUKtWyn7tcLh7mT05OwuFwQCaTIRSJ4dGsAc/mpbjcVsBgJ4q9T0SRy+UQDofRaDQQDoehUCiQTqfhdrt5JRZ1m7VajfcQFgoFltwlEgmoVCpEIhHodDo+SQBgnTQZbWq1GsvpstksvyYKYKIiTJw4Fc9uUFIeSemI5yYpHXHQdNwUa6rVavl++XweCwsLvOcxGAyi0+nwYoV8Ps/ih56eHiSTSdRqNeh0OlQqFc4kKZfL2Lt3LxKJBIaGhtDb23vKf2OxWIsQ8TIAye8og2JwcBDRaJSHWvF4HOFwGJlMBjabDalUCnuDOfw8aIJNI8Xf9qWRCc1iMhRaJnXTaDTc/ebzee4yDQYDc7xGoxEGgwE+nw/tdhsHDx5ENBpFpVJBuVzG5OQkTCYT329hYQG5XA46nY7zQoja6JbNUfdMlnHinikudWXBJtUH0R8mk4mHkBRnSvpx0myTdppOdKTXTqfTMJlMSKVSrAQhuoWuJGjZrsPh4BMLSQVrtRr/zOVyYXFxcZkz+2QgFmsRIl4GIPkdxX8WCgXI5XJ2JVIxbDabyOSL+HVIgfGyAedK5nGBto35/YsYHx/nlDqNRsNLYOv1OkqlElwuF9uqm80m1Go170i0WCwslQuHw2xaabVanJcBgCV7ZMOmHGitVsv3V6vVvCqLIk1Jd03DPLPZzMdBOxCpQ6eO2efzLXNUElVBhV8mk8FoNHLQU7vdhkqlgkKhQDKZRKlUQqvVgs/nY8fi0NAQU0NWq5WvCAAwDUWrwGq1GuLxODZs2PDSsZuLECHi1HAstQdtaVlYWIBWq2UZWzAYRKVSQSQSQTQaxWxewGONPlgVHfyVNQCzSoK5uUXEYjHo9XoUCgW0Wi3WF6tUKjgcDuRyOej1eqYDwuEw50PTkJI44Xw+j2w2i06nw5QAKTgEQUChUOBBYrvdhtFo5CQ8GhJSsSYzDAUsEdVgtVpZ/9xoNLggkymGVnbR++BwOLhgp9Np6HQ6aLVaLvqUQwIsnfgo19psNiOVSrHz0WazQaVSIZFIoFKpoNlswmw2o1KpQK/XIxwOc0aIVqtl3fepJu4BYrEWIeIlgWOpPYgnjkQiyGQykMvlWLNmDTQaDXK5HGYXgni26cP+hh6+xFMYlCaRLxuRbrUwPz+/pK222XjoplAoOJtjzZo1bDyxWq0ciFQqlVAoFJDNZpkOoYEf8crZbBYWi4UpilAoxJnS/f39SKVScLvd3MlSzKhcLudcaeKZacOLVCplPloul3PuB6k5ujXWarUaZrMZCoWCN7wYDIZl2dm1Wg3RaBTlchkymYxpGGBpiEhLEEgzncvl0N/fzyc3jUbDUa0qlYqLNFEiFDx1qhCLtQgRZwlW656BpUI9OzsLnU4Hh8OxqtrDaDSyYoMKzsTEBHp6erBzNomdwhpoWwVcWPgjMok5xAQByUQCgiAgnU7zPsJWqwWz2QytVgu9Xg+LxQKz2cwBS7VaDYFAANlsFul0muV/Go0GxWIR1WoVADgkSRAEmM1mVKtV3mFIemcqxnRysdvtkEgkyGQyTBuo1WrUajWmVVQqFWQyGUwmE3Q6HeusLRYL280VCgW/dzKZDGazGbFYjGNNh4eHEY/HYTAYEIlE4PP5YLFYoNFoWFttNpuh1+uXLck1mUycB0LLd10uF0ezdjoddDodXium0+nQ09MDnU7HQ9NTgVisRYh4kUFFOhgMAgC8Xi93zwA4Oa5arSKZTMJqtR6m9tBoNJDL5ejt7UWxWEQ6nUYyk8czwgAOtkfgDD8GLOxCxmSCSqVCu91GOBxm4whRBuRMtNlsPHB78sknOZjIZDKxyYX45Eqlwhw3nSi6I0uJ2qDbSOfc6XSgVCp5EEk8L6XvUUEkqSAdJwDmlzudDqxWK2QyGfR6PWq1GtRqNRwOB+RyOSKRCFKpFORyOXf4tPhAoVAgm83ytheKZ6UIVBpokhM7k8kwXVSpVKBSqbiIN5tNtp/TyYveG1K8nCrEYi1CxCniRMP7V4IoDioKyWQSLpdr2eDK4XAgmUyiXC7D7XYvsy5TR1er1TA/P49KpYKUxIxd9ldDX8hjQ/QXKKciSBaLqFYq6OvrO0xNQV2u3W7n7SgqlYqHd+RMnJ+fZz6XnpfuY7VaWSdNoUY0FJTL5UydEKdbKpUAgLlv2olIjkKfz8d7GV0uF29BJ2s48doymYxfg8lkgsPhQDgcRrvdht1uR09PD+bn55dx1gqFAoVCgV8rGW+IYiEFjMFggN1uZ5VIo9FALBaDwWDA2rVrmWap1WpwOBzI5/NQq9VM+5B6hcw3pwKxWIsQcYo4Fp98NHQ6HQSDQV5NZTQaecErdc/UrdEgrPt3uzvyiy++GL998I/4fdqMBYkNQ/lnoc9Oo/Jc4p3L5YJCoeB9h9SpZrNZ6PV6tovPzs7CbDazfTubzaJQKKBWq/GOQor7bLfb0Ol0bOvW6XTM99JwT61Wc5ASFWa6P6ky6PWQVlqtVqPRaPA6v0AggFQqxWYX6orp98vlMrRaLex2O2dxy2QyHpL29/fz2i6VSsUnK+LHqUsnuzi5EhUKBTQaDXf2pVKJTzyRSATnnHMO/H4/xsbGkEqleBFBu93GyMgI56JkMpmze2GuCBGvBBzJyn08XXZ34H+9Xsf+/ft5AOf3++FyuZBMJrkgO51O7Nmzh6mRwcFBtNttZLNZPD6TxA+DDpgVRdzYk8fcZBFz1SoKhQIMBgOkUim7DC0WC+dLU+dbrVYRiUSWZU5TbgeBaA7qnKkAUgCUWq1GqVTizBC73c56aeKeSa7XXcxJJkfabq1Wi1arhVQqBUEQePhHVEar1WK5HXH4giDAYrGwyYUCn8rlMjZu3IhisYhiscgDUOLX6UqA6KFCoQCz2cxXFsViEXq9noemjUYDJpMJVqsVNpsN9Xoder2e6R1SpaRSKUgkEmzcuBFGo/GltTBXhIiXI45k5T6eLrter8PtduNPf/oTd6+k5Z2bm8Pk5CSGhoYALHHZ+/fvRzwehyAISCaTS1RDG/jpwRb2pAS8Wr4IW3UBRuVGmEwm9PX18WbtZDIJuVwOn8+HfD7PmmONRsOyNSqOJKUjLrvZbHJRIkcfaaepqNZqNej1ejaMAEsnF5K5kQac4k1pczgVcXo8l8vFUaizs7Po6elBNpuFWq1eVjhJxqfT6ZjfJrmfQqGA1+tFPp9nbt1kMmFqagqVSoU5cbpqAMDyOxouNhoNmM1mlMtl9Pb2YmZmBnq9HgqFAiMjI7DZbDAYDHA6nSwt7KakaKBaqVTQ29v70lmYK0LEyxXEp9KX0ev1Alg9o2MlVCoVgsEg1Go19Ho9EokEotEobzEJBoNoNBo86KJLfNqWsuNADA/mnbCiiv9lDEEpNJAqCzh48CBMJhPS6TTsdjsMBgPa7TZisRjHiJJ7j2gICmEiG3i1WmUqgLpo+t/udVjdFu5cLgeTycTmFYVCAbVazVcLtBXc4XDwSaJcLjM/XCwWkclkIJPJWDIYCoWQz+e5cJKyRKfTMQdOiwWy2SyKxSIWFxdht9tx4YUXYsuWLdi3bx/a7TYymcwyVQewtKSbroxsNhvWrFmDVquFqakp2O12ng+sXbuWk/bcbjcuv/xyttE7nU4kk0lWk5CMsd1u87GvHAqfKMRiLULEKaI7VY26bArvOdYX1OVyIRgMQiaTIZvNQiqVYn5+Hv39/ZiZmYFKpWLqYHx8nGNEnb5e7Kx5MZGV4M8cSeiyM/D7B1jdQDrfeDyOiYkJKBQKWCwWSKVS3i5OnWh37jzlapAygjapkDmFjpmGk6SrJj00PSZthVGr1UxzyGQyztCglDqiPoAlYw8N5iqVCkKhEHQ6HYrFIis+bDYb0xBExxSLRT62dDrNJ5t8Po/Z2VnI5XJEo1EAS5QH6cIrlQo6nQ7MZjNkMhn/LnXEbrcbXq+XDT1qtRp+v5/zR2ZnZzE8PMzWfLlcDr/fz+FQJpMJvb29bBQ62bWGBLFYixBxGtHdZXdrpQmrKUf8fj9L2+r1OkKhEGcnk1vQ6/WiUqlgeHgYf5rL4f6wG+ZmAjeslWPA68CePXLs2bMHw8PDsFgsMJlMWFxcZNlcsVhEvV7ny3TSR5Pcjmzk3VtVSA5IHTblUZNqJBKJcI5IvV5nWR2wpPumXA9yJFLhpcc3mUyoVCqc5UHcP+mYq9UqNBoN8vk8Z5TQIlq73Y5UKsW7EovFIlKpFKfrUaQqWd8tFgtz1cVikakTWiigVCo5jySRSECr1WJwcBD5fB6VSoU31fj9fhQKBd7dSOFVOp0OmzdvxsGDB7F+/XqUy2WYzWZoNBqcf/75fN9TgVisRYg4jThWdvFqyhHqru12Ow/s0uk0X0pTJ1qoNrEjbsQiHFhX3Iv8/kfxVMyHxMAAS9FI9tZsNnHgwAFWIVB3bDAY2E1HK66oE1Wr1fwaSDFBP6OhHhV5UkcAOKzzlsvlqNVqcLlcrGEmNyG5DKVSKeuWu4OcaKEBdfaJRIIzNsiiTvZuGo6SrLFarfLQUaPRML1Di3XppGG321mHnclkkEqloNVqYTQaoVarkc/nYbFYUK1WeT8kpQyOjY3B7/dzyuD8/DyCwSDm5+fRarVQKpVgtVqh1Wp5B+XatWtPy2dLLNYiRJwBHEl7vVI5Mj8/jz179iAWi8HlcsHpdC4rWrTE9sH9UWzP9ENbDGFt7Ldo10soFousqyZ+mDrXQCDACXxkUiHVQ7VaZVMIZUibTCbYbDY0m02USiV2IJKWmTpjk8nECgmLxYJsNssdqVqthlarZUMNddtEB5EDUSKRwOl08tKCbsOKTqfj5bnkrqRuX6PR8P2VSiXWrFnD3XGtVuP3joZ6JpMJfr8fdrud5Y/EwadSKbRaLbhcLvT09HCAFP3tKGuFFCZSqRRGoxFarZaXIszPzyMQCCASifBx0Mn1nHPOgVQqhd1uh1Qq5Z2WpwKxWIsQcQbQ3UHXajWMjY3BbDbzAE6lUiEUCuGpp57CwsICF8a+vj4MDAzAYDAsKTakSvwhbceBrIDh3C4ok1PIZrOs2Gi325iamoJGo+EiScoMt9uNhYUFTq2jmFMKPSKTCFnNKbTJ4/Fwmh6pOohWKBaLcDqdbGjRaDRciIm3pvjUTCYDq9XKDj/SMdtsNl4uS5QHdd69vb0sD6REO7qy6N4go9VqsW7dOmQyGYRCIVitVqxfvx7z8/OIRqOoVquw2Wwwm80sU0yn0zAYDGzioThWg8EAALx7kQaX5LikcCuVSgWr1Qqn04mFhQU8/fTTrL0mrt5sNqNerzNHTSvKxE0xIkScpahUKpidnWULtdfrhdPphMlkYnVAJpNBIBAAAOZtM5kM1q1bB7VajfGMBHdHJPBI8tiW+xOS4QUIz6XMUcEnY0ixWES5XEYsFkN/fz/i8TjzwVardVl+M3Wi1HWr1WpWh5B5JhQKQaPRsEGn2WyiVqtxMJREIkG5XGZ7OFEltHaL6BgqkGQPN5vNAMAxo7R2i4acVqsVFosFCwsLrL1ut9sol8vMR7fbbZhMJszNzcFsNkMQBHg8HjSbTe6uh4eHWZI3PT0Np9OJvr4+pFIp7Nmzh68ustksJBIJn6TK5TJ0Oh0MBgPMZjPS6TS7JMkdmUgkEIlE+KQRiUSYMqKhKqUT0tXIqfLVgFisRYg4LVhJexw6dAilUgl6vZ6VCMPDw0vbWUIhBAIBBAIB5HK5ZTnUrVYLyXwFt052EGqocZUpgeTYDhSeiywFwMlx9Xod8/PzvGFFpVIhlUoxjUHGk3q9Do/Hg1QqBb1ez27Ibk0ycbyFQgELCwvMD3dvVSGKwWKxQC6Xw2azsU6ZeHGyWpMKhDpfUksQvQCA13tR5yqXy5FIJNDX1we3241UKsVGGIo8tVqtcDgcqNVqyGQyMBgM6O3t5TQ+mUwGj8eDWCyGSCTCi33z+TwymQwymQwPc0kVo9Vq4XK5WFtN9nbi0fv6+lg/rlarYbVaeRMO/S3IdUmLcWlgSTsmTwfEYi1CxGnAysEhdVqkiyZMTEzwsIzUCXNzc1wQFQMX4LvzFvTKC/ibngKKmQQiz622opVdXq+XO1kaFhLX3G632Zbd6XS4eBqNRgBgdQPxv6QMoR2KtCORFswqlUoeHlLXHAgEYLPZ4PV6mQ/u7iyJgikUCmxcUalUiMViAJYkbcRxN5tNtndTEFM4HIZWq4Xf74fRaITRaES1WmX539zcHMrlMpxOJ+bn5+Hz+dBsNuF2u9kpmUwmUalU+Hfa7TYsFgs7IelqgIw+uVwOs7OzcDqdqFariMVivGm9v78fpVIJs7OzsNlsAMDBVbVaDUajkV2KpVKJOXO6H733pwqxWIsQcRQcaVBIt9dqNeTzeZZvAeDFqR6PBz6fjzvPbulYo9FAJpNhusDpH8Re2VrMFO14W28eQ9oGZmfnmZsmyziZP6gY0ECOOGbisfP5PMvaqABu2rQJs7OzKBQKkEgkPETsTowjlYZEIoHNZkO5XGb5HxVeCmHas2cP/H4/a8vlcjkMBgMqlQrHp9Ix0kkBAD8PZXNQaBR1tvPz8xxkRRQI0RPdWdmkTimXyxgcHIRKpUJfXx+i0SjUajUrQOhKgwaxEokEa9aswfT0NIrFInK5HD+WXq9HIBBAp9OBz+fjCFQ6qZAMkJL9aP0XddaxWIyfhyzp3XkupwKxWIsQcRSs7Jij0SikUilndchkMi6ImUwGxWIRRqORHYZ0uSyRSPCrX/2KdyGSPrdUKqHu3ICDhkvRryjAn3oYsXQdj05P8/JVtVoNg8GARqOBXC6HbDYLrVbL/58GhqSFpiwN0ifTqqpIJMLJeO12G9XnckPo8p6KEqkgSPlBxhjKzyB+mQom7Tckc0u3u5CGlMR5k72clhyQUcZqtbLlnU4YZrMZo6OjmJ+f50xpAIhEIsw3u91upkIajQbK5TLzzZ1OB/v27WNnYV9fH4aGhjA+Po65uTlOwyNZolqtZqqIrjAWFxcBAJs3b4bX68WePXuY5yabuVQqRSQSwfz8PBwOB7xeL6rVKgKBAC688MLDtPYnC7FYixBxFHRL7WjTicvlYoXF1NQULBYL2u02AoEAKpUKJ7xRR01rrqRSKWZnZxGPx5dsz64eZAdfj6bRC//igxi2SjEzN8NdMuVBy2QyjiIFwIFEZG2mXYJUEEulEmdl0G0ymQzJZJL5XuK/yY1H9AV12oIgIJFI8EkKeF5PTeoNci/WarVlZhu9Xo+tW7dienoaEokEiUSCl83SRheJRIL+/n5WyNDewkajAZ/PxymAMpkMLpcLRqOReWeVSsX8PKXtES/e19cHj8cDmUyG6elpaDQabN68GcDSQgQAuOKKKzAzM8MZ2mazmdUtUqkUxWIRbrd7WWdOevT+/n4e5tLrohVmtISAAqx0Oh3q9Tpr6UVTjAgRZxDdIU3NZhPA83KzaDTKXWo+n0cymYRCocCBAwe4sNIXOhaLQSKRIBgMwmgyQT74asTW/hm0qQMYmr8HlXwGhzJyLrZke6YOmmJGiZag4kgnklqthmKxuGz1FQ0SJRIJ37/7sbRaLUsLKVyJCikN12jzTHfoP2VzyGQyHtjRf3a7HWazmQOOwuEwnE4nCoUCUxhUhJVKJS9aoI3rBoMBGo0GmUwGhUIBbrebaRAKoHI4HKjX67DZbExfBAIBrF27Fq1WC263G+12G9u2beMUwWg0CpVKhWg0imKxCL/fj3Q6zal/drudI2qJ1y8UCsjn8/D7/chms2g0GgiFQsz5y+VypNNpVCoVzkIhvp605ScTm3sknFSxpsQvp9N5Sk8uQsSLgeNdFkCX+ePj40gkEnA6nXC73ajX63A4HFhYWOBg+mg0yslyoVCIVQkajQaxWAydTmcpMlNjQnTwWjS0TtinfglNMQi9xwOJToeJiQlIJBLk83nOCqFiRh0pRXjKZDLueEmXTEWUBnV6vZ5t3OT8I0mfyWSC3W7nIl4oFDhPhIwrpJqgZbK02JZ+Rml83dkiiUQCGo0G1WoVo6OjKBQKmJmZgdVqZf6ZHIvxeJyHlHa7fVkXT1wx/SeTyZDL5WA2m1EsFtHb28sperTtRiaTYWZmBhdeeCEfb7FY5BMFvW/EO0ciEY5U1el08Hq9WLduHSYnJzE3N8eLd2u1Gh566CH09fVBo9EwD63VajExMcF0EZ0kaKg7ODgI4PgCvY4HqxZrrVaLhYUFOBwOAMDrX/963H777XxmSCQS8Hq9yyymIkS8VHC0ZQHdhTyVSmFychKxWAwKhQIOh2NZilp/fz8Xwmg0ilwuxyl25XIZ8/PzGBkZWRo4KZXImdYgO3AllNF9GIk/hnanAp3TyZfKRFdQEaQC0+l0WBecz+dZGw2AB43E/VLhJvrE4XCwSYaC80lnTVGrFNxEw0uJRML8MzkjdTod7ynM5/Mc2kTrsMjmTVciALBmzRpEo1FMTU3xqivSSrvdbg44uuaaa/g9XFxchMVigV6vX0Y50ICT0vksFgvndRD9Mj09DY/Hg0gkAq/Xi1KphHA4jPn5eUilUjidTtjtdsRiMTQaDQwNDUEqlbK93WKxoKenB1KpFIuLi2i1Wujt7YXP5+OMbpIRGgwGGI1GOBwO7rRDoRCkUinb3ykH/HgCvY4HqxbrWq227Gz5xBNPsJOJ0P1zESJeSiCtLxVsGlwBzxdyuVyOxx57jHlb0h+fd955uOiii9Df349Op4Pdu3dzoBBFfJI7r1gsLiXH2b2Ys74K5bYaPYHfwoE8ypUyhxlFIhGUy2XejkLUBiXL0eNQyhwVFyqKADhLmazfNCSj7SsUfUoFV61WY35+ngs0DQm1Wi1Hn6rVajidTqhUKl4cS9Zz4uxJjUEGEKJApFIpnn76aRw8eBAajYa33GQyGU7Ko60ysVgM+XyeTwqUrkfhTDKZjDl6g8GA0dFRLqAqlQrNZhN+vx/BYBDtdhuTk5McyETvYzweRyAQgEwmw/DwMHP6NpuNo1MlEglL9jZv3oxEIgGTycSdfXee9dDQEHp6euD3+5HL5VgBQtt1HA4Hv6erBXqdDE6asz5dQm8RIl5o5PN5Hi6ReqOvr491s7lcDpFIhAd4Bw4cQLvdZpv173//e0xMTDA3HAwGOS2u0+nw6im7w4EAnJjSboKjNIf18aeglEvQbj8fA5rP55cFHXW79ijCky7diY8GwD+jx+lunmgzC+VySCQSmEwmHqKR65F2IdIQEgBvUFGpVLDZbFAqlXA6nTj//PMxNTWFUqkEg8HAbknq1Ck0iYaD0WiUO3ebzYYDBw5wkl+r1eI9iEQfDQ4O8lUF2cGp8FMGNvHZcrkc5XKZlS7tdhuRSAR6vZ6vQEKhEDweDxYXF7moG41GFAoFVKtVXHDBBfxaQqEQnE4na9SbzSYuuOACPPPMM4hEIpx3TVt9DAYDcrkczj33XM41oYEk5ZjQ+97f33/aPrfigFHEKw5Go5G3l5A0jqiQ7uwM4PlOu1AosJTLYDCgp6cHzzzzDFKpFF8ea7ValsblGhLsMZyDkkQD7+yvYKglsBiNsnbY6XSi0+kgFouxooM6NDK8UEGlLz8VYaIgqbNWKpXMiQqCwEWs0WjwphSiTWi7DEnTarUa70Ik7pcUH2TEkcvlsNvtnKBHCXNU0Gu1GkwmE+r1OrLZLNLpNNxuN+9cJNpGLpfD6/Xye0qUCA0eU6kUOp0OhoeH4fP5OCyKsjb6+/vhcrl4g8zWrVuRyWSQSCQ4wKrdbsPr9aJYLLK+vNlswmg0wmazoa+vj/+/IAgIBoM4dOgQLBYLPB4PXC4Xms0mzjnnHNjtdjz22GOspCF3IhV26ugJNN+gqyNSoZwurFqs6ex2pH+LEPFSQzcXTYWXNnl3Fzuj0ciXxWQWIX3w2rVrkUgkkM1mkc/n+XcoW9lisaBcqWCiYsCi+7XQxsagnXwAdYUM6VKJi26tVkMoFILNZkM8HueCSDkbpN2mIlav1zlUiGI4qcsm6zYApjBoywt1nd2dO3XSJEsjeR9FepZKJc4AITqE6A6LxYJwOMwrwWhwRgtnaVBIZh/izek1AVhGnxCtQ6oSkul5PJ6lDe2pFNxuNxQKBZLJJO9dpOdZt24ddu7cCafTiUqlwjLBXC7H+m5yYlIWtdVq5eQ9AGzOIbpleHgYxWIRu3fv5tCpVquFSqWCQ4cO8YownU6H2dlZ7pxJPw8sDUdJf306sWqxFgQBa9eu5QJdKpVw7rnn8pOLfLWIE8XxKjDO1GN3DxVNJhOSySQXQLPZDIVCgXA4jIMHDyIej3P4kdlshs1mQ6lUws6dO2EwGOByubgzp5S5xcVFBNMlTOrPRd2shffQ/cjP7gGkUsg1Ks6+IIkXdZEUX0qFi6gLoj8MBgN316Q9Jvs4ceuk6CCTCW3Ups6YciparRaHM9GCXuq4tVotPy8ADkFyu91wuVycT00273w+v4x79ng8HKJEOdCkirBYLLDZbOh0OshkMlCr1Uin0wCWTo5utxtKpRKbNm1Cb28vBEHA/Pw8c87VahW9vb0Ih8OoVCqoVqtcn4xGI6xWK1wuF6anp3nFF22I2bJlCwBgamoKhw4dgs/nw7p16zgbRSKRYO3atSiXy8hmswgGg9i6dStHqD799NPI5XLs+qQrHq/XC41Gw9RIrVbjTTPFYhEbNmxgqefpwqrF+vbbbz+tTyJCxNEUGC/EY3ebW1QqFQ+ZwuEwL5JtNpuwWq2IxWIcEuT3+3HgwAFIpVKYTCYMDg4iEokgHo8zP71n716kTSNIWy+GLroXjaf+BymZhDtmKugAmK8FwF/mbgkcWakBLNNDU+NECwnI4EFUBuVskIW8W9VBqq3ujGkqVDTMI4lau92GTqeDWq1mLt/r9cJmsyGdTsNsNmNwcBDJZBKRSAQ+nw+bNm3Cpk2b8Pjjj0Ov17Nmul6vo6+vj6kM4tkpfY8Gin19fbjgggtw4YUX4plnnsHOnTtRqVSwfv16tFotlMtlWCwWjpVdWFjArl27lskoKWmQ5IWkKQeWms3h4WGsW7cOer0e6XSaV5MdPHgQuVyO5YCBQIC3o9NiBLKZq1QqeL1ebNq0CdVqlU0vAPi5yJkZiUSWUSSnA6sW6/e9732n9UlEiFgZuh8MBlfthE+mA1/pMqQvUPdjdedIk+GEiqIgCFhYWEChUIDNZmOzyMDAANLpNPO3Go2Grc5+vx/79+9HGSoU1l0Hmc4K874foxGdRqteRfO5BQIWiwU6nQ56vR7BYBCl5+gQ2nZClAuAZVeucrmct5FQJ0xyQKPRyC49ANw506U3ZUED4I0q9HjZbBYqlYoT71qtFrRaLa/u0mq1LLEj+zoF7ofDYc4iIdqnp6cHgiAglUotG36ef/75kEgk0Gg0SCQScLvdHHBEz0kDvmq1iuHhYezduxfFYpG32ZTLZdjtdrjdbszOzvKQkThrhUIBu92OQCAAh8OB4eFhSKVSJBIJ9Pf3Y2FhgTNZ/H4/K2FoCEn0TCaTYTOTIAgoFAoYHh7G9PQ0UyZEn1HOuNls5hNOMpnE7OwsF3WiWE6XzZxwekmVFfjqV7+KCy64gN1Mb37zmzE1NXXM33vkkUdw/vnnQ61WY3BwELfccsuZPEwRLwCoSAJL2Q4AlnXCnU4H0WgUu3fvRjAYZA53bGwMgUAA0WiUi+vRHpsKcyAQwNjYGOdQ1Ot17N+/H3v37uXHCgaDHJRE9mGJRMIrrchSTV9mn88Hk8mEhYUFpNJpNHpfjeR5H4Q0s4hzE9uhKCxxltQdU1YFGTuGh4exZcsWpliID6ahHqklSGNNyXHFYpE7XurWm80mLxug4SP9LjkbqVMnezh1ifRvGhiSLLdarbIRiJQmxGtToD85Fi0WCzZs2MAZ2Y1GA+eddx5sNhuGhoZgNBrh9/v5MWl/I+miaeinUqnQ6XRYqUK8PZ1wZDIZ9Ho9NBoN54PQtvRkMolSqYRSqYTp6WnMzMzg0KFDvHFm69at3LH39/ezs5Bs/KVSibeO055Fu92OWq3Gq74of9xms8HhcECr1XJeNlFIJpMJRqORJYwbNmyA3+9/YTjr04VHHnkEN954Iy644AK0Wi38wz/8A66++mpMTk5yQtlKzM/P4w1veAM+9KEP4a677sITTzyB//2//zccDgfe9ra3ncnDFXEG0b1IFgC8Xi+A5zthojJoHpJMJgEsdWlOp/Oo1En3Y+fzeU5BIzNFN6grpP1/TqcTcrkcxWIR1WqVl8CSi48GbpT4ptFoYPINIei+FOWWBOon/x8k+RCibjebIGj7SqFQQC6XY2qi0WgwP0uqD+rc2u02UySkBqHbScZH+mXKSLZarTCbzcuS84ClkyDFpdIgkoZ6NCwjTTbpjclWThtryNXXbDaxuLjIdnKCzWaDx+Nh6SOZcigcaWFhAdFolD0bkUiEFSd2u503ljscDmzcuJGDsCqVCnp6evgzoVQq4fP58KpXvQrPPvvsYQmBgiDwajGLxcJXF/39/VCr1VizZg0cDgcmJiY4R8RoNCKXyy2ddFMp+P1+zMzM8PuhVqshCAJfNYyNjcFut2NgYAC9vb3codfrdTYIbtiwAclkkvXyp7urBgCJ8AJOC8mi/sgjj+DSSy9d9T6f/vSncf/99+PAgQN82w033IB9+/bhySefXPV3brrpJnzjG984I8f8csKZHPKdyONHo9FleRu0FzCfzyMSifBQqtPpcDA8sNSxkhnlSM8TCASYEonH4yiVSmw3npiYgFarRbFYZKfb4uIid2x2ux3ZbJa3uxClQDkRJrMZzb5tmJD0QxN6Gorph9BuPr9txWKxIJPJsL640+nAaDSymUQqlWJgYADAkhY6nU4zBVIoFHgjS/fiAKISaFMKAFgsFpjNZshkMn69VOxpaEiuQo1GA4/Hw7GqxFULgsAdPu07pC5VqVTC5XJxp67T6eDz+aBSqbizJP1zLBaD1+uF3+9HMpmE1+uFXq/H5OQkD+aosLpcLjgcDkilUiwsLABYSrMjqWAul+MlBdVqFR6PBw6Hg7OuS6USnnrqKRiNRu666URRr9dhtVphtVqh1+tx3nnnQalUrupMJUosGo1iZmYGqVSK5ZOUvEeDR4lEglQqxUYniUSCnp4erF27loO9AKCnp4c/y6drFrOyrr2gOmvqPMjlsxqefPJJXH311ctuu+aaa3DrrbfyVFzEyeFMDvk6nQ7Gxsa4e6EcimN1wlRsx8bGUK1W4XK5EA6HOReDviTdlt2jvY7u4CWz2cxTfeqQSQb37LPPIpfLsSONbMnxeBwWi4XVGVS44+UOJH3XQVrVwnboR0gf2ov0c5yzyWRCp9NBOp3m4yJ9caFQgEKh4N1/oVAIGzduRPO5hQJkeKEFts1mk68+VCoVr5giw0Umk0E6neb9id1BTpRnTZ20SqVi/bNCoeCrBepISbctCALz9PR7crmc0+TsdjsKhQJviCHNNG24oTxvojza7TZnkJCdu1arcUSr3W7nYZ7JZEKxWIRGo0GxWOQOdmFhARqNhjv1UqmEwcFB2Gw2jI6OIh6PIxqNIpFIYHFxETqdDsPDw0yx0XsQCAT4M0afkUAgALlczjQIyQDz+Tz27dvHEbcUKLVt2zY89dRTqNfrcLvd6O/v5zrk9XoRiUROq1PxSHjBirUgCLjppptw8cUXY9OmTUe8H2157obL5UKr1UIqlVr25d++fTu2b9/Oe+xEHB1HGsSdDsTjcR7CUe6yxWJZ9b5SqfSwIm4ymZhj7e3thdFohFqtRjgcZg7WYrHwpTUV7pWvo/tEoFareZXWI488wnraTqfDOcXdA7huCzRt/IBEinrvqyG85ipIpndAMv0QqioF65epI6XLX71ez1vFV9qzrVYrCoUCgsEgdDodZ0zQ4xAtQhI8WmBLw0Xi36VSKcrlMlMdpHUGwJfxFLhENAvpqY1GIyqVCjs4BwYGoNPpkEwmYbfbsXbtWsjlcgSDQTbfUBcNgDNEKMyfpHTtdhtr166FWq1GNBrlnxMVQ5JF0kJ3Oh286U1vQqfTQSgU4r8hZZhQJjaZjAwGAwYHB3kWAIAT9oaHhxEKhRAOh2E0GnHeeefxYLb7hE6fjUQigVQqxRQSzSrOOeccrF+/fpkLkTbKbNu2jaWHMzMzsNvt/P74/f7T1vQcDccs1qFQCPfffz8WFxeXZREAOCHq4SMf+QjGxsbw+OOPH/O+Kw04xNSsvP2aa67BNddcg5tuuum4j+OliNNFX6yM+zwd4TIEyl+mq59KpQK3233cv0+77ejY0uk0UqkUUqkUJ94Rd53P52GxWLhQZ7NZ1uT6fD54PB7eNv3www8jEAigWq3CYrFwEL5CoUAul2OqoztxLhqNLn3mDE7URt+GjlQOPPRN1JMBAEClhGXxolRoaAhIHWp3Ql2tVmNulRYY+Hw+9Pf3cwAURZlqNBrOAKG4UhpGqlQqTtKjQkKDV51Ox/cnRQetC/N4PKzrpsxpojPotddqNZjNZmg0GjidTlgsFs4ncTqdzNdWq1WkUilEo1Hei0hDTuKCyaBDJyGJRMKWfBp0btmyBclkkg0pRNHo9Xr4fD6k02m02204HA7+u9LfNJfLcfhSNBpFb28vLzaoVCpQKpXLGhMaVlMwVCgUQiqVgtPpxLp16/jz0q11l0gk2Lx5M38e6OqC6hDJ885kN92Noxbrhx56CG9605swMDCAqakpbNq0CYFAAIIg4LzzzjvuJ/noRz+K+++/H48++ih6enqOel+328272giJRIIXdL4Scbroi9Xoh2Nh5YmCEsVWnjhIO0uWaZ1Od8zH735sunynk0kgEMATTzzBXfTIyAi8Xi8vNs1msygWi4hEIuygA4BwOAy9Xo/h4WEcOnSIg+o7nQ6y2Sz8fj87GMfHx5HP57mzJhVCvdGEsPZytEdeB0P4KTTHf4tMKskBScQ30wmzOzKUCjNRDRqNhpPxyJVIRZ1ySCQSCWucZTIZFAoF7x1sNpt88qHLbUr6I1qDulaSpdE6qVarxYNNGiSSs5G6cVKq6HS6ZUtxN2/ezCeOTCaDvr4+AEtUJm26IWNMq9XC0NAQJiYmUKlU2M5dqVSYNgkEAjxgNZlM8Pv9kMvlcLlcsNls3G0ThbR+/Xrmgbs/q8lkkjl56vYplpbyv10u12GNSXceTK1W4yW33e85DVjp5EInCFImpVIpxONxaLVabNiwAa1W6wXpqAlHLdY333wzPv7xj+NLX/oSDAYD7rnnHjidTvzVX/0VXv/61x/zwQVBwEc/+lHcd9992LFjBw9XjoZt27bhV7/61bLbfv/732Pr1q2vWL76dNEXq9EPx8LKE8XExATHRHafOFwuF4fxU5zoaugu0GTpBsBfjv7+fkSjUezbtw+pVGrZxm7KbaCOsVAoMCdcKpWQzWb5MSORCFMc9PvdLsDx8XFks1mmPYjL7egdqK57EwRIofnTLchHZtjtptFomENeXFxk6oSs3NTZKRQKHjaSZppeuyAI7HKjort27VpOxtNqtew+lMlkMJlMrI3uTsgDwKuo6DnIJt7X18f5Jnq9HplMhiOP2+02nwiy2Sz/DlFWRLXQv71eLxwOB0qlEh5//HHuzpVKJRwOB3ea6XQaxWIRWq0WHo+Hn8PpdMJkMkGhUCCTySCfz2N4eJjDnuik73Q6eQMP/S1WXj2S3JKknF6vlwezCoWC5Y7tdhubNm1iSSipY+gKSqfTsWWcTqQOh4M19HSSoGOgmQppqI1G46qmlzM9wD9qsT5w4AB+8pOfLN3xuQmtXq/Hl770Jfz5n/85PvzhDx/1wW+88Ub8+Mc/xi9/+UsYDIZl2401Gg2ApRNCOBzGnXfeCWBJ+fEf//EfuOmmm/ChD30ITz75JG699VY+jlciziR9ARz9Q7byRFEqlXjpRPeJo/uDTce52hVAd/FfWFhAuVyG2WxmCsDn83HYkVqtZoVDKpVCoVBgFYdMJuMhFm0xISUG8DwXTS7DRCIBQRDYDENbUCia02yxIus6D1nH+ejs/x3Kz/wSjXqNeWTaY6jRaDAyMsJqje7tKhRqREWY+Gj6OXG73R2kWq1mPTXx1JQVTUWGKBWiEWhnInHdjUaDNb+9vb2QSqXMn9PAj7rtTCYDjUbDRQ4ABxORK5IkcHa7HeVyGW63G41GA06nE+l0mq3Zvb29fOVA8wFSUlDIk06ng8PhQDAYZH20Xq/H/Pw83G43crkcFhcXMT8/jzVr1vDVUzgchsvlWtYUEEgnvX//fvj9fkgkkmUZJdFoFDabDT09PQiFQpwNQpp5+tusWbOGrziOJCmlzzYNIpPJ5LIFCat9tonzDwaDTJOcjqJ91GLdbaf0er2YnZ3Fxo0bAQCpVOqYD/69730PAPDa17522e233347rr/+egDgwHHCwMAAHnjgAfz93/89vvvd78Lr9eI73/nOK1pjfTL0xYngeNUVxDV2J8F1nziO5wqAvlThcBiPP/44KpUKNm7cCI/Hg0wmwzZhMk6kUikkk0ne1yeXyzk/mqRllUoFmUwGkUiEeWGS7DWbTZhMJu4qi8UiS9CIx80LGgT8V0ICQLbjm6iGD0HoLCklKM3NYDBwdzg+Pg4A/DM6KdAWcDrZAOBL7O7YUuKRybhCYUPE+XbnS5OzkPYXkrSOFDc0YCS7OQX6k0XdZrNBrVajp6cHWq0W5XKZqRIKdjKbzWi1WjAajay/TiaT6OvrQzqdxtTUFAqFArLZLBc+4s8dDgcSiQQUCgUn2ZGD8I1vfCPS6TTGx8d5XZZKpeLullyJNDwmfrvbHr/ys+T1ejE3Nwfnc0sbHA4HYrEYfD4fR9OSdBJ4ft5FV3perxdGo5G1+PSZVKlU8Pl8qNVqmJmZweLiIq8fI9lio9Hgqzsq8is/2xSlSs97OlVXRy3WF154IZ544gls2LAB1157LT7+8Y9jfHwc9957Ly688MJjPvjxSLjvuOOOw2677LLL8Oyzzx7zd18pOBJ9QR1xrVbj/XEajeaoZ/LVuuijFdmVJ4pNmzYdxlkTugs7GVRIOkVcdyKRQDKZxKFDh7jTjEajaLfbGBoawtNPP80ZFPv37+fXZTKZsG/fPkSj0WXJckS9rF27lgsFFX3a7UcDJuJ0gaWMjWQqjaR9C3LuC6BffBx9tVnsT4eg0+l4Gwp10FRQrVYrarUay8nosehKAgBfQpMEkE5QGo0G2WyWF+CSzZsKNRlviKuWy+Usq7NYLNxNA+AYVFJqkFGGdNv0WQDA1vZisQiXy4VQKMRdOqUMulwu3v1I2mpKkaNgfpIo0hCw1WohHA6zTp0iUM877zz85V/+JYAldUooFOI0Pura3W435ufnOeypO1LV7XbD5/Ot2hQ0Gg309fXx6/R6vfD5fMjlcryrEQDS6TR8Ph8PA6VSKaxWK9xuN3+XSO9PTYpcLsfc3BxfBeh0OoyPj0Mul7OxplQqQa/Xr6poo88/ZbPQlp3Tpbo6arH+xje+wR/IL3zhCyiVSrj77rsxPDyMb37zm6flAF7pOBWeizriXC7HHCXRA0c6k6/WRR+NZlntRNFdwMm6TcoA0szW63X09/cjm82iVCrh0UcfhcfjQbVaxcTEBLvi8vk8d6Rbt27FzMwMx5Ju2rSJuyiSdBmNRoyOjmJ2dhYSiYQ3dSQSCczPzy8boNXrdV6vZLVa4ff7OfsiWgEWR/4CUqEN7RP/AZRTKFqtvN2aeGbqUOkLR0tdDQYDp/F1L7klOodeG8n3APBqK+qsSQJHvHL3BhbKoCYddKFQYGceLWIl7rU7CyWTyXAXXa1WkcvlcPXVV/NyWIPBAJ1Oh+npaXY0kmqH+GySMBLdQhkaFI1aLpcxMjICpVKJHTt2sNFkaGgIDocDl112GVvUW60W/H4/r7xqt9tQKBQIBoOIRCK855AULUS3Eke/Ur8cj8c5fIpURxqNBhs3bsRjjz3GBppqtYqxsTFs3ryZZXwrm4uVTQqpaDweD3f11WqVP0cWiwVOpxPNZhPJZPKI3ws6QTgcjtNKWx61WNPCR2DpQ/uf//mfp+VJRTyPU1F60IeNOMvurvZYvwM830X39vaeEM3SfcwkgbJarZidnUWtVuPFovPz82x62Lt3L55++ml2wIVCIVYT0AmmOxaTumubzcbDMypsqVSKDRblchlTU1NIp9O8lZrWR2m1WpaAJZNJnHfeeVBrdRhvefCMxQx36lm0DzyEeGqpw6LtJaQQoA6+VCqxJbvT6bC5qzuHmuRepCigokTLDehERoFLFNLk9/sRDochk8lYPUGpelarlf8mSqWST6qkQX/d616HX//61yxB7OvrYx6cLO7Akgntta99LQKBAMbHx5lnpyS7ZrOJXC7HzzEwMACr1crdoUajYXNRf38/nnnmGUxNTWFubo4DoWgIefXVV8Pj8SAcDmPXrl0oFovM2ZNXgoaqF1xwAaanp5cl3ZXLZQ5Kov8Flk5EdEXn8/kQj8dRrVaZDspmsxgYGGCah4bBcrn8iN+n1ZoU+nxRJjcpbY6H4qPG5kzRlscs1rt27TpMMpfL5XDeeedhbm7utBzEKxmnovSgDxvZtYnDPdqZfLUP6ImqRLqPmbjVQqHAq6cmJiZQKBRQq9Vw6aWX4sCBAyw5IyUGbTAh955Wq8Xk5CRsNhsKhQJ3kzabjT/0c3NzCIfDOPfcc5FKpTA+Po7FxUWOOiXbt8vl4k0eNFtRqVRo6Jz4Td4FSbuJP9dNIdMJYk6xRDVkMhl+HqvVCrVazZQJybkoqIcML8S1koGGOmgCRXWSwoF2J1LWh1wux+LiIu8CpGOgcCkastKAjwoRsNSBPvDAA2g2m8zH0gms3W4zv0wxo6SiIKrBZDLx5pNYLAaTycQyNXq/yHU5NzfH+wspsa+bqqHOm44lHo8jFAohGAyyXI6oEpL00Ymh0+nA4/Ggr68P4XAYxWKRrxYrlQrsdjuCwSD27NnDRhQyGnWry0qlEpt7aOjpcDiO+n1arajS8dOWdmpYT2TIfzKqq+PBUYt1IBBYdYN5vV5nPkvEqeFUlB70YSM1hdFo5FyHY/3OqZz1SY+cy+UQi8VYsSCXy3Ho0CHuIPP5PB577DHmiyuVCqLRKORyOdxuN8vYaHM2RYC6XC5s3LgR1WoVfr8fsVgMMpmMV2A98cQTsFgsyGazWFxcRLVaZauz3W5HLpfjjA2VSoVgOIr2utfhf1JebGjPw56dQPm5vI1isYh8Ps+0BADukmngRVcvFIZEjkDS3tZqtVUTAWmoSBwvndjoOUj5QaoMkiTSSaxarWJkZIQvvROJBLslXS4X0uk00wBarZbDlWZnZ5FMJjE6OooNGzawbDGdTrO2Wq1Wcxfu8/mwYcMGBINBaLVaeL1eqNVq7N27l/XXAwMDrCF3Op0c7k/mHlLJ0ICPUutkMhmi0ShHnxLXHAwGEQqFEAgEYLfb+TvQbfPXarUc6EXvWzKZ5M9sN6et1+t5Me7i4iJvuTma3He1oiqVSjEyMsIruTqdDsLhMBwOx2FzoRcaqxbr+++/n///9u3bOZ8BWPoAPvTQQ6d1EeQrGadSPE/mDH46zvqkO6VFpI1GA5OTk5ymJpVKkUqloFarkclkYLVauUtaXFyESqXC4OAg5HI59u3bh2aziVKpxMtUnU4nEokEXC4X9u/fj0gkskwlEQgE0NPTwxZ3UlhUq1UUCgWmSzQaDeINJRqX/X9QSlrobP8XLAgVNL1emM1mJJNJlpGqVCoukBRJSg5FKgjA81nTlIlM3TNRJN2oVqs8kGy1WpxAR9ZvMokQRUI/o4Gs0WiE2WxGuVxGoVBAu92G2Wzm10r/mc1mltVWKhWW0On1es6x1ul0OOecczA3NweLxQKDwcDyRpfLBYvFwsW8Xq8zx01KGKII5ubm2H7daDQwPT2NTqeD3t5eXHTRRVwcKfuErkJox6TD4UCj0eC0voGBAb4SMBqNsNvtPJymfA+68qKTXbPZhM/nY8ld9+Cb3h+LxXLScjkKaBIEAel0GjabDSqViv0FL6QRphurFus3v/nNAJaMCisXESgUCvT39+Pf/u3fzvjBvZg40wJ3QrcVmLqCE32+kznW43UmHklxQlkeJGFat24db48+dOgQF6fuIlUqldDf389ddD6fh9Pp5MwHumTesWMHrFYrF6VYLIZgMMi6Yhp0AeDnINVGvV5fkoYZTSgPXo6S4xzIJ3+L+sGHUS4VUXuOR6ZBFHVwZPkmkwsV7JURC1ScSS63chvLSpADk1LxyB1H7wvlNZM2Op1Oc+oe6aGHhob4yoXoEBpWCoKAXC6HWq3GlnpadeXz+Xg4S4NV2lJDG2DGxsZYdUJdt16vRyQSYfWHw+FguoJ09JOTkxAEAa997WtZd0+JhXTyowEpOf1GRkY4nvXCCy/kwWI8HofJZOLX2Wq1WCNNof4+n2+Z/ny1z7jH4+EZDGHl3+9EQSoR+tufzjydE8WqxZo6hIGBAezatQt2u/0FPaizAScy+DueYnms+5zooHG1yEeFQoHFxUXm97pzMo71+o7kTAyHwxgfH0csFoNEIsGmTZtgtVqxe/dupNNp/h3SX4+MjGD//v2cdUHdtc/n47yLWCyGVquF3t5e9Pb2IpPJoN1uc4APLQUIBoMAlvbndXOkMpkMqVSKeWIq3OQwq6jtkLzmb1Gpl9D6zT9D2iyiUa9xt0cDOypMNpuNTx7deR7dO/Souyaqira0kCSPhl1kNafiXalUUK/XuYDS35/yOVqtFqs66LKeDCpUtMicUiqVmL+uVquoVCqsBdfr9QDAHTXleAwPD8Nms2F8fJx1yX19fdDpdBwLarPZeKBIbk+y52u1WkxPT8Nms/FrttvtHJBFw8WxsTHe4kJGnPPPPx+tVgtms5nDmKhTpisuiUQCh8PBYUhzc3PI5/M8B+nt7eWrAJ1Oh9HR0aM2IidKK9L3iK7KaD+n1+vlE0N3XEC3HPVMNXBHwlE56/n5ef7/NLx5peBEBn/HU2iPdZ8THTR2P153yH4qleIiQxkOqxX943Umjo+Ps8qh0+ngwIEDcLvdkEqlvDWl1WrB6/XC6XTC4XDAbrczn7mwsACdTgedTscFkThsAMy72mw2HDhwgOkTGvKsdP51h+Y3m01YLBZWZ6g0Oqi3vhWazVdDPrUd8oWdqDdqaD2X7SyTydgVCID58u64UKlUyt0f8Lypha4yqJOmbpn0ygaDgS3m2WwWAJhWIV6aNoqr1WpoNBrIZDJUq1V2OlIkKq0d02q16O3thUKhYJt7T08Pd/25XA4HDhyAXq9n0w6l9rXbbVxxxRXLLNHj4+OsTiEt8MaNG6HX66HT6ZjOIfqBLP70XiSTSQ77JxmbzWZDMBjkDVBWqxXr16/nQarf7+cBriAIMBqN8Hq9HClLTQXRf2S1r1QqmJ2dhcViwcUXX8zyu2MVxxOlFel7lM/nWf4KLA1re3p6eB5E9yEzzemOGD4eHLVYdzodfPnLX8Ytt9yCeDyO6elpDA4O4rOf/Sz6+/vx13/91y/Ucb7gOJ4zNJ2VZ2dn2VZ7NOfe0YrxiTxfvf78hgoAHEdJ6540Gg3//yMV/ZUGlmq1ivn5eZZCKZVKRKNR3pVInSLxlqRaUKvVqFQqSCaTLCEjuzB1JbQwVaFQIBaLLSt28Xicdav0ZanX6zxM7NYpUxYHyeqoAzaZTKjr3NBdcQNaxRTqv/oSWrUcv5fd+mUCaWGJ9qBCQFtIukGX31TMqLDTdhWdTsc5HgaDgakZGlrSv0l2R38rCs5PpVJ8IiMOmQpoKpVifhZYMplQlx4MBhGPx9mpWS6X0d/fj5GREWzYsAFyuZw/LySZoxwPjUYDg8GAUqmEXC7HCwSoWJHRiGR9mUyGu+nuz9TExARSqRSMRiNnbU9PT3PBbjSW9h/6/X7Mz8/z90QqlcLpdPIgkCJMTSYTEokEUzoymQzJZBJWq/W4hu8nq2zqlr/6fD4OzVKr1ejr64NUKuVFD6RnJwPOC9VhH/UZ/vmf/xl33HEH/u///b9caICl7Q4/+MEPzvjBvZjoziU4ksKCzsp0SZlMJo9YaEnPCmDV+9DzUZRmrVZjwwlNpH/3u9/hqaeeQjqdRqfT4aB1GiCRnMxgMCAajSIWi7F1e7XXJ5fLEQqFcODAAd6gMjs7y5xzMBhkzhgAS87IbpvNZvm+Op0OsVgM2WyW3Ww6nQ6bNm2CSqXC5OQkCoUCNm7ciP7+fmQyGYyNjSEUCsFms/GGkVarxRtDDAYDjEYjXz6TbA1Y+pLVajVApoD0vLdBd+2nUB/7LQr3fwUopznGk4o1FXzKelYolraGUzQm8e90IlgJKtRk+FEoFLBarZw6ZzKZIJFIWCUlkUj4BEc8MlEu1M1TaBJtCqcckUAggEQiwYWdisTo6Ci2bNnCm2J0Oh1TEhqNhpUdHo8H5XIZ4XCYP7/j4+MsR6tWqzhw4ABv6CYn45YtW5h2UCqVOHjwIBYWFjikiTZ4k0yzp6cHJpOJr6zoqoCyTpRKJXp7e+Hz+eDz+TA0NATrc8YjSsJbebVJMlQ6CVKE67FUTicL+l7Sd4+S+Px+P/r7+5fRiHRfaizIcdqdW3ImcdTO+s4778T3v/99XHnllbjhhhv49tHRURw8ePCMH9yLieM5Q9NZmYZzZJVd7UO12uXZajw2ObTIUUUfBPriKRQK7kKoc6FjIFtzJBJh5xjJmVaTKEmlUtaVPv300wCA9evXQ61WY//+/by1g2RqW7Zs4ZzgvXv3LguWL5VKEARh2Re1Xq/D6/WySYQS5cgKTpKyUCjEcjKa5gNgmoCGb/RFYsrCOQzVJR9Ap5iC8NuvQJJfMtSQcoIGjzTJp8xkYGlwRJwvfVnp9SiVSnYi0v9Swh3FiALgDeJU5EnTrVQqOfSfNudQt07DUSoApAohWof+LgaDAclkEj09PczZkiSPku+GhoaQTqc5D4VWXxWLRfh8Pu6m6bXRa6HlsKVSCclkkqWY9DmlQjo7Owur1cra6NnZWQ5BInqFHJ7UQR86dAhms3mZlI4+eyu/A0aj8bD8DzqREn9vsVjQ29t7xugGOiY62RLNcbTvMGWb0BXCCzV0PGqxDofDGB4ePux2Ctl5paObSliZO7ASqxX/ldkE9EFejS6hjAhSRNRqNQwODsLj8Sx7HOoi6ctEvO9ql2oUUzo/P49YLMa0SW9vL8rlMmuoSf2h0Wg4P7per6Ovr49jKOn52+02arUaTCYTKpUKDh48CLVazZf8tVqNA+epm6eiQl984mWpS1cqlRwpWi6X0ZbI0By5BrI1r4Fk7JdQh55Bs9FAoyvonrpwyuaoVquw2Wwc/RkOh9FqtZj/pn1+1GXTe9z9bwDcgVHBJB46kUgwl0yFnZQY3UqOfD6/bKmAUqmEyWTiuQMZRehvSTQN5YxQNx2Px/H444/zCZc48GaziYMHD6JareLSSy/lZbWFQoGjR9VqNQYGBli5MTg4iEwmg927dwMAy/0GBweRTqdZDmmxWDA4OMiLIoClq7rNmzcjFoshkUjAZDJh06ZNqxayld+Blbs4afA6OjrK6Xb02T1TOBHapPu+RJudiRTMI+GoxZr89hQ8TvjZz36Gc88994we2NmG1brgIw0zVobqA89TH92SOFI9dHfGR+OuG40GR32SgSAajaJarfJQjn4WCoW4kNDGlXPOOeewy7pQKMR5FVSsyWhCHGw4HIbf7+cdifv37+fdd5RjnU6n0Ww22cBit9sxODiIUCiEQqHACXMUV0qvh7ZaazQaJBIJLlZ6vR61Wg2zs7McEWo2myHYBtE+7y8gKcRQ+tlnoJU0UK7XWSHRneNBoMEhyQMp74IC/6krpasGytDIZDLI5XJcqKnTJ7MHNSxutxvxeJy/vK1Wi1d7WSwWHjBKpVJee2Y2m3kpMO37I+65v78fTqcT4XCYO9mhoSEcPHiQTTESiYR1y/Pz82yIslgsrDMnzXuz2cTQ0BBfdQ0MDGDt2rXYv38/a9wp9U4ikWBxcZHzMIiqoU6ye+UayRe3bNnCaiLSVh+NZz5aABlRi0dLt3uxcaZTMI+Eoxbrz3/+83jPe97De/DuvfdeTE1N4c4778Svf/3rF+QAzxYcSc2x2ll5ZXYGsLT9uPv3unkuCsun7NvVPgiUTEf/JqleMBhEKpWC3W7ny3jatkMbdux2O5rNJvOp1PHQdgziYtvtNgKBAHp7e+H1epctOo1Go5iYmIDf72cr7+7du7G4uMiOv0KhwI+fSCTYAk6hQtlsFk6nE61Wa1ncJlETpDIQBIG3TptMpqVY1FwR1fXXQj1yCaTP/hzK6D60O1WQupk62tX4efo5bWQh5yIpTGhYCoAHhyaTif+XumiiQ6hQkwWdri6MRiPzupQpUq/XOYKU3H5UoMlsQhu9acBH3P1FF13Ew9upqSmYTCbmSsfHx9lAZLFYkMvlYDAYWCsNLLkEN23aBLPZDIVCwXZq0kqTTZ2KNN02PT3NCwFqtRrS6TQPs+fm5mA0GnHllVdyEY1Go7x/UyaT8efgSJQgfT+InpJKpTyo12q1bJw5HYXwTPglzpSd/Fg4arG+7rrrcPfdd+MrX/kKJBIJPve5z+G8887Dr371K1x11VUv1DGeFTgRad3K7AyCQqHgWM+ZmRke1lE2BH2QVvsg0EYO6q6TySTS6TRnLgBLxc5utzOfTYUFWOqik8kkqzRocEmyNIqYNBqNEAQB1WoVPp8PDz/8MBec2dlZ7Ny5EwMDAzxM7ZYM0nCTeFjSRZOGOpvNolwuH5aNTc5HCuuh4k7Uh8K3AYZ3fAadbAiVe/8RQiWH2nNqAjJ51Ot1aJ6zkK8G6qolEsmqOR70eyRho9B6oi+6t4JTx0onOxqwksKE3hPaSUk8tNvtXqbrJjqJfk4nY3JXAs8vBlhcXITJZILZbOYMkY0bN3KuNNE4oVCIuXKiSJRKJaxWK0KhEOd/UCASAD6JU+b38PAwZ34DYKdkq9Vi6V83F02ZL9SgaLVaaLVaDuBfqfdf+V3au3cvzGYz69TT6TS2bNlyxO/XieB0rcQ7G3DMhbm0lPblhuOhKrpxNHqi+7FkMhmmpqbYTmswGLhgUvdJ3G25XIbBYOAvwNHO+MlkEk888QTq9Trm5+cxMDDAQeqlUol5Qgo1arVaqFQqvG+w1Wrxlg+DwQC73Q673Y5oNAqJRILe3l5eJko5GBTsPzAwgEQiwcH2MzMzSCQScDgcbEShwkZGE2CJNshkMqzRrlarXKw7nQ5/QTUaDZLJJNMHlNTXggz6be+Gbv2lyPzh+1BE9vJVAQ0GqUAS/UHv4UqZHrnQyHlZLpeXSfHoNRQKBeYj6Wqj++9CGmR6XLPZzLQAUSRU2CltTi6Xw2Qyce4y0UHUYdPVjVqt5ghT4sEnJia4S9fpdLzQlrax0LFbrVYIgoADBw7AYDCgt7cX69evRyaT4Ss82k/Y7ZjtLtr0ufb7/Wi1WrzqKpVKQaFQsIuQhsfd343u/ZvdMkSFQsE01JEWWpBEDlhS65AO/nTgVILSzjYcs1gDz3OlKy8xu22dLzUcD1XRjZX0hMPh4B1y5CBUqVTYs2cPYrEYbxXx+/0YHR3lyzqiLwwGAwAwpdCdv7IaDh48yMe2uLiIaDSKLVu2wGq1ore3F6FQiPW4LpeLXYOCICAcDiMcDuOcc85hrrPdbmN8fBzxeBxutxtDQ0PLuiKKyrz00kuxsLDAGmez2cyXzblcjo0gtE2bihwpD6gjI2cbZSh3q0WI7wXA2dBy30Z4/9eH0YjPInbHR9EqZpY54Oi+JDOjvInuHYUEmUzGpgoaZpI+nD7TpO8mdyNRJEQ9UBAVFV+ZTMYnCirqZP/udDpsX6diTLRHX18fRwo4nU5+XtoiTp3otm3b8NBDDyGTybADsFAoIJVKYXBwEBs3boTf7+f5QiaT4Z2Ver0eFosFxWIRjz32GNavXw+fzwetVouxsTFks1mWA27YsIE76+5N3fRZ9/v9OO+88zAxMcHKFrPZvKxZoWB+svATrUEpkKlUahmdsfK71Nvby6a7Wq3GJ/vTgVMJSiO8UNETx8JRi/XMzAw+8IEP4E9/+tOy2+nLeqQ8hJcCjkZV0Nn3aH8kKoCCICAajbJdtlt9QfsDiaeMx+N8eUsWbZvNxtpNtVq9LKOju+OnJQHlchkWi4UvzbPZLIaGhjhvuLuAklZ1/fr17EgjTpEkVvQlOnToEOdLGAwGjI6OolKp4FWvehXi8Tji8ThKpRLsdjtisRjvG6SNGuvWreMvqFqtxoYNGzA2NsZbVEqlEn9eiM6RyWTo7e3ljdMOhwP1NlAdeT00a7Yh84dbUDn4OBdFkuKRgoPiXW02Gxfd7swNktBRSBIANqpQIaWhZHeHTrsLqTOmzSWHDh1i1Qb9nKSBarUaxWKRLfXdhiAynKhUKqYhqHukPZLJZBKbN29muzepRhQKBYcHUTDUq171Kl4QsHXrVoRCIZRKJfT09LCjtVqt8iCXhp1k7aeM8GaziZ07d2JwcJBDko40ixkdHWVbNjlGo9EoXC7XYcH8kUiE1SxkauoukiupvuPZwnKyOB3DwLOFSjlqsb7++ushl8vx61//Gh6Phz/QLwd0n3G7X1f32fdofyTqRujLFAqF4HK5OJ6TitbKx3K73dyFpNNpCIIAjUYDp9OJxcVFtNttbN26FRqNZlnH73a7MTk5ydI8jUaDhYUFmEwm/gKSWYbszouLi5zXQJI/6gjpaoBMHqSp1Wq10Ol0yGQyOHToELLZLEwmE5xOJ7LZLIrFItRqNW858Xq97Nqjy/tcLoft27ejUqlApVJxl02qCBq2ZTIZBINBPvY4zBD+7P2QRA4idvtH0CrnAIDNPt0FtVsTTdtL9Ho9nxCIR6WAou5QITLc1Ot1VjSQPV4ikXAuhyAIXITMZjPWr1+PQ4cO8YnHZrPB7/fD4XDAYDCwAalQKKCvr483xRAtolQqeWWYVCrlhaoOhwOTk5MYGxtDT08PnE4nZ5icf/75yGazSKVS6HSWFgqr1Wp4PB42acRiMfT09PAgMBqNwmg0chodDToTiQTMZjNKpRKv6qKTD9nmj0QTUIGNRqOH+QBWUg0k6yOFUG9v71GLpFwuP20c9ZGO+1RwtlApRy3We/fuxTPPPIN169a9UMfzgqH7jEucHRXvTqfDLrLVth0TqFujeMmxsTFotVrEYjGemr/pTW8C8Pyi2ImJCcTjcSwsLMDj8XDQUTabxYYNG3Do0CE89dRTbLu1Wq3cgY6NjS2zJJPaY3p6muVnbrcbMzMzaDQaOHToEPx+PwYHB2G1WpHNZqFUKrFlyxY2RBSLRXZujYyM8OCzVquhVqvhiSee4K59eHgYs7OzyzaeJJNJDA4OIpfLweVycT70wsICv0d0aWw2m5FOp7nzzeVy2LNnDzy9g8iPXIuOeyOyv/suKtPLr+SImqEvDQ0uu5e3dnPZANg6TPQLofvETINB6rbpaoX4YHLeJRIJ/pnD4WCqpZsfJwMHsJT+Rlc15KKcnJyEw+Fg7pxO7LRFZtOmTUgkEnA6nSiVSvB4PDjnnHMQCARQKpXg8/lgNps517s7x4UWDtAGeL/fj/Xr13Oo1MLCAl8FyeVyLCwswOv1smuSXtfx0ASrFa6VVIPf7+eB6otJG5wunA4q5XTgqMV6w4YNx7XF/KUI4naj0Sh3yVS0iVMFng90WflH8vl8CIfDPOSieE2ST1H2A3XPpLbYuXMnh9YbjUaWtAmCwHI+ymtOpVJYXFxkznXdunW82DQQCMBkMsHlcrG2lcL76dJcpVLxiiK9Xo8NGzagp6eHh46UXEd0wuTkJHfher2et48T70wdGw3ouoeR9Xqdbc7kTCTtMHHdlUqFiwPpZ9vOESTOvx7t+AxKd38K9VTssL+VQqFg5x9Fp9JQyuFwMCVA6hFSmlBYFMnuKJODIkjp70aJfiqVCjabjXcSkoKk/pyOm94nYOnEbrPZYLfb2cyydu1a5typY7VYLNy122w21nuT1pqoArpaaLfb6Ovrw8DAALRaLdxuNw+RTSYTLBYLyzCJatFoNGxCAcCfCXIpkqabok5nZ2cRj8fR19eHvr4+VKtVBAKB46IgVitcq1ENRyvOZwsHfLx4sXTVK3FYsSaNJAD8y7/8Cz71qU/hK1/5CjZv3nzY1gWj0Xjmj/AMIh6Ps4Y8k8kgGo1CoVBgdHSUlQIU09mdDAaApUg0YKQvHRXLdruNer3OQ69SqYRHHnmEL8/1ej3m5+cxNDS0rNsjGZ1CoYBarUYul8PExAR3YKVSCQMDA9BoNDh48CCKxSKApYKUSCT4A0X22Vqthp6eHlSrVczNzbG1tt1uo7+/n7e7ZDIZqNVq7qL7+vowNTXFi1K7E+uq1SrHaFLATavVQiaTQaVSWebSI4s5nZA4i0OhhuayD0Dedy6qT9yJ+uxTnBa3EqTcoPhQiqykLz1Fm1IRJiMIAB4YEp9MGulqtcqX/pSIR117IpFgeoXWdkmlUv5dolPS6TSnzF122WVIpVJ8AlizZg2mp6d50zpdHdBGl1wuB5VKxVdHFosFr3rVq3ilmU6nY5pKKpXyhh3qgicnJ/kEsmbNGlZk0FCvXq+jp6eHM7vz+Tx6enqQTCYxMjICQRDgdruXJejRbIQ+16sV0iMV5hOhGs4WDvh48WLpqlfisGJNkYAEQRBw5ZVXLrvPy2HACIAvm+kLQl/GSCTCl3h9fX0cPgOAFSDdH1Ra9FqpVHhL9fDwMCQSCSYnJ+HxePhLR7+j0WgQDoeh0Whw4YUXAlgyMdCG5sXFRe4GKWJUEATuuGmdl8FgwOLiIiKRCO+nowzlQqHAXbjVasXAwADC4TBfNhNVMjc3x8VNrVZDrVZjbm6Oi2c3PUARlpQlQYMqKnZGoxH5fJ63mlNYEsWQqtVqdNwbYL36RjRCE4jd/hEo0TxihAHZo0li1615JpkYyd4o64NUKcRZU/Gp1+uoVCrMTXev3CJ5YTabXbZslcwmtJAAAOeh0JAzkUhgZmYGer0eHo+HryDIoddoNFhhQ6+FXsPo6CiGh4dRKpUwNTWFXC4Hq9WKRqOBvr4+9Pb2otPpMJ3S09PD5h+i6LLZLKxWK8fQkhxSr9dzgxEKhdBut1mOR1c3K/M5aPZypEL6QnHAL7Xu+4XAYcX64YcffjGO40UB7aUjy7XFYkFPTw/a7TY7sjqdDgfvkwKAPsjRaBRSqZQXwpJOllQXe/fu5YJHa6NocwgVdI/Hw79bKpV4OBMIBNiuTEHzTqcTkUgEMzMzUCgUOPfcc9kQQ1SDQqFgiRcNyfL5PH8hKGGtv78fjz76KOczkBKELm3pcp0oje6MYyq+xMOTlZyMMKQ1pmGiTqdDu91GtSWB+qK/gsI/iuqjt6Ed3ItWJY8WcMSsdKJYyIRClAMdH50kgOfVIqTIoGzmXC7HWmZ6TJLZVatVOJ1ODlpqt9swGAzQaDSsMvF6vVwE4/E4dDodS+QajQYsFgsUCgWSySSCwSDbrkdGRjAyMoJdu3bxiWrLli3I5/MYHh5GMBiEUqnk3GYy3HSbcZLJJJtKuuNxiX6h2AGpVIpNmzaxqqJWq3ExX7kGiyR61LF30xr0GaH/PRPDtOPhgF9q3fcLgcOK9WWXXYYvfelL+MQnPsEOppczbDYbLz2Vy+W82RpYUlPQRJuiLK1WK3K5HC8FXb9+PXeT8XgcmUwGxWIRyWQShUIBCoUCBw4cgEqlwsjICNuvScKVSqUwPz+Pqakpll/Z7XaUSiVEo1FWM3Rbl51OJ/PRXq8XPp+PuWW9Xg+tVgu73Y5arYZisYj9+/czN67VavH0008jHA4jGAyyoiCbzaLZbPIwjjhduoIiCoSC8bvvR07JXC6HRqPBvDAVeEEQIOkZhfHCd6O+sA+5n3wC0laNJV1k5yaqgTTOhJWbYLoDiboXI5CZhagWhULBJ0OiLyh+k7rlarUKo9HIVwuK59Z+2e12DrRas2YNYrEYHA4HpqamUKvVOG+jUqlw4SOZms1mY15fpVKhv78ffr8fa9eu5VkCsLSJSSKRYP/+/Ww8ocArcqxSsVxpKqH9gHR14XK5MDExwcqder3O9NXROtOVtIbP52Mzy5kaph0PB3y2KDDOJqw6YPziF7+IG2644WVfrGly7fP5WKFx4MABTnqbmJiARCKB1+tlcb9EIsHBgweZg52enmaLMHGF2WwW+XyeB0rEm2q1Wvh8Ps5kmJqawsLCAkcuUpY1fRmNRiPkcjmy2SzHjMbjccjlcmzduhWZTAZzc3PMrVJoE2m4Y7EYF+58Ps+B/kRNtNttjnalLOWV3ScNscj0QZ0udWGkbiDVBdEZJOXTWhzQbXs/pO61yD34n2gu7F3qBp+joIiKoKEsufJoqAeAZXrEgdMx0OCO3ne6giGbt1qthsViQSqVQigUYnqPJIROp5NPoDR8tNlsrL2WSqXYsmUL31cul+Piiy9GKpViOz4NVIGlhMNms4mJiQl4vV5W3+TzeY4l9fv92Lp1K6LRKIDn1Ryzs7NMM9FiBVKlrATF69IaLjphLywsQBAEuFwu5rCPtdh6Ja2xGv1wunE8VMrZosA4m7BqsV7pAHu5gpLXcrkcQqEQKpUKvF4v0uk00x0Gg4ELG116kuGEulcqgGS3bbVaSCQSKBQKsNvt6Onpgcfjwdq1a/HEE09g//79nOjWaDT4kttoNCIej6Pdbi9bQgo8n9FM7rjdu3ezXM/pdKJYLPJQsre3FyqVis0s5NwjWgRYUrnQZTyZbaiToYWyFN9JNIler2fel0DZHxKJZNmGb0EQoFm7Ddar/zdqc7tR+uHHIO80lw35aEBJXS+9HoonJVqGBnrtdhuFQoFt/LQAgZ6bOluaCfj9fjaE0GundVkajQZGo5HfZyrqgiAwv+92u/nkK5VKYTQaUa/X2SRDlux77rmHo2O9Xi/TL+TcpDQ/UtBIpVL4/X42Bk1MTPBVBunzbTbbYUNtAgVC+Xw+diICz28MAlZfcHE86C6kLyZvfLYoMM4mHFG693IywKwG4p+feOIJ3vlWr9eRTqdhMplgs9lY10ph+hT5SEoLypJQKBTYvHkz9uzZg1wuh0AgwFQKLVQdHh7Gjh07eA1TMplEPB5ntQhN9BUKBZxOJ29qzmazeOaZZ6BQKLjjpjQ7nU4HtVrN67i6F42uWbMGmzZtwiOPPMJdJnHfVFBp4wctNaUOm8Lss9ksm1lIFVKpVLgY0RIA4PkkPwCQaoywXnUDVL51KP7hP9EJT0D+XAdN71m3XZuKNoUskcOOZgrdoUukBiFNM+mkSQpHem7KWqGrAOI+6e+3YcMG9PX18bKEZDLJr4n2ElKkwODgIJLJJNMmKpUKi4uLzKOS/ZpSCj0eD0wmE9atW4dAIMCZ2r29vejv72ejSDweRzAYhMFg4IhcjUaDNWvWYGBg4Lg+x90daPe+wNNR4F5M3vhsUWCcTThisb7yyiv5EvdIePbZZ0/7Ab1QiEajGBsbQyQSQblcRqFQ4LyOTCbD9l/iDj0eD5LJJMvSaNUVudhmZma4CyR1gsPhgE6n42yNyclJVCoVpjqo8DUaDczMzHBucTQaxfj4OGugachHWluDwcDhSolEgjfH0PO0Wi1MT0+zO5FOCtR10TECgNfrRTKZXKa6oJAler0ADsvSoOLavcgWALQjr4H1qhtQmdmJyK03Qi60mFem1wxgmZKIFCgAmG4imRrJ6eg5qcvWarUwmUw8UyA9M8neNm/ezFJCCk2i95NoIJLu0ZC2XC6zlpvCpMh0Q0NIiUQCu92O6elp1Ot1Nj/l83kO5LJYLPB4PNDr9TCbzSgWi7Db7ejv7+f3gYoRxQqQeqdQKCCfzy/LQDkaujvQ7n2BAHgdXLeP4Ejb7leDyBufXThiNb7mmmtOa6DK2YROp4M9e/bgqaeeYuswFZx0Os3dGel7N27cyDsEU6kUbDYbZzjncjmYzWY8++yzMJvNbE4gqzGl2k1OTiIej0MikfCyTbJBU2QldZKRSITtwCQho113JF97+umnOSKVumAyQAiCwJw6AB6edfPM1K1GIhGmMSjDmfIfKImOlDDdRaB7ACiVSiHRGGG76sNQedYg9auvo7awDwCgeI5jpuM+EuiYukP9a7Uad9/UaZMjUqVSoVAosAu0WCyi0WhwiiFpzqnoU+EHwOoSCiVKJpOsnLBarbDb7dDr9YjH47BYLEyJkfwwmUyy6ader/N2ccotoXmF0+nEBRdcwFc89DpoaUQ3tzwzM8NJjUdaxbYajtaBko+A5gJH23a/GkTe+OzCEYv1Jz/5SebzXm6Ix+PMKQuCgGAwyBKwNWvWQKvVIpvNcrYG5UGYzWakUim2olcqFaxdu5bXVBWLRd7UQSlowFLnODU1xY46lUrFS3HJuk2KiGKxiFgsxgO9SqUCtVoNt9vN8jWiR4i6odxi0uNKpVKmV6RSKTsQCeTaA8AKjEqlwjIwko1RkSVe+UjB/voNl8H42r9GZepxRG77CIRGddnPSfFBNAg9Lz0ePS8VNMrbpn18Go2GTTh6vR49PT3M+VJa3ebNm6HVajExMcEDWVKi0ABZp9Ox2kIQBL4SMRgMsFqtqFQqHB07MjLCSxJorkCOVApIarfbWLNmDVvvyRZOVwndgUidTgdjY2OcqW02m/mKKB6Pc+j+6dzrRz6C7kCwE3lckTc+u7BqsX6589VU4AwGAw4cOMCXx8FgEKFQCL29vcyblkolzM7OQi6Xo1KpcMZwvV5HqVRCOp1Gf38/c6RksTabzTh06BCCwSAXT1o+St00aaBp4zYZdLq3LNOxUn5zOp3mJakAuOOLx+O8CZoKKxX7lUH73YWaijEdD9EM1FHTbSSp64ZUZ4btqv8NhWsQyfv/BfXFcX5c6uppiLbyGLrpFOpKu3OxSUNNqpjuPZCUx9wdMzo6OsqLgum9omPv7e1llUQ4HGZNO11JkAXfZDLB4XDAaDQiHA7jggsuwLZt2wAs6d5JU07FVqfTsRuVgrJI1bO4uAi73Q5g+aJVchhSOmJ3p3u69/pRiBZFIhxJXXIkiLzx2YVXpBqEhkyUgkaB/Uajkbd9T09PY82aNcxjkyFkx44dbPwQBAGBQICdYX6/H+VyGYlEggP18/k8F0SyHlN3RV0d0SA0uKNEM9ILk6QvGo2iVCotoxO6/z9J38igQgtfV4K62u5uly7PO50OuyU7nQ7TE5QuSC4+7frLYH3d36A8+QhSv/kGhGaNH787fJ/+o4EinZSoOHcn49Egk+iA7tdF8kh6n6hokzrn2WefhcViYfUHPRfZ6Mk+Tn/7YrHI1vs1a9ZwmhytQCPKpPsz02g04PF4YLfbeZ5D+TBOp5OvWEhfrdPpliXT0TYVhUKBSqXCGSTAmeliSeLXzVmL3fFLF6sW6/n5edYCvxzhcDg4s0Kj0SCdTqNYLKJUKnE2MH3BKbCHzDDd3Sd1qBQylEwm4XA4UC6XMTc3h8XFRbZl63Q6fn4q3rRIllQVZIWmYgaAiwwNQovFIg8HV6JUKnGRW7nhpBt05UTdMhVJ0kZ3Ux4rN3HLdBZYr7kRCnsvkr/4KurBiWWP3b2Bvfv5yPat0WhYOUFSQLJPEwdMSg8q+sQ3W61WtoY3m03k83keuKbTachkMpbULS4u8t/DarXC6XQiFArxSaGvrw+JRAI+nw+NRoN3Q9rtdl5g3G1/X1lMSU3U09PDtBS5VylbpZvSWLlNRafTLSucZ6KL7Zb4iXjpY9VivXKb+csNyWQSa9euxdzcHGZnZ1EqlTjak4qW0WjEgQMHoFQqUa1WIZfLMTU1BblcjkQiAa1Wy+FApL+lEKBCoYB4PL7sy05USyKR4GFbp9NhRQI58EgdAjzPORIfSgX8aJkspE0GcESOeaUumjhqglKp5JMMnZAAQLPhcngufR/KE39E6v5/hdB6nv8k3nZlkBLw/HZxhUIBm80GlUrFBfnQoUMwGAysEU+n0xxLqtfr2VFIA1mj0Yi1a9cinU4jEAjg0KFD0Ov18Hq9XJwA8N/HZDJBp9OxEsPr9bLyQiaTYcOGDXC5XLBarSxlJAVKtwV+ZTHt1jfncjlotdr/v707j4vyPPcG/pthmA1mA2ZlGUAUUBQR0yNpXKI5Uj2fvPEkbbYmNU1MapZ6lFoTTbO8JmmWWiVJqyZ1O42nPabF5LTNYnwb12iaYiDG3QjINsMy7Pssz/sHue8zA8OAygAj1/fz4RN5eGa4eTJcc3M/131dMBgM6OjoQEdHB1JSUnyWNFiw1+l0MJlM/C84qn1BhmpIbb2uN6xCXVVVFYqLi+FwOPiOua6uLh7MZDIZn/lVV1fz9WTWkJSti7IyoGy7t3fAZNhsmQVBhi13eBfmZ7NStoTBslX8LWn05a8YUqBz2Z/3fa+Pt7DIaER97wmE6yyoK3gR3VVnfL7OZsAs+LP1e7aFnN2oZJtdJBIJqqqqIBKJeKobmxmzovps8wxbKvFutMvW+sViMU/LY7WhIyIiEBsbi7i4OJSXl0OtVvP/n5mZmbyAfnh4OJKTk5GQkICqqip88803/AYwWx4KNGnxzpTo6OjwKZrE0ugCVaZjNTmo9gUZqqC+lR8+fBi33norLBYLRCIR3n///YDnHzx4kN8I8f44d+7csI6rubkZx44d4+uvLJfZ+893tquR1fiw2+181sTyfFlaXWtrK58tt7S0+MxGvbGbdt68b+ixzwd67HBiG3D61uHoK2LqLTA/+CacjgrYdv4UPdVn+50jl8v5BiLvm4vsZpxMJuPrzJ2dnTz9jpUOZbUo2LICu5fAlmPKy8sRGRnJl5JOnz4NnU6H1NRU3qnGbDYjMTERVquVz75nz57N30AsFgvmz5+PyZMnY+HChUhNTeWpkgB4jjTr4M022AzEuzIda2QLgM/I2XgGymv2bttGOcxkKII6s25vb0dmZiZ+/OMf44477hjy486fP+9zg2m418/VajWamppw9OhRVFVV8SUM9uc6m512d3fD4/Hw6mhsBsm2XrM/+fumxg3EXyBmNwNHGluWaG9v9/v1MFUMor/3U0g0BtT+eT16qv2/YbJsDpbPzP6CYMHIeycnS8VjPy9Lz2MlRGNiYqDX61FbW4vo6GjY7XZ+zoQJE3gKXUNDA3Q6HS8PAPRuF2ezbIvFAp1OhwsXLiArKwsWiwU9PT1oaGiA2WzmNcotFgsuX76MpqYm3gGe3Tvwvvk30M/NZsIul+uKewhSDjO5Uv2C9cmTJ4f84GnTpgX8+qJFi7Bo0aIrHhTreRcsMpkMn332Gd9izDqMeLdqAsDLcbIiSuzmFKssx9pasR163ilq3iUnRxK7Ieed0zwQdmOvr8hpC6Gd92O0ffUxave+CLj915kGwJvSsrZWbrebFzBiRZdcLhfUajXPOmElV9VqNS/8xLreNDQ08Cp/EydOhMvlQmtrK+rr63lND9bzkO2ujI+P53VaWGMBg8EAq9UKpVLJdzm6XC5Mnz7dZ2eeUqnk1RRZ5cG+N/8G07dhbF1d3aBLGpTDTK5Uv2A9ffp0n8LsgQSr+UBWVha6urowefJk/OIXv8DNN9/s97x9+/Zh3759KCsru6LnZzcCWfslAD7BmGFr1oBvXjArIMQ2GbBSnd6PZ+low718MRh205ItO/T09PCfgQVK763d3sLUekR/76cIU0Wj9k/PwVNXApHHDe+/B9hzsk1ErD2XSCTiVfpY5Th2nOWRszGwreEJCQm8dKtIJEJGRgbPF29qauKNdNPS0nhNlLCwMEyZMoUH2Dlz5gDoLX3Ams2ysq1qtZq3RWNvAKxLvHc9DbYUFRMTc8VbsoGr25ZNOczkSvUL1qWlpfzfRUVFWL16NX7+85/zzQHHjx/Hr3/9a7z22mvDPhiz2Yy3334b2dnZ6O7uxjvvvIMFCxbg4MGD/JfSW25uLnJzc5GXl3dF3+fIkSN8Z5d3zWDvwkQAfH7p2AyRFQ3yLtHJivt4B2fvgvgjjS3XsBtrLCeYNQFwu919boKKEDn9e9DOXYq2Lz9AU8F6hEH431rU3z6Hd5ohW39ndVBiYmL4piE2q2dZJaw+NGv0m52dDYlEgkuXLsHpdCI5OZlvHEpJSUF7ezsuXLjAc7CNRiOio6N5Oyqg902DVTNkxfVjYmJ8dkZmZGTwprBKpRJpaWm8oJJ3PY3p06dfUyYGLWmQkdAvWHvfAf/BD36AN954A4sXL+bHpk2bhvj4eDzzzDNYsmTJsA6GddZgcnJyUFFRgQ0bNvgN1lerubmZlzT1Xi8ebDMQC7xshx3LGmBZDgD4TTtWX3kgcrm8X9bFcOk7m2bjZpku7E1HIpEAEdGIXrQCYUotavf8Aj32b/gGFvazsdRCdiOUlfF0Op08I4Pt4lMqlXxLd2trK1+6YDcLjUYjDAYDJk6cyDcIsRz2trY2WCwWtLS08Ap8KpUKOp0OcrmcZ5DExMTAYrHAarXyIGkwGFBVVQWJRMLL0kokEmRlZfULpMM9q6UlDTISAt5g/Prrr/2WakxKSsKZM2f8PGL4zZo1C7t37x7W56ysrPRpnXSlAs2WWXbFQDM1lo7G6mEEg/ebjvdY2a5EABCLw6DKWozIG+9B58mP0f3VX6ESAR0KBd9lyG7ytra2wul0QqFQ8N2XrHUW293Ill3Y5hKZTAaHw8FvELL+gAqFApMnT4bL5eK1u1l/Q9b6SiqVIiYmhhfXv3TpEq9qxzYJsVQ5tkas0+l4jROZTMaD8UgEUlrSICMhYLBOT0/Hiy++iO3bt/N1zu7ubrz44otIT08fkQEWFRUN+y+CQqFAUlISLl68OKzPC/zv2nagDSnehYqG6yak95//Ax1neb2I1CNm8X9ALI8ADryOsJoS6KKj0NraisjISJ/8a5PJBJfLBY1GwwNpe3s7b7ig0WigVCrR1tbG18RZEXyTycR3Jno8Huj1er6mGxYWhsjISLS1tfF0yOTkZKSnp/OeluzNQKvV8u/T2dkJo9HIqxCy8bDlEvZzsjdLCqTkehEwWG/duhW33nor4uPjkZmZCQD46quvIBKJ8Le//W3QJ29ra8M333zDPy8tLUVxcTGioqKQkJCAtWvXoqqqCr///e8BAPn5+UhMTMSUKVPQ09OD3bt3o6CgAAUFBdfyM/YTFRUFkUgElUrFc62vlL/CRkM1UB72UHgHX9YLkW0XZ+mHAxNBkbkYmu/eg7BvDsF58gPEWsyo/HbtXqlUIjw8nG+dZiVZ1Wo1JkyYgPr6er42z7JfNBoN72KuVqvR0NAAqVSK9PR0pKWl4dNPP4XT6UR0dDQiIyN5j0SRSIRp06ahvr4eNpvNZ/kkKioKDQ0N/F4AawTM3hxYgSR203I4OqQQMtYFDNbf+c53UFpait27d+PcuXMQBAF33XUX7r33Xp9aFwMpLCz0yeRgNwKXLl2KXbt2wWazoby8nH+9p6cHq1evRlVVFRQKBaZMmYIPPvjAZ818OCxevBjvvvvuVVcX9N6t5y84DjTLvRpyuZzPFFmxfwDQarV8zdy7RZb3Gwjra+hyuSCNjoN24RMQhcsQ+cU23JSRBGXKv+PSpUtwOByQyWT8piPLU2YbUVjuc21tLe9iwzJfDAYDSkpKYDQa0dnZiaioKMTGxkIikaC0tBQ33HADL2il1Wr5VuuEhARUVFTgn//8J+Li4njgP3XqFDIzMxEfH4+qqiq4XC7eoaalpQUpKSl8SznbTDPcHVIIGYsG3RSjVCrxyCOPXNWTz5s3L+BMb9euXT6fr1mzBmvWrLmq73UlpFIpLBYLmpqa+FZxb95/QvcttO+dadH3Z2O78K4kUAdaCmHlT1kmhnfHcO9O4941Q9iMn1V9E4nFcCXPhua790BachhRNSegjozgBfYrKipgtVp5azAAPCCnpqairq6ObwlXKBS85ZdEIoFer0dYWBgvdHXu3DleW7ulpQUOhwM6nQ5qtRomkwlTpkwB0NuJx2QyIS4ujt8UZE2DWWU7VueDbctm10kqlfISqQN1SCHkejRosH7nnXfw1ltvoaSkBMePH4fVasWmTZuQnJyM2267bSTGOOxsNhvS0tJw4sQJXjeZzZLZLzwrNyqRSNDZ2cnLbvatiueN5VqzbAvvmswDBXB/s3u29sveENjWcJZholKpeD9FlvXBnofdgAsLC4NIbUTE/EfhAeDe9ytI0Q59UhImTpyIzMxMXnGwtraW19rQaDTIzc3lucNNTU2IiIjgDVzVajUsFgtsNhvUajWioqL4jUjWXUYmk6GhoQEymQzTp0/HsWPH+NjUajXEYjHvup2cnIyOjg7ExcWhq6uLt9xiBsphHu216NFsJkvGp4DBesuWLXj22WexcuVKvPjiizxA6XQ65Ofnh2ywBsADT2trq0/ZUzYzVSqV/E9rFsgDBV3GuwUUC+oKhWLAtlYsm4LVz+js7OQ1ttva2njhI+/cZnaDkm3xZrsv2Xm6qCiETV4I6fT/A/H5/4ew83+Hx+WEPDqaFx1SqVTo7u6GxWLhM12DwYDZs2fzkqFRUVE8vU6j0aC+vh5WqxUmkwlmsxkdHR2Ij4/nHU8mT56MkpISNDU1Yf78+bzM6NSpUyGTyaBSqdDQ0IDo6Gje1iojIyPgVu2xmsM8ms1kyfgUMFi/+eab+N3vfoclS5bglVde4cdnzpyJ1atXB31wwWI2m3H48GE+k2b5xKyAEEtPUygUfGYcqI6GN7ZRhjVXZTfivHcNei+fsFk0673Hmray5YXW1tZ+taXVajWqq6shkUh8ZvMSiQRirQXSxf+BcEk4oop3ocNeArFcBo+n92ZcZGQkD/ysMFVMTAwSEhIglUr5zsPk5GReS+PcuXP8zUGtVqOrqwtRUVEwmUzIyMhAZWUljEYjwsPDYTab+UyYBdnu7m7eh5DlSHsHuOnTpw94PcdqDjM1kyUjLWCwLi0tRVZWVr/jMplsSIFrLGOF/tn2ce+GqmzDCCscz/KGWVAPhAVn7yp0bC2YBXz2vb1nzOyGHcvCkMvl/E3C4XD0rj9/u3U7LCwMSqWSpwG2tbUBIjEU2UsQecO/w3PqQxjbL0IsAsJUKvT09KC9vR1utxvR0dEICwvDhQsXkJiYiKSkJHR1dfEc6IkTJ/L2V2zsbAPMxIkT+QxbKpUiLS2N7x70LrLPOpT0nTFXVlb6XONQ3pY9Vmf85PoVMFgnJSWhuLi4X13fjz76CJMnTw7qwIKpqqoK7e3tfHcdmwGrVCreIKCrq4ung4lEIr4cESgv2rsLeXR0NF/nZrMwjUYDj8eDjo4OvkzC1sZZDnNSUhLPcmhsbITH40FUVBTfeKLX66FQKHiN546ODlS0uBAxfznCRAD2/wrSDgeiJ0/2WYNnWTdyuRxyuRwNDQ2IjY1FVVUVZDIZ32hit9t5gS5BEHDhwgWkpaXx4lVyuRw//OEPeQ1wmUwGvV6Puro6n2vhr7jR9RTgxuqMn1y/Agbrn//853j88cd5u6cvvvgCf/zjH/Hyyy9j27ZtIzXGYefdeZxlWISFhcFqtfINIJWVlXw2qtFoeGMCFtj67j5kRYxYUI6KivIpnapSqWC323k7MbaGLRaLoVarERsby0uCajQa1NTU8FQ4VvpTr9dj0qRJUKvVqK2tRWNzC2zaqWhTpEB26QDEFw8hXBIG97edsqOioiCVSlFWVgaLxQKFQoGIiAi4XC6+hZsVN1IoFEhJSUFNTQ0KCwt5vQ+Hw8HX8A0GA7q6unDmzBlotVqfDih9129Z7RT2NZFIhBkzZqCuru66CHBjdcZPrl8Bg/WPf/xjuFwurFmzBh0dHbj33nsRGxuL119/HXffffdIjXHYRUVF8Q0g7E98lUoFlUrFy50KgsDT1FiFOZVKxWeqDoeDv4mx2ary2yCZkpLCN9yw7c+sgUFzc7PPmi7Q+4vf3NzMbzKyPn4AeLpaREQErx3t8XigikvF0Qg9ImQS3NR4HO1iG2p1Wh5Y1Wo1YmJiUFZWBq1Wi/T0dHR1dfGdh4mJiXyLt1QqhdFoRFNTE8RiMc6ePYvo6GieWeJwOGAwGFBTU8OLXxkMBp/A3Hf9lnWL9zaU0qGEEP8GTd17+OGH8fDDD6O+vh4ejwcGg2EkxhVUsbGxvOksy1WWSqU8q6K5uRkSiYTPJDs6OniD187OTvT09MBqtfKNGiwnmFWYM5lM0Gq1cDqdsNls8Hg8qKur49khrKegTqfjPQZZiU63242JEyeisLAQ4eHhUKlUvKuKVCrFpdLLsOumodKVjKnScixOiYTgmYxTpzy8ul16ejra29v5mwvrgMK6f7NAy25qsm4pAPgmFJayGB8fzxsFey/BAL6Bue/yhtFoREVFBb9xq9fr6SYcIdcgYLCeP38+9u7dC61Wy7f4AkBLSwuWLFmCTz/9NOgDDAa29BAREcGDcWNjI1+/Zml7CoUCGo0GNpsNTqeTt3qqrKzkRep1Oh1EIhGSkpLQ3NwMk8kEjUaDxsZGaLVaZGVlobi4mFekY/nRIpEIERERMJvNiImJgd1u5z0Av/76az57lUql0Ol0vZs/zBNxzJUMhQRYHH4KmckWXLp0id8onDp1KqRSKaxWKxobG3lfwsjISABATEwMOjs7kZiYyPsQCoKAadOmobu7G59//jmfmbNyp6w0aU1NDerq6ny6qGi1Wsjlcr/rt2KxGPHx8dfNGjUhoy1gsD548KDf3OCuri4cOXIkaIMKNqfTifj4eFRXVyMyMhInT57kf+5HRUXx2W1ERAQuXboErVYLvV6PsrIyvttRIpHwjiIJCQk8PY+VEo2JicHkyZOhVCpRUlKCuLg4yGQyKJVKvt4dFhaGiIgIdHR08GUH1og3IiICGo0GJpMJKo0OhR3RuAALZqnqkB5eD5ksAqmpqbxwv06ng1ar5evpbLacmJgIh8OB9vZ2vh5us9nQ3t4Os9mMuLg43t0lOTkZLS0tcDqdPKWP5WPr9Xo4HA6IxWLYbDZeRpXtHPS3vEE34QgZPn6DtXdrrzNnzsBut/PP3W43Pv74Y16fIRSx8qRutxsVFRV81ud2u9He3o64uDjExcWhvb2dd60pLCxEQ0MDlEolb2Wl1WqhVCrR3NzMU+pUKhVvO8UySKxWK2JjY9HW1oZjx47B4/EgMTGR3+RUq9V8AwwLvEajEVqtFrUuOQ47p8BsVGNtbDt6Gt1obZXwm4ysoD7bIJOQkICoqCioVCoesGNjY3m37dbWVqhUKmRkZKCsrAxlZWV8kwzb4MKKQ8XHx/NeiKzcKcuzZk1iA+3ao5twhAwfv8GatfYSiUSYP39+v68rFAq8+eabQR9cMMXGxsLhcKCkpASJiYl8Pbmrq4sXumcpdiylLjw8HG1tbbwaHJsRs2UGtluxpqYGAPhsOSUlBY2NjQCAhIQEvnzC3iAkEgm/YckCtSUuAYXdRpxz6fGTmWZ8f7oRtupquC1RuHTpEpRKJRISEqBWq1FSUgKlUgmlUsmXJqxWK8xmM8LDw3ndD7Ypxel08kp5LFWwsbERUVFREIvF6OjoQEREBDIyMlBXV8eLRZlMJn6DcihNZQkhw8dvsC4tLYUgCEhOTsYXX3zh011cKpXCYDDwG3ShyOl08nXd9PR01NTU8BuLVqsVMTExvBxoeHg47HY7L45ktVpRXV3ts6OP/Znv8Xj47DU8PBwpKSnQ6XRoamriNwlbWlogCAJvCFxbW4uGhgYAvVkqSUlJqOqU4B+dqdDJRHhtjhYmlRu26mpYLBa+kQcAX1aYMGECFApFv+UGtgTBllSamprQ2dkJhUKBjo4OyOVynlrHbiDqdDqYTCa+7mw2m2E0GnHy5Em0trbyJgNX2lSWEHJt/AZrtglmuMp8jjUsV7q9vZ3XB2loaEBkZCTS0tJgt9vR3d3Nb4y1trZCoVDAaDTysqCJiYlwOp3Q6XRwuVxoaWnhNw7dbjfEYjEcDgdvrJuRkQG5XM53EDqdThQWFsJgMKCzs7M3KJpjcUE2CV+HqXDnBBkWTVJDIpHAYrGguroa1d8GbIfDwfOatVotFAqF3+UGdowVHVKr1aivr4fL5UJ3dzcv9QqAvwmwAkvexGIxpk2bRoWLCBlFAW8wvvzyyzAajXjwwQd9ju/YsQN1dXV48skngzq4YNHr9SgqKuLFhebPn++zw89kMsHhcMBms0EsFqO+vp63mbrhhhvgcrlwyy23QCQS4dSpU7Db7bBYLEhMTERYWBgqKioQGxsLQRBw8eJFeDweRERE8OyMqVOn8u7bqamp0Ov1+NrWhr/0JMEQLsHzOTLcOL13xh8XFwcAPgE7OjoaEomEvzn03WHaF5sh22w2TJo0iafceedTD5ZaR+vPhIyugMH6rbfewh/+8Id+x6dMmYK77747ZIN1XV0dYmJi+Ho00Fuq0+1280DmcDhw+fJlOBwOnrWh0+ngdrthNBp5XnZWVhb0ej1qamrw1Vdfwel08tl1ZWUlGhsb0d3djcuXL8PpdMJgMEAsFsNgMMBiseD0uQv4R4cBZ93xmKWsxvcm6WDV93Zc8Xg8fOs5u+HnvQEF8G1hxQxUvrOzs5MXVJJKpbwYE6XWETL2BQzWdrvd72xKr9fDZrMFbVDB1t3dzWfPDQ0NaG5uxowZMxAXF4fo6GjU1dUhPDwcFosF9fX1fE07PDwczc3NSEtLA9B7s9C7UUF6ejrfQFJZWQmDwQBBEFBfX88Dp1KpRGlpKTo6OnChwY2/NE9AtNSNFZNaoZWpIZX23sT0eDw888Q76LI15r4B1uPxwGazoaqqCvX19bz+tHd1u5aWFnR2dkIul/P/9n1+QsjYFDBYx8fH47PPPuvX4fyzzz6DxWIJ6sCCiW2F9ng8SElJ4V1PYmNjYTabeTZIY2MjL8rEijyxmhhdXV0+NYy9A55er4fH40Fraytf+25ra0P0t/WkezzAAYcKhXViLDZ34F8nauB293YOj4yM5AWkLBZLvzfLgXKXa2pqUFVVBUEQ0NPTwyvjGY1Gvryh0Wj41xUKBbRaLS1tEBIiAgbrZcuWYeXKlXA6nTyF7+9//zvWrFmDn/3sZyMywGBgW6GdTicUCgV0Oh1qamr4DTyz2cy3WcfHxwPorbyn0WiQkZGBmpoa2O126PV6Hiybmpp4JT+tVguVSgWRSASj0Yi2tjZeZ8TuUeF/LqlgkLnw05RmyNGDrq7e8qusi3d0dDSfISsUCl7VLtDNPbZVPjw8HAqFgm+L9559y+VyXsGP1RwhhISGgMF6zZo1aGhowGOPPcZ3Msrlcjz55JNYu3btiAwwGNhWaKaurg719fV82cJmsyE2NpZ3iJFKpejq6kJDQwNqa2sBgJdKZTnVKpUKtbW1sNls0Gg0SExM5DWj29vbEamNxrGuOBQ5RLgjWUCGygOJRIXS0lIAvXnfSUlJaGtrw+XLl3lJ1JKSEpw6dQopKSm8Bof3jJ6tT9fW1vKehxqNBm63m9foZm8otKOQkNAVMFiLRCK8+uqreOaZZ3D27FlenP56uBHFCuRXVVXxFLympibU1NRAIpEgKirKp7ZFZWUlYmJiUFtbi5qaGnR0dPDejQaDAS0tLbyGSmdnJ9rb23l++kl7F7adUiAmrAWPWJ2I12kQFiaFWCxGTk4OYmNj0d3djZKSEl5qVa/X8002NpsNTU1NvBuLd9YGW8O2WCwQBAEOhwMxMTHIzMzkjWcZyuggJHQNWnUP6G0FdcMNNwR7LCOKVcozm804efIkDh48CKfTyVPYSktLsWDBAj4TZdvrHQ4HJBIJkpKS4PF40NDQALlczivzOZ1OXqLUJZJgwycX8Vl5BxbGtCJT54HT2YPW1lbcfPPNPksRLS0tfEdhZWUlqqurER8fD6fTCbVazdex+2ZteGeHxMfHw2g0+s2VJoSEtn7B+vbbb8euXbugVqtx++23B3zw3r17gzawkVJTUwONRoPIyEi0tLSgubkZqampvBdh35ko2+0nCAIUCgUvMwrAZ836ZG0PXjtQhunxOrw2PxxCpwjh4b19EDs7O3nQZTP3jo4OXnqUZaGwrd0TJkxAa2srenp6+i1fXE/dVwghA+sXrDUaDUQiEf/39Y7lHstkMuh0OkRHR0OtVvPA2Rfr18jyqVlfRKvVipqaGjhaOpD/WQ2OlrbihSUZWDzVjOLiYly+3FsbhBX7907F894Szs7JzMz06WuYlJTkd8cgrUMTMj70C9Y7d+70++/rFcs9Tk1NxZkzZ+BwOJCQkICMjIwBHxMVFQWHw8E3rLDsjPMtYVi7twwzE6OwP28GoiJ6lycyMjLg8XhQXl4OqVSKqVOn+tTeAAbeyDIYWocmZHwY0pr19crj8aCrq4tXxJs6dSovpjQQp9OJhIQEJCQkAOhdFmntduOlD77Gp+fq8OKSDHwvw7canUQiwYwZMzBjxowBn5eCLiEkkH7BOisriy+DDObLL78c9gGNpJqaGojFYl73w+12Qy6XB3xM3zXiE9Vd+NUfDiNnQjT2r5oDXQTlLhNChl+/YL1kyRL+766uLmzevBmTJ09GTk4OAODzzz/H6dOn8dhjj43YIIOlu7sbFosFdXV1vAP3YGu+bI24vqUDWz6vRWFlO37571Nxy2RaKyaEBE+/YP3cc8/xfy9btgwrVqzACy+80O+cvp2rQxGbJRuNRp5GN9g6sVgsxqlGMZ5+rxSzJ+qxf9VMaJThIzRiQsh4FXDN+k9/+hMKCwv7Hb/vvvswc+ZM7NixI2gDGwl9MylYgaqBbvI1tvfg//71ND4vacCrd0zDzWmh3+mdEBIaAk4jFQoFjh492u/40aNHB13bDQXspl5iYiLMZjNfDpFKpXxbN/PxKTsW5h+GVCLGvlVzKFATQkZUwJn1ypUr8eijj+LEiROYNWsWgN416x07duDZZ58dkQGOJO/dgGxbd0N7D577y2mcKGvAhh9kYu4k/SDPQgghwy9gsH7qqaeQnJyM119/nTchSE9Px65du3DnnXeOyABHUt9Mj8/KO7Bp9yH862QT9q2aA5Wc1qYJIaNj0DzrO++887oMzH15PB6+MaW5y4M/XnDjXH0X8u/Kwk0TY0Z7eISQcW7QLXJNTU3Ytm0b1q1bx7twf/nll6iqqgr64EZSTU0NnE4nzndE4OefNkGrkOCTVXMpUBNCxoSAwfrkyZOYNGkSXn31VfzqV79CU1MTAOC9994bUj3rw4cP49Zbb4XFYoFIJML7778/6GMOHTqE7OxsyOVyJCcnY+vWrUP6Qa6VrbEdz++vxOZj1Vi/KAkrvmtEpGxcb/AkhIwhAYN1Xl4eHnjgAVy8eNEn+2PRokU4fPjwoE/e3t6OzMxM/OY3vxnSYEpLS7F48WLMnj0bRUVFWLduHVasWIGCgoIhPf5qCIKA94uq8OCfLkGnCMM796Yh0ySn6nWEkDEl4NTxn//8J956661+x2NjY2G32wd98kWLFmHRokVDHszWrVuRkJCA/Px8AL03MwsLC7FhwwbccccdQ36eoapt6cK6907hQk0rtvxwBhIjXN9mhFx79bqrLcxECCH+BAzWcrkcLS0t/Y6fP3+ed0EZTsePH8fChQt9juXm5mL79u28wt1w+Z/iKjz/l9NYkhWLN+6ZDqV0eJc8WAcX75xtKtRECLlaASPUbbfdhvXr1+Pdd98F0Nvmq7y8HE899VRQZrp2u73fjNZoNMLlcqG+vr5fsNu3bx/27duHsrKyK/5e3S4P3v7RTNyQGAVg+GfC/nK2CSHkagWMRhs2bEBdXR0MBgM6Ozsxd+5cpKSkQKVS4aWXXgrKgPpW/BMEwe9xoHfWvXHjxqtqY3XnzHgeqAH/M+FrIZPJeFNd6uBCCLlWAWfWarUaR48exaeffoovv/wSHo8HM2bMwC233BKUwZhMpn5r4bW1tZBIJIiOjg7K92SGeyZMHVwIIcNpwGDtcrkgl8tRXFyM+fPnY/78+UEfTE5ODv7617/6HPvkk08wc+bMYV2v9me4exlSMwFCyHAacBlEIpHAarXC7XZf9ZO3tbWhuLgYxcXFAHpT84qLi1FeXg4AWLt2LX70ox/x85cvX47Lly8jLy8PZ8+exY4dO7B9+3asXr36qscwVEajkS+BSKVSmgkTQsaUgGvWv/jFL7B27Vq+c/FKFRYWIisrC1lZWQB687azsrJ4ESibzcYDNwAkJSXhww8/xMGDBzF9+nS88MILeOONN4JyM7OvvhX4KM2OEDKWBFyzfuONN/DNN9/AYrHAarUiIiLC5+uDtfWaN28ev0Hoz65du/odmzt3bsi3CyOEkOE2aOreUPsxEkIICZ6Awfr5558foWEQQggJxO/CbEdHBx5//HHExsbCYDDg3nvvRX19/UiPjRBCyLf8BuvnnnsOu3btwr/927/h7rvvxv79+/Hoo4+O9NgIIYR8y+8yyN69e7F9+3bcfffdAHob5H73u9+F2+1GWFjYiA6QEELIADPriooKzJ49m3/+ne98BxKJBNXV1SM2MEIIIf/Lb7B2u9186zUjkUjgcrlGZFCEEEJ8+V0GEQQBDzzwgM+W666uLixfvtwn13rv3r3BHyEhhBD/wXrp0qX9jt13331BHwwhhBD//AbrnTt3jvQ4CCGEBEAFMAghJARQsCaEkBBAwZoQQkIABWtCCAkBFKwJISQEULAmhJAQQMGaEEJCAAVrQggJARSsCSEkBFCwJoSQEEDBmhBCQgAFa0IICQEUrAkhJARQsCaEkBBAwZoQQkIABWtCCAkBFKwJISQEULAmhJAQQMGaEEJCAAVrQggJARSsCSEkBFCwJoSQEEDBmhBCQgAFa0IICQEUrAkhJARQsCaEkBAwIsF68+bNSEpKglwuR3Z2No4cOTLguQcPHoRIJOr3ce7cuZEYKiGEjElBD9Z79uzBypUr8fTTT6OoqAizZ8/GokWLUF5eHvBx58+fh81m4x8TJ04M9lAJIWTMCnqw3rhxIx566CEsW7YM6enpyM/PR3x8PLZs2RLwcQaDASaTiX+EhYUFe6iEEDJmBTVY9/T04MSJE1i4cKHP8YULF+LYsWMBH5uVlQWz2YwFCxbgwIEDwRwmIYSMeZJgPnl9fT3cbjeMRqPPcaPRCLvd7vcxZrMZb7/9NrKzs9Hd3Y133nkHCxYswMGDBzFnzhyfc/ft24d9+/ahrKwsWD8CIYSMCUEN1oxIJPL5XBCEfseY1NRUpKam8s9zcnJQUVGBDRs29AvWubm5yM3NRV5e3vAPmhBCxpCgLoPExMQgLCys3yy6tra232w7kFmzZuHixYvDPTxCCAkZQQ3WUqkU2dnZ2L9/v8/x/fv348Ybbxzy8xQVFcFsNg/38AghJGQEfRkkLy8P999/P2bOnImcnBy8/fbbKC8vx/LlywEAa9euRVVVFX7/+98DAPLz85GYmIgpU6agp6cHu3fvRkFBAQoKCoI9VEIIGbOCHqzvuusuOBwOrF+/HjabDRkZGfjwww9htVoBADabzSfnuqenB6tXr0ZVVRUUCgWmTJmCDz74AIsXLw72UAkhZMwSCYIgjPYgrlVeXh42btw42sMghJBh0zeuUW0QQggJARSsCSEkBFCwJoSQEEDBmhBCQgAFa0IICQEUrAkhJARQsCaEkBBAwZoQQkIABWtCCAkBFKwJISQEULAmhJAQQMGaEEJCAAVrQggJARSsCSEkBFCwJoSQEEDBmhBCQgAFa0IICQEUrAkhJARQsCaEkBBAwZoQQkIABWtCCAkBFKwJISQEULAmhJAQQMGaEEJCAAVrQggJARSsCSEkBFCwJoSQEEDBmhBCQgAFa0IICQEUrAkhJARQsCaEkBBAwZoQQkIABWtCCAkBFKwJISQEULAmhJAQQMGaEEJCwIgE682bNyMpKQlyuRzZ2dk4cuRIwPMPHTqE7OxsyOVyJCcnY+vWrSMxTEIIGbOCHqz37NmDlStX4umnn0ZRURFmz56NRYsWoby83O/5paWlWLx4MWbPno2ioiKsW7cOK1asQEFBQbCHGrI8Hg9sNhvKyspgs9ng8XhGe0iEkGEW9GC9ceNGPPTQQ1i2bBnS09ORn5+P+Ph4bNmyxe/5W7duRUJCAvLz85Geno5ly5bhwQcfxIYNG4I91JBVU1ODnp4eSKVS9PT0oKamZrSHRAgZZkEN1j09PThx4gQWLlzoc3zhwoU4duyY38ccP3683/m5ubkoLCyE0+n0Ob5v3z7k5eWhrKxsWMcdarq7uxEeHg4ACA8PR3d39yiPiBAy3IIarOvr6+F2u2E0Gn2OG41G2O12v4+x2+1+z3e5XKivr/c5npubi40bNyIxMXFYxx1qZDIZfyNzOp2QyWSjPCJCyHAbkRuMIpHI53NBEPodG+x8f8dJL6PRyJdApFJpvzc7QkjokwTzyWNiYhAWFtZvFl1bWztgQDGZTH7Pl0gkiI6ODtpYQ5lYLIbZbB7tYRBCgiioM2upVIrs7Gzs37/f5/j+/ftx4403+n1MTk5Ov/M/+eQTzJw5k6/LEkLIeBP0ZZC8vDxs27YNO3bswNmzZ7Fq1SqUl5dj+fLlAIC1a9fiRz/6ET9/+fLluHz5MvLy8nD27Fns2LED27dvx+rVq4M9VEIIGbOCugwCAHfddRccDgfWr18Pm82GjIwMfPjhh7BarQAAm83mk3OdlJSEDz/8EKtWrcJvf/tbWCwWvPHGG7jjjjuCPVRCCBmzgh6sAeCxxx7DY4895vdru3bt6nds7ty5+PLLL4M8KkIICR1UG4QQQkIABWtCCAkBFKwJISQEULAmhJAQQMGaEEJCAAVrQggJASOSuhdsZWVlyMvLu6rHjfciUP7QdRkYXRv/6LoM7GqvTb9qosI4tmrVqtEewphE12VgdG38o+sysOG6NuN6GSQ3N3e0hzAm0XUZGF0b/+i6DGy4ro1IEL6tP0oIIWTMGtcza0IICRUUrAkhJARQsCaEkBBwXQbrw4cP49Zbb4XFYoFIJML7778/6GMOHTqE7OxsyOVyJCcnY+vWrcEf6Ci40mtz8OBBiESifh/nzp0bmQGPkJdffhk33HADVCoVDAYDlixZgvPnzw/6uOv9dXM112W8vGa2bNmCadOmQa1WQ61WIycnBx999FHAx1zL6+W6DNbt7e3IzMzEb37zmyGdX1paisWLF2P27NkoKirCunXrsGLFChQUFAR5pCPvSq8Nc/78edhsNv4xceLEII1wdBw6dAiPP/44Pv/8c+zfvx8ulwsLFy5Ee3v7gI8ZD6+bq7kuzPX+momLi8Mrr7yCwsJCFBYWYv78+bjttttw+vRpv+df8+tlWBIAxzAAwnvvvRfwnDVr1ghpaWk+x37yk58Is2bNCuLIRt9Qrs2BAwcEAEJjY+OIjGmsqK2tFQAIhw4dGvCc8fi6Gcp1Ga+vGUEQBJ1OJ2zbts3v16719XJdzqyv1PHjx7Fw4UKfY7m5uSgsLITT6RylUY0tWVlZMJvNWLBgAQ4cODDawwm65uZmAEBUVNSA54zH181Qrgsznl4zbrcb//3f/4329nbk5OT4PedaXy8UrAHY7fZ+3daNRiNcLhfq6+tHaVRjg9lsxttvv42CggLs3bsXqampWLBgAQ4fPjzaQwsaQRCQl5eHm266CRkZGQOeN95eN0O9LuPpNfP1118jMjISMpkMy5cvx3vvvYfJkyf7PfdaXy/XRW2Q4SASiXw+F77dK9T3+HiTmpqK1NRU/nlOTg4qKiqwYcMGzJkzZxRHFjxPPPEETp48iaNHjw567nh63Qz1uoyn10xqaiqKi4vR1NSEgoICLF26FIcOHRowYF/L64Vm1gBMJhPsdrvPsdraWkgkEkRHR4/SqMauWbNm4eLFi6M9jKD46U9/ir/85S84cOAA4uLiAp47nl43V3Jd/LleXzNSqRQpKSmYOXMmXn75ZWRmZuL111/3e+61vl4oWKP3nX///v0+xz755BPMnDkT4eHhozSqsauoqAhms3m0hzGsBEHAE088gb179+LTTz9FUlLSoI8ZD6+bq7ku/lyPrxl/BEFAd3e3369d8+vlqm97jmGtra1CUVGRUFRUJAAQNm7cKBQVFQmXL18WBEEQnnrqKeH+++/n55eUlAhKpVJYtWqVcObMGWH79u1CeHi48Oc//3m0foSgudJrs2nTJuG9994TLly4IJw6dUp46qmnBABCQUHBaP0IQfHoo48KGo1GOHjwoGCz2fhHR0cHP2c8vm6u5rqMl9fM2rVrhcOHDwulpaXCyZMnhXXr1glisVj45JNPBEEY/tfLdRmsWepQ34+lS5cKgiAIS5cuFebOnevzmIMHDwpZWVmCVCoVEhMThS1btoz8wEfAlV6bV199VZgwYYIgl8sFnU4n3HTTTcIHH3wwOoMPIn/XBICwc+dOfs54fN1czXUZL6+ZBx98ULBarYJUKhX0er2wYMECHqgFYfhfL1R1jxBCQgCtWRNCSAigYE0IISGAgjUhhIQACtaEEBICKFgTQkgIoGBNyBCVlZVBJBKhuLh4tIdCxiEK1mRU+StS7/3xwAMPXHfjSExMRH5+/jU/z0BF/kUiUb9tzST0USEnMqpsNhv/9549e/Dss8/6dCJRKBQ+5zudzqBs5R7KOBobG4f9+w6H8+fPQ61W+xwzGAyjNBoSLDSzJqPKZDLxD41GA5FIxD/v6uqCVqvFu+++i3nz5kEul2P37t14/vnnMX36dJ/nyc/PR2Jios+xnTt3Ij09HXK5HGlpadi8efNVjYMdY0pKSnDzzTdDqVQiMzMTx48f93muY8eOYc6cOVAoFIiPj8eKFSt4Z5V58+bh8uXLWLVqFZ8FA4DD4cA999yDuLg4KJVKTJ06FX/84x+HdA0NBoPPWE0mE8Ri+tW+3tD/UTLmPfnkk1ixYgXOnj2L3NzcIT3md7/7HZ5++mm89NJLOHv2LH75y1/imWeewX/+539e83iefvpprF69GsXFxZg0aRLuueceuFwuAL31jXNzc3H77bfj5MmT2LNnD44ePYonnngCALB3717ExcVh/fr1vN0VAHR1dSE7Oxt/+9vfcOrUKTzyyCO4//778Y9//OOax0uuE8OzS56Qa7dz505Bo9Hwz0tLSwUAQn5+vs95zz33nJCZmelzbNOmTYLVauWfx8fHC3/4wx98znnhhReEnJycKx5H3/F4t206ffq0AEA4e/asIAiCcP/99wuPPPKIz+OOHDkiiMViobOzUxAEQbBarcKmTZsGHcfixYuFn/3sZwN+ndV5iYiI8PmYNGnSoM9NQg+tWZMxb+bMmVd0fl1dHSoqKvDQQw/h4Ycf5sddLpfPcsbVmjZtGv83K/tZW1uLtLQ0nDhxAt988w3+67/+i58jCAI8Hg9KS0uRnp7u9zndbjdeeeUV7NmzB1VVVeju7kZ3dzciIiIGHc+RI0egUqn45xIJ/Vpfj+j/Khnz+gYssVjMO2ww3j3sPB4PgN6lkH/5l3/xOS8sLOyax+N9g5OtObPv6fF48JOf/AQrVqzo97iEhIQBn/PXv/41Nm3ahPz8fEydOhURERFYuXIlenp6Bh1PUlIStFrtFf4UJNRQsCYhR6/Xw263QxAEHiy9c5+NRiNiY2NRUlKCH/7whyM6thkzZuD06dNISUkZ8BypVAq32+1z7MiRI7jttttw3333AegN+hcvXhxwJk7GHwrWJOTMmzcPdXV1eO211/D9738fH3/8MT766COf9LXnn38eK1asgFqtxqJFi9Dd3Y3CwkI0NjYiLy8vaGN78sknMWvWLDz++ON4+OGHERERgbNnz2L//v148803AfTmWR8+fBh33303ZDIZYmJikJKSgoKCAhw7dgw6nQ4bN26E3W4fUrCura1FV1eXz7Ho6OjrplsN6UXZICTkpKenY/Pmzfjtb3+LzMxMfPHFF1i9erXPOcuWLcO2bduwa9cuTJ06FXPnzsWuXbuuui3VUE2bNg2HDh3CxYsXMXv2bGRlZeGZZ57xaWm1fv16lJWVYcKECdDr9QCAZ555BjNmzEBubi7mzZsHk8mEJUuWDOl7pqamwmw2+3ycOHEiGD8eGUXUfIAQQkIAzawJISQEULAmhJAQQMGaEEJCAAVrQggJARSsCSEkBFCwJoSQEPD/AVDFU8Uqfh1/AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test target\n", + "preds_target = np.array([])\n", + "var_preds_target = np.array([])\n", + "true_target = np.array([])\n", + "score_list = np.array([])\n", + "lbnll_target = np.array([])\n", + "\n", + "\n", + "with torch.no_grad():\n", + " for X, y in target_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds_target = np.append(preds_target, pred[:, 0].cpu())\n", + " var_preds_target = np.append(var_preds_target, pred[:, 1].cpu())\n", + " true_target = np.append(true_target, y.cpu())\n", + " score = r2_score(y.cpu(), pred[:, 0].cpu())\n", + " score_list = np.append(score_list, score)\n", + " lbnll_target = np.append(lbnll_target, loss_bnll(pred[:, 0].cpu(), pred[:, 1].cpu(), y, beta = 0.5))\n", + "\n", + "\n", + "score = np.mean(score_list)\n", + "print(f'Target R2 Score is {score:.4f}')\n", + "\n", + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_target, preds_target, color='black', alpha = 0.1)\n", + "line = np.linspace(1, 3, 100)\n", + "plt.plot(line, line)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Predicted Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('MMD | Target | R2: {0:.3f}'.format(np.mean(score_list)))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "4dc70c57-9da4-4842-9784-ed856c00c0f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Uncertainty | Target | BNLL: -0.173')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_target, np.sqrt(var_preds_target), color='black', alpha = 0.1)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Error on Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('Uncertainty | Target | BNLL: {0:.3f}'.format(np.mean(lbnll_target)))" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "5fadc74a-8e31-420a-9adb-3792cc488ec8", + "metadata": {}, + "outputs": [], + "source": [ + "def sample_variance(obs, true):\n", + " return np.std(obs - true) ** 2" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "7913bf0f-f3d0-4f3b-a5d9-1fa125d0d238", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(np.arange(len(preds_source)), preds_source - true_source, alpha = 0.1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d0f5d376-5d5a-409c-9163-a757854db63d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "6c07e1a5-872a-4764-bbc5-7287c7d4d918", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "275.6961931537458" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chisq(preds_target, true_target, var_preds_target)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4c7f39ff-7400-43cc-ae84-1832f319c954", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "14a94f1e-758e-4a64-b0c7-0f3a5781f7c2", + "metadata": { + "id": "14a94f1e-758e-4a64-b0c7-0f3a5781f7c2" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(20000,)" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c6c2db2-d6a2-44bc-ae4e-df58f31a2a7a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "803e2b32-fcb3-4d87-b7fd-712fcc0b1ece", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "4e63e41f-60d1-45b3-bea2-13556feefcdb", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'sample_variance' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[21], line 6\u001b[0m\n\u001b[1;32m 4\u001b[0m resid_all \u001b[38;5;241m=\u001b[39m preds_target \u001b[38;5;241m-\u001b[39m true_target\n\u001b[1;32m 5\u001b[0m errors \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msqrt(var_preds_source[rand_idx])\n\u001b[0;32m----> 6\u001b[0m sv \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msqrt(\u001b[43msample_variance\u001b[49m(preds_source, true_source))\n\u001b[1;32m 7\u001b[0m mn \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmean(resid_all)\n\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# Create the figure and axes\u001b[39;00m\n", + "\u001b[0;31mNameError\u001b[0m: name 'sample_variance' is not defined" + ] + } + ], + "source": [ + "n_points = 30\n", + "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", + "residuals = preds_source[rand_idx] - true_source[rand_idx]\n", + "resid_all = preds_target - true_target\n", + "errors = np.sqrt(var_preds_source[rand_idx])\n", + "sv = np.sqrt(sample_variance(preds_source, true_source))\n", + "mn = np.mean(resid_all)\n", + "\n", + "# Create the figure and axes\n", + "fig, (ax_hist, ax_resid) = plt.subplots(2, 1, gridspec_kw={'height_ratios': [1, 3]}, figsize=(6, 8))\n", + "\n", + "\n", + "\n", + "# Plot the histogram\n", + "ax_hist.hist(resid_all, bins=10, edgecolor='black', alpha=0.7)\n", + "ax_hist.set_title('Source Residuals')\n", + "ax_hist.set_ylabel('Frequency')\n", + "\n", + "# Plot the residuals with error bars in the x-direction\n", + "ax_resid.errorbar(x=residuals, y=np.arange(n_points), xerr=errors, fmt='o', alpha=0.5, ecolor = 'k', color = 'k')\n", + "ax_resid.axvline(x=0, color='red', linestyle='--')\n", + "ax_resid.set_xlabel('Residuals (Predicted - True)')\n", + "ax_resid.set_ylabel('Data Point Index')\n", + "ax_resid.set_title('Sample Variance: {0:.3f}'.format(sv))\n", + "ax_resid.axvspan(mn-sv, mn+sv, alpha = 0.5, label = \"Sample Variance\")\n", + "ax_resid.axvline(mn, color = 'k', ls = '--', label = \"Bias\")\n", + "ax_resid.legend(loc = 'upper left', fontsize = 'x-small')\n", + "\n", + "plt.xlim(-0.8, 0.8)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8322ca8d-98bf-4097-903c-772dd1a3cfc9", + "metadata": {}, + "outputs": [], + "source": [ + "n_points = 30\n", + "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", + "residuals = preds_target[rand_idx] - true_target[rand_idx]\n", + "resid_all = preds_target - true_target\n", + "errors = np.sqrt(var_preds_target[rand_idx])\n", + "sv = np.sqrt(sample_variance(preds_target, true_target))\n", + "mn = np.mean(resid_all)\n", + "# Create the figure and axes\n", + "fig, (ax_hist, ax_resid) = plt.subplots(2, 1, gridspec_kw={'height_ratios': [1, 3]}, figsize=(6, 8))\n", + "\n", + "\n", + "\n", + "# Plot the histogram\n", + "ax_hist.hist(resid_all, bins=10, edgecolor='black', alpha=0.7)\n", + "ax_hist.set_title('Target Residuals')\n", + "ax_hist.set_ylabel('Frequency')\n", + "\n", + "# Plot the residuals with error bars in the x-direction\n", + "ax_resid.errorbar(x=residuals, y=np.arange(n_points), xerr=errors, fmt='o', alpha=0.5, ecolor = 'k', color = 'k')\n", + "ax_resid.axvline(x=0, color='red', linestyle='--')\n", + "ax_resid.set_xlabel('Residuals (Predicted - True)')\n", + "ax_resid.set_ylabel('Data Point Index')\n", + "ax_resid.set_title('Sample Variance: {0:.3f}'.format(sv))\n", + "ax_resid.axvspan(mn-sv, mn+sv, alpha = 0.5, label = \"Sample Variance\")\n", + "ax_resid.axvline(mn, color = 'k', ls = '--', label = \"Bias\")\n", + "ax_resid.legend(loc = 'upper left', fontsize = 'x-small')\n", + "\n", + "plt.xlim(-0.8, 0.8)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "7bb59c23-795c-4b51-a817-f2692a1f7411", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20000,)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "true.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "0dc59ec5-ffc9-46c5-b445-1e32a365a9c6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20000, 3, 45, 45)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imgs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "a7f708ec-c4a0-4c9d-b9bb-7f1795f01e33", + "metadata": {}, + "outputs": [], + "source": [ + "idx = (np.abs(true - preds) > 0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "5c7ee075-8532-45d7-919a-7401edff507d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.30214167, 2.98077202, 2.00425458, ..., 0.95970899, 3.07219529,\n", + " 2.18891573])" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "preds" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "512df74f-7c4b-4840-b397-b79f3017ac36", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.69164467, 3.9343679 , 2.13911223, ..., 1.52133608, 2.09088802,\n", + " 2.36884522])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "true" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "f0377083-51e8-48fa-adc7-a5d87887ea61", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.9343678951263428\n", + "2.980772018432617\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 0\n", + "b = 0\n", + "plt.imshow(imgs[idx][i, b, :, :])\n", + "print(true[idx][0])\n", + "print(preds[idx][0])" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "50de4197-afe2-415c-b46b-01f565ba5d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.154159426689148\n", + "2.234156370162964\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 134\n", + "# Create a figure with 3 subplots arranged horizontally\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + "# First subplot\n", + "axs[0].imshow(imgs[idx][i, 0, :, :])\n", + "axs[0].set_title('g')\n", + "\n", + "# Second subplot\n", + "axs[1].imshow(imgs[idx][i, 1, :, :])\n", + "axs[1].set_title('r')\n", + "\n", + "# Third subplot\n", + "axs[2].imshow(imgs[idx][i, 2, :, :])\n", + "axs[2].set_title('z')\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "\n", + "print(true[idx][i])\n", + "print(preds[idx][i])\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "2c2afb9d-223c-4b24-be59-6f6e9fa33c90", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 16\n", + "# Create a figure with 3 subplots arranged horizontally\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + "# First subplot\n", + "axs[0].imshow(source_data[i, 0, :, :])\n", + "axs[0].set_title('g')\n", + "\n", + "# Second subplot\n", + "axs[1].imshow(source_data[i, 1, :, :])\n", + "axs[1].set_title('r')\n", + "\n", + "# Third subplot\n", + "axs[2].imshow(source_data[i, 2, :, :])\n", + "axs[2].set_title('z')\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "126014cc-61bc-4e1c-91c3-d7dd99ef0538", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [ + { + "file_id": "1MFScb-3Sbugn4RNiDaeocicJUIHlh_j2", + "timestamp": 1717430435817 + }, + { + "file_id": "1wlKaSdLzleueYrwljtOcqsiOfzEy1dxP", + "timestamp": 1717429638462 + } + ] + }, + "kernelspec": { + "display_name": "Python [conda env:.conda-neural]", + "language": "python", + "name": "conda-env-.conda-neural-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/training/notebooks/MMD_paper/mve/MVE_mb_2step_v2.ipynb b/training/notebooks/MMD_paper/mve/MVE_mb_2step_v2.ipynb new file mode 100644 index 0000000..5f19a1d --- /dev/null +++ b/training/notebooks/MMD_paper/mve/MVE_mb_2step_v2.ipynb @@ -0,0 +1,3220 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 10375, + "status": "ok", + "timestamp": 1718868666013, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "a8aa3fe5-4277-47fc-b26d-baa137256f17", + "outputId": "9ad89b68-4fd0-4146-a087-24cd367fb09f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cuda device\n" + ] + } + ], + "source": [ + "# Imports we will use\n", + "import torch\n", + "import gc\n", + "from torch import nn\n", + "import torch.nn.functional as F\n", + "from torch.utils.data import DataLoader, TensorDataset\n", + "from torch.autograd import Function\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import numpy as np\n", + "import pandas as pd\n", + "import random\n", + "from pathlib import Path\n", + "from sklearn.metrics import r2_score\n", + "from astropy.visualization import make_lupton_rgb\n", + "from sklearn.manifold import Isomap\n", + "from train_utils import *\n", + "import time\n", + "import os\n", + "import json\n", + "\n", + "%matplotlib inline\n", + "plt.rcParams.update({'font.size': 12})\n", + "\n", + "os.environ['KMP_DUPLICATE_LIB_OK'] = 'True'\n", + "\n", + "# Set Seed\n", + "torch.manual_seed(22)\n", + "\n", + "# Find if cuda is available\n", + "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + "print(f\"Using {device} device\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7", + "metadata": { + "executionInfo": { + "elapsed": 19938, + "status": "ok", + "timestamp": 1718868749575, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "3efc6755-daeb-48ca-bbc7-c5a3b539c5b7" + }, + "outputs": [], + "source": [ + "# Load in data\n", + "head = Path.cwd().parents[3]\n", + "source_img_path = head / 'data/mb_lenscolor_source/mb_lenscolor_source.npy'\n", + "target_img_path = head / 'data/mb_lenscolor_target/mb_lenscolor_target.npy'\n", + "source_meta = head / 'data/mb_lenscolor_source/mb_lenscolor_source_metadata.csv'\n", + "target_meta = head / 'data/mb_lenscolor_target/mb_lenscolor_target_metadata.csv'\n", + "batch_size = 32\n", + "source_train_dataloader, source_test_dataloader, source_val_dataloader, source_data = create_dataloader(source_img_path, source_meta, batch_size)\n", + "target_train_dataloader, target_test_dataloader, target_val_dataloader, target_data = create_dataloader(target_img_path, target_meta, batch_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 673 + }, + "executionInfo": { + "elapsed": 559, + "status": "ok", + "timestamp": 1718868750133, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "b72c4588-acb2-478c-96e9-cb09a0380ecd", + "outputId": "651cb9ac-efea-4f14-b3a0-f03648a4081a" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize source data\n", + "visualize_data(source_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 673 + }, + "executionInfo": { + "elapsed": 665, + "status": "ok", + "timestamp": 1718868750796, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "6d6e4147-ce23-4fca-b1aa-42122b0e2501", + "outputId": "eccb0d95-4566-445f-a058-b1d5b87765b0" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize target data\n", + "visualize_data(target_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2f31008f-dbfe-4788-9949-bfeb6a6d5793", + "metadata": {}, + "outputs": [], + "source": [ + "# Define and initialize model\n", + "class NeuralNetwork(nn.Module):\n", + " def __init__(self, npix):\n", + " super(NeuralNetwork, self).__init__()\n", + " self.feature = nn.Sequential()\n", + " self.feature.add_module('f_conv1', nn.Conv2d(in_channels=3, out_channels=8, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu1', nn.ReLU(True))\n", + " self.feature.add_module('f_bn1', nn.BatchNorm2d(8))\n", + " self.feature.add_module('f_pool1', nn.MaxPool2d(kernel_size=2, stride=2))\n", + " self.feature.add_module('f_conv2', nn.Conv2d(in_channels=8, out_channels=16, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu2', nn.ReLU(True))\n", + " self.feature.add_module('f_bn2', nn.BatchNorm2d(16))\n", + " self.feature.add_module('f_pool2', nn.MaxPool2d(kernel_size=2, stride=2))\n", + " self.feature.add_module('f_conv3', nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, padding='same'))\n", + " self.feature.add_module('f_relu3', nn.ReLU(True))\n", + " self.feature.add_module('f_bn3', nn.BatchNorm2d(32))\n", + " self.feature.add_module('f_pool3', nn.MaxPool2d(kernel_size=2, stride=2))\n", + "\n", + " self.regressor = nn.Sequential()\n", + " self.regressor.add_module('r_fc1', nn.Linear(in_features=32*5*5, out_features=128))\n", + " self.regressor.add_module('r_relu1', nn.ReLU(True))\n", + " self.regressor.add_module('r_fc3', nn.Linear(in_features=128, out_features=2))\n", + "\n", + " self.npix = npix\n", + "\n", + " def forward(self, x):\n", + " x = x.view(-1, 3, self.npix, self.npix)\n", + "\n", + " features = self.feature(x)\n", + " features = features.view(-1, 32*5*5)\n", + " estimate = self.regressor(features)\n", + " estimate = F.relu(estimate)\n", + " estimate = estimate.view(-1, 2)\n", + "\n", + " return estimate, features\n", + "\n", + "\n", + " def get_feature(self, x):\n", + " x = x.view(-1, 3, self.npix, self.npix)\n", + " features = self.feature(x)\n", + " features = features.view(-1, 32*5*5)\n", + " return features" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2e7f70d7-4779-4cc0-ac79-4a7f4fc8f492", + "metadata": {}, + "outputs": [], + "source": [ + "def loss_bnll(mean, variance, truth, beta, epsilon = 1e-7): # beta=0.5):\n", + " \"\"\"Compute beta-NLL loss\n", + "\n", + " :param mean: Predicted mean of shape B x D\n", + " :param variance: Predicted variance of shape B x D\n", + " :param truth: truth of shape B x D\n", + " :param beta: Parameter from range [0, 1] controlling relative\n", + " weighting between data points, where `0` corresponds to\n", + " high weight on low error points and `1` to an equal weighting.\n", + " :returns: Loss per batch element of shape B\n", + " \"\"\"\n", + " variance = variance + epsilon\n", + " loss = 0.5 * ((truth - mean) ** 2 / variance + variance.log())\n", + " if beta > 0:\n", + " loss = loss * (variance.detach() ** beta)\n", + " return loss.sum(axis=-1) / len(mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ac90fb71-6235-404a-9b13-db9545688947", + "metadata": {}, + "outputs": [], + "source": [ + "# Define training loop\n", + "def train_loop(source_dataloader, \n", + " target_dataloader, \n", + " model, \n", + " regressor_loss_fn,\n", + " da_loss,\n", + " optimizer,\n", + " n_epoch,\n", + " epoch,\n", + " init_wt_da,\n", + " final_wt_da,):\n", + " # init_wt_mve,\n", + " # final_wt_mve):\n", + " \"\"\"\n", + " Trains the Neural Network on Source/Target Domains with the following loss:\n", + " Loss = Source Regression Loss + 1.4 * DA MMD Loss\n", + " \n", + " source_dataloader: DataLoader for the source domain data.\n", + "\ttarget_dataloader: DataLoader for the target domain data.\n", + "\tmodel: The neural network model to be trained.\n", + "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", + "\tda_loss: Loss function for domain adaptation (e.g., MMD loss).\n", + "\toptimizer: Optimizer for the model parameters.\n", + "\tn_epoch: Total number of epochs for training.\n", + "\tepoch: Current epoch number.\n", + " \"\"\"\n", + "\n", + " domain_error = 0\n", + " domain_classifier_accuracy = 0\n", + " estimator_error = 0\n", + " mve_error = 0\n", + " score_list = np.array([])\n", + "\n", + " # Iteration length is shorter of the two datasets\n", + " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", + " data_source_iter = iter(source_dataloader)\n", + " data_target_iter = iter(target_dataloader)\n", + "\n", + " # Iterate over the two datasets\n", + " i = 0\n", + " while i < len_dataloader:\n", + "\n", + " # Time-varying hyperparameter, p 0 -> infty, alpha 0 -> 1\n", + " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader # UNUSED\n", + " alpha = 2. / (1. + np.exp(-10 * p)) - 1 # UNUSED\n", + "\n", + " # Source Training\n", + "\n", + " # Load a batch of source data, move to GPU\n", + " data_source = next(data_source_iter)\n", + " X, y = data_source\n", + " X = X.float()\n", + " X = X.cuda()\n", + " y = y.cuda()\n", + "\n", + " # Zero model gradients and labels\n", + " model.zero_grad()\n", + " batch_size = len(y)\n", + "\n", + " domain_label = torch.zeros(batch_size)\n", + " domain_label = domain_label.long()\n", + " domain_label = domain_label.cuda()\n", + "\n", + " # Apply data to model and get predictions, embeddings, apply gradients\n", + " estimate_output, domain_output_source = model(X)\n", + " mean = estimate_output[:, 0]\n", + " variance = estimate_output[:, 1]\n", + "\n", + " # print(y.shape)\n", + " # print(mean.shape)\n", + " # Calculate source regression loss based on predictions\n", + " estimate_loss = regressor_loss_fn(mean, y)\n", + "\n", + " \n", + " # Target Training\n", + "\n", + " data_target = next(data_target_iter)\n", + " X_target, _ = data_target\n", + " X_target = X_target.float()\n", + " X_target = X_target.cuda()\n", + "\n", + " batch_size = len(X_target)\n", + "\n", + " _, domain_output_target = model(X_target)\n", + "\n", + " # Calculate the DA Loss between source and target, MMD loss\n", + " domain_loss = da_loss(domain_output_source, domain_output_target)\n", + " mve_loss = loss_bnll(mean.flatten(), variance.flatten(), y, beta = 0.5)\n", + " \n", + " # Hyperparameter of da_weight set to weight domain loss vs source loss\n", + " # Perhaps this is where alpha was initially used\n", + " da_weight = init_wt_da - ((init_wt_da - final_wt_da) * (epoch / n_epoch))\n", + " # mve_weight_power = (init_wt_mve - ((init_wt_mve - final_wt_mve) * (epoch / n_epoch)))\n", + " # mve_weight = 10 ** (-mve_weight_power)\n", + "\n", + " # Calculate the R2 score of the predictions vs. labels\n", + " score = r2_score(y.cpu().detach().numpy(), mean.cpu().detach().numpy())\n", + "\n", + " \n", + " if (epoch) > 15:\n", + " loss = mve_loss + domain_loss * da_weight \n", + " else:\n", + " loss = estimate_loss + domain_loss * da_weight \n", + "\n", + " \n", + " \n", + " # Backpropagation, update optimizer lr\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " # Update values\n", + " \n", + " # Domain loss is the DA loss or MMD loss between embedding outputs\n", + " domain_error += domain_loss.item()\n", + "\n", + " # Estimator loss is the source data loss on regression\n", + " estimator_error += estimate_loss.item()\n", + "\n", + " mve_error += mve_loss.item()\n", + "\n", + " score_list = np.append(score_list, score)\n", + "\n", + " i += 1\n", + "\n", + " # Calculate average scores/errors of batches for this epoch\n", + " score = np.mean(score_list)\n", + " domain_error = domain_error / (len_dataloader)\n", + " estimator_error /= len_dataloader\n", + " mve_error /= len_dataloader\n", + "\n", + " return [domain_error, estimator_error, mve_error, score]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0f396a25-17ae-48c5-90e0-7987621247d7", + "metadata": {}, + "outputs": [], + "source": [ + "def test_loop(source_dataloader, \n", + " target_dataloader, \n", + " model, \n", + " regressor_loss_fn, \n", + " da_loss, \n", + " n_epoch, \n", + " epoch):\n", + " \"\"\"\n", + " Tests the model accuracy.\n", + " \n", + " source_dataloader: DataLoader for the source domain data.\n", + "\ttarget_dataloader: DataLoader for the target domain data.\n", + "\tmodel: The neural network model to be trained.\n", + "\tregressor_loss_fn: Loss function for the regression task (e.g., MSELoss).\n", + "\tda_loss: Loss function for domain adaptation (e.g., MMD loss). UNUSED\n", + "\tn_epoch: Total number of epochs for training.\n", + "\tepoch: Current epoch number.\n", + " \"\"\"\n", + "\n", + " \n", + " # Evaluating without gradient computation in bg for validation\n", + " with torch.no_grad():\n", + " \n", + " len_dataloader = min(len(source_dataloader), len(target_dataloader))\n", + " data_source_iter = iter(source_dataloader)\n", + " data_target_iter = iter(target_dataloader)\n", + "\n", + " \n", + " domain_classifier_error = 0\n", + " domain_classifier_accuracy = 0\n", + " estimator_error = 0\n", + " estimator_error_target = 0\n", + " mve_error = 0\n", + " mve_error_target = 0\n", + " score_list = np.array([])\n", + " score_list_target = np.array([])\n", + "\n", + " i = 0\n", + " while i < len_dataloader:\n", + "\n", + " p = float(i + epoch * len_dataloader) / n_epoch / len_dataloader\n", + " alpha = 2. / (1. + np.exp(-10 * p)) - 1\n", + "\n", + " # Source Testing\n", + "\n", + " data_source = next(data_source_iter)\n", + " X, y = data_source\n", + " X = X.float()\n", + " X = X.cuda()\n", + " y = y.cuda()\n", + "\n", + " batch_size = len(y)\n", + "\n", + " estimate_output, domain_output = model(X)\n", + " source_mean = estimate_output[:, 0]\n", + " source_variance = estimate_output[:, 1]\n", + " \n", + " estimate_loss = regressor_loss_fn(source_mean, y)\n", + " mve_loss = loss_bnll(source_mean.flatten(), source_variance.flatten(), y, beta = 0.5)\n", + "\n", + " # Target Testing\n", + "\n", + " data_target = next(data_target_iter)\n", + " X_target, y_target = data_target\n", + " X_target = X_target.float()\n", + " X_target = X_target.cuda()\n", + " y_target = y_target.cuda()\n", + "\n", + " batch_size = len(X_target)\n", + "\n", + " estimate_output_target, domain_output = model(X_target)\n", + " target_mean = estimate_output_target[:, 0]\n", + " target_variance = estimate_output_target[:, 1]\n", + " \n", + " estimate_loss_target = regressor_loss_fn(target_mean, y_target)\n", + " mve_loss_target = loss_bnll(target_mean.flatten(), target_variance.flatten(), y_target, beta = 0.5)\n", + " \n", + " # Update values\n", + "\n", + " # Regression loss on validation testing\n", + " estimator_error += estimate_loss.item()\n", + " estimator_error_target += estimate_loss_target.item()\n", + "\n", + " # MVE loss on validation testing\n", + " mve_error += mve_loss.item()\n", + " mve_error_target += mve_loss_target.item()\n", + "\n", + " # R2 Scores on validation testing\n", + " score = r2_score(y.cpu(), source_mean.cpu())\n", + " score_list = np.append(score_list, score)\n", + " score_target = r2_score(y_target.cpu(), target_mean.cpu())\n", + " score_list_target = np.append(score_list_target, score_target)\n", + "\n", + " i += 1\n", + "\n", + " score = np.mean(score_list)\n", + " score_target = np.mean(score_list_target)\n", + " estimator_error /= len_dataloader\n", + " estimator_error_target /= len_dataloader\n", + " mve_error /= len_dataloader\n", + " mve_error_target /= len_dataloader\n", + " \n", + " classifier_error = 1 # UNUSED, legacy\n", + " return [classifier_error, estimator_error, estimator_error_target, score, score_target, mve_error, mve_error_target]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "97d4a095-7e54-4e74-9700-3971a034160c", + "metadata": {}, + "outputs": [], + "source": [ + "model = NeuralNetwork(npix=40).cuda()\n", + "learning_rate = 2e-5\n", + "epochs = 100\n", + "# Define loss functions and optimizer\n", + "regressor_loss_fn = nn.MSELoss().cuda()\n", + "\n", + "# Try to adjust momentum -> see if that helps\n", + "# Try SGD, Adadelta, see if that helps\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n", + "da_loss = MMD_loss()\n", + "\n", + "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", + "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e3a47fbf-42c0-4a38-9ed0-c3d59fd27614", + "metadata": {}, + "outputs": [], + "source": [ + "mod_name = None#\"models/mb_lenscolor_jul25_1700\" #\n", + "stats = {'train_DA_loss':[],\n", + " 'train_regression_loss':[],\n", + " 'train_mve_loss':[],\n", + " 'train_r2_score':[],\n", + " 'val_source_regression_loss':[],\n", + " 'val_target_regression_loss':[],\n", + " 'val_source_r2_score':[],\n", + " 'val_target_r2_score':[],\n", + " 'val_source_mve_loss': [],\n", + " 'val_target_mve_loss': [],\n", + " 'epoch_no': 0}\n", + "if mod_name is not None:\n", + " state = torch.load(mod_name)\n", + " model.load_state_dict(state['state_dict'])\n", + " optimizer.load_state_dict(state['optimizer'])\n", + " \n", + " stat_file = Path(mod_name+'.json')\n", + " if stat_file.is_file():\n", + " stats = json.load(open(mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "49bde5ed-7373-461d-81ee-11b430fd20d3", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 293833, + "status": "ok", + "timestamp": 1718869045423, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "1dfe3810-672c-4a28-b606-b3079a40fca4", + "outputId": "45493f2a-ea42-401e-f88b-b0ad39b969ed", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Beginning Training...\n", + "\n", + "Epoch 0: 19.84s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.2836\n", + "\tTrain Regression Loss: : 0.2769\n", + "\tTrain Mve Loss: : 310.5679\n", + "\tTrain R2 Score: : 0.1286\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0517\n", + "\tVal Target Regression Loss: : 0.0723\n", + "\tVal Source R2 Score: : 0.8387\n", + "\tVal Target R2 Score: : 0.7705\n", + "\tVal Source Mve Loss: : 34.3223\n", + "\tVal Target Mve Loss: : 48.2114\n", + "Saving Model... Done.\n", + "\n", + "Epoch 1: 14.63s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1678\n", + "\tTrain Regression Loss: : 0.0401\n", + "\tTrain Mve Loss: : 21.6411\n", + "\tTrain R2 Score: : 0.8738\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0346\n", + "\tVal Target Regression Loss: : 0.0469\n", + "\tVal Source R2 Score: : 0.8896\n", + "\tVal Target R2 Score: : 0.8514\n", + "\tVal Source Mve Loss: : 13.0007\n", + "\tVal Target Mve Loss: : 16.8877\n", + "Saving Model... Done.\n", + "\n", + "Epoch 2: 12.63s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1525\n", + "\tTrain Regression Loss: : 0.0289\n", + "\tTrain Mve Loss: : 11.6135\n", + "\tTrain R2 Score: : 0.9091\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0298\n", + "\tVal Target Regression Loss: : 0.0333\n", + "\tVal Source R2 Score: : 0.9063\n", + "\tVal Target R2 Score: : 0.8956\n", + "\tVal Source Mve Loss: : 12.4044\n", + "\tVal Target Mve Loss: : 11.8249\n", + "Saving Model... Done.\n", + "\n", + "Epoch 3: 12.42s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1460\n", + "\tTrain Regression Loss: : 0.0237\n", + "\tTrain Mve Loss: : 9.1999\n", + "\tTrain R2 Score: : 0.9257\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0239\n", + "\tVal Target Regression Loss: : 0.0300\n", + "\tVal Source R2 Score: : 0.9253\n", + "\tVal Target R2 Score: : 0.9043\n", + "\tVal Source Mve Loss: : 9.6130\n", + "\tVal Target Mve Loss: : 12.5770\n", + "Saving Model... Done.\n", + "\n", + "Epoch 4: 13.49s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1434\n", + "\tTrain Regression Loss: : 0.0214\n", + "\tTrain Mve Loss: : 9.5514\n", + "\tTrain R2 Score: : 0.9329\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0216\n", + "\tVal Target Regression Loss: : 0.0256\n", + "\tVal Source R2 Score: : 0.9318\n", + "\tVal Target R2 Score: : 0.9183\n", + "\tVal Source Mve Loss: : 11.1237\n", + "\tVal Target Mve Loss: : 14.1743\n", + "Saving Model... Done.\n", + "\n", + "Epoch 5: 11.96s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1411\n", + "\tTrain Regression Loss: : 0.0197\n", + "\tTrain Mve Loss: : 9.9798\n", + "\tTrain R2 Score: : 0.9384\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0210\n", + "\tVal Target Regression Loss: : 0.0257\n", + "\tVal Source R2 Score: : 0.9349\n", + "\tVal Target R2 Score: : 0.9193\n", + "\tVal Source Mve Loss: : 10.3917\n", + "\tVal Target Mve Loss: : 14.4733\n", + "Saving Model... Done.\n", + "\n", + "Epoch 6: 11.65s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1389\n", + "\tTrain Regression Loss: : 0.0190\n", + "\tTrain Mve Loss: : 11.2859\n", + "\tTrain R2 Score: : 0.9404\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0193\n", + "\tVal Target Regression Loss: : 0.0243\n", + "\tVal Source R2 Score: : 0.9388\n", + "\tVal Target R2 Score: : 0.9228\n", + "\tVal Source Mve Loss: : 12.4191\n", + "\tVal Target Mve Loss: : 17.1788\n", + "Saving Model... Done.\n", + "\n", + "Epoch 7: 11.33s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1407\n", + "\tTrain Regression Loss: : 0.0177\n", + "\tTrain Mve Loss: : 13.6742\n", + "\tTrain R2 Score: : 0.9441\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0182\n", + "\tVal Target Regression Loss: : 0.0226\n", + "\tVal Source R2 Score: : 0.9428\n", + "\tVal Target R2 Score: : 0.9279\n", + "\tVal Source Mve Loss: : 17.2284\n", + "\tVal Target Mve Loss: : 22.8156\n", + "Saving Model... Done.\n", + "\n", + "Epoch 8: 14.39s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1406\n", + "\tTrain Regression Loss: : 0.0168\n", + "\tTrain Mve Loss: : 16.2139\n", + "\tTrain R2 Score: : 0.9474\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0166\n", + "\tVal Target Regression Loss: : 0.0199\n", + "\tVal Source R2 Score: : 0.9479\n", + "\tVal Target R2 Score: : 0.9373\n", + "\tVal Source Mve Loss: : 17.0854\n", + "\tVal Target Mve Loss: : 21.9424\n", + "Saving Model... Done.\n", + "\n", + "Epoch 9: 14.41s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1367\n", + "\tTrain Regression Loss: : 0.0162\n", + "\tTrain Mve Loss: : 17.7309\n", + "\tTrain R2 Score: : 0.9489\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0172\n", + "\tVal Target Regression Loss: : 0.0202\n", + "\tVal Source R2 Score: : 0.9464\n", + "\tVal Target R2 Score: : 0.9360\n", + "\tVal Source Mve Loss: : 19.3236\n", + "\tVal Target Mve Loss: : 23.9789\n", + "\n", + "Epoch 10: 13.18s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1405\n", + "\tTrain Regression Loss: : 0.0161\n", + "\tTrain Mve Loss: : 19.4493\n", + "\tTrain R2 Score: : 0.9491\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0237\n", + "\tVal Target Regression Loss: : 0.0265\n", + "\tVal Source R2 Score: : 0.9263\n", + "\tVal Target R2 Score: : 0.9150\n", + "\tVal Source Mve Loss: : 29.5538\n", + "\tVal Target Mve Loss: : 34.1003\n", + "\n", + "Epoch 11: 15.83s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1400\n", + "\tTrain Regression Loss: : 0.0160\n", + "\tTrain Mve Loss: : 20.6299\n", + "\tTrain R2 Score: : 0.9495\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0168\n", + "\tVal Target Regression Loss: : 0.0196\n", + "\tVal Source R2 Score: : 0.9469\n", + "\tVal Target R2 Score: : 0.9382\n", + "\tVal Source Mve Loss: : 22.5308\n", + "\tVal Target Mve Loss: : 27.0954\n", + "Saving Model... Done.\n", + "\n", + "Epoch 12: 13.68s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1392\n", + "\tTrain Regression Loss: : 0.0159\n", + "\tTrain Mve Loss: : 21.5124\n", + "\tTrain R2 Score: : 0.9500\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0170\n", + "\tVal Target Regression Loss: : 0.0191\n", + "\tVal Source R2 Score: : 0.9410\n", + "\tVal Target R2 Score: : 0.9394\n", + "\tVal Source Mve Loss: : 22.1800\n", + "\tVal Target Mve Loss: : 26.1964\n", + "Saving Model... Done.\n", + "\n", + "Epoch 13: 14.03s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1398\n", + "\tTrain Regression Loss: : 0.0158\n", + "\tTrain Mve Loss: : 21.8190\n", + "\tTrain R2 Score: : 0.9501\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0167\n", + "\tVal Target Regression Loss: : 0.0195\n", + "\tVal Source R2 Score: : 0.9477\n", + "\tVal Target R2 Score: : 0.9376\n", + "\tVal Source Mve Loss: : 23.0627\n", + "\tVal Target Mve Loss: : 28.2202\n", + "\n", + "Epoch 14: 11.63s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1430\n", + "\tTrain Regression Loss: : 0.0161\n", + "\tTrain Mve Loss: : 22.2692\n", + "\tTrain R2 Score: : 0.9493\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0172\n", + "\tVal Target Regression Loss: : 0.0202\n", + "\tVal Source R2 Score: : 0.9457\n", + "\tVal Target R2 Score: : 0.9361\n", + "\tVal Source Mve Loss: : 23.6458\n", + "\tVal Target Mve Loss: : 28.4140\n", + "\n", + "Epoch 15: 12.57s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1447\n", + "\tTrain Regression Loss: : 0.0164\n", + "\tTrain Mve Loss: : 22.6890\n", + "\tTrain R2 Score: : 0.9484\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0176\n", + "\tVal Target Regression Loss: : 0.0202\n", + "\tVal Source R2 Score: : 0.9435\n", + "\tVal Target R2 Score: : 0.9358\n", + "\tVal Source Mve Loss: : 25.0425\n", + "\tVal Target Mve Loss: : 28.9433\n", + "\n", + "Epoch 16: 12.01s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1443\n", + "\tTrain Regression Loss: : 0.0436\n", + "\tTrain Mve Loss: : 0.2846\n", + "\tTrain R2 Score: : 0.8630\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0301\n", + "\tVal Target Regression Loss: : 0.0350\n", + "\tVal Source R2 Score: : 0.9074\n", + "\tVal Target R2 Score: : 0.8903\n", + "\tVal Source Mve Loss: : -0.2229\n", + "\tVal Target Mve Loss: : -0.1590\n", + "\n", + "Epoch 17: 13.52s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1402\n", + "\tTrain Regression Loss: : 0.0285\n", + "\tTrain Mve Loss: : -0.0800\n", + "\tTrain R2 Score: : 0.9106\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0227\n", + "\tVal Target Regression Loss: : 0.0261\n", + "\tVal Source R2 Score: : 0.9300\n", + "\tVal Target R2 Score: : 0.9178\n", + "\tVal Source Mve Loss: : -0.3014\n", + "\tVal Target Mve Loss: : -0.3269\n", + "\n", + "Epoch 18: 13.70s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1412\n", + "\tTrain Regression Loss: : 0.0214\n", + "\tTrain Mve Loss: : -0.1075\n", + "\tTrain R2 Score: : 0.9325\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0200\n", + "\tVal Target Regression Loss: : 0.0232\n", + "\tVal Source R2 Score: : 0.9369\n", + "\tVal Target R2 Score: : 0.9272\n", + "\tVal Source Mve Loss: : -0.2063\n", + "\tVal Target Mve Loss: : -0.2590\n", + "\n", + "Epoch 19: 12.15s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1404\n", + "\tTrain Regression Loss: : 0.0286\n", + "\tTrain Mve Loss: : 0.0443\n", + "\tTrain R2 Score: : 0.9099\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0221\n", + "\tVal Target Regression Loss: : 0.0248\n", + "\tVal Source R2 Score: : 0.9309\n", + "\tVal Target R2 Score: : 0.9214\n", + "\tVal Source Mve Loss: : 1.3717\n", + "\tVal Target Mve Loss: : 2.0360\n", + "\n", + "Epoch 20: 13.32s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1421\n", + "\tTrain Regression Loss: : 0.0214\n", + "\tTrain Mve Loss: : 0.1145\n", + "\tTrain R2 Score: : 0.9325\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0319\n", + "\tVal Target Regression Loss: : 0.0344\n", + "\tVal Source R2 Score: : 0.9001\n", + "\tVal Target R2 Score: : 0.8907\n", + "\tVal Source Mve Loss: : -0.1524\n", + "\tVal Target Mve Loss: : -0.1179\n", + "\n", + "Epoch 21: 11.13s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1417\n", + "\tTrain Regression Loss: : 0.0236\n", + "\tTrain Mve Loss: : -0.1159\n", + "\tTrain R2 Score: : 0.9256\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0227\n", + "\tVal Target Regression Loss: : 0.0248\n", + "\tVal Source R2 Score: : 0.9292\n", + "\tVal Target R2 Score: : 0.9216\n", + "\tVal Source Mve Loss: : 1.4073\n", + "\tVal Target Mve Loss: : 1.5435\n", + "\n", + "Epoch 22: 12.53s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1398\n", + "\tTrain Regression Loss: : 0.0240\n", + "\tTrain Mve Loss: : -0.0843\n", + "\tTrain R2 Score: : 0.9246\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0334\n", + "\tVal Target Regression Loss: : 0.0359\n", + "\tVal Source R2 Score: : 0.8939\n", + "\tVal Target R2 Score: : 0.8851\n", + "\tVal Source Mve Loss: : 0.8784\n", + "\tVal Target Mve Loss: : 0.9645\n", + "\n", + "Epoch 23: 13.70s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1411\n", + "\tTrain Regression Loss: : 0.0232\n", + "\tTrain Mve Loss: : -0.0400\n", + "\tTrain R2 Score: : 0.9271\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0231\n", + "\tVal Target Regression Loss: : 0.0260\n", + "\tVal Source R2 Score: : 0.9288\n", + "\tVal Target R2 Score: : 0.9163\n", + "\tVal Source Mve Loss: : -0.1172\n", + "\tVal Target Mve Loss: : -0.1170\n", + "\n", + "Epoch 24: 13.37s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1406\n", + "\tTrain Regression Loss: : 0.0229\n", + "\tTrain Mve Loss: : -0.0628\n", + "\tTrain R2 Score: : 0.9283\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0248\n", + "\tVal Target Regression Loss: : 0.0274\n", + "\tVal Source R2 Score: : 0.9212\n", + "\tVal Target R2 Score: : 0.9141\n", + "\tVal Source Mve Loss: : 0.1190\n", + "\tVal Target Mve Loss: : 0.2546\n", + "\n", + "Epoch 25: 13.26s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1378\n", + "\tTrain Regression Loss: : 0.0269\n", + "\tTrain Mve Loss: : -0.1336\n", + "\tTrain R2 Score: : 0.9157\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0224\n", + "\tVal Target Regression Loss: : 0.0250\n", + "\tVal Source R2 Score: : 0.9304\n", + "\tVal Target R2 Score: : 0.9211\n", + "\tVal Source Mve Loss: : -0.0836\n", + "\tVal Target Mve Loss: : -0.0198\n", + "\n", + "Epoch 26: 12.00s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1404\n", + "\tTrain Regression Loss: : 0.0267\n", + "\tTrain Mve Loss: : 0.0408\n", + "\tTrain R2 Score: : 0.9161\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0255\n", + "\tVal Target Regression Loss: : 0.0276\n", + "\tVal Source R2 Score: : 0.9188\n", + "\tVal Target R2 Score: : 0.9124\n", + "\tVal Source Mve Loss: : -0.2294\n", + "\tVal Target Mve Loss: : -0.2282\n", + "\n", + "Epoch 27: 12.80s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1441\n", + "\tTrain Regression Loss: : 0.0215\n", + "\tTrain Mve Loss: : -0.0491\n", + "\tTrain R2 Score: : 0.9322\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0216\n", + "\tVal Target Regression Loss: : 0.0228\n", + "\tVal Source R2 Score: : 0.9321\n", + "\tVal Target R2 Score: : 0.9277\n", + "\tVal Source Mve Loss: : -0.1854\n", + "\tVal Target Mve Loss: : -0.1864\n", + "\n", + "Epoch 28: 13.88s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1429\n", + "\tTrain Regression Loss: : 0.0243\n", + "\tTrain Mve Loss: : -0.1477\n", + "\tTrain R2 Score: : 0.9238\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0239\n", + "\tVal Target Regression Loss: : 0.0258\n", + "\tVal Source R2 Score: : 0.9243\n", + "\tVal Target R2 Score: : 0.9181\n", + "\tVal Source Mve Loss: : -0.0888\n", + "\tVal Target Mve Loss: : -0.1255\n", + "\n", + "Epoch 29: 12.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1412\n", + "\tTrain Regression Loss: : 0.0248\n", + "\tTrain Mve Loss: : -0.1045\n", + "\tTrain R2 Score: : 0.9228\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0312\n", + "\tVal Target Regression Loss: : 0.0342\n", + "\tVal Source R2 Score: : 0.9041\n", + "\tVal Target R2 Score: : 0.8934\n", + "\tVal Source Mve Loss: : -0.3227\n", + "\tVal Target Mve Loss: : -0.3193\n", + "\n", + "Epoch 30: 13.53s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1404\n", + "\tTrain Regression Loss: : 0.0310\n", + "\tTrain Mve Loss: : 0.0081\n", + "\tTrain R2 Score: : 0.9027\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0269\n", + "\tVal Target Regression Loss: : 0.0291\n", + "\tVal Source R2 Score: : 0.9167\n", + "\tVal Target R2 Score: : 0.9076\n", + "\tVal Source Mve Loss: : -0.0135\n", + "\tVal Target Mve Loss: : -0.0142\n", + "\n", + "Epoch 31: 14.73s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1386\n", + "\tTrain Regression Loss: : 0.0254\n", + "\tTrain Mve Loss: : -0.1542\n", + "\tTrain R2 Score: : 0.9207\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0274\n", + "\tVal Target Regression Loss: : 0.0290\n", + "\tVal Source R2 Score: : 0.9137\n", + "\tVal Target R2 Score: : 0.9079\n", + "\tVal Source Mve Loss: : -0.1949\n", + "\tVal Target Mve Loss: : 0.0106\n", + "\n", + "Epoch 32: 15.29s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1427\n", + "\tTrain Regression Loss: : 0.0269\n", + "\tTrain Mve Loss: : -0.0897\n", + "\tTrain R2 Score: : 0.9163\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0277\n", + "\tVal Target Regression Loss: : 0.0291\n", + "\tVal Source R2 Score: : 0.9133\n", + "\tVal Target R2 Score: : 0.9080\n", + "\tVal Source Mve Loss: : 0.0175\n", + "\tVal Target Mve Loss: : 0.0167\n", + "\n", + "Epoch 33: 12.23s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1412\n", + "\tTrain Regression Loss: : 0.0277\n", + "\tTrain Mve Loss: : 0.3491\n", + "\tTrain R2 Score: : 0.9130\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0274\n", + "\tVal Target Regression Loss: : 0.0290\n", + "\tVal Source R2 Score: : 0.9150\n", + "\tVal Target R2 Score: : 0.9084\n", + "\tVal Source Mve Loss: : -0.2547\n", + "\tVal Target Mve Loss: : -0.2864\n", + "\n", + "Epoch 34: 12.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1402\n", + "\tTrain Regression Loss: : 0.0224\n", + "\tTrain Mve Loss: : -0.1366\n", + "\tTrain R2 Score: : 0.9299\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0225\n", + "\tVal Target Regression Loss: : 0.0248\n", + "\tVal Source R2 Score: : 0.9300\n", + "\tVal Target R2 Score: : 0.9215\n", + "\tVal Source Mve Loss: : -0.3209\n", + "\tVal Target Mve Loss: : -0.3296\n", + "\n", + "Epoch 35: 13.02s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1406\n", + "\tTrain Regression Loss: : 0.0228\n", + "\tTrain Mve Loss: : -0.1386\n", + "\tTrain R2 Score: : 0.9286\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0258\n", + "\tVal Target Regression Loss: : 0.0291\n", + "\tVal Source R2 Score: : 0.9194\n", + "\tVal Target R2 Score: : 0.9084\n", + "\tVal Source Mve Loss: : -0.3131\n", + "\tVal Target Mve Loss: : -0.3140\n", + "\n", + "Epoch 36: 14.34s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1419\n", + "\tTrain Regression Loss: : 0.0395\n", + "\tTrain Mve Loss: : -0.0040\n", + "\tTrain R2 Score: : 0.8750\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0328\n", + "\tVal Target Regression Loss: : 0.0343\n", + "\tVal Source R2 Score: : 0.8954\n", + "\tVal Target R2 Score: : 0.8907\n", + "\tVal Source Mve Loss: : 0.0475\n", + "\tVal Target Mve Loss: : 0.0369\n", + "\n", + "Epoch 37: 13.67s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1422\n", + "\tTrain Regression Loss: : 0.0298\n", + "\tTrain Mve Loss: : -0.0071\n", + "\tTrain R2 Score: : 0.9063\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0301\n", + "\tVal Target Regression Loss: : 0.0335\n", + "\tVal Source R2 Score: : 0.9064\n", + "\tVal Target R2 Score: : 0.8940\n", + "\tVal Source Mve Loss: : -0.2659\n", + "\tVal Target Mve Loss: : -0.2594\n", + "\n", + "Epoch 38: 12.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1433\n", + "\tTrain Regression Loss: : 0.0312\n", + "\tTrain Mve Loss: : 0.0595\n", + "\tTrain R2 Score: : 0.9018\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0307\n", + "\tVal Target Regression Loss: : 0.0336\n", + "\tVal Source R2 Score: : 0.9041\n", + "\tVal Target R2 Score: : 0.8940\n", + "\tVal Source Mve Loss: : -0.0393\n", + "\tVal Target Mve Loss: : -0.0392\n", + "\n", + "Epoch 39: 15.54s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1424\n", + "\tTrain Regression Loss: : 0.0419\n", + "\tTrain Mve Loss: : -0.1334\n", + "\tTrain R2 Score: : 0.8674\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0388\n", + "\tVal Target Regression Loss: : 0.0418\n", + "\tVal Source R2 Score: : 0.8802\n", + "\tVal Target R2 Score: : 0.8666\n", + "\tVal Source Mve Loss: : -0.1890\n", + "\tVal Target Mve Loss: : -0.1648\n", + "\n", + "Epoch 40: 16.88s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1425\n", + "\tTrain Regression Loss: : 0.0376\n", + "\tTrain Mve Loss: : -0.0055\n", + "\tTrain R2 Score: : 0.8820\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0629\n", + "\tVal Target Regression Loss: : 0.0651\n", + "\tVal Source R2 Score: : 0.8031\n", + "\tVal Target R2 Score: : 0.7862\n", + "\tVal Source Mve Loss: : -0.0017\n", + "\tVal Target Mve Loss: : -0.0027\n", + "\n", + "Epoch 41: 16.63s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1398\n", + "\tTrain Regression Loss: : 0.0348\n", + "\tTrain Mve Loss: : -0.0520\n", + "\tTrain R2 Score: : 0.8910\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0344\n", + "\tVal Target Regression Loss: : 0.0355\n", + "\tVal Source R2 Score: : 0.8929\n", + "\tVal Target R2 Score: : 0.8863\n", + "\tVal Source Mve Loss: : 0.0564\n", + "\tVal Target Mve Loss: : 0.1541\n", + "\n", + "Epoch 42: 16.21s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1409\n", + "\tTrain Regression Loss: : 0.0265\n", + "\tTrain Mve Loss: : 0.2028\n", + "\tTrain R2 Score: : 0.9169\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0437\n", + "\tVal Target Regression Loss: : 0.0446\n", + "\tVal Source R2 Score: : 0.8618\n", + "\tVal Target R2 Score: : 0.8554\n", + "\tVal Source Mve Loss: : 1.1879\n", + "\tVal Target Mve Loss: : 1.8335\n", + "\n", + "Epoch 43: 16.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1420\n", + "\tTrain Regression Loss: : 0.0243\n", + "\tTrain Mve Loss: : -0.0907\n", + "\tTrain R2 Score: : 0.9234\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0406\n", + "\tVal Target Regression Loss: : 0.0423\n", + "\tVal Source R2 Score: : 0.8719\n", + "\tVal Target R2 Score: : 0.8646\n", + "\tVal Source Mve Loss: : -0.2997\n", + "\tVal Target Mve Loss: : -0.2995\n", + "\n", + "Epoch 44: 18.49s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1436\n", + "\tTrain Regression Loss: : 0.0284\n", + "\tTrain Mve Loss: : -0.1141\n", + "\tTrain R2 Score: : 0.9108\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0242\n", + "\tVal Target Regression Loss: : 0.0263\n", + "\tVal Source R2 Score: : 0.9246\n", + "\tVal Target R2 Score: : 0.9165\n", + "\tVal Source Mve Loss: : 0.7710\n", + "\tVal Target Mve Loss: : 1.2852\n", + "\n", + "Epoch 45: 18.44s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1417\n", + "\tTrain Regression Loss: : 0.0229\n", + "\tTrain Mve Loss: : 0.3515\n", + "\tTrain R2 Score: : 0.9281\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0257\n", + "\tVal Target Regression Loss: : 0.0281\n", + "\tVal Source R2 Score: : 0.9207\n", + "\tVal Target R2 Score: : 0.9108\n", + "\tVal Source Mve Loss: : -0.2760\n", + "\tVal Target Mve Loss: : -0.2758\n", + "\n", + "Epoch 46: 20.40s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1405\n", + "\tTrain Regression Loss: : 0.0221\n", + "\tTrain Mve Loss: : -0.0595\n", + "\tTrain R2 Score: : 0.9306\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0269\n", + "\tVal Target Regression Loss: : 0.0309\n", + "\tVal Source R2 Score: : 0.9164\n", + "\tVal Target R2 Score: : 0.9012\n", + "\tVal Source Mve Loss: : -0.3200\n", + "\tVal Target Mve Loss: : -0.3179\n", + "\n", + "Epoch 47: 16.89s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1410\n", + "\tTrain Regression Loss: : 0.0219\n", + "\tTrain Mve Loss: : 0.0165\n", + "\tTrain R2 Score: : 0.9313\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0212\n", + "\tVal Target Regression Loss: : 0.0237\n", + "\tVal Source R2 Score: : 0.9348\n", + "\tVal Target R2 Score: : 0.9253\n", + "\tVal Source Mve Loss: : -0.1278\n", + "\tVal Target Mve Loss: : -0.1286\n", + "\n", + "Epoch 48: 17.23s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1403\n", + "\tTrain Regression Loss: : 0.0239\n", + "\tTrain Mve Loss: : -0.2385\n", + "\tTrain R2 Score: : 0.9249\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0301\n", + "\tVal Target Regression Loss: : 0.0340\n", + "\tVal Source R2 Score: : 0.9051\n", + "\tVal Target R2 Score: : 0.8918\n", + "\tVal Source Mve Loss: : -0.2948\n", + "\tVal Target Mve Loss: : -0.2917\n", + "\n", + "Epoch 49: 15.35s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1425\n", + "\tTrain Regression Loss: : 0.0219\n", + "\tTrain Mve Loss: : -0.2007\n", + "\tTrain R2 Score: : 0.9313\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0299\n", + "\tVal Target Regression Loss: : 0.0320\n", + "\tVal Source R2 Score: : 0.9059\n", + "\tVal Target R2 Score: : 0.8990\n", + "\tVal Source Mve Loss: : 0.7328\n", + "\tVal Target Mve Loss: : 1.4001\n", + "\n", + "Epoch 50: 14.44s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1417\n", + "\tTrain Regression Loss: : 0.0280\n", + "\tTrain Mve Loss: : 0.0556\n", + "\tTrain R2 Score: : 0.9125\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0284\n", + "\tVal Target Regression Loss: : 0.0307\n", + "\tVal Source R2 Score: : 0.9116\n", + "\tVal Target R2 Score: : 0.9039\n", + "\tVal Source Mve Loss: : 0.1267\n", + "\tVal Target Mve Loss: : 0.1239\n", + "\n", + "Epoch 51: 14.22s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1418\n", + "\tTrain Regression Loss: : 0.0274\n", + "\tTrain Mve Loss: : 0.0081\n", + "\tTrain R2 Score: : 0.9143\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0270\n", + "\tVal Target Regression Loss: : 0.0313\n", + "\tVal Source R2 Score: : 0.9154\n", + "\tVal Target R2 Score: : 0.9002\n", + "\tVal Source Mve Loss: : -0.3243\n", + "\tVal Target Mve Loss: : -0.3192\n", + "\n", + "Epoch 52: 14.17s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1432\n", + "\tTrain Regression Loss: : 0.0227\n", + "\tTrain Mve Loss: : -0.1761\n", + "\tTrain R2 Score: : 0.9290\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0240\n", + "\tVal Target Regression Loss: : 0.0273\n", + "\tVal Source R2 Score: : 0.9248\n", + "\tVal Target R2 Score: : 0.9111\n", + "\tVal Source Mve Loss: : 0.2394\n", + "\tVal Target Mve Loss: : 0.2139\n", + "\n", + "Epoch 53: 14.74s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1409\n", + "\tTrain Regression Loss: : 0.0233\n", + "\tTrain Mve Loss: : 0.0241\n", + "\tTrain R2 Score: : 0.9271\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0249\n", + "\tVal Target Regression Loss: : 0.0285\n", + "\tVal Source R2 Score: : 0.9222\n", + "\tVal Target R2 Score: : 0.9108\n", + "\tVal Source Mve Loss: : 0.0052\n", + "\tVal Target Mve Loss: : 0.1140\n", + "\n", + "Epoch 54: 13.01s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1423\n", + "\tTrain Regression Loss: : 0.0227\n", + "\tTrain Mve Loss: : -0.1179\n", + "\tTrain R2 Score: : 0.9289\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0248\n", + "\tVal Target Regression Loss: : 0.0275\n", + "\tVal Source R2 Score: : 0.9232\n", + "\tVal Target R2 Score: : 0.9136\n", + "\tVal Source Mve Loss: : 0.0707\n", + "\tVal Target Mve Loss: : 0.1440\n", + "\n", + "Epoch 55: 16.44s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1417\n", + "\tTrain Regression Loss: : 0.0228\n", + "\tTrain Mve Loss: : -0.1404\n", + "\tTrain R2 Score: : 0.9286\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0231\n", + "\tVal Target Regression Loss: : 0.0259\n", + "\tVal Source R2 Score: : 0.9280\n", + "\tVal Target R2 Score: : 0.9189\n", + "\tVal Source Mve Loss: : -0.2027\n", + "\tVal Target Mve Loss: : -0.2139\n", + "\n", + "Epoch 56: 15.50s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1412\n", + "\tTrain Regression Loss: : 0.0289\n", + "\tTrain Mve Loss: : 0.0016\n", + "\tTrain R2 Score: : 0.9089\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0362\n", + "\tVal Target Regression Loss: : 0.0374\n", + "\tVal Source R2 Score: : 0.8876\n", + "\tVal Target R2 Score: : 0.8807\n", + "\tVal Source Mve Loss: : 0.2018\n", + "\tVal Target Mve Loss: : 0.2001\n", + "\n", + "Epoch 57: 13.28s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1415\n", + "\tTrain Regression Loss: : 0.0284\n", + "\tTrain Mve Loss: : 0.1763\n", + "\tTrain R2 Score: : 0.9114\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0262\n", + "\tVal Target Regression Loss: : 0.0283\n", + "\tVal Source R2 Score: : 0.9196\n", + "\tVal Target R2 Score: : 0.9109\n", + "\tVal Source Mve Loss: : 0.1500\n", + "\tVal Target Mve Loss: : 0.1490\n", + "\n", + "Epoch 58: 20.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1418\n", + "\tTrain Regression Loss: : 0.0337\n", + "\tTrain Mve Loss: : 0.0762\n", + "\tTrain R2 Score: : 0.8935\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0866\n", + "\tVal Target Regression Loss: : 0.0874\n", + "\tVal Source R2 Score: : 0.7292\n", + "\tVal Target R2 Score: : 0.7232\n", + "\tVal Source Mve Loss: : -0.1470\n", + "\tVal Target Mve Loss: : -0.0330\n", + "\n", + "Epoch 59: 17.49s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1423\n", + "\tTrain Regression Loss: : 0.0266\n", + "\tTrain Mve Loss: : 0.0989\n", + "\tTrain R2 Score: : 0.9163\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0228\n", + "\tVal Target Regression Loss: : 0.0247\n", + "\tVal Source R2 Score: : 0.9290\n", + "\tVal Target R2 Score: : 0.9216\n", + "\tVal Source Mve Loss: : -0.3020\n", + "\tVal Target Mve Loss: : -0.2997\n", + "\n", + "Epoch 60: 16.89s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1409\n", + "\tTrain Regression Loss: : 0.0212\n", + "\tTrain Mve Loss: : 0.2533\n", + "\tTrain R2 Score: : 0.9338\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0230\n", + "\tVal Target Regression Loss: : 0.0239\n", + "\tVal Source R2 Score: : 0.9291\n", + "\tVal Target R2 Score: : 0.9240\n", + "\tVal Source Mve Loss: : 0.6679\n", + "\tVal Target Mve Loss: : 0.9126\n", + "\n", + "Epoch 61: 17.52s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1420\n", + "\tTrain Regression Loss: : 0.0235\n", + "\tTrain Mve Loss: : -0.0029\n", + "\tTrain R2 Score: : 0.9264\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0264\n", + "\tVal Target Regression Loss: : 0.0274\n", + "\tVal Source R2 Score: : 0.9172\n", + "\tVal Target R2 Score: : 0.9118\n", + "\tVal Source Mve Loss: : -0.0180\n", + "\tVal Target Mve Loss: : -0.0188\n", + "\n", + "Epoch 62: 14.75s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1408\n", + "\tTrain Regression Loss: : 0.0327\n", + "\tTrain Mve Loss: : 0.0063\n", + "\tTrain R2 Score: : 0.8972\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0283\n", + "\tVal Target Regression Loss: : 0.0304\n", + "\tVal Source R2 Score: : 0.9121\n", + "\tVal Target R2 Score: : 0.9037\n", + "\tVal Source Mve Loss: : -0.1199\n", + "\tVal Target Mve Loss: : -0.1189\n", + "\n", + "Epoch 63: 16.81s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1397\n", + "\tTrain Regression Loss: : 0.0380\n", + "\tTrain Mve Loss: : 0.1418\n", + "\tTrain R2 Score: : 0.8806\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0576\n", + "\tVal Target Regression Loss: : 0.0591\n", + "\tVal Source R2 Score: : 0.8205\n", + "\tVal Target R2 Score: : 0.8140\n", + "\tVal Source Mve Loss: : 0.1223\n", + "\tVal Target Mve Loss: : 0.1224\n", + "\n", + "Epoch 64: 15.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1410\n", + "\tTrain Regression Loss: : 0.0403\n", + "\tTrain Mve Loss: : 0.3300\n", + "\tTrain R2 Score: : 0.8726\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0280\n", + "\tVal Target Regression Loss: : 0.0303\n", + "\tVal Source R2 Score: : 0.9134\n", + "\tVal Target R2 Score: : 0.9039\n", + "\tVal Source Mve Loss: : 2.6866\n", + "\tVal Target Mve Loss: : 2.9204\n", + "\n", + "Epoch 65: 20.05s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1412\n", + "\tTrain Regression Loss: : 0.0231\n", + "\tTrain Mve Loss: : 0.1921\n", + "\tTrain R2 Score: : 0.9284\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0235\n", + "\tVal Target Regression Loss: : 0.0249\n", + "\tVal Source R2 Score: : 0.9276\n", + "\tVal Target R2 Score: : 0.9214\n", + "\tVal Source Mve Loss: : 2.3773\n", + "\tVal Target Mve Loss: : 2.3749\n", + "\n", + "Epoch 66: 23.70s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1425\n", + "\tTrain Regression Loss: : 0.0242\n", + "\tTrain Mve Loss: : 0.5968\n", + "\tTrain R2 Score: : 0.9240\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0302\n", + "\tVal Target Regression Loss: : 0.0331\n", + "\tVal Source R2 Score: : 0.9050\n", + "\tVal Target R2 Score: : 0.8940\n", + "\tVal Source Mve Loss: : -0.2336\n", + "\tVal Target Mve Loss: : -0.2584\n", + "\n", + "Epoch 67: 23.61s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1432\n", + "\tTrain Regression Loss: : 0.0221\n", + "\tTrain Mve Loss: : 0.1295\n", + "\tTrain R2 Score: : 0.9311\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0215\n", + "\tVal Target Regression Loss: : 0.0236\n", + "\tVal Source R2 Score: : 0.9333\n", + "\tVal Target R2 Score: : 0.9260\n", + "\tVal Source Mve Loss: : 0.4695\n", + "\tVal Target Mve Loss: : 0.6151\n", + "\n", + "Epoch 68: 17.43s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1413\n", + "\tTrain Regression Loss: : 0.0308\n", + "\tTrain Mve Loss: : -0.0496\n", + "\tTrain R2 Score: : 0.9045\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0295\n", + "\tVal Target Regression Loss: : 0.0311\n", + "\tVal Source R2 Score: : 0.9081\n", + "\tVal Target R2 Score: : 0.8962\n", + "\tVal Source Mve Loss: : -0.1339\n", + "\tVal Target Mve Loss: : -0.1325\n", + "\n", + "Epoch 69: 21.69s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1403\n", + "\tTrain Regression Loss: : 0.0306\n", + "\tTrain Mve Loss: : 0.1375\n", + "\tTrain R2 Score: : 0.9036\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0279\n", + "\tVal Target Regression Loss: : 0.0301\n", + "\tVal Source R2 Score: : 0.9133\n", + "\tVal Target R2 Score: : 0.9045\n", + "\tVal Source Mve Loss: : 0.1752\n", + "\tVal Target Mve Loss: : 0.1753\n", + "\n", + "Epoch 70: 19.12s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1409\n", + "\tTrain Regression Loss: : 0.0254\n", + "\tTrain Mve Loss: : 0.0886\n", + "\tTrain R2 Score: : 0.9205\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0246\n", + "\tVal Target Regression Loss: : 0.0263\n", + "\tVal Source R2 Score: : 0.9237\n", + "\tVal Target R2 Score: : 0.9159\n", + "\tVal Source Mve Loss: : 1.5235\n", + "\tVal Target Mve Loss: : 1.4991\n", + "\n", + "Epoch 71: 25.36s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1420\n", + "\tTrain Regression Loss: : 0.0231\n", + "\tTrain Mve Loss: : 0.1677\n", + "\tTrain R2 Score: : 0.9277\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0211\n", + "\tVal Target Regression Loss: : 0.0235\n", + "\tVal Source R2 Score: : 0.9346\n", + "\tVal Target R2 Score: : 0.9258\n", + "\tVal Source Mve Loss: : 0.3777\n", + "\tVal Target Mve Loss: : 0.5709\n", + "\n", + "Epoch 72: 24.80s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1422\n", + "\tTrain Regression Loss: : 0.0231\n", + "\tTrain Mve Loss: : 0.0413\n", + "\tTrain R2 Score: : 0.9283\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0286\n", + "\tVal Target Regression Loss: : 0.0315\n", + "\tVal Source R2 Score: : 0.9097\n", + "\tVal Target R2 Score: : 0.9004\n", + "\tVal Source Mve Loss: : -0.2857\n", + "\tVal Target Mve Loss: : -0.2986\n", + "\n", + "Epoch 73: 23.01s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1423\n", + "\tTrain Regression Loss: : 0.0253\n", + "\tTrain Mve Loss: : 0.2235\n", + "\tTrain R2 Score: : 0.9210\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0250\n", + "\tVal Target Regression Loss: : 0.0264\n", + "\tVal Source R2 Score: : 0.9219\n", + "\tVal Target R2 Score: : 0.9158\n", + "\tVal Source Mve Loss: : 0.1686\n", + "\tVal Target Mve Loss: : 0.1690\n", + "\n", + "Epoch 74: 18.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1422\n", + "\tTrain Regression Loss: : 0.0218\n", + "\tTrain Mve Loss: : 0.0881\n", + "\tTrain R2 Score: : 0.9318\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0226\n", + "\tVal Target Regression Loss: : 0.0236\n", + "\tVal Source R2 Score: : 0.9296\n", + "\tVal Target R2 Score: : 0.9249\n", + "\tVal Source Mve Loss: : -0.0175\n", + "\tVal Target Mve Loss: : -0.0163\n", + "\n", + "Epoch 75: 15.33s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1428\n", + "\tTrain Regression Loss: : 0.0246\n", + "\tTrain Mve Loss: : 0.1914\n", + "\tTrain R2 Score: : 0.9225\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0314\n", + "\tVal Target Regression Loss: : 0.0311\n", + "\tVal Source R2 Score: : 0.9005\n", + "\tVal Target R2 Score: : 0.8990\n", + "\tVal Source Mve Loss: : -0.1298\n", + "\tVal Target Mve Loss: : -0.1200\n", + "\n", + "Epoch 76: 17.74s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1418\n", + "\tTrain Regression Loss: : 0.0307\n", + "\tTrain Mve Loss: : 0.1602\n", + "\tTrain R2 Score: : 0.9032\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0294\n", + "\tVal Target Regression Loss: : 0.0293\n", + "\tVal Source R2 Score: : 0.8977\n", + "\tVal Target R2 Score: : 0.9060\n", + "\tVal Source Mve Loss: : 0.6231\n", + "\tVal Target Mve Loss: : 0.7856\n", + "\n", + "Epoch 77: 16.61s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1429\n", + "\tTrain Regression Loss: : 0.0322\n", + "\tTrain Mve Loss: : 0.0721\n", + "\tTrain R2 Score: : 0.8981\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0227\n", + "\tVal Target Regression Loss: : 0.0245\n", + "\tVal Source R2 Score: : 0.9293\n", + "\tVal Target R2 Score: : 0.9218\n", + "\tVal Source Mve Loss: : -0.2731\n", + "\tVal Target Mve Loss: : -0.2508\n", + "\n", + "Epoch 78: 19.26s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1413\n", + "\tTrain Regression Loss: : 0.0248\n", + "\tTrain Mve Loss: : 0.0835\n", + "\tTrain R2 Score: : 0.9224\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0396\n", + "\tVal Target Regression Loss: : 0.0409\n", + "\tVal Source R2 Score: : 0.8702\n", + "\tVal Target R2 Score: : 0.8698\n", + "\tVal Source Mve Loss: : -0.2273\n", + "\tVal Target Mve Loss: : -0.2261\n", + "\n", + "Epoch 79: 16.65s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1423\n", + "\tTrain Regression Loss: : 0.0263\n", + "\tTrain Mve Loss: : -0.1771\n", + "\tTrain R2 Score: : 0.9173\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.1038\n", + "\tVal Target Regression Loss: : 0.1063\n", + "\tVal Source R2 Score: : 0.6692\n", + "\tVal Target R2 Score: : 0.6584\n", + "\tVal Source Mve Loss: : -0.2274\n", + "\tVal Target Mve Loss: : -0.1984\n", + "\n", + "Epoch 80: 14.99s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1403\n", + "\tTrain Regression Loss: : 0.0313\n", + "\tTrain Mve Loss: : -0.1149\n", + "\tTrain R2 Score: : 0.9016\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0383\n", + "\tVal Target Regression Loss: : 0.0417\n", + "\tVal Source R2 Score: : 0.8800\n", + "\tVal Target R2 Score: : 0.8678\n", + "\tVal Source Mve Loss: : -0.1403\n", + "\tVal Target Mve Loss: : -0.1394\n", + "\n", + "Epoch 81: 18.30s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1398\n", + "\tTrain Regression Loss: : 0.0337\n", + "\tTrain Mve Loss: : 0.0550\n", + "\tTrain R2 Score: : 0.8940\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0410\n", + "\tVal Target Regression Loss: : 0.0424\n", + "\tVal Source R2 Score: : 0.8726\n", + "\tVal Target R2 Score: : 0.8658\n", + "\tVal Source Mve Loss: : -0.2713\n", + "\tVal Target Mve Loss: : -0.2858\n", + "\n", + "Epoch 82: 15.39s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1418\n", + "\tTrain Regression Loss: : 0.0214\n", + "\tTrain Mve Loss: : 0.0944\n", + "\tTrain R2 Score: : 0.9326\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0212\n", + "\tVal Target Regression Loss: : 0.0232\n", + "\tVal Source R2 Score: : 0.9346\n", + "\tVal Target R2 Score: : 0.9267\n", + "\tVal Source Mve Loss: : -0.1939\n", + "\tVal Target Mve Loss: : -0.1940\n", + "\n", + "Epoch 83: 14.32s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1421\n", + "\tTrain Regression Loss: : 0.0210\n", + "\tTrain Mve Loss: : 0.2480\n", + "\tTrain R2 Score: : 0.9343\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0213\n", + "\tVal Target Regression Loss: : 0.0230\n", + "\tVal Source R2 Score: : 0.9326\n", + "\tVal Target R2 Score: : 0.9273\n", + "\tVal Source Mve Loss: : 0.2431\n", + "\tVal Target Mve Loss: : 0.2426\n", + "\n", + "Epoch 84: 12.92s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1432\n", + "\tTrain Regression Loss: : 0.0235\n", + "\tTrain Mve Loss: : 0.2434\n", + "\tTrain R2 Score: : 0.9258\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0230\n", + "\tVal Target Regression Loss: : 0.0249\n", + "\tVal Source R2 Score: : 0.9297\n", + "\tVal Target R2 Score: : 0.9208\n", + "\tVal Source Mve Loss: : -0.1712\n", + "\tVal Target Mve Loss: : -0.1704\n", + "\n", + "Epoch 85: 17.42s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1413\n", + "\tTrain Regression Loss: : 0.0248\n", + "\tTrain Mve Loss: : -0.0317\n", + "\tTrain R2 Score: : 0.9222\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0236\n", + "\tVal Target Regression Loss: : 0.0258\n", + "\tVal Source R2 Score: : 0.9260\n", + "\tVal Target R2 Score: : 0.9174\n", + "\tVal Source Mve Loss: : -0.0629\n", + "\tVal Target Mve Loss: : -0.0631\n", + "\n", + "Epoch 86: 18.72s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1416\n", + "\tTrain Regression Loss: : 0.0212\n", + "\tTrain Mve Loss: : -0.1133\n", + "\tTrain R2 Score: : 0.9334\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0207\n", + "\tVal Target Regression Loss: : 0.0230\n", + "\tVal Source R2 Score: : 0.9364\n", + "\tVal Target R2 Score: : 0.9273\n", + "\tVal Source Mve Loss: : -0.2833\n", + "\tVal Target Mve Loss: : -0.2815\n", + "\n", + "Epoch 87: 16.16s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1432\n", + "\tTrain Regression Loss: : 0.0233\n", + "\tTrain Mve Loss: : 0.1794\n", + "\tTrain R2 Score: : 0.9263\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0224\n", + "\tVal Target Regression Loss: : 0.0240\n", + "\tVal Source R2 Score: : 0.9309\n", + "\tVal Target R2 Score: : 0.9240\n", + "\tVal Source Mve Loss: : 0.2951\n", + "\tVal Target Mve Loss: : 0.2949\n", + "\n", + "Epoch 88: 21.75s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1420\n", + "\tTrain Regression Loss: : 0.0352\n", + "\tTrain Mve Loss: : 0.1624\n", + "\tTrain R2 Score: : 0.8892\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0245\n", + "\tVal Target Regression Loss: : 0.0259\n", + "\tVal Source R2 Score: : 0.9245\n", + "\tVal Target R2 Score: : 0.9180\n", + "\tVal Source Mve Loss: : 2.1101\n", + "\tVal Target Mve Loss: : 2.3972\n", + "\n", + "Epoch 89: 22.40s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1439\n", + "\tTrain Regression Loss: : 0.0222\n", + "\tTrain Mve Loss: : 0.3313\n", + "\tTrain R2 Score: : 0.9302\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0237\n", + "\tVal Target Regression Loss: : 0.0253\n", + "\tVal Source R2 Score: : 0.9274\n", + "\tVal Target R2 Score: : 0.9202\n", + "\tVal Source Mve Loss: : 0.3768\n", + "\tVal Target Mve Loss: : 0.3765\n", + "\n", + "Epoch 90: 21.87s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1425\n", + "\tTrain Regression Loss: : 0.0218\n", + "\tTrain Mve Loss: : 0.3424\n", + "\tTrain R2 Score: : 0.9318\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0234\n", + "\tVal Target Regression Loss: : 0.0250\n", + "\tVal Source R2 Score: : 0.9277\n", + "\tVal Target R2 Score: : 0.9200\n", + "\tVal Source Mve Loss: : 0.2818\n", + "\tVal Target Mve Loss: : 0.2822\n", + "\n", + "Epoch 91: 15.60s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1422\n", + "\tTrain Regression Loss: : 0.0312\n", + "\tTrain Mve Loss: : 0.1584\n", + "\tTrain R2 Score: : 0.9016\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0285\n", + "\tVal Target Regression Loss: : 0.0298\n", + "\tVal Source R2 Score: : 0.9103\n", + "\tVal Target R2 Score: : 0.9046\n", + "\tVal Source Mve Loss: : 0.3000\n", + "\tVal Target Mve Loss: : 0.2992\n", + "\n", + "Epoch 92: 20.90s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1429\n", + "\tTrain Regression Loss: : 0.0287\n", + "\tTrain Mve Loss: : 0.2523\n", + "\tTrain R2 Score: : 0.9092\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0692\n", + "\tVal Target Regression Loss: : 0.0713\n", + "\tVal Source R2 Score: : 0.7812\n", + "\tVal Target R2 Score: : 0.7687\n", + "\tVal Source Mve Loss: : 0.1011\n", + "\tVal Target Mve Loss: : 0.1014\n", + "\n", + "Epoch 93: 16.31s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1418\n", + "\tTrain Regression Loss: : 0.0296\n", + "\tTrain Mve Loss: : 0.6617\n", + "\tTrain R2 Score: : 0.9068\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0219\n", + "\tVal Target Regression Loss: : 0.0232\n", + "\tVal Source R2 Score: : 0.9325\n", + "\tVal Target R2 Score: : 0.9266\n", + "\tVal Source Mve Loss: : 0.4815\n", + "\tVal Target Mve Loss: : 0.6793\n", + "\n", + "Epoch 94: 20.79s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1422\n", + "\tTrain Regression Loss: : 0.0225\n", + "\tTrain Mve Loss: : 0.1969\n", + "\tTrain R2 Score: : 0.9299\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0235\n", + "\tVal Target Regression Loss: : 0.0255\n", + "\tVal Source R2 Score: : 0.9274\n", + "\tVal Target R2 Score: : 0.9191\n", + "\tVal Source Mve Loss: : 1.5658\n", + "\tVal Target Mve Loss: : 2.3416\n", + "\n", + "Epoch 95: 16.79s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1406\n", + "\tTrain Regression Loss: : 0.0257\n", + "\tTrain Mve Loss: : 0.1935\n", + "\tTrain R2 Score: : 0.9200\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0261\n", + "\tVal Target Regression Loss: : 0.0280\n", + "\tVal Source R2 Score: : 0.9189\n", + "\tVal Target R2 Score: : 0.9119\n", + "\tVal Source Mve Loss: : 0.0370\n", + "\tVal Target Mve Loss: : 0.0372\n", + "\n", + "Epoch 96: 21.75s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1425\n", + "\tTrain Regression Loss: : 0.0278\n", + "\tTrain Mve Loss: : -0.0308\n", + "\tTrain R2 Score: : 0.9123\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0274\n", + "\tVal Target Regression Loss: : 0.0270\n", + "\tVal Source R2 Score: : 0.9133\n", + "\tVal Target R2 Score: : 0.9140\n", + "\tVal Source Mve Loss: : -0.0300\n", + "\tVal Target Mve Loss: : -0.0301\n", + "\n", + "Epoch 97: 16.64s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1422\n", + "\tTrain Regression Loss: : 0.0281\n", + "\tTrain Mve Loss: : -0.0395\n", + "\tTrain R2 Score: : 0.9112\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0474\n", + "\tVal Target Regression Loss: : 0.0494\n", + "\tVal Source R2 Score: : 0.8504\n", + "\tVal Target R2 Score: : 0.8438\n", + "\tVal Source Mve Loss: : 0.3953\n", + "\tVal Target Mve Loss: : 0.3946\n", + "\n", + "Epoch 98: 18.14s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1414\n", + "\tTrain Regression Loss: : 0.0287\n", + "\tTrain Mve Loss: : 0.3722\n", + "\tTrain R2 Score: : 0.9099\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0217\n", + "\tVal Target Regression Loss: : 0.0231\n", + "\tVal Source R2 Score: : 0.9321\n", + "\tVal Target R2 Score: : 0.9277\n", + "\tVal Source Mve Loss: : 0.2752\n", + "\tVal Target Mve Loss: : 0.2752\n", + "\n", + "Epoch 99: 16.75s\n", + "-------------------------------\n", + " Training Statistics:\n", + "\tTrain Da Loss: : 0.1414\n", + "\tTrain Regression Loss: : 0.0208\n", + "\tTrain Mve Loss: : 0.0957\n", + "\tTrain R2 Score: : 0.9347\n", + " Validation Statistics:\n", + "\tVal Source Regression Loss: : 0.0234\n", + "\tVal Target Regression Loss: : 0.0243\n", + "\tVal Source R2 Score: : 0.9271\n", + "\tVal Target R2 Score: : 0.9229\n", + "\tVal Source Mve Loss: : -0.1615\n", + "\tVal Target Mve Loss: : -0.1605\n" + ] + } + ], + "source": [ + "print(\"Beginning Training...\")\n", + "mod_name = \"models/mb_mve2step_aug1_2100\"\n", + "# Train\n", + "best_target_R2 = -1.0\n", + "for i in range(stats['epoch_no'], stats['epoch_no'] + epochs):\n", + " # if (i % 5 == 0):\n", + " # print(\"Generating Isomap...\")\n", + " # source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)\n", + " # show_isomaps(source_iso, target_iso, trained_source_iso, trained_target_iso, source_labels, target_labels, mod_name, stats[\"epoch_no\"], 15000, 50, save = True)\n", + " if (len(stats['val_target_r2_score']) > 0) and (stats['val_target_r2_score'][-1] > best_target_R2):\n", + " print(\"Saving Model...\", end = ' ')\n", + " state = {\n", + " 'epoch': stats['epoch_no'],\n", + " 'state_dict': model.state_dict(),\n", + " 'optimizer': optimizer.state_dict(),\n", + " }\n", + " torch.save(state, mod_name)\n", + " best_target_R2 = stats['val_target_r2_score'][-1]\n", + " print(\"Done.\")\n", + " \n", + " start_time = time.time()\n", + " vals = train_loop(source_train_dataloader, target_train_dataloader, model,\n", + " regressor_loss_fn, da_loss, optimizer, epochs, i, init_wt_da = 1.4, final_wt_da = 2.0)\n", + "# init_wt_mve = 6, final_wt_mve = 2)\n", + "\n", + " vals_validate = test_loop(source_val_dataloader, target_val_dataloader,\n", + " model, regressor_loss_fn, da_loss, epochs, i)\n", + "\n", + " stats['train_DA_loss'].append(vals[0])\n", + " stats['train_regression_loss'].append(vals[1])\n", + " stats['train_mve_loss'].append(vals[2])\n", + " stats['train_r2_score'].append(vals[3])\n", + " stats['val_source_regression_loss'].append(vals_validate[1])\n", + " stats['val_target_regression_loss'].append(vals_validate[2])\n", + " stats['val_source_r2_score'].append(vals_validate[3])\n", + " stats['val_target_r2_score'].append(vals_validate[4])\n", + " stats['val_source_mve_loss'].append(vals_validate[5])\n", + " stats['val_target_mve_loss'].append(vals_validate[6])\n", + " stats['epoch_no'] += 1\n", + "\n", + " \n", + " print_epoch_scores(stats, i, time.time() - start_time)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "758b032d-930f-4ea7-afdb-3f81b313ccdc", + "metadata": {}, + "outputs": [], + "source": [ + "state = {\n", + " 'epoch': stats['epoch_no'],\n", + " 'state_dict': model.state_dict(),\n", + " 'optimizer': optimizer.state_dict(),\n", + "}\n", + "mod_name = \"models/mb_mve2stepFinal_aug1_1900\"\n", + "torch.save(state, mod_name)\n", + "json.dump(stats, open(mod_name+'.json', 'w'))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e54e4c2a-c863-49e6-b373-da2e2ccce317", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mod_name = \"models/mb_mve2step_aug1_2100\"\n", + "model.load_state_dict(torch.load(mod_name)['state_dict'])\n", + "#stats = json.load(open(mod_name+'.json', 'r'))" + ] + }, + { + "cell_type": "markdown", + "id": "e0244f37-fc7a-4156-8ecb-550416b5102b", + "metadata": {}, + "source": [ + "def generate_isomaps(source_data, target_data, model, n_neighbors = 5, n_components = 2, n_points = 1000):\n", + " device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", + " gc.collect()\n", + " torch.cuda.empty_cache()\n", + " \n", + " isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", + " train_isomap = Isomap(n_neighbors=n_neighbors, n_components=n_components)\n", + " \n", + " sdata = source_data.reshape([-1, np.prod(source_data.shape[1:])])[:n_points]\n", + " tdata = target_data.reshape([-1, np.prod(target_data.shape[1:])])[:n_points]\n", + " catdata = np.concatenate((sdata, tdata), axis=0)\n", + " print(catdata.shape)\n", + " isomap = isomap.fit(catdata)\n", + " \n", + " with torch.no_grad():\n", + " source_tensor = torch.FloatTensor(source_data[:n_points]).to(device)\n", + " target_tensor = torch.FloatTensor(target_data[:n_points]).to(device)\n", + " sfeat = model.get_feature(source_tensor).cpu().detach().numpy()\n", + " tfeat = model.get_feature(target_tensor).cpu().detach().numpy()\n", + " catfeat = np.concatenate((sfeat, tfeat), axis=0)\n", + " \n", + " train_isomap = train_isomap.fit(catfeat)\n", + " trained_source_iso = train_isomap.transform(sfeat)\n", + " trained_target_iso = train_isomap.transform(tfeat)\n", + " \n", + " del sfeat\n", + " del tfeat\n", + " \n", + " source_iso = isomap.transform(sdata)\n", + " target_iso = isomap.transform(tdata)\n", + "\n", + " return source_iso, target_iso, trained_source_iso, trained_target_iso\n" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "2c775eba-f71e-47e9-9004-5d9c6c656417", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2000, 6075)\n" + ] + } + ], + "source": [ + "source_iso, target_iso, trained_source_iso, trained_target_iso = generate_isomaps(source_data, target_data, model)" + ] + }, + { + "cell_type": "markdown", + "id": "fed85ed9-3c0c-48ec-aa42-9fe7c5b31dfd", + "metadata": {}, + "source": [ + "def show_isomaps(source_iso, \n", + " target_iso, \n", + " trained_source_iso, \n", + " trained_target_iso, \n", + " source_labels,\n", + " target_labels,\n", + " mod_name, \n", + " epoch_no,\n", + " pretrain_lim = 500,\n", + " posttrain_lim = 50,\n", + " save = False):\n", + " \n", + " fig0, axes = plt.subplots(1, 2, figsize=(8, 4))\n", + "\n", + " (ax1, ax2) = axes\n", + " ax1.scatter(source_iso[:, 0], source_iso[:, 1], s=3, marker='o')\n", + " ax1.scatter(target_iso[:, 0], target_iso[:, 1], s=3, marker='^')\n", + " lval1 = pretrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Source and Target')\n", + " \n", + " ax2.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o')\n", + " ax2.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='^')\n", + " lval2 = posttrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Trained Source and Target')\n", + " \n", + " ax1.set_xlabel('Component 1')\n", + " ax1.set_ylabel('Component 2')\n", + " ax2.set_xlabel('Component 1')\n", + " ax2.set_ylabel('Component 2')\n", + " \n", + " if save:\n", + " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_compare.png\", bbox_inches = 'tight', dpi = 400)\n", + " \n", + " plt.show()\n", + "\n", + " fig1, ax = plt.subplots(2, 2, figsize=(14, 10))\n", + "\n", + " ax1 = ax[0][1]\n", + " scatter1 = ax1.scatter(trained_source_iso[:, 0], trained_source_iso[:, 1], s=3, marker='o', c = source_labels)\n", + " lval1 = posttrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Trained Source')\n", + " \n", + " ax2 = ax[0][0]\n", + " ax2.scatter(source_iso[:, 0], source_iso[:, 1], s=3, c = source_labels)\n", + " lval2 = pretrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Source')\n", + " \n", + " ax1 = ax[1][1]\n", + " ax1.scatter(trained_target_iso[:, 0], trained_target_iso[:, 1], s=3, marker='o', c = target_labels)\n", + " lval1 = posttrain_lim\n", + " ax1.set_xlim(-lval1, lval1)\n", + " ax1.set_ylim(-lval1, lval1)\n", + " ax1.set_title('Trained Target')\n", + " \n", + " ax2 = ax[1][0]\n", + " ax2.scatter(target_iso[:, 0], target_iso[:, 1], s=3, c = target_labels)\n", + " lval2 = pretrain_lim\n", + " ax2.set_xlim(-lval2, lval2)\n", + " ax2.set_ylim(-lval2, lval2)\n", + " ax2.set_title('Target')\n", + " \n", + " for i in ax.ravel():\n", + " i.set_xlabel('Component 1')\n", + " i.set_ylabel('Component 2')\n", + " \n", + " cbar = fig.colorbar(scatter1, ax=ax.ravel().tolist(), orientation='vertical')\n", + " cbar.set_label('$\\\\theta_E$')\n", + " \n", + " plt.suptitle(\"Isomap of Regression Inputs: Before and After\", x = 0.44, y = 0.94, fontsize = 20)\n", + " \n", + " if save:\n", + " plt.savefig(mod_name + \"_\" + str(epoch_no) + \"_thetaE.png\", bbox_inches = 'tight', dpi = 400)\n", + " \n", + " plt.show()\n", + "\n", + " return fig0, axes, fig1, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "df4a587e-523e-41b5-a2da-9cc22c9cc8e7", + "metadata": {}, + "outputs": [], + "source": [ + "source_labels = pd.read_csv(source_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]\n", + "target_labels = pd.read_csv(target_meta)['PLANE_1-OBJECT_1-MASS_PROFILE_1-theta_E-g'].tolist()[:1000]" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "70ab5e86-562e-4eb6-8ea5-a118620db5e5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Classifier\n", + "fmt = lambda k: \" \".join([i.capitalize() for i in k.split('_')])\n", + "eps = np.arange(stats[\"epoch_no\"])\n", + "plt.title(\"DA Loss Error\")\n", + "plt.plot(eps, stats['train_DA_loss'], label = \"DA Training Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "eYG_P_iQ_5Bv", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 169, + "status": "ok", + "timestamp": 1718869045739, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "eYG_P_iQ_5Bv", + "outputId": "be450f92-eda7-4e4f-81fe-008c55b2b112" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Estimator\n", + "plt.title(\"Estimator Error\")\n", + "plt.plot(eps, stats['train_regression_loss'], label = \"Training Regression Loss\")\n", + "plt.plot(eps, stats['val_source_regression_loss'], label = \"Source Val Regression Loss\")\n", + "plt.plot(eps, stats['val_target_regression_loss'], label = \"Target Val Regression Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend(fontsize = 'small')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a5413510-b734-461f-aec2-0a02fe0297cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-1.0, 10.0)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Estimator\n", + "plt.title(\"BNLL Error\")\n", + "plt.plot(eps, stats['train_mve_loss'], label = \"Training MVE Loss\")\n", + "plt.plot(eps, stats['val_source_mve_loss'], label = \"Source Val MVE Loss\")\n", + "plt.plot(eps, stats['val_target_mve_loss'], label = \"Target Val MVE Loss\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"Loss\")\n", + "plt.legend(fontsize = 'small')\n", + "plt.ylim(-1, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "xS9rtS-T_neg", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 490 + }, + "executionInfo": { + "elapsed": 237, + "status": "ok", + "timestamp": 1718869045904, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "xS9rtS-T_neg", + "outputId": "d32f40ef-6042-4154-e9ee-1f4e2f90064d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# R2 Scores\n", + "plt.title(\"R2 Scores\")\n", + "plt.plot(eps, stats['train_r2_score'], label = \"Training R2\")\n", + "plt.plot(eps, stats['val_source_r2_score'], label = \"Source Val R2\")\n", + "plt.plot(eps, stats['val_target_r2_score'], label = \"Target Val R2\")\n", + "plt.xlabel(\"Epoch\")\n", + "plt.ylabel(\"$R^2$\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ed0a8206-7520-4a60-8e17-965a91133b92", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 428 + }, + "executionInfo": { + "elapsed": 969, + "status": "ok", + "timestamp": 1718869046858, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "ed0a8206-7520-4a60-8e17-965a91133b92", + "outputId": "7df8c563-5826-4e43-d9e6-5e686463551d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Source R2 Score is 0.9488\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Source | R2: 0.949')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test Source\n", + "var_preds_source = np.array([])\n", + "preds_source = np.array([])\n", + "true_source = np.array([])\n", + "lbnll_source = np.array([])\n", + "score_list = np.array([])\n", + "\n", + "with torch.no_grad():\n", + " for X, y in source_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds_source = np.append(preds_source, pred[:, 0].cpu())\n", + " var_preds_source = np.append(var_preds_source, pred[:, 1].cpu())\n", + " true_source = np.append(true_source, y.cpu())\n", + " score = r2_score(y.cpu(), pred[:, 0].cpu())\n", + " score_list = np.append(score_list, score)\n", + " lbnll_source = np.append(lbnll_source, loss_bnll(pred[:, 0].cpu(), pred[:, 1].cpu(), y, beta = 0.5))\n", + "\n", + "score = np.mean(score_list)\n", + "print(f'Source R2 Score is {score:.4f}')\n", + "\n", + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_source, preds_source, color='black', alpha = 0.1)\n", + "line = np.linspace(1, 3, 100)\n", + "plt.plot(line, line)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Predicted Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('MMD | Source | R2: {0:.3f}'.format(np.mean(score_list)))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "2df938d2-4855-4c7c-8e28-d18eda611977", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Uncertainty | Source | BNLL: 21.231')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_source, np.sqrt(var_preds_source), color='black', alpha = 0.1)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Error on Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('Uncertainty | Source | BNLL: {0:.3f}'.format(np.mean(lbnll_source)))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 444 + }, + "executionInfo": { + "elapsed": 1283, + "status": "ok", + "timestamp": 1718869048133, + "user": { + "displayName": "Shrihan Agarwal", + "userId": "00018416289398983661" + }, + "user_tz": 300 + }, + "id": "fc047cd7-bc92-4a30-9beb-7af607da141f", + "outputId": "b6347093-56d9-4a8b-b515-c4c4717cdab4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Target R2 Score is 0.9197\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'MMD | Target | R2: 0.920')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Test target\n", + "preds_target = np.array([])\n", + "var_preds_target = np.array([])\n", + "true_target = np.array([])\n", + "score_list = np.array([])\n", + "lbnll_target = np.array([])\n", + "\n", + "\n", + "with torch.no_grad():\n", + " for X, y in target_test_dataloader:\n", + " X = X.float()\n", + " pred, _ = model(X.cuda())\n", + " preds_target = np.append(preds_target, pred[:, 0].cpu())\n", + " var_preds_target = np.append(var_preds_target, pred[:, 1].cpu())\n", + " true_target = np.append(true_target, y.cpu())\n", + " score = r2_score(y.cpu(), pred[:, 0].cpu())\n", + " score_list = np.append(score_list, score)\n", + " lbnll_target = np.append(lbnll_target, loss_bnll(pred[:, 0].cpu(), pred[:, 1].cpu(), y, beta = 0.5))\n", + "\n", + "\n", + "score = np.mean(score_list)\n", + "print(f'Target R2 Score is {score:.4f}')\n", + "\n", + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_target, preds_target, color='black', alpha = 0.1)\n", + "line = np.linspace(1, 3, 100)\n", + "plt.plot(line, line)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Predicted Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('MMD | Target | R2: {0:.3f}'.format(np.mean(score_list)))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "4dc70c57-9da4-4842-9784-ed856c00c0f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Uncertainty | Target | BNLL: -0.159')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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nIZPJ8G//9m8bVlWXElS5fO1rX4NWq4VCoUBnZydDKBKJBO95z3vwx3/8x1Cr1bj33nt39PMvFq961avw4x//GO9+97vx+te/HouLi/iLv/gLOByOdbHblfGJT3wCP/3pT/Hyl78cn/jEJ6BUKnH//fczBZKqqo6ODnzmM5/BJz7xCczOzuKuu+6C0WhEIBDAiRMnoFar8elPfxrAc9ftvvvuw9133w2JRIJ9+/ZBLpfvyPfO5XK8Na9UKpibm8Pf/u3fAgA+8IEPXPTv77vvPhw+fBjBYBB79uxZ9Xu/348f/ehHq37e0dHBibVSqaz5GrVajbvvvhvAMhR56623bgq3Xiv27NmDt7/97fjkJz8JiUSCo0eP4qGHHsLXvvY1fPazn62DQT7zmc/gM5/5DH7xi1/U7Tb/53/+B5lMBqlUCsCy0IuO+5577oFKpcL8/Dze/OY3401vehN6enogEonw+OOP4wtf+AL27NmDd7zjHXXH9b73vQ+33XYbTCYTZmdn8aUvfQkej4fhm23HtluU12FUq1Xhq1/9qnDkyBFBpVIJcrlc6O3tFf74j/+4rsMrCM+xQX74wx/W/Zw69SuZCz/72c+EW2+9VVCr1YJKpRIGBgaE++67r+41Q0NDwhve8AbBarUKMplMsNvtwste9jLh/vvv59fUduzXio9//OOC0+kUxGJxHWPgqaeeEm688UZBpVIJFotFeMc73iGcOXNm1bGuxwZZq+N/66231jFkBEEQvvCFLwidnZ2CRCJZ8zy43W4BgPCud71rzeNfL9Z6r4vFWsf9N3/zN0JHR4fQ1NQk7N69W/j617++5ncGILznPe9Z831//etfCy960YuEpqYmwW63C//7f/9v4b777hMACPF4vO61P/nJT4SXvvSlgk6nE5qamoT29nbh9a9/vfDII4/wawqFgvCOd7xDsFgsgkgkuiijZztsELFYLDidTuHuu+8WHnvssbrXbnRvvfnNbxYArMkGwRpsEwDCW9/6VkEQltkg672mvb2d3wvAqvtpq1EsFoVPfvKTQltbmyCXy4W+vj7hS1/60qrX0TVfeQ43+j50TaLRqPDa175W6OjoEJRKJeeJj370o6uuvyAIwmte8xrB4XDwM33vvfcKbrd7W9+zNkSC0Bg+0Iidj3/8x3/E+9//foyOjq5Zpa0XIpEI3/72t694Nb7ZuOOOO+B2uzE5OXnZP8vtdqOzsxOPPvroNe9X04jLHy84GKQRlzfOnj2Lubk5fOYzn8FrXvOaLSXqay0+9KEP4eDBg3C5XIhGo/i3f/s3PPzwwztqztOIRmw2Gsm6ETsar33ta+H3+3HLLbfg/vvvv9qHs62oVCr48z//c/j9fohEIgwMDOB73/se/tf/+l9X+9Aa8QKM5wUM8rrXve6Ku7814vLE5z//edxxxx3XdUW+U5FIJPCtb30Lr3/9668JhkYjrmy43W7WSADPk2T9oQ99CJ/73Oeu9mE0ohGNaMSOxcq89oJTMDaiEY1oxPUYjWTdiEY0ohHXQTSSdSMa0YhGXAfRSNaNaEQjGnEdRCNZN6IRjWjEdRCNZN2IRjSiEddBNJJ1IxrRiEZcB9FI1o1oRCMacR1EI1k3ohGNaMR1EI1k3YhGNKIR10E0jJwa0YhGvCCjWq0iEAigUCigqakJNpttRwbbXq64do+sEY1oRCMuYwQCARSLRcjlchSLxTVnbl5L0UjWjWhEI16QUSgUIJPJAAAymWzdgcrXSjSSdSMa0YgXZDQ1NaFUKgEASqXSqkHT11o0knUjGtGIF2TYbDaGQORyOWw229U+pA2j0WBsRCMa8YIMsVgMh8NxtQ9j09GorBvRiEY04jqIRrJuRCMa0YjrIBrJuhGNaEQjroNoJOtGNKIRjbgOopGsG9GIRjTiOohGsm5EIxrRiOsgGsm6EY1oRCOug2gk60Y0ohGNuA6ikawb0YhGNOI6iEaybkQjGtGI6yAayboRjWhEI66DaCTrRjSiEY24DqJh5NSIRjTimo7rbaLL5YoX3jduRCMacV3F9TbR5XJFI1k3ohGNuKbjepvocrmikawb0YhGXNNxvU10uVzRSNaNaEQjrum43ia6XK5oNBiv0Wg0VRrRiOW43ia6XK5oPP3XaDSaKo1oRCNqo1FZX6NRKBQgl8sBXL9NlcbuoBGN2LloPDnXaDwfmiqN3cG1H9VqFT6fD263Gz6fD9Vq9WofUiPWiUayvkbj+dBUaVCurlxcatJtLKjXTzRgkGs0ng9NlaamJhSLRchksut2d3C9xFpJdzP3z/MBbnuhRKOybsRli+fD7uB6iUvdxTwf4LYXSjQq60Zctng+7A6ul7jUXYzNZlvVBN5uNBrLlycayboRjXgexKUm3cuxoNZCMvl8HsPDwzAYDJctcV8Li8OVOIZGsr6McS3cRI14YcS1tIupxcHj8Tiy2SysVuuWsPStxKXi9Zcaaz3XV+IYLmvm+NWvfoVXv/rVcDqdEIlE+MlPfnLRv3n88cdx+PBhKBQKdHV14f7777+ch3hZ4/nQaW9Quxqx1ajFwbPZLFQqFYDNY+lbveeuNOtoref6ShzDZU3WmUwG+/fvx5e//OVNvX5ubg733HMPbrnlFpw9exZ/8id/gve///34P//n/1zOw7xs8Xygrj0fFpxGXNmobSyr1WoYDAYAm29gbvWe22yTtFwu49y5c3jiiSdw7tw5lMvlrX2xZ2Ot5/pKNGovKwxy99134+6779706++//360tbXhC1/4AgBg9+7dOHXqFP7+7/8ev/Vbv3WZjvLyxfOButagdjViq1ELyawFGVwstnrPbRavHx0d5Uo/m81idHQUBw4c2NqXw9rP9eVo1K6MawqzPn78OO644466n91555345je/iVKpxKsZxYMPPogHH3wQbrf7Ch7l5uNKXMDLHc+HBacRVy8uBUvf6j232c9Ip9MMySgUCqTT6S0dF8Vaz/WV6BlcU8na7/evSmg2mw3lchnhcHjVybjzzjtx55134kMf+tCVPMxNx3Yv4LXQoHw+LDiNuPqxlXt5p+85+uxkMolIJIKWlhYUi0VoNJpLer+r1cy9ppI1AIhEorp/C4Kw5s9fCHGlu9xrxbXEMmjE5YkrURRs5V7e6XuOPntwcBCjo6PweDzo6OjA4ODgjn3GlYhrKlnb7Xb4/f66nwWDQUilUphMpqt0VPVxJavdWuxOIpFgcXGxQQNsxI7HlSgKrmbvo/azDxw4gGKxiI6Ojiv2+TsV19TTfuONN+Lhhx+u+9lDDz2EI0eOrMKrr1ZcSXZEbYd5aWkJABqsjBdgXG765Frshp3+zKspa6fPrlar8Hg8CAaD1yUN9bIm63Q6jXPnzuHcuXMAlql5586dw8LCAgDg4x//ON7ylrfw69/1rndhfn4eH/rQhzA+Po5vfetb+OY3v4mPfOQjl/MwtxRXko5XS4ECAKfTeUU+txFXPjZKjpe7QFgrke70Z1osFsRiMczOziIWi8FisezEoa8bteezWq1CKpVyweN0Oq/LgueywiCnTp3CS1/6Uv43NQLf+ta34jvf+Q58Ph8nbgDo7OzEz372M3zwgx/EV77yFTidTnzpS1+6pmh7V5IdUYvd0ecCz1XZ1zIcci00R6+n2AiKuNwQwloNvYWFhR39zFAoBKPRCKvVilKphFAodFl7IbXns1QqQS6Xw2q18ncSi8XXXcFzWZP1bbfdxg3CteI73/nOqp/deuutOHPmzGU8qu3F1WJH0OcuLi4CqK8OrsUG4LXQHL3asZUFa6OEfLkLhLUaejv9mVcas17r89b6TtdTUXFtHtU1HHRjd3R0wOFwXLELS59rtVrR2toKsVh8TcMh15p682rI5rcCJWyE6V4Nq9md/swrjVmv9XlrfafrSaF7TbFBGnHxuF5EKtfacV4Ns5/FxUUIggC5XA6LxbLhgrXRju1q0Cd3+jOv9I7UYrFgdHQU6XQaGo0Gg4ODa36n60mh20jWz8ZWtkNXc+t0vYhUrrXjvNIPZW2FViqVsLS0BJfLte7rdzI5Xotb+yu94KzEyAOBAOPUtefkWisqNopGsn42tlJ5XU08drM3/WYe2Mv5UF9rYpor/VAWCgU4nU6EQiEUi0WIRKJNL1jr+Wls9lqtvD99Pt+aiepKxNVaOFYuzh6Ppw4GoWf2WisqNopGsn421qq81rvRroet02YWlBdSE3AzD+VOJhZaHGw2G7MRNvte6+Gom71Wm01UVyJ28h7byvWh7y0IAkQiEarV6po9lGutqNgoGsn62Vir8lrvRttslXY1t6ObWVCuh0Vno9jK+d3MQ7mTiWU7Fdt612Wz12rl/Ul/s5m/3enYzj228vpWq1WUy+VLuj5E4buWn9mLxbVxFNdArNUpXo/RsNlO+dXsNG+m+369D0vd6PxeCvtjJxks22ENrXVdtnKt6P4sFAqIxWKs3KtWq1dNPQhs/R5beX29Xu+612fl9S4UCmhtbUVLSwtkMhnS6TRisRjy+fxlfWYvJ+uoUVk/G1vhmm5263Q1K9fNVHbXE163Vmx0fi+lSr5Wmk3rXZfNXiu6PwmrlkgkWFpa4ibnTl3nzVShO7nDAFBXHctkMk7M8Xgcer2er2EymYREIkE0GkUul4NWq4XRaIRcLt/wPtjsM7ved7+c0GIjWW8QW73RVl7A2ptqOw//pWzNNrOg0Gvo/RcWFq65rd9GsVFyvZSF8lpZvNa7dlt96GvPQWtrK4rF4obvsdX7bDOJaTuY8Mrr29LSUtcorVar/PmZTAaVSgVisRjFYhGCIEAqlSKdTiOXy0EkEiEajfLUms1+5nrP7Hrf/XIWaI1kvUFs9UZbeQGlUilvR7fz8F/uRuBOvf+Vxvs2Sq6XUiVfT82mzcRWz8FW74OrIYOn48zn8xgfH+dqOZVKYWxsDK2trTAajZBIJBCLxdBqtZBIJGhqauKkfSmfudnvvrKx2dLSsmPno5GsdzBWXsBLsWJcK+HtxEOxUSLdqYfuSrNLNkquGz1012oTaaePa6s7ha3eB1dDBu/z+VAsFhGPx1EulxGLxQAsM2WUSiWKxSJSqRQGBgZQKBSg0+kgCAL/XqfTbfkz14qrAZk1kvUOxk5cwLUS3sr3rcXqNvtQb5RId+rGu5bYJRs9dNcqZXGnj2urnPxgMAhg2XemUqlc9D64GrBRPp9HPB7H/Pw8FAoFSqUSKpUKZDIZBgYGUKlUIAhC3fFLJBK+t+n+3E5Uq1U+ZwDQ0tLC371UKqG1tZVfS+ZrOxGNZL2DsRM371oJr62tbRWFaasPdaFQgFQq5YRAIg2xWLxjD9210qC7WIV6LS0qtbHV49qpSpzuCafTuWYjcr3PuRqwUSKRQC6Xg0qlQiqVglarZRzaZrNhaWkJIpGojvGx0wtKIBBAuVxGa2srSqUSnwvg8j4DL+hkXS6XV/kHSKWbOyXr3cDbvXnXutgr39ftdm852TQ1NbFXBeF2lORXJuxAIHBJD/7lrrQ2m5wuVqFeqzz5y40xA6u/k8ViqfMwcTqdKJfLddPJh4eHkclkoFKpYDAYrupOhGANuocVCgXjwqVSiReZ2uu01rFu59putKhezmfgBZ2stzOa/nJtpTdzsTfzUK/3UALLN9hKY6Gd+D6Xu9Ly+Xzwer11qrS1GjgXq1A3+0Bt5pzsZEK/3BjzWt9pdHQUwPKM02KxuMrDJBAIIJPJMB4cj8dhNBov6fvtRCiVylWwxqXcc9u53zdqIl7OZ+AFnaw3Gk2/U1vprT7Mm7nYm3moV96MoVAILpdrR6lu2/melxKUqOn4vV5v3YOyWex1J3nyW3noL3aOtvqgX8qincvloFAo+Dul02l0dHSwhwmAuvupUChApVJxrySbzcJut2/q+1ksFoRCoR29J7ayoO10U53eb3FxEdFoFM3NzVd0kPcLOllrNBpks1nI5XJWR/l8vnV9bi9lK305KvDah3or/iUrse/NUN12CnrYqaCHo/YhqX2IgOcGL29XBLKZa7yVh369c3SpC92lLNokFqHvpNFoUKlU1vUwaWpqgsFgQDweRzabhVqthsViWbPBvVbVTtS6zdwTm032m72vdrqpXtvvMZvNkMlksNlsO9pE3CiuPl/pKsbg4CBUKhU8Hg9kMhkGBwf5ol5MerxZyflWJMyXIlVd64YE6mW+pPCiEWptbW2rJNDrfZ/13n873/NSoxabrP03HSNNJYpEImhtbYXVat3WgIjNXOOtyKnXO0ebOcdr3RubkbSv/Ey9Xl/3nQYHBzf8jjabDQqFAkajEV1dXdi3bx9X4bWufl6vF8888wxGR0fh8/kgkUiQTqfrPjuXy214f6+V7Lcj/V753fP5/Kq5jBd7ftd6P7lcznTAK9lIf0FX1lKpFAcOHIDBYIBcLke1WkUoFEImk4FGo2H56loX5FL5mBvR7tZ6aNeqnjYDx9T+XSKRqHtIt6I022zleCWYIJSQah9Ct9uNYDAIp9PJ32+nHqKdgqQo1jtHtedYJBLh7NmzmJmZqWt6X+rOZeVnKhSKumre4/GgqakJbW1tEIvFvCjUfp+LGfZ7PB4A4GPz+/2oVCrQaDQolUosdw+HwzCZTJBKpcjn8wgEAhgcHOTqma4jvW86nYbVauV/b7UAWPndE4kExGIxmzrJ5fIt6SDo/SwWC89B3Wyi34l4QVfWdGMGg0F4PB4EAgHkcjmo1Wro9XokEoktrbxrxcrqDFhtdUlRm4QkEgkWFxdx6tQpLC4uchWwsrpYr7KrrboMBgP/fKs3/WYrx83uNLYTtd9JLBazAxuwPESYJmZHIhEEAgHmw17O2Iph03rnqPYcj46Oolwu1zW9gbWr8s3sxFZ+JkEY691Xm6nyV94TACAIAqxWK5RKJf+MqnZKbEajEeFwGH6/H0qlEplMpq56Bp4bBk0QzXaMxlZ+d61Wi2g0yphzPp+/pPcrl8twuVw4cuTIFR3t94KurFfySxcXF9He3g6LxQKxWAyDwbDplZceHK/XC2B5i04XcrO0u9pKgG5a6jiHQiFWM9bGTrFH1ouV778eXnmlObe11R1dv3K5jKamJuzevZsTyrUieAHWr9Rrz3GxWGRRRW3Te61ruJlqe+VnkgKQIKNQKMRMobWq29r7jarxfD6PRCIBnU4HpVKJlpYWeL1eVKtVGAwGGI1GuFwuSKXSOr+MQCCAUqkEqVSKUqkElUpVVz3TdSwWi2hqaqqrui+FBrfyu587d44brJuRnl/s/Vael5XHudMN9xd0sq594OkBaW5uhlgsviQ7R0rUgiDA6/WuKTjZyNyp9rXA8s0bCAT4Zz6fD83NzVtOkpvdqm+GO04P+9VQ/9UeX63LWqVSgcvlgsPhuCQO+sU+63JzrGvPMTXyFAoF8vk8NBoNgLWv4cLCwrrftfb4ax3raiGjUqnEdD0AddUtCT5q709aHJqamuoc7Kii93q9TGVbq3lNCz3dPwaDASKRiJ8Huo70XVdCNNu9LluVnm+nuQ5sfljEZuMFnaxXVisrXb1sNtumV03aliaTSe4YWyyWVRdyI3On2oeWjg1YFu+kUilIJBKGRxYXF9cUAKwVm616N6rU6DzMzMwwI2CrlKeVN/1Wf157fARTEcRTCynsBHZe+1n5fB7Dw8N1n7XROd9OQhkcHFwl1AK2ZuG78vgJU6aCZGlpiatYqi6pml5Z3dY+A+tde7FYjJaWlnVNi2oXmv379wN4DtZwuVyrqueN7sPtsI7W4mgDy9fL6/ViaGgIoVAIVqsV+/btY6hNKpVu+Myt19fZaZXsCzpZX6x5B6xdSQL1q6bX68XU1BTOnTsHqVSKrq4uiEQiJBIJlr5Wq1VEo1FkMhl0d3fXVQsbHVsul4PL5YLFYkFTUxNX7ITlrScMWS8ulXtKD4larUYul0MoFOIq/2KxXuN0PWXceg9k7fERpWwlTLVTCrLaz6Jq12q1bipBbCehUNN7M7HRd83lctxzCYfDaG5uBlCfjGnRi8Vi8Hg8EIlEXBnX3lM+nw/5fB7ZbBaBQAChUAi9vb3M175YrFxoau9BgveA5fO2sLCwIRSzHT3AeucrEAhgZGQEoVAIABAMBjE8PAyRSASTycSQDwmHVl7PtUQyZNW6kw33F3Sy3kzFuZlV89y5c9DpdLBYLAgGg5ifn8fNN98MnU6HpqYm5PN5TE1NsZcBdcI3+uzaYysWi2yiHo/HodPpoFKpGG6hB2szFd2lcE/L5TLOnj2LYrEIhUIBk8mETCYDu92+acrTynMYCKyvjFvvnG+mar7YNd1s1Vv7WaRyXXk8W/m+Gx3DpYpHNvquyWSS8Vlyp3O5XAx5JJNJ6PV6ZicFg0FYrVaYTKY1vw/dd/S3iUQC7e3tFz3Gtb5zOBxm/Foul2Pv3r11NDpgfShmOzunjRhPxWIRYrGY3zcYDMJoNEIkEiGbzaJUKsHpdF5Vb/QXNBtkM7EWG2Llz4rFIlQqFZxOJ/bs2YO2tjaYzWYolUrYbDYkEgkkk0loNBrodDrE4/FNVwTUgTYYDFCpVNBoNJBKpWuqpzbTyd+ID70eW2F0dJRxxXw+j1AohO7u7k13wtc6h6SMK5fLnBDpwVuPgbITjJPN8sYtFgtisRhmZ2eRzWY5UW0mQWzEoCGvjdnZWR4ztV0+8Vqh1+uZmdHa2orm5mZO1E6nE5lMBvF4HKFQCKVSCRaLBWazue7Ya78PiccMBgO6u7thMBi2hOHXnvfh4WEEAgE+vpGRkbr7kqrqta7zevfAdsZpNTU1McvD7/cjEAggHo/zSDBK4BaLZc3rT+fY5XLVmTtd6li39eIFXVlvJjbaOtHP2trakM/n0dzcDK/XC7lcDqlUimq1ioWFBeTzeahUKni9Xvj9fuh0Ou6AXyxWVgMWiwVerxeVSmWVL8FmtogbVSbrVR7pdBotLS2IRqMQBIHxebfbvalKcK1zGAgEVinj6Nyud853gnGy2W10KBSC0WiE1WplrjqZ2Ncmj7Uq9Y2qqrV2FJlMBlartQ4qo/NwqQ+5QqFAc3NzHT5b+92JGiiVSusW77Xk5BaLhcUuOp0O3d3dW97Wr+SSExtFIpEwPk72p3Q/rAUVrncPbAd6stls2Lt3L8LhMKs5CZajRayWq63T6VjpLBaLr4jGAGgk64vGejdHrbBAp9MhEomgUqmgvb2dKUd080SjUfh8Pm5WZTIZlMtlnDt3bk3Hv4226rXCkJWJYDM3zaVsz0iWbzab645/sw/GWueQjsNoNDKcQt/xctIAN/tgUeKoZS6sReNcL0msd/y0o6j12iA+MUFdarV62wyC2p5HMpmEVqvF7OwsFAoF7/AIgzWbzZBKpfzZK++JUCiEnp4eTqSpVAqdnZ1boqzVnneCfciLuq2tjXsYBDnp9fo1v/9W7BU2G2KxGC6XCy95yUv4PXw+Hzdma+2EgeUehs/nQyAQwL59+y4L5LFWNJL1JuJi7ASVSoW+vr46KlOt7STdeER30ul0GBsbY2hjpePfRlXCRolsMzfNpSTClQwFm80GiUTCx7nyZr7U87nVWI+etlHi2OyDRb7JF+PkFgr1PuGCINRNEV/53agxWltB0uKeyWSYbUEJ6FKDrjNJv6PRKJRKJbLZLMRiMUQiEfbt27fmOVp5LVayo5aWlrCwsLBqSC3BN7UV8loJbf/+/QiFQrxQDQ4Osq6Bdpz0DG3ECKpl6dQey2Zsb2kR0+v1UCgUsNlsdQtKPp/nRQR4bogALeAk6rnY4ryT0UjWNbHVicXrreZ001LlkkgkYLPZYDKZ+KGnZh2w2vHvUqqEy8kLXslQ8Pl8bJpEn70Vatt2tqzrvU8tPe1iXNfNfNZmOblNTfU+4ZFIBGKxuO44aj9vvR1FbTOZ2D7U/FsrsWzVe5mKCplMxu6Ltbs1YP1EVqsNqOVkZzIZCIIAm81W188IhUIQiUSwWq3rJrRaG9bac7lSFLbRM1fL0lmPyrkyAoFlUc/09DQ3/Ht7e5mhRM8QqZiB+r5DNpuFUqlEuVyGQqFYc0G5XPGCT9brCS02k5TX21IXCgXY7XZcuHCBccG9e/dyAmlpaWF/BBI/qFQqVgbScdTetBfbZu5UArzYOSL2Qu3OoVwuY35+HoVCYUOfaYrtbFnXex/CQFe+56V+znqc3JVhs9nqfMKbm5v5WLZLLaOJQFTlC4KA5ubmLV1bukflcjlyuRw39daqPOkeWvl5tdoA4LkGIO0KqdoOh8MAnlsgA4EAnE7nmufgYlh/7ees98zVsnTWo3KuDHq+6G89Hg83D202W93CVQuFkNCHeg4qlYp3lRvpEnYykb/gk3VtkltZKVwsKa+3paZqy2AwQK/X8wW94YYb+HNtNlsdtGAymVg0k8/nOUmbTCa0tLRctFrcbgLcSC6/ciFY6Y194sQJ7pqXy+VVPtMrY6caMrXvUwtT1L7nys/Z6HvWxmbhEsI76XPo4V55HBTrbePpM9ayJqBdGH3GpSwApBbU6XTrMmlWzjeMRCKckI4cOVKHPRNsIRKJ6rw/RCIR3G43BEFAIpGA3++HSCTCgQMHsG/fPu7LXAzrr/2c9Z659apfirUSJjFbqOFP0nc6ptrzHwgEsLS0BJlMxj4zFosFxeKyUZggCHyf17oKblT4bSde8Ml6rQ45sJoythV2AlVbVHmunMoCPActrFSHVatVJuNTlQOAsW9yDQO2zkHeKHw+H4aGhvgBqrXgXInLikQiHDp0iLnBcrmcRRe1I5fWi602ZNarUmrfhx6aWuUdsHoXEgisbQuwXkV0MfES8BxbIp1OQy6XIxKJYGFhAXq9Hrfeemvda7cittlsVbxRFbfZHkW1WsX09DSSySTzjJVKJWPIdGy155zu7bm5OajVavawkcvlyGaznLBoJyYWixlOW6+4oO+SyWQwMzPDlM69e/fW3ZPA2mP5amOtBYGOn96rWCyyOjiXy/ExDA8P4/Tp02hqWpbWRyIRRKNR7N69mx0Bl5aW2HCKcPNwOAxBEODz+dgCoaFg3KGoTXJUKdC/y+UyTpw4AWC5AtvMgwusrrYuNpygVh2WyWTQ19eHpqYmJBIJpFIpNDc3Y2FhATKZDE6nc81GynY70l6vl/HZcrmMSCTCFC7aKVSrVUQiEX5ISJIrk8ng9XpRKpVW0QnXOz9bqTLWq8I28z5r2XvStBlgeVGufZA2gpPWS4q1NL9z586hXC6jq6sL+Xwe58+fr8P7tyK2oWtKuzOyuV15bTdKSpvdhgcCASgUClSrVWQyGeTzeZjN5lXFRu05J3UvqVqTySSbaUkkkrpFtFQqIZ1OX3SaD32XVCqFfD4PuVwOk8kEn8/HxlAUtee9VCqxGpK+t9/v5+eYGD0AuDoWi8Wswj1z5gwUCgUfRyaTQVNTE8rlMtLpNBQKBeLxOENcdC4XFxd54hRRcom6Ozw8jHK5vKlnYjPxgk/WtRdXoVCwKmt4eJi3oUajcVUFtpX3JZzX6/WyOxmxQiYnJ5kzrVKpEI1GEY1GsW/fPubbBgIBSKVSGI3GdRspO0F3o4RBmGVLSwuq1SrvFCKRCIDlhWtl42g9OuHKuBQsb6cwbmA5WYpEIpTLZd4F1C6ka1H2KCiRrPSKyOfzdbALbfVXNo6BrW3jN3tN1zo/W+1hFAoFaDQaTs4SiYSv4/z8PO/61vLEICqex+OBwWCAVqtFKpUCsCx7J5MmjUbDEFSpVMLc3By8Xi86Ozu5Kq5tiEokkroxbrUwQ1PT6hFlBCsRpkyFhcvlYkZPIPDcZPJisQiPx4N4PA6FQgGtVsu7LrJAcLvd8Pv90Gq16OjoYNdAv9/PTCGFQoFsNotQKASxWMxY+07HCz5Z0wNB1eLMzAzfYLQlTCaTaG9vX5Uk1qOOSSSSVdSkUCjEMwTpJqJtbTQaZVHEoUOHUKlUUC6XodFo0NLSAr/fj0gkgunpaUSjUZhMpjWdyFZaV27UkFwZLS0tEAQBk5OTTFuq5bq6XC4UCgVks1ksLCygWCyiUqkAwCqsdaPYbBJZr/G7XdEB0c/Wc4jbiLJHcND58+eRzWaZM5xIJBivpUorlUqhpaVlFYtkI8jlUvm5a0FgW13gVlIKia1BDoCFQgGnTp2qMzKq/dzm5mYYjUao1Wo0NS07ITqdTmbUtLW1YXBwEGfOnIEgCGx4RgtdPp9He3t7XUO3UqnUYcozMzNQqVScSFeOKEskEnWCo3K5jGQyiYWFBahUKhY4EcyXzWYRjUYZxmhqauIF3GAwIBgM8pQcjUYDu92OWCzGpAGpVMqDStRqNVKpFC5cuMBOgvv27atj+Ww3XvDJmqJ20jlt0xQKBaRSKVKpFGKx2KpOc23iocrTaDTi1KlTkMuXp1BUq1U8+uijaGpqwvz8PLRaLd88EokEg4ODvH0kGfnKaR6xWIynbBBEUduYqlarKJfLiMfj3MUnHjSwvlXjysWGpLJrcX1rG6JUXeTz+S03Ty6WROiY5ufn64aSxmKxOnvYS42LOcRptVoEg0EEg0GoVKpVoqPFxUVO1CKRiBcSuVyOs2fPoqWlhT1cxGIxbrrppg2P5WIQy2Z2IrWYeW1xsBYMdzH8v5ZSSBasgUCAVYe119tms9UxJqgyp3uopaUFnZ2dq763SCRCMBiESCRCJpNBqVRCJBKBxWLB9PQ0crkcQx7Uw5FKpVAqlVAqley1o1Qq+ZolEgm43W5kMhkYDAY4HA5Eo1EYjUaoVCqkUinMzc2hv78fHo+HRTkGgwGZTAaJRAI9PT11RkxqtRpHjx5l90yPxwOr1YpyuYzu7m5kMhnEYjFIpVKUy2Xo9Xpks1nkcjlUKhXelTWMnHY4CHciuhT5X1CV1dzcvCpJ1CaecDjMVTi9FzEjZDIZdDod8vk8YrEYCoVluXZzczNGR0dhMpl46y0SiVY1U7LZLMLhMEKhEN+wbrcbDoeDqXJtbW1rsgaq1WrdxBvadgP1iw1VM93d3YznFQoFxGIxxhfVajWam5uxuLjIGN2lTJ7ZCMunY6LdRzKZhMFgQLlc3tIIpkuNVCoFjUbDak3azgPPNY5lMhkviDMzM+jp6UFHRwd0Ol2dVJsqsM0E7YxWikk2sxO5GHZb238hB76VPPC1IBditywtLTFWvtIalRI9vZY8qdejO9KgAtqV6fV6SCQSAMuVcyqVgk6nQyqVQiKRwMtf/nKIxWLMzs4iHA4jHA5zMrdYLDAajfxMeTweJJNJzM7Owul0QiKRIJvNolKpoFhclvafP38eBoOBj8/pdCIWi3FxsHfv3jo71lQqhVAohHQ6zc3g5uZmFsCVy2UsLS0hEomgqakJnZ2daG1tRSaT4cblTqkaG8n62SBJdSqV4htBoVDAYrGgu7sbqVQKCwsL60poqYlBVUU6ncbc3BxGRkbQ2tqKwcFBOBwOHD9+nG9yjUbDtpTkSWA2m1c1U1KpFAwGAyQSCcrlMubm5tDX18efGw6HIRaLEQ6HGY+rnSay0bZ+ZZVbOwE9kUhwwi6VSkilUujt7UV7eztyudwlwRIrqzHCxdeyaSUnts0wTHYqSAyTz+eRTqdRLpfrfCDIrpZcFHU6HcNFKpUKi4uLkEgknLQ2GwT3UJM3nU5jeHgY6XT6ov7ha13HlY1AwmKLxWXLVBK9rFSf1lbe5AVD9xmAOrFOoVA/WWYtL+zaIPobMSaoeKhUKmhtbcXs7CxCoRBSqRQUCgWi0SjvIKemppBOp+H1erG4uAij0ch+Nel0GrOzsygWi/z+pAydm5uDIAiw2+0MVZjNZqhUKuRyOYyPj0Or1TIkGQqF0NLSwo3dYDCIVCpV1/gndWWpVEK1WoXdbofdbmeaXy1DZCcLjEayfjZIUr20tAS9Xo+jR48iFovxFqlQKMDr9XLD4sCBA1y9kLglk8kgk8mgpaUFExMTTN8ym80YHR2FQqGAUqmExWKBSqVCPp9Ha2srKpUKBEFALBaDw+FApVKpeyj1ej0cDgcuXLiAcrmMSqWCUqnE5vHkMNbc3MyJlSqhfD5fp8SrrazXqnJrH3K3280POTEFIpEI+vv7N2QnbBQrq7GVo7fomOx2O7xeLyQSCUQiEUun14IDtgMhrAwSw1Ciom03JQ2ZbHm6tUqlgsViqYOLLBYL/H4/V8I0E7I21jsm4v8SGyebzUIkEm3KP/xiu5VCoYBKpYJkMolkMolwOIz29naUSiWUy2UMDw8zs6e2kqdFnhLR0NAQBgYGuOlOn0N2prUTe9aKQCAAn88Hk8kEg8GA2dlZlMtlLgTIXyebzWJpaQmZTAYikQi9vb3IZDJYWlpifNjr9eKhhx6CWq2G0+mE3++HVCqFXq9HoVDA0tISuru7IQgC7zwIcz59+jRX3sFgkO1eE4kEAoEAxGIx89ELhQIymQwikQhDN9RcbGlp4cVr//793Oey2+11c093KhrJekVQQ4MwP41Gw9UlTYI5ffo0xGIxNxB8Ph/6+voQj8eRTqeRz+fR29uLXC4Hk8mE+fl5rqClUilCoRBaW1shk8mQyWSQy+UQiUQgkUjg9/thtVrrLrRCoUClUmHudSqVQjgchs1mQ7lchkQi4Skg7e3tKBaL/MCs5b5GUbvYrOcmRlg6JQGz2Yyurq5tneONOLaUzKrVKtO6gOe2+muJDNaDCi5F1VmrUqOKlprFtQ58tIsC6m1fa2l6VOmtVCWuZYK1Uh2nVCp5QSDfkPX8w9ei6a1s0EYiERZy0PfZv38/M3t8Ph/EYnHdNBiVSoWFhQWGSZqbmxkbLhQK6OzshN1uZ5jhYtv9WtpkPB6HRqOBTCaD3W6HUqnE7t27cfz4cQiCwPcf+awQla6lpQVut5shI6r4aZdXrVaRy+X4OxHbh7jRTqeTFymFQgGr1YqlpSV2y6Sii64f9YFEIhFOnjwJo9EIiUSCarWKqakpaLValMtliMVi9Pb2MlNrLervdq1SX7DJeuVDRNMwWltbMTIygkAggIMHD0Kr1WJkZAS5XI6TXVNTUx11baVkli7y/Pw8gOUFoKOjA1KplEU3dEFjsRg3Y7LZLILBIPbv319nQWqxWNj8X6VSoaWlBel0mpM/8JzZzsrKaj3+de33TyQSa6qtCApaWFiAQqFAT0/PJfFFV57rWq+J2uOtpVUVCgVMT09z95++70rclL77StGOzWa7qPDiYiISwu5r+dCEKbe3t2NpaQlLS0t1cwNrK1yJRIJf/OIXvBB2d3cjFArViV1op0OLPx0X7VwoSdrt9nUXmrXw5toJR3q9Hh6PB+l0GpVKBXv37kUsFmPWBqn5LBZL3TSY7u5uxueB5YV/aWkJhUIB6XQa8Xgc1WoV7e3tvN0nheha55aus9/vh9frhUKhgMFg4D4LnSO9Xs9+3/F4HPF4HCqVCiKRCLlcDtVqlfsKWq0WhUIB3d3dXOxQcTU/Pw+DwYDOzk5otVoeIkBeIpFIBFqtFsViEaOjo1AqlRgcHIRCoYBer0coFGLoRKPRoFKpQKvVcpVP2HhnZyc8Hg9aWlp4h1ILPa0lvrqUuCLJ+p/+6Z/wd3/3d/D5fNizZw++8IUv4JZbbln39V/5ylfw5S9/GW63G21tbfjEJz6Bt7zlLTt6TCurroWFBbS1tQFY7q6Xy2V+AGloaSQSgVqthsPhgEql2lA9ODg4iGq1yp4ZVN0qlUosLCwAAMxmMzQaDWKxGCQSCex2O9tVrpR3m81mAM9V/slkEmazmWGQ9UxsNuP/u57MPhQKoa+vD1arlbfoW73ZSA2WyWSYAhaNRiEWi2EymdDa2srHW5t0FxYWcPr0abS1tfHugB76taaH1Jop0fdbDx7YTMW9Hh86nU4jl8txJUYQ1cq/oQKA7Emz2SxmZmZQLpc5QdX2EFbK4G02GyKRSB39c+V53QjiqaWoUQWq0WigVCp55FcikYDFYoFOp8PExARCoRAEQYBarUYymUQqlcL+/ft5JzA7OwuJRAKlUsn3IUEPdDzkk+J0OuvOLe2ayOhJLpdDq9Wy7F6pVMJgMLATpcFgQHNzMyqVClKpFFQqFdrb2+HxeGCxWBiiol6PxWJBe3s70/sMBgOq1SpisRhisRhXzaS0jUajKBQK7MtDzK9kMsl9BypMSPjV1NSEUCiESqXCeH+ptDy71Ww2M8RH538j8dWlxGVP1g888AA+8IEP4J/+6Z9w880345//+Z9x99134/z585wca+OrX/0qPv7xj+PrX/86jh49ihMnTuAP/uAPYDQa8epXv3pHjonGVBUKBfbwnZubAwDG3uhGn5+f54ZjtVpFoVCAw+Gow6QsFguGh4eZ6rR3716IxWIcOnQINpsNTqcT4XAYfr+f6VUAWBFFN5XP50NbWxs3KGqbSg6HA8PDwwgGg6hWq9xszGQy0Ol0KBaLaG1tRSgUWtUIXYuHHQ6HVxnyAPWJcGU1TmKLi2HAK7fgqVQKarWa+eJarZY/m25wSiput5v5qplMBul0GmKxGH6/nxPAygVppZkSKe5qm6Urv8fFOMjr0ero4SYvCJIWr3VOZmZmoNVqUSqVoFQqkUwm0drayouIUqmEVqtlF0NKlpVKBZOTk+jt7UVXVxfDcit9KzbyGKHPCIfD8Hg8kEgkmJ+fZ0rpnj17UCgUYDQaEY/HWSUokUgQDodhNBpRLBZhs9kQCoWg1+uh0+kgkUiQSqVgMpmgUChgNpuhUCj4eKgKD4VCLDOv5coTzi+VSiEWi+vUfwqFArfeeivOnz/P90R7ezuUSiX3BJxOJ/bu3YsTJ06wsrCnp4excrpWtToHk8nE/h5TU1Nobm6GyWSCXC7H3NwcrFYrY+jpdBrz8/OoVCrweDyw2+28MPX396NYXB6xRzmAaHsr76OLia8uJdZM1jSPbb0ol8s4c+ZMnTHRevG5z30Ob3/72/GOd7wDAPCFL3wBDz74IL761a/ir//6r1e9/nvf+x7e+c534o1vfCMAoKurC08//TTuu+++HUvWNKYqnU5zY6K7uxvJZBIejwdtbW2wWCxMWaKqjioigjAIqqAxXYRjjoyM8MM+NDTED7kgCHC73RgcHOSHnRSN5G2cSqWQzWYhkUjg8/nYf4PYCbXKskQiAbPZDEEQIAgCfvGLX7Cgx2g0wufzobm5mR+UWh428FxjyGAwQBCEVQyNlZVpLBaru/lWuuutVV0RJk/4Yy6XW+UUSH+r1+t5diDxyr1eL7RaLcRiMfOHadGg91lP3r/eroK+l0QiWeVquHLxWVnBdnR0YG5uDuFwmKGR9ap0WpSJZaTX69HS0gKfzwcALOSQSqUQBIEbWE1NTVhYWODzu9aCUrvgrOUxQlU+UQ0JnvN4PLwwd3V1oaOjA263G1KpFIlEgu8BmsVYu0h0dHTwwkIceBIVUaFCz0CxWORzK5VKueghGmu5XGYWBSVZn8+HRx55hCER2gmQ02Cth3pnZydTBKl6dbvdPGmHzkUqlUK1WmXVYaVS4epYIpEgnU4jGo1CJBJBo9EwBk2+38FgkIdV63Q6HDx4ED6fj3Fv2h2s3O0ZjUY89thjmJubg1arxate9apt0/fWTNbUNKOEvXv3bjz44INcCUciEdx4443c/FkvisUiTp8+jY997GN1P7/jjjvw1FNPrfk3JPuuDaVSiRMnTtRdmO0EjamKxWJMz9q9ezfPFST8jVRY1GwEli/C2NgY/H4/bLblcUCZTAazs7MsaMnn83VTyBOJBGKxGCKRCPNzrVYrnnzyScYSc7kcVCoVjEYjlpaWYLVaMTk5ic7OTiiVSvj9fpRKJcYRtVotAoEAU6BoF0AV68zMDPN+CeagpLK0tMTMEcKlqVlZy9BYSbMLBoPsF7GWu95a1ZVKpUKlUuHpGiRr9vv9PE2afEfa2tpgMpn470ihJhKJ2LC+tpo8d+4cV49E/zObzYwhrxckIiE7gYGBgTr5eK3yc+W23u121/Gw4/E43y8rcXGTycRUtvb2dthsNni9XhZr0EgrYpiQupX8aYLBIAKBAM9GrI2LeYzQQkUqQrFYzPdYa2srvF4vJicnoVaruRk2MDDAgh/qlayUeDscjjX7FqRCpKRLqkba7dF9ZTKZEI1G+T6ic01GYh6PB0qlknsFAGC32+v42bFYjDUF+/btY/hIEAQsLS2hUqmwHkGr1fKzHo/HEY1GIZFIEIlEuMI2mUxM4SOxGnHsaSEdGBiAQqFAR0cHX0eyjViLFfXrX/8acrkchw8fRjqdxvT09JoCoa3Emsm61hsYADweD3dd13vNWlE706w2bDYb/H7/mn9z55134hvf+AZ+8zd/E4cOHcLp06fxrW99C6VSCeFwuK5SevDBB/Hggw/C7XZf9FhqgzjVdANJpVKMj4+zTJsefLoBAfBqS131RCKBSCTC3ONaGIEqmUKhgNbWVubkptNpHgGm0+lY8kxz+Agi6Ovr47/P5/Nc1dO4+2w2yxxOo9EImUyGubk5NDU1MWslGAyygopgDuruS6VSSCQSfmCq1SpOnjzJnXn67FqanUQiwdjYGILBIFpbW6HT6VZVoVTt1VZXVquVea+HDh1CsVhELBbjbTIxF2hrST7gdrud+eO07a5lKsTjccYWp6enUSqVYLfbmUq3UdedmCXUyJucnOTdBVWmAFYtPAQvkJyZksp6zdJqtYoDBw7wrqRarfL7hcNhNDU1Mcxjt9thtVoxNzcHo9GI9vZ2iMViLC4uwul0rmJ4yGQy7m0Qpk6+0sBzOwVKcrXQGmHparUai4uLcDgcTFPr6Oiok/bTgrly57DS8W5gYADnz59nqwKDwYBEIsFMEWKShEIhhMNhGAwGHqygVCqxuLiIYrEIrVbLi2B3dze6urq48qaFTiQSsfAkEAgwpXZhYQFjY2NIpVJ42ctehkqlwtJ/Kl4IZ04mk+jr60MsFsOuXbsgFouxa9cuzMzMwO128y6HePfxeBxGo3GVArb2mgQCAWbvTE5OQiQSIZlMsgnUduOSMeutiBRWvnYjkcOf/dmfwe/349ixY9z0uvfee/G3f/u3rHSiuPPOO3HnnXfiQx/60JaOvXZMFXlyUFVJAgd6OMbHx1EqLU8vJjI8PaRisZil4jqdjlVOSqUSiUQCLperrrFIjlyEtdFNSKoshUKBRCKBpaUlDA4OwuVyIRaL8QNeKpUwPDwMrVaLgwcPMnnf4/GwlSpVdul0GlNTU5zoyfGM5ucRtksVSSqVQi6XQzQaRblc5l0UJeBAIMAJs1hc9vM9fPjwmoNDLRYLPB4PP1g6nY4lvMDyzo3gG7FYzLREgpxsNhtXgSQQ8fv9dZxj2qbOzMwgHA5zMiFKI7C+98b8/DxCoRDm5ua4ItXpdMxUoXO4cuEplUrQ6XS8QNJCv5aJ1UpcnO418niOxWLQ6XRMufT7/Th48CAAcGWo0WgYYqPkXyu+qrU0qJXoG41G3q2sNNnS6/U4f/48tFotmpqaEA6HsbS0hKNHjzJEQewghUIBtVqNiYkJXuy7u7sBPGfPoFAoMD8/j6WlJcaxiQ1FXGWirZJiVxAETE1NMRRisVgQDochk8m4F0NJvJYV1dLSwn0mr9fLHHgALIqhRYt6UAqFAgMDA+xsSYURNTstFgvsdjtaW1uZfkewIu3yE4kE8vk8enp6VplZrWxWj46OclKn6p2GaW83LmuD0Ww2M52mNoLB4LrbVKVSiW9961v453/+Z17Fv/a1r0Gr1TIjYrtBXtL5fB6RSASBQIAtUokvSzQyk8nE3NRQKFS3DY7H4+xfTBUhYVvkW6BQKNDW1oZUKsXNxN7eXvT39wMATpw4wU0zl8vFyUIikaCjo4Orx0gkgu7ubvY6iMViXH1RE/PUqVMsj6aBpqR47O3t5fePRCKIx+NYWFhgZzNSSKbTaUQiERw9ehTAc9ttgoEkEgnf7DKZbE2uMDUy6TxGIhGMjIygqakJWq0WbW1tDLXV2qrS3/f09OCpp56CIAjMDQ4Ggzh48CBzjimRlUolfjAqlQrEYvGqWZa1Lnl0vcLhMI9lEgQBCoUCL3nJS5jKSN/Xbrezgb5cLq/DzTdqstbCFJRg5ubm+Fmg9wsGg+x/QrvGWsMvWsToPFNyXyn7ttlsTO8kdSLBVCsbpZToa+2AiYXS2toKiUTClNDjx48jGAwyPCUIArq7u7ngmJyc5GfFZrNBp9Ohra2NmS7d3d18XZ955hkIggCHw4Hz588DWN5lUzFiNBrZSK29vZ1ZWfT9yY+GxnHRc0DXl1gqfX19zNggDJqofxKJhCfDUFKOxWLsFKjX62E0GmE2m1EsFjE/P49YLMaUwtp+AN3f1GSkQsxqtWJwcBAjIyOIx+Po6urihXhbeWutH4pEIpZ8UhWcTqeRTCYBgP/3YkGYzcMPP4zXvva1/POHH34Yr3nNazb8WzIWAoDvf//7eNWrXrUtQvl6x0eij3w+v6ZrGWG8BCt0dnZiYWEB0WgUg4ODbCJD1S2JDM6dO4doNIqjR4/iyJEjGBkZ4e2yyWRCMplEb28v4vE4pqenWf1FW2ziFb/oRS+CQqFgShIFVcq1Qw7IrlMqlcLr9XLSJwcy6pJPT0+jo6ODed5+v5/VdmKxGNFoFG63m9WWNFMvEomgs7MTwWAQcrmcm7PpdBqBQIAXKVK/yeXLk90JLiJnP8Jxic9KmDkl19bWVt56ms3mumOvpbKR5zI12KiCKRaL8Hq9DO1Q9U5QnlgshkQiYd8REvn4/X7GIGWy5ZFqfr+/zmkOWO2RTUHJkIycKOEnEgkWWxQKy9PNBwYGuNFIfzs8PMzVKFHDakdbAVgTcgHASZgSBxkj1Qbh2IcPH8bIyAgWFhagVCrR39/PKlj6LI/Hw01J2kE2NzfzQp3L5TA6OoozZ85AIpHU0VsJTiPHwVr8nJ65VCqFQqHAtDdilXR1dUGhUKBcLuP06dMs2Sdf6M7OTqRSKa5mC4UCbDYbOjs7ebeiVqs5ARODJZvNwuv1sjDGbrfz741GI7NmxGIxe40QvbKzsxMDAwO8Q6mtpiORCBuaRSIRfi5zuRycTicvOmq1evOJaZ1YF7Pu6+ur+3ftyrAVr4YPfehD+L3f+z0cOXIEN954I772ta9hYWEB73rXuwAAH//4x+H1evEv//IvAIDJyUmcOHECL3rRixCLxfC5z30Oo6Oj+O53v3vJX3K9oGEDVAlmMhmMjY2xUYvRaITFYsHCwgLzOokP2tTUhL6+Ply4cAHNzc0ol8uIxWKYmJhgbFMikeDcuXNcGdbKk1OpFHOBDx8+zL4eTqcTfX19LA2mBWB4eBhjY2OMVxoMBpw4cYK78qTeUqvVKBaLvG2lLShV11R5zc3NsfeJ1WpFMBiERCKByWSCRqNBIpFgq1eqmsPhMGOkcrmcKV+5XI4rdOrYU3KpVquoVCpccVEVJhKJeNo7JT/iWVMFB4C3tcSSUalULFigpl0ikYBGo4FOp4PD4cCTTz7J0+ZLpRJmZ2eh1+vZM4XYTmQTIJVK4XQ6YTAYEAqFeDFyOp0ol8ubdsajZiQZ75PfRD6f50YuWe3q9XosLi7yPSeXy6FUKrlAicViAJYZO6TkJCiJPr/WI31paYmredq2E8y2UpZPVbTD4WAoqrYHRcpManzStl6j0SCTyeDUqVPQaDQIBoPI5XIMqXg8HpaxBwKBOlMrYJllVKlUcPLkST4/qVQK4+Pj2L9/P/R6PaxWK7v80aJBBQ6wXKTUKnJ9Ph/i8ThaW1uZU221WnHw4EHuhQwPDyMej0Or1UKr1bKoRq1WM4eaCo9QKMQ7z66uLiiVSv7+a9nPGo1GnDhxAkqlku0BfD4fe5kTbLQTsWayfvTRR3fsA974xjciEongM5/5DHw+HwYHB/Gzn/2MTf59Ph+LRIBlvO4f/uEfMDExAZlMhpe+9KV46qmndtQQhTrWFy5cYDzaaDRyB792KrnBYOCkEI1G6xgpwWAQ0WiUV9ZaAyWdTgepVMpeCHa7nSseUtlNTU3VYXuEw1KlQq5io6Oj7HcQjUYhk8mwe/duxtxo20sqOPqONCxgz549GB0dhc/nw9TUFN9oiUQC5XIZN998Myu/UqkU4vE4YrEY9u3bB6PRCGC5Otq/fz935KPRKL+uXC6jXC5jYmICVqsVgiDAZDJxU40e+Hw+z9tFuVwOiURSNx2aHs5IJMJ0K5FIxF4L7e3tCIVCjPn29PRgfn4e6XQaWq0Wra2tmJ+f591GX18fEokEQy20qNYen1qt5vdPJBIMP1Ai2L9/P98363GbiRpZqVQQDocxNTUFs9nMiz0p2gjWaW9v5+k/BoMBOp0OZ86cgUajQWdnJ8NDR44cYZUkNbRosa5Wqzhz5gy76NG9lk6nOemXSqU6D+pahafJZGK8PZPJMFOBIDnyvdi9ezdGR0dRqVSQyWTYb0MikXDTmCCvdDrNXtVarXbVc0cWAEqlEr29vUwBpOlH5Au+EoKq9VohCIfOQyKRQDqd5oa4RqOpG39XqVSY9UG6BrI9JmiHWCh2u50tWlUqFVN2KR/QAl2rVBWLl0eDUV/IZrNxPwp4boo7faftxJrJeuXcuO3Gu9/9brz73e9e83ff+c536v69e/dunD17dkc/f2VQddHc3IxoNMqiAcKm5fLlKS5arRbhcBjnzp3jB5lWeOJBA2AZajabRW9vL5LJJORyOTuExWIx2O12aDQaLC4ucoVEdCKqEmhr5vV60d7eDpPJhEgkglOnTnE1rdPpGIaam5tDpVKBTCaD1WqFQqHgKqq9vZ3nvxFWCyxDXAqFgifT0A1IiYZGOlGlVNvUXdmsAparsIWFBeRyOTgcDl7kKImTdWcul+NBrOFwGHq9HsPDw3WYLFU2VNlSs4lUnUtLSxAEgZug1D/o7OxEJpPB0NAQZDIZ2tra2PO4r68Pu3fvZqhKLpdj//79cLlcuOGGG+oqZcIvKRlRhUkV6dTUFPL5POOb1DQmamQikeABEQS5SCQSviY08opYGouLi8jlcmwjsBLqEIvFbGVKSUEulzOVktgryWSSFzYyGKLPrGW4rGTrrOQ61wZ9Z5PJhIMHD/JuhnozVFgQYyafz8Nut2NgYICZMnT+KMRiMfL5PDeJk8kkXC4Xw4JarZbFYdQfqB1wQf0Eqrp9Ph/m5uaQy+Xgdruh0+lgMpng8XgQDodx1113MRR4/vx5ZDIZTE5OQi6Xo7W1lVlSuVwO+XweTzzxBLNsaCwX0QapsFhcXKxTl2YyGR4TJpPJkEqlIBaLGZOv9ajfbrwgvUFICiqXy2G329n8nAxZcrkc42q0ZaQpIFKpFDqdDn6/n1fnaDTKcmStVgu9Xg9BEDA+Po5CoQCDwYBUKoVoNAq1Wo1IJMLHkMvlmENNUzZI/j46OspbzHK5DI/HwzhaPB6HRCLh5OJwOOpMhKgCyGazOHHiBFcTlIRe+tKX8oNTLpdZCJPL5ZBKpZh2RNvGWsqYTCZjCqBCoWDqIIk/NBoNJ8RwOAyz2cw4Jk1SmZ2dhUaj4UYWNSvFYjEbNi0tLSGZTHLz8cyZM/z9Wlpa4PF4YDab0d7ejkwmA7/fj46ODsYv5+fn2Y7TYDDAZDJx8lwJaRD3em5uDhqNhu+FoaEhHvZKFp10jahqooeeEiDtzkKhEBvyG41GZDIZXowdDge0Wi0kEgkUCgWbFRHuLAgCFhcXufFY25ugBEZDMQgKs9lsLP+u9YwmBR4l8JVNU6LzrYR3ViZwuVyOoaEhdsUjn469e/cilUrxNSS4cC3F3uzsLJqamljaPTExgYGBAVZXms1mHDp0CH6/H36/v24QMrFUaMEiJ0ufz8cwpk6n40lGAGC1Wvm70U7W5XJBoVDgwQcf5OayzWbDzMwMmpubuQ9Czn3z8/M4f/48enp6IBaLMTY2xoZmc3Nz2LNnD2s2yL++UCggEongl7/8Jfbt24eXv/zl20taeIEm67WkoISDEXZlMBjg9/sRDAZRKpXYUIgSqVarhVQqRTAYRD6fZzzv6aefZlyXqhyq2C0WCxwOBzweD09Sdjgc3LShAQXxeJw73BqNBt3d3YhEInUVsdfrZYktmfPXNmDpYTtz5gxjyvQ9aRuv0Whw7Ngx3qZHo1EsLCzw4E/Cimu3/1TV1Xp4azQaZrrkcjksLS1BIpEwZ5ZoUPPz8xgZGeEKvZZ6RfBRc3MzpqenUSwu26SqVCqe6lErQKCtKsm/W1tbGTMkClpXVxf6+vo4MdUq+daiXJGkmnYARqORpd4ikQhPP/00UzMtFgu7s1HvgypPgkby+Tw6OztZI0BJHFiG/4xGI0ZGRthA7NChQ3UzBylIPAQsFxpEn7RarbyVX1xcRGtrK9sipNNpJBIJmEwm3nF0dnbi7NmzyOVysNvt6O/vRz6f5+++lqPhyiDBFzlFGo1GlMtlbviShkGtVq/J+KJZjtQ8FYlEGBsbg1QqRVdXF4LBIEKhEPcQCDoBwNUr8FzfjM4nUWczmQzK5TJ6enpQLBbh9/sRDodht9sxPz8PjUaD5uZm+P1+JJNJZLNZJhGQEIeeQ51OB51Oh6WlJZw/fx6BQABOp5NhqEAgwI3ktrY2fuYrlQpyuRyzWfL5/Cq7gEuJF2SyJg41iVIcDgdCoRB3cAm/pKqRFFOk4CJ8DADfeIXCsmcwVUOUxGQyGW688UbMzs6iq6uLpdNUZUUiEWg0GsaoU6kU/H4/c4zz+Tw36I4dO8ZWkW63Gx0dHesKQOhmOnXqFEuJSRzxpje9CceOHeOqllSKZEdJO4jBwUHodLq6hgo1oqxWKy5cuMAyYK1Wy6whwrSz2SxTAcPhMMbHx1GpVJgzTVNCqMom8yt6T2CZeTQ9PY3u7m7mAFNytFqtSKfTnMBvvfVWjI6OsvSZ6IiUkIkrvbJJVMuDHhgYQKlUqqMUEteeDIWI0TA/P4/W1lZ2WyN+eTgcRj6f50EF1WoVY2NjyOfznNDGxsZgtVrR29vLSYdUcDSZh6re2dlZqNVqdnojYQ71AGjUFME/arUaPT097IqXSCSg1WqxuLjIrKdyuYyRkRG4XC5Eo1HEYjHYbDb26ViLmkjCGqVSiWw2i2w2yxYBRCs0GAwsrFrrvnS5XGzBQH8vFouh1WoxPz8PlUoFu91eN+CWFlUAbKBFCzBRNg0GA/eVdDod2xnX7nTEYjGTBYg5QteeDJmSySRPfVEqlYhGo5iYmOBeDiVylUoFs9kMk8mE6elpLCwsQK1Wo1AoYHZ2lr8v+Qpt18QJeIEm61oVUrlcxqOPPsrNMFrt9Xo9mpubUa1WsbCwgMnJSbS2tkKpVMJsNnPjiPw2iO5DrmSlUglarRYajQapVArNzc3sP0LDBubn5yEIAlwuF6RSKXtaEw9dLpczL5pwQ3qQCfslb+y9e/fWfUfiO9OqvrS0xEyKQqGA0dFRhk0KhUJds5RurFqsjaoaqmTEYjGfIwBYWFhg/Jwk0CTtLRQKzIpQKBRM8/L5fDh8+DCr5aiCqvXeTiaTKBQKrAQjlz7imK8Mh8PBxj00koommADghLjSzlSlUrFClBZwquANBgPj7PR6QRDQ09NT509COwaz2czKOfKhEQSBqXvEYJiZmcHAwAD6+vp4kVxcXOSmYalUYktSqVSKpqYm3l3o9Xoe9ko+LmKxGJ2dnbww0XmgeyaXy3HDrFZy7Xa7mYFDjcO2trZVEnxKYFqtFpOTk5y48vk8SqXSKu8Wml1IUGJLSwv7bOj1ekilUm5U03OTTCa51+LxeDA5OclWBDKZDBcuXODni+4LmlxEC7Tf74fb7UZXVxdTQMViMXu/A+Dz2dXVhYmJCV6EjUYj9yLOnj3LWgUy3DKZTLxQ0k6qu7sb0WiUnQLJo8RgMECj0bBgbLvxgkzWwHOV59mzZ+H1ermRQ3JZEgqQtFWn0zE2Sb4Y5H4nl8u5K63Vann7HI1GYbPZ8KIXvYird7FYzIpFqixJak6+vFRFGQwGHDx4kBszS0tLqFarsFgsMJvNnFRrJdLU9CTMvXbSM1WvVK2S/7ZMJsPMzAwikQhTmWZmZmCxWLB//37GcxcWFvj3pJhsbW1lv+uZmRkIggCj0ciLh16vR1tbG1P9SFEplUqh0Wj4Jq7l9u7btw9LS0sYGxtjSIm43CRWILN8wtEBMC1v5Zgpmu5TW+2ttDMl3BZYXqQkEglyuRwr42QyGQ4dOoRIJILZ2VlkMhlEo1FOrMViEY8//jgSiQTC4TD6+vq4+k6n07j55psxOjrKMFJzczMikQi8Xi/bAphMJqZHut1utLe3QyKRoKurC8lkkrn+ZJrv8XhYTUnOi7RzqJWZk8cPTb8xGo2oVCo8kYgUpCR0IW49QVvz8/M4e/Ysmpubkc1m4XQ64Xa7EYvFoFAo+L/R0VG2wiVnS/quIpGIk3Zvby/MZjMmJiYQDod5V5bJZHiiy/DwMPd0CJcnCqNer2d/+b179yKfz/OwXJfLBa1Wi3Q6jWAwyAOMTSYTzGYzDM8OyL3tttswPDxcZ9Dm8/mwd+9eFr/QIhIILI9sGxwcZKiDijCyiAgGg0yD7O7uZnybrut2TZyATSTrkydP4oc//GEdaE/x4x//eNsHcLWCKiuCN8LhMKxWK5LJJDf0wuEwFhcXGaMmHrPX64VUKuWfyeVy3oKS94BIJEJfXx+USiUeeeQRHDx4EP39/bhw4QISiQS7zwFgrxBgWZghk8ngcDjQ1NSEmZmZOoWUIAjMTKDJNA6HA7Ozs+jt7WVF2OzsLHK5HFpbW1k9SQ9toVCA3W5n+hk9ELT9I0UcMQnOnz/PHPBgMMjNVYVCgaGhId5SEt2L5MKFQgGDg4OcMC5cuMBuZz09PQxHkKglkUjA6XRCLBbD6XRidHSUIQzCQbVabV1ir8XRyYrW6/VCrVZzFdjW1saik9oJ4LUYotvtrjPt8vv9/P2JBknfyWg0chVFjJnJyUmGX2hc1U033YRisciYc2trKzNdiLtbrVYZnydYSi6XM4WTmpj0u0wmg2w2i0JheVJLT08PC3job+m+osWMuNv5fB7T09Psi+NwOJi3LBaLGfclyTjt/sj3prm5mTUGu3bt4jmEtJCSqpAmtNSKgoh2R5APYcJ9fX0QBIHpn+QnTbu0XC7HNq7EiybsuVQqIZvNIhQKMd01FovxfT8wMMB0wqam5SlHNFBAJpNh3759yOfzcDqdCAQCSCQSiEajUCqViMViMBqNPM4uGAzC4/FgcHCQm/30DLS1tfGwYmLxWK1Wpk/S9dxubJisv//97+Mtb3kL7rjjDjz88MO44447MDU1Bb/fX6dIvN6iVvlHGCIZLen1ethsNpw6dQrNzc2YnZ1FIBDAzMwMxGIxq+727duHYDDINDqRSMTdfbJ1DIVCmJ+fZ4+Dxx9/HJ2dnVCpVHC73Swe8fl83BQh2hA1HN1uN3tiZDIZFItFrsTdbjf0ej2GhoZYtfimN72JWRrhcJiTMTVQc7kcOjo60N/fz/SjeDyOtrY2SKVSTp5knk8MEhoxNTMzw3AP7U5cLhfS6TSMRiMikQgMBgPj7NSsWlhYYN9g2rYPDg5yNUqTOE6ePAm1Ws2TwWsFJhqNBpFIhCEnEktQA5LogkTpa2trQ2trKwKBADNjaOrMo48+it7e3jr/54WFBZ5ST4NWiRlAmKbBYEA0GmX6G7GDTpw4wVxxwocBsEKWFgGXy8U2td3d3WhububGtcfjgcPhQDgc5uRc6wBIWL3T6axTl5ISEADDLMBzTdvaHQWJNEhrMDQ0BOA5zUBzczN2796N8fFx9iMhFkoymeQKnipSAGw7SgIl2uURzEhVMPUAADBLh5g7xL8mcyuVSoVMJsPCnM7OTuTzeWbVUBOYiiOj0cjnma7J2NgYgOVFhnay1OglmCKZTLL9AXHEaYdJsExTUxObaS0uLqJcLqO7u5vtUQuFAg4dOsSURhp2XcvN3onYMFn/1V/9FT7/+c/jPe95D7RaLb74xS+is7MT73znO7fd2byaQTcTALS1tXEDp1hc9r/9+c9/zuwKavZ5vV5uiBB5nnBI8mJeWlriaoX4zWScTk2Ynp4exGIxmEwmnDt3DiqVihMzPRw6nY4ThFQqZZWbTLY8u462rSTDlslkMJvNCIfDePzxx2G1Wrm6I7k5sLz9JEyXKhSJRIK5uTlOhpTQiTJIN65UKsXMzAzjrrUT2WvVjUS/ApYNs3w+HyqVCjdnqVL2+/3sZEg+ydFolHFYuVxeJ2qZmppCpVLhUV/EviFvYuK1A2DbS+I1k2CD5PrZbJa58AQhkbcGDQqgcW7En6adD7FTyKWPoBCiYtK1EIlEdcyReDzOw1/FYjFLm2vl7eFwmAdQ0Na8VuK+cppMLQMoFApBq9UimUwyDW5wcHAV7kyvJyXpvn37MDQ0BJVKBavVCrPZjFgsht27d/MuLpvNsrkW8d5bWlpw+vRpVKtV2Gw2mEwmnD9/nv3TqclHlbcgCGhtba3LG2T4T3hze3s7N6WJBFCtVqHVauFwOJBKpdhThna5CoWC2U1er5d3QuQxQuwTiUTCPGx6DeHe8/PzbCdMuyVaGKPRKKxWK4/zikQikEqlmJ6eht1u5/c6e/YspqenuSKXSCTYtWvXjuatDZP1zMwMXvnKVwJYprvRtOEPfvCDeNnLXoZPf/rTO3owVyoKhULdlrevr48N0gmHIg+KWnUcwSPknTIwMMDVJRnjEE+butRNTU1QKBSMSZ88eZLN+Mn/gQQUVM3J5XLmbRLThFwBxeLlcVgLCwtMCaMqRKPR8JQLrVYLQRBY/ENbMtqWEZZae6z0EPb09LBMO51Ow+VyQaVSwe/3Ix6PQ6FQcHWiVqtRKpUYkkgkEpiYmGDZcVtbG6sgKcgmkzxQfD4fV8u1jmW1N365XEahUGDWDiUq2tGEQiHMzs7CaDSiv79/lYcGUcrIRY2YO3K5nJtH5A/ucDgYU6dFiTwfSKlK0IjJZILT6cShQ4dw5swZvl/uuecetLe3w+12s0e1VCrF2NgYBgYGWJ1IMArhmgsLC2wdSt7oZGM7MjLCPi4WiwUjIyMwm80MdV24cAEKhQLJZBIajQYXLlyAVqtl5W0gEOAZgbVsGGC5+iTr04WFBdjtdjidTt65kHGX0WiESCTC+fPneQIQ3XeEs5OuYHFxEYcPH+ZGNSVq2kkqlUrG40dGRjAzM8MiqWq1iltvvbXOD6arqwvlchl+v58hl/7+fng8HjzzzDPs3KdUKjE9Pc1iLPI2OXz4MPR6Pc6cOQOlUolMJgObzYbJyUmuzrVaLStCjUYj0uk0AHAPigqoyclJLC4u8nk7d+4cj61LJBKYn5/H5OQkVCoV2tra8PKXv5x3S5caG/51c3Mzu7i1tLRgdHQUe/fuZYzxeg3ik9aqoiYnJ3HhwgWmzJFijras1Aiz2WxcYdcq/2h1p+ktSqWShSbnz5/nuXDz8/O86O3atQuVSoW74rViDUEQMDc3B4vFwvxoqvioYibLTaoSiJ1y4MABtlollgZNU68VWfT09ODpp5/mbXh7ezuzOQjLJGFFLX9ZJlueyk7mSCRxphmD5N97+vRpvOhFL2IhClWq8XicIYhSqYRz587xFptgC0EQcPLkSSgUCjidThiNRq5c0uk09uzZwxQ0MrUvl8uIx+M8jIBUpi0tLTzUgTBkkpvTBB6SJFN1W61WcfPNNzPGTs1c+gwy5iEGCJ07mkxPW1+aD5lKpdg/xu/3c98imUzyDoH8KqhIAMA83qmpKa46a+mIRKWkvkNXVxc3Lpuamvi+o+REuwiyCpXL5Th//jz7xRBnn+TXNOrLYrEwH5mgIpfLhWQyifHxcXi9Xh4XR6o+i8UCv9/PzCEKWijIzCsSiXDDl3ZrBw4c4MKkdgJ5KpXihVij0WB0dBRmsxl6vR5Hjx5le9RQKMR6gbm5OVSrVbz4xS9mf/hUKoV8Pg+/38/ca+Joy2QyZi698Y1vxJkzZzA0NMRTmigvEOU2nU4jHA7zjNLFxUUkk0mIxcsTjEZGRmCxWHDo0KFt5a0Nk/Utt9yChx9+GHv37sUb3vAG/NEf/RF++ctf4uGHH94RRc7VCpqAsrCwgOnpaajVagQCASwtLUGpVPIw3L6+PnR0dPA8QKJl1RLdibhPJjL0UPf09EClUrEvr16vx5NPPgmj0Yg9e/Zw49JkMqFQKCCTycDpdGJsbIwrarqBuru70d/fz68n6p9Go4HBYMDTTz/N9DGNRoORkRH2Z6budzKZxMDAQN2UD/oM+nzyTujv7+ftLHGniT+dTqeZt00LGEnxaetL1Sc1XAlTJkiHHmxiLEilUhw8eJCVjRKJhHFsi8UCvV6PqakpNseibr9arWZWRu2Mu0KhgPb2dlaEEoa7b98+DA8Pc0+AOLsajYbFPKFQiB0Cd+/ezco8qtKHh4eZuhkKhfCrX/2KPZBrK9Xaey2dTnNvhCZ3d3V1sfiKvL97enp4a09Tecijm6Ap4q0Tt5ygCmoQezweZmRYrVaEQiH2xCazL2oGCoKAc+fOIZ1OMz0xGo3ixhtvhCAIGB0dBfAcO8bj8fD7kVKVDI4MBgPTCbPZLHu3kCudTqdjXQAVSyT8IosHglNoJ0bDJsrlMotlSG1rsVgwNjaGcDiMXbt28aJG96DNZmPqpFgsRn9/P7LZLM8n9Xg8aGpqQi6XYwdEcmfs6+uDTCbD/Pw8yuUyz4Gcn59HILA8QJvsAWjHRdYQtDBTHpBKpahUKlhYWLi8yfrLX/4yK8w+/vGPQyaT4YknnsDrXvc6/Nmf/dm2PvhqBuF20WiUK2fCt0hZGAwGodVq4XK5MDAwwJgXdaaJVkYSYfLCJZ5usVjE3r17odVqGT8jkQ0lb+KU0sNEOC5VupQkTCYTUwrJz4Mc8RYWFtiXgQxtSFpN3r7UPHK73WhubuaBAWNjYyiVSsyeAJbFLjTVwuFwcEPH7/dDp9NxtbS4uIg9e/bw1q5WnEOMBWJTPPnkkyxDbm5uZtaN2WxGqVTCwYMHYTabEY1GMTc3h66uLoTDYbYxHRwcxDPPPAO9Xs+DAFKpFILBIHuPkJKUPn90dBR2u52bVtTwpWqOuLLBYBDT09PsM02qyFwuh6mpKRa4kNEWNVCBZe91apTRok/MhlqcmJIWLbBkJgSAbQDIW4ac7Og+dLlcDBnQ8FdilOzdu5dhAnpPYqzkcjns2rWLG6eRSIS/GzVOW1tbodfr4XK5+PqLRCIYDAbG0kn6/tRTT3GfgFS0VPHa7XZUq1XWHJjNZnR3d/NCSvcH7XKoii6VSuyhTh7Wer2eK1x6HmdmZriapkY6SehtNhsXHfPz84jH47BYLJBIJIjH4yxRp+Ilk8lwBUxTbGhqD011J4Ui7eii0SgPDaZqnJ5zuVzOPaBUKsXPNEngSaSzXQgE2AQMQiEWi/HRj34UH/3oR7f9oddCeL1eFoDMz8/D5/Oht7eXq5eFhQX2v+3q6mLPAHJOI+6zw+HgROx0OjnxkrCGGmIAuBqjB6q5uRnNzc08THZiYgISiYTtVzOZDFpbW3mEEVlr0kNCPFun08kyeZJ4ZzIZ7NmzB8FgEOl0mo2R5ubmsGvXLgQCAUSjUXbaE4vF8Hq9mJ2dRbVahcFgYCm6VCrF1NQUD6UlmhdV0bFYDAaDAf39/RgfH0c2m2UWyCOPPMLVlt1uRyQSQVdXF4tIais0jUaD3t5epFIpeDweiEQi7N27F0tLS9xsI1jGYrEw7KTX69lSVCaTQa1Wc4Ky2Wy8iNK0eLJmPX36NIBl06vZ2VlezPr6+lg0QvBKNptlUUQtja69vZ0xcXK+Iy9l6hmQeMlsNqO5uZknCtFsSrVajV27dmFiYgI+nw9OpxPNzc1IJpMMQxCMYDAYsGfPHt4dLi0tweVyoa2tDePj49xwSyQSzIpRKBSssKMhyQQ30HBmErgAYHtPYnGQWIrMzdxuNw8baG1thVQq5fuGVLqpVIrFYETJO336dJ1AhiAj0jfQeSEf9Hw+j2QyybRE2ikR5EN4NC12hw8f5kq/o6MD8Xi87hoWi0UcOnSozkOEoK/e3l4ueM6ePQuXy4Wenh7+DpVKBdVqFbFYDMeOHWOoiRqOLS0tfO9Sn4Uom9S83G5smKwJ81s56TwSicBqtV50YO61GjRKi1ZiounQZHC/3w+73Q5BEOD3+5FOp/HGN74RTqcTw8PDmJmZAQB26iI8NxaLQaPRsGyXqH2VSgX5fB779+/nbZTT6cTi4iLi8Ti8Xi8UCgU6Ozu5cu/q6kKxWMSxY8cwOTmJcDjMxx8IBBgnJjn7I488wlAFVa7z8/MM59BNTBzb0dHROpn82NgYsyzI7nF+fp7peGShSdXz3r17Ua1W2W/YarUyVrdv3z7EYjF4vV7Mz89j3759WFxcZCy4ra0N+/bt40lCwWAQ4XCYcXWiUE5MTCD+7EBa4rESG6Grq4u32wMDA0zZIxN4SuJqtZrZGSKRiB388vk848yUXCmZ5nI5XoyouqceB1kHkNOg0+lkKiNNgslkMti/fz+/Zs+ePbBYLLwdJnoaFQsHDhzghZYG19JIOfIXoe9F96fX60UsFsPU1BQef/xxtLW1oVQq1Y3DIotcAGzORXQ0grGoWUzCEXKOI8ybpoLL5XKuZhOJBBwOB5LJJJxOJ1NWK5UKc6ENBgNOnjyJcDjMxcT09DSOHTsGk8nEVrZ0jHa7HWazmWmbtDuj80WNf51Ox5YAbW1t7KYok8nwkpe8BIODgzh//jzcbjcqlQpuvvlm9qiORCIwm81IJpOIRqPQarVQq9UIBoNcZLW2tkKhULADIDVUSTlbKpVY9SiTydDS0sLMH3LljEQiUCqVOHz4MDo6OqBSqditczuxYbKuNSSvjZWd5OstyPqRlEqkNCQ+MW33aAQX8ZuB5ywnFQoFr+40eYKMbaRSKdrb2yESiXgBaG1tZYtPmrZSy4JQqVQ8c5FUa+RhTU3MpqYmJJNJuN1uHk1E1QNVw8RtJZYEeS8AYP7uU089hbGxMfT39zMzghpgNHSAOK7UxHI4HBCJRPB4PExJo+MktzdBEBhTpaqMMDvyW6GHkVzUiE1BPGmFQgGDwYALFy7wiCXC0omXTBLlbDbLdgC5XI6xfIPBgFKpxAMHKpUK86SJ/iaTyZjzXK1W4XK5eFtMkAEAbiZXq1U0NzfzcFiiJJJNQSwWY1ZOpVLB0tIS4/XEne/q6uIFnTDuVCqFpaUlpFIphMNhHsQMLDcXe3p6eNdEwqSlpSWcPXuWt+HxeBzz8/MQiUTsA0Jik1reMCUkMiUjimlfXx8PdyAqnc/n492kw+Fg5sYjjzzCCW1hYQGxWAx33303w1PAchM2k8mwMRPtLIiySZiuWq1Gc3MzwuEwJicn0d3dDZFIhI6ODrY+JS41uWL6fD6W29P8SKIpFotFPPLII+zcNzo6ynL9QqHA9raEPTscDvZCSaVSSCQSiMfjPMmcFMak5KR5n3RfkGqS2CNEFCBLhubmZh5xdtksUr/0pS8BWMavvvGNb7CXA7BMgP/Vr37FMwSvxyARQTwex+joKCQSCYxGIwsMbDYbzp8/zzcUed9Sg0MmkzGLw263s5DEYDBg79698Hg8TG0iZoLVamU4ZXh4GOFwmGXj1BxSq9UsraZBA9TMSSaTzASggar0IJAxP5lAAc9JfIl7S/PyBgYGeKs5Pj7OKkiSkBM2S00fuXx5WC5NlqdtIX2WTqdjTiyxVMRiMVQqFSqVCicwYhocOXKEDZlaWlqYphWNRjEzM8NzFGkOYDqdRjweZ5yQZu6p1Wp+D+LKy2Qy7gUYjUbGuCkZExuDFjlSiNKYqCNHjvA4NJVKxSIhqVTKD3W1WsXQ0BD3FggqJPELqUUDgQBzfOmem56eZpaFw+FgpgSJfUhQQ1OCiNpJSkLyqSY/aHq9UqnknRkZXVGzmmAuupdp9iA1n8kmQK1WY3Z2Fvl8ntkvIyMj2LNnD0MNmUyGnxW6t2iIR3d3N2ZnZxlHJvEMKQA1Gg3PT6xUKkgkEti/fz+am5tZpk3UvKmpKV5cZTIZJiYm+J4CwAM0aBwYTa2hsXbkiU5+O2RDkM1mmU5nsViQzWZ5aHKpVOIdxG233cbf9eUvfzmGh4eRyWSQy+XQ19eHiYkJjI+PIxQKYf/+/UxW0Gg0cDgcDPlVKhXMz88zzLly2O5WY81k/fnPfx7AchV5//331xnQy+XLE5Xvv//+S/7Qqx2Ek9G2l5zJiMBPc+GoSqPhrFTdGo1GzM7OQi6XM4bmdruh1Wp5JbdYLBgeHq7bKhJ2S1OoyenM6XSy9wMAHsNF/FBKFCT9JYUiJQSa0Ex0I9rOdXV1QSaTYWpqChqNBnNzc/B6vcxAIV4qAMY8qfHT2dnJFVI+n4fP52M6EkEDtD2dnp5mHJu2j0Q9a2lpgd1u590MPZzUQCWGAZnlkNSXkgzh5GQ6T9Lerq4uOJ1O5r6SHJ92M0RLoyke9H3n5+dZXEQeI+RvHAqFoFKp0Nvby+pN2jXUelET/kwmRTabje0Gdu3ahfn5eTZhIqqfVCqFyWRCX18fJzhiwej1ejgcDm5q0wKm0+nYXjYYDHJ1R2o6YonIZDKm1vX29gIAi4yISkmQWXNzMywWC9ra2tiXOhKJoLe3lytA8hghPDsUCvE5TyQSOH/+PJ/jSqWC0dFRhhVoF1ipVJjVQUZZLpcLgUCA/UwIIiReOMEcRqORYTSn04nx8XH+/lS5Et6dSCS4OifvFRoWQOcynU4jGo0y+0Sv1/NCFYvF4PF4WGqvUqlw9uxZHDlyhHtX1GAeHx+Hz+djz/BEIoGRkRHm6pNpFlFbCR7ct28fC9i2IyZcM1nTGPeXvvSl+PGPf7xK1HC9B3WjM5lMnVE8+T2USiU0Nzejq6sLs7OzmJycBABOUDTLjbrQExMTfKFJ5EHjiHQ6HcrlMk/lpjl0sViMt/FksG+32zE+Po6JiQkolUpWUGo0Gm7IUJVEXXapVIpsNsvc3Y6ODqjVahw+fBjpdBrj4+NMaaPBvx0dHVwBkUtYNpuF1WrlDjhV76Tgoik3VKWbTCamuFUqFXR0dCCfz2NxcRHBYJC9I4jyeOONN+LChQuYmJhg+qLP58PY2BhLlXfv3g2ZTIY9e/ago6MDjz/+OKRSKaxWK9t22mw2aDQaFItF5v8STTASiWBqaooXHBJyUEUei8W46qaFohYjnZubQ19fH9RqNZ9n4uWq1WqYTCbmis/NzUGtVvOILIvFwlt1AOjq6mKRVTabRX9/P1M8qeInkRMNFJBIJHC73SgUCuyLLAgCLly4wOKpZDIJkUiEu+66C9FolBcGp9PJbI9MJgPDs8Odh4aGWJSzZ88e3HjjjQiHw0gmkxgaGmJnwXPnznFDlmiFg4OD/HzQmK69e/dienqajZ7ICbBcLmNoaIi5xSR4oiqWqvUDBw7wCDS3243Tp0+jWCzixS9+MRYXF9lHhIRN9FxSEZJMJtlcqVqtoqenh6m0ZLxELCeiuUYiET5Gcgk0GAyMM5N1AFXvTU1NmJiYgMFgQCwWQzAYxMzMDBKJBILBIA/kJa43LW4mkwmTk5OwWCwMQQLPMaW2a5O6IWZNsxiLxSLm5ubQ3d29IxSUqx3ERKDm6fz8PJ555hmIRCIcOnQILS0tXB3Mz89Dr9fj17/+NU9z2bt3L5RKJXt/RKPRukkZhDkSx5amUahUKq6GKpUKgsEgPwikVqPmGBn/U7VZLBbR09PD47Hizw6rJXrV+Pg4WltbucHx7W9/G52dnewp8fjjj7MBEFWgVquVK1xSDwaDQfbpGBgY4JvT6/Ui/qyhPik8a60sSfZO5jeZTAZSqRSBQIAnztCDnU6neddBnXN6KPbu3ct+yDRNhBzQaoUu5CMNgA25bDYbV7LAc4NrZ2dn0dzczFN15ufn0d7eDr/fj87OTkxMTLDTYiKRwE9+8hMoFAretRQKBabf0SJBqtL+/n5Wv3Z2dsJisSAYDMLr9fI4seHhYYyMjPB7Uh9BJBLxIGVK5KSypEo4FovxjoKYOFarFS6XC3a7HQcOHIDJZMJ//ud/MtRE5lZzc3OscCUB0tTUFAYGBlhTQFg4GSYRba27uxsOh4On5iSTSZw9exblchkGgwEGgwGBQICZRMlkEoIgMAtmcXERTqeTdynE0a+dvkQeK+TjQZJ9nU6HkZERPgcEWZ46dYrvXaVSCa/XC6PRCLPZjP3797N2gRZE6o1QYbNr1y709PRww7G5uZmfH5K4R6NRtigmHDwWi/HiTz4oZDhGlFHig9NUd8oDIpGI/267NqkbZt5cLof3vve9PFl8cnISXV1deP/73w+n04mPfexj2/rwqxnlcpmHyI6OjjJuFgqF4PV6ufohBSC5uEUiEfbSoC0qOcRNTk7CbDYzM4JsU8ns6IYbbkA2m8XExAQ39qLRKAKBAFfvZGpOQw2IF0rSbrVazcosnU7H/gZEOZubm2MurVarRS6XY0cx+ltihNTatdJYKYfDAZfLxRLhTCZTN0+OPpcGKNDDSiOWiLpFzVaymfX5fNi1axfS6TT6+vrgdrvZSH///v0IBoMIBoOcEBcXF9HX18dSeKqAyD1NJBJhaGiIp3RQU2pubo63oV6vl/nHxPIgrrvf7+eJ1PTQGZ6d8LK0tIS2tjZW8h09ehRyuZwntFCzNJVKYW5ujoURhItWKhX2nyFHwtbWVmas7Nq1C2KxmIUhDoeDz9fu3bu5WUjXl8Z+0fUolUo4ceIE29US5LF79274/X5cuHCB+wK0E6LrQtPrielRC5W0trayXPyGG27A448/zpOSdDod24DG43HmUdNgDovFwng5VZE0si4WiyEcDmP37t08AIAw4lgsxvS+SCQCh8PBHGkaQEDPBt33pBimxj0N1qAdIu2ISOxDw3nJ4tfpdPLsS5oMQ72A9vZ2pvCSzD4QCPD5oqn0pCA+dOgQPB4PPB4P3wfT09MwGo1wuVysnCXO/XZiw2T9sY99DENDQ3jsscdw11138c9f8YpX4JOf/OR1nayHh4fh9/tZ6EDUKcIue3p6uCOdSqVYTUZOXaROpCYRDc2Uy+VoaWlBd3c3Tp06hc7OTigUCnbQI3yNHkRqQJLMl2AHsislPJoajrRC9/X1sbk/MXNoWjRBGJOTk8wQoK42eXpYrVZWppHBUCgUYhEJeUrfcsstnIwp8RFOSBPhE4kEJ75kMsnYfzqd5sqUmlShUIilwETbO3fuHFpaWpgaBiyLksbGxmCz2dDR0cHUMxJkjI2NsZPgwsICN41pbBphzMRJJ4fCWjvNXbt28eSUaDQKl8sFt9vN5lo07CGXy8HlckEkEmF2dhbZbBYulws+nw+RSATJZBLNzc0IBALsqaFQKDAxMcHUSXpQiTFBY6TsdjvC4TBOnz7NBQAxY2hSNjFq4s8OV+7o6IBIJMIzzzzD97DBYMDU1FSdl0kwGGQrVeKBUxFC006WlpZ4MhCZM7W2tiKXy6GrqwtKpRJzc3OYnZ1lnjrBQO3t7dwLIFc7qmIJdiBPHLoPiSpKVS8tkFR90qxTpVKJCxcuwPDskOhyucz3HADuJ5FZFyVq2sVSs5t48SQYIqIAMUyoQiajMZonmc1mGQ4kLUUmk2G+ul6vRyqVwvDwMO8+iFVFntvEmrFarTtifLdhsv7JT36CBx54AMeOHWM6CgAMDAww1/h6DXImo8Gi+Xwevb29vGKTyQsZ29AwWGrmVCoVTE1N8YWmplktX1ur1aKzs5N9DQwGAw4dOgSdTgeRSMQsCmrOkHilWCyipaUFoVAI0WgUk5OTMBqNzPWkreH4+Dj7SwiCwFUd8aIjkQhXv0S1y+fzMJvNeMlLXsLihnA4DJfLhfb2doYDMpkMRkZGMDExwdRGmgKdSCR4saLZhq2trewIKJFI+CGkrjrhuzQSauXcRpFIBL/fj6mpqTpf53g8zpOpyYyK5ONEh6J+QCAQYG/rI0eOQCqV8iRrOhdkt1k7NX337t04deoUDyKmLW2hUEAsFsPk5CQEQUBbWxtOnz6NqakpOBwO9Pb2snRdq9Vibm6ORUgtLS1ob29nVgIA9pSYnJxE/NnBrZRQyeaAdjFyuRz9/f0soFIqldi9ezcb3c/NzWFqaopplsVikVWU5Ffe1tbG4pJMJoNDhw7xtCJBEDA8PMwwXKVSwZNPPsnTb5LJJE+yyWQyPEWHKmcy3U+lUmhvb4dcLkdzczNOnjzJdE7i1ZOrIkE8AHi+IXlXU9OPVKzkekfqYqfTiYGBAeh0Opw+fZqHSRNERUrBhYUF5uoTPEM7BuKm006lVCrxLkGhUMBsNrM/Dw07IFruz372MxSLRe4J0Xg9ajxOTU0xI0ir1cJut7PB1k5MiQEukqypC7wySHJ6PQedbJpyQfxlg8HA467IHpXUcsR2IBaEw+FAIpFgnNRqtUIQBJ5kLpPJMDY2BqfTyUluenqaMXGlUskJiJSLRPMhMyRqAJGiTiqVMt2LLFaBZU4ueTjTgF4aDkvG7sTqOHz4MObm5uDxeLghRg/T+fPn4XA4mHtKFqJSqRT79u1jZgkJWM6ePctUQJJhG571s6YqmyhoRG08efIkZmZmoFQq4XK5oFQq2f9ZoVDwltJsNvMsQRIXaLVapljNz88jl8vxgN3u7m40NTUhFArx4huPx+HxeLipS1vu3bt315lc3XTTTexpTqwfsrKl3sUvf/lLvh+IE00zFMmrhJR/IpEI/f39GBgYwMjICDvpdXR0sMF9oVDAxMQEkskkenp6kM1mucKjSUUdHR3slEfXidg2BIGo1Wq+V9vb21Eul3nQA7kslkol2O12KBQKZvPo9XqYTCaGTQgyiEajsNvtSCaTzJChCfLkr97T08MK1kQigWw2i5mZGfY1J0weAPr7+7loMBgMMJvNjGO3t7cz972lpYUpmYlEgnsplESz2Sx6e3uxf/9+nptII+Ta2trg8XjYKdHlcuFFL3oRQzfpdBp79+7FuXPnkMlkGPKjPgLt3CKRCGZmZpDNZiEWixGLxaBWq9He3s6cepoqT2KopaUl3qkQdXB8fBxut5sT+sGDB5l6eamxYbI+evQo/vu//xvve9/7AIBP/te//nXceOONl/yh10K0tbXhpz/9Kfx+PyQSCXp7e3kSRu2NQV7FDocDLS0tyGQyTEszmUxcAVAXmEx0qIIbGxtjcx5SFdJorubmZnR0dKCzs5M5roRvkslP/Flfaxrg29LSwgnNbDaz13YsFoNcLmf7SZFIxF4V1LWWy+UIh8OYmZnByMgIb6fFYjFOnz6N7u5ulEolbhgePHgQxWKRk1GttWa1WkU+n4der8fAwAAPQCXWAI390ul0cDgcPMU9n8+zyRUNAybFXT6f5//N5XK8m4nH4xgfH2c3Q6J3zc7Owu/3c4f/7NmzzIsGwFUxjd0iSfrRo0cxNjYGl8vFSZmoXX19fdizZw/y+TyGhobQ19fHsNTCwgI78RHzh/jDSqUSALgJ6/f7UalUcPToUbhcLsa57XY7NxIzmQympqb4QSebTqoySexBDzhxdQkPVqlULMGWy+Xo6uqCSqVCKpXiHSJRRI1GIy5cuMATiAinJve4crnM8znJrY+sgPP5PDo6OpjzrlarYbVaMT4+DoPBAJ/PB4VCwX0SUlR2d3dDLBZjaWmJTbmUSiU3KU+dOoVCoYC2tjZkMhmcPn2aqbS0k6LxZx0dHRgcHITX68XIyAj/nOilN954IyqVCpqbm5FIJNDf349gMMhwn9/vx7lz56BWq2G32xm2oKlKNP3niSeeYA790tISjh8/jo6ODhw4cABms5lVqJVKhR33crkc0uk0U1sFQcDCwgJcLhdbzI6MjHB/4lJjw2T913/917jrrrt4rNMXv/hFjI2N4fjx43j88ccv+UOvhSC2AlWu5EPs8/mYV01Kr/b2dpa1ktOZy+Vi7wev14uWlhY0NTUhGAxiYWEB/f39iMViDD9IpVKGF6gapoeYpmH09/czjksJNp/Ps4iDPJxvueUWnDt3Dm1tbVhaWoLf70dTUxNvG2lLPTs7i0KhwBUQzXU0m82YnZ3F+Ph4nb8xbeOoCdTU1IS9e/ciGo3yLD6iMw0PD/MQhI6ODm5+0faZLEBpF3Ls2DEolUq43W4Eg0F+QGkxpOpfLpeju7ubEzXh/IVCATMzM7BarSwyIvoknTNqIJEXdaFQ4MUjl8sx9iiTyRhbJsk6QUVkCUx+xvRAE8PH4/GwSyHROyORCPr6+nDu3DlIpVJ0dHRgYWGBz293dzemp6eRSCTg8/lgNBoxPz/P9E6z2cxKPEq+tC0PBAIQi8VIp9N4+OGHmS1E1SuN7CKYinBh2hGQlYLBYIDX68Vjjz2GY8eOcZKhpEU0SKIGqlQqHDt2DMPDw4hEIrwokiyfnOZoyhL1Xnp6erghr1AomHlCUMXw8DAA8CCK2mk7pDyl5h/1bci7mib+zMzM8AJJSuOpqSkYjUaYTCYWkBG3nQb9khq1VCqxNS1V1sT7JhplLBbj6j4ej+PChQuwWq3Q6/VQKpUMMxL7hAqOYrHIvtj0nqlUirUN24kNk/VNN92EJ598En//93+P7u5uPPTQQzh06BCOHz++apr29RZUzVBCpJlqRqORsVS6CNQQIax2//79KBaLdds4lUqFeDzOCd/n8yEcDrPsPBKJ8KDNRCLBWC5tywlro/FJNFuPYAxK7Ha7nU2oCIIgzi+R92m2HXkmUMMln8/DZDKxZzI12+gmXVpaQktLC6LRKA9rpTFeVLHQ6CqTycTc1KGhITidTlbF9fX14ZlnnmEj+XK5jJMnT+K3fuu3+LuSqx41hAhX9ng8cLlcrBSjB4oasnv27MH58+dZxk3b1V27diGZTHLFSZU7YdyCILBPCPk7EPOGRkQRA2F+fp4NtqLRKBcrBw4c4BmGDocDBw8eRDgcxv79++FwOHjoLkE+te6KCoWCnQ7JIIyaY6SIJX9kWhwcDgdOnjwJh8OBU6dO8YBXqngJHiBWCXlfKBQKdHd3w+PxsN0vvX8ul8MjjzwCtVrNEJHNZsMrXvEKhtF6e3u5sUl8aTJbInc9glBoig4ZHUWjUXajJLEJAJ7taagZTEDe4nNzc9xkpGYisbOIBUNiHKLOkfOiRCLhXTBRHZubm2Gz2Zgjb7FYGL4hFgr9ba1dK1XVVLHTgqTVatlWdvfu3di7dy8P9SDJO/UNyNeejpn8uvv6+i4vdQ9YJsETde/5FE1NTTwTkG448uUIBAIYHBxkQj5Rknp7e1GpVFj63NXVhbm5OU74tAXat28fS8QvXLiAvr4+VjaSfaZKpUIikUB7eztbtUqlUjarp4nhNPKJKnDaQhPdiGh6NOOOqhLydZHL5Ww5qVKp2LmOiPvFYpFnNJKNqsFgYO9rUrnRw0MuZkRlnJ6eRjQahd/v5+nT+/fv5wdZEASWwp85c4YfGsLII5EIDyjYtWsX+vr62PSehuQSx1WhUMDr9bLPRVdXF4sgqtUqjh07xjQ2am4R9kpYLzV3+/r6MDY2xj+nYatElWxpaWEDJ2qYEu3L6XTi6NGjXP2R5NzpdPLEHqpGn3jiCZZ/A8uGRdQMI0zU4/GgVCpxsqSmL034JiWdVqtFOBzmREoVYzKZZOgLANvQEoWQBlsQTDY0NMQ0M4vFwkpQu93O0mwqWLxeL6anp5nj3tbWxlUznZMbbrgBbrcbZ8+eRTweh8Ph4GHSZMY1PDzMjXiSn/v9fiwsLHCTlbxSaBQaYf80W5GaiuSFA4ChHOLeWywWZhDVjkGLx+Nob29nr3in08mLCtk2FAoFlqwvLi6y4pYGdnR0dLAGgnzPqVqnWYy0q6D7rrZXc1mpewCYN0hyz9p4yUtesq0Pv5qxd+9eBINBLC4uMjODfJHJh9Zms0GpVLJnLdGViEkwNzfHA3NroQ4aGUbWjnT+qOFDjnk+n49N6dVqNZudNzc383aMqloymCH3rpmZGRgMBoRCIX4INBoNz6GjUVhUsajValZJGgwGxiBHRkYQCoVgsVjQ29vLs/nI/J4m1dhsNoRCIU7YNAxUIpFwhRyLxTA/P88JjBYhkUjEWC05DBIzhSAIo9HIwhqxWIwTJ05ws9br9WJxcREtLS3o6uriKTPEXdbpdLxgkI80iWDIClSpVMJut3MlRYnq+PHjSCaT3MWnph6pSwl7l8lkXPmnUincddddEASBr/XCwgL0ej3vaAi+IvhodHSUPaOJykjNNLlcjra2tjplbTQaxcLCAt9TJKsnamZvby/7fRA1jSphss49fPgwTCYTnnnmGT4XwWCQ7XYp6RA+PjIygt7eXly4cIG5whKJhKXn5FuSzWZZVAWA/WJuueUWZhgRve2ZZ55hHJxYH06nky1UabiGWCxmjcDevXt5V0n3DGkgWltb0dnZCbfbzcNy1Wo1FhcXodFo+BoDzykHCQoh4Y3T6WTb2+npabboJfZRd3c3T2Uitg3BK9Q/Ily/1scGWNZJkAK0u7sb3d3duOGGG+qGflxqbJisn376abz5zW/G/Pz8Kgc+4nNer0Em6KFQCOl0GouLizAajbBYLFCr1YxVkjqOJLbEwybvELqByd/DbDYzRUmlUjEFTKvV8ja7FiNeWlqC0+nkpEDqNRrcSjc+bd0pGdOIKko8ALhZSlgrcT7z+TybEfX09KCtrY1nFhJOTeIXi8WCffv2IZlMYmxsDHv27GGO9+DgIDo6Orjio/mBsViMZy6KxWIenEq+I+FwmKmJtLOg80Zilvn5eSwtLUGtVmP//v1cgREGq9Fo+BxSw4sgEqfTCYlEwqZYtTxbgpvsdjuPYiNhBw0v0Gg0UCqVzNCg3RQNBIhGozh9+jSLMuRyOR5++GG0traiUCiwUo2ERXK5HBaLBYZnB8KGw2E2KiJFIUEflOApIfv9flitVqYEEi+bttgul4uPUavVQqfTscqTTLVEIhE0Gg08Hg/Gx8extLTE2L1EIkFPTw/C4TB70ZD7HQCcO3eOGU4EBRLHm+53qi4XFhbwzDPPYGlpCU1NTTh48CD6+/sRCoV4VzkzM8NjvagfIpfL60Z9UUOergOJnwAwy4bEUYlEArt37+Z+B/WEiKJIzzUF9ToIjhsdHWUOtNVq5UYo8emp+CBYi3aP2WwWuVwO4XCYKZ8TExOYnZ2FzWZjkzN6/kiXQeZOOxEbJut3vetdOHLkCP77v/+bLTKfD0Hbo+HhYebsNjU18YggEhBQoiDPDsIH7XY73G43CztoW97R0QGz2YyzZ8/yHLra2Xs0s5CUY7T1IxMp4iITAT8UCrGvdblcxkMPPQSdTsdueGQWQ9tSGvdULBa5gULm85SUqDqoVCrQ6XTweDyoVqtMhSLckcy7EokEq8bIL7ujo4PhEGp+USVK8lpSklEVTeeLTJ0WFhag0+nQ1dWFoaEhbl6p1Wq43W5IJJI6xzpyfpRKpVhYWOAHfv/+/VhaWuIdBKk9qb9gsViwuLiIbDaLQ4cOcSOIKHqkILVareju7sa73/1uplgGAgE+r3R9iAmRTCaxsLDA54QeVEoOFETj7OzshFKp5GqUFIXkMUELXS6Xw9jYGM+WJE8RwqFbW1thNBpx9uxZDA4OYmhoiJtk1NSincH58+eZakpUvY6ODszPz/OILYLP2tvbEQgEMD4+Do1Gw03b+fl5xvaTySQMz47vymazeOihhxifpXNKVsC1FEOSX1OzjXyraXdH6lXyMQ8EAlAqlTCZTGxrS419mhxDE2ZMJhMrBckKdXh4GHq9ntWqtJhFIhG4XC5uMBqNRtxyyy38PmNjYzzejWA8GpRBjUypVMo2qTT5iIZOkOe32+3GwsICbrjhBj7POxEbJuupqSn86Ec/Qk9Pz4582LUShNvRpA29Xo/m5maIxWKUy2WeNE0PNDVTZmdn4fV6eeEi0xqRSAS3280Dhfft24ehoSEAqJO00rBZwpRVKhXDHZSACb4gVgBV3yaTiQ3VrVYrNxTb29uRTCY58WcyGQDg6o6MlgRBQG9vL8M91EknlzviVFPjrvbh37VrF3OIfT4fjzGjSugVr3gFPB4PgsEgFAoFzz0k8yAy2YlGoxgfH4fRaGT3t2g0CoPBwKb59CAQ5koMkebmZp5AQ/Q2sViM6elpzMzMMK88lUqxyszv96Ovrw+vfOUrMTk5icnJSdhsNuzfvx9utxsnT55kKiXN3pNKpcxPn5ub46qcRm0Rh508NGqd4/x+P9Mc8/k8ZmdnoVarud8QDodx8OBBHgi7uLjIggriIROPVxAEdkUkDJomC42MjLDUm6a1kK1uoVCATCarc52jgcqlUgm7du3iiv/IkSMwm83I5/M8+5MUncSIoKY1FRvHjh3DwMAAhoaG4PV6mXVTKpV4WAIVBHS9SFlIsApBhyaTiSl2JB4hjJ4c/8hLnJgtdCwEidEulJqr09PT7KnT29vLVgJPPPEEotEoHA4H1Go1G4LJ5XK2A963bx8rKIkhMzs7y8IhMmJbWFhgq+TBwUFMTEzw3EcyLnO5XOx5TU6I240Nk/WLXvQiTE9PP++S9eLiInd3iaNLD7HNZkN3d3ddF10qlTIkQSOFyCKRuM7kPyCTybgykMvl2L9/P7xeL1wuF48PoiTg9/v5xtZoNMhms1zFEGtELBYzLY6qBKKgkbE8cVyPHDmCkydPsiy8v78fPp8PFosFVqsVt912G/uAkIilvb0dHo+HZ/zF43GmlxG2SYIb8hchfJSOiSw+R0dHcfz4cZa1kwEQ2W4Si8Hv9/O2WK1WQy6X48yZMxCLxTAajcwbJpXl9PQ0m/8Qpk+JIhKJYHBwkBOSx+OB0+mE2WzG6dOnMTw8XNew6urqglwuZwMewh1pRzAyMsKQDYlz9Ho9wzbk9zIwMMD+HV6vl+EWSuDEciGbzGq1igsXLsDpdHIjjRKx2WxmL+onn3ySDYWampqQzWbZczyZTGJychKxWIzhhkgkAolEghtuuAGdnZ28Y6PxbwRh2O12tLe3Y9euXTh06BDz0X/xi1/A5/Ox1QD5jxOVkuAos9m8yl6BEjXdIzQzlHxEaOhxrc85QVYk3ab7jmwBaIhDS0sLwzxk6EUzGmmHT9anZEGr0WgwPDzMi16lUuGeBZl05XI5NgkjGt7AwABz7aPRKCwWC1MK/X4/du3axSpVgk7cbjfEYjEP/KXBzrToknpXp9PxzNPtVtirkjXxIAHgfe97Hz784Q/D7/cz6F8b+/bt29aHX60g3jD5QpOPBDWdWltbMTo6ym5vxO8UBIFFJ0TfOnXqFPuC0INc68shl8vZvcxut7ONJDE9ajmf5INNBvAk56UK2GQywePxcMOFIBMAPIyApl+QSZTT6cTevXsRj8dx5swZGAwGTog6nQ6HDx9GNBrF9PQ0Y6+pVIqFOTSXT6VSMTWOoA36XOL35vN5hgjC4TDju4TnUtUplUp5DFYsFkN3dzfj8AqFAnv37sUtt9zCtDsaI0fyYmqCEoNmfHyc50AqFAoWQRA7Z3FxEbOzs+ju7mYcnHYzJDwKhUI4deoUDh06xNa0bW1tLOuORCLYvXs3+vv7sbi4yCPPSqUSmpqacPPNNyMWi7HQg84xYc4qlQqHDh3iKe7nzp3DsWPHePEn6IlYHjQnknoZTqeTBx93dHRgamoKJpOJk3wsFoPT6WRPF0oeTz31FILBIKtjJyYmeBE4f/48D6MlMRKwPGCEqJhPPfUUEokEmzVlMhmcOXMGVqsVPT09ePDBBxlDp4Y3QX/E96aET9Uq0Qup4KAB0/QaMicjJojL5WLKIAlPaLcYf3Ysn9VqZWtcWiRHRkZgMpmQyWSg1+vR09PDSlKqlJ944ok6lzyiwvb09DCuTRRXYoccPXoUv/jFL9gXpL29nX28/X4/HA4HawOo77VdL2tgjWR94MABFldQvO1tb+P/T7+7nhuMZHpDjT9iSthsNszNzeHkyZNMbqftICn4qGFHFKPR0VFYrVb09vZCEASMjo5yg4RI/rTdIu9jwkGp2iT4gma5lUolLC4uoqOjAzfeeCNOnDhRN0mkWq3yyCaSSGs0GuzZswd79uzB2NgYdDodNBoND7ElzJUgCeKl6nQ6uFwubgSRmQ6ZEhEmR3Lb6elpAGCOqkwm4wntYrGYX09CAxqhRTLw2gnjZBgUf3bcFL3f5OQkvvSlL8Fut0MkEvHQhoWFBbS3t7OMl7bOhM2TGxol+NpFlPw1SLxBYhi6nrXXdWxsjJM8TaaxWq3MkiHWCABotVrYbDaGl2hBEgSBB63SAkqzFQnX7unpwblz53j3QQpV4u3Szopsbsk3WafTsRKVxm7R1p4mrABgpgclPZqrSOcz/uy0HPp3LUefEjpxualiJz8Teu/+/n5O8iSCIpiDBgRQAqVpOZlMBjfddBOsVivGxsa4j0DsIlL+mUwmhuuIBUWsIdr1trW1wWg0olwuw+v1QqVSwfDssAmPx4Pp6WmGd4hSR9bBVPRQEUITcBKJBMbGxlAsFlEoFNDd3Q29Xo+FhQUkEgluShaLRczOzgIAi+ro3E9PT8PhcPC5o2bqdmJVsqbBA8/nIKYGUcCIFJ/P5xGNRnHhwgW+eckekSY+U1eYcFuSCC8uLjLmTI2G2qkzbW1t+PWvfw2fz8eYVktLC0ZHR9HS0oJz586hWCzC7XbXbV9//etf82xImtJNzR/arpKUfWlpCYFAoG7c1GOPPcZ0r1qqE1V8NGfy9OnTvDVuampiL2eimGm1WjbBJ6YCqQXJeY7obyTdJstPqk6DwSBvBakxSZUlJTmaLUnDFIinSs5u9JAqFAq0t7fzdpMaX8VikWclEjuDGBrpdJpl+Xa7HYlEgh37du/eDb1ez7AYVfXknUJQDjFsyIua+PR6vR46nQ4mkwkHDx7E5OQkV3xtbW1IpVK8O8tkMjCbzVhcXITX62U8m8RAer0eIyMjPGh2cXGRze1JykyCk127djFXnuiURAGk/kY+n2dcfN++fZz4TCYT873dbjdzqElKHwwG0dLSwsmRID9y1qMqmHY5dN/TokLMFJpf2dTUxFawGo0G3d3d8Pl8da6NxNjp6OhgWT/tHsl1b8+ePchkMgwPhcNhNtoSBIGvWT6fh0gkYnk+sWRSqRRL9YvFIuLPjs4zm80M5VDlPzc3x773LpcLMpmMx7oRCkEsJ1KWEozi9/tZXexyubadt1Yl6/b2drztbW/DF7/4Rab7PN/CYDDA5XJhdHSUO/m0shcKBVaYkR0kAE6SNpsNXq+3Tn1W6yZGNyvhdEqlEh0dHQgEAiwuIK6mRqNBtVrF3NwcLxjEpVWpVMwzNhqNLC8uFotQqVSM9dGNSYsESedDoRBP5CDTIcL61Go1Jicn0draigsXLtRNGqGbmXimpF6jKTkqlQoSiYSrDnoAScFFjSyS48/NzUEQBKZBEd9WIpFAJpNBqVQi/uzwW1qUqAmlVqsRDoeRz+eZ21ssFtkVz2Aw8I4kFotxg9jpdMJiseDMmTOIRCLQaDTsQ+xyubBv3z6eYE72suQPIZfLcfToUaTTaUxPT8Pn8/FOgM65xWLhZEiLh9vtRl9fH48jI/tYYNmj5I477sD//b//F+fOncPg4CBe97rX4emnn2Zb2Wg0ikgkgvb2drhcLpw/f557KdQHAQCNRsPwFsnR6T6cmJhgMyi9Xs8uiAsLCwCWoRTywiCGA7k1kpUtCWx6enr4uIinnM/nMTw8zDMGzWYzDzSuXWjJ8qC/v5+d9ejeofNN8FF/fz/f38TPp77E0tISXxdqPhK3ngYxkEUrUVuVSiUmJiY4wXd0dPBzSHMbgee8a2QyGcOOoVCIG8lWqxVer5f/TQURDQKh71woFFgYp1Ao4Pf7MTIyAovFwvcM5YTtxpoNxu9+97v4m7/5m+dtsiavhGq1yiwGcr5raWmp82muVYMRjEEqL3K/K5fLSKVSXFkCYFyaqg+fzwe73Y6pqSmk02m++UmyStQnmqxOqkjCn8lzIZ/PIxwO85Rrwt4JiqBBoLXzBckXgR5kmu1H6jfC9YhJQQ539Dq1Ws1MA5rkQebr9DASBY3UoISzUzKbnJxkFSUp5WjxGxgYYHtUavhRlUP8WJIq0zgx6tBTAiInNMKpDx06xCpL8rKgxg/5atM5JxiGICnaHptMJmZ1RKNRdHd3sx9KIpFgyXRzczO/n8FggMfjwfz8PNP8qtUqfvrTn8LpdPJwh4cffpixb/JBoQTq8Xh4oaR7qLOzk1kx1WqVBU7Ut7hw4QIKhQKrcs+cOQOFQoGlpSWcOnUKYrEYhw8fxujoKCcjvV7PMBIttuQOabFYcOutt/LfkkKPRqXRDpMcGYnGubS0hFKpBLPZzDz2w4cPc+9HLBYzlDc8PMywIEEu5F0zOTmJpqYmVhAWi0U4HA5mA9lsNp60ROdodnaWhyHQjEkaP5ZOp3HgwAEcOHAA4XAY09PTzKrp6+uDTqfjXkihUMC5c+dYDJdIJDAzM4PFxUUW3RDLh5hBBFWFQiHmg+/atYsJAztBe14zWa8UwDzfwmazYX5+HlNTUzwnr3aIKw1vValU6OjoYPN/opER55eGoup0OlagEU+VqizaTtGwU/IBBsDCAGrY0dYsmUxyInc4HLySU9NxaWmJ/TzIK5ogCxpIS5NV5HI5lEolK8poTFgqlWLPDOJ+E//VZrOxfwJNQCGRAm0RqaqdmJgAAF4gqFHl9/tx+PBhhg3a2toY3hCLxVzFd3R0cPKvVCpwuVy4cOEC28cePXoUfr+fKYPkZkgLJ9HZSI5N6s0TJ06wYo8q4La2NvYYSSQSuHDhAuLPDs6lpEUGSMFgkJtOJAKhXRj5whDdkCp7mkBDvyf7TIKLCKIIh8NsJ0B2oITz07UlNg3BI4RT05QfmqJdyxqh/4hnTfx+s9kMiUSC8fFxAMvjrYhKSt7ek5OTfK8Ry4gEIoQp02ITi8XY6IvGa9Gims1m2ZuDGsnt7e1ob2/HyZMneRGmHRhhvDqdjs3IqM9Dal96HknxOT8/D7vdzgZQxHcnzx2RSMT88FQqxfAI9T9oJ0cLAxUPdB+TpJ3MnMiYi+4TlUqFiYkJ6HQ6ZqdQwxoAF3oLCwsYHByESCS6vArG54sAZq2gqpdgB7rJSNxy8OBBNoghW8rDhw+jVCrhzJkzTAcivJFwP5Khk/d0e3s7bztpy0Qjtvr7+yESiXDhwgWYTCZu9hiNRsZTSXVHyiqiCpFqy/CsfzR1/vP5PI+ystlszGMmJglVGRqNhufPVSoVzM3NcaWr0+m4SiSJNT0cbW1tPGyBxBvBYLBuHh0NbSAjfVqQyEiqp6cHPT09PK1dp9NxciFnwfb2dmi1Wmg0GpbvEo5KPgzEViFDfxocS43PUqkEq9XKw4vJVIlYAFqtlhuqNISVKkaJRAKFQoGhoSF22VMoFDwz0OfzcWOW4BC6X2j4AYk4aBvc1NTEryX5PuHxRPkkVzby4ya/9Gw2y7AQ8aBnZ2exZ88eppDR4kvGQ7RTcrlcaG1txfnz57kfQhAJQS20wITDYZ6befr0afT09LDfCZny03xJundoodfr9Qxj2Gw2HqLh8/nQ3NwMl8uFo0ePMj95bm6Od1HVahUul4tprARvkCd8MBhEIBBAa2srD+QgO9dTp06xYlKpVDIsRPebUqmE0+nkoQznzp1DKBTigkmpVHKin52dZXtZGqYRDofZZ4Z20TTSjXad5N9DCzypZEOhEB555BHodLodYc6tm6z7+voumrCp0XC9BVV/5KgHgG84kUiEiYkJ9rh+8YtfjGq1yh4UJD6w2+0MWxBU4Xa72XKUHjij0YiFhQWEQiEEAgHGlkmCTFM8kskk3+SdnZ3I5XIYGBhgW1apVMqWoYSFGZ4da0TNxI6OjrrmHIl5yBu7r6+Pq1rq/C8sLLBVJuFyBOlQM5DOCy1c1CyUyWSQSqXweDxcEVGTsla6TQIVsgOlhuf+/fu5oq6VcicSCea3dnZ2QiKRYHBwEOfPn0c0GmW6FOHXtDsiFk44HGYvhwMHDjBunkwm0dbWxrxiEjbRa+mcAeCeg16vZ6EOAP5exLYhCI2EUpQkiU9NSsr+/n7Mz89zlQ6Ad3FkC0oNQbonw+EwNBoN22sS+6W7u5u9uclkS6fTsddHT08Pjh49iomJCYyPjzOVjkbEERYNPEdjrVarcLvdEAQBnZ2d3PS0WCzYvXs38vk8zpw5A4/Hw+rU9vZ2FiKR+IXEWbTTIlEOWRNQQiM1J6kmCcKi3RqZLJVKJYZayOKBqKLRaJQhxWKxyMUCcdxJ6EYspEQiwfoKYJnJQ2pYgjZoB0VzO2kIBhlfEcuIdhU6nQ5KpRJdXV1IJBIsDCIoiPLEr3/9a9x+++3bylvrJutP///tvXl0pOdVJv6opJJKey2qfVFp36Vud7vd3V5ix8GN4SQOAyEwg5NAAhiTeBJDhoT8wpKBCQTGMQPYQyDLcBLAOZhkYEjimCRu27G7271q35faS1KptKsklap+f8jP9Se1pFa3pG6r9d1zcsDqWr76lvve995n+cM/3BW4ydsxqMxWW1srvVKy8UgG0Ov1iMViOHPmDNxut5gIEEdN1wgmG+pjExbGgQ37Zn6/X4aS7MFyK8ZeLgdgVPnjEHJ6eloclnkjUiODQkvUYSblmlWrXq8XaFV9fb3oOc/MzKC7u1sSCynCFPanEQIlOymVSSq8EgVAKci8vDwZprD/y2o1kUjA4XDA6XSK0L1er0dbW5toUadSKYE7UWJUCbmrra0VFuVLL72E5uZmLC8vw2g0wul0yoDTZDKhqakJ4+PjSCaTcDqdYvVEx28qLFJb3GKxCBZ+fHxcEjTbVLxGpGJT4IiaIvTLrKysxMzMjOiulJeXI51O49VXX5WKnU4zdKKvrq6W38V5BRcSYu0pccq+KIko8/PzACCVvlarxTve8Q5BFvH8k2Fns9mkpUb2KwsLSsu63W65ziR10BDAZrOJ8uQbb7yBu+66C3l5ecJYpdww5wvcjXJ2QffvZDKJwcFBOZ9UaCTrj4UDsfQajQatra3SA2Z7iteLJC7u4kpLS8VLc2RkRHZqfE7ZGgQgfXFKN7B1Rq0ZwhS1Wq1U8WwZhsNhFBYW4tChQ3j/+9+P7373u7hy5Yocm9lsXoOX30lsmqx/4Rd+YUNLr9shqEWr0Whw//33SzWwuLgoKzqnyWS6TU1NIRaLiRiT0WgUp3Bu7YikIEtqZmZGRGQ49WePk701k8mEtrY26THr33TeUPrB8aGNRqMoLS2VJESkiU6nw+joKPr7+0WsHVhdlNgLpcMN9XZpNcVWwezsLPLy8qTFwWMsKiqS7Tc9GAOBgEC1OElnVQJAJC0BSKU9OTkJh8MhVRwXB2qEkNUXDofFxHdiYmKNRKbX65Veud/vF8p7KBQSZT8A0u7Iy8uTrTlx4BTa4fsoj0rJAS5Wo6OjsNlsAufMzc3FfffdB5fLJQs8K2+bzSboGSZZYnMzMjLQ3t4usgMkbNBpvKysDEajEcPDw1IA0H+TSYVGumRIBgIBlJWVybVlj5vmF+fPn5fjJvuQw0m73Y6amhqMjIwIMSkUCkliow47RaOoRJdOpyXh0n2I7QASeigPyh0UpRK4AxscHEQqlRLmYF5eHu677z5MTExIa4KY98XFRenn092G+HVaunHQyNc2NDQgPz8fly9fRigUgsvlQn19Pfr6+qSP7Ha7xZKLrUm2mJisW1paZEhsNBrFjkyr1YpWyMjIiBCUCOPTarU4dOgQiouL8YMf/EBUN/n3ncaGyfp27lcrg1jfO++8EwsLCxgeHhbJUUKLJicnAawOZUKhkBiH8uEjwiIajYrBLrej1JiYmZkRvzbqNuTn58NkMkmPmULnNJNlVV1eXi66GmyZUPyfGNTOzk4YDAbY7XbB5RYVFSGRSAhWlls+DinZy2Nlxh2BEqvLbSmHqHTd5vGzb0dncg6lyAqlJRStu4i/Znuop6dHFhDlFpQOHdFoFENDQ6iurpYdwsLCguiJAKtDXlb0dBmny7nJZMKPfvQjWTx1Oh36+vpE5Y1UZovFIoxSIm6UmPaGhgaYTCZUV1djZGQEDocDfX19IitAoafS0lKxUqPEqVLEnoy9RCKBlpYWuUcGBgaEJUlBoqKiIjQ0NMDhcIjJhNvthtVqlSqayYu+f3Q+IrIjGo2K4YTf70cqlUJtbS0cDgfa2toQjUaFkENlO+rMzMzMYHR0FGazWXDN1DJRLjgsVtg6IN6f5BZWoiSfkCRCkaZXX31ViiBC8Ci9wOSt1WrFb5P9evb48/LyoNPpUFhYCIPBgLGxMbkfqUnucrnkviVEd25uDpFIRNpP4+PjMnA9fPgwqqqq8OKLL2J2dlaeGRqPzM3NyXCeu4lQKCSLKrHg3d3dmJiYgMFgQG1t7Y7z1U1BgzzzzDP4sz/7M4TDYTQ0NODpp5/Gvffeu+nrv/GNb+ALX/gC+vr6UFxcjJ/8yZ/En//5nwuYf6fhdDpx5coV2crb7XaMjIygqakJ8XgcZ8+eRTQaFaRCdnY2YrEYhoeHBTrEST4hR+zbMQkQ40qhqNLSUqGzMknw4eLNw9WfQvKFhYUYHBxEdXW1PBDUP15eXl7DBiSZAYCgN4jHprSlx+NBe3u7QJ5I4SUUjttC4C11OyZIpfEuRaiY9Ihi4ZaVmGjuCsggy83NlYd2cHBQ2ilkoAFvOZaz+ibm2uFwIBAIoLu7W6j2LpdLBPDZq+Znc0irdGXnIJm2VTRZcDgcyMjIgM/nQzqdRl9fn3gzsk1FuzK9Xo+hoSFMTU0JjJALHunZRqNRYF6cVVBDZXJyElNTUwiFQiKlyUW0uLhYdL5ra2uRm5srVGe6vCQSCVRXV8NoNKK3txcOhwNutxsrKysIh8My7KXoVHZ2Nnp7ewVeZzAYRNWQ7i2FhYUCIWXLii3BN954Q6Rs7733Xhl2GgwGWWDZ02WfPzMzE/39/YLQISqJ4k40tHU6naJmSdne0dFR6clzEMwFj60nIi94XzU2NiIUCgkr2OPxCBGJ7UDuMgDIgkfbO2XbkkXNpUuXcPnyZQAQaCuhlE6nE8PDwzJ/4HNBGQFKrN5///1SgOxGTt0wWa83GdhJPPfcc/j4xz+OZ555BnfffTf+5m/+Bg8//DA6Ozvh8Xiuev2rr76KD3zgA/jiF7+Id7/73QgGg3jsscfwkY98BN/61rd25Zjsdjv8fr+IICUSCcRiMXEncTqdMJvNayQcw+GwVFKzs7MYHh4WluP09DQsFouocjHBMNGRskwJUSZrDoe8Xq/oQ2RkZIgWMqfwFIJnFUMhnEgkAgCi30udBSZeCs8MDw9jYWFBtIpnZ2fF+ZuDFOJMl5aWUFhYiOHhYYEmcojDdgiTM5ElwKoUKCvTubk5eZCj0aiI4JDxx4oklUphYWEBV65cQUlJCZxOJyoqKhCNRkWSlf13Yrrp9MItMpE9PN8rKytCaKHWtt/vlxYIe9Aul0sIJzRhJa5cp9OJXsbo6Cj0er3YnfE7ucBS8CuVSkli47EMDAzIbou6K0zI1NLgwFQ5A8nKypJeJyFllDPlbzQajVhYWJAKmDBL9rVJHKI2DYX8+/r6ZODG4SpRUcTsMyHSa5IDQdLESd+fmpqSe66goAAGgwHT09PS3+bOk7sq4tD5b9yFseAg87SyshJLS0ticGsymaR/3NnZKTtbu92OVGrVj5OV9/LyssjlkjjT29srsgDcKRKvznPMdk97ezva29sFyQVgjSCVz+dDf38/GhsbMTMzg/b2dgwNDQmkkQNQPqOEGO7U0gvYhlPMTuOpp57Chz/8YXzkIx8BADz99NN44YUX8Oyzz+Lzn//8Va8/c+YMvF4vnnjiCQBAWVkZfv3Xfx1f+MIXdvW4WBEZjUacP39ehgbZ2dno6emBRqNBMBhEUVGRaB5wssvtnMlkEmcTVipsfdDJnFoOSgNQoiYojsTWS2VlpdzEFBfi1LmyshJ6vV7wz5SBpKFvJBIRhbfq6mr4/X6k02lhDPb29mJ5eVnaMryRKJIzPT0tZAUOvkZHR2VbvLy8LFRgDvK48+CWNJlMYmBgQHq3pHtz4YhEIiKXyZvZbrcjMzMTdXV1shgUFxeLLyIrqHPnzqGhoQGNjY0IBAKYm5tDMBhETU2N9OwtFgtKSkowNzeH9vZ28f8jFryxsVG28OXl5QCAK1euSPuLTE+dTge73Q6bzYbu7u41tlpsj3G2wB58RUWFuN4T6kdJW+Lw6Q7EREBdc8rK0uPQbDYLFpmIhMHBQfleslTz8vIQiUTknszOzhZFQ4PBgBMnTsDn82FychIZGRnilsI2J9EaFGhqamrC/Py8JH/e31qtFp2dnXLuqKXDhZeazRxA89oTbmqz2eT3ABBDWSZymuFSyMzv94tDEltoSvw1q3dCTennSR9Okluqqqrkfidyi/IJfr9fFiKyJmnkwGF9QUGBnHMea2lpKXw+nxgm2+12QRL19/cLdpvWcslkEj/90z+9Y0svYI+T9dLSEi5cuIBPfepTa/7+0EMP4bXXXtvwPSdPnsRnPvMZfOc738HDDz+M0dFR/PM//zN++qd/eteOi6LyJDYUFxcLPIkrN/G0fX190Ov1YtuTSq06OBM/ywdWp9OhsrJSKKcAxM2cjhYU3cnIyBCWHN1ezGYzsrKyRHOCU2udTicVhcvlEjdvs9mMkpISEVvXarUiwk5I4PLysmx5x8bG1miJsH/M4zQajRgYGBBqeCgUwsjIiIj8k+DgcDhQUFAAn88nFOiysjIRQTIYDNDr9RgeHpYWCdtElHJl9cOeOx9Kt9stQ82+vj6pSFKpVccSfh8fVLIzY7EYuru70draKigAv98vlRq/ly2hYDAoLh8cZnKonJeXJ2SIzMxMYTvymmVkZKCqqkrs0ShrS/gj9UBIdGHiIHGClGz6SZJMA0DOl9lsRlFRkZA8uKOy2+0inxsIBBAKhZBIJCTpch4QCoVw+PBhGewSuxyPx4XsQeKU3W5HbW0tysrKEAwG0dzcjL6+PsTjcUlULBKoaUKIntvtxsmTJzE6OirIj66uLnR1dQnWm/ci0RWFhYXIysqCzWbDO9/5Tpw9e1YQQay0uZCRoRmPx9HQ0CCU8dnZWZSWlsJoNOLw4cM4f/68mD9wyEl2JklD/L2UGWD7sqioSNA7ZWVlsuCGw2H53cCq/ofH40F3d7cADkjq4q6B8rKEIebm5gqfYzdiT5P1+Pi4EEiUQYbcRnHy5El84xvfwPvf/37pM77nPe/BX/7lX1712hdeeAEvvPAChoeHr+u46DzCLR+33GazGaOjo5ifn5fERmxuQUGBQKH0er3o71JvwOl0Sh+bW2Ml2UaZfAOBgGh3EIbHio4DD0qnshJnJZ2bmwsAcvyBQAA6nQ4lJSUIhUIYHh4WbDL74ezxUQWPQ1FCpfi5HMDQSknZLyQUz2g0igkr8eqUMOVQc3BwEEtLS3C5XLIoMEEwoXPQqqQUx+Nx2TZWVlbilVdewdLSEvR6PVwuF4xGI+bm5gTxQvRDPB6H2+1GX18f+vv7xVyBCYLtHQAyCOL5ZYJmL5XIBbYCqqqqBH3D684ESPYfK9uioiJpH3Enws8hvt1ut8t7dDodGhoaMDIyIo4nRAmxneH3+6HT6eB2uwUe2d7eLgp23PLTGZ1MVr/fL0iTQCCAqakpTE5OyuJGhbv5+XnxXiSiido53GlyB0StEiZw0vQ5x8jPz8fx48fl2aGGDu3LCFeliiVRMOzpBgIBqZLLy8tRUlIiBYnSXYZ6Hul0Gp2dnSICxue1qKhojf2Y0+mUYTtbRFwUiBzi8JJ9cWB1B5BOpyVpnz17VgouSsgCENXDubk5DA8Py71GGCtp+bsukboXsR5dwp7lRtHZ2YknnngCv/d7v4dTp04hHA7jk5/8JB577DF8+ctfXvPaU6dO4dSpU3jyySev63ioj0HrJpqytre3S9/Y6XTKkAaAULmPHDkiQkisvig+T2cWg8EAAFJxUJidbQbqS3C7RXgcb1r2JgHIw56RkYFAICAPEHumtFWiJyNNcsmO48NUUlIiLtrckrKnmUql0NvbC5vNhmQyKcI05eXl0gYpKiqSBaG/v1/Ydhx80QV7dnZWvBGJwqCGtZI5yARN0oLyfZRi5ULB38REQuRGJBIR41RqCE9MTKwhMFFfmBh1Ljq0hqLEAINIFzIvSUfn62ZnZwX1kkql4PF4cPHiRUlGVVVViMViwqbjZxAaygIkHo/L/ULMe35+vmzde3t7JXkodUrOnz+PyclJNDQ0ICsrCysrK9JaordjRUUFFhcXZTjZ0NCA119/XVyEOOil9g2wasgBQPr4JpNJWnd0JqJuhkajEeYuFQAnJydx6NAhFBQU4NChQ9K+iMfjAoVcXFyE3W4X2Fw4HEZxcTHC4bDQ+JVCYXRyoplDfX09JiYmMDIyIomS+tTcbfFYOXDPyclBIBCQGZTf7xc6Pa9pcXExqqqqkJmZKVC+5uZmkXVNJpNwuVwYGBiQ3QIx9yxIzWYzWlpaZGZDViPbnXxedhLXTNa9vb146aWXNnQ3/73f+70t30vq9foqenR0dNMezuc//3ncfffd+OQnPwlg1eAgPz8f9957L/7oj/5oV8wnrVarKLIRXkMFMSYBPtwVFRWw2+3Izs6Gw+FAVVWVDA1pJ0QY3/j4ODwej1TY09PTIpHKG5DyjJFIRKbutNOqqKiQ6pOJjA8HER9MtEzmNCsg0SE/P1+MAeiaTk9A5dQegFT+BoNBNBSopsckQeJHfX29uKdzgAZAdL9tNpt4QNKhY35+Hg6HQ/qC7O/HYjHk5eXJwIeVTFlZGc6fPy+VDjUv2MslK5Ca1WQwchBG3Qw+HBS/J3KFDxoXWSrMkSnI2QMT4/z8vCgKEgOu1+uFKERaPl1i2NOltjHPJRfbvLw89Pb2yuJHhUdaitntdqysrAiDLy8vDxUVFTKAVCZJtpmKiookcRBXTs3xkpISmEwm0behmzwXPUr+UqKWhsosGIhH56JNXDW1vfv7+6VdMTc3h97eXjQ0NCAWiyEYDArOXzm8JOOP8wyibsbGxkQiQNm/t9lsKCgoQDgcFhgnzQvOnTsn2u4mkwkTExPweDyYnJwUuCIRUhkZGRgaGhJFTV4vpQQwpZDJ3OSgXglR5e6S9PSSkhK8613vwuDgoGhmG41GWeALCgquKghuNLZM1n/7t3+L3/iN3xDapLIazsjIuGayzs7OxpEjR/Diiy/iZ37mZ+TvL774Ih555JEN3zM/P39Vj4fJZ7cghdSx4ENEz8BYLCZoAFbHFosFTU1NMvgxGo2Ynp5Ge3u7fJZSxa67uxtms1kkSbkFp1UV0SPcHnGazZs6kUjIzVRRUQGdToeBgQGpari1Y4IEIHRq9puJnSUKZHFxUYZHJPsAEFU0q9Uq7Mx0Oi1IC7fbDa/XK9ts9t/pP0j5VLfbLYmAAzgKKpEkQQwxyRUUwSEzkuSOpaUlRCIRaT1kZmZK35GQMQ6MDAYDioqKxEOSVQ0rH84k+Bn9/f2CzpiYmEAoFIJerxf6PXWuCSNra2sTT0MOn8hYI76biy8TNg2YOUOgkNb8/Lx4NJLooiS+UItieHgYhYWFogkzMjIi2i4UGCLqgXMJ3jtDQ0NiOEuCS15eHs6cOYMTJ07A4/FI64r3EF3jJyYmxPQCWDUh4eLHfnhLSws8Hg+uXLmCN954A2fOnJHjJyba4/HIAsyefSKRkMXE7/dj8k2bsdraWgwNDWFubk7QJ8PDw6irq5PEyDYE50eTk5Ni/Gs2mwFAhvFEKcXjcZw5cwY2m01E0niv8hmgEzyRUIS3sgfNQsXr9YpQFZFGnKtQo4QF0OzsLO69915cuXJFCgGn04lYLAaHw7HjvLVlsv6jP/oj/PEf/zF+53d+54a/4Mknn8Sjjz6Ko0eP4sSJE/jSl74En8+Hxx57DADw6U9/GsFgEH//938PAHj3u9+NX/3VX8Wzzz4rbZCPf/zjOHbs2K78YAYTKGVCx8bGYDAYUF5eLpCod7zjHSgtLYXZbMa//du/4ezZs9BqtaiqqpKFi6s6oWyUrKRjOcWCuB1aWVlZo03CiTOpq6lUCqWlpTIMSyaToi4Xj8cRCoWQn58v4vOEH9XV1Ym1F6tKDlxItCCummLobCdw29vV1SUC83q9HjMzM4jFYnL8TDpsT9D81+fziZcgNSeol0GRJIoN0ZGjtLRUEANcDHw+n7RulMmMbSsmL9p/Ee5GKB4tvlgl5ebmwu/3i+XY+oTPSp+6Ifo3Lc8WFhZQU1MjiylbKzk5OWsgmKzO2R+nPCf75CRBscJly4eSn3l5ebBYLGIqQN0S3jfEQVOTmjslAJKgCQkkHJRiWPxdrPBisRisVivKy8uFIKQUKopEIrBarcKypDMMfzu1PDh/aG1tRSwWE70Sg8EgLSCqDnLxy8jIEGEl7gYImaOuCdm/RGmwn07YaH9/vyBCyDFg0eB0OhGJRESEzG63IxQKoby8XGYrZ8+elWvH2Qohg3SQTyaTAmkk81Zpam02m1FaWipFTWdnJ0ZGRoRARs0bo9GIRCIh9y6H2js1INgyWcfjcbzvfe/b0Re8//3vRywWw+c+9zmEw2E0NjbiO9/5DkpLSwFAKMeMD33oQ5iZmcFf/dVf4bd+67eg1+vxzne+E3/6p3+6o+NQBllMRBdQEyE3NxdlZWVi5vq+970PY2Nj+PrXvy7og46ODkSjUTidTqmSyN5i9Tg7OytJmVUGtY3Zs+SkGIB4+NHyiD3pvLw8eaij0SiGh4cl6afTaXR0dKCmpkZ+B6t5bt+4nSVJYmJiQvCmNptNBo3j4+NrBHYyMzOlwiJUS8miZP+NSYJbRp5XViUcZOl0OiH5UAeY5215eVkgkWQzms1meUi4mDL4/3NWQEF6DjKZhBYXF0U3gq0SJgA6eXA7PTExgYWFBdnOk3JMe6fZ2Vn5fdzdEdtNBAYHU2wvMDERCUGXeQoCUVgpEomIdyYHqT09PTKYI1JHKafK4SCHzazsOMBjkqbvIiUJMjIyBE1CdmV9fb20JFKpFC5evCi7JhYky8vL8Hg86OjowMjICC5duiRoiPHxcYFy3nHHHbIL4T1PIg/bQZzNUEqBZByqMHq9Xrln+Iyy/aRUt5yamsJdd92F3t5eTE9PCzeBOhyLi4s4e/astLDYomNfmrtnyr4aDAZkZWWhs7MTo6OjYje3vLyMO++8U6QDXn31VbHyKigoWLNbWllZQXt7O5qbm0V9jwvVbojebZms3/e+9+H73/++VME3Go8//jgef/zxDf/ta1/72lV/+9jHPoaPfexjO/rOrYJC4Y2NjfjhD38oAkIOhwNjY2MC6aqvr5e2hdfrRUFBAYqKitDZ2SkEDWJn5+fnZfrPqoQY3Ly8POmDMnHodDpYrVaZarNHSJx1fn6+VJMcJBGRQDlGOmZwa0fTXTqwUB2MbhcrKyvQ6/XIzMwUFTROwS0WC0ZHR8UbsLi4WBxr2Lfu6+sTTCoZXYWFhYIaGR0dlX4xHwwuYlycqD1NQg1FqLRaLWpqagBA3KQ7OjpETU+J0CksLJShbV5eHjwej0C/3G632CkxCbEnzur36NGjso2l7gWFfYgBJza7tLQUyWRSKmWlo7dWqxXRKw5H6VySmZkJj8cj52N4eFgGXyQjUf+bZBmdTieGw7T/YoUci8VEpMvtduPChQtyPzBhEiFEQ2Amkfz8fPFVXFhYECVHALLlp4kEoXZvvPEGDAaDOP5cuHABXq8XAKQHzSqc54XsPc5o6CJEQg75A4SoUj2R/e14PI78/HwZfufm5uLkyZO4fPmyqDbm5ubKUHRubk5YrHwuaXJQUlKCtrY2ERWjdyO5CQUFBXC73aioqJDr29/fj76+Phnih8PhNVo+Fy9eRCQSkXudsx+n0yn3WCAQkLnRysoKYrGYaMXsNLZM1pWVlfjsZz+LM2fObOhuTuLKfgu6rSiptkVFRbhw4QISiQTKyspQUlKCb37zmyLyPjIyIrhqCtSQYccerMVikYqCUDQO144dOyY3C+2waMLLHiz70YuLi9KPdblcuHTpEkZGRkQngagCKvMpRfaJ56VNGE1cWRn6/X4B7tvtdtEm5k3IrX06nUZVVZUQVEjuYJuC8p4FBQUiD8vfBUAMfumlx4qGNzmxyQaDQcgyiUQCNTU1iEQi4pEZCAQE9kcndbroZGVlCZQyEolIm4etIrvdLg7qdJShiJDJZEIqlRKmJVs/bPlcunRJRL2IN87NzYVWq0U8Hhd0Cnv5fHCpHse2ENECfJh5/dnbp2UU0RBmsxmNjY3iTEKyEttVbAGwF090DBMoIW4kNjmdTuEEOJ1O+Hw+sTrzeDxiAkt4KHHfubm5ov5otVrR3d0Nh8MhCZyksvz8fHFIIlGHA/uFhQXEYjFRzVteXnVYIkOTcqbl5eUiuUtz6dHRUVkoy8rKBMZIr8vy8nLZebBd5nA4MDExITMbm82GaDQqrODp6WmRezCbzZiZmcF//Md/wOPxIDs7G36/H+FwWITNKPEbj8dl4Gyz2USQipohY2Nj8iwQh87e/KFDhwQquNPYMll/6UtfQkFBAU6fPo3Tp0+v+beMjIx9m6ynpqbEoZnAeSXTjM4lTCr19fXo6elBOBwWx3ASJ5hwMzIyhBEZCoWkvz49PY28vDxxrC4qKhJJUpfLJTfswMCAJDsKLxEv63A4kEwm0d3dLUlQKSJDZAaTLaFZdDznkJGQsampKTQ1NaG0tBRDQ0Po6uqSZEMSCXvBZG6trKzA6/WKlgKwikRZWFhAKBQSVAArQvoAEk9Lp3FqZbN1wxYS8c107aaE6sjIiAxPWbGQQs2kwMqQiZFthuXlZVEg5OLHJOL3+8Xtmj1sJmpeTw5Tl5aWBJNeU1MjfXbODIiZLi4uxvz8PEwmE44ePSrX1OVyScuEyJ7FxUXE43Ekk0lRaJyZmRFp1pGRESFvUeKUhJmVlRXZzbCi566P+uZOp1McwktKSmRGEYvFRFOG319RUYHz58+LfAKx+UTHsACZmZkRPkBtbS2Ki4tFZpf9ZIqf8Xg5A6DKIQCxHuNC4XQ64XK5xL+R38Nhq8FgQFlZGaqqqlBZWYmuri5UV1fD5/PJTKSwsFCqeX4/d21ksnJxLSsrw9LSEoaGhoTy39PTswZ3T5MPADh79iwAiFQv75Hs7GyUlpaKJRvV/ILBoKDLWDgRsLCT2DJZ365O5+x9JRIJ6Z1xqEUYEaspbmfIHltZWRHRc96gbrdbrLd4U7OSYnIgRZ1Vw8rKimhgZGVlIZlMwuv1ilsFNbZ5sxG1Qiqy8vuodczqk5KfhC1RdJ3GBtQjplUZANkNVFZWIh6PS9uC23DebD6fT1iSdHUnNIkoEGJl6UZTWVm5xnCVC9vk5KTIU/L1JK3odDr09/cjHo9Dp9MJpIqaKqz8uDugRgbZp/TdMxqNcLlcMBgMsjuiTyCHeqTMj4+PS7+bGhZTU1Pym+iKQsstynqyZZVMJmGz2WC1WlFbWyti9YlEQpLO4ODgVdV0Zmbmmp4qyR20TyPU0Gq1yoyhuroaAwMDgkqxWq0ylCWLsaSkBFlZWSgtLRWd6MzMTESjURHzKi0tRSqVwh133AG9Xo+enp41oluTk5NoaWmR88VdUktLCx588EH88z//M86ePSsFg3Jwy94xZxmsvrkrY8HESj4jI0NkErhLOnv2rFjkkY9gtVoFUkl9Fi6WhIoODQ3JUJRzhurqatEBIcKD7ZuxsTHhHHR3d8uCzHYPJXS5oBYVFYkIGAluHR0dIrZG6Cq1V/a8slYGf/DtIJ/KFZMge5/PJ9U1+4jU4+3t7RWBGlZSoVAIk5OT0Ol08uDywaLSHJXqVlZW4HA4ZMjBh583P6fb1HVgC4KaC7SdUrqm002E/cLs7Ow1N4P+TaU4UpppFMtqND8/H9FoVHp3DodDetasEmZmZtZswSnbarFYUFNTg1deeUWIOEQicPBIyB9F+wsLC+FyufDaa69JRbe4uCh9dJJzWNly20gII1Ex4+Pja0xeqVBHyB6TKatt6rIYDAYEg0GxVCMcLJVKoaurC3q9Hul0WnSnGxoaxKCB8wZWmGTU0RqNmHJgtQiorKxEY2MjcnNzcfjwYZE/JQ6eTuREDZFlydYGe7C0E6MIWCKRENxyY2OjwB1JrS4qKpKigv+WmZmJw4cPA4Ds7iivQAw7K+/e3l6x/Ort7ZXZCYXEeOyFhYVrrOxSqRTKysowMTEh9y97ylarVQZrhL7Slo29a9K9OXwkEoPXkjsNXo94PI7GxkZZ3Fn8UAOe0FQOTEtLS0XhMpVKIRKJYGBgAKFQSIwwqJDJAo6DWVboRI9MTEygoaFBNEGIEKqvr8fS0hIcDoe08IjiGR0dFdGwncY1k/Xf//3f48/+7M/Q19cHYHV1+uQnP4lHH310x19+q4L+hDQWcLlcCIfDmJyclMGhw+GQh0SJk2ZlYbPZZMKt1WpRWloK/ZvOJ8T3cuUvLCwUd29Cnci44oUl44wwLsKqeDzLy8uoqqqSrSoFnNhWoHUUbcTYBmDPlhKaBPV7PB5xIbFYLCKEQxcdDt6CwSDGx8dlsaZTOGFSBP2z/9zc3IyioiKxFqN+B/UfuBAprZc4wIlEIjLAGx4eloVPq9VKP54aI8TeE1Os0WhgtVrh8/mg1WrFXo3D0ezsbMEpZ2ZmitQsoVgAhPxEHW4iNoioqaysxN13342xsTEMDw9jbm5OWjYchBqNRjz44IM4ffo0+vv75RwBEFTH7Ows9Hq9KNYRAgdgDfWZw854PC4LJmVEgVUew8LCAqqrq0VnnXR1Jic651D8ivcLpVaTySR6enpgMpnE1Jb3LGGbZMBSQMrr9WJhYUEc2gFIO8disQhUlDoqLCzYVmELjPcoJRlqa2tRXl4uKA4+X5FIBAaDQYaBPOdcNKLRKMbGxtDe3o65uTl0dnZiYWEBDodDoKo1NTXw+XzIy8uTwWsikUBHRweCwaBo90xPT8Nut69xXmKhwAWbeumHDx+W80NlSMopMNHPz8+jurp6V/LWlsn6qaeewmc/+1l89KMfxd133410Oo0f//jHeOyxxzA+Po5PfOITu3IQNzs0Gg1aWlpw5coV9PX1SXuCFTBbGXQ9jsVigjtmkuHNOzk5CZfLJQMrQuBYlWRlZcHv98uAgjRcukFzi08tiaKiItEcSSaT4shRV1cHu90u6nnU0KVIlNlsxuHDh8WfMRaLoa+vTxYIshfZxqmrqxOx90AggGQyKUwuPlh8iMjw44PW0dGBRCIhsCTKytbX16O4uBg+nw8OhwOJRAIXLlyQ8wtAqPCEF7IiJvyNin2s4rkdJmKC1Xt2drbIixJCSDEf9puLi4ulWlPC0zhsXVlZQWVlpejBUN6UIkVer1cGidRvJl6ZbRdiaqkrMjU1hR/96EcyjGZbgPjokydPoq2tDQsLC9Dr9SgrK5Oh19jYmJgQ0IiCFl65ubmYfNMIgzR2EnAouqQsLnjNeb9TAImoEvaFXS6XyCrk5+fDbDbDYDBgfHxcqNq8n91uN3w+H2pqajA0NCRwSC7u3CERJUM6O+GmFO1Kp9MyX2ClzqKFSpA9PT0CQ+SzQHNpo9EoRBcCBegaT7U+pV8puRDj4+PCxvT7/RgYGBC0VWZmpmiHHD16VATdiK/mTjoSiQjblIu4TqeDx+PB4uIient7MTExIZBAQmw54N1JbJms//Iv/xLPPvssPvCBD8jfHnnkETQ0NOAP/uAP9m2yBlZvYI1GA7PZLEgFDgBZQdO9HICA7o1GI0ZHR9HT0yOrbllZGVKpVbsiTranpqbkIieTSfGG4xCGFRyrJqvViurqaqlmlWQRtj86Ojqg0aya2NJmjMph+fn5GB4exj333IOJiQkMDw9LVZ1Op6Wq9Xg8yM/PF3IGdZFJo+7v75eeLpmBSjcUDl3JniNhRYkpTafTothHV5iFhQXZFbB1RHQKfxNhgmTV6fV6VFVViSEuEx/bH6yM6UaysLAgIlYU88nLyxP95rGxMVgsFiGccJva2dkpDxP1UxYXF+HxeDA0NCRCXOyphsNhWZSVsrJc+JaWllBRUSHEGWKgXS4X6urq5DqSoELh/IqKCthsNqksabXFnRohZRz+0vuR8qgApLig/Ork5CS8Xq9Q+wkd5eJL7RPeb2QcEg7K105NTcnQu7u7W8SZ5ufn0dXVtcZ+TKPR4NChQ2hra8PMzIxooLCYyc3NRUNDAwKBAGZnZ0WkiyxILgrj4+PSj15eXhblO6PRCIvFIto+x48fl90r4aIcwLrdbqG087mh6iN3Jnx28/LyRB/H6XSisrJS5lOlpaVobGyUxE8nIjq1E+7b0tIis5aioiLRegkGg3ubrMPhME6ePHnV30+ePCmr+n4Nbg9PnjyJc+fOybDD6/WKpVNXV5dsjTnRpdhSQUGBDHfYL6agEJMBYVbc5gOr6AcmOJIC2EMle2thYUEgd1lZWaitrYVWq0V/fz8KCgrgcrnQ1NSEV199VRTFiC89fvw4lpeXRUuEk3omFsKrUqkUHnjgASwsLODs2bPSryZ5BoDgYfPz8wXnTJww6bQcWBJTS3ZXNBoVOBmHj9R+4IPp9/tFOCidTgvV3ul0ynCrtbUVKysrIq5PLWTiZwmLIwFndHR0DRklnU5jaGhIoFXsu2o0GrlWDodDFjVCGim2T+2NVCqFwcFBqbZYVRcUFCAWi4kMKofVHOAp9U9CoRCee+45oc+PjY1hZmYG1dXVQljisJi/Ny8vT/SiqVvidDoxPj4urE2lSQHJRZmZmWuo96RUk6BDwbKpqSlhvtJ9vbKyElNTUzLc5byG7YLz58/j6NGjIpXK60+GKwfO99xzj8D7uKsxmUzQ6/Xo6uqSiprzjoyMDJEjOHz4MIqKimTxJKeBLcPx8XEx/Ojq6kJ+fr7ou0xNTaGnp0eceGZnZ0UnhFIBJpNJdoGTbxoPFxQUQKvVwuVyCT09KytLIHnEj9vtdtGDByDFi5I1yueAn7kbcU2c9Te/+U387u/+7pq/P/fcc6iqqtqVA7hVkZOTg4yMDEQiEUxMTECr1aKpqQm5ubnS8qisrBQ0SDqdFoYbB4KEybGFwF4kNW3n5+dF25jDNiYHws/y8/NFPY4qYTT1JIab/pC8GTgMzc7ORiAQgMvlElTHwMCAJAwa9XKqzVYLBaGGhoYQCARETCgnJ0cgbXa7XRiRrOCI7yaUjfTpnJwcDA0NISMjA7W1tYL2ILqElOjS0lLcddddiMVi6O3tFWW7WCwm+hOEwlELg3BEOnVwRpCVlYWZmRkEAgEZenOnwgWQokrcXrMytVqtIn/qdDoRj8cFbkXrNaVCXygUwvj4uCRvMhXZD6Wwj1Kes7OzE4lEAl6vF8vLyzK45pCQeHkaXDApKgeaZrNZ4GZ8+Lnwkg0JvMUypWEGFzBSptkqU4p8Kc1uKeKk/Dc+B2w7kSVIsSglKqilpUVw33RKam9vh9VqFc2NnJwcuFwudHV1CdSRw3EuKBy4s4qnSQYXecoUjI+Py7CQg3cWSLwGHo9HWly09uJshyYVnBUsLCwIFp3HSuco4tYpXHXPPfdAr9evMVhg4fDDH/5QcgmHxEVFRaipqdkVAbotk/Uf/uEf4v3vfz9efvll3H333UK3/MEPfoBvfvObO/7yWxkGgwE//OEP8e1vfxuJRAIVFRXIzc1Fb28vampqRI2LzhoVFRVwOBxiTru4uCjgeaWoCwARKGJSocJXeXk56urqpCplkuaDq9frZZtIlbVgMChGCVarVYaiBQUFOHr0qCRUtjguX76MnJwcdHd3yzac/XMlsoIPu5Jay/5hWVmZTOstFgsWFxdFw4E9ZhJK2O8cGxuT/ieRJhReJ8Y5IyND2J+EIbLnzSqSbtWEb5HxqNVqYTabRS+isLAQ09PTiMfjQqEnTI44WIPBINX33Nyc9LetVis8Hg+mpqZERXB+fh7d3d1y3SjGRaQHPfo4ICb5h9hyQh+55ebgrKOjY432BaGK09PTkrRIMyeJqry8XJIIkT38zVzAaT5x5coVLC0tSWtJyZzNz8+X13PXZbfb0dfXJ9U1AASDQVlAmCT1bxoUc27CZEjSDElUdXV1sNlsorFNnDZ7+lqtVvr+c3NzmJycRDweFww7afa01+vp6cHw8DByc3PlurPvPTIygvLyctHWpvQuWxnLy8twOBywWq2CropGo0LcSSaTIm6VnZ0Ni8WCuro6VFVVCYmIHACaShCa2dLSgsHBQbzwwgvQaDRwu92C+aZWONExnI9UV1fDYDBI622nsWWy/tmf/VmcPXsWX/ziF/Htb39bNGXPnTsnkKD9GqdPnxY66fT0NC5cuACTyYTs7GwZ2LBKo2v17OysVAu9vb2CvaRAE5NpYWEhgsGgVFV8yB544AGZmv/bv/0bfD6fJGkORYjzBiCWRwAEO00GXFVVFUpLS5GTk4Pz589Dq9Xi4sWLaxYWv98v22MuGlT5W1xcxODgIJaXl6V6pm4vh5ezs7OiJTE/Pw+r1Sqfx20yqeqsRgg9pA0asem88amvYTabZYEjCYVsO07oKZDDXiaTEStpomKIS6ZWN5EWlNicnZ3F8vIyrFYrpqenEQwGEYvFsLi4KO2t4uJiYTxmZq466xBiSNgbWzVsoyip3RaLBYFAQNA0FMQiE45KkhqNBkNDQ3JsfB/Po91uF7QFF0YupLxXufAGg0Fpl9Ffk0p68XgcJpNJkqTZbMZP/MRPiLJeWVmZ4NUJP6TuRjKZlN471f24s6LiHyVvZ2dnEQgEhA3JFoXdbpfqNCsrC3V1dXL/jYyMIDNz1Q9zfHxcYHTExhMBwkWWxht1dXWYnZ0VLRdKLRQXF8uul2gXzm2o+W42m8X0gDMiWtQRzsj5EoljbKexZUlNEK/XC5/Ph5GRETidThQXF4uWO/vdNA6xWq1wuVxiSLCTuCZ078iRI/j617++4y96u8Xg4KCY4FJ4h1skOqqQiRcIBMT2i3228vJy4fxTmYyQJD6IrO6ozczKKxgMwmw2i3oehzj0oVtcXBQHZk65i4uLEQqFZIs3NjYmD0JbW5v0xSlexIEmKyYmejLdqBpG5hX7jdQPWVhYQHZ2NvR6PQoLCxEOh2G320WXhNUlt5LKyoFDmsHBQQSDQeTn56OysnJNm8DlcgkskX6KJBSYTCZBfxAlovR9pKwmEw3PA4dvk5OT0tsuLCxETU0N0um0OOssLCysmbkcPnwYw8PDUt1SDpVGrxxOEd7FSnl8fFyGcUpdFvbbmWSpXscFnRoyFOvi4JWmvTRk5c5jeHhYdi9arRbd3d2w2WxSuQaDQUlgvM/YBrHZbNJuuHDhAjwejyQmyi5QVpTQP/2bNnZcFIgO4sLOvjAx0JQc8Hq9YiTBKpsJ2ufzoaqqSnq7FKYCIESf8fFxocKzrcKediq1aq7c0dGBY8eOiWgTF1O2hBKJBH784x9Ln5juQtSoqampgf5Nh/re3l6YzWYMDw+LxjflBFi48Zl2OByyowEgHAbKznJWwOtFaj177DeVFHO7RSQSQU9PDyYnJ6UfWFZWhrKyMoHoAasDG6Ii7HY7jh49CmC1QgqFQrhw4YJURSMjI9Dr9TCZTCgrKwMAEUUnnnhhYQEazarzBy2YfD6fEBT0er0gL9iyoJ0T0Ras4Ahl4wAmlUqJ99/U1JQkbA5KOBwhwkSj0YgAEHHSbEWQgUUUiV6vFylXaqJwu82eHZEeHAjyPb29vQgGg6irq5MWh9FohMFgENggqxoqAdrtdlitVvT19YliHBmbzc3NMoxVTvwJRaTeMWFkxM+eP38ePT09MjjlEJI9UbLnqCFChAVRQRRRIjabMEB6d1LFr7CwUDwkic3l9SV+nW4uPp8PLpdLtCaSyST8fj/Gx8dx5513yvVjZTs1NSU+mHTnIWqDiAnS0tnz5w6CAldkZJL0w92BkmjC1hohiewrM9FTrItDa7/fL60tpbodP5dwOYvFgqqqKrS2toqWjtFoFG0XUrrJ8iR5yWQywWAwSJ/4zjvvRFdXl8yN2L4YHh4W/03K8HKRDYVC8Pl8MoNgKyUajYroWSqVQmFhoSC5iB1XWoHF43GEw2FoNBro9XoMDAyI1glRQ4Tu8ZpRZXQncWCTNRlTHJAxCV25ckVgWOyjseIsKCjA66+/jtraWmFw8QYk9C+VSom7B+2ZlA8tq4mJiQmhpevfFMAPhUIyrWYiGh8fR0lJCcxms2g6jI6OYnl5WR5S9jaLi4ulX8oFpLKyEufPn5eKSavVCpaXDxGHZAUFBdIHZnWZTqcRCoXg9XrhcDikOuZruJAQalZQUIDe3l6MjY0Jfri8vByxWEyErDhUZLKgBjFbJKySe3t7xcqMLDJWPY2NjWJ8y0WQVGNqULe0tGB2dhYzMzNi30YFv2QyKbhfMuY4ZFYqqjkcDoyPj0tLhCy1aDQqv59u6ISuORwORKNRqe44sNZqtbIQ63Q6OJ1OcdOh4lwwGERBQQEmJyeFYHX33XdjfHxcWm4LCwtob2+X4TRlBgDIcJTGwYTUsf1B1iMrcHpKkrVKaGRVVZVA9KgrQnQJ9WBSqRSGhobknqU7PRd7DufIbhwfH5fZBklZhNAR8jowMICcnBwpdigTzHuXdnhtbW0CEQwEAjh9+jTm5+dFvZK/SdlrX1paklkBDas5xxgZGQEA6blnZ2fD5XKJ5G9/fz+Wl5fR1taG3NxcVFRUoKmpCTMzMyguLpbWCucgHo8HbrdbPCv3vGd9OwentHSKph4Cb1bCzTjIYgWaSCQQCARgt9vh8XiE4EFJTo1Gg76+PsHF8nNfffVV5ObmikAR9R6oNUFbKuKHdTodGhsbpXdJAXliwAHIA5OZueo9FwwGUVFRgcrKSszOzgrrlEaj7LXF43EZshCyxH4uRdSVzim0dKJwPN1fuM1rbGyUio3i/txSs99JCCT7i4lEAn6/f432AglHk5OTgmUmTZuwLG7PuYgWFBTA6XRiZGREFq2srCxMT0/j3LlzcjxsO1gsFvh8PmRkZAi2nNUPlecaGhqEtcljZIuDDupcFFlhcnvM1pLFYpEkxiEo4Yvz8/OYmJgQejp70dPT0wIJ5d9o7qCsEnt7e9Hb24vJyUmYzeY1WiiUWeWgi20mYoq5YxwZGRHXE+7ouOuxWq3i3M2EPjs7K1R24v+pRc12DlEvDQ0NiEQiWFhYQE9Pj0j0ulwuablYLBaUlZWJjkkqlUJtba2gQkwm0xombFFREWw2mwh/ARBZAbbDuOiy0uaOjFrVXq8Xly9fFmw51RrZLhwdHUV1dTXMZjPC4bCo+VG8zOFwiNYHGaUejwdHjhyBz+dDd3e3aKxTUCwej4u07E7jQCZruktQTctqtcJgMAjkjqpz3MKR/sthIPuVfOA6OjowNjYmFTIfjrGxMekNkiRTVlYmD35DQ4PgOTlZJ5qjoKBAEiWrKVYWRqNRqi72gGmT5XK5kJ2dLc4zVJpjrx2AYEfZcqDTCgereXl56O7ulp0Cp+lk1E1OTq5xBOGiwCqFmNSOjg6xabPb7fD7/UJj7unpkf44B2K0B+OOg3h09oOpS0Ld6aqqKtleE4NMo16dTidUaLa6uMXlrodeeZQenZ2dxfDwMLxeL6qqqsRhhtt/Mu84JKYX5R133IFEIoGhoSHU1dUBgODMKyoqBHESDoelomUbgoJWTDwcMHNItbKygqGhIfHtJLySME4mSQoZEa7G9hTZjxw00tyY/8Zdo8ViEXu3hoYGFBQUoKWlRTQwenp60N/fLyQR6ohoNBrxGqUrTVtbG+bm5oTdSaIN8cgGg0HMIkZGRkQzm8+F2WxGVlYWysrKUF9fj7y8PFy6dAnT09Oiz8GEzSFjWVkZuru71xQvRJpQD5y7WpfLtUbjnAsPkzxnRoODg4KKIp6esN2xsTFcvHgRXq8XDzzwgEgPc8YzNTUl7c7d0AUBtkjW7JVevnwZjY2Nu/Jlb5eIRqM4evQo+vv7JVECEMwrZRJpOECIGpX2aOuVlZUlzCU6zIRCIaysrMBms0kvl/1h6lP4/X5R4mPio57yHXfcIRRx0r1dLpcMyaLRqLQGSHOnVGlJSYkgArKzs/HOd74TWVlZIjV65coVUTzjoI1Dmp6eHjidTqH9Ut6U1RcpyEQhEBWQl5eHYDAoKnOJRAKjo6Nobm7GiRMnBCdL3WK/3y89WWr/cofCYSqHiOx5km5MBTkSSihvabVaUVZWhtzcXLmG7IFrtVoxOCYqQqfTyfVqbW0VJTfSsZWu85WVlWhvb5e+KhN2ZWWl6I0DWKMtw5YQ0S1sSVGPm0mW+s0rK6u2XRUVFcjLy0M8Hkd7e7sMu+lwU19fj6GhIRFvIkyPOyAmBy4uRDZQ0KioqAhDQ0OYfNMBhTR63qe05zp06BBSqVXndgDS9mFxQJREVlYWDh06JCqSlP1l7qAGu1JlkINU7riYyIqLizE3N4djx45hcXERhYWFYuDc0dEh8MixsTGMj4+jvr5eLLh0Oh3uuusuWCwW9PT0YGZmRiB5ExMTQmAaHByU4oaywzMzMzAajfB6vZiamhJW5dLSkrS6SOxiy4P3M82G29vb4XQ6EQwGZYFi797j8exKCwTYIlnzweCW+3aKxcVFMVxlhcPtLMkFDocDDodDtlHE7LKvR+NV9vSoC8FEnZWVhR//+MeS0EpKSoSSTXGgwcFBwWITm03mnMfjwdmzZ4UEkpubK33jhYUF1NbWCqa4r69PKNgUB6LesMlkgsfjkZ1BKpXC9PQ0Ll26JJ9TV1cnhA8K01RWVmJ8fByBQAAAhB1I0XbCvTIyMjA9PY1AIACj0YgjR45gZGQEwWAQBoMBdrtdcKvUHB4fHxfYHY1hH3nkEWg0Gpw5cwb9/f2CA2eCaG5ulgHQ5OQk3G63wL+oEVJXVwej0YhgMIi5uTlBSvAcUyuD8DJiwKlHQq2LUCgEo9GIrKws3HHHHQBW0UOEL0ajUWEhut1u2f0Aq+2Fubk5udYcOCaTSTQ3N0tLizs4Vsns1xJnz6He/Py8KEDOzc1henpaev1MDAaDAbW1tTLXmJubQ1tbG1wuF3Q6Hdxut1yr/Px8UflTFhBFRUWoqKgQDQ2iVHi8Sv0M7h6p5MidBcXMzp07J+1C7iJyc3PFPJqtgampKWmV1dfX48KFCzhz5gwcDgdqa2sFfcI2Jd3subgQJ52dnY1Lly4hkUjI7IVwUnpf6t+0W5uenhbUCeGM8XhcDDBYQQOQCpmMWT5DWVlZmJubg91uR2FhIYaHh+X38l6jRMFuVdXANdog/9//9//h05/+NL7+9a+L7OHtEITjUVyHfnJ33HGHbPUpLjQ/Py+CNxqNBjU1NdDpdDI8DAaDsNlscLlcyMjIgMvlgsPhQGtrq1TF9JNjFUayCAeCSryw2WzG0NAQOjs7Zcs+MzODSCSC0tJS0XHweDyYmJjAlStXBCZFwRhqFxCyxaGbzWbDa6+9JgJC1PmgzkNBQQFMJpMMFnk8JKJQv5muG3zQaJSbk5MjaAVqLS8uLgoGmltIqhRmZWUJSsZut6O7u1sGpeyxUpmPOFVuwZ1Op5g86PV6tLS0CP6c30enEs4feC1NJpMQXEpLS2WCz7lEIBCA/k2HlAsXLohsK8WpKFtLHRL2S202m9Cj2Sdlf5xbca/XKzom3IK3tbVhYmJCWhOUx2XvdmJiQshRbDXo9XppB5w4cQKBQAA9PT2yY6JRK1mThAzSOQWALGjl5eWorKwURiLNg/Py8tDV1SUiUH19fZifn4fBYBCJAJ/PJ7ZzbKtwtlBcXIypqSlh+Hq9XrnPl5aWkJ2dLRBMOoJnZGTA7XaLtC/bGFRKpAuO0WjExMQEOjo6AEBMEEi48vl8sNlscDgc8Hg8uHTpkhiNkER06tQpmT1Eo1HZnWZmZmJgYEBaM5QBpjcrvTANBgPGxsakoHI4HHJ+iKTx+Xyyg9hphb1lsv5f/+t/ob+/Hw6HQ4ghyrh48eKOvvxWBfUoiIMuLCzEwMCA9NcI4wEguhCkdXs8HszOziIUColP4/z8vOj/kgadm5uL6upqYbYVFhaKC/PY2JhoN7D3RlQHdYOp/kdWVjwelx4wh1d8KEwmkyiIEctLQgu3eMT8lpSUiIIb+7gUlaqtrUVtbS0ikQhef/11qRZ5rBRvYkVHSjcp22TzBQIB6WlykEVVOYosUbOkpqYG1dXVCAaDMqClngOxtPF4XNAn4+PjYqxbWFiIqqoqceFRsu00Go3ApTg4JXZeiYd2Op3QarXo6uoSpuX8/Dza29ulwqalHdlqlGxlv7W6uloYp5wZUJWRmsf87tzc3DWytxy+EcXBISR3SQBE0ZF4cpfLBbfbLUiOkZERtLW1YWpqCvPz8/D5fIJS4fC6pqYGg4ODAtdU7rRmZ2elHefxeATaRl/LtrY2gWkmEgn4fD5hTKbTaVy5ckWMkGnoazab4Xa70dXVhVQqBQDC9KUzDzVnOBdia4KvIYZe/6bPJDHr09PT6O3thclkWuPOQjmHvLw8TE9PY2BgABkZGTCZTHLvkXxjsVjgdrvx6quvyg6O9mV0kyG+vaKiAqlUCmfOnEFDQ4O0OKkbzgWVbSeqHlZUVAgdPhqN7phyvmWyfu9737ujD3+7BvUM/H6/DLsoJM8BGauC3NxcSQiUg+RNajAYYLVaxXWCvWdqMFPLgP1pYqypecC+JW2Z/H6/SKgCq+abhYWFaG9vl+Scn5+Pnp4e6PV6cV3OysqSZKEkIcRiMTgcDgSDQQwNDUnSNBgMMv1nEif5YWxsTHDVJ0+exNmzZ4UUQe0Fh8MhpAwyK48cOSLoBb/fLz59SnIFe50NDQ2SMIjNHhgYwNDQEHw+n+hDk/1JA2KK1WdlZYkm+OLiIu68804MDg5KX5QGEezXU3+bFTPpzWx9EIJXWFgoJCVuZ4lTZktifHxczI8Jh9PpdBgeHhb0UDwel9YIHeEpYbqwsCAJtLi4GKlUSnSXWXEqh23U4lBqe1OmlW5GPT096OjogE6nEyIKE//ExISw9wYHBwU3T8QTd1PcSXJYvLy8LJZZNECgUzrnMmxnTUxMwGazCYGFmGRW6NwZ8ZzR99JqteKuu+4SBUOafgCQ5MnrGYlEBMI5PT2NM2fOiKQw0T78fCJrZmZmxCsVWHU54rPKdhkHilqtVnRSCCRguxKAYPDZg1fC/oaGhmReNTIyIvc1F56SkhIZNO6kut4yWf/+7//+DX/w2z2ouEbNaofDge9973sAIFArVjyBQEDwntQPoK0Q8bocGnHybrPZpG1AxTefz4f8/HxYLBb09fUJxpuDTOr0Es9KCVH6G1JvgS2Mnp4eVFVVCVmE2Fbe6AaDQQSFZmdnxf1aSe92OBwYHR0VqBWhcoQNtrW1CSSMBqZ82JuamlBeXo7JyUnBmabT6TVMOvaTSbkl662srAzl5eVYXl5Gd3e3IEh6enokGVE0n3rFpKhnZ2ejr68PJpNJtvtMAv39/WKIy8FuaWmpSG+yfZNMJmG322UbXFBQgJ6eHsGoc5BIzRKHwyF+mRMTE4Jy4VCyuLgYo6OjGBoaEg3k3NxcBAIBEcJKJpPw+XxS4dE/kYQqbtHpbGIwGESfm2QdHnt7ezsikYjgjplISkpKpGInooaWZiwEiGfneRsaGkJlZSUsFovoupA4Q8z2mTNnMDs7K0NpDny5O0skEpL0Y7GY6NlQFyOdTqOtrQ2FhYXwer3ChAUgZhtcIMlgBSAiSrm5ubBarULnn5qakhaEy+USfDddzblwLSws4OLFi6IvnpWVheXlZWmh8PmJRqOi3EiEDd17OBvi4hqJRETVMhqNYmBgAAaDQXYk1Lvv7OxEU1OTzFV2Wl1vC7p34cIFdHV1ISMjA/X19fteFwSAJAB6E3Z2dkpPEIAodBFfSWH3WCyG6upq0Taenp6Gx+MRDLbP55NeZFNTk7CviEYgyiMnJwcOh0No3vF4HOXl5ZiYmEAgEEB2djbuv/9+dHV1SUXNypvbxPHxcZw4cULoyePj4yKSX1VVtcbglNt2Vpnsd7a3t2N8fBwNDQ1yI9IEYGpqClarVdiTs7OzAqfzeDyyILHPR3QGRW8oC8sJPKvTubk5mQtQx4NCURwExWIxUYkj+YiLldPplGq4r69PSA6RSGRNVcwHnQa5RA5wus/KyOfzSQLig8lFdW5uTkSxysvLMTQ0JGpvNGtgIqSOCT+fQ1itVittjoWFBYyOjmJ6elpEieiB2Nvbi0gkIjhtDpu9Xi/C4bAkNQ7ygsGg4MOJ0wcgfWin04mMjAyMjY1heXlZwAJcjGgvRno6e7dMfHwG2CozmUxyP7Gdw8KChQwA6alz19fV1SVoJ7I1x8fH5f5k7zozMxOlpaVobm5Ge3u7DFvdbrc4nF++fFl2H7xeJB9ZLBYh15CqT6arVquVXjVRMOzjG41GMXYoLCwUL04StMgWzsrKEvXN5eVl2VnQGZ2FAOGNXBh5rqhgeKOxZbIeHR3FL/zCL+Cll16SRv/U1BQeeOAB/NM//ZMQAfZjpFIptLa2CpwrGo1KAvd4PILjVbL9CHvTaFbdtOlC7vV6hWJMs1fqIpMUodfrUVpaKmI3BoMBTqcTHo9HIF92ux2Tk5PiXsFhXHZ2ttgQKb3sOHisr6+XB4ewIq1Wi8uXL8u2WKfTCQKB8qVUXSMCgrAx9oy1Wi0qKysxMzMjA1O6stC5enJyUrCl/G/qRxAyRs0PSk6S+dbb24t3vetdMBgMIgKVm5srmF0yNlOpFNxuN0ZHRyWJ8vdYLBZ0dXUJgQWAzAiUOxti5gnNpJ41d0j8bFq8keVYV1eHdDqNpqYmWVQWFxdl0eL/ZfuJjFBK0xK1A0DkQLlgV1ZWQqfTwWq1YmRkRCCEXDDYE21sbITT6cQbb7whmt6sxrmoEVJH1TlqmVMEiy4qJK6w6s7Pzxe24PLyMqqrq8V8IhAIoLS0FCMjIyIXTMeWoqIiWCwWeDwetLW1CYWfLTlW90ofSyYypXkEFxuSXkggW15eFujn0tISjh07hunpaUnMdO2hVjfPAS29JiYmoH9TxZKMSuXOkJBbOs5QRuL8+fOiJ5+Xl4eRkRFBNdHvkZhuzpyMRqPwBhYWFuTZIrRW/6akKudgNxpbJuuPfexjmJ6eRkdHh4D9Ozs78cEPfhBPPPEE/vEf/3FHX34rg/TjhYUF0fs9duyYaB1QQIiCQgxW34TpUINhcHBQHCX4EPOBmJ+fF4oq9RdITx8YGEBVVRVaWlpEkhRY1WYOh8OoqKgQVERzc7Nsedk7JmLFbrcjHA5jcHBQtqesXCkYNTk5CY/Hg1gshvb2dpHrDIfDaG1tRSKRwOHDh6HRaBAIBMQx3WAwoLKyUqoMJsOsrCxUVVVJZdTa2gq9Xo+xsTH84Ac/ELlPiukQvriysiKymQUFBXC73bJIGQwGuN1uUacrLi4WBT0OH6mrTUEm7gJYaZG0QBo4McKsACsrK+XBot51fn4+bDabVI5ms1m28BkZGQgGg+JjaDKZAGDN5/n9fkGxsF1B70H2cJeXl1FWVoZgMCh63cQ+E6HCvik1XMrLywFANDAo9DU6OgqbzSYLg0az6hFZUVEhaJmOjg74fD4YjUYZUI6NjclOKZ1Ow+l0orGxEQMDA3KNqInCIoFkrMnJSYRCIflNFI9yuVwoLS1FNBqVRX9ubk5w+lVVVTCbzVhaWhKyDIfBPp9PhqxkphJ9MTg4KO49Ho8HDocDDz30EDo7O9HZ2SkYabaZSF2vrq7G5cuXRRTq0KFDIhQWjUZlBkM/S9qL8ZopNeM5bwCA2tpaKdQcDgcuXbokBgP0TmVBp9VqBbGVTqd3xTR3y2T9ve99D//xH/8hiRpYdQT/67/+azz00EM7+uJbHURfEOVARqLVapVERQ1jJmWbzSZkEV5gpUIb+4Vk+9lsNpjNZrS3twub0G63o6qqCqOjo+jq6pLKiFhQ9n95LFTtC4VCMJlM4mKRn58v7sxkOFJTgU7qZrNZEgbpw9yy+/1+JJNJmdazZcEtLCsKUrkJu6P0KivR5uZmQT/09vaKzgIHQ9xSms1m0bvmbqGqqkp0MNxutyTZZDKJ8vJy0WaZmJhAb2+vCOiz31lZWYmCggJJRJOTk0JcAFbbL2TzESXAwZDD4RBoG7Vg2F+vqKjA8vKyJLCGhgYZ2LHPnJWVhdzcXNhsNjQ1NeEd73gHXn/9ddEX5z3CoSyrWKJDDAaDzEays7Ph8XhkS0+KPJUJiVLiMJSDQ5I76AGZm5uL/v5+RCIRuY9IKqJVGgffRB0x+dDRhqxJDqfT6TSam5sxOjq6ZshLmBzx16FQSLQ5SM7i+VlYWMCFCxeQn5+Pmpoa3Hvvvejs7MTw8DDMZrMIN6XTaYTDYRkUsuVHNicFtsrLy6WCJ0mGpKz5+XkMDAwgMzMTJSUlsFgs+M53viMEm/LyctFj533hcDiE/KXT6VBTU4PJyUkhXpWWlsqOsKqqCpmZmaKxkpGRgYKCAhw/flwkVKkPozz/nJHtJLZM1uy9rQ+tVitwnP0YyWQSfX196O3tFSwnt0S0JWIvjSgBYih5oZLJVUdj/hvFXCbftAjiljYajaKyslKgcoFAADk5OWhtbcXy8rLABNvb2wVuRTEbt9stokhcwSnlyM9n+yAvLw9lZWWYnp5Gd3e3CEc1NjaK1GdfXx+i0ai4bXu9XqkI6QVJiBMp2DQGqK6uRiQSwZUrV5CZmSmLyODgIGpqatDd3S3U6fHxcelfK9mLyrYQ8eq9vb1CJKJo0sTEBDweD+rq6rCwsIDe3l6EQiGYzWZhazY0NOC9730vwuEwXn31VaGG02pJaWAQCoVgt9tRVlYmDNLs7GwMDw8Lisfj8Uhf2e/3o7KyEg0NDYLcIaGEkgRGoxHFxcUoKyuTvm92djYaGhqwvLyM1tZWRKNRlJaW4vjx42LzpdVqxY27pqYGFotFUCLBYFD00F0uF2w2m0it8lyyJ04CF/vYlNjlcG5oaAhlZWWoqqoSkwy2EbjjYi+VuuNTU1M4c+aMXEc6F+Xn58v/z1aPEn/MAWtubi7sdjuMRqPIyPJ8s+BZXl7Gq6++Kg7yVVVVohK43kSXBYJGo0FHR4f4n9IYmZLGk5OTGBgYEDQSMdnkN/A+ULaHKDeclZUFs9kMu90uWjSUNdXr9airqxMd93Q6jYaGBoyNjcFgMODOO++UNhN3xYFAAH19fSgsLAQA0Rq3Wq1768H4zne+E//1v/5X/OM//iMcDgeAVUr2Jz7xCTz44IM7+uJbGe3t7YIY4CBBKVJPIgmJHhyc0GCUiAP6EWo0Gtx9991yEW02m8B02N8ku2xmZgZjY2NIJBJCS6WVFGGDsVgMfr8fQ0NDmJ+fF+wuEQrcqiqroqWlJZETZb+ZTiGsKJTwKYrjs9VBZAVXf+4YKAsZi8WEHVdQUIChoSGxzyICoKSkRNiNdLbm0OfYsWOYnJzEHXfcgXg8jkAgIPRfMg0n33SQZg+cOOsTJ06IbnhGRgai0SjKysowNjaG9vZ2ZGZmoqKiQvr2XFSXlpZQXFwsrh6szKLRKEZGRhCPx5GZmYmZmRkhr3DAxAeM21uyV+mETsGl1tZWQQdlZmZicHAQgUAA8XhcBL6ysrJw5513is8nWxqUkvV6vfi///f/QqPRwOPxiDN3dXU1srKyEIlERA2O2iQulwtarVZaM+z3UlcGgMwM9Ho9zp49KxDN2dlZwYgT+6/RaDA4OIjs7GwYDAYAby14LD6ok7G4uCjmDTqdDtFoVHZaxG8XFhZK64fORqy2aYoRiUTkmauoqEBhYSHm5+cFDRQKhZCRkYGLFy+KEQd3BZzfEN0Rj8fFkDoajQr8lQgPPmuEY9Ib1eVyITNz1bmdMMr+/n7pgfMepOAWMd92ux1utxsA1tDYySQlKoTa8XtumPtXf/VXeOSRR+D1euF2u2Vy3tTUtK8NCZR2Sux30kwgHo9jYmJC8L6HDh0SAX8iQjh1n52dFcwxxYoY3JoTnsSkoNPpoNVqZWA2Pj4u1lPsFRPiR++9SCSCw4cPo6OjQ+RSAYgJKLWeqctBpInH45Gt6+DgoCRSsuvGxsbgcDgwMjIiU/KGhoY1SmbcEtO3rr+/X6brbEXYbDbBAs/Pz4uYEgAhvtD52el0yvScibqkpARDQ0NIp9MCmezr6xNERDKZhMViESZdU1MTVlZWBNZXUVEh2FkasXJB0r+pqa1UnmMCNBqNstOgmhrZrMRWc5o/MTGBiYkJ2QpPT09jbGwMqVQK3d3dUlkRp0t9Cb1eLwgj6hwzUYTDYfGRDAQC4qjDe5Of43a7hRxis9mkb22xWJBOp4XwwwEgrzuRIC6XSxA709PT4gvq8XiwsrKCjo4OSWjst1LigKgX7ljotWk2m5FKpQRpwp770NAQqqurUVNTI8VGQUGBmA34fD6k02lRcKSgPwfflHLgvZeZmSlwR+pnk/VKWQbizwGIqiAFr6i0uLS0hCtXrmBlZQVlZWWorq7G+Pg4urq6AED0gaqqqsSpiaSpK1euiGoifSqTyaSYc3CnyXaQ2WyW30nv0d2ILZO12+3GxYsX8eKLL6K7u1tsvd71rnftypffqiDmmVAheiJqNBqR2qTNEyFL3AbxgWAVQ0gQ8FaC5naWuiJMpLzgVBwjmJ9bOUqksu/tcrngcrkwMTEhA8Xjx48LGWRgYEAGIj6fD3l5eaiurgYA2bZz4SEzkzez/k19YELMcnNz0dzcLJUnxZu4y+CDW1NTI+pxOTk5KCkpQU5ODh588EF85StfEfiayWSCw+FAVVWVuGeYTCaEw2HBjjOpRiIR6VlT2pN6HbRfam9vlz5pbW2tOL0Q+uh0OjE0NASr1YqmpiaBknFwycEj7cbIFuW8gP11DhZHRkZEupUaMkTLkBZN0goH0qQWd3Z2yvuWlpbElILQL+5eZmZmUFBQIAJRtJjiVp6IEl5LDqk1Gg1eeuklDA4OYmlpSXr7lHglwmRpaQnt7e2YnJwUYwqKh2m1WoF68n12ux3BYBB5eXniXkRt59zcXEFTKBcuwtfIJGRPfXJyEhUVFeKC09vbK36fXNy5w6DuOtUeqSVTUVGB2dlZ2Gw2UQfkTIIwV84PeH5oLsGFjN9J1b9UKoW2tjYRyKJM8MWLF0V+mANGYqWVxCGKeuXk5IiHaWFhoci8crZFj09K++60qga2qbr3Ez/xE/iJn/iJHX/Z2yUaGxsRCoUE+E+oGBXkqFgGQPppnOomk0kRHefgh3KYFotFsKzsM7OfPDc3h5aWFtHSJbKBWgn8Pm5vCX1ipVFXVyfTdrLKuN0nhdpsNkOr1Yp10uXLlzE9PS3DIcp/knVIdl9JSYlAu0hooFgRKcGszibfNDw1Go0oKytDRUWFJCIleoGkC249Z2ZmRARrYmJCHLzpbdjS0iL0YrPZDKvVCrvdLhA+stVmZmbQ1dUl54zQvbm5ORQWFuI973mPMCb9fj+uXLmCoqIi1NfXiwwAyROdnZ2yzbXb7ejt7RVontvtFn2QcDgsNGeDwYCuri4sLCygsLBQ3NuJRHA4HCLUT3o/B9n0D8zKyoLVaoXD4YBGoxFSjrJqo6FtcXGxkFQKCgrQ2NiIQCCAQ4cOYWxsDL29vSIPm0gkpG1F0SOHw4Guri7xM+Q9RckBojC4k9JoNGvw9UyCRP9kZmbi4sWL8m/sb/Oe4kCtuLhY+vHBYBB33303RkdHZRfBe4T2diTo2O12GAwGTE1NCfOQKoPsPc/MzODkyZOoq6tDMBgEAJEvICz2woULoo/Oa1RZWYmFhQV0d3eLHRhJSSyA2PK4fPmytERdLheGh4eh0+mEEcqFlVogJpNJWl5kWxL6SoemncaBVN3LysrC4cOHhfI8NDQEnU4nCTwYDKKhoUGoqW63G263Wx5YOobE43GppugiQR1dqssxwXMYR+ae0mSTOhXEwNbU1KCrqwsjIyNwuVxoamoCAEmqRDiUlpaKXrHH4xEdAlYtRASEw2EsLCyIYUJRUZEINLFCovEn/Rs9Ho/Q3O+55x6srKxgbGxMhJ6WlpZk4aHlVFNTE4LBoLRuSB2+dOmSwNJcLhdCoRCi0ShKSkrQ0NAgsKbW1lbpS5eUlAhuOhaLyX1I7CtRE9///veRk5OD++67T1yzXS6XaBzzehPbPD09jQceeABGo3FNa4CVNwkX1AFngkkkEoLWoXu2RqMRliMTGQA0NTUhFosJ6ic7O1vQDKS6U3OcTD320y0WC+LxuGydaQ3FXvaPf/xj0USpqqqS3Rx3IUxYNFfgIsqKcWlpCWazWZJLLBYT1AaHbVz4WckSo8z2GdFSCwsLaGxslIHawsKC0OABCDGF0rp5eXm44447UFBQIB6i0WhUdEAIv+ROl/h1cgrIJC0sLBT7OafTCZ/PB41Gg2g0KkqRhNFRdIw7Y3IXqLsSi8UEo84BP7HnbKFRLz07O1tyBIfytJWjTg8hvZwDsR++504xt6vqHgBBapCtRuKCy+USTG1ZWRkeeOABEVtipFIpRKNRSdRMYKRS0y9udHRU8M4ajQbDw8NIJpMwGAzSj5yenobJZBI9Ym4frVarVHfxeBzBYBBHjx5FS0sLgsGgIC6og8CKlrhXQvGocUzIWGFhIcrLy1FaWiossezsbBFwIjbcZDKhvr4eJSUlsoVLJpMijMNj7+/vFyF+btGnp6cFSkUVOq1WK5Ayi8UiyAC6yFA+s6SkBAMDA/i3f/s3lJeXIzs7GyMjI1haWsLhw4elWuIwl22oUCgEt9uN8fFxNDU1yZA3lUrhypUrkgyzs7Ol7WK320Uon9tsDmRzcnLkc9lmYJuEu5+RkRFZuKg1AkAQFvQizMrKEq2SVCqFQ4cOie5Ff3+/bLPZ566qqhKMN2n0wKogFRccwt3YryVm3GKxSJXNtlNBQYEsRLSzY1uLx0ntEup7ZGZmynBOr9fLEI+OQLyPBgcH0dDQAKPRiHA4jKWlJZSVlcHlconWjtPpFLcXOtGQzbe8vCwYaDJG8/LyEA6HodPpUFVVJVRwsg2TySQuXrwojjgUVPv+978vcyKHwyFtEkIGidYikoYyDPF4HNXV1VLJc0g6NTUlpDDOHgwGA/r7+wVrz+fcZDIJOMBoNGJ6eloQIXtuPgDcvqp7AITBBqwm33PnzsmArKysDGazGceOHVuzIjJJE+FBMf1YLCbby3g8jtdee02gX8PDw7L9X1hYQGtrKxobG2G325GTkyM6Euxvs4IgNpYrNbfSACRhElZlsVjQ3NwstGkA4ndID0KlGD7dyA8dOoTm5mb5TU6nU2Bk1OCm4QFp4qFQSHq2pEUzUU1NTaG6ulqgnW+88Yb0UIlSodIhKbv6N/3p2IIhimRpaUlcpz0eD3p6ejA4OIjq6moUFhauITdoNJo1ioNer1euVXFxsfSWCwoKZBGxWq1CXZ6fn0dfX5/05vVveiaOj48LLpkwSrae6BJvMBhkMEczVofDgUOHDolcAVsr7ANHo1FxMudWmSxWzie44LHy504mFouJ7CvJVYSnraysYHR0FEeOHEFhYaGw/Kh/wesyNTWFaDSKqqoqGAwGac8AgMfjQTQaRUdHBwoLC1FaWgqr1Yre3l4hijU1NaGzs1NwyDU1Nejs7JQWCElAJJZQ+nVkZETyCK8XW4Q0AiE6hVUxhaeamprQ2tqKnp4eWYyIZ06n0/j3f/93zM3NCcwwIyNDDClsNhve/e53IxaLobW1FclkUpJ+c3OzcCKi0ajoxbvdbplrVFVVrdnVUuKXyoEsNNgqDIVCQuV3Op17bz4A3L6qe+uDmhEcqDHBAWsTNBXqWOHk5OTA6XTKxSouLhYhJaIXurq6BP+q0WgEhaDVaqVnzIqMBpv0fqOpAAdGRKEo6cFKmCCrQa1WK5P2SCQik2r2LKm3zW0eYYW0M+JnExM8Pz8vhBLSsIlHLykpQTgclqrb4/EgHA6jra1NYJHccjJhEgOupOCylbSwsCCV1OTkJJqbm7G8vIyamhrMz8+v6YHPzs7KAJYDP4vFguHhYcElA4DRaITJZILb7Zbf1draKpCr8vJy+Hw+oWdzCMvBcTweF2Ner9cLvV6P/v5+Eb+nca/H45FzQxIPzzHhjnTHoaYEBY7cbrfMLbgbCgQC8Hq9wuakyBPdfcjyo/kuSSQcEOr1etx9992IRCKibHfPPfcAgLRA2tvbRSSfg0K2DgAIdZpDOvaMGxsbhakZCoWEe0DHF1bGw8PDsoOimBdfE4/HBe1DDDvdmMiYJTqLcDiKOLE9kZWVhUuXLqGrq0vU7TjArKurEx4EdzC1tbUIhUKyeBGuyaE+23dGoxFOp1McYAjHpCDa1NSU/H63243m5ma5D4hk4QJIGYs9I8XwxvmVX/kVwRPezkHVNA6O6GwBYI1Q+ujoqBAAFhYWRDBncHBQsLUkWuj1etG65YWl2zS1jg8fPnzVpNhut0v/kTAibh1JLtkoTCYTTp8+vcaxhqgKbs9I36Yu9tLSklQbhBo5nU4x+VRak01MTIieBnUgqE9CZ2NDZgAAPWlJREFUOGE0GhWPP6vVKjuPjIwMNDU1IT8/X1x3nE6nLA7UZKGZAq2+OPCkYwqdW6jtkk6nUVlZierq6jULrs/ng1arFZIGGZ3sT0ejUanwpqamRA+F5sB5eXmorKxEdnY2zp07h2AwiOPHj8NsNqOgoAA1NTVwuVwYHx8XWViigyhaxOTGxdhoNOKBBx7ApUuXhBpPyBstzQoLC2XxSyQSqK2tRUVFhQyyqXoHQAqKhYUFXLp0STSU2fZaWVlBT0+PqMQVFhbCarVKK4P9efZb6S06Pj4Om80mO2m2iDiAI0TPbDajvLwcAwMD4jxDETAWQPx8qtilUikhfBHvTcf7/Px8WWS4YHJWQQsuKvxxNxAMBmUASgST1WpFbW0tjh49KrOI3t5eQVTV19fjzJkz0jqqqKhYw7jl8D8YDOLKlSui1UJHqFQqJSQ2ituRSUnHnGg0KgXMnutZZ2Vl4c///M/xwQ9+cEdf8HYPVs6UQ1RKhvKmpcNLXl4eQqEQgNUHhOJKvDhjY2OCH+U2nZRWTswrKipQV1cnF3KzC6jRaOB2u2E2mwXWRxUvaicrK2IK3FMMfWhoaI2HHB9eQpVoLEB9BrvdLigUJYCfQ1SiSmhtZbPZxGqK1SqHU8CqrgTtoSoqKlBbWyuT/o3cntmWIVWdA5qenh4R22LVPjY2JnZd5eXl8Hg8UuFz6MktKgAZWObm5iIzM1OUBbkQUhbUZrOJLjiwuoDQTFiv14ucQDweF1geB1m1tbWyuJLZR23lmpoaUT388Y9/LDsKi8UiLafl5WXEYjHRDz906JDotlDjhAbDCwsLUuE6nU709/dLPzg7OxsXL17EkSNH0N/fLyw/OoXPzMyIuQXbaexBs03FhXh2dlZo8BTwIvqktLRUWgHEP1ssFjk+yqlWV1eLDg+H14FAAGazGc3NzcjPz5e5Do/p+PHjkmAdDofADIG3djtcPNLpNI4dO4aioiKp4isrK3HkyBG5riSokEXM2YPT6RToJiVl6ew0MzMjyLCZmRmBFFZVVeH8+fOIxWJoampCTk4ORkZGBKLKmQcHz1NTU3A6nTtW3AOu0QZ58MEH8dJLL+FDH/rQjr/o7RpsYZDqTGssTognJibEAYRtC6XLRVdXF3Q6HRobG2E2mwVK5PF4xPmEinQABJKmpNJuFhyCssfLpMthUXt7u0zo/X4/Ll++DK/XKy4qhGD5/X5YLBaxwFKKU/E4WP3x/zKY+JLJJEpKStbIkLK/R6U3bnedTqfIrVKf2GKxSG9ws9BoNCgrKxMbsZmZGdhsNpSWliI3NxcajUbMVpVbbRKSqLRGLRQuJKziWRkST8uWgdVqFQYaB+nLy8siDepyuaTnTEPfo0ePYnZ2FvPz82hqaoLJZEJbWxva29tx+fJlXLlyRXw+qc5GpuPhw4cFbul0OlFSUiJwMmqCU0+FswC6wNBVvqGhQSpu+gRydtLf3w+Xy4X8/HzpZ3MGQZo5CSqkkC8vL4vxMGV6qR/C4oMoESIqhoeHhRru8XjWQOw0Gg3a29sFacSExt86NjaGuro6eL1enD9/HhkZGeIan06ncejQIQCrVX1VVRVaW1tlrpCXlydFDrHOOTk58Hg8aGlpwYkTJ2QnzHadUktnfHwcHo9Hdrl0meGCBbxV0ScSCWmZEA+fSCTgdDqFS0FzDJvNJgtaIBAQSDDVC3caWybrhx9+GJ/+9KfR3t6OI0eOXDVgfM973rPjA7jVwQcYAJqbm3H+/HkAEENS9j1ps6RkkJGaSywwe1zAasV+/vx5EeohTKukpETQBtc7JSa9F1itiDn9Z7uGw0MePysnJlNgdXFKpVLo7++XXiqrUprKcicBQCjtpA4zoRYUFEgrhQQM5W/i4I/6MolEQvRMtorGxkax1KK2BA0fioqKRLltcXFRXNr5PpIVlpaWZLEklIx46UAgIBKtHF7SLoyqe8RvE3pYXFws7ZjS0lJUVlaKkA+wuqApK02iNShFGolEJJEROWOz2YTlRkszolfm5+eF6jw0NCR+gFSZM5lMCIVCspAFAgFEIhHp/9NXkgNcSino9XpUVlZKYvvhD3+IsbExWCwWWUw5uGT1yQrW6XRieHhYCobc3FwMDg5KP5uGG2z1FRcXo6mpSYyUU6kUjEajME1JOkmlUigrKxNyDf0L2e6Ix+MiY0vDaCI6SD9ny8vpdOLIkSPIzs4WqYDTp08LIunw4cOyA0wkEtL6YOuSA0qtVivUdzq0UwNkeXkZubm5WF5eRjgcxvLyMrxer9zXfC/lGnp7e5FKpXDs2LHretY3ii2T9W/8xm8AAJ566qmr/o0U6f0eyqHcysoKvF7vmq0WcZIAxC6JWyaTySRVxvptDllL7IFRBczj8Wyrd6XU22YPlDZLbFdQn4LHW1tbKww7i8WC48ePr4EdUtFsYGBAhmmsvChkRCgdg7+BinBVVVUyOFMON9cH++7ss05PTwvmG4BU4evfz2EMt5J04mYl7PF4MDw8LCgbtiGmpqbgdrsFNUE9C9KRlcGdhdlsFudwHlNnZ6f0V3/2Z38W6XRaYILZ2dmoqakRAgdJPbyPrFaraGwvLCwIsoEOM263WxAffOgBiCkFGbJkyQYCAUnabW1tGBsbg81mExlaKkN6vV4xmKW+S25uLg4fPixIkoqKCtTX16Ozs1Puqbq6OtTX18PlckkbJplMorW1Vap4pWASTQ6YdOfm5qB/0/6KSJjy8nK0trZKsnS73TCZTDKo44Lf1NQkphKTk5NiQEtd+e9973viUt/X14dEIiHtLsI3DQYDampqcN9998lnxeNxafGRCEObu4GBAVkgeL0GBwcFRQSs9sa9Xq9I2PLYjEYjqqqqMDAwINeGrTrq1iQSCdjtdpkJ0DWKHqA7jWuq7t3uocRbU7c3GAwKy45DMMLiTCYTuru7EQwGkZGRgcbGRkk864MyjEQrkDp9rWCiZi+SBBey7dijbmxsFJ0JYDVBkjVGnRFlQiSihZWQUtKSx0V2pfL8sAoEVnHo3D0oseYbJW3CI6lbQeEhfs5GgxdlW4psTZfLJSJEzc3NgpZhz5EtKrvdLokmLy9PFgf+duJvOVCjoBB3POfOnYPNZhMNkRdeeEGGSoQYBgIBuN1udHR0CHLAZrPh7NmzQpcnXZ89T7vdLvh6kjzI8iO2mQ4n1Eypr68XIwfOK5SWXCsrK3IPTk9PC7aeA2AOkQ8dOiQ7ssuXL0tvmDrg9fX1sitiC6m7uxsulwvT09PSyiorK0NtbS26u7tFj9zhcIimiE6nQ15enuDK2ecmvn+9sFkqlRJ1S+L7qeRIk4q5uTkMDw+LzgxZ1U6nE3a7XQwmCBGknEIwGBRt7L6+PjF2iEQiktPq6uowPT2NgoICJJNJRCIRzM/Py5yIUDxqvhMdw8W9tLQU6XQaRqNRoIbpdFpo9eRtAEBDQ8M1n/ntxLZsvW7nYCUXjUaFMedyuUQXhImEFTg1j48cOYKVlRUhWGyUhEmddjgc0gPdzgrLh52sMACCp04mk+js7JStfnNz85oFR/kg0KCWMD0OWKinwQEpk/36RYdT74WFBVFv40JAAgT759QeaW9vF3hTY2OjqLSx1cQpP4ANdyR8bSqVgk6ng9/vlwRLHHhVVdWaJEb5TmqC08ABgKjpESM7OjqKQ4cOiXoa2z+kp5P6TBYgWwGzs7OCCabX5dLSkmhtAJCkRXceZQ+fYkXV1dXSxiCxRafToaWlBWNjY6ivrxcSzvT0NJxOpwzFjEajJDylIBYhYnReIWSS5hXE1afTaUEslZeXr7FXAyB6NQaDQYqArKws6HQ6/Ou//qu04MrLy6UFRM1uDq8jkYg4t+j1elFjbG1tRVFRkdD9fT4fJicnEQwGBUVDjH9BQYEM6ugEz/PJRa6iokJQPCwGlHDDkpISMc3V6XR44403RLyKfXnOY9LpNHJzczE+Po6pqSlcuXIFqVQKk296m1JCloNkskqpPBiPx+F2u2Gz2XDu3DmMjo4KMYqKg7sRG2aOn/qpn8LU1JT89x//8R/LDQmsbi/q6+u3/SXPPPMMysrKoNPpcOTIEbzyyiubvvZDH/qQ6AMr/7dbq9NGwWqOehZjY2NXJRLiUNmTs1qtAoIHVpNCOBy+ajey2eBuq6BuAavf/v5+0ZVua2sTTKjf70d7e7tUsF6vV4aXVCGbnJwUxbni4mIkEglJcHl5eSKTycTLRUdZ3bNHPDk5KeeEOxHgraTb3t4uVe38/Dza29sBvIWh5nnYbHFQvpYysjqdTiRYGXScLy0tlb42j1v5XTQUiMViSKfT0lIJhULCSrPb7cjIyEAikYDBYBAse0lJCRobG+FwOETIyG63o7KyEsBaj062aWiEUF5ejpMnT+Lhhx9GfX29qNBVV1dLhe5wOGQhp5zA9PS0sBiJS56enkY4HEZdXR3e/e53484778SxY8dw8uRJYR5aLBYRV5qenpYe6ujoKF5//XVZkKemphAIBNDf34+RkREEg0GMjIwAgLR2pqamRIyICbmvrw/Dw8Po6enBxMQEzp07J9BM+oh6PB6B3JGYNDk5KXoyIyMj6Orqgt/vFzncgYEBWdiXlpYQDoeF+OX3+xEKhaTdUFBQIAVDUVGRaONoNBp4vV5RVgQglHUuGv39/ZiamoJGoxEUVjQaRTwel98RCoVELyUQCCAWi2F2dlbEr/geShGQ3HXXXXfhJ3/yJ9HY2Ci+nlVVVWINaLVa5Z7ZaWxYWb/wwgtrEtWf/umf4hd/8Reh1+vlZPT09GzrC5577jl8/OMfxzPPPIO7774bf/M3f4OHH34YnZ2d8Hg8V73+L/7iL/Anf/In8t/JZBItLS143/vedz2/67pCiRJQetRptVoR8SFUjlUvxZvYLuHWLxqNorm5WSpB9umISFjPglQO/vg3brsJBaysrERlZaVUs+x1ApDptTKUfXglTC8nJ0d8/5Tfv1G1r6zumcCUUpnK72DSZfUJQBiLwNpWk91ux9jYGAYHB6X6VgZfSwNVkoxY7Spfs147nP8WDAaFnUjlM2532fMcHh4WXQyyT++55x6EQiG5pnfccYcIHAEQzWOiB+hFOfmmQw2x0fSx5KDupZdeglarRX19Pe677z5xBqfeDKnUFEvigqPVatHc3IwLFy5I64YtlZycVRduCjSRycdefm5urrTo+vv78corrwixiq0GAGu0LTiQJIsxEolAr9djcHBQKnr+RvaPlbtPcg1CoRD6+voE5sl2FouhtrY21NXViXEBk7pSS5uWY0VFRaJgyNaHTqfD6OiomPU2NTUJU5Qa1cXFxdLXpmEHbfzeeOMNHDlyBI2NjfIcW61WJJNJ0VSnQcPMzMxVRLdkMinQP7b5gsGgDNyVmuINDQ3yTOw0NkzWyq3qRv99PfHUU0/hwx/+MD7ykY8AAJ5++mm88MILePbZZ/H5z3/+qtfTcYXx7W9/G/F4HL/8y798w8dwrWDiMZvNInielZUlwzEO+Nrb2wWaxAk0XcaB1Z4xEzkHbGNjY1I9mM3mq4aG64k3ZKmxB0gNgtHRUUFFkParrOaUyV6JvyYKAVitNInZ3SiUnzM6OgqdTifiRBxaKkks6xcdsh25jecNq6T2h8NhYZmxglYej/K1FICiuwm3ucrXrA+NRiOEJJ1OB5/PJ31mCmbFYjERV6LBBFtChH0pFw26jkSjUdlRsi/6jne8A+3t7TIfMBqNCAQCQsengBRRO6+99hruv/9+BAKBNbs1KtDR4IEKfjQriEQiiEajyMjIQEtLi8gEmM1mUalj6ygzMxPBYBAvv/yy+P8RShmJRMSajnZZr732mtxvNBkBVp9FJiGyRdnbTiQS6Orqgs/nE7Ex7ryys7ORl5cnMgkUSqMKIXcO9fX1MJlMuHDhApxOpyCtenp6ZPZSU1Mjgk3nz58X7DJdXxKJBC5evIjZ2VlUVlbKUJfoLD7fNNYdGRmBRqMR+Cbx61arFV1dXTCZTFhZWZEdA9Ud8/LyRKpgPU9Aadlls9nk/BP2eVO0QXYaS0tLuHDhAj71qU+t+ftDDz2E1157bVuf8eUvfxnvete7dk3Ae6NQJh72n5mo2TtjO0EJVQMg1TgdK0j1BSDSnmQvnj59WloQ/ExWEuzpUpiINwT76ABExYsPLivny5cvw2AwyKKjTICbVfIbBdtBPBZWcAUFBbBarbJjADZOmITdKXvWykilUvD7/ULeUJJoNromZB4CkGppO6Gs8JmolOeDCJLR0VGRgXU6ndJvZqVut9tx+fJl0bqYn59HZ2cnDh06tKaiSiQScLvdUs0x4fX392NwcBA2m0000QkjAyBtJLZTgLdw78pdHgAR8QcgLSf2cykBMDs7i6ysLIyMjAg00WQyScHg9XoFmsbkOTIygsnJSTidTnktC4LFxUXRCqe9nM1mQ21tLfx+v1ipBQIBTExMoLy8HLm5ueIaQ6YjqfFzc3Po6uqCw+GQ+7GkpATHjh0TUa7Lly8DeAttFovF4Ha7EQqFBPYXi8UQDAalAubAtbOzE/39/aiurhZMtVarXaMJbzQa5dqtrKyguLgYR48ehd1ul90gZyGUwOWzypkGZ0/rn6077rhDiiTeA3Su2TO6ubKvqPzb9QY91dYnCFJerxXhcBjf/e538Q//8A8b/vsLL7yAF154AcPDw9d9bMrYKPGwb8ztqNLKiZoCwKoMpHLYRi0Ifsbk5KTAtMLh8BqZRiVJZH1LgUgSisJwu0+tYya9jIwM+P1+QZus77VvVYUCV1fTvMmIxtio1bBZZGVlCZlho+AuAli9iamUt1FoNBqUlpauYVZyEdns+LkYsddPJ/ry8nI5LpofpFIpWCwWGI1GuN1ugaOtP1fKxJ+dverbyGEth5BcJHU6HYxGo7jwlJeXizUXH27qXVCRUElUIgyQA2ma79KMYXl5WQbMJSUlOHLkiGhIW61W/PCHP0QgEIDNZoPdbsf09DSi0ShqamqQm5sr7ZmcnBzpYRcXF6O0tFTIXpcvXxYNGeKxA4EAjh8/LqYSJNUkEglBtkxPT4sEMA0Z+DkWi0V2oVlZWaisrMTU1JQ8K0Q1LS4uwmg0wmw2IxKJCJqE93NjY6PIJlCnY2RkREwaqJtC1iALHxonUACLw9BEIiEzJwAy+KXmDYuNH/zgBxgZGRHzh3A4vEYTiDtiZZG00QB+T+jm6XQaH/rQhyTpJBIJPPbYYzJwuF7q5PpEzyRzrfja174GvV6/qaDUqVOncOrUKTz55JPXdTwbPeDrExG3exMTExgZGcHc3BzKy8uRSqXE9RtYTTotLS3y/yur15ycHFmll5eXZRrORK0kiWzUUiBEiFKYfICnp6cxPDws1TQFlpTHsN3frmRFAkAoFBJ5S8qIXu+52yxYcZCSzQVms9io1bI+1j8w0Wh0ywqfxJNgMCiJle/jTEH5e5SJn1tbti4mJycFLsmWCRc2mlE8+OCD+Pa3v42BgQGYTCYcO3ZMoImRSEQWrNLS0jWqiTk5OZIIWdWyIp6ampLeP4lP2dlvmfUuLy9LD5eMQO6SysvLZejHAoEMy2g0ipycHAwPD4uzCucURUVFosDHSpNDO5JFuAOJRqO4cuWKKOxxcFdeXi6EIYp+8VwrUVfs+xcWFsrwmMJJVqsVgUAAJSUl6OnpEdgdjRPuvPNO8Tnl82s0GgW/nkgk5Nzm5ubCbDZjcHAQnZ2dmJ2dlYFtJBKR54K7C2B1YE/YqBLlROIXZ1zKwmcj1NONxIbJer0eyC/90i9d9ZoPfOAD1/xwiruvr6JHR0ev2cdJp9P4yle+gkcffXTDimonsdEDvj4pMVEQmsReFLGe11olWRlPTU1hbGwMbrdbYFQbEUo2quzZKmAfk2QOOr9QVpO2RtthRm7028lYZDW91eds59xtFjTGVQpGbZXot9oVcNEYGBhAfn6+uOQsLi5uWeFz8MuHjxUQq/f1v0eZ+LVarSR+ak5wG242m9csbqy2ia7gtlopek+sud1uF6iYcp4Ri8VEE534evaLFxcXZecz+aZtHE0BCBmdm5sTW673vOc9YtI8OTkpBUYikcBrr70mdmK1tbUC8YtGo8LW5PCPg1vi7X0+n5w/Dr5dLhfi8bjI69JMICsrC+Xl5YjFYmI2rGytAavPXWtrq6A5ioqKhLHIcwCs3qtUZ+SzVlxcLH6PfF6UutOs5NlaojvMwsKCuNhTK4ciVFQCZJuGUFrlNSY5anR0VFAi4+Pj6O7uFtkKIn52Ehsm669+9as7/mBgddt45MgRvPjii/iZn/kZ+fuLL76IRx55ZMv3nj59Gv39/fjwhz+8K8eijPUr4karHhMFxWKotsVkBWDLqpKVcXNzM0KhkGj3lpWVbasSVaItjEajDF+o++FyuQQjbDKZrrrpt/vbgbfkUDerprd6/25UDDcSvA5UzhsbGxO6+fXEtX6PMvGTAUpYF4W6OJAmyoLkJ2L3rVarFC6EES4uLgpBKCcnR1AWk5OTYgnHipGaFayWvV6v2MoRqkf5AL1eL20xwvuo611ZWQmNRiO60byfa2pq5JyurKyInjPNeglVvXLlCpaXl2VR12hWzYqJ28/LyxOiUG5ursiwUq4gEolgaGhInOuVKnV8loiVr6iokFkQB7TKa0INHu5seT3IhKTeeHZ29pqdXHNzs/xWLvTc5ROiR3Yvd1FUrqTiIRd6XuORkRFMTEwgHA5LYufOhbrZLNh2EntOinnyySfx6KOP4ujRozhx4gS+9KUvwefz4bHHHgMAfPrTn0YwGMTf//3fr3nfl7/8Zdx1111XDal2IzaCnW31WvYNScdlFbtVValMAsoKaruxGdqCvdHi4mLYbDbptW63FbH+t7O63c4AcqP389xtpz1CVTMGF70biY12HtytXE9cz73Aqo+Kctz2076KxBq/3y+DalK5iaigMzfJIg6HA0tLS+jo6IDJZBKcPFEIlAugrjkAqdZLSkpw5coVTExMwGAwyPzkyJEjIkyUlZWFI0eOCBSU7Te2e5RtIWqPk9lK7XAKLBGpNDg4KPrVNBP2er0iE5qRkQG32y3oFaJUpqamEAqFxDmGQlm8t7nDYOtxdnYWhYWFAvFV7uioLWK325GXl4fm5mYZGtIPkombbSnlc8JnkZ/Fax8KhbCwsCC9c9qBkThEuB7wVkHn9/thMpnQ398vqox0YCIrmm3KncSeJ+v3v//9iMVi+NznPodwOIzGxkZ85zvfEXRHOBwWKjNjamoKzz//PP7iL/5iT45pO71Q5Wt5My8tLQkdlQlus7ieJHC9x11cXCwtESWRRRmbJc+Nfvv1TKk3O3fbaY9s55xstye+0c5jO5DE9Z+5Xm5AKUG7kW4JiR85Oas2WHNzc9IWIGkCgJyDpqYmtLW1CcuvoqICbrcbJSUlknxZ7a4nUHk8Hvj9fml/sBXX19cHrVaLrq4uzM7OIjMzU7TJaetFLRZWkyQsEWN//vx5wY0nk0m4XC6k02lxYB8dHZUElUwm8fzzz8Pn8wkZKBwOi0sOz1FRUZEYMIyMjIgNVygUWiMfTLeVwsJCBINBnD17do0AGu8jVrfKZMvzYzAYoNPpUFFRIZK1hNzxeEjn5w6G5C/2p3n+5+fnZUfE+/gHP/gB6urqUFZWhubm5qus/dYHJWSXl5cFq020SigU2pBTcr1xU+jmjz/+OB5//PEN/+1rX/vaVX8rLi7elZVos7gWQmL9a9njZH+Tw75rVWFbLQjXSkqbJb+NIHkbQYM2e//1/PbNzsdG799Oe+RGB4Ybfd/1nF/2PJnglZ+5HgO+nQWHgleUzCQtnQlXq9XKOaCR8frrvL5XziSnJFDxtWzDARCKNrWbHQ4HfD6fOJzTkai+vl5QD1lZWULDJyKH5rnKmQUA0cNhyyM7OxvR6KrTfX19PXp7e9HT0yNEE8qzzs/PY3x8XFT9FhcXRfmPQ3FCD8fGxkTrOzMzE4ODgyKrymqY550DU+XinJGRgXg8LlBWtl0o5MXnk8mYKKnl5WWcPn1arL8IHKiqqoJOpxOt9Hg8juXlZTHWIHFovX48rw/JbyaTaY3x8ezsrJzD3egQHHhtkOuJ7Vbk26kOr5WUlBoZExMTQqXlZ233/cDN6S1vp2pen+jpzK08T5v97o0elK0WHeX5IelkI2ijMq5nwRkeHhbcL5OMEs7Jc7DZ4rb+XqJA1fp75tChQ2hsbMSPfvQj9PX1IZ1Oi7fi7OwsZmdnRbLW5XKt8dRcj0xaWnrLHUY56DSbzdLu43Wi84/VasXAwICwl+vr60VudWxsDDk5OWt2GVxUCgoKRE63sbER586dk53JzMwMYrEYysrKhBFIGQcmS5PJJBBiZRuQLNjR0VGEw2Ehq3BhXP/blQgbqjNy6Mi+v1arRWZmJl5//XVoNKuO9XTNOXLkiAyQqR+/UQHFc0ZIIyUFlAvmTuPAJ+vrgaJttyrdTnV4rcSgFI5if1T5Wdt9/262YbaK62ktMTY6T5v97s0elM1CeX7Wk042OxfbXXCam5sl6bFvzlZCe3u7GP1uVU1tdC9tRmRKpVJiM0blPOqER6NRET5igtxqcaCoFYWetNpVk2d6DgKQAST/f+5KqAFNSvfc3Bx6enowPj4uWGpCP4kd54zlyJEjmJmZQSAQkIEme/5arVZIQPTJ5MKh3GEod0AWiwUrKyuIx+O4ePEivF7vGvlhnsPR0VEAkMRJfRy2g5TSDaTT0+pN2eokUqekpETuW0JP15/zZDK57fvgeuLAJ+sbgaJdK8Fvlkg325pvlBiUdGdKY5IoYLVar5lYbiR57iRupL2y0XlidUQheM4HaLSgfO1WoTw/ysSx1bnY7jnTaDSy5Vaef+peU/t5PZV+uxGNRgUZMj8/L/RqDhlJDKHcrdPphMvl2lAnRnnMlED43ve+J0St4uJi0XDeKFKpFDIzM9HW1oalpSWUlZXBarWKVyUNZwHAYrFIe4VGDSQDUbqWptP19fVYXFyU4SPhgZQJuNZC7HA4RH1Sq9UK6oXv43Nts9nEzMLr9eLee+9Fd3e3WJaxz7yysoITJ06gvb1dFiXukKxWK2ZnZ5FIJHD+/HkZGqbT6TXG08wDu3UfrI8Dm6y3wuleK66V4DdLpMr3cVqtvNDKUCY/JeWcn3OtxLLT3vRmsRNSzPrY6Dwpj1vZf1SyR7ezU1CeH2Xi2Cq2c874+5WGCnSf55Z7s9bVds8dF3Oy74jnzsnJkaFgeXm5eAuSvLIdOr5GoxExK57LzX6jsqg4dOiQ9F+VA/eqqiqRMB0ZGUFlZaWQXdjmIttWp9MJTrm2thajo6NYXl7GnXfeCeBqUtlmwfumuLhYHFloscVzykIgGo2uwVrH43GBYq6/HhaLBYFAADqdTkwTiO1OJBIoLy9Hd3e39NsNBgNGRkYkZ4TDYRiNxj0hxAAHOFlvhdO90cqZsVkiVb6PmNjNKhrlZ22kp7FXyfhasRNSzPrYasFZ/29KSvJ2HujdOD8b3QdK+GRmZuYaivq1WlfbPXdK5it3A+FwGA6HA0ePHhVWqzJRE8J5rePfTA1SGdfq9yuTMX0lFxcXUVpauqbC5edwCKvRaHDkyBGh+1O5br0a5UYDc2XwOqTTafT19YnmisViESr4Zj16ZUJX3iNcWNxut9Dw6fheXl4uzEdKAdDkgMNkWnxRPoLtoN1sQR7YZM3ESecXqu1RNvFGKmfGZoniRvrIm225b1Vc7+Byq4XvWup5xN1Go1FRtdvIpmuvYqP7YKvfr2xdKVs4fM1WQ2N+HyGElG6dm5sTIS3S4w8dOnRVdb8RhHMrRBFp4lNTU1hcXBTomrIqBa7d79doNKKmR90R5e/NysoSs1+K92dmZl61o7yeIkB5b3R1dcnfYrEY3njjDRn2kVzU39+P/Px8LC+vWvFt9NlcxE6dOnUVy5bCT0tLa5U5OWDmueFwdTtM4BuJA5usOTDp6+vDzMyM6OayeruRyvlasRfv2822xHbiehecnVbi13r/Xv7+je6DrX7/Zi0cvmarypvv4aCNv0PZpmMi3e6uYbP7mO+n5RkFj3hur9XvVw7YTCYT4vE4VlZW4Pf7sbKyskaa1O/3o7CwEMlkEktLq84sG7FtbwS9RP0VmgnPzMzIb2GfmPdHZmYmMjIyhLhE/RFeJyZlLmTrnzXlM0jCUzAYlF7+7OwsysvLAWBbTOAbiQObrDfTIFBKjV5P5bydpHGjW/Ot3rebbYntxPUuODuFEF7r/Xv5+ze6D7bz+zd7zbUq781kcreL7d/O8Stjs3N7rX4/38eFZXl5WdAp68+D3++X+5eoGeVnbYba2M7vzMlZlVgdHx/HzMwM8vLyYLPZ1vwWYtiXl1eNeltbW2U4S+0U+q4qj5N6MNHoqjDYRgWAsv/Pc7jb1bQyDmyyJuazrKwMkUhE5FypV70bMLTdTpobLQg3G099vQvOTiGEN5pwdhoUBwqHw6LcRm2Ha/3+zc7RtSrvjX6n1WpFOBxew8LbTE95fYFwrft4s3O72fGvT6w2m030S0pLS2XxUarPcZi+GeqJmuCE4aXTaXg8HmEObzbMVVLlicc2Go3CdlTuZihpSz9Ol8uFQCAglXhmZqY8vzwmqg7Sns5qtV71fG8kn+D1evdst3dgkzXwloAOdXNZGewWDG23gzcU/Rf9fv81H4adxG7cdDuFEN5owrme2GyQSAQG+6vJZHJXFuHNftNGf+MgTMnC2+7A8lr38fVeG34fe7I0i6bQPxcfMhO3g3qiIBOrZOCtxZB94qmpKSwsLIibOH+nkl28mckGf6PBYJDkSlG1sbExaDQajI6OYmVlRdpSPp9P6OE0JCguLhaEjhJieC3U124Wbgc6WXObRogOcZWM60lWN4OEooQjcet1rYdhJ7EbN91e0dsZu4En32qQSOQHr+1Wi/B275fNftN2RMGUx7DTAuF6rw3JIkr4qbIvzN9dXFwshc92UE+8l9fr3G/3GpCEotQvXz/EpgQtfRh1Oh08Hg8KCwvR3d0Ns9ksmPLs7GwhztCejgsG4YcZGRkoLS29JupLhe7tUlwLaXE9yepmkFCUcCRqUGwXAngjcbNbLDcSuwHR22qQmJ2dLfZu11qE96qi2qwQuBkFgjKmp6evSljA1ddgve7JVse1FYxwu9eAIlXKtsV6PfNoNCquOhMTE2LEDUCo4BRdampqEjo/k7/P5xPCT25urjic7xbqaztxoJM1sHWSvZ5kdTNwz0rKMLBWg2Iv4mYng1sVWw0SiYagNvJWi/B2mKs30k661sBS2dNVQvB2O+gnyoS1GQlno+Pd7Bxshr5Qfg7VAwsLCxGPx1FUVLTmdyqt19i2WB/8fH4nZU+j0ega9yJgdQFZrz2dm5uLzMxMuUfWY9qv9ft3Iw58st5KXOhalPCbHUrK8F5X8cDNp6zfqtjod97I4rvZ4rZVxX2jKCLl+5io+f1bVfQ7WTjoMblZwlJ+tlJ5MBqNrrGPUx7jdrD2DJptrIcaKq3X2LZYf0wcitL+i1rT/BsHk5tpw1/Ps7BXhduBT9bA5pode9kP3kncLPbirWJJ3uzYrd+5Hebq+h3ajbZO1rMMmYTYItssCW/2fSxSOPAj7vh60CXKzyZ6xeVyIZFIoKura81s6EZaapudx608N9cPRWkazF2p0nxjKz3z7cB1N5NQ3a1QkzU2p9fuZT9YjdsvbqSHeaNzgfUsQ5/PB5vNJi2yzZL+Zt8XjUbXMPeUuONr/b6NdHY4NARWFes4uF9e3trVfqO4FhZ7K89NJWuUhgdcqPh+MjkTiYScl0QigWg0uqVd3vqF73qVIa83bg5v920eXFWB7ctpqqHGdsNqtcoDvL7vzRYbcH33m/J9er1e7l+tVguHw7Fp0t/s+xYX3/IapVvMdhcOJi2lzg6xz8CqE4vL5UJ2drYk8evZpSqrY2BVd+Na84P1v3dsbAwLCwsoKCiAwWBAbm4uNBoNksmkqBvGYjHEYjFEo1Hk5uZibm4O4XAY4XAYw8PDCIfDSKVS8tnKvKHVasVUmf+92wN5tbLGjclpqqHGdmOrNstuSBDodDq0tLQIV2CrpL/Z9+XkvOU1qhT9306welX6YZaVlQGAJHHl7CcrK+u6+ubK3cD1+pluhzVKaCAAOb5kMom8vDwEg8E1i200+pbi5fpK/3qVIa831GSNjem1wOqK7vP5bko/So2DGbslQbAZKWS730fEhrJnvd2FQ1nsbOSHuZGZwvX06XeCStoOa5TQQJvNJsxEFm5jY2NXVcvr++Bs61yvMuT1hpqscbXCm8/nu8q3b6/7UWqosZPYDfIR2YDrY6e09vXHRks0YHvtgt1AJW3FGlXCMylxyoTudDqvqpa3qvT3Micc6GS90YpPeNF6Hd/rdSrZzeNSq3g1bmXslNa+Pq63Ut4NtM567Wrl8+V2u8Xmi9R+Pm9baZpvdvyqNsgexEY3ocvlQiqVkuECsDrA2et+1LWOS63i1bhVsdtM1t3G76/HdwNrXWfWJ8rtojg2S7rrj99sNgs3g76YCwsLyMvLg16vV7VBdiPW34TA6kWemJgQRtT8/LyYEij7UcoLtNvV736gee8k1J3D/oq3O5N1M3z3ZoXO+udrs13zZkXTZvR6fj8dZ5aWlkR2eTfiQCfr9TchAfKcHHu9XiEaZGVlbXqBEomEGGdutLIDVyuqbZWc3u4Px05D3Tnsr9jtSni3r78y+Srx3ZsVOuufr812zcrPpWnBRs/w+u8nmkSr1WJ+fl764DuNA52sN6MZA9cWfFdeIOI0abgJvMXcam1tFc0Bh8OxrZvzdqd53+47h9sttur33siuaLevvzL5KlX7Nnt21z9fm6E4lJ8bCoUAYMMFZv33l5SUSKLOz89XtUF2I7aCMSl7YBtRUJUXiIpfAK5ibs3PzyMrKwsZGRkYGxsTw4AbOa7bJXjuMjMz5SFQ2yH7I3ajKt7tnaPyeSWaZSuexEbP17XyAIBNHcs3+n6a5+7mPX2gk/VmobyYynaH8uZUXiCC/gGsWdmVSZzSprdjW+N6g+fO7/cD2P6OQ41bH7tRFe/2znGvihvl53KB2Wi3fbOKKzVZXyMWFxeFcbVeJGejraFyZWcSX7+Nut3aGtcbPHfKB1/JKns7x0Eajm70W3ejKt6PO8e3Q2vyQCbr63WA8fv9a1wstoszVX4PHZFv1wf7RmI/DlIP0nB0o9/6dkhatyLeDgvMgUzW1/PA0foLWN32XY+849vhAr+dYz8++AdpOLrRb93v9/R+3hkdyGR9PQ/ctay/thP7+QbZy9iPD/5+3A3caNyOv3Wr3QKlUouKipCbm3vN5/RmP9cHMmNcryzlVhKX24mNbhA19mfs9F7YT3E7/tb1sqZKYSait2gKfK3n9GY/1weysr7e7fdOK8CDtHW+3WM/7gZuNG7H37rRboHPJ6VS+e/Xek5v9nN9ICvrmx03KjCvhhpq7G5stFvg80k2cnZ29rae05v9XB/IZH2zty+343ZSDTX2Y3C34PV6ReeDz6der0deXh6Ki4u39Zze7Of6QLZB9nr7stHg4XbbTqqhxts5rmf4t1sGEHsdB7Ky3uvtizpQVEONWxu34zN4IJP1Xm9fNpo4q6GGGjcvbsdn8EC2QfZ6+3I74lPVUGM/xe34DB7IynqvQx0oqqHGrY1b9QymUimEw2EMDw8jHA4jlUrt2mcfyMp6r+N2xKeqocZ+ilv1DO6ldoxaWauhhhpq7FLsZa9cTdZqqKGGGrsUe4k0uynJ+plnnkFZWRl0Oh2OHDmCV155ZcvXLy4u4jOf+QxKS0uRk5ODiooKfOUrX7kZh6qGGmrcotjLfu/Nir3sle95z/q5557Dxz/+cTzzzDO4++678Td/8zd4+OGH0dnZCY/Hs+F7fv7nfx7RaBRf/vKXUVlZidHRUSSTyb0+VDXUUOMWxu2gFb6XvfI9T9ZPPfUUPvzhD+MjH/kIAODpp5/GCy+8gGeffRaf//znr3r99773PZw+fRqDg4MwGo0AAK/Xu9eHqYYaatziuJ0Ez/ZCPnVP2yBLS0u4cOECHnrooTV/f+ihh/Daa69t+J5//dd/xdGjR/GFL3wBTqcT1dXV+O3f/m0sLCzs5aGqoYYatzhuJ8GzvWBQ7mllPT4+jpWVlav6NlarFZFIZMP3DA4O4tVXX4VOp8O3vvUtjI+P4/HHH8fExMRVfesXXngBL7zwAoaHh/fqJ6ihhho3Kfajc9BmsRe7hJuCs1Y6fgNY42e4PlKpFDIyMvCNb3xDHMOfeuop/NzP/Rz++q//Grm5ufLaU6dO4dSpU3jyySf37uDVUEONmxK3Ez9hLxiUe9oGKSkpQWZm5lVV9Ojo6Karpt1uh9PplEQNAHV1dUin0wgEAnt5uGqooYYauxJ7gQrZ02SdnZ2NI0eO4MUXX1zz9xdffBEnT57c8D133303QqEQZmdn5W+9vb3QaDRwuVx7ebhqqKGGGrsSG+lm7/gzd+G4townn3wSf/d3f4evfOUr6Orqwic+8Qn4fD489thjAIBPf/rT+MAHPiCv/8//+T/DZDLhl3/5l9HZ2YmXX34Zn/zkJ/Erv/Ira1ogaqihhhoHKfa8Z/3+978fsVgMn/vc5xAOh9HY2IjvfOc7KC0tBQCEw2H4fD55fUFBAV588UV87GMfw9GjR2EymfDzP//z+KM/+qO9PlQ11FBDjbdt3JQB4+OPP47HH398w3/72te+dtXfamtrr2qdqKGGGmoc5FC1QdRQQw019kGoyVoNNdRQYx+EmqzVUEMNNfZBqMlaDTXUUGMfhJqs1VBDDTX2Qai2Xrd57IX6lxpqqHHzQ31qb2HcDLH1vVD/UkMNNW5+qMn6FsbNSKR76Qmnhhpq3LxQk/UtjJuRSG8njWA11DjIoSbrWxg3I5HupSecGmqocfNCHTDewrgZYuu3k0awGmoc5FCT9S0MNZGqoYYa2w21DaKGGmqosQ9CTdZqqKGGGvsg1GSthhpqqLEPQk3Waqihhhr7INRkrYYaaqixD0JN1mqooYYa+yDUZK2GGmqosQ9CTdZqqKGGGvsg1GSthhpqqLEPQk3Waqihhhr7IA403VwV5ldDjYMRt8Ozvr+OdpdDFeZXQ42DEbfDs36gk7UqzK+GGgcjbodn/UAna1WYXw01DkbcDs/6gU7WqjC/GmocjLgdnvUDPWBU9aTVUONgxO3wrB/oyloNNdRQY7+EmqzVUEMNNfZBqMlaDTXUUGMfhJqs1VBDDTX2QajJWg011FBjH4SarNVQQw019kGoyVoNNdRQYx+EmqzVUEMNNfZBqMlaDTXUUGMfhJqs1VBDDTX2QdwWdPPh4WE8+eSTN/Q+r9e7+we0z0M9L5uHem42DvW8bB43em6Gh4fX/iF9gOMTn/jErT6Et2Wo52XzUM/NxqGel81jt87NgW6DnDp16lYfwtsy1POyeajnZuNQz8vmsVvnJiOdTqd35ZPUUEMNNdTYszjQlbUaaqihxn4JNVmroYYaauyDUJO1GmqoocY+iNsyWb/88st497vfDYfDgYyMDHz729++5ntOnz6NI0eOQKfToby8HP/7f//vvT/QWxDXe25eeuklZGRkXPW/7u7um3PANyk+//nP484770RhYSEsFgve+973oqen55rvu93vmxs5Lwflnnn22WfR3NyMoqIiFBUV4cSJE/jud7+75Xt2cr/clsl6bm4OLS0t+Ku/+qttvX5oaAg/9VM/hXvvvReXLl3C7/7u7+KJJ57A888/v8dHevPjes8No6enB+FwWP5XVVW1R0d4a+L06dP4zd/8TZw5cwYvvvgikskkHnroIczNzW36noNw39zIeWHc7veMy+XCn/zJn+D8+fM4f/483vnOd+KRRx5BR0fHhq/f8f2yKwDAt3EASH/rW9/a8jX/7b/9t3Rtbe2av/36r/96+vjx43t4ZLc+tnNufvSjH6UBpOPx+E05prdLjI6OpgGkT58+velrDuJ9s53zclDvmXQ6nTYYDOm/+7u/2/Dfdnq/3JaV9fXG66+/joceemjN306dOoXz58+Lff1Bj8OHD8Nut+PBBx/Ej370o1t9OHseU1NTAACj0bjpaw7ifbOd88I4SPfMysoK/umf/glzc3M4ceLEhq/Z6f2iJmsAkUjkKmt6q9WKZDKJ8fHxW3RUb4+w2+340pe+hOeffx7/8i//gpqaGjz44IN4+eWXb/Wh7Vmk02k8+eSTuOeee9DY2Ljp6w7afbPd83KQ7pm2tjYUFBQgJycHjz32GL71rW+hvr5+w9fu9H65LbRBdiMyMjLW/Hf6Ta7Q+r8ftKipqUFNTY3894kTJ+D3+/Hnf/7nuO+++27hke1dfPSjH0VrayteffXVa772IN032z0vB+meqampweXLlzE5OYnnn38eH/zgB3H69OlNE/ZO7he1sgZgs9kQiUTW/G10dBRZWVkwmUy36KjevnH8+HH09fXd6sPYk/jYxz6Gf/3Xf8WPfvQjuFyuLV97kO6b6zkvG8Xtes9kZ2ejsrISR48exec//3m0tLTgL/7iLzZ87U7vFzVZY3Xlf/HFF9f87fvf/z6OHj0KrVZ7i47q7RuXLl2C3W6/1Yexq5FOp/HRj34U//Iv/4If/vCHKCsru+Z7DsJ9cyPnZaO4He+ZjSKdTmNxcXHDf9vx/XLDY8+3cczMzKQvXbqUvnTpUhpA+qmnnkpfunQpPTIykk6n0+lPfepT6UcffVRePzg4mM7Ly0t/4hOfSHd2dqa//OUvp7Vabfqf//mfb9VP2LO43nPzxS9+Mf2tb30r3dvbm25vb09/6lOfSgNIP//887fqJ+xJ/MZv/Ea6uLg4/dJLL6XD4bD8b35+Xl5zEO+bGzkvB+We+fSnP51++eWX00NDQ+nW1tb07/7u76Y1Gk36+9//fjqd3v375bZM1oQOrf/fBz/4wXQ6nU5/8IMfTL/jHe9Y856XXnopffjw4XR2dnba6/Wmn3322Zt/4Dchrvfc/Omf/mm6oqIirdPp0gaDIX3PPfek//3f//3WHPwexkbnBED6q1/9qrzmIN43N3JeDso98yu/8ivp0tLSdHZ2dtpsNqcffPBBSdTp9O7fL6rqnhpqqKHGPgi1Z62GGmqosQ9CTdZqqKGGGvsg1GSthhpqqLEPQk3Waqihhhr7INRkrYYaaqixD0JN1mqosc0YHh5GRkYGLl++fKsPRY0DGGqyVuOWxkYi9cr/fehDH7rtjsPr9eLpp5/e8edsJvKfkZFxFa1Zjf0fqpCTGrc0wuGw/P/PPfccfu/3fm+NE0lubu6a1y8vL+8JlXs7xxGPx3f9e3cjenp6UFRUtOZvFovlFh2NGnsVamWtxi0Nm80m/ysuLkZGRob8dyKRgF6vxze/+U3cf//90Ol0+PrXv44/+IM/wKFDh9Z8ztNPPw2v17vmb1/96ldRV1cHnU6H2tpaPPPMMzd0HPwbY3BwEA888ADy8vLQ0tKC119/fc1nvfbaa7jvvvuQm5sLt9uNJ554QpxV7r//foyMjOATn/iEVMEAEIvF8Iu/+ItwuVzIy8tDU1MT/vEf/3Fb59Bisaw5VpvNBo1GfbRvt1CvqBpv+/id3/kdPPHEE+jq6sKpU6e29Z6//du/xWc+8xn88R//Mbq6uvA//sf/wGc/+1n8n//zf3Z8PJ/5zGfw27/927h8+TKqq6vxi7/4i0gmkwBW9Y1PnTqF//Sf/hNaW1vx3HPP4dVXX8VHP/pRAMC//Mu/wOVy4XOf+5zYXQFAIpHAkSNH8P/+3/9De3s7fu3Xfg2PPvoozp49u+PjVeM2id1hyauhxs7jq1/9arq4uFj+e2hoKA0g/fTTT6953e///u+nW1pa1vzti1/8Yrq0tFT+2+12p//hH/5hzWv++3//7+kTJ05c93GsPx6lbVNHR0caQLqrqyudTqfTjz76aPrXfu3X1rzvlVdeSWs0mvTCwkI6nU6nS0tL01/84heveRw/9VM/lf6t3/qtTf+dOi/5+flr/lddXX3Nz1Zj/4Xas1bjbR9Hjx69rtePjY3B7/fjwx/+MH71V39V/p5MJte0M240mpub5f+n7Ofo6Chqa2tx4cIF9Pf34xvf+Ia8Jp1OI5VKYWhoCHV1dRt+5srKCv7kT/4Ezz33HILBIBYXF7G4uIj8/PxrHs8rr7yCwsJC+e+sLPWxvh1DvapqvO1jfcLSaDTisMFQetilUikAq62Qu+66a83rMjMzd3w8ygEne878zlQqhV//9V/HE088cdX7PB7Ppp/5P//n/8QXv/hFPP3002hqakJ+fj4+/vGPY2lp6ZrHU1ZWBr1ef52/Qo39FmqyVmPfhdlsRiQSQTqdlmSpxD5brVY4nU4MDg7iv/yX/3JTj+2OO+5AR0cHKisrN31NdnY2VlZW1vztlVdewSOPPIJf+qVfArCa9Pv6+jatxNU4eKEmazX2Xdx///0YGxvDF77wBfzcz/0cvve97+G73/3uGvjaH/zBH+CJJ55AUVERHn74YSwuLuL8+fOIx+N48skn9+zYfud3fgfHjx/Hb/7mb+JXf/VXkZ+fj66uLrz44ov4y7/8SwCrOOuXX34Zv/ALv4CcnByUlJSgsrISzz//PF577TUYDAY89dRTiEQi20rWo6OjSCQSa/5mMpluG7caNVZDRYOose+irq4OzzzzDP76r/8aLS0tOHfuHH77t397zWs+8pGP4O/+7u/wta99DU1NTXjHO96Br33tazdsS7XdaG5uxunTp9HX14d7770Xhw8fxmc/+9k1llaf+9znMDw8jIqKCpjNZgDAZz/7Wdxxxx04deoU7r//fthsNrz3ve/d1nfW1NTAbrev+d+FCxf24uepcQtDNR9QQw011NgHoVbWaqihhhr7INRkrYYaaqixD0JN1mqooYYa+yDUZK2GGmqosQ9CTdZqqKGGGvsg1GSthhpqqLEP4v8HncdIbW+FCWUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,8),dpi=50)\n", + "plt.scatter(true_target, np.sqrt(var_preds_target), color='black', alpha = 0.1)\n", + "plt.rc('font', size=12)\n", + "plt.xlabel('True Theta E')\n", + "plt.ylabel('Error on Theta E');\n", + "plt.rc('font', size=20)\n", + "plt.title('Uncertainty | Target | BNLL: {0:.3f}'.format(np.mean(lbnll_target)))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "5fadc74a-8e31-420a-9adb-3792cc488ec8", + "metadata": {}, + "outputs": [], + "source": [ + "def sample_variance(obs, true):\n", + " return np.std(obs - true) ** 2" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "4e63e41f-60d1-45b3-bea2-13556feefcdb", + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'preds_source' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[17], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m n_points \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m30\u001b[39m\n\u001b[0;32m----> 2\u001b[0m rand_idx \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mrandom\u001b[38;5;241m.\u001b[39mchoice(np\u001b[38;5;241m.\u001b[39marange(\u001b[38;5;28mlen\u001b[39m(\u001b[43mpreds_source\u001b[49m)), n_points)\n\u001b[1;32m 3\u001b[0m residuals \u001b[38;5;241m=\u001b[39m preds_source[rand_idx] \u001b[38;5;241m-\u001b[39m true_source[rand_idx]\n\u001b[1;32m 4\u001b[0m resid_all \u001b[38;5;241m=\u001b[39m preds_target \u001b[38;5;241m-\u001b[39m true_target\n", + "\u001b[0;31mNameError\u001b[0m: name 'preds_source' is not defined" + ] + } + ], + "source": [ + "n_points = 30\n", + "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", + "residuals = preds_source[rand_idx] - true_source[rand_idx]\n", + "resid_all = preds_target - true_target\n", + "errors = np.sqrt(var_preds_source[rand_idx])\n", + "sv = np.sqrt(sample_variance(preds_source, true_source))\n", + "mn = np.mean(resid_all)\n", + "\n", + "# Create the figure and axes\n", + "fig, (ax_hist, ax_resid) = plt.subplots(2, 1, gridspec_kw={'height_ratios': [1, 3]}, figsize=(6, 8))\n", + "\n", + "\n", + "\n", + "# Plot the histogram\n", + "ax_hist.hist(resid_all, bins=10, edgecolor='black', alpha=0.7)\n", + "ax_hist.set_title('Source Residuals')\n", + "ax_hist.set_ylabel('Frequency')\n", + "\n", + "# Plot the residuals with error bars in the x-direction\n", + "ax_resid.errorbar(x=residuals, y=np.arange(n_points), xerr=errors, fmt='o', alpha=0.5, ecolor = 'k', color = 'k')\n", + "ax_resid.axvline(x=0, color='red', linestyle='--')\n", + "ax_resid.set_xlabel('Residuals (Predicted - True)')\n", + "ax_resid.set_ylabel('Data Point Index')\n", + "ax_resid.set_title('Sample Variance: {0:.3f}'.format(sv))\n", + "ax_resid.axvspan(mn-sv, mn+sv, alpha = 0.5, label = \"Sample Variance\")\n", + "ax_resid.axvline(mn, color = 'k', ls = '--', label = \"Bias\")\n", + "ax_resid.legend(loc = 'upper left', fontsize = 'x-small')\n", + "\n", + "plt.xlim(-0.8, 0.8)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8322ca8d-98bf-4097-903c-772dd1a3cfc9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_points = 30\n", + "rand_idx = np.random.choice(np.arange(len(preds_source)), n_points)\n", + "residuals = preds_target[rand_idx] - true_target[rand_idx]\n", + "resid_all = preds_target - true_target\n", + "errors = np.sqrt(var_preds_target[rand_idx])\n", + "sv = np.sqrt(sample_variance(preds_target, true_target))\n", + "mn = np.mean(resid_all)\n", + "# Create the figure and axes\n", + "fig, (ax_hist, ax_resid) = plt.subplots(2, 1, gridspec_kw={'height_ratios': [1, 3]}, figsize=(6, 8))\n", + "\n", + "\n", + "\n", + "# Plot the histogram\n", + "ax_hist.hist(resid_all, bins=10, edgecolor='black', alpha=0.7)\n", + "ax_hist.set_title('Target Residuals')\n", + "ax_hist.set_ylabel('Frequency')\n", + "\n", + "# Plot the residuals with error bars in the x-direction\n", + "ax_resid.errorbar(x=residuals, y=np.arange(n_points), xerr=errors, fmt='o', alpha=0.5, ecolor = 'k', color = 'k')\n", + "ax_resid.axvline(x=0, color='red', linestyle='--')\n", + "ax_resid.set_xlabel('Residuals (Predicted - True)')\n", + "ax_resid.set_ylabel('Data Point Index')\n", + "ax_resid.set_title('Sample Variance: {0:.3f}'.format(sv))\n", + "ax_resid.axvspan(mn-sv, mn+sv, alpha = 0.5, label = \"Sample Variance\")\n", + "ax_resid.axvline(mn, color = 'k', ls = '--', label = \"Bias\")\n", + "ax_resid.legend(loc = 'upper left', fontsize = 'x-small')\n", + "\n", + "plt.xlim(-0.8, 0.8)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "7bb59c23-795c-4b51-a817-f2692a1f7411", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20000,)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "true.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "0dc59ec5-ffc9-46c5-b445-1e32a365a9c6", + "metadata": {}, + "outputs": [ + { + "data": { + 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2.09088802,\n", + " 2.36884522])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "true" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "f0377083-51e8-48fa-adc7-a5d87887ea61", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.9343678951263428\n", + "2.980772018432617\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 0\n", + "b = 0\n", + "plt.imshow(imgs[idx][i, b, :, :])\n", + "print(true[idx][0])\n", + "print(preds[idx][0])" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "50de4197-afe2-415c-b46b-01f565ba5d9c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.154159426689148\n", + "2.234156370162964\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 134\n", + "# Create a figure with 3 subplots arranged horizontally\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + "# First subplot\n", + "axs[0].imshow(imgs[idx][i, 0, :, :])\n", + "axs[0].set_title('g')\n", + "\n", + "# Second subplot\n", + "axs[1].imshow(imgs[idx][i, 1, :, :])\n", + "axs[1].set_title('r')\n", + "\n", + "# Third subplot\n", + "axs[2].imshow(imgs[idx][i, 2, :, :])\n", + "axs[2].set_title('z')\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "\n", + "print(true[idx][i])\n", + "print(preds[idx][i])\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "2c2afb9d-223c-4b24-be59-6f6e9fa33c90", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "i = 16\n", + "# Create a figure with 3 subplots arranged horizontally\n", + "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + "# First subplot\n", + "axs[0].imshow(source_data[i, 0, :, :])\n", + "axs[0].set_title('g')\n", + "\n", + "# Second subplot\n", + "axs[1].imshow(source_data[i, 1, :, :])\n", + "axs[1].set_title('r')\n", + "\n", + "# Third subplot\n", + "axs[2].imshow(source_data[i, 2, :, :])\n", + "axs[2].set_title('z')\n", + "\n", + "# Adjust layout to prevent overlap\n", + "plt.tight_layout()\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "126014cc-61bc-4e1c-91c3-d7dd99ef0538", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [ + { + "file_id": "1MFScb-3Sbugn4RNiDaeocicJUIHlh_j2", + "timestamp": 1717430435817 + }, + { + "file_id": "1wlKaSdLzleueYrwljtOcqsiOfzEy1dxP", + "timestamp": 1717429638462 + } + ] + }, + "kernelspec": { + "display_name": "Python [conda env:.conda-neural]", + "language": "python", + "name": "conda-env-.conda-neural-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/training/notebooks/MMD_paper/mve/models/mb_mve2stepFinal_aug1_1800 b/training/notebooks/MMD_paper/mve/models/mb_mve2stepFinal_aug1_1800 new file mode 100644 index 0000000..570eec6 Binary files /dev/null and b/training/notebooks/MMD_paper/mve/models/mb_mve2stepFinal_aug1_1800 differ diff --git a/training/notebooks/MMD_paper/mve/models/mb_mve2stepFinal_aug1_1800.json b/training/notebooks/MMD_paper/mve/models/mb_mve2stepFinal_aug1_1800.json new 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