{ "cells": [ { "cell_type": "markdown", "id": "3ffb42a0-c57c-4600-84b5-909c55c3424e", "metadata": {}, "source": [ "# This notebook shows the TFModiscco experiments" ] }, { "cell_type": "markdown", "id": "ed9a3498-74f0-426f-bbc7-f51ce1835a83", "metadata": {}, "source": [ "\n", "#### It uses the synthetic sequences file generated via MM_using_DeepMELs notebook. \n", "#### It consists of:\n", "* Calculating contribution scores on synthetic sequences.\n", "* Performing TFModisco on contribution scores.\n", "* Plotting identified patterns.\n", "* Saving trimmed patterns as txt file to be later used for motif analysis.\n", "\t" ] }, { "cell_type": "markdown", "id": "30a7d851-c414-4bdd-939a-bb558303892a", "metadata": {}, "source": [ "#### Result files are saved to ./data/tfmodisco folder\n", "#### Figures are saved to ./figures/tfmodisco folder" ] }, { "cell_type": "markdown", "id": "af110d25-0692-43cd-804e-1e206151b5bd", "metadata": {}, "source": [ "### General imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "e50ed967-f5e5-4faf-9d50-311006eb3335", "metadata": {}, "outputs": [], "source": [ "import sys \n", "import os\n", "import pickle\n", "import utils\n", "import numpy as np\n", "import scipy\n", "import tensorflow as tf\n", "tf.disable_eager_execution()\n", "tf.logging.set_verbosity(tf.logging.ERROR)\n", "\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "matplotlib.style.use(\"default\")\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42" ] }, { "cell_type": "markdown", "id": "1ca78824-35d9-441d-9162-25dd071f01e6", "metadata": {}, "source": [ "### Loading DeepMEL2 data to be used for the initialization of shap.DeepExplainer" ] }, { "cell_type": "code", "execution_count": 2, "id": "e0c9ecab-4cf4-4295-a620-9cf92d8c76ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading data...\n" ] } ], "source": [ "print('Loading data...')\n", "f = open('./data/deepmel2/DeepMEL2_nonAugmented_data.pkl', \"rb\")\n", "nonAugmented_data_dict = pickle.load(f)\n", "f.close()" ] }, { "cell_type": "markdown", "id": "a3b2e959-2054-4f21-bcf2-a1526dcb4090", "metadata": {}, "source": [ "### Loading the models and initializing shap.DeepExplainer" ] }, { "cell_type": "code", "execution_count": 3, "id": "325274e9-40a9-431f-bf54-82fb680228f0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading model...\n" ] } ], "source": [ "print('Loading model...')\n", "import shap\n", "tf.disable_eager_execution()\n", "rn=np.random.choice(nonAugmented_data_dict[\"train_data\"].shape[0], 250, replace=False)\n", "model_dict = {}\n", "exp_dict = {} \n", "\n", "name = \"deepmel2\"\n", "model_json_file = \"models/deepmel2/model.json\"\n", "model_hdf5_file = \"models/deepmel2/model_epoch_07.hdf5\"\n", "model_dict[name] = utils.load_model(model_json_file, model_hdf5_file)\n", "exp_dict[name] = shap.DeepExplainer((model_dict[name].inputs, model_dict[name].layers[-1].output), [nonAugmented_data_dict[\"train_data\"][rn],nonAugmented_data_dict[\"train_data\"][rn][:,::-1,::-1]])\n", "\n", "\n", "name = \"deepmel2_gabpa\"\n", "model_json_file = \"models/deepmel2_gabpa/model.json\"\n", "model_hdf5_file = \"models/deepmel2_gabpa/model_epoch_09.hdf5\"\n", "model_dict[name] = utils.load_model(model_json_file, model_hdf5_file)\n", "exp_dict[name] = shap.DeepExplainer((model_dict[name].inputs, model_dict[name].layers[-1].output), [nonAugmented_data_dict[\"train_data\"][rn],nonAugmented_data_dict[\"train_data\"][rn][:,::-1,::-1]])\n", "\n", "\n", "name = \"deepmel\"\n", "model_json_file = \"models/deepmel/model.json\"\n", "model_hdf5_file = \"models/deepmel/model_best_loss.hdf5\"\n", "model_dict[name] = utils.load_model(model_json_file, model_hdf5_file)\n", "exp_dict[name] = shap.DeepExplainer((model_dict[name].inputs, model_dict[name].layers[-1].output), [nonAugmented_data_dict[\"train_data\"][rn],nonAugmented_data_dict[\"train_data\"][rn][:,::-1,::-1]])\n" ] }, { "cell_type": "markdown", "id": "829ed553-49ed-4545-aa61-bbecbe49196b", "metadata": {}, "source": [ "### Loading the generated sequences via in silico evolution" ] }, { "cell_type": "code", "execution_count": 4, "id": "8fcc9fb7-3a25-423e-a01d-27d2a8653858", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "f = open(\"data/deepmel2/MM_EFS_4000_withmut.pkl\", \"rb\")\n", "random_seq_4000_dict = pickle.load(f)\n", "f.close()" ] }, { "cell_type": "markdown", "id": "b6c9e0c0-85ad-4998-8da4-4e5310a70edf", "metadata": {}, "source": [ "### Calculating nucleotide contribution scores" ] }, { "cell_type": "code", "execution_count": 5, "id": "e23130d1-541d-455a-95fb-a2030d716359", "metadata": {}, "outputs": [], "source": [ "# def my_print(text):\n", "# sys.stdout.write(str(text))\n", "# sys.stdout.flush()\n", "\n", "# for n_mut in [4]:\n", "# my_print(\"n_mut: \" + str(n_mut) + \"\\n\")\n", "# regions = np.copy(random_seq_4000_dict['X'])\n", "\n", "# for id_ in range(len((regions))):\n", "# for i, mut_ in enumerate(random_seq_4000_dict[\"mut_loc\"][id_][:n_mut]):\n", "# regions[id_][int(mut_.split(\"_\")[0]),:] = np.array(nuc_to_onehot[mut_.split(\"_\")[1]], dtype='int8')\n", "\n", "# topic_for_tfmodisco = np.array([16])-1\n", "\n", "# shap_dict = {}\n", "# tasks = []\n", "# for topic__ in topic_for_tfmodisco:\n", "# my_print(\"Topic_\" + str(topic__ + 1) + \"\\n\")\n", "# task = \"Topic_\" + str(topic__ + 1)\n", "# tasks.append(task)\n", "# shap_dict[task] = {}\n", "# for i in range(len(regions)):\n", "# if i % 50 == 0:\n", "# my_print(str(i) + \"_\")\n", "# shap_values_, indexes_ = exp_dict[\"DeepFlyBrain\"].shap_values(\n", "# regions[i:i + 1],\n", "# output_rank_order=str(topic__),\n", "# ranked_outputs=1,\n", "# check_additivity=False)\n", "# shap_dict[task][i] = [shap_values_]\n", "\n", "# from collections import OrderedDict\n", "# task_to_scores = OrderedDict()\n", "# task_to_hyp_scores = OrderedDict()\n", " \n", "# for task in tasks:\n", "# task_to_scores[task] = [ (shap_dict[task][ids_][0][0]*(regions[ids_])).squeeze() for ids_ in shap_dict[task]]\n", "# task_to_hyp_scores[task] = [shap_dict[task][ids_][0][0].squeeze() for ids_ in shap_dict[task]]\n", "# onehot_data = regions\n", "\n", "# print(task_to_hyp_scores[tasks[0]][0].shape)\n", "# print(onehot_data[0].shape)\n", "# print(task_to_scores[tasks[0]][0].shape)\n", "\n", "# f = open(\"data/tfmodisco/MMEFS_M\"+str(n_mut)+\"_topic16_shapvalues.pkl\", \"wb\")\n", "# pickle.dump(tasks, f)\n", "# pickle.dump(task_to_scores, f)\n", "# pickle.dump(task_to_hyp_scores, f)\n", "# pickle.dump(onehot_data, f)\n", "# f.close()" ] }, { "cell_type": "markdown", "id": "dff52a74-c958-4d31-ad52-89848f1bb45e", "metadata": {}, "source": [ "### Importing TFModisco package" ] }, { "cell_type": "code", "execution_count": 1, "id": "fca71f9e-0918-4b6c-81de-07e6535ece8c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "TF-MoDISco is using the TensorFlow backend.\n" ] } ], "source": [ "from __future__ import print_function, division\n", "%matplotlib inline\n", "try:\n", " reload # Python 2.7\n", "except NameError:\n", " try:\n", " from importlib import reload # Python 3.4+\n", " except ImportError:\n", " from imp import reload # Python 3.0 - 3.3\n", "\n", "import numpy as np\n", "import modisco\n", "import sys\n", "import os\n", "import pickle" ] }, { "cell_type": "markdown", "id": "14c5e8bd-eaa6-4d91-9e0a-643c792e2e92", "metadata": {}, "source": [ "### Loading the contribution scores calculated above" ] }, { "cell_type": "code", "execution_count": 7, "id": "cd5f8e97-60bb-4fad-badf-a807599045ef", "metadata": {}, "outputs": [], "source": [ "tasks = {}\n", "task_to_scores = {}\n", "task_to_hyp_scores = {}\n", "onehot_data = {}\n", "for i in [4]:\n", " f = open(\"data/tfmodisco/MMEFS_M4_topic16_shapvalues.pkl\", \"rb\")\n", " tasks[i] = pickle.load(f)\n", " task_to_scores[i] = pickle.load(f)\n", " task_to_hyp_scores[i] = pickle.load(f)\n", " onehot_data[i] = pickle.load(f)\n", " f.close()" ] }, { "cell_type": "markdown", "id": "1f09edc5-17ff-429d-834b-2433ac9f0217", "metadata": {}, "source": [ "### Visualizing the contribution scores" ] }, { "cell_type": "code", "execution_count": 8, "id": "4286f966-f4cd-4b5b-99fc-dcf413b0eae7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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rq+bOc6Zw/eYA+Hr44uqWF5zcwNkNgoPNma79T6f9/PaExmfeLO78ebPGUlBEGYg/xYGrDalQ0TnTPFH+YfmJiIvH1RWSjSIQsevGcGx/U2gofPMNnDhuRQyX683pUlOhZElzHmdn8w+g6Iii1JlQ5/ryMckxN6/Q7PDp5mlig6urIS3+H8WqlFJKKeVoNKmklFJK3e9CN0HzndDyIABhYTcSJncThw+tWsEXX5l9CLkbPjg5uZm1emY6m38ZsNqszDw8kzXn1mS6bldX+OknGDz+EbAm45KvDElJZmfc1xUuDIaB1cWJqOQoEt3OYRggHkXg7BSzE/F/YMMG6NYNnn/FHyMt2mxOh5lUutbczdn5RkxX46+y+8ru68uXrPzIjSHpChe+seIFhZne5V3KlIHz6ybC+mZmszillLrFr7/Cm2+C1ZrTkSilVPZpUkkppZS636XFmkkPaxJgJkyyWsHnOJVp1Qq8Xb1xd/ZgcmAjrNYUs/YN1/5u+HnXzxgDDYLjzeRMaELmNZWqVYOPPoJ5fxYiNrUwNmef22sp2ftsCvcwX/AOCGbtWvD0LwWhG+DPClnbkEwcOAB9+0LV2iUgPsi+XWazvGv9OlmtZp9KGXENi7j+eE9IMVJTzccJ0XF8veIHnnkGSsSPhvLvg5vvP4pVKXX/CQ83j4Nz5nD9+KGUUrmJJpWUUkqp+527P2CYo6VlUwgBVKlijvrWPSEJz9OvkRaTBraUDOe/GncVgNORZg2ioOigTNfdsKHZT1FKCjw9cgtHrzxw+0z2vpqC7f1euxY+SYcO4OHtBt6lzO2qNiDb23XN5ctmgs3mUQIuLbzer5KbmxkXmEmlzGoQxPl5m+uhKPXYzoULAghbTz7G2PGujBmVjHORhlBXB7lVSt2QkgLVq8MTT0CvXrB0acb9timllKPTpJJSSil1n0pNhR49wOLkB07u4GxesWQ2stptjn9PMh7kyWPWEtq+HeLiwEiNyHSRoBgzifTXxb8AOBByINN5mzxpISkJSpQQlq4vQYVKnrjcOi6tva+mC/nMpwkFN2C1QloaUPIVQKBG4G3rbjWzFZuDNt91E/PmtddKyl8OToyG9WbfUW5uZmfdABER5jxJSbcv/8nklwH4jdd5tJErpJkL7b/6OI81cMEp7igUf/6ucSil/r9Mn24eo69cgZ49zSS7UkrlRppUUkoppe5TQ4bAxo1gwwWcnK+3efPzg6tX77JwUjBcXkJK8wbXEz1lypiJFW9f30z7BzocehiArRe3ArDnyp5M3yLWuAgfVaJ+fRtOTmZcIhk3ATla0Px/JHIfI+jBq7YZyLPjYThmb9u3WHpqKSO3jbzLRpqjuhkG4JrX/Lu6CqoNwMMDTp40m73Fx5vzJCSl3bZ8SLzZPG9HnqfYuBFKl0wDJzdSyvXCajUgJRzyVblrHEqp+19y8o3HK1bAkSPQsqV5nHHSqzKlVC6lhy+llEonORm6d4dNm3I6EqX+uV27YM8ecHG2mdkae8faNWrA6tVkOsoaAFeWwyMTcXmrKzabQWws1KxpNs9Iy98YVjyS4WL7gvcBsCnILESxqbGZvsWl2EtQ4CTFS5g1gxo1gh9/NGsGIQLx568H+Vdxc5kzUWfoGDeKGbyOcSkC9gE1aty0XqvNbKuWaEm82y663sc2wGWPt80HNQLx8ICzZ83aSl5e5l+qa9htyxf2MTvn9mn4ENHRYHUtBIYTNqvNDN2aBC7ed41DKXV/mzTJPH4m2g9LPj7m8SV/frN57W21NJVSKpfQpJJSSqUzcCBMnWoOt55Zx7xK5QZxcWZfHRYLGLYUsKVxrWPtqlXhq6/gyy/vsIL48+BZBA9PJ1JSzAuhSpXMu+kpBVoTGReEAH5nYEKromC7ueZSXGrcXWM8GXESAGdnwcXFbP4x/DsLpUpaYetrsOUlSIsBYGupdAva+1m6/t/eRO6aa52E36k/p2ts9nyb1QqPdfqC16dsxGYzE1kXL0KePFCkiNk8pcfIv25bPjjBfK+S1fLi5QU27zIQsgFXdzdcXQXEer2fJlY/ftd4lFL3H5sNvv4aPvjATFCTFk+ZMoK3t3lMzerACUop5Yg0qaSUUuns2AGRkTBpXCJO6x6HTc/fdrGsVG4QHQ0PPWTe/bYlXr2pY21XV3j+eRg06A4rEAvYUsmTB4KCzFp81zuRdXan3NlUPnR/kWgbdKp9BXZ9CC/cvApvV7OGjmRSJepaf0spaVYsFnC3XmLZwK6M+ngKUqQpNN9+fcS0SI90C15LIt2STLrmYuxFAE5EnLjDBppSUsyk0p490K+/B7+taoSTk3mFlzcvtGtndqA7cSIs3Hz7+i7FXgLAr4Azbm7glK8S7OpC8Yh+XL4k2AwPsNrb84VtvGs8Sqn7z+nT8Nln8PPPQPBamJsXPz+tnaSUuj9oUkkppewiI82+DSwWaFNlDPg9DO4F7TU8lMpdUlPBw56IsaWlgIvPTa8Pm1GczTRAMuiPCLD3weRCpTM12bQx7aamciJCtA0irGbyxccAEs5jmWgmiVzto8xVLVgVgNiUjJvA7b6yG4AT5+NITYWUo5N45IOhdHk/CaN0OzCcb7ynE3i6ZDI0UuHC5q3+wmZTtGv9OmVFcrK5nzZsgJdfvvm1Vq1g0SI4fhxsniFYkm9//ytxVwDw8DJPqQz/hyHpCo+XnUvffjYuB3tB8t06sFJK3c/27TOPJ4YBHP4ant5zPXl9rbakUureuXgR3n8f9u7N6Uj+P2hSSSml7K5eNZvfuLiAEb0Xag6C2mMgswtZpRyYt7eZKAWw+FSH46Nvet3VsNCArRi39EcEmMmZnl+DJZGi+YP5bZqF0NAbo5/FpEQDEJZg9jFU3xOo8TVXnfwAqOhfEYAHAx4050u8vS8igF2XdwGw9sIyDANcjVjz6sqWBk4esKAwzLmRDCuXvxwA8anxd9z23w7+dsfX06tYEcLCzCScu/vNr73c9CB53MJ468lFJL5dhRLPTbpt+fDEcABSk832sjbnvFDiBUrmP8/Ry5d5pFkFCNkEou1plfp/lJxs1lQqVgxIjYIiLcC3GvHxZkIpKgqcne0jWiql7ol27SBfPihZMqcj+f+gSSWllLJLTDSbuwA45asAGFpLSeVa/v6wbp15QeNcshVy8AsEzNp30YduDP+WvglZ9GGIPwchIXAA2PUZRrPNFJSN1Kt3YzS00CRz2VORpwAo5wriV5OEtAQAHjeCWT4dRr84kc2/QvmClW6qSXSNxT6CXGKFqdSpAwf22184HAipEQCER99o91bYxUxWLTq+6OaNTb8NhsG5/Teamdnuksx5+GFo397suNxyS0tXz1MDCA11ZtjPAl5RRFkv3fS6T0xd8lDU3HWRNtLS7BeGbddAhzQONq7I1bbPIUEzITX6jnEopXKhmONwZGim5dtqhUcfhf79zWbHJFyEwk+Bkyvnz5sjS/r7a59KSt1L58/D66/D4MFQoEBOR/P/QZNKSill5+JingAC4BEAzu7g5JajMSn1d7m6msNVX7wIQ8fWYPTyj5m6+V3EuxQcGQyWhJsXOD0Rzk6BgwPMDrBDYNO2afBnRSq9vhDco9m/36ytFJFiJpWuxJtNv/I4u4CTG5ULVOZS3ScYXed1msb642WBBhfSvUdY2G3JJXdndyi7jtdODiBm8zHEcAYnN2Tf59D6HB1/nUKMVyFqnSyL59FOFE54ijcWvsHIZnmYPNlcx44dN29KWLrB1kLiQ25+MTkMjo2A4HWAWTvx8GHh+HG5eUhvazIUrAcuPpwgP5BuJLuQB/ihRChXB2/kbDezs/ELR+NJTLR38C8GWACXVCi2F7xKwvyCUG3A3T84pVTuYEmAv16H1MhMayKuXw/vvANDhtiPDdYkcM0DmLl7Hx+oUwe++QaWLTOb4bZvb448qZT6ew4ehNat7X2WJVyATS/Cwf7azvRfpEklpZSy8/KCK1fsT8Tese4cL3MYdqVyoU8/uECVylZGjUimdeC3vNChLMYTK6DeZHC9uY8lIvdCja+g7tjrNX8aJ9nwPg17/A/D536cPWs2q1v01/GbFrWKDTBgfgDF8pfHudZwnEPD081gz9YWLHh90rXOu2sWrgnAAL7iieXLMda2Qar0YcKMEgRPrEzJR1rgFR1CLa8zzB7UnBP9l5vbVsWfHTsgrPMAKlSwr9Qed5IbFPIqBNzoSPu6XR9CwcfAvw5g9qcU9XwD4gsvv1FboHBh8PeEvNXB2Y3ZR343pyfnodAfOym2ZT7vv1EAHw8PCuQzM1hRmw+TL5+9CV1wMEnpDhvW99bAKRsU/eAOn5ZSKle59Cc8Og0eHAzu+TOcZc0a6NgR/PwgNhZw9rie0H843yRefx1mzIAffjD7dBs2DNq2BV/f/24z/haxQegWSLv7KJ9K/dcSEsyELQD7PoOHR4Lvg2BLztG47meaVFJKKbsyZcxRntLSQOKDIC2ea0Ow5yYpKbB2LWTW/7L6PyE2mhXsxb69Nto874y/P3g5h4HhYl7YnPzJnO/sVLBZIX8tcPG6bTWJAsEJZrKmZq00fH1h4tbfb5onzmoDS5w5YlypV8EpkyGN0o3aFp0cDUAlr3TVisKAbuvY1GExFV74kksPB/FqO2dcXMyR7Ly84FSkOQKb68lXGDECCvwYSP4MrueeLv+0uRtId2cy7jSUfcdMKNlrC0QnR0PJv0isOZz169PdyLQCVnPEvGX7fjannXyWpeNr0/+jSlgsxk2b9FDEGl5+GV56yXy+sfSNt3U5GQWBQMEiGe+X7LrWMbmzJryVyjFxp8CnXObHO8zzieRkqFoVdu0CvIpDyHqwWXivbj8Wzk9l11+xTHT5gPqpG5gyRWjdmgyPaQ5l54dmjdd0o4oq5Si8vMwuLUiNNvsw8ywGRZqDs/aR+m/RpJJS/5CIeYfp88/NIbxV7uXmZo7QsmYNHN0bDvYRrHKbN9+EFSv0evP/XtJVKPsm1R90pWRJZzw80n0n5heEhCDo/yWUeN4c6S3hnNk0Y35BmOOTPhXD2SizLcazHc4RGwuuATe3zTiYCrbgDdBosXnRdKtI+/ArNuv1ST5uPnxSvgEf57XSPeBGDSaiC3Fgb00aNzIvyAoUMPMnISFmwnTsXjPBU9ilIiLma9cSQdf6REr8Bia3nU7CIKj78HM31p0SCXnKmqPKrX6cBr82YNCmQeZrJbbx4YdC+/aYmaIEIHQ1WJM4b19vgainqVbN4OmnzRoFItClC6T5B9DGaxULFgpr15rBXMl7421jfO/xiWyIvUmfLXclvJVK7+xZmDgRQg5thpWPwd6euat5iljMv1sGFLhtNjGT4t98A8fP+cPlPyHxEoXLl+X0KStHjjrRznMRTQKOkDevcXMzXEeUEgkeBaHxH+CuHdYox1O1KixfDtbkGPApayZ+5+a9py0PRGDuXPjtt3RdZ/wfc/TDllIO7+efzZOFDz/UjhbvB29+GEbLlsK4Va/D0mqAk9m/Ui5x/jw0bQqDBpmdf2JN1VGn7gcisKMTbHoB9n5228sFvy1I37V9rz8PiQ9h1+Xd1z97J1JxcgLDxcc8UFlToPoAGPgV4ampTNk3BWwWJHgdWBPBmsCRgre9DfWfrEOE+JEnzd6kzOpE3iPd2X/oOWR/H7i08MbMqx83/5cHTo+HLk+b6wYoXBhXFze+z5+P2i1WMvLtdM3pgoNxlVTSLAZubuaobPbJXL4MBy6Z88alRePqKojA22/D2gYDiLO3xPC0gJNN8Lq1n33vkhCyGayphF7dyNaLW5l3dJ75mmsyX0d1YtesU6QGR4DY9/up8aQAlV2hdP4SJCebo8lU//4dGjpt4f33BefQYHzOzcf6citafj6NRo3M+o2uVqgcBl82ucNn+3cE5J5jklIZiYmB3r3hgSopFIwdD802w4Pf5K4TKScPM0ENYL25j7rjx80+XXbuNPt18fIyW/9WqwaHLD2w/VEWSr5EsZKeFCzofPNgA44uah+UeyfX3nhT978KFWDcOGH0WH+I3G2eCyPcy5YHP/5olu1Chey1ov7PaVIpN9Bq7g7txAl48EEoGpBKvmPvwbYON5qV3GsiEHsSUiL+nfXfZ/bsgZ9+ggsX7jDTtfJl7zh4lfNH8EFNng7MC8POwHAbNDj43wR8Dxw/Di1bmrWuOD8Tdr4PG58Dm+Wuy6p/ZsMGbm4+dS9dXQnlO8FjM+DBQTe9tP3SdsKTwhmyZcj1ac1/a07dmW2Qc9PAmkxkeDJJSZBY7H3S1rTG6lvHbAK3oDDdxxXm7cVvc7jwK3T6vRVx1nw8N2oFBzPIWySlJeNHNOE+4G4BTj7LpFdGkDjtDxZZC8PxEZB0GYBVa92IcA0g9YMaUGskjF5oNr27xgeo/IbZIb5x8+9bU1YzZgwULQpbtpg1kIYurERguWnsDd4EQLT/av7aJmzfDu++C43WBeIXNhb83MH3xvvUH1SG9gvam088C0P0ATgyiNX5nwcgKjGMGl5mLYNXXGdzioq071mMwMZwtkwXxqzrxvqy/ix7axtVC1S+vt4XPZYxmk8oXsSGkxN0Xt4RKi5jzcZEFi+Gt1oOIHlcAMd+gjFb01Vbuhdy0wWoUhmYPx8mTID6VQ7jVPUzMJzMY0FuEvA4BM2BF+zl8dhICNsGwPDhMGsWtGpljvCWlgYTN1VkpPVjhk1/BtpcQuLOmv0rzS8Ac3wICDlIbGwuqIBoSQQXs/nw9ZsHSjkYadOBTyevxBp1DK4su3crPj8Ltr7O6WOxNG1qDvaRJ8+9W31upUml3MThf2X+Pzk7mxeRTucnQs1BUOcX8w7OPTRvHnTvDod+64uEbYFDX+lQ93exfz9s3QqvvAKFwgabtTy2v2O/W5ExEeH3Y79D4YO0X/os/CWwD6hR46b5bGLDarv3dV0TEmDaNLPK7t9NTDg52avh2qwQuQ/q/AQNfr9jnw/qn5s+3Ux+bNtmjo52z8UcAb+HzP4Abrnwem/xe9cfnwg3+xs6EHIAgLR3V0I3T6KP/4WrK8xYWJyT+Sdh+NdCks2OtH+LM7/Lbee/xsRYeGLtLwyd2pyQNk/fFsZjg8tef1wqoCJ+Ic/zbCvz+/rSgfV4ngIJ+h1sFiYfHYt3bDAujz9lJjVTY2BnJ/jkBbhwHNwAT7Mzbeb53fQ+5TnD+EMjKfvIUWbPNmso+TnFMI03WbfewrYHH2fCy1689dFFOrxppVo1cHWxQfg2CIuGEHPbBDPpNvPQzBsJ5Po/Q+uv6HtiJwCjCnuy75OLpPaJxv2qWQNrXvkUBj4BXVf14ZMweKRKB8oUehA/j0LmsOAAwcGU4wwLFzuTlASrzpsnrY2LN8MwwOWbQJxCbvQhdS9s2gTjx8PRo/dkdSqLgoK4XgsuO+Li4LXX4OOPzdqjynT2LOzdC3nzYp7LOHuYL+S2BEWBeubNm3kFoFI3qNgZ8tcEzMONk5PZ+fYrr5ifv69TLI+zkW5dBSfvohhFW8Duj0Fs7Ehx5QUW8Pbbwp9/Om4TwIMHYcmqfEiyvQlu2MacDeg+l5tagzoSm9jYkfwbvNqW+BdmQKfnzSbtbhlUwc4OazLEHIVHxpHHLw8uLuDuFAcH+sOBfnBpaebLitzXLQc0qXQPPDrpUQI3BFJvYj38v/W/92+QS+5IRkfD99/D5Mn/X21L8+Qx70LZEi6Diw8sLgfz/uFBK519+8wTr2/6R1Ht0UoYpV+HmoO12vFdLF4M778PBZwP4lG0Djz8PTwyEZzdbp4xXcfBUUmRANTxK05MSsxt85yJPMOhkEO8OOdFXL52Idly70aREIGuXeHZZ6FUqb9flbZ6dZg9G1ISYs0Rrly84Hefv9eO3GaB5PD7+kfwXtmyBbp1g08+MZs5pDd9uvld7NrV7LA12woXhg8/g7QYOBh4/cIrKAh69YKCIa/Qe7cnD10Fa4NHCU+4MepaXHAi/AivrP+R5o2TmT8fSlQpi1ONL2FnJ648NBYAFycXTkSYCakCqXUoXhyuNnzwtlCOh5tNz7xS4flFJ6lcsAJJSQaGYX5HkoGo8P3Ink95pElp3NxAUhPMWgjb34K642HUXFKdvcyZE4LsN0yEYG+I9fW6niQ7Xe5Tkt99gGZv7Kd0adv1ctjo8SLUa7WM9575jQsvluV0vabs2AHJsRFQ8kVw9mDqb64k5Qtg1sP5rsduuZYIFgPOw4X4yxgYPFG6EU4YuLrnA7d8JKXLvy49bZ4ghkafAmxUiP2UqEgbaWmANRVfYghLOUv71600cKrEjKZfY7OYuatr94GS8KBbN0jxDcBW6O83W1uwwOxf6u23oUQprXn4X+nb19z3Xbrc6LMLzGaZQ4aYyYLRo2+/75eSAqNGwdix8O3gePo0/xQuzIO9n0JSyH+7Ef8VEbgwH078ABG7Mpxl/Xqz38IqVeDAAUh2rwpnfjWb5OaWBEVqjDnAwZlfYVVZ+CECqvUzk2P2joCDg8FmEwICoN2+nqwfuJGw7Zux4IK7l/33eMJOeGwyvJZMvXPR/PpUPMsLNaHNF7Nu+q45ir17zRsnDVrXhSND7r6A+tvS0qBzZxgzxmwqqrIgXcuDg8HmjTUnIDkhGVYAXwIRD8KBLyH68N97j5Rws4aiizchhzZgtQq2w0PggT5Q9XMo8uRti1y5AlGnd8H+3nB89PXRH+83WUoqGYbxtGEYJwzDOG0YRp8MXjcMwxhjf/2gYRi17rasYRj5DcNYbRjGKft/v1vX65DEBolXIC2O8HCYuH0O2y5tY+DGgey4vIPIpEiOhmX9FuKxY2YHXwsW3Og34rrAQLNwDOyb0aIORQQ++ww++ACeffISsv9LONg/05OK+8knnyVQ6rkpdP/eGUmyj0dvvfsBIyTEvOsccZeWbGfOQO3a4O2eiOFZ2EyK/J5Hh7m/g+Unl5NIKBYL2OLOmTU8XLyQ1U9wJPTI9aHMb5U/LYyQNxexvctpNr6xhmDvmzvYLf9DeWqMrcGiE4sA+GrDV/cs5pgYeOYZc9jhkiXNYduvsdng66/NzuBHfHUB66WVELLptiZtFpuFggXiObf3AB3e8YHQjfYfr7/Rjjz6MJwYA8kh9+0P4L1UrBh4et6SULq6inOrxuPmZmPkSDPp7uGBecCMOgjh2+9Ycy69pO3uJK54DWve6uYJDeYF7cCBsKTXlwzemZe94+CBdpEUHG4mtZ0NZwr0MGs0tmQ57Xd2xfPcEVxcBKtTXpru3cC0Jc8zYrMru3+68V3yz2tuxMOxX7OheTRzX1wAQP3i9a/PkzAYhq6F+sFmcvtw2I0TNOeP9yErfsDV1exwNs2/CXJxAeJd2kwuLSxKg+EeBNYB26VFYAiXLVCkp1kTatK+SfRMd172W1J7+DwvaVZ7jLXrgy3VvHhzsmGUW8/yGbv5om/q9RoPJ45ZcAoJZunnz1xfT/+pr5gP0t31ePPBN4mIu2TW5DvwJax+nOP2fmfzpFYAoFS+UryxZwmy9zOeeWgFr7yUyteBSbD1Nej6PMv8m7Kwig8bX3yX1+p9Tov6JTlxApISLLCnG+t5gl69BPeo4Bs1lzJwMeYiOy7tuP7cJjYGbRrE5VizOeGpU2Y/Ec7OUHFsCYK9IaXAv3vqdP68mSz9+Wf48sv77655UloSBb4tQFB00O0vXl5O2I7pVKpko0sXMznkki7hOGGCuW+6d4dKLVZT7ocy139b/vjDvMF26pS5jGfEnzjX6A8l28JDw8Ezd/aJFRFhjmCW6UXuqfFQsAGUexd8q5vTzs6Akz/D8ZEQc5Q//zRrb334Ibz96Sk6feQDA36BZQ2gxGtwbAQc/RaiDtzT2EXuYYX/gwOgTAdspTuwpP4oOAcSscf8rTwYCEDP9itp91IC7V9N5n2v6WzkcQpNrci8BieYNElIScE8z7dBqP13o0+DZCizAdq25689X8HZaWaSLpPm6zaxYfsPb/osXw7vvAPi5MGyXQ2Rub5QbcB/9v7/T/780zzmdv1YyHdpKJydAocH3xj0Ipe7fNk8J/r+e9ix425zZ9+DRhQHX19IePcLRJ05Yk6c0BbeXWQmgLxLmtOuXWsHBt62jsl7J7P7ym6z25GQTebNAPdCcGUpWBLp37QDbaqcYOvKOHNgkyODYd3NNbz79oWwMHC/Ot3sx7JSF3Dxvu297gd3TSoZhuEM/AS0AKoC7QzDqHrLbC2ACva/TsAvWVi2D7BWRCoAa+3PHVtKJBz9DryK0rufGxaL8POW326b7but35kPRCA5DNJiM1zd5ctmNdJ27aBNG/Ou1k0CA6EQ8HoFs1NOB+6YMykJnnjCvGDyuzoMlwc/h6q9IW+VnA4Nq81KYtq/14Pa8/NbYHn2bX4q+zXRv7wFIQWQir3vuMxff5mdNz7yyO21Gm7VtCl0+yyJw2cDsJ2bjqREcq87m8tp68+t50zEmXuyrrVn19JyVksWWirxTocEpv75MHJmIoiV1w9totov1Xht/msAJFuSKTGyBAAyYAAUq0Kh6AM4GU60+O0pivQE325JWG1WNgVtuu29hmwdgi39WWrcGQj6HQmai9fX7hgDDQ6GZK0/prx5YcVKISVFSEu7+crtjz/M2gn9P7vEp29ux7l4cwhoZI7UZWez2XD92pWnRuXhh188+OobV+asq49t2zuI4Zb9zsavLIMqPWDdk7DAHAZ9c9BmjIEGMw7OyHAREfPic/x4sz+JI0ey95a5WWioeRy8XsPs6ipw8+Oy+9s8/LCBtzc3RvQ50A/ylDOHtb82HHPkXjgzGULMO/UHgw9iDDR4eXpHBn0czK+WTng0mwluvkizsVgMFx6sYcPNDZxi9uG0qR8HC92IZ3RCIw7+YGWr3GiK24kJ9D/5OgO+SGXlKhtrY2P5PBK6HfKjhr3iRHXbG+w5dxoXF9i/x5U6NfLx4gNtOC5dWNl5G5ek+03bnXY5BFdXOBh8I6mUEmrBqb+wc2kYiYlgKfoiHf94k+n7f8N6ZARWm4VdycLAJ+DnsFhYUoWp9p/Jw6HmeoY3vPEeR8OPgnsCo+bUs08xO/K9MNvM/jzpBd//lI9B3+aHkLVgTca4upyQEBvtPD0Y+eQQ+j7WmyE7fyKwMRwKPmR+RMNh0gtTKPXNTjg6CgrUZdHZjbgGP8DkGhc42/MAX233YtHQIJ5eCjSbSult4bz0QiK28/ORur+QMmIWp6LPgmsy5y6uAkmlk58fdT8ZQe8ufZGqvXmoW0MmTLQRFyds22aeRM//ZSO2/QPg8CC4MJeIxAhKfl+SepPqMXjzYADqTazHF+u/oPio4tjExvvvw9Pv7KbPkKMExwdTpCcU+iQREi9n/YuaTWPHwtChZk27/v1zVx/KWfHy3JeJSIqg2fRmN79weRn4ViU638tUqGB2GJ9mb3G+aJF5IzApCc6eFZydhedmP8P56PMkFsgHhsGmOVfo0AFefNFMwkQ51cF6eipiSYRDA/9WrNHJ0SSl/Rtta7Nm0yazpkqNGuCeSddHkhKOuOWDw9+YF1dJIeDiARU+hMo9wKs4rq7msfByZAQHGldkerG8yE5PeG43+NWASp+Y8/qUMVeaFm/ezL2WgLdfBEYa+fnt3fX06mV+Jrt2mTdfMqrlO3myWTvqwIG/14zxVqeDSyGxx/ih3xqeau7O4Wd+YM/mc7CnG2I/plfyXccfi51ZON+KsXsCF+3dqg15KpE/YwfwaKMkLobEE+wNQ5qYO7SA/TfiMQ9oWLENlHkDmXQQnF3Nwvd4w+sXwDax4fyVM85fObM5aDPrz63P9IYZYoNLi82achfmmcOsX2Ozmjc4gteZNUfTsyRByAYINQc3KFoUwsNh924o9dT7GC8EQ7OxZkzp+qZU/5yrq3ldaIkNAv/aUKYDVP0M8pTP6dDuie++M5sFd+5sdl6fVW1mt8F/mP+N7/qXn4NhkGx4sOSZn7ABTQfX5tNVPanmXw4/Tz9en/kkwd5gFQuCgcwrCK8Vsg8da8+Q97t5AJQ/TvzBO3++w6xFTcCrmHnO7eZr3tjvPhkWt6CE32VWX6xC8Z9/ZPnCxzgbHYQUfMxc/tgf+A7xI39+oVo18HAXBOOm2ub3m6zUVKoLnBaRsyKSCswGWt8yT2tgmpi2A76GYRS5y7Ktgan2x1OBNv9sU+6BpGCzZs21uw23iIs3SE62IrZUYmOiKVzY4LFLU4n/PJ4Nr+2ga9jjjFsMX43ZDS4Gtr+6m0NuuuZF0uKJT4mn+bQWtJr+PIkpKeTNC9v3xhATIxw4IHh7mxen8fFw6nIYxkCDH+qB1cXbrEe76gMAVq6EIy8FgmFw6MXALG9ecLB51ywy8l7sLLP/mWuF2tMT1qy1kpws2GyCANZ5BRk4zo+vN379n95JuZX/t/54D/ZmyKZ7V1XXZrNBWhxEH+FFLyudH+5M1TMT8Ou1FULaEj47EQzDTFRk4NAhaNbM3FeVx5bBGGhQ+5c6GAMNHhn30E13pZLlHNOL+FN9dH0KrZtJ33H+xNi4KUmQmJaIuz2JseXClixvR0yM+Z04d47bqlpX/7k6XoO8aD2rNcZAg4XHFma8knQiI82TjYMHb5yAt5/fnt6reyO3dIh9TeclnWkyrQnlfyxPcHwwNpu5/K5d5glscjIsWQIWD3PUqsNtA29/Y5sVm/2KZ1jgUwC8VtTGzN+9qWtry+NLP2fB1ABmxpuz/75jE2v/vMhrI8dxKe4SgY2hsUssJID8GQXP5scltSDPljQ79/1110xOnfoddydXSuUtznNxRfljJhRMNXD+2pkeE0rA2anE7vsCSr3MiUsbSbKZJ8BfrusHwMyZZt9Yc+aYFyTXpKXB0qWwbBlM8ClOkdZj+Hb0W8jVtUjYNjgxhtTEBNzcBGfvQsjeNXBiDjKvDL/PrU1obBRHjsDolUsA2JwEZ3/tSOkjn3Em7QWcGsxi6Llk4poGY7VCt27C4cNw/NVAMAzOdgjMuJp96faw+A2z/ThmWW80pREAry98HWvy7VXszp6FihWhY0ez5mKJEtms1hBz3OyfImiu2bTAem+aF9psZhJ340az6v5ttUJvmXfBArMJ4axZN0Zuv5vy5c0ml3/+CVP3T+XU2UWQvxa1rlRkSGAE4eFcvxiKXbccwQk59BVseBbCd4AlHkq/at7lBx4Zb56YHJz7LD16CA3frcjgMW4cDmtCdHI0Llg5PeIPDh0COTsdKn3Mkg+fMIOJCyAk/yyqhsOvBevfVKMlwGc/w61VeeZ387PM5wRhS95AMOjBCbb0/JU+ncrSvYeFEyfEHDHOMKgU+CN5UqFY+5tvFFQ9u4SrVyFh94usf3UPRzteIDHoHABPBgXycRcLDbqOZ1IsfLT0E5L8W7PS20y6GxhE/bgJ3j3FuAxyyoGJdVmSLn/Zo3ob8+bK0X3g7MbOBPMgk2QDsSTg7i5YgjdhOzOJbzrN5eK5VGoY5elWpxOdvc3v0sAn4NHJjxLsDT4+3jgJFNgNLDlDauvneD4YvnmgHK0aFqeArydf7stDzRDouxkMj7yAQbePU/jmvVkYbr5YFxanso8f41v+QJ8r0dC5NIsiEqD5Z1RsPBXDLT9FGo7mq8QC5O3YhkOHhM6d4YW6i3Gq1huqfAYT9mEpVAAPixMlo+GhvZuQ87M4cyGG0nnL0adoEYyIXRy6Ood15euw0+UBNr/8G1d7XOXsEX/wLo7NMNga+A7Bcfe2uby/XxqJiUJyMjf6krJZzWax/2YNxsBAxDC41HsMp06ZSdussNlg3Dizb7pffjH71suMiLDklHncPBl5ktTodLXMvUtB6CZKxQ1iwi/xpKUJ4eHm8WzzZuGFF6BHDxs1Rj5OyY49SBPzuxiXbGY0nHdtIy1VaNECgn+Yy7tlDhJEO4zQzcgdzodORpxk28Vtt03/eefP+A3zw2uwFwkp96jZtTUVLElM3jeZcXvGZZ6QsLtyBWrVMn/GPexdIHF2BlxYYB6zr6xgzKruGEeHg4sXKa9sJ86rHHu3XICg2cTNrsnWicNp1Ai6NDnCp1/sA8DZJYH8b4US7A2WNYuQ2BOwoi5seA5OTwBXH8ISijLmRxfWrIGReQMB+PrFA7w24Qm8vIQ2baBOHfj0U3B3TUO6vWSeg3l5QNxp9u230rSpOVKvq2dyhsm5xETz3OzgARtxV8+a/abYky87dpi/0StWmOdN4zZ2x3Dzp0KdB9mx00byu104TSd4ZALb/Z/Da5AXcYmhiNiQ5bWg+LOE9GwLQCW/cpwt9TV7W3pRcmweivSE7x82E1GfFfIloW8Ca8r6k3h2OpJwjmJ5xhHsDYk9K8CCMdC7M/T7lMXbjl2PvdGURjSZ1oTCwwsTHBeMTWyExocSlxJnnquHbgGfclCyLcvnXWDdFl+WLzfPtTj8tdk3VOEmN84rI/bA1TWwr5dZM7ZQQ7Al06EDjHp0DnN+vMBjo9vSos8CbPbvjQDRko/LIUkUHVGMciOrsnqNlVUrhb3r9pMavBNOjjNrXl1cbCaqrkm4gJz4EYCDJ2byyrSGGZaDOxm9bTRLT9yhP5u7uJfdGdwmci+c+ZW0kzPYs3Qdf/0l7N9/c805m83GvKPzOBxi3lh55hn44ek/GDLUD2vQH5B0BX7PB+75MjyXjooyz8EuXcqgRp4lCVKj/pMBW5LSku56LAEoXsw8x4iMlJtq5gMQ9hdcXAAXF2JJuHh9fSfDT/HHiT+ITI6kw289CQ0FedGAgAA+b7SFVpNeZPWA9qy5uJRR5/aS1vkprPPeZE+MeROm3KFFrFj8OKnuJWBuMnzbDnp1g4G94eSPSHIIcmUNEYfXMnTTcAD2JyaRdPEPZFcXxH5DIPGwDV7cBHnbmu9dszHPHN1PvS0zCR6+h2RXgza/tyEmNRr30Z8zeVwyL//pzO5lT7LpUDxzLk5hw3obkycLsbGQakllS9AW0qzm70h0tHnM2bzVQp0fH6fs6LKcijiV4X5MSzNv4O7bB6dP52xt4qz03FoMuJju+SXgkSzMU+wuywaIyFUAEblqGEa6e6x3tn3la1Sv1Y36Yz7juNt2Osc3Y9TX01m3czut1rfG1cmJ2JdGQsXOfNl7DS+++gQfL27AFrbzgrUS83uvIjjRjeI/lwLDxvkn3qHYYz9hnJsOVXsyZupQqpSdyZqlDzJsaAewpuL8jQe2RF/6+1xgYLU4JgSUZNL7dZhbuxALf1/AtkWx/DRvPQx5Hzq9C9We5URIcaqEb2f42AE8dzqa0fuKs+qFFTiHPMATcS3xdY1ilccBvg8sSzmX4vT+7lU2RFdhxrJGxO2bCEDXSvn5avor1PN5mxdiJvG2/xKmzCnDrLmB7BlwgdpOA2HgQFJaf4NbzX5MGP0Vr7R6jM6/r8XJrSgh4VHkKzWVpN0v8+fEwQQEwM+TelGqcEu2HJtMcvkU6rpaqV6wAfuCbVy5XJgyhXyYG9qFyvnLMOiEWTvjE6MVzz06l7TEVZzzWsf5oKIMu9QbV2BKlS40rdOCKYVe57cX3sWv4np+CHoE46ofGyI+oUBUUWov70bJAgHUKrSBKsWrcCh4D05uebgUXJCQmFrkcfdhVfwIPIy8BBhV8HTOxzt+VahauQXuSTvx8fEhjij2xM7DP29ppm2oyPMt/Rm7cD4VK51l/1mDg067eMTwZnLzPYTGFCDNyZ9HGyde7xtn4tqf6bu+LwM936BujWn4J8ygznOtwdWHBgM7kr90IlE7a/PWU8+wbPsJXMptpEhEJHPdV1LS2cb26GDzV9N+p1Za94Kaw/ik/qdIUgILHl3Jm4FlqOJXj8+NFvRvBCXzlKT0WmH9rq689Vw1Fm11ZlT01/g7O/HdO92oX+AxLuQ/D0BwjHlCG7svH1MWhFLM9wrOaYspXsDGwAYdqFj8cb6Y1JXN58JYl/ch8ud9hzzbB1O/8qNgnCbVlgo2J/ZNScDayMLMo6OI8NxJnqTHeaFEF2yusXRf25kyPgUZWbcO7r7V+WL9Trq1r8TMTZ/xy9kdPHDuS/aO/4p9F3ZxOOww+QxYfHIxAAcWT6Zo9LOsPb6JdRc2YaT6k98zL5UL+zL1zES8KcD7RSbTtStwaTES5U/vlb8y8+xMylq96R6fQGHA721w/8bghcTPeaJBF2JWtOOPApGcXLyXc08XICqflYQEZ+rXhzd/qsoTwdVZtrAfrXx9OOBfnr+ea8v+RXvIF52GZ8GKPFX+N6jUFXdjOBe9YUTNZhSPrcmm0d/Sx7UMb6R6U8ZrLEYtT/Y+cIZy1T+lR7dInny2BJu3N+Xnz6+y/4UzDFzQgMDGsMn7AuuWxfNxlVC+etOT16cF0GlFBzo6lyep11VkfyBOAfXh+/Y0KFONQ0lJfFGxEZR9kx/GTWXGNncaS3GiUrvgMfQn5tdJgNcM/no/kh/H+rFm/nc81borCfHhSL+2nJZG+L4yjMfqpzEqtQa0Feqf8sco8iTJSx/G45k9tCkezQPt5vF89acZF3OanyfUpFv1SCK8YmnYcRub5rTE1bUMSfOfoOqW9VRot5mrHTbTr/NUxnZ+kbe9WhIU9ByzZqTx/WfLmbfYjyd/CYTKUM4YCIMG8kDshwQ+NoA5W0/T6szrVFvqQSnPsxSIS6XJmy6cvlSKlvlrU8T1HdZHT6LiL3V5u4APTRt9j9XJnZ27B+Nf6FFWLKrDleDGHL36BY9WqUV8lA/uPISRtyD9T1XDL9WHZ5z20KePweGzYZzYnx/itvHs4/Ec27aSB18dhXXfQNZucCOxjAdLo0bx5MMl2HxxPcXyFsMWfZjXyj3OJQvsPL+KQiWfY9zecZyLOsdvj71Lk1KNGbJsNZfd1uGMG6svncfnan1Wvv8efkVSIe4EhD/I5uNzqdtyMu4+NhjzITRoAmmxHDhfk6JFH6JePei6vCvv/zqFusHjWT78VVxchF59rAwZYjYtMwyD48tfJqnw77gWfpWE192Z+0gQ4c9uZEFYDabRkbyuMTwcXJtlBRvR84v1fFm0O1O2rqdUyMdU8EmhT8uGuFxeh3fJVhg2C4/2Gs+nHYvzUuR2vh9chG49I7BaIb73o3w5PQ+jFhlEdheufgf16nXieONhLHmhM18U/JF368GjS6oSsQmSexfFNqA/k8I7MqknQBQSCF80AfKfNf8Az/hC+HsWwyhUCMv5Qrg6u7DW2pcrLpdIttVn+PBvePNNgxIlMEdrc/UxEzvJIRADz7OQhi3H4uvrzqzHaxGQ1xwRszTQYXZRKie58NxS8w6gzSmZVM+qFPEy+LzQo3TrUIGz7WKgUkUu+IKfhx9RyVHXf+t9n3+NR6abnWkPemIQURH7KXj5HMz1g53vcyBvPWAVW5Nh0Lwn6VT1Ocrs3M57x7czqvpTPNpYWPrlfvJv682CbXuhAeR1dic2zJcKT7/HjtcKUvbdMQBEvT6GVXOmAPD70zuoOMbCV1+5mndjrlXPufa4ynCYvwymD8XLEI69Og0KP0XHs31gfAJfvw8UgQURoXx0dTWXUq3YPKOh0hIO7Qsl9oUAnKNS8AUuzcjLlHqv80Di84T2WkCeMZ8Q1bQVf+xvymvBjfnh66Kc39CTNXtqcerMXzxMHpJPNKJsnA+Fw1ZTqHI8B72h7atQOt804oevx83fhQq+vjzt2pnHGhTizIeTqbB0PtTNT0rPzuws40uz5X3xd/PiUvvfwGbh9y2beKJBc86dPoaT26vEpQaQkAAvVhnMrFkDCAuDvr0TcUs+w6K9Y6hR63PG7vqWC9HnsBkGR8OO4uXqxfb3tmNgMHHvROoWq0vHxR3ZdXUXdYvWZUfHHQTHBzNmxxjS0oR6qf1wxYciqb/jWfQB5p3sSb/zzkQUDSNvr+0s+vY4bQd/gJNhodB3AUQlR/KJMYsezxRl2trpeK6ZxWMnvNg8shb5vYtgjFxD09VQdPFFnn3W/MhiY+FUxCnmHJlDbEosXz3xFR4uHrz9x9vEJUUxu/4b1KzVjx0Hf+Jw17fwXrmLIYFFKOFWkaq/edAueCWfjqzFW2+1oYz7EDp3q46t3Giqd2qGl99lbCU3EWrdwptB1Xln7SG+/9jC0CmFafnAx4xvcwRL6BH6vvI7MUsg/8RyFJHaXMo3BxZ9zdP5CvFyxSco6iw0r9iKNUcNmu5+A4CBZevjFVCHC0veZcyYGoxdtB83TzdSr1Sk5cTXKOafxvu2lylRsQpBZ0ZQ7KFZOF2YhcWtGJfTIvnuzFBKeXqwP/YKyU7uLK7VjFIlmvH5pN2UqduA2km/UqvNVL6dOJfel9+BhALEbejIZ58adO5s4eefXag+sDGH2USRuBJ02n2RTw5Bz/ItqBPfDI/3G/Nmu0SSQ/fiUW8Ex8Y0JqjiRpwKnaP3YDcaejpTOzWFgqSx+Nd8XE54nDX7nmP0z94cO7uYiadfx/loHOKWh4tRXpTqH0KRnjBwwT76f1mNb4q3YnP9VbgkBzGs+RoSg7yp1eRXHnrIvHAiIICEtOOEhhaHWj1x77KZfJeacbSEM9apI8izYwDM3swP5eLpmrcC4T1KUPn993B1dsbdK5Xi3mWo71qHNk8ls2T/V7R5eSTffunJuJ+KErSmF3keHI4lOYnIt9sSP/MYUcvP0rIlbPxtLt5JJaj9zBq6PLmKivFpdGtxAuILge9F2m0oB4XNmpCF1k7hg/1zecPbRtWzM3i4Xji2xrEYR79jxIQfqPtHNI3sYyw08/WnYImnmXrmD3oufp/ItBQKLhlOgWXDKeQTQN2vS/BXtfp45X+IlX4befW78hiX6/Jn61iaNHan/QcNeOD8LsY/GkqRkUUoFFuB0Lyn8HOCzyo1wCetGs22OVE5z2mWJSzlhx4wfP5n9JicRo18UXyyYyCSEMFo1zk8XrAcb1bvwXlbWyIuDqVhxeN8//1QpvsfopxbHD+EncJnBUzqC/vjFuDcGa5+B1+32s1Plf+k7yuNuPrEFVxOV+OhDs7k97Xwx6RYYoxG1GQ6fk/8wMhvyvOp9Qx5rR5MLjcTZ5dyPFT+HMWTw3lwtnkz7+DyQxwbH8Dav84gzk1p0ABa9R9J44r5iY/fiH8VT45ucaNcmXZsuvIFa6xrcE/MT7fi3xJQtCjbr/ahkF8+CjvbKJnnEQ4fdaJFjcacvXiV1xt54+RXhfJDB1PcpzxbnYYC8DR1aF+/Git2xTDDsgCX4BpEDDtAnjzww6jxVK3ailnr5tK1dXVSzs+jbvuf2bRnLY2XPAVWFx51fo08xVJwu2yQ7FKOOq6hNKnxISVSRlGx9XRmf/IBb4w2+zHsOWAtNpfafDcqgVmTilIlsAknnTcSkFCEw698h2feNHpeepv8w1zZtL0PT5wuwUsfeTJXYFMhfwa83RqPQV/zVqXeeHu6YLM68dxz0Gf0aJ6qUo6TF9Yz62o8z7tE0+PzOZBmNZvQ5atC2vkVhLk2pc/s43RpUZPj4SuJc96ORBTnoUrjeOQReKLPGGqXL8nBpKUct66kZtoHdKvdFzf3Y4QnDaGofyVOnt9KqcItOLenPI/ULU6zZW9yxXUfHhGV+LX+SPzcbFQqZKV0hXwMHPs4gYFQ7IsaXHE9xJoadfGd9DK7ps9g/EdvUyxfAD4b9tAsbxmaBXpDmTd4dKA/5Yr685A40aPDZpYstFDJvxLFjZrUsXQnj28SbedMoMNvrciz6AD799emdKOWbPm1IBUXfo+TLYHoWRv4cuImPmlXlaLflqXloV20vTiMuQ9OY0lqWVpeWYPTE2eITC5Pfo8AOn2XzE/DizL4cFNqSwP6TVmLV0J7XJP8GH/sRZ5ZY1Col/mdP3h6H0/un02L0bsY8NJanOPXUeRDX8Q/mpbFUmhU+VU+GvMVRpdhbH7yW76omBffXa781L80BfySeWKTJ++MupHfqJhclpMeZ2l8ZCgbfu/N+VMH2R1h1l732fMDNBtDzKpm5Gu2itcGf8qstJEUO/AulxaYOYOqA5uRkvcivklW9qadYlS+OnTrtpMt2zZw8XRNSpdxxZb8EeUqPE/z2Z05lhpK7SPfsn7qJyQkwKKJO3inVz3+rqwklTKq7HxrHiyzebKy7J3f3DA6YTapo2RJs/1jvYAyULAuYYlxpLmkIVYbhrMnyQeH0WddGgM2QVCT4xTf9RERIYOo+ZAzldYLe5I8cU5xwTbwK4yfZiE903CyCk5OguHkwqJuu2lT5BHqPOlF/YbrsR5qyeLfm5PPM5ohm1zotS4KIzAPXw12YnQBLz7a5EzSjIV4v1SJ11qc4dAfk0go1ZA+E7rwwLDiVPzpRyw9N1P9/SgqTtnJ4Hcq8lbidGIP7OSpgB9wAk57NaNc5er02BlIx5k++Cz+nsAOq6h42Y+w7+bgGb6EIbvb07x+bb7cXYe4S91wf+gNHh5aC+fDtclTOw8GBmIz4MCXdKwXDI+15/upL1Kg+WBOzGpEpXanidz4Gas+/JGY4wYle3xLq1bw2t5mnHwjjbefH8W4QZ9Q5tTXdOjcjpSN7/JKy21wegJutiT2OhUldPFgmvT34J0ePvw68nuuBEXRp9pXWK3u9P3kE1o2L8/uq2Uov3YEvc91xPCNZOmih1i/vxfn9+yidLFixHs1YNTwrjz7ch7Wd7nMz5OKsWbiEJ7q/DFL5h5lZt1+xKQWJi/HMSp9jDHQgDB4OPwT9hf8kcZXmxL42nJqPXgOf0t/Kvs9zZsd6kPlOXw7thahCYWJPFGHqisq45ual9V7O+LVdARRrzYi3+xNtBuSzGWLO1vP1qVWmyXM+GkRyQG7qJJymq0shfPwXuJ43n3emwaefaj09ALGL57KlX2TsTnB3D1Faf5nLLUH18Y7fwxTvp7LWwW2QfX9UL4GdUPq8EvZIcSkurCsbG8qv/E4Zae3gC3vMa1Qdcp3PsSjFUP57Id9iAhr+jxN3vnd6PNJD5JrdcX2yw/UYR1dXWrx1uHxrF46lpH1ZvBgifI8NbsLT0S9w/mXd9BzSVO6v7CCMd8X4uMfA+lx8Qn8zrQg4nvB0xNaDh5G8d6vEFxtAb8PakqH8av4Mt6LhO19ObvgNw5sD8clTwEqVRXmr6rB/ClQJ7glI73O4FF8NkuWQD6LjaCUt8nzw2R2/zKSJtWL4rLwVQaucmVmvm6sGTCKzbPH0vDVN7ly4hQDm74BpV5mzeSFLFr0PH3WT6JuwJt4xZdk0vNjiNy3gVnT3AmwBRH10NtQ7j2cBrjwy64hDC3eEarOxifoVR5dYd4K7xxViu9GpbBgQDd4oDeJwUUpVNYLj7BULp6rjlvQY6SW2op/iC/TtxaiReFjDPEczab5zTiy+zyvPWnQsMEV3P7YT8SSw/wa9ilOCQlsb96OvE+/Q4VSW/i8bTueT4okcufrcGgZ7au9gqXiFfoX8oaAAN6c+iQTK/5F/oulebfyE5w/582xd/tS+fJc9n9Sj5r5/fj0u3I8VuYwrYL38VJkE1r4xlK5yAkqr53J1ief5InViexf/ivtzxdm8GsDOHBgDAd2naHJI2uw7BvFEM9tFPPcxWv5t3D4aAO67quOU+8vGNC2Cuu7/kz41bdp4ZFGrerOjCk1hJipnzFzbBCtWsHBsSs4aatAbOWBNPxiF9YT1fhr7joIDKR24WU0GRbPqv1FaTJpHHNfm0lQaDs+r7MJW7EjtHgjlaW/7UFKvEGnpLUM6beDOj1+5UTybp6q5Ez7PrPYHeRCwaV1+HRlAPXK7WRJ+2TGzqhAj48NukxyIvJ0RY6f3smJ8/HkdXPh4KmOtHqwHjMLFmbmGWh/MpLnevrx69BNvNZuK/Fhu2nTYBZJHg/z0he/073ih1Rvb1ab/KZQfY6db8ma9Ss4fno07ifasmvE7xQsKDz/2XDmL29PVPlp4B5PSWf4cu+s678RxQ7OZ1G1hcSUasN3C35iTfN1PO97jjov7iJ4UXVG9zhg1gTKXwNO/ITxh9m06IWgE8z3/ZP1bdpylR/x3jqWNru/xogqT/czeQl2bcYTH59gVKvRrP4rD/tXrubshrFsSXya1wcWZo7Tc5Cch2+8Qun3JXy96wg/exymcuXqPPbhUU5F5cN/ajEKOUN4wxiCtk2nbXgUHc/m41QvGD3MYOq0qczf+SR5fXz5bV1BXi31MNt8t9J2Lhxt9ib7t0+hX8O3mDNnMVcP7eH9PA9SbtMBanUcSoEz9Xh57OPQIxyPMIMKa4bxQKFEthfvxeViO+iV/xucOtWn79FePFG2KYEbAgn23krbo/BY4ERO/PErxmMNqB3wGMM31aTOzO70+GMEvzzgRrcPLlNr5AJw9mTNhEmMG/cegYHg8ukA8CoBf31rdrrdWQjwMJg8Gdatg8OHYeJEs8kuAQHw4S/UnVaSx8N78spHD7K+9kbKftyZ6t4Psa5PXlyjoylU7kkICGDq2iTKTl/MpH2TaFSqEXGpcbQo34ICncKRt2qYfSX5tYcTP4GTG1xazKvF3qKoqwt5yrTj27++Zc2ps5SP607RJoX4KiqOrrsmUThfGGvL/sQzMV/R8c1+RHk+w4Tx0PdbN775WgiMMvss9I610fD5jxnyZFEqSSRlOUffvhXp3x880jc9HzAAvgwEax4o/BRYE+HiIki4BE7O4OvE8F15iZ02kUNhh4hLiyegwjv0tG6mSd3+BO9/mZCKyUxv9DNDi09ia5LQf9YVmpSqifOcTST4v8+hGaX45iuhid/3HK0TwiCfLsxY70rTYwadq8Ri3TeQRVu9SCvQmoDUDTT9didTShagVrM/ODu3MeXa7+Pk5vWsOl4T3zgP1jV9hk92F6bjo5P4uvnD7N83jk9LVqZjahoUe4b4PX145eRIODmSx+jN0LdP0eWHgSQWW0Zc7AUiJZDGHgZNN58nMrUSz++ZCFsmUvvcLMZ1H8TSoFnMDZvLgPWwKCCFy6vX0rVAp+tnfFeHQ4zPXmI7xLJkeCeGGH/C0dY89HgT8rn684plOR+0hf1bP2Bh1edYuXYl71azUaxHPO7fuONpwIJazWha8iWcnc/DA68StOgtJj6WwA/FfOj54gqOd3iRsQ3X0rjINBbubkBdn9pcCoug1scr+bFWAl/WM2sQ+Xv5U2bxacTakx4vVuTM9o14J69i3h/lKffBSAq+0Y++pYax7efPKPTFcNgcyNGZ3ZmR+AUFKp9i0MJUGvp4su6txkSEHuLIX4+Rb9Zetr53kEYphTlV+BG2z5lN/rAv6Nm2P1e7P8RIj3yMfSyBiAgX8k6bQ/P338P90ShqH+xFk+frsutIV5ymvcVT1gKsaz8f5++H8VVYT16u/xjTvJrxe6+DfF2yEe+9tp2DO+bwYIuhbF51ia+DulP6ymbKnZ9F71egxK8TuOS5noBTvdjWbzF+nnvwm9qSvuuK0COuFG+1TmWopT9st/Fh9Pf8XPtP3si/iDIeu3GXGB4qMgbbqWI0LGclJX83HmvemDK+/rgFF2TW83kIahfP6vi9PLhuI+8/Px0KvkDLoYf46uxOOl1yxsO9FvuC9+H7oB9uK0pQcdmP5K/wAAPHP8HV7tD39Wa8PbgrxdyW801IGHRrAh+2IWDUcqZ5z6RYrSb0TOjNijc3UzU6jHlPD+bklZJ03reQ/hc2U7v4IU6dqg5p3Vk24TRPXqpLQuuavJCwkZfaPEnknvGsfeUC+Zt3ot/v3+D3yQc8Wmw14Yd38tOmcPIMjGb84oJ0/qAYEaFBdDk/G8PShN4hi/nsh8VU9a1MhM8FZpZ4hc/XrUYGfEqhEaMo5BvIrovfsHxBR0paVuFS80+8ioYyobXQbbszHzbqhLeLN0mb1vDIX/uJ7VgPGVKO9dV2MHDbGU74uVCl+xc4GXCw9AK8vUrwaccuMG8iYzYnUGfKag4cm0Knys0wClmgzUKORlXnxV+r82SlOpQ6UoyWTyXS4YsjTCs/k1gnK9HJoQw4soSW0pbY5ttp2H8zH//ZjOSHf6R+nefIm9CNQ2U+IHX1Pqp6TKfaw0KPvSuZM74DVTqVouPcR7GtGcGxcSXp8WUIj3YMwHZuFoknhnF602LmJbXlzTfh7ZVv80CZGjzW72G6f7SH1JjjTCk1DJeEi0QWLIzfS2t47+WOrFjWiPy7f2J91S95u+gFhnRYg/VAf6qOrkj3tQaJTU8w8H14+qPm/DmoPvkeBV8nDzx3vcELXz1PUhIM6leXqicO8qvTBIrXe4cKdTpCnk5w6CVSqjxF2OENrOnbDHyrYQx8G7bDkyf+YsqE1iwoXYmPhvVj27YzDIt8D58LRfjlwSu83h56fWbljeHO7Ax7l7rNW5GvY1Xc2i1n26w5nOnUDOeSzzLmzy1EFXqK9vH7KN/sVyy7nmWbT1UKVfGk7ZBBlPMvRs08nXjqrcI8teQlqP0JQ1f8Ro2zy/Ha04+8bnmwpQp/MQ3Ou/ND4WQ++gjeaHeJJ3sVZ8zvbzJmYgV6PnyWno030OFsMYa/t47h82FKhVVs2lSUvvk741NyFhEXJ1Ng0SH4fhjBU1/FrZAb/RcnUOPlOVw5e5ywPAOJfq0564eMY9PGE9iS21Gx6GNM7DGfol9WYvCYaJxeGcKUhn+wee4jrPxrNx9OrcnTiXA1dTkVy+Xh/f1fEucxgQNPvUBA407s7bWBZu8txd8nhKD3uhGxYxZbtn0JFduwfNIRpMgFEq52IbbYPNbPusRP30wj+HIqBX37UaECNFlnwGpY8nBLLhTvSMVds3iyXUvipxfDp+Ym5Ox0/NzDSMn/MUPL+PHGXvijxk66dgqn2PNP8Gf/j9m+HTwav0zNmvD8txVoVfl3ljV6Gd8nfmF8z2chbCvvFZ5KyaRDGIlnaBtUnE+GwANh/fCo+DX56o3gxOWP2P17Hb77bRQwirQ08B8UyJPlG7JsPnxsO0ujUjFsc97B4xMuk8eowojxMVQv0oWk/V+T/4rBhIYw4RuoH/EUaz7+mM+O76Jeyp9YXGN4s9brUAvqhv/A8eXvM+3od3Sa+R7+ZfKxp8kIroTAC33fovJTL9Ft+FWahn9Lj+/KEpSSyNy8vYie7Uf4lj18WXMdr3pEMOCBFoR4lOKtBasJWHCGse+6McEvP7baA5g49wylo+I4Wm8WlX8fSsTRvdDcYHC7Z3CNaUtT6xUu+bWlaPN4xk3tThUMjrEaYqGBW34ATkTbSL28kfOrfuK1L+fiZI2F4Gchai9vrgqlx7o0Hm1mw93dwNUVavj9w7bB15owZfYH1AdWpnv+OfD5LfOMA9qle34CKHKnZa/NY39cBDhxt1gefvhhyWkWq0WCooPu+Xqjo0V27hTZvVvEar39dZvNJgRy/c9qtYjNJhIWJnLlSrplBgwQAZEa+UT+HCYy011kYSmRiH0iNouIiKSkiEREiNj6m/NOKdNf9u+zyoWgNNmzOUgk9rRIUoj5377MNfv3iyxaZJO1a22S6h8gIRSUoX3CREQkKMh2S8wiFy6InDgUIbYz0yV2VSf5ekCcWK0iK1eKbNpok0NrNkjauYWSvLyFSMRekb19xLaji9hCt8uVS+tkzPYx0m/pd0Ig4t6xiSxZmCJx57aLBK8z36Tfp+b2gkj//hKVFCUvznpZ3l/UVdIsN8d+zdPTn76+H/cO6CRXY6/ePlPEHpGCfiK+LiKrGt68Xfb9ZmvUOLOP87qN5zZKVD4PSS3ob04I2SRyZJrIxg4ia9vdcdkBA248Tku7+bXwcJFNm0Q2bBD5K2iHHAk9IqmpIiFhqde3LWl7DxERCVveSEREksLOStqGDyX42CQhEHH+EnnoAycp830Z6dXL3Fc2m0hcTKqIJcl8ci0QkNm13CTvkHwyacnrYgn6U6wbXxLbvr4im18Vy6bXJO3yerFFHRJJDpdPuiVfjzUmJt0X2pIscmqiyMXFkrynl8w8OFNC40NFLCmSnBQpBb4tID6DfSQyMdKc/8t+N32+MUkxQiDi9pXb9e0ctvnbu34Od2WzicSdFYk+ImK9ZWfv/9L8f2CAyL7PM1x80bFF4jnARR58H7EM+DLj90iNM8th5AERm02+/14kLs4miQkWsVzZIHJ1tcj+fjctMneuyL595uMtW8wwFy4U+e03kT69b3y/o6JSxWqzSmKiSGjojY/uVsOWvXd9v/06vYI50f75Wrd+Yj7/o5yIJVHkwACx7e0jIadPivX0NLHZREZ8sU+WLhXp3NkmErFbRnxlHgt/+00kJiJGJGK32JIj5ErsFUlNFQkOFonbNtBc7+bXzO3f85nItk9FEq7K0eXNJfXiEmk58aHrcaV6e0oqLrK0fh85+FZnGTDAKikpNgkLs0lKAX+JKFFACEQCvguQT1d8Kt81e1o2bTLfwnNgvuvrOXciQuS7l0SurhXpWFdkZUORHm/IJ/P6y+wir8ovpQbIypUiTT6aIwW/LSgeHV6QffvM72pysk3EapGlP86QESNETs/+SGypMdL/izSR+CCxXlgkJzd/IBGnN8iALxIkIcEm587Zd/Lubub3/EB/kVWNr+97i0Vk4ECR+HiR+fPtn2EfkbNnzeN724mfSP1xjWTXxd0yfMtwSUqJFYk5JXJ1vci5mSK/5xOZ7X3T5/nDjh+EQOS5Wc+JiMivkyxy7qxNEhNFEhIy+RKk+8xvOsikt+sTkbQEkf1f3LQNWZGcLDJsmMiff4okJNyYHhtr/925Q1j/qhM/iVjT5MDcn2XnDqtYrSJ//CEyebLIr7+av4s3iTkhErpVxJp6b+MICBABmVUF+a5RcWn2SheZPccqYWE2iYoSOXFCZN06cz9ei2nDBjPOubOTJfn8KpFLS0UsNwJOTBSx7elpltvZPiK7u8uKce9fLwvNJ7wkCQkiRqCzEIhsmNdIli8XGRP4vjgHInkGuEibmc+J/1D/68uUHGjI7PkN5bcFTwgDkDwvt5GRG8fKhnMbpPuK7uZ6Jo4QubxcZG9vsV1ZI+NHX5G4OJukJNuk3nd5JXCcv8yfP1qGVJ4sBbsVuL7uGd0/lvlv9pUJc+rKoW2fSZmhBaX7s57yXsdQERHpYf50SZrFKlV/rCrNv88vaxeekp9/Fik9uKJ8+KKblOyOWH8zru+DjZ4NJGbHdyLHfxTbuZkiafGy9Is35ZuekfJ1jwgZXr2pTOzd3Pzt61xFzq8dJ2nHJ8nIkebyn31m/v/hu2CJj7fZ9+vNX9a4lDgZsmmI7Lm85558FQIH2MRaKEDGVWwoXT+Nk18nWyW51xdylMqycqU5z+gJ1eTc3m8kbkNbc8KuT0QODpIrq1+/vj/bTu0o586JfLt8pgT7GHKwa0uxJYWIiIjt/QYS6+R+fV6/QQUlpWB+sRYKkOjoG2Xy4pm5UveXajJk8xBZ80aDG7+7mR0jvuhtvl6ypAjICy/fOD8NiQu9aVarzSqHQw7LmYgz8toLyPiHMMvBnezubp5/Hugvsq+vOS05QiT25G3npTex2czjbyYHGsuh4SIiEry9+/V4Pez/W81sdfN2X/ufFCpyYIiIiDTq6Cq/VUeqdEGiSxS8bf1paSJd34mTlGSbXLxgvbG+u23vrXFaRFasEFm82Lw+OHNG5OLFWzYLbluuT2/b9f0QExYuS16dJLt2mZP27r15n2zfLjJ9ukhgoMi0aSKf906R6GhzG6ZPF5kzR2TmTBGbt7fIw3lEdo8Vebv6jc/jTlIiRRIuifTvf8fvkc0mcuqUyNX3B8htp+zRx8zjyywP87cvOVzk7HSRt6uKrGog1msXPt7eN72H5csvJA1nWd19iWzeZJXJk22S7BsgSb4BYvliwI15I/eJ7fzv5rndrk/uvk3XvhM+XuZ3MSU60+9ZyucDrn/2tv43b7vNZhObzSZT9k2RJ6Y8IcERJ83zzxmGyAynO4Zw8aLI5s0iu9eflLSgpWIbUNJ84cAAkQNf3hRnDHlkd+85smuX+X2av/GYeQwYkl9cBnjJVW8kpkWAWM/Nlvm9OsnmjSly9apNNm60meerJ34UW8H80tf+cbeaXN8sM738ZNmHY2Tzaz/Jjtmn5dw5kWEbBklYHmdJLJ7HPMedgciCoiIved44b7m2/7xvPo9JLy5O5Ny5dNe0CRdFgtffvG9S40TiL0hYfIisPr1aUi03/0anpZnX0xs23H7tlBVvL3xbCEQKf1f4ttfqjK8jBCJHQ49mf8W5CLBb7pKTyegvK0klF+AsUAZwAw4AD9wyzzPAcsyaSfWAnXdbFvgO6GN/3Af49m6xOEJSKSfNOjRLCESGbBqS06H8I7aAALFl8wf2NlbLHQ/od2KxWuS9Re/J7EOz7zzjLT9Uf9u1k4psOn9e5LvvRKZMMS9Es2r7xe3ywuwXJPX4jyIFfUUedBPZ+obIisdEbBaxzCt0/WRqzJN5RERkwQKRCRPMC5fExGyHepuUFJHDh0UOHfr3LiJnH5otHy396N9Z+a0Sg0Xiz9/TjfnxR/NkMS7u7y1/8qR54b5kidx+MpaJ1adXX//sd1/effOLV9aInJli//E2zBNCm838UT8+RiQlyjxxEZGQNQPEFh8ktnmF5PLEGnJ42wlJO/qj2FKizERjOp2XdJa8n5vv+VO1NvJnlxFii9gnkhon59ZMklmzROZ8/bOMnVjV/KEOCBApgcjp6RJ0NlmWLrVKSorI8eMiXauskK6Vl8uFAg/J1U+/k6Gv7pUZv0RLz6Z7ZcUK83tnDShkHl/sJzAr2k+Tb/hcoj4ZIBH4yZhR5lmGxWKT2MhUmb7/N/NCs90LcuaM7frJTFqayJgx5r7dsKKtbDq7VpZNaSK2xCuSdnGNTPolXH76SeSnH21y7JhIpD0PKlGHzP10cqxI2s0F98gRkW+/FRkxIuuf2d0ERQeJxWqurG/fe1N+JWyHuQ3HRprJpftBYrDIrq5iC9kqAwaYx7vY2ByIw55UKv+xWSYeaL38tuP7lCkiQ4aY12NZ/Z7sW7pSPuyUIN26psjy5ea0lr+1lOIji1+/cXIl9oqE53WR7g03iIj53TFeflEKNv1Vhr49QEREao2tJQQiVza8KjabVWwznERmGLI76Mj1Y0e98Y+ab7DfLOuW5U/KsGEiLzc/JCFr+ot1dw+xnfhZUlNS5fNPkyQhwSYbD82VNQvqysDPfpETJ2ySdnqmSEq0pO378vp6jX4ucuCj8bJtm8jUqSKTJomkppo327ZtM5Ol6W+u2Qb0N+MYMECkHmJLiRLZ86l54ZkWL/0+T5TkZJGkmCixjSsjSUsaCoFI/aGIRO4XEZG9e83k/dy5IgcOiIwaZV6MXL78Nz7bvwPkk0f+koSEm28oXrkisnmTVeTQN+aEVY1FltUWiTl+/XcoIiFCQj778Ob1eXuLvFVEJP6CeUPEnhQ+GX5Svtn4jXlszCDRcSLsxPX9mn9Y/mxvRnxKvBCI+A71zfayGbq0QuTkLyLn59x2HP1HrBaR4I0il5bKR0u6iFOgk4TGhcpzM5+T5LTkuyaBCETy9DH3U2zx25NKEREis2ebvx9JSSLi5PS3kkp3de1zvGW94eEiy5aJLF9+4wZoVs9hL18WGT7cTGZles75N85l7+puNzn+aQzX1n8vzucdyYABIs6IjO8kcm6WeTP4DpLSkq6X8Y+WfnT3a5NrySmvwrJ/v8iBAzbpt+YLWXFqRabz3rSPs/u5OgibzSZzD8+VuJS/eXJ+H/jXkkrmumkJnATOAP3s0z4APrA/NjBHeTsDHAJq32lZ+3R/zFHfTtn/579bHP/vSSURkUsxl8SWY7d674H79eCemZze3vQ/GheXiIRsFJkfIIkzvSQ4Lvi/j0ddl5pq3iHs2/fmGh3/tvxD80upUaWyt5DNZp7YXzv27O5h3g2e7W3+nZthJnlvqZ0jIjJsyzAhEHF5+TUJOm+VxASrpJ2ZJykHxsjQoTeOZTExNx7HnZsnv2z5RratfVM+7zpS4nwCpOPTQZKQYJOLF23yee2V0uyhq+ZJVNg2sV67HXVLeVuzRmT+XIvEx9skOsom8fHmhXpkpJngueZ81HkJjQ+VEyfMk/FrF/IDBoj89ZeI7zcFhUCk0xgfsUUflXnDZ0poqOMdh+fPF9mx494lrO47VotI4tUcrC51Q2xyrBCINGm/RxIS/nlIXbqYF4IJCXdJlnl7y9QC3WT1Kqv8/LPIX3/ZJC3txjEo9MzvcnZVS0lZ+7RI5L6b7hAXG1HMrIkSH2LfiFMiBfLKkMLD5OIFm1gOjxSbJVHk8lKxxZ2VpCSRH3+0SlL4ebFsf19saQkyvNMoSTkwUmx7eokcGiTycWtZe2q5uAx0MWutZuDiRZHRo83aW+ejzguByPYL22+eyZIicmqSyKlxIufnifh7S9emuyV1/xCxrGkhkhwpkhgiF5Y1EtvhoSKnJ4kUyCsSUOi297NY5J58Jlni5CR9i0+R2Bhbxhfy8RdELv1p1k6z3VKN/U4XbSmRInHnbt+ITJJKIjcSdmN3jf1bmxKVFCWJqfciq52D7pIEyj80//X9lJlx48zk5IAB5u/8vyKTpNK/yhGSBI4QQy7WZUkXcRroJLZrNch0X6oM/N2kkmEumzvUrl1bdu/endNhKJV7XOtg9lo5jzkOsceh+HNgZGXwR6UyELbVHGbY2QMqdDa/S8eGg4s3lHvP7MzZTkRw+sqJMucGsOO7QDw9wcfH/Er27w9t25ojXTRufGP1a86uoen0pgB4u3gR/0UiAz9Ppu9Ad3r2hMGDhYhwcNnwOIWKuuPU6HcMN9/bwuzTx3wPL68b00TM0VHy5oV8+e6+qWlpMHbvT3Rd8REA1l5hRAVHMnZmBWrVMmjUiNtHLslBc+bAnj0waFC60bqUwzpwwPzMnn4aGjX6++vp1s38zF1cMh/u/VbffAO9e6cf1S0Njgw2R6T7oyyIDfa/Bd98l/lKDINuLY7x1ezKxF38ke2pLhQM38i+JXVZsO8jPm0+iFbtq2Fc+YPgkuNwX1MDv3Y7MZzdkcODMR4afOP36Q7i482RuerWBWfnLGycYWAZXAnnT3fA1nYYj80yt+n5C+DsBYcGwoPmSD5Zef9/U3IyjBxpdir+1Vfg5pYzcdSfVJ/tl7Zj+dKCs1NWdvL/n0l7J/Hen+9Ru2htdnXcldPhKKXUPWcYxh4RqZ3d5fSqUqn7VWDg7Y/zVYYSbTShpP6Zgo9BtX5Q5VNw8QRnd/N55W43JZTAHI5eBghnJgeyYwfMmgWpqWa+8+uvoXr12y+mHy3x6PXHlyda4EPw3jCcqD9fJi3sAAAF+IsiTT7FuckyjOPfZximp6f535JuFF3DgBIlspZQAvOC+6O6nQFoUb4FTp4F8C9TkX79DFq0cKyEEsArr8C332pCKbd48EF4911zOPN/ktto0cL83H/8MevLPPIIbNsGVqt9gjXZHHbc2QMs8WBNgkHD77oel0P7cXKCaWHJtF38IY1XrSO6wEesXpHGs68Uw6lkG7atOsPn/Vy4aLwALl5w9FuMETPMFaT/rcqEjw/Ur5/FhJJ9qG2X5q9guPpgJF0Bp3Tj0hwKhO+mmI8doAB7eEDfvjB0aM4llAC2vL2FtC/SNKF0B20qtwHglQdeydlAlFLKwWhNJaWUUg7HGGjWsrP5lsZ4fR6sfQpptomIhS8wcss4GlXfT/OuH2EsKmkOb//a7b9loaHw0UdQpw707Plfb4FS/y2rFWy27CUUFy+GnTvNGn1ubsDenlC0BSQGwbQgGDjQHPEus8SPYRCFL93fjOKSx3LWFmkJp5tycegKihdOg5M/QcXOdHz1FKOnVsdIOItn0BjwexDKvX0vNvt2hQtDSAiRc5qSr8084ufkY1vyAk6FVubAznD2BtXjhbaufPHFv/P26v62/NRyGpVqhLdbzicklVLqXvu7NZU0qaSUUsrhtPitBbvOrSD8tUlQpgPs7gK1RsHv9hP5B4dA5e7wRylIi4dX4jNcj9UKMTGQP/9/GLxSuZWI2UTaNR94Fb37/NeaWAcEEHx6P0VGFIFzj3Oy3zoqVDDgzBSIO0GfGV/Qf6D3jaaoYvvXa8waAw3eKVKWX3cVoEfevyjgb1D1AYNWrQySkx2ikpJSSinlUP5uUsnl7rMopZRS/63lry+HmKNgSTKbrngWM5vNONuvBJ29zAvTF4LvuB5nZ00oKZVlhgH5qmR9ficns3oUUNjHbHZG8e0EBsKECeBV7i0QIeInM/mUmGjv4+w/aoK9KDqaUkHf880fTnz/vUHLluYxQRNKSiml1L2jHasopZRyTC55IOmK+TjmCFgS4MVgs1ZSkafg9LicjU+p/3dWq1m7KThdctc1me7dDTp0MJNIGAbvvQcdO5p9B/1XfNx8iEyKpEpAeVJSDJz0jFcppZT6V+hPrFJKKcfkVRzO/gpiBfcAuLgALswzX8tXFaIPw1zfHA1RKXXDqw+8ygMFH6B2bZg378bIi488At9/D59++t/F8nCRhwG4Eh2OiwtUqQL790NKyn8Xg1JKKfX/QJNKSimlHJNhQOUesLg8xJ+G1GiwpBsmq95EeP5qjoaolLphVttZHO58OMPXChY0R178r3Sp0wWAk3kmsHo11K4NX3wBHTr8dzEopZRS/w+0TyWllFKOq1BDaH0u89ddPP+7WJRSuUbNwjUBePKZKHbtMvt4+vNPiIoy89LX+hhXSiml1D+jSSWllFJKKXVfKeNXBoCKBSowePCN6QEBORSQUkopdZ/S5m9KKaWUUuq+4uLkQv3i9Xmjxhs5HYpSSil1X9OaSkoppZRS6r7z17t/5XQISiml1H1PayoppZRSSimllFJKqWzTpJJSSimllFJKKaWUyjZNKimllFJKKaWUUkqpbNOkklJKKaWUUkoppZTKNk0qKaWUUkoppZRSSqls06SSUkoppZRSSimllMo2TSoppZRSSimllFJKqWzTpJJSSimllFJKKaWUyjZNKimllFJKKaWUUkqpbNOkklJKKaWUUkoppZTKNk0qKaWUUkoppZRSSqls06SSUkoppZRSSimllMo2Q0RyOoYsMwwjDAgCCgDhORxOduW2mHNbvJD7YtZ4/325LebcFi/kvphzW7yQ+2LObfFC7os5t8ULuS/m3BYv5L6YNd5/X26LObfFC7kv5twWL+S+mHNbvHAj5lIiUjC7C+eqpNI1hmHsFpHaOR1HduS2mHNbvJD7YtZ4/325LebcFi/kvphzW7yQ+2LObfFC7os5t8ULuS/m3BYv5L6YNd5/X26LObfFC7kv5twWL+S+mHNbvPDPY9bmb0oppZRSSimllFIq2zSppJRSSimllFJKKaWyLbcmlcbndAB/Q26LObfFC7kvZo3335fbYs5t8ULuizm3xQu5L+bcFi/kvphzW7yQ+2LObfFC7otZ4/335baYc1u8kPtizm3xQu6LObfFC/8w5lzZp5JSSimllFJKKaWUylm5taaSUkoppZRSSimllMpBuS6pZBjG04ZhnDAM47RhGH1yOp5bGYZRwjCM9YZhHDMM44hhGJ/Yp+c3DGO1YRin7P/9cjrW9AzDcDYMY59hGEvszx09Xl/DMOYZhnHcvq/rO3LMhmF0t38fDhuGMcswDA9Hi9cwjF8Nwwg1DONwummZxmgYxuf2cnjCMIzmDhTzd/bvxUHDMBYahuHrKDFnFG+61z4zDEMMwyiQbppDxmsYxsf2mI4YhvGto8RrjyGj70RNwzC2G4ax3zCM3YZh1HWUmP/Ob0ZOxnyHeB253GUYc7rXHars3SleRy17d/heOGTZM8zf4J2GYRywxzvQPt0hy91dYnbIspdZvOled6hyd7eYHbHs3eE74ZDlLl0MWb7mcIR4M4nZIctdZvGmm+5w5S5dHLfF7IjlLrN4c0G5O28YxqFr8dmn3buyJyK55g9wBs4AZQE34ABQNafjuiXGIkAt++M8wEmgKvAt0Mc+vQ8wLKdjvSXuHsBMYIn9uaPHOxV4z/7YDfB11JiBYsA5wNP+/HfgLUeLF2gE1AIOp5uWYYz27/QBwB0oYy+Xzg4SczPAxf54mCPFnFG89uklgJVAEFDAkeMFngDWAO7254UcJd47xLwKaGF/3BLY4Cgxk83fjJyO+Q7xOnK5yzBm+3OHK3t32McOW/buELNDlj3AAHzsj12BHUA9Ry13d4nZIcteZvHanztcubvLPnbIsneHeB2y3KWLO0vXHI4SbyYxO2S5yyxe+zSHLHd32McOWe7uEK+jl7vz1z73dNPuWdnLbTWV6gKnReSsiKQCs4HWORzTTUTkqojstT+OA45hJhVaYyZCsP9vkyMBZsAwjOLAM8DEdJMdOd68mBeOkwBEJFVEonHgmAEXwNMwDBfAC7iCg8UrIpuAyFsmZxZja2C2iKSIyDngNGb5/E9lFLOIrBIRi/3pdqC4/XGOx5zJPgYYBfQC0ndy56jxfggMFZEU+zyh9uk5Hq89noxiFiCv/XE+zPIHDhDz3/jNyNGYM4vXwctdZvsYHLDs3SFehy17d4jZIcuemOLtT13tf4KDljvIPGZHLXt32MfggOUO7hizQ5a9O8TrkOUOsn3NkePxQsYxO2q5yyxeO4csd5BpzA5Z7u4Qr8OWuzu4Z2UvtyWVigEX0z2/xI0TQ4djGEZp4CHMOwcBInIVzJMvoFAOhnar7zEPMrZ00xw53rJAGDDZXu1womEY3jhozCJyGRgOXACuAjEisgoHjfcWmcWYW8riO8By+2OHjNkwjOeAyyJy4JaXHDJeoCLQ0DCMHYZhbDQMo459uqPGC9AN+M4wjIuYZfFz+3SHijmLvxkOE/Mt8abnsOUufcy5oezdso9zRdm7JeZuOGjZszdd2A+EAqtFxOHLXSYxp+dQZS+jeB293GWyjx227GUSbzcctNyRvWsOR4gXMo45PYcqd2QQr6OXOzLexw5b7sg43m44brkDM+m1yjCMPYZhdLJPu2dlL7cllYwMpkkG03KcYRg+wHygm4jE5nQ8mTEMoxUQKiJ7cjqWbHDBbN7yi4g8BCRgVtlzSPb2qa0xqw8WBbwNw3g9Z6P6xxy+LBqG0Q+wADOuTcpgthyN2TAML6Af0D+jlzOY5gj72AXww6xi3xP43TAMA8eNF8y7Xd1FpATQHXstRxwo5mz8ZjhEzJnF68jlLn3MmDE6dNnLYB87fNnLIGaHLXsiYhWRmpg1DOoahlHtDrPneLxw55gdsexlEG8NHLzcZbKPHbbsZRKvQ5a7v3HNkeP7924xO1q5yyheRz/XvMM+dshyd4d4HbLcpfOYiNQCWgBdDMNodId5sx1zbksqXcJsD3pNcW5ULXMYhmG4Yp5UzRCRBfbJIYZhFLG/XgTzjoIjeAx4zjCM85jNCZsYhvEbjhsvmN+DS+nu0M3DTDI5asxPAedEJExE0oAFwKM4brzpZRajQ5dFwzDeBFoB7UXk2kHQEWMuh5lsPGAvg8WBvYZhFMYx4wUzrgX2avc7Me/SFMBx4wV4E7PcAczlRhVeh4g5m78ZOR5zJvE6dLnLIGaHLnuZ7GOHLnuZxOzQZQ9AzObzG4CnceByl94tMTt02YOb4r12g80hy116t+xjhy57cFu8jlrusnvNkdPxQuYxO2q5uy1eYDqOXe4y28eOWu4yi9dRyx0AInLF/j8UWIgZ370re5IDHXH93T/MjOVZzIJxraPuB3I6rltiNIBpwPe3TP+OmzvC+janY80g9se50dmYQ8cLbAYq2R8H2uN1yJiBR4AjmH0pGZhtVj92xHiB0tzcwXGGMQIPcHMHbmfJuY79bo35aeAoUPCW+Rwi5lvjveW189zoPNEh4wU+AL6yP66IWT3WcJR4M4n5GPC4/fGTwB5H2cfZ/c3I6ZjvEK/DlrvMYr5lHocpe3fYxw5b9u4Qs0OWPaAg4Gt/7Il5TtHKUcvdXWJ2yLKXWby3zOMw5e4u+9ghy94d4nXIcndL7I9zl2sOR4o3g5gdstxlFu8t0x2q3N1hHztkubtDvA5b7gBvIE+6x3/Zv8P3rOzlyBfmH+6UlpijipwB+uV0PBnE1wCzethBYL/9ryXgD6wFTtn/58/pWDOIPX3BcOh4gZrAbvt+XoRZPdJhYwYGAseBw5h3DNwdLV5gFmafT2mYGep37xQjZlXaM8AJ7KMdOEjMp+0/PNfK31hHiTmjeG95/TzpRmZwxHgxE/q/2b/Le4EmjhLvHWJuAOzB/IHcATzsKDHzN34zcjLmO8TryOUuw5hvmcdhyt4d9rHDlr07xOyQZQ+oAeyzx3sY6G+f7pDl7i4xO2TZyyzeW+ZxmHJ3l33skGXvDvE6ZLm7JfbHycI1h6PEm0HMDlnuMov3lukOVe7usI8dstzdIV6HLXeY/REfsP8dwZ5DuZdlz7AvpJRSSimllFJKKaVUluW2PpWUUkoppZRSSimllAPQpJJSSimllFJKKaWUyjZNKimllFJKKaWUUkqpbNOkklJKKaWUUkoppZTKNk0qKaWUUkoppZRSSqls06SSUkoppZRSSimllMo2TSoppZRSSimllFJKqWzTpJJSSimllFJKKaWUyrb/AVLM9eT8oUtMAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import modisco.visualization\n", "from modisco.visualization import viz_sequence\n", "\n", "n_mut = 4\n", "viz_sequence.plot_weights(task_to_scores[n_mut]['Topic_16'][0], subticks_frequency=20)\n", "viz_sequence.plot_weights(task_to_hyp_scores[n_mut]['Topic_16'][0], subticks_frequency=20)\n", "viz_sequence.plot_weights(onehot_data[n_mut][0], subticks_frequency=20)" ] }, { "cell_type": "markdown", "id": "4d49ee87-3805-4907-8fe0-01cefb37adbe", "metadata": {}, "source": [ "### Importing TFModisco package" ] }, { "cell_type": "code", "execution_count": 9, "id": "3bc5e297-4c45-4b92-97c5-287a211ec2c1", "metadata": {}, "outputs": [], "source": [ "import h5py\n", "import numpy as np\n", "%matplotlib inline\n", "import modisco\n", "import modisco.util\n", "from importlib import reload" ] }, { "cell_type": "markdown", "id": "a5f8684a-7739-4f56-a9d1-d710af684448", "metadata": {}, "source": [ "### Running TFModisco" ] }, { "cell_type": "code", "execution_count": 10, "id": "7de258cf-1269-4e1a-9690-47059835c217", "metadata": {}, "outputs": [], "source": [ "# tfmodisco_results = {}\n", "# for n_mut in [4]:\n", "# null_per_pos_scores = modisco.coordproducers.LaplaceNullDist(num_to_samp=5000)\n", "# tfmodisco_results[n_mut] = modisco.tfmodisco_workflow.workflow.TfModiscoWorkflow(\n", "# sliding_window_size=15,\n", "# flank_size=5,\n", "# target_seqlet_fdr=0.15,\n", "# seqlets_to_patterns_factory=\n", "# modisco.tfmodisco_workflow.seqlets_to_patterns.TfModiscoSeqletsToPatternsFactory(\n", "# trim_to_window_size=15,\n", "# initial_flank_to_add=5,\n", "# final_flank_to_add=5,\n", "# final_min_cluster_size=60,\n", "# n_cores=16)\n", "# )(\n", "# task_names=tasks[n_mut],\n", "# contrib_scores=task_to_scores[n_mut],\n", "# hypothetical_contribs=task_to_hyp_scores[n_mut],\n", "# one_hot=onehot_data[n_mut],\n", "# null_per_pos_scores=null_per_pos_scores)\n", "# grp = h5py.File(\"data/tfmodisco/MMEFS_M\"+str(n_mut)+\"_results.hdf5\", \"w\")\n", "# tfmodisco_results[n_mut].save_hdf5(grp)\n", "# grp.close()" ] }, { "cell_type": "markdown", "id": "a640ebdf-814d-4608-a70b-c428c4695973", "metadata": {}, "source": [ "### Plotting TFModisco patterns" ] }, { "cell_type": "code", "execution_count": 11, "id": "32cf70b4-bc8c-4a12-a268-fba6280dcfbb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Metaclusters heatmap\n", "metacluster_0\n", "activity pattern: [1]\n", "metacluster_0 pattern_0\n", "total seqlets: 3201\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_1\n", "total seqlets: 2134\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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Gry+dB2ZCkwznjfXr4f3vn5jIdOqp8NOfwtq14gWWSMiyeTP85jdwzjnZhbtcfOMb8MwzExeZ9tsPPvAB+PjHJZfT6adDZPdEGSqKoijKHsO4Hk3W2oQx5hPAA4AP+KO19jVjzBXu578B7gXOAtYB/cCHxtrXPfR1wD+MMR8GtgDvdNefCHzDGJMAksAV1tp297MrgT8DEeA+d1EURVEURXlD0Ngo+YFGss8+UFpaQMPRhuwuU1UHQiqLl1OBSCTgggvGF5lOOgl++UuZDS4SAX9Gi9Tnk/Uf/Shceqkk8v7kJ+Gee8Y+5nPPTSxUb8YM+OY35TyDQYk69PvFGyqRkNDHZctkm/FsKoqiKIoymomEzmGtvRcRkzLX/SbjvQU+PtF93fVtwKlZ1v8L+FeOYy0FDpzIOSuKoiiKohSbjRtFrBjJggUioBSMaCOksiSGiswEp5AZyIfzxz/KPcgV/ub3w5/+BBdeOL7w5jhQXi7LzTfD00/DRRdlTywei8HFF48tMoXD8NWvwtVXy3cRyuIA5nH00WJzxQrxdFq+fOxzVRRFURQlTXF9qRVFURRFUfZgNm7Mvn7u3AIb7t8GySwqS8kscMIFNi4MDsIXv5h7lrfKSnj88YmJTCMpK4MTT4QXXoD6+tGf//nP0NmZe//qagmpu/pqKCkZW2TKtHnkkbLfWWdN7nwVRVEU5c2MCk2KoiiKoih5oqEh+/qZMwtsuGcdWSfjLd97ckmOdoHf/jZ72CCIN9HTT8Phh+98CGEkAnvvDUuXQlVVen08Dl/+cm6Ba9YseOkl2H9/EZkmg88ngtM//wkf/vDOnbeiKIqivNmYUOicoiiKoiiKMj49PdnX19YW2PDgjuzrS/cqsGGhvx++9rXcYs/118O8eSI47QrBoNzLOzOmpbn++uzhdCCi1uOPi9jk34VWb0kJ/Pzn0NS088dQFEVRlDcL6tGkKIqiKIqSJ7LlZ4ICJwKH7PmZAEKFVriEW27Jfe2XXCKhZ5P1JspFOAyHHSbv43H40pdyC1x//CNMm7ZrIpNHSYnkbVIURVEUZWxUaFIURVEURckTyWT29QWPXsslNJlCZiBPc/310Ns7en0oBL/4hYSf5RPveI89ljsB+Lnnwtln50/ggl33yFIURVGUNwMqNCmKoiiKouSJXEJTQWecA0jlcCcyhc+S0Nsr+ZeyccUVE0u8vbP84x/ZvZmMgZ/9LP+eZIHiTeCnKIqiKP+xaI4mRVEURVGUPGFM9vWpVIG9mnIZzpYgfCLcOg0GWia06f3PvZNg8B8MDg5fHwrBtdfm35vJw1q47Ta5tyO56KIi5MVSFEVRFCUr6tGkKIqiKIqSJ3J5LmUTQ/KKk8PVxubwdBqPCYpMADc8fWnWJOinn15Yce3llxklbnl897tQXl4424qiKIqi5EY9mhRFURRFedNjLWzdCq+8Atu2ybJuHezYIUmurZWwqepq2HtvmD0bZs6EAw+U/z2HolxJp+Px/CSkzkmuELlkDiUmjzy//qis69/3vsJ5MwHcfnt2oWnffWHGjMLZVRRFURRlbFRoUhRFURTlTcm2bZLj5+674aWXIBYTMSkeh4EBEZdyEQ5DMCgilDFwyCFwxhm5I9g6OiASKcx1AODLcfBoE1QuKpjZeMLPju660afjk0TchfRoeuop+a5GcsEFRUi+riiKoihKTlRoUhRFURTlTUM0Cn/5C/z617B6tQhDAwPDP58IAwPD93vmGVi6NLvwAdDUVGAvm5JZ2df3bSygUVi/fQHhwAC9g8ND9xYtKny44Nq12de/730FFvUURVEURRkTFZoURVEURdnjicdFXPrqV8ULKdtMZSCeOAccAEcfDYcdBpWVMnOZ48g+3d2wfDk895yE2cVi6X0z349k61Y44oj8XtMwyuZL+NzInEw962VGOqcwTb7XG/fFcUYrSvvuO7ZH2K6STEJz8+j1gYDYfqPS3w8tLWmhcmBAnq1wWJZIRATJgoZZKoqiKEqB0WpMURRFUZQ9mvXrJaytqSm7wLTvvnD55XDqqfI+FhPBqbQ0+/H6+0W4ikTk2I89Bn/4A7z44tjnUFBKZkr4XGJEVu5oIyQHwClMsqQ1zQuJxka7Dy1aBCUlBTEJwJYtMqtdYoSuNm+eiDeBHLnRi8mmTRKSuWwZPPssrFgBra1y3o4j3nReqKW1siST8mzNng2HHgrHHgsHHQSLF8OUKbvxYhRFURRlEqjQpCiKoijKHsu998K73y3i0MhQrkMOgR/9SDrzgUBanAiHxz5mpoCyaBEsXAgf+ACsWgWXXCK5nzLD6gA2b5ZzKJj4EpkBJktiov4tOz/z3ATo7K8kngyOWn/AAYUVe9asye71s3BhEWb4y4G1MhPeP/8JN90kieQDARE3k8n0diPFsWxs2CDL3XeLoBmN5p5hT1EURVHeaKjQpCiKoijKHsnzz8M73ykCTybGwFe+Ap//vHiX+Hy7Zsfzflq8GL75TfjYx0YLTV6y8cIJTTPBJkevb38ZfIVzLeofzH7sioqCmQSgvT27oLT33vKdFpNUCm69VZ6prVvle/ZydY3M+VVVJZ5K8+aJgBQOy/7RqDynq1ZJaKYnKsViY4dkKoqiKMobERWaFEVRFEXZ42hrg7POGi0yAdx4I5x7bmFEn/nzs88899JLhQ0lo2SGhMiNJN4Jg63yeQFIJLO7LRU6x1Asll1oKi+X2QCLxWuvwcUXQ0MD9PaO/ny//eCii+DEEyXnV1WVPJN+v4TPeSJnMilLKiXPybZtIpQ+/rjMjNjWVrxrUhRFUZRdZUKTvxpjzjDGvG6MWWeMuSbL58YY83P381eNMYePt68xpsYY85AxZq37Wu2uP90Y86IxZrn7ekrGPo+5x1rmLlN37fIVRVEURdkT+b//y56P6YorRGQqK0zKImbOzO6BEo2Kt0vB8JeCkyNWrfXpgpkNB7NP01foMK94PHuy8UBABJxi8ItfwJFHShjfSJHp9NNFKHrxRUlA//a3w9SpIoJVVcnzV1Ii3lehkLwvL5fk84GAeDy9+93wgx+I6HTLLcW5JkVRFEXJB+OONxljfMAvgdOBbcALxpg7rbUrMzY7E9jHXY4Gfg0cPc6+1wCPWGuvcwWoa4DPA63AudbaRmPMgcADwMwMW++11i7dpatWFEVRFGVM2tvhhRekE711qySz3rYtnW/GGOkQT50qneJ58ySB8WGHiRfHroaj7Sq//OXo8DVj4GtfK5zIBDB9eu7PnnoKFiwonG3K94HOV0evb3kUZpwlYtRECdfDQMu4m0WCUcACw924GhombmpnCASye47F4+IVVGix6Wc/gy9+cXRo3NSpcNttcPDB+XnOvIT055+/68dSFEVRlGIxEcfmo4B11toNAMaYm4HzgUyh6XzgL9ZaCywxxlQZY6YDc8fY93zgZHf/64HHgM9ba1/OOO5rQNgYE7LWagpERVEURSkQfX2SOPvGG2HJEujokBwyg4OjBZts+HzilWGtdPYXLYLzzoNrfzsN0zK+YJFP4vhpYJCRjttz54rXSCFxHDjwQBHpRvLwwxJGVbBzqH8rdC5HhJ8Mtj8+et14XNScff1Nw9Wd2TXbKAn10T84XFV59dXCJj8PBrOLST094lE2XkL3XeHhh+ELXxgtMtXUwDPPiOCa7/C9QociKoqiKEo+mch4z0wg09l7G8M9jMbaZqx96621TQDua7YwuIuBl0eITH9yw+a+Yky2sSxFURRFUSaCtZID5uyzZer0D38Y7rgDWlqks97VNTGRCcTLqadHQogGB2VK9+uuo+giE4DJIap4nliF5pRTsosgd99d2JnYqDsB/FlUrK6VMFiYJD/7Tn+dgDN6GrXXXy9sEuuamuz3eN26woftff7zo0UmgHvugVmzipsjSlEURVHeiExkfCRbk2xkCy7XNhPZN7tRYw4Avge8LWP1e621DcaYcuBfwPuBv2TZ93LgcoA5c+ZMxJyiKIqivKl45hn4+Mdh7dp0LqORHfRwWGbIOuooOPnk9ExZoZCINtEodHfD00+LF9Tzz0t4nUcsBtTXi3JVRPwkWeDbxLrk/GHrt2yB7dvFs6mQHHechE11dw9f39kp9/2UU7LutuvUHgOpHOrOut/DgV8CX35dffabsZqB+OhjvvZaYb2KFi6ExGh9i9dfL2zY3KZNMjPcSA4+GA46qPgz3imKoijKG5GJCE3bgNkZ/88CGie4TXCMfVuMMdOttU1umN12byNjzCzgNuAD1tr13nprbYP72mOMuQkJ6xslNFlrfwf8DmDx4sWT9BVXFEVRlDcoqTgk+iA5CKlB+d/xgxMCX0imsfeN3dNNJOCaa+DXv84+I9vUqfDJT8Ill8CcObJNIDB2CNTRR4snUyAgYXNLlsAPfyghRjTnCMHKxVguR9myP+fgql/IdY68xs9+Fv7853Tum0Jw1FG5vWr+8AdYvBgqKgpguGSWCEmpLG5om2+CA76Qd5N1FTtwnNHTv7W0iLC3cGHeTQLybGa7xxs3Flbgam4Wj6WRHk377ptd+FIURVGUNyMTEZpeAPYxxswDGoD3AJeO2OZO4BNuDqajgS5XQNoxxr53ApcB17mvdwAYY6qAe4AvWGuHpkkxxviBKmttqzEmAJwDPDz5S1YURVGUNzipBPSsha7XoONVaHtO3g80g/GBcQBHXm0KSMmrTUJwClTuB1OOhqpDoOpAqNgXfGG6u8WbZtWq0QJMbS1873siMIF4LoHMgjUePt/w7U4/Xbx6duzIx83YOT70IRG7tm4drk/dcosIQVdeWbik4NOmybGzCSF33iliU74Zyoc0ZTE0Z2ke9W6QperAvNo1BubVbWRlwwGjPvvrX+FLXyqM8OPzyX3O9KADEXtef13yZBWCqVOzhwSuXbv7E+DnYsm2JXz6/k/zg9N/wAl7nVA0uz090Ngo5UA8LksiIb9Hvz+9lJfLbI11dcWbMVBRFEUpLOMKTdbahDHmE8jsbz7gj9ba14wxV7if/wa4FzgLWAf0Ax8aa1/30NcB/zDGfBjYArzTXf8JYG/gK8aYr7jr3gb0AQ+4IpMPEZn+b1cuXlEURVHeMPRvg403woY/iiDgCwMOJHqBDI8Rmxz7OIPbJT5s+5PuLGMGklGS74pz/vmwYsVoAeQtb5GZssrK8hP64zjSeSx04u2xKCuDBx8U76GRU89/7nMS2vXLX0pHN1/hTomEiBAlJWL3gQdGb9PbCzfdBO97X4Fy+Ux7m3z3qSwq1/KvwTF/hkB+v5gLFt/G2u0HEI8PX3/LLZI0u1Dss89ooQnghhtkdkFPLM0n8+eL99KyZcPXL1smAu7BB79xwue6Brr4nwf+h7+t+BvRRJS33fA23rn/O/nZmT+jKly1y8e3VkIJlyyBl16SmSk3bxavr7Y2Ca+NRMYXj6yV3008LoJ1fb0IT/Pnw49/XFjvQ0VRFKUwGDsJN/T/RBYvXmyXLl26u09DURRFUUZjLTTeAyu+DR0vi3tIMkvYU6hOPFEqD4CaxRCZJkKUExTvp+QADLZC+4vQtUK8n/qH98C/ud5y3XWjPZmOPhoeeeQN1JnLU+icxwsvwFlnSb6kkZ4oM2fC17+e9uLa2RnSBgbk1O67T6a8X70a/vQnuOqq0SIXwF57iSiRLyFkYAB+/3v4xCeAnnVw78GQzJKtGgPnrYeyeTtv7KbR38+yTYdwwneWDeX6yuSJJ+D44wvjqfK1r8F3v8sogWvffeHFFwv3TD/wAFx44ejwudpaed5mzixw0vdxsNZyy8pb+NjdH6M/3s9gMi06hnwhIv4IvznnN7zrgHcx2Xl12trkOb/lFnj0Ubn3fr94L4EIRYcfLqGNM2bAggWSE23aNBHgfD63mEuKMNvRISGW69aJaNjYKGL4+vXeteTppiiKoigFwRjzorV28aj1KjQpiqIoym6gazUsuUxmBEuMUCOcEMw8B/a5QkLgnICISU4Q/GOoIclBERicIGCg81VY91sSm26n7sp2OjuHbx4ISMeutjbfF7cL5FloAmhtFWHg5ZfJKoZMmSJi06mnwjHHQHW1iAglJXKPMk8pHhexLhiU16VLJRfVzTenvWuslcTf06aNnavp0kvzE1bW1yeJ2rd72S7v3g+6X8++8Ywz4fh/QGAn4wazCE3WwrT/sWn7GSxeDI89VhjR5+WXxRsv23e6Zo14PBWKH/wArr12tHA7bRrcdRfst19+QzOTyYmF5m3p2sIHb/8gzzU8R39cTq4kUMKnjv4UP3vuZ/TF5WaVBko5YsYRXH/B9cytmjvucXt7ZRbJH/9YziNTQD3hBHjPe+Dcc+X6+/tlm0hERKiJkEqJYBqLpfd56ik444yJ7a8oiqLsHlRoUhRFUZQ3Chv/Cs9/TMKbbEZYnL8c9vsU7Pf/AAPBPGSMjvfwyKMBLnxHeMjrwOPCCyUxdkESU+8sBRCavF3vuAM+/WkRnrJ5GnlMmSJ5nA48UMSmsjLxyOnpEQHq9dfhueegqWns0zzlFPH6yMbUqeK1satiRG+v5Nb61rcybs+qH8OrX87h1QSc8gjUHT9u4visZBGaAK5aYvnVr0QQGcmDD8qshfn08kml5FGpqxMvm5FcfLF4lRUyfPOHP4SvfjXt0ZbJ2WfLd7LPPiJK7uy19/fLdT78sAg5uUikEvxkyU+49rFrGUwMkrRJ/I6fqnAVD73/IQ6ddijLW5Zz2l9PoyPaQTwVx2d8hHwhvnLSV/jMcZ/B72RXhV5/XXKuRaPDvbjmzZPy4/DDRTCdqKg0KaZNK/qslYDE7012IgNFUZQ3ISo0KYqiKMobgY03wvMfHS0CRKbDaU9AZMbYXks7wY03whVXjBZXrrkGvvnNAnUQd5YCCU0eqRTcfz/87ncSAhUIMEqA21nKysTjacCNfrzpJrnvuY5/4YWSMHtnvX1iMXjlFTj2WBF4hm5PfyPcOT97niaAYA2cs1JCMs0kY9pyCE0v7ms58cTsMxnOmiU5sfIpaPb1yX27/HLxDkuNmPjOGBHy5u1ClOBEeOUVuOgi8SbLJl4eeKCIXieeCIccIs9INCrPnc8ni7Xy/XlLSYloHEuXijfY3/8uWkuux/+GV27gk/d/kt7BXhJWpr7zGR9V4SouXHQhpYH0A9Yf7+e21bfREe0g6eZ78xs/pcFSfnbGz7js0MtGHf+QQ2D58tH2N2+WMMGCJkGfZGhfXtnD+0iKoij5QIUmRVEURdndxHvgthmjQ+UClXDOKgjWgi//yV3uvVdCw7q7h69/3/vgV7/avUm7RzFGx7K3x2JMuoPu8+1a7p++Prk3Dz0Ejz8OGzdCJGJJ2iQ26SMaNVn7muFwOpF3NCqd7RNOkNn2zjsPqqrc8+2VsMRc4XMAP/85/Nd/7ZzY1N4O+++fdvgYdq73LYaOF3PvXH0YnP7U5EXNHEITl1pOOgmefDJ7//zMMyWvz87mwcqkrw8++Un44x/F0+eii7KLeeecIyGN+Qzbi8dHeyclk/CPf4h3U1OTfN+JRPb9a2vhsMMk0XU4LEsqJc9Rfz+sXAmvvppdsBt5X5t7mzn1+lNZ2boyPxcH7DdlPx75wCPMqJgxtG7WLGhoGL6dMVKeFGrmxiHeaB5NqYTkQeteCdFmGNgO0QaINsr/g20Q74RUHJkN1IrXqjHp2UKdgJT5oSkQrofITCiZCeGpEJ4GlftD+d6ynaIoyhscFZqKzRutYtyNpFISptDeLg3B3l55zVxiMdnOW4yRzoO3lJSkZzAauUydWoSGjqIoiotXb042iS4Aa38NL30GkiN6kQd8EQ74Ut49mTyiUengjuy8lpZKlVHsMjSVktmq1qyRsJwtW9LToN/8+DRqE6Prz2bqWVDSjLXSifemSQ8G5fwrKyW3Ul2dVIX/+7+TF9B6+uJc+L9f5JFXVrFv6K1cOOMqWrcHhpKIB4MSVjdnjohLM2eOn4vnzDPFgyoXfj88/XQ6TG+i9PVJkvMnnkivG9akW/d7eOlTkMiSwMhj9jvg2Osn/twlY/D3HOF2l1pefFFyJo1Mku3x8Y/D97+/a2JTXx/89Kfw5S8z9CzMmpW7yXXzzSL+5Svxend3bs8sa+H550V0uvlmydPl5TPa2ea23y+/04GBtKccwJ2r7+Sy2y+jc7Bz1D4Rf4RIIIIhdxllsUTjUaKJ0V9WRbCC6y+8ngv2uwBIJz8fHBzuOXbqqXKtodCeO5kAg23QeB+0PArbH4e+LRJyahwRnSLTZZKGklkiFJXMEq/U8FTwRcD4ZLEpsO7EDQM7RJzq3yazhPY3yAQO0UY4dz1E6rOce0psd62U7QZbXXHLE7h2QKwzIxw75b66ApdxwPghUJEWuMLT3fOuE+/GioVQsZ8746miKMrEUKGp2LzRhKbkoFRo/Vsh1g7x7vQy2CoVaawDUjGpCG1GBeX4GDUCE6qV94EKCFZCoJJBZxbPLp/LU0tKeOUV6Tw0NkpDa84cWLgQZs8WYWj6dHlfVycjg36/LD6fvGZ2JBIJGS3s75fjbdkit7alBX7xC2n0K4qiFJoNHRv46ZKf8tsXf0tJoIQvnvBFPnz4h6mJ1Ez8IMu+BCu/M3r9CbfAnIsnf1K3ToOBidU1n/jz//KHJz8+rLMKcMEFMh18ITuK1spsXH/9q3gOrVmTLvetlfrh4IPhgANg0SKpG2pqpENfXi4d2VQq3U90HOlP9vdLJ76zUwYzWlokxGflSglbmwx9sT7OvPFMljYuJZqIEvKF2L9ufx75wCNUR6p3+tofeEBCp7IlrPYIhcQ757zzxhf9YjERO844Q2ZWy2RYky7RJ95z8RFubCOpPgzeer/U6WPlbEr0QdcqeODI7J9fKsbPOEM8xEaGsnnsyvPW3w9XXy0z7EH6en//e8m9lS10raREPITmzNn1HFH9/fCOd4gX3JgkByHayNrXunj5pQQvL/Oz5KUqVqybQldvhFBgEMdYDJYhLciCxZBKOQzGg0yv6+aQ/do5dnEXBx8ERx4dYOq+B9PY08iH7/wwT2x+YijZ99C1+kv4w/l/4D0HvmfC13Trqlt5/23vH3Ws0kApx88+nj+c/wdmVcxi+XIRCl96Se6Dd+9LSmT9Bz4g+ai8JPqex99kSaXke/T5RFibdBsvX0JT12p47duw5RZw/GkvVH8ZzP8gzH0vVB8CqaS0m52gCDSTCUW1KXlWUjERoxx/WuSJd0PDvbDjCWh5DHrXi1Dk+MVmyUyo2BdK9xKRqGRmWuDyl8rx8CGCU1JsDLZCtAWi21xvrGa5zt4N4lGbTeCaBJkhoJ7nqVdWK4qSBZuCRD8keiDeK+VMcoAhodgmGSYW40gZ4S+DQLm8+kt3+49MhaY3OvkcgRlsh6YHoOlBmXGod4M8wP5SKN9X3HG9EZfSuVAyG0I1IiQZf7qyyxyBsUkZubEJqfz6G6BvM/Rvpb+9lct/91P+eWuYcFgaIImEjCx/61vi0l5ZKSNhjiMN6tBO5B/18FzMEwk5rqIo/+G80YT5DFI2xQPrHuB7T3+P5xqeI56Mk3KTd4f8UpBdtN9FfOa4z3DY9MPGt7nxBnjhytGhc3t/DA774eRnAssVxpSF/sEIR3y/n3XrRof1vP/98Otfi9dHvqehv+8+uPJK8WwdGEgniz7mGPjc58QrZ2BAOiUlJbtuP5kUUWcy+YBa+1s5+c8ns759PQPJtBIX9AWZUT6DJz/0JLMqZu3U+Vgr4tnrOSaBy+Tqq+G735VrGCk4xeMiMi1fDuefT9YZ3kY1F1Z8G177zmgPupGEpsjzN+ddUt8HXFcwm5JnNRWHNb+Q49kcMWGu0LRihSRSz+XVBHDEESI2zZw5Ma+znh7o6IAPfnB4cnXveuNxOdaOHdn3nzVLPL+mT9/5Wf76+9PhesPucyopba3tT4jXS8fL4mXiC0mbCgu+MhmUC9XSndyLlr4FDKSqGYiHiA6GcBxLJDRIOBAlTCuzK18nmGyQ9ly8U0QCLP83//tcdf+niCVjQ+UQSD6milAFD7zvAY6ceeTQvenrE1HSW6JRebY873Fr5Xe3rv8lPr/8bfQlukiS/n4d4xBwAvzkjJ9w5eIrARGKb7gB7rxTvhe/Px22WFkJRx4py8KFMHeufC91denfo2fXccR2NCrJ3JuaZCBx/XoRBp99FjZs2AknpHy0p3c8C/8+zfUOyshuX/9WOPFOEQf9BXID7d0AK74Dm2+S5yfRC1gRsua+D/a+HKoPzhC4QmkPq8mQjEHKzWLvL8kaptfTI4MC69fD2rWwdauUO62t8nvs6kpPkGCMPAuhkIiMqZS0++NxWRxHyrTycgktrqkRL9vf/W4SZbW1cj9inTI4Hu+UzrknptmU3CvPiwxH6tRAFQSrIFgt35sqX0oxSMag4yXoWQvda6F7NfRvgWiT9KWDNRCqlv64JxI7QTAB+T06IUmlYK3UwamYvNq4CNSD2yUfY7RJnEhinXDu6+KhWGRUaHqjk4+KcWAHPPNece11QiIuAZTMgYO/AbMvBIwUxE4I/HlwjU3GePLxOCeeOnpo8qKL4F//ksom3x2XcUn0ixgWbRBvrUSP5EZJ9ECsy/1BdkgyXpuUChtPNfa5yrEPfKVSOYVqpKLyFORA+fARJHUzVpSd5w0oNHVEO/jDy3/gR8/+iN5YL72xXgJOgIAvwMeP/DgN3Q3ctvo2BhIDOMYh5A+xoHoBXzjhC1y8/8UEfTmG85MxuH2WhDlk4gThbUtkhHoy4XOTEJoAGk6yHHWUdOxG5g1atEiSKh98sHTGdzXBb2+vJAs+7DDpaGRy+OGwZEm6s7k72dy5mRP+dAItvS3EU3HC/jAzy2fS1NtEf7wfn/FRHanmiQ8+waK6RTtl49Zb4bLLxp7pzqO8XKaKv/pqSWTtdeRvuUXyab36au59RzUX4j1w28x0e2A8fBGYfTHUHiMeToM73LChR4bPjpiNS9PGv/51CZHLlmfIwxjxDrruOpgxQ0S0zA5nT488G52d8JWvwPXXj57RLvN6f/c7+J//ye05Vl0t+Zz2229yoXvJpAih73pX2pPJWqRxv/L7sO537sBcXEaijQ/qT5Fl2qkSiuQEM0KajNuJCGaMUpMevfY6E+C2Q8LSXul8lc8tf5DHNz8OyP2KRmEgCra/ljmv/JaWtbNoa5P1FRXiOT5rltzfkpK057jnSW6M/DYTCehMNHGf/2P02BYRNQfFRiIJwaYT2PqHH1GX0X+xVsJflywR8em556Q4bWuT44ZC8vtOJoeH3AUCsj4eT6dKCARkMUZsxmLp1AgTEWiHkY/29NKrRVhlxPYn3gEzz5m8qDMJz1NABKZMQbdmMbz1ATeyoHAJ9bq74fbbZfKIZctETIpE5LbNny8ep/vvL7+hBQtERKyulmcqU8D0vmufj2E59QYHRQzeskWEq1Wr5Pc/hJf/qmu5eE92Loee18ULK9EnbfZgFZQtgNLZ0kZ3/Bkdc1csS8XTHfJUApJ90LcN+tbDYEfaI+Ts1yBcW7D7qbwBSQ7Kb3GwVfrNgzvc925+tZT7zNiYK+ZaIGOmDccB60b7GH/6uXNCEkYbrpNnreFO6Fkj5TxIv3T66TDn3TD9bSIqDSvr/eALug4f45QvNiXnmCmEe3XKbsrrpkLTG518VIxrfgkvXj189AXgoG/AQV+Z/DlNsGK0Fm5bejG/WHYLS5akGwv9/TK18wUXwNveJhWSMekGh+OkGz0jczJZO7zCygylA7ERCrkzJfVvg+aHofFe6HxNwgOT/dJInnJUukIqmS0JFyPTREV2AulRD09YwqYbe5mNviF34wY5ft8WOOTbIkApyp7A7hJ7YPK55Qo4K9k/X/snX3n0K6xtX4vBDM3K5DM+9qraiyOmH0HYFek7BzpZsm0J7dH29OxNjh+D4aiZR/HTM37K4hmj6l3Y/hQ8dsbo3Dm+CJx0l5RbE+1MTLYDc6mlqwsuvVQ6h9k65YsXwxe/KCFQXh6ksrLxBwwGB9NhM9u2ydTvf/6zdBg7OxnKcwRSH7zyipTl+ZyJbLIsb1nOydefTOdAJymbwu/42b92f57+8NOcdeNZPN/wPIPJQQyG8lA5D7zvAY6Zdcyk7aRSIuStWZP/a8gk6+O/+ifwyleks1VIMoSmZBKOPx5efnn4956L6dPhrW8VUbK8XJ7LFSvgkUekU5qLzOuNxaTzu21b7u3DYfjSl0SQ8vnG967u7RUPsssvl/MZsrvqp/DKF9zGSoZiO/d9cNgPwFfieonkdzrHbdvgxz+WQbzt2+X8Bwfl93n++SJQ7r+/CDSeB5y16baWF8bktbVgeDsrlZLvLpFIC0DBoHiwTDt0YnWEBbqpoIGZNDCTRmawgzriBEjgJ0aAJD5CxPCTIECcMnqZSQMzaGQmDdTTgg9XrWhpkQuaKPmoH3o3wYNHSxmdWU6X7y1iU8kcKa+dCarkkxwQGMWiz8LB35KO6GSYYP2QShk+/7fv84tHPkMgkBbEAwH4f/8PPvEJ8VZLpSZWF0yUWAyC/oS03zf8ERofcH8zjtz3srmw17ug7i1QsUg658bvzthqGYo7NY689757axlqz8sK+dwXAZKSwL1rFcw4Iz8Xouw6qaR4qA22SR/OcwLwomqGomuS6T6bF33jReMYn3j3BashOEXK5u1PQtP90PJv6S8meqV8nnIk1BwJZfMl/DRc66aFqZIIIK/szvSUA8DLd+a4gk9cvJNiHdJX7FkPSz4w+vrKFsB56+TZ3AM96lRo2t3Ee6B3ozzkUc/NrU2U9XgHnHxX7n0fPNF90N2H3VgwQXnvC7l5kqrlh9H+EnQuA4yryMZFcNn7ozDvgzJanux3vZoCbjx5jopyJzowiYQ0ytatg/VrBlizMsrGjZZtjX66e/wEwz4qq/zU1jnMnJFkal2KUNDi9/I0+SAQNKSScqxE0nO7NfT2GZqaHZqaHNrbEvR3D9Dw93dJ7PrI+Pnjb4Zpp4j3gPFJg2+yI1C5sElRpjM7gjYl8e79W6UCG9yRnomkf5v8n0y4hZeT0djxKkaDVIpu5ej9n+gFHHGtLJkFETfZZHiq61E1QwQ0nZnkTUtm58B7zXzvdSq8TkbmTF3Dcie8iYWmWDLGratu5ZJ/XTLpfcejrqSOf77zn5y414nDk4fveBoeO1cazKnMpEkGZp0vnYqyuTJSO9nOBYw5MxjIbfrLX+AznxFvjWyeNsZI+MtRR8mMam95iwgCXucz6ZbPfX0iGj36qHg1vPji8BnAmpvhRz+SPDqJhHSMYzEp8y+8UMLqDjtMRs6jUXkug0FZJtqh8bwmPM+pSGT8HDFPbH6Cs286m95Y+uJrS2pZfuVyppVNo3Ogk4N/fTANPQ1DYUolgRL++c5/ctY+Z03sxDJ49FGZBW0sL59dJevjn4zBnfOk7VFILh1uvLUVDjpIipVCNTVHHvf55+Hkk8cO2wN5jr/xDXn+vFnffL50uRkOi0j2jW9I6GcmC6e/zus/PnTE7xaoO0G8TgqU0D8Wk85+5qAbSAhSW5v8DguakHt3do4m8wDlq35I9MHGv0qepsEOWeeJtbXHwqwLxUOhfKGsS7mKqvFL2zyzXTbZ9rSvJJ2nBaQdf/A3YcGHpcPtL5tYm3aCdp9ffyTHfe0Zkna4MHrOORIiWbCvPpWEh06ArhXDw8l9YTj1cag6MC0eFBOvTR9tkHCkeKdEQ8Q75VkY3C7/D4kgSaTt7nM9XdyIiHCdhCUHq9y8tlVuCO1UKJ1T/OtyicUkHHLLlnQ4ZGOjzCzZ0iLtAccR0b+6Oi0ueovnIODl5Mp0DOjtFU+4np60MDltGsyf3cXiuc+yoPplppevpTqwkRLTgkn0SH8m7EaJhOpE8PGcAkwgw3vI9faxVu59KkOEivfCQJPrpdQKPRug5UHwl7tisftbqj4cznzRfd584M/TLBGZrPs/KTeiTfIsJ/rlHBd8WHK71R47fJDCCYATzi5cv3otrPj6xG37SuHdE3CdzjMqNBWbzteg4W7YdrsUoMkBqThCNVB3osRXe7NUhGph3qHZO3n1U2HLmoxS3hMmHHGRswkpBAd3QN9WqD9JFPv2FyVfQMfL0LkC+rdh453gqyBVvhBK5mDD0yAyDadsLqakHjPMBdDvuu4m04JVKoFNxTH/PjX7NZ90FzTeLy72fVtE5fVF5Dprj4SyvUXRLZlO3KmjL15NT3+Enu4UsZgllbSkUimSCbcw8xkcx8HxQUmpQ3mZpTzSQ4mvDTPojkY8/1H3PDPiMkrnwfkb5Ic9mQbfpBoCBk68HRrvkWuONrrCXQRqjpAGZ+UB0lEM1blCYImbbD2ZISiRbvgMCU7e9+xIJZQcTKv8fVug/mQRrN5ApFISq9/RIQl5Ozul0+eNjHriR6YI4lVW3khr5hIOS+O5ulpey8v3yAGAnPT2SnjMihXpBPhNTVJxV1SIx0hJidynsjLJd1BbK6Pb3j31QiO8hoAXHpFISCestVW+s/5++f/nP5f7PSkK6FlUDLuNPY388vlf8ssXfknSJocJDiFfiLJgGf912H9xSP0h4x4raZP8e+O/+cdr/yCRShBPpcuksmAZtZFaPnf853j/Ie+nLOjm9oh1ygx0m290R+5GxJdV7i8DBNNOg/J9pFxODrihz1kaR8lBEa6cAPwjR/6QEWLA4KAITt//vjQyvbwa+cT7ShIJeOopSQr++OMyKNHYKIJQICC/9fnzYeZMS2WlYcoUaaBOmybPuFc+eM90IiHlTXOz/D7a28Vba8sWw6ZN0oDOxW2rbuN9t71vWALkkkAJT33oqWG5tta2reWI3x1BTyytnEX8EX559i/50KEfmvS9OO00ePLJiXn57Aw5H/+WR+Gxs11PgAJx6Wjjq1aJQNnVNTovWD7Idr3XXivedGMlX89k4UI4+mgpS+Nx2LhRZgEcmTTfY1pVE02/2We0h1jFvvD2pdKxmIwn0yS8x8/94d08uubsIWEV5Pdz++3iETY4KHXDriY9H0kiAf5Zb7wQ56zku16yVnKrtD4LzY9I+7pv41DYjLVgQ1Mx4amYcLXbUa6TtAqeZ4QTSLelE/3SZhzYIV482Xj787DyBxJ+4wSl3ZjsF6Fi5jkw9UQJby1b4NYLsXSo3VB+Iq+/kDGImUrI6y3DK/vBeJB3/OwWHll9LslkunwqK5PcfRddJL+N0lI3kiBfJPrgn1WMyvsWmQEXNsh1TWagZbKCHg68swuaH4TW56DtBQnVG9gu31lwinixRWZByXTxZCubLwP8Q/0lL2TPZITruUtyQPpmfRtFdIg2Sg6uUx+FSD2JhDzazc0i9nR0SPu5s1NCDL28hsFgOvQVcjvFZK4fGJC2XSolbeiyMglDXbNGPCMDAalPp0yBs8+WXIkHHSTOg36/lCWeR7N3TGPSS6ZNb8k8By9fV7JjDcFnzsL0b5F2iye6TDkSjvq9lJteWLFxxJHCF9x554BkTPpaA9vh0bfJYL8TTIePl86Dk+6QnMVJN7mYL5wOccvFpJ4tBy5NSiTMjqckhK5zBanutaT6mnHirZhQBamSvbHhGdIfD9VD6QxwwhivHz4UCueFyqX74v6XrsAkukebDtfDRcWffV6FpmKy+mew7LOAM9yl+uBvw4FfhFi3JKfLl4fNCBoaZOT0mWdg9WrJkdHWBj4nwVuPaWLRgk5m1XcxtbqbaVO6mVLRTVmoG7/twscAhiQ+k8CQxOKQsn4sPpIESJpKard/B78dnu/BYjD+clchdlXjqoPh9CcAV/ouhDjStwXW/94V9FanZ/zwl4sgM/Nc6ayVzJSKYSiRWmauCbfEvGuhjFJMFF9YOnaeYGT88K6+tMy/M14IkyAWk8qisVEqqfZ2WVpb0/97I7Pl5emGZ2aF4ZFZSaRSUkH19KT3r68XgaO7O10peokgk0mJ199vP8kHMW2aVFRTpkjHMRIZ7UXjOMO9cLz3fX1y3m1t0p5taoLPfjY/Sd89O5khA5Olu1vOqbVVGgFeQ6ChIR0aNDJHQWZOEa+CzvQmCgTkHk+fLvfrW9+S+1pamv4uamvlt1xTk/5evLwHnnfJZIW4VMrNv+EKgZO5x0PJlitzG924wQ7zohr5ukudoTx0JB5a/xBn3ngmSZsk6AsScYUba2UmqOuOuZyPzFuMP9ErbtGJHneGTtcLNd6dLku80Uzj0J2wfL2hkV9v307QeC5jht5EnCSWUn+ILe/+HTVV+0lIb7heXK1X/wg2udOk5cqnE54KlQeKiB2qFfHaF5aGVbJfhKuu12Tpz6GyZBEDPNaulSnZb7xRkvBGItK5GM87JBMv4WssJs/1W98q+YmGsFbOrXM5dL9Osn0lW9e309Doo70rSFtnCe291bQOLKCpey7NnbX0RktIpnwkUj6SKR/GWHxOCp9J4nOSVJf1UF+1nell66mNbKKmopuaiiinfe0GgsHRP/ZLbrmEm1+7edT60kApAd/ohzKRSgwTIT1On38697/3fpxJFCitrVJWtrVNeJdJMebjv+I7bmLwAoXQ5Xi2GhvlOdiyJbd4szMEg9lF0VRKwj6feCL/oqmHbXkKnn2fmwMy49mo3F/SFcw8Rzox/rLxRadJdGCshZWHWu66S3J2rV0rv89IROr5446DffeVDuOcOVKv1NbKb3FkEvDMMa7MesnLpZOZoHv5csm7NSnegAMRzU12aLbLkbMdZ9ttYEC85F59VQTIdeu82ZRT7FW7lXnTm9mrfgez6lqpr9pBfUUTNeFtlDjN+M0AjkliSOKQwOIjhZ+U9ZGwIaKpemaY+wiY4S6ONlyP8TqKqYQMVrcugbbnJWqhd7101r1k84EK8fwIVrgzQ9emZ50bmtQnIw1EvEvCiUaKO+F6Vi1q5q9/hb/9TdqXkUj6+Tj5ZPE8PeIIyR03fbq0G7wJHjKFhpFfh7d4bZbWVjn+unVwydtflrQfbc9Lp9r7PVXsJ9EYc98nAluyn6Hwt1zt60kLTcjAjRNMJ10v3xsWfATmfUC8kRJuBegL7Xw+Vk90skleWhbif38T4dlnxavIGxQ88kjxIDvuOMmrVlUlv9tYLJ3PbLKOfd6go88HX/gC/OAHo7e74QZ473t37rImxPYn4eETR3sWzb4Y3nKLPMtYcCY4E8lkBZ8Lt0nkS8uj0L0a27cFO9gmcSM1R2JLF2AjMyBcjymZjolMhWANZigsz/VSu+9wzMjcmjmwFlYcbHn8cbj//vQs7IOD0p86/nhYMD/Jgr36mD2th/opvdRW9VAR6cVvenFSURzH4pgUxs0fLP1xh1TKkHIiJGwZ3dFyWjvLaG4tZ0tTGRu2lPKd7/qKnxcZFZqKa3TjDfDcR4YrqAD7fgoOvc4dkQ5O3F1vgj+qFVsP4Izv3U9bdBZ+fzoU4vjjJUnm3nuL90I+Zn7ziMUg1raWsicOlR9j5vXWHAFvf04KFm9WjImwM6oxQHKAaOtGtq9fT0/zJhLdWwgNriWQ2o6fHkJOH6FIkHBFBcHSShy/H0sQawLuyFSQIdXYJjA2jrGDmJZ/Y+zw4eeUNTi+kFR2njqPgaP/D2ZflB698rycxhIVX712wm6RL248nN/+++M8vu2/2Lgx7cFy2GEyGvGWt8Bee4lnSiCQHpHINc10LjIbBH6/JGv88pelIdvfnxZPfvADCb3p6xMb4XB+R1JjsXT4S0uLePg0NEiB7QlsO3a4o61uhVpeLo2fsrJ04zFT4Mj0qvKWaFSEoq4uqdCTSfnNLFsmYRNPPCG2Egmp/I89Vhpbe+8t4ponqlVWpsMwMnNejJySPVNs6+sT0a6tTa7p29+WMCRPhEokpLF3773SQY1Ehs/c5TUm/P7hx88cdfI6FZnn5F2nd27l5dKQXr4cXntNhIbGRmkQBoOSU8ebar68XK75Y9dOI9I1+rcaq6nnxbubR3myxeNyj9va5Hvr7ZXle9+T+zph8tCB6Rro4sWG56F7lYxUdy6X0cZ4F4sjISrK9xKxvGyeuLiXzhHBOlwvrsle4wMvx5tDZn63bV1bWNP2uisAtcNAq5RrA9t568m/xWTL75aKy2yhG/4kI6vRRrdha4Y30HaWjzvQObFjDBDiVQ7mBY7kVQ5iE/PYxkx2MJVBQiTw45DCR5JqOphGE3uxhX1Yy2KWciQvMIMmOVhTAySXyXU13os0KgNSF0ZmyEQVtcdJJz0yQxqkyejojpA3Qm+RY4xM1Osl5Ix1SMhD9aHDPk6lUpz45xN5euvTk751uTig7gCWXbEM/yQ8WJYskfyFkxHwJkI4PM4xrYXHzpIGdyrPCsw4o6i9vXDeeRJamY/QwUhEBJWXX87+eXc3nHqqlGX5vs/gOYik5Hle+YN0J9nzPPGXQ92x8lzXHSej555nc3LQTQCbo6wyjjzHf8/Rqb3Uiu3u1dCzns7mZta/HmXr1iRbt/lp2h6mraeKtp5qOvuq6YxWMpAoI54Mk7AB/D6Dz2/w+RwwkEykSCTEq9wxCQK+AcK+XiojXVSXdlBT1kFtRSdf/vN/UVo6iR5MnoWm3l7psG3cKAOoDQ1pb9/t26V+iUTgqfXTmBIfXS91l9TzjSubSSTSM6F5S0eH1EmeN7bPJ4M9a9akO/sDAxJC/PWvSzix46Q9f/z+dLjvZPGSn3sef1X7TcBzzAeUAeUjlgog6H7uLSlkrhtv6cmxbMnIhWVTxLpbWPVyK6tXDrJuvWH5qhK2NYbp6PLT1Rumpz9CPBWmvt5QVpokHE5J/tQg+APyiMbjEHMTy0cHHTo6/XS2JygJRakoiVJZEWPZmjlic7Bdfk+eqNazDhLdEg0SrMaW7Y2NzITIdJzy+SII+UuHJ0E2rmeRjQ2fpevBYyf+hVySSKcXKQCXXCIDOl4b0OOpp6S/lkwWZoIML4T93ntFoI64XdDaWvFYO/dcySNYXS3PojdwOrJNmblkejONbGd6IfB+P/hTHTKT4/bHxMOnv0EG9i1Qe7TU1SVz3CifjHBDL0R0KI+ugTvnT7iP+Ny6o3im/Dkef1za1a2tUv8ccQQcdWSSIw/pYMGsVurKd1AR2kFJoJtQMEnAn8SQwCFBKpV0vYgSgIPx+TDGj3H8pPBhXrlmmGfRYDzIsV9/gTXbDx7qX4C0n596Sjxoo1EpV3Z2BtRceIMOuwMVmorNwHZJUN1wlxSY/Y1ASjootUfLiHT5PtjSOZjI9HR4leeRM5SM2sIdcyb0o7r/lbdz5vfvp7R0uMv4hz4k0/H29IgXQUFm+Il1ycw0jffIrHfRZtftLww1h4uLZMV+UjGEp4o7aqDC9SzKCCWzFu5cMGHPou7+cv7l6+bOO0UM6OqSawwGJaHtW94Chxwioy91ddKZHUpInkhgXY8km0pirCSYszgYxwEMxh/G8fkIh91ZWTqlMbJ+PZx3dgyn4zlofgg6XoHe9dj+JqkYy/YhVb4ISvbChuvkOy6ZgYlMxXjf8VACO6+TmnDDZ2Qx9ywadb2nfedBHnnt9FHrN2yQayzUDH/33w8f+5g06CKRdPjVu94FX/2qhLt4QgLIOXgJ2ydzPl44gCeObdsmAtczz0jHwRuVnTMHPv1pOOkkmT7Zc/XOnOkkM/FpZkU5sjLMDMMB2Wb9eqmIysqG5645+WTxFuztlWvLd3gCANOmYVta2MYslnMQzUyjhXqamEYrtfSXTsXU1xGsq8JXWUa4MkxZpUNZhYPPbyTk1GcwjrxiIZWSToRNWWzSEo9bertSdHcmGewaINXVw1Pb5tHUbAiF0l5OkO4PeN+N993uajnieVSlUuPPALW9bzv/3vhv7lpzFw+tf4hXv76DaVmcMtoqAvz+nm9y2vzTOHTaofjGStTa/DA8+U63Y5ghasy+GA75jghLyUEpk/OZR2EyIb2pOLHOlaxefwtbN91DpPtV9g0kqfIHCDkOPuxQuSV5DPwibJcvlITi1YdKXVOxnwxs7I48XEHgW37YKzzc8yNYAyffB1UHyf+FyJOQQTKV5Py/nc896+4Z9Znf8Q95tI3FQGJgWEikxzEzj+HxDz2ee6bBLPz0p1K2TTS8azyMkUGGjRvH2TDeDfccIA39XELHZHBCEtp58t3jbppIyKx5X/1qesa0yeLNhvj5z4u361gN9YEBmdXu0UfzmxfLm0ltGKkkdL4C7UvTHeX+RmkPGJ/cJ+MAjrR9QjXgr3ArJ7/b3nMHurxp26ONjPqOApWSwLbtWYZC7JMxmHmWDHJNPUlEP8+DxZvlzpv0hMxRCK9yznRxsgwNuLlemtKB90++450HoamtTcIgb79d6mWvE1VRIYNrF14IBx4o+oi18lx5342XRyZb5ziz/vf+B+kUh8Pwi19IwvhgcHiYqze4VtAO3e7Kl3hcNfzvR6Ut373KbcOHpB6pOw5qT0ingwhUyDORGiTaF6ejwwwNgKVSkExJrEBmXsjycqiqBn8wKMJQMireVeHpWCTc+amn5Hv2ojG6OweoL9nIgpmNzJnWxcy6DqZWdzKlrJ3a8hZKnB0ETQ+OSQ55jwHiPWZlidly6lMP4TejCxwL0iZPZrhaHv4jWHC5/Ib8JRN77icxQN4/GOHJ10/ixYr7ePxxuV5vFtjDD5e+y957S3nuDWBWVEh71MtbONIzPnMQMXMAtbdX+kWdnSLGvvvdgLX0tmxi1UtNbN08wJbNKZqboaE5THNrKa1dlSR9FQTCZVRW+amZYiivMDiOLIGAxe+zBAJuSoakIR430s5MWXq6Le1tlq7OBLFoL/5UNy/3HJf9mfYEU0809d6HcB8gdxvv1bivFhFNU6SF1AuBjN/k2ua9Wfj/1o4y+da3wr//PaGvaqfo75fvbnAwPQgPIuht2ZIu+iYz8+l/Aio07QaSSVFQX3kFNm60NGxoJ9nTQCDZQFWwidqqHuqqeqiv7mBKRQdVJZ2UBrsJOT1ujiJHChHHYN0fsOQxgsFUOdN9T+F3ho9Kbu4+jEfDL3H33TJy2NIiBVFdnSjlhxwC++wjLq91daJcV1RIx3GkS/VILwyvYLNWRCvPC6OlBc75yIiK0QBVwBT3tQYoAUozlghQWQ4lAQi6Sd58/nSjK5mQJZWAgQTUdELGoHFXfwUzP9EI/tJhjfWZM0Wg6OmRhkBe48ldWlrgscfg2Wcl30ZDg9yPyko49ljLMUf0smj+DmbXbaemdAdlgTbCoTihoLhQGxIYK2o5Nom1KYwTIIUPi+THclZ8SZLkZbC9q467X7uUJ3p/ylNPicdJLCbXfMIJlqOPFrV8xgw5l/JyQ1mZVPJerPXI7xdGizF+v1RSPT2Wnh75no85xtDbY3nx6RbWrOhk29YEGzb52L4jQEd3kEA4QlllCZGyIGXlPmqqoWYKVFYgFVMAAq7nTcAPcTdfUDwBCTfhe0cntLdBewf09STYuCHF8pXhoQrN4zOfkQZfPJ7b5X1Xv9+TTxYBLxyWZ8la+e3cdJOEJXghIMGgbLOr5xCPu7MH7b17Gpm/LP88txxxHa+9Js+yN6vjf/+35fjjZSajmhpp7Fhrhhr0ozpc4+DNNumJVX19lvLy4TdvW/c2frv0t9y79l7Wta+jN9aLMekZ4EJOiEV1i9i3dl86BjpY1ryM7X1pcTrgBLDWMrNiJkfNOIoPHvZBzlhwxvAQp2c+AJtvZlRepLc+IB3ngk5fneGJmYXOgU7uW3sfNy6/kX9v/DdJmySWHO5VGXACOMbh+DnH876D3sfZC89maunUyZ3zeORl9qaNMngwssM85UjJQ5JKZk+AmYuduM8DiQEu+vtFPLbpMaKJaManDntV7cW/3vUvIoHxe43xZJz33vpeVreuHiY4hX1hFs9YzL3vvZfyUPmEzsxa6SQ/9NCuiyDGiPfF0qXi5TMu3a/DwyeJoJGKjb99LnwlIhSe8tCkplzv6ZGcYD/+sZQBPT3j71NWJmXNRz4CX/uaeFROhGQS/vu/JRw0H6JeMCgdhobkJMrpEqDSXSrc1xDDO1GuvjO09AFdQHfG6yBwY5bjh6bAxa3p5CgTZWfy2YxRbo0iD+XH2WeLV3G2pO9HHjnxU5ks1sqkBo8/DvfcI56+HR1Sb+27r7SnDzxQBtnq66UtXVWVTsY+si3tfTWZi1cd9fWlc1xu3w6njx5LzEosJkJCzZTc9/n11XbUrM4jw9jLyiCSWI+5e2/wJqLxmHoSnPYYQ/lz8oy1cPXV0q7q7/faBPJ63XUyk+KcOdLe8gZSJztRhIc3uOUNcDkOVPg2w5Z/wca/iLiWKajWHS8D5TWLoXSueNsGq92QeVeI9cTZu/adXOqNfwG3Dl9lgT5K6aRq1JLATxJf1iWFk+MTWcIMUE0HM+dvY9HPIzi9q8WgE5DrqD0W9r9GPLhDNaM9LjNyflkMyaQhmTIkEga/3+JzLD6fpByQe+IOmMvOYmfW/KK3a1MYfl/+Pzz09h/y/PPSTwsG5Td68cXilXjYYWknhEgk/YyMFQrq4RVvXpvWmyClr09EpIcegocfhgcflHyRAwPSVzjoIImK2GcfmSV16lSpU7xz8Gxniocjyw0vUsOLxmhtldu7bp3Ud7sDFZqKyIoV8KlPiQjhzWLS3y8P9P/8jyQDralJJ2nzQmS8MKiJkjnLjrXuiME+wxs/FmhjCi3U00otO6ijlVq2U0cDs+iikgR+Uv4gKV8A6w8MvVqfH5MSVw9fMgaJOL5kHBOXKWkjRJnFVqayg0/W/R2zYxKFbB6IEuZY/wusCx04NI0vSIX/6KMSZjQwUJjEmLW1Ir54o2Memd4fBfEcS/RD23PQsUxmrepZR393L81t5XQkD6Sdw+iIzaNjYDrtfdW0dZUzEA+DL4gxPlIWie+1hlRKSi0Hi3EsxlgcI6+pRByfiVFR0k9tZTf7VT3M2/f5M07fWoYqDpuCaafD/p+H8vlSAScHwSZIxFMSmpVypFJyK6ah90mDz2fTi+O9pvD5LMEg+PwO1gR4+ZUwzzxrePhhEW137ICBAcu++8Jxx1kO2B/mzZfCuqrKDAlsXm4B73vwCu/MgtoTV2MxEdW6u6Gzw9LaBmee6dDWJg3NJ5+0rF6ZYNNGy45Wh8GYwwEHwIL5KWbMtNTVGWbMgPpphilTDAG/9J39PnB8ZlgC42TSDgk00Si0NFuamizNzZbt2w2/+vUIZTQ5KKFXsS7xCPGWuPu6z0dzPy+rf+6+8UawMxqkKTfRk79E3JO7VkPPKujdRH9nOy2tEXZ0lNMaOJWewGK6Y9PoHqimq7+czp4Qg/EgwbBDKOzDMUYa0wBWGiNiyYpp79VaBgdTDA4kCTgJyssGqCrt4yOfqeeVtiXcv+5+7lpzF6taV+Xl55JJ0BfknIXncN7C8zhl3inMLquD1T+FTTdAz1rxBErF5Z7MOAv2ulTEkHB92gUfm26Iet4BnkiyE7N0ZvLk5if5+XM/55mtz9DS14LP8RFLxvAZH45xOLj+YI6bfRx+x89z255jadNSUjZFIpUg4ARI2RRTSqZw1IyjuPLIKzlz7zOHz3K3M+Qr9KXhXnj5/8mU4Yb06PHUE2Gf/5Zceli5z05g7FwNk7zPXRd1cvpfT2fF9hXDRCaA6nA1y69czsyKmRM+Xlt/Gwf9+iCae5uxGR2ykC/E/Or5PPbBxyYs+MXjcNVVkox9Z8WmYFBElwcflI7vhBlshyfOl5wvyZ0w7iuBBf8Fh/+EoST1fVugb5MkvY13SZnlTUNurdthASkMArT3VvHIc/O594l5PPD0XNq7wgQDyaF6NZ7wURqJc9qxmzn35PWcdswG6qtdccxKmcIh3x73VK2VUJWrrpL7vDP32uvgXnKJiGS1B+4mr5NjquHnl8p03X1b0l7wVQdD/Vth+tukUxyqlfud8jqNmbi/68nmpYQxc7wlUgm2dm1lfcd61rev52NHXpFz2+XNrzK/ej6lwbFzd778snScXnpJOmlezrjjjoNPflJEmfJyWeeF6+xMaghvEoRYLKM9XT56m+3b07kZW3bEeWVDIyu3tLByQyfbWjsYGEwQ8gfxmSB+EyDiL6U2UkdVqJqyUCllwVL8ft+wGV/9fun8zpghfYMDD5RBrlWrxLPHSxK9cKEMEldUyHZTp0p79+yPTCPUMfpZTNTWs+nZ5mGdVq8dNDgoIlV3t3RU29uSXHH8Nwhtv1WEaH8kXcbv/VEpo6sPlbZCasD1eAOpA/2kPeUkGoAV34QV3xj3vidTDv73J0d5jk2dKj+vzJlz801vr4gBTU3ePUiR7NlCfeR19pm+kfqStdSG11Hqbyfs6yDs9BB0evFHynD8QawTwToBMK6HljEZ4XoxHDsAPesw2ULex0vYbK2UnYk+Wcrn5d627aV0ZATO6PdOUPICb/o7LL0y3dbxvLgP+gYc9BX5TpNRNzF2fr24xhOprbU09zazrn0d6zvW88HDPpRz2wfXPcDeNXszp3LOpELWEwn57TY1Sf+tsxPa2hOs3radNdtaWb+1h87eKP5ggorSMH7jw+f48RkfVeEqykMVRPwRIoEIQV8A47V7rfQ1YzERi6ZOhc99bvQMoD09Inbt2CG/6e3boak5ycuvt7FmSydNXa30x6IETBC/E6AyVEV1pJryYAVhv6RQGJmM3UtxUl8vaTzq6+GDH8x/SN5E2CWhyRhzBvAzZOzl99ba60Z8btzPzwL6gQ9aa18aa19jTA3wd2AusAl4l7W2w/3sC8CHEWe4q6y1D7jrjwD+jPjC3Atcbce5gN0hNF1zjeQcGcnf/y6hRoUKbwJ2n8vtbpoVJJWSPDoPPwx33SVq7o4d0sior5d4+nnzxA11xox0YsyKiuE5bTKTN3ujPN66zJC55mYpKO6+W9a/8IKsD4dlv3POESHxqKPkq6isHD7j12R13cxcSYEAJP99LoHtd0sD0mYU2ueskvAYK0nj8j7y9Pr/wouflFBI46Q7Jod8Fw64xu0VeCECgYyOeA4mO8Pfwo9D21KZuSPezUAsRHvN5bQnD6Ajthft0Wm0d1fQ1hUhOhgkaQMkkj7iCePOtGZIJOxQQ9RxjMSN+yx+vyXgT+H3xQn64tRURqmt2MG5h/wLf8cz0LVSpkw1PglbWPQ5qDqIfjudHT1Tae0qY0dbiJ5eH8lEkkQ8STIBiaQXkmdJJAyOY93Eo55t8PkN/oCPQNAwpTpObVWU/Xy/xGl7Whp70UZpEPhCMrVx1cFu6GmNNBycMMyal3vGyq3rh26h/HF/d8YRwQSkUZQckE5HrM393M9QguuRHQsvpGIoHCPLb3kS3+9fuuAj2w1xt9NuMAQoBWtImhjzOYVDzftZ4HsrPoJDwnwgkC5HR55Ca3I9Lw3ewguDNxC1nTj4iDNAinSHayZHcqX/eWkkdLdT47xKfWQN00pWUh9ZQ01oM5WhFgK+QfzhCmxkJqnILAjPSIcNDM0M4j7zyVi6AefOMORf9zNMaoTLfrie1IWNvNj4IresvIUfPfujIW+tfHLV0VfxjkXv4LjZx40dRpiLfCfz7d0o4eQ7noGOl6SjDPJ8l8yRGZQiMyQXVsV+7vTP4XTuDe9+W+veY3dmHxuHew8ZZa4pASd27c2Wri2jPMIi/giPffAxjpp51KQvY9WOVRz5f0fSFx/uIhNwAkwtncqTH3qSedVjdAxG8Mc/Sqd5sgJISYmEWtx5507MGAkiNi/7PKz99STEJp98X0f/HuZeIqsa7obHz01vYtxOyowz4KQ7h+/ujXZbrwzxyiVDy3ZDe3s6f0VVFUyfJoMfDI2We147Xo60iRONwk9+InnwjJmYh5M32cLRR8P//q/kMNkp8vVbymzjhYE6oBaoRkJOahAv8kqgOgLVU6CkFiK14A/JPfP506+SpEnKq1RS3rc/BCPyUgIQrGPggi1s6NjA+vb1fPqBT7Opc1POsqvpB2QNcW4uhemfHb2+KlzFZ4/9LKctOI0F1QuoidSIWN67iYH2rTz/go8VKwOsWR9i1bpymlvLaO2IkCTEtOl+Zs9KMq3eUlcH06YbqqrMUJ5J79XnFw/qzDxNsbhlx3bY3mLZ0QpNTQ5bthpWr063YZKpJDevuJmblt/Ey80v0x5tZzA5Os9ZxB+hKlyFwdAx0DFK3AYRpWsiNRw+/XAuPehS3n3Au4fK5yefhBNPHH1vTjhBPvOYrPPapEhEJQy0b7NM3NC3VcTjgRYRkE1A8pP6y9K5dLzy2fikjDYBhgYPhurDhEzeM2Lmy4a+Q3gosIx77pFrbG2VNnxtLRxzTDrB/axZ6VCySMRNgZElCiOX91gwKIJAd7dMOnPGGRL9MJIJ/RxTSZlUYSjNiTeS6eVs9OVOHh5tltkLe9ZA56syK1qsUwShqSfKoG2oNu1BFSiDA8+H7W2jjzW1Dja96obIemWkF4Y7IIPT3oQmg61QdxL0rIbW56FzmYRQD2yX76ZsAZTuhS2ZDeGppIZyJVXLgKRxJDeR5+H0wFETTo4NkHxPgq3dW1nXvo6/vvJX/rbib1lD0WHyZYfBcOSMI/nyiV9mQc0C5lfPd8WZjNsej3LH63fwo2d/xOrW1fTF+oYNFmUeK+ALYBAv+sSQqDocn/FRX1bP0TOP5odv+yHzquaNO7iXSqVY0rCExzc9zj1r72Fp41KSqSQJV/TzGz+L6haxfPvyoX0CToCAE+DoWUdz9j5nc/Lckzls2mGTmoSkGOy00GSM8QFrgNOBbcALwCXW2pUZ25wFfBIRmo4GfmatPXqsfY0x3wfarbXXGWOuAaqttZ83xuwP/A04CpgBPAwstNYmjTHPA1cDSxCh6efW2vvGOv/dITT19clsIHffLXGgvb3SaIpExN32lFMkBnf2bGlIhULDPZMmijFScIZCUni2t0tBPCl2w6wg3YPdVIQrc36eSMYnrlJnEdYS+GhmGg3MpIGZtDGFHsrppYx2qumghk4q6aKSASJY44Dfhwn4MakUqUQKkkmMTRGhnyq6qKKTajqopoMyeimnhw/X3YXZsZ0eytjGrKFcOh1U00kVO6ijhXp6S+ux1TVEqkKUVAXwBf0Yn6hZxucDNyEnyRQ2KbZtMolNpOjvitHXEcN2dlHa3cyRez/HVb/dQaDvRZl5BCOVU91bpFE/5Si3cqqSisGm3NHfHCrXa9+FVd+f2L12SuC0R6DjZeheI53EaKMkgA/VYUN1EKyEQCU2WI0N1WJDU4YSJxtHkueBD/PEeZhY+8TsZmPOu+CEv8v7ybS4dmZGEhNIh1eV7wPnrnHtJt2wH//4wt7O2MWRhorXUMsUfLwONla28zrgu2TXwLlrJQFn34Z08upYB/hLkNSIPlJOEG/aVeuEMIFKjBNwGx8OjuPH//L/YOLdE7J63m9+w11bR8f73HSjw3mLj8g64p0tuf3IR0AanpaVO1ayo3/H0Dbedi88MpOvfHyfodnRAgH57MIL4U9/ko6IMW5nJGZJJaIQ78EkumVJ9iKTBkisiyGFxSflCSLkWX8F1leO9VdAoAJfMERfspPP/vsq7nz9TroGu4adc9CESGE5pOJk3lJ1KdP9+5Nw9b6Rj1jmxJkt8fU82/V3lvXdh8EhxvCGfMgpZXHFWXxn9unMCrYTcroIOx2ETAdB04u/fjGOP+QmVHUbx74wzH9/tq9MaPKSHNjhjdxUQoTL1KAsyUHpWHhJWXs3iIdeoAoCVSRMgIZoO02pENv7t7O9YzVN7auoMUnqfFDrgxIDPgNhX4DKYBmRQISQP0IoUErQH8EEKmRmm9TAsFM8ocHPM/1JKoKlDOWhwRJLJfi/wy7gvbMPAjPkiuc+IEF3RiNXABkSaYfdfe5rXMXFz/yZ4JDYIcfpScTYt3wKK0//JEOj/P5Sd2aoKpkmu3SOCMYZX+rzz0uYSF/f+KFkEdfZ4IorJH/NrnjPJlNJog334az+MZG2p8H4MdlEJ3+5fM9zL4FFn5EpqT2izbDhzyKO96zBRptIxbvBX4qz90chOAUbmebOhlXm5j0JD+U/M0P32n197TuYld+d2AX4SuHdveNvl0FrqwxM3X67eD97HiyZVUk0Kl7RF1wgSXIXj2o+T5JCCE1F5JKL4eaDxt7GweB3HPzG4BgHH2bUdaesJWmteGO6y1h8pgp+UJflgxNugTkXD/0bj6dngx0chETcuoM86RyM3vvss84Z/AFDaal4JARL+7hr7R08s/UZntj8xKhw2XwScALsV7sfJ+51IsfOOIHI5gvYuC7MsmWSjLyjQ/oRxx+fnnxkzhwR1MrLLWVlUFLqDni644yOY3CM6IleutdUygx5NyUSUtb09kp509kJFy+/diemFoShXDqZiw8JAbWkc+m4ddkopk4V9w6XJA6NzKCRGbRSO7Q0M41tzKSNWpK+ICU1YUzQj/UFvJE7jJtLwcbjeCN+JhnHxhL0tw/gS8aYQiuzaKCKDhZVNNLSHaGTKtqpYTtTiVXXM3txPYHKEgKVEcKVYfyRIKEyP6VlDiXlBr+bD9MY8Vr3Bq2TSdxUJ7h5MaG/P0Vfj2WgN0kiGuO0+k9y+LSbR9+H0x4Xocljom3bSXoWpS6J09zbzMaOjfxq6a94eMPDtEfbSaaS+LBU+aDKkSXk1r0+5NX7ar11SSBp3a/aOJQFK7m+to8y0kK1teCsG/usjPXhJ4SPED4C+EwQ43rwZJIkTpIYSRsjwSBJxv5NHpr8CFHTTpN5gW6zjewPYH6I+CPsV7sfx80+jo8c/hEOnXYoAJs6N3Hz8pv5wr+/kHebvz37t5yz7znMKJ+R92NPll0Rmo4FrrXWvt39/wsA1trvZmzzW+Axa+3f3P9fB05GvJWy7uttY61tMsZMd/ffd+TxjTEPANciXk+PWmv3c9df4u7/sbHOf3fmaLLW0jPYy7rGVv721DMsea2J1h2Gno4w3a1l9LfXkOyeQiBeR21lCXU1fsrL/PgcH37Hwefz4fcZ/D6HRDJFKmlJpkQRBYhGffR1BxkccJhS4zBtmnSQKirEfiwZY1PHJla1rmJ733Z6Yj30xnpp6W2hubeZlr4Wnvrw0znP//ybzqO+rJ76snqqQlWUBkupLallfvV8FtUuIuwPD1NvUzZFa38rDd0NPLrpUX7/0u/Z3redvngfsUSMVIb76ETV6oATIOgLUh2pZr/a/fjSW77EzPKZzKyYSUmgZPd5cAGjpowoFl62d4OMYFYieR9KRiwVQE0JlFZCSSWEwiJqeZkZvSD9zGnBPDecuhXgH3Ftoal0nb2GDR0b2NCxge8//X2eb3x+1On5gUoHgkYaPT7cNBQmI6efkcppqP3hVlSnz3877zroEuZU78Oc2gMpCZTCjiehc4WEeHSvlFGZWIeENZXMgcg0KJ3nevpUSoLVQJm4B3veXV7n/+5FkwsVOPUxsdm5AvobSEWb5CkOTxWBJVSDCVTKjChDIz8VbkvPi2v3YR47ExPLMhqVFQMXNpDoXElv+zLaO9eypvFpAokuSvyllATLKQlVEglVEQ6UEgyU4QTKcALlQ6NN3rSswVdH5/kay27iPTE2d25mTdsaXtvxGp99KMvQ0S7y2eM+ywlzTmDhlIXMr55P60v/5q4/PEZDRz1t3dW0dtfQ3ltJ6fR9WHToVCIRCYMsrzCEw4aSEulol5Sk83ONnG0v26x/gwPQ1y8dyIGo5cmn4PrrpaNfWirHslaSZf7ud3KuXkJNL8Hp0J3K6D9lE7gy32f+7ziwfmsPh3/pkyJwZFBbC1/+8OFcduhlVIWrst67zMGIbLk/+uN9/GPVzTy99UnxAsk4N4Phz/3Xjz5oZDpc2Jj9y8pVvtbXw6+YVOO2/509rG5dzerW1dy39j5uWH7DBPedON9667c4YOoBLKpdxIKaBay/qZrGgQwRwkgW0aqzlnLY9MOG75w5Kg0jvtjRQhPAiu0r2NG3I2N78fLr7FrP8sYlxFMJ4qkEsVSCh7ctpTvWTzyVcEcwkyTc16H/E5bwlrMZeOpjsPFU8Mcg5YeUAZ94jTiRLspP+ANVR93KCQtnMaO0joDjJ+D4SQ4GuWPzC/QleuhL9NCf6KYn0THh+zfFgfeWwwcqROCLGOi1sDkOv+mCO/pg0IKDj4pADSW+CiK+MkqdSl7teSLncR3kWCWOiIaljtQTjhnRRzXp90Ppimy6v/rATDmvYd/ErX7Mv7KPOE+EFIbXOIBmptFHKUFilNPDoSyjnDEErK5OqJABs0QqQUtvCy83vUxzXzNdA130xnrZ3r+dlp4Wmvuax2xrnXb9qUwrm0Z9aT01JTWUBkqZEpnCjPIZHDXzKEqDpTg766U8Xkd1giLXq3cexcuNLzDbL/W4/JbAOeFm9pl5AtPKpmUcM5X2iJWTyDyhkSdAX6yPla2r6I/3uc6yku2lLdpJINHDeeV+bP9WBqPbGehroKntNenUTjmcQKAMv78Ef6Acf6AUv78UEyjF+EsxRkYPjBvOZYyDs+kGnE3jlz2NcTj7eRgwo7umC9vh4pVw2gaYOdHq1aWhHB5aALfuB2unDD+2AcIJuO+BWqrWbmVL1xY2dmzk76/9nRtevSEtdKUciJVCrAxi5ZAMgnWyLykfmNSIxbLv1L352OKPMqdqJgunz2BmbSXV1ZP0kvoPF0+B3dOODwGHV8Nff0i8YznxnvV0dK7BJvqI1BxKIFxNIFiNL1SNL1CFE6zEBiolD57PTe421K71YR47Y0IDt8sG4LCthb64LDQeDs98BnqnQyI81E7be2+48+81LKheMMzjOjP6Y2Q7K/OR8wYTm3qb2Ny1ZVhxY0nS0LOVZ//+I7atGa0B1PbD29fDSZtgyiQnpbDAyjr49zx4cg4kRxTNBjhi0SmsPGQGD65/cFj+UJB+bTKVZE7lHA6Zdghzq+aO6VwRT8ZZ176OV7e/SmN3I45xhjygPGaWz+TMvc/kskMv44Q5J0zugvLErghN7wDOsNZ+xP3//cDR1tpPZGxzN3CdtfYp9/9HgM8jQlPWfY0xndbaqoxjdFhrq40x/wsssdbe4K7/A3AfIjRdZ609zV3/FuDz1tpzxjr/3SE0PbHpCU66/qSi2txZJuue+J9Ovq436AuOCsUolu3JUiy7IV+ISCBC2Bcm6A8S9AWHMvV4pGyKWDLGYHKQwcQg/fH+cUcJv/YoXPv4WIaRYFpvcaMBcFMFjBpt83owXjRGCvgUItplcO3vxrE78hwCGTazvWba814z3w8ASTDXTtBmnvE7/pwuwgBlwTJqS2qpK6mjOlxNZbgya+fHWkt3rJuOaAdt/W3s6N8xynMnk6uq4GfZRqyP+Dns+8nJXcSr18KKSYzI3hog+a8km9mLBmbSTg1tTKGXMvGCDNaQrJtGvGIKybIqAmUhgmUBAmHf6OyqjhGvxJSFVBKTkhnhYv1JBnrjJHqjBHo7SbR3s2SvdxNPOEPJXPv6RGi68UaGwju9vH2et1UwmPa6guFhg1417rWXrU2Hhnh5RwYG4LB/GfYKQLkDZUZeyx0o8/mpDFVSESqjLFhGebCUiD9ExBci4A/jc4I4xuAzDsYYHAwntt1ByA6MvqdZMKMnfhnCwWFa+TTmVs5lRsUMppdNl0GELFhr6RrsoqmniW3d29jStYXWaGvOY181a29+duR7ZRr43g0yk1e8F6adChWLJCwgVOt62pRI3iFfJJ33xmT8iFd9H1b9YELXe2UL/GZiDn256auFTSdDtAYSIQh3Qu3rMPP50X11jzVnwML7s34U8oUoCZQQCUQkz4SbayLsDxPwiWu+xRJPxoklY0QTUaLx6KjXXOX11+xJ1Nz/ONVRqB6AkFuUlMVgWi/U90HJJB1Con5oKYOWUuh2c+7EfNARgY4wtEfga5dn2dFXAu/OERc3lnj64BUTLj/Geqazka96+PT5p/Pg+x+c+A55EprY8TS0PCrezL3rJMdXogeqDxdP6mG/pTLJ8TP0W5JEwkP5e1b9YMK/pV90wFW5f+IFxf66frcIIOO1ARzjEPKFCPqC+B0/fjePTCYWSzwVJ5FKEE/GGUwOjlm/7wxvtDbtZG07xiE1jkfdRG0X8pq9AdpMIX7YezImYLMjmpYWvGQHAL+xZzP3hntGlcX1fbCgHXw76fCTcGBdDewYUXX3BmF1eSmB6X9j06JzWb1aEmN7E+y85z0S2VNXJ0tlpQz8lZRI2ycUSg+kZQ4oZoZMeu8TCWnneHn4envhbW+b5IXkSTz9yrUn8ci2J0aJ1BWD8N5X4cLVUL4T83C0R+Bfi+DmA6F/RBotY+Gdr8Gnz/gaXHvt5A++i+yK0PRO4O0jxKKjrLWfzNjmHuC7I4SmzwHzc+07htD0S+DZEULTvcAW10am0PQ5a21GYoChY10OXA4wZ86cIzZv3jyhm5Qv+mJ9PLH5CepK60ZNmVwVrqK+rH5SCcwyiSfjNPY00htLj7RZd0RoR/8Okqkk5aFyKkKSPMzr6If8IaZEpuTsHI6FtZbeWC/t0fZhdgeTg/QM9tA92E3AF6C2pHbU9ZYESphdOXunrxega6CLhp4GMp9Vi6W1v5WewR4SqQR+x0/AFxhSt0O+EGXBMkL+EBH/8Ma03/EPU8+TqSTxZJx4Kk48GWcgOTDUqO6P9xNLxphdMZtEKjG0ePuH/eGhJZVKEQ6ECfvClAZLKQmUUBIomdD9ttYSTYi9vlgf0USUweQg1lpiyRgDiQEGk4OkbIqUTRH0iZAT8oXoi/UR9AepClUNdSJC/hBhf3jMvCzWSkMkGo8ymBgkmojSE+uhZ7BnaJruWDJGLBnDWkvFzbdS++vrRzpiMKNHOhY7i0U6E20jJn1KGWgug473vwP/uy/BMQ6OcUS86NuBz/ER8AWGGlp+x0/ACfCOUz9JpG20sBGdUsnND/1kqPGVTCXlfTJBeaicWRWzSNrk0D32O36CviBhf5iIP0LACbjehn7KgmWUBkopDZZOeErzlE0RjUfpjfXSF+8jGo8O2YsmogwkBojGo/gdP+WhcqrD1cOenYAvwPSy6ROe1WrUfbaWzoFOmnubhzWuEqkEbdE24sk4U0qmjPoN+x0/86vnE/DtfEb9ZCrJps5NDCSGPyixZAyf4+Pg+oOznbCb2yHm5pGKSQijN2W3N9tL5swvw3K4jAjHeeh48YbLZLyEnCMZq5M6mRx1116bM0TBAnECDBAeWhL4se6MLylJ3z/sf4PFITW0NvO9N+tMmAGeffV6iISHyiavjvA7fipCFVSEKigJlEwqiXgsGRuqB/rjEnLllSt98T764/2E/WHqS0fXeyWBEuZWzd2lpOXxZJwNHRtGdaKiiSgLfvZXqr//87EPYIAgabHY5Fi8n2Iq49UCX0e8R0dyewn8cxenk8s8xwm2ce01XyBx3Q9I4CdOYOjVm50o6QRIBUIkfUFSTiDt5eq25m1GuJM1jhsairxmKpqum58vGcNJxpmz4yV8FWMndh5Gnn5L96y5h3gqPlQH9Mf76Yh2EPKLsBb2hQkFQjIA4gtKnWHSbQAJ4UoMtQFiiXR92x/vJ5qI4jd+6svqh7UBAk6AsD9MRaiC0mDpUFvL7/ipidRQHaneqXbPQGKAtv42uga7hto8SZsc+o0tnLKQBTULJn7AsbxFJltujYdNuQmMo24eHjdXjBdaO/L9UI4/1zvjwWNGldGtSXgxVUXd2x4h5Bue4XtKyRSmlk7daW+vwcQgDT0NRONplwaLpWdQvP9PXzDB6d888vRMP7bpMWoiNaPEo6pwFTPKZ+xSedk10MW27uGJiSyWtv42Ogc6SdokPiPtnIHkAA3dDQSdIJFAhIAvQMgXGvYa9AXxGz/erLCZwlYsESOWikm7OjEwVP/Pr54/tG0ylRxqu3vtWp/x0RPrcQc9yocE8ZA/RMgXGrNdm0wlhwYyvTZVd6ybvlgfFaEKEqnEULvWGIPP+KQ9Fywdqg+NMZQHy6kMV1IWLJvU82WtZSAxQOdAJ12DXSRT4okaS8boi/fRG+slkUzg90k5URIoGTYgWx2pZmrp1J3uM/XF+mjubR7W1krZFJ0DnQwkBnbbMz0e1srAmCcSed7bI73TvSVTdPIW73+fL+31PukZoYt0vW8Yu3lEQ+cURVEURVEURVEURVGUvJBLaJqITPsCsI8xZp4xJgi8B7hzxDZ3Ah8wwjFAl7W2aZx97wQuc99fBtyRsf49xpiQMWYesA/wvHu8HmPMMe4sdx/I2EdRFEVRFEVRFEVRFEXZzYzrm2etTRhjPgE8gISK/tFa+5ox5gr3898goW1nAeuAfuBDY+3rHvo64B/GmA8jYXHvdPd5zRjzD2AlElr6cWuH5k69EvgzkonlPndRFEVRFEVRFEVRFEVR3gCMGzr3n46GzimKoiiKoiiKoiiKouSXXQmdUxRFURRFURRFURRFUZRxUaFJURRFURRFURRFURRFyQsqNCmKoiiKoiiKoiiKoih5QYUmRVEURVEURVEURVEUJS+o0KQoiqIoiqIoiqIoiqLkBRWaFEVRFEVRFEVRFEVRlLygQpOiKIqiKIqiKIqiKIqSF1RoUhRFURRFURRFURRFUfKCCk2KoiiKoiiKoiiKoihKXlChSVEURVEURVEURVEURckLKjQpiqIoiqIoiqIoiqIoecFYa3f3ORQUY8wOYPNuMF0LtKrdPdbu7rStdtXunmR3d9pWu2p3T7OtdtXunmZb7ardPc222lW7e5rtvay1dSNX7vFC0+7CGLPUWrtY7e6ZdnenbbWrdvcku7vTttpVu3uabbWrdvc022pX7e5pttWu2t0TbWdDQ+cURVEURVEURVEURVGUvKBCk6IoiqIoiqIoiqIoipIXVGgqHL9Tu3u03d1pW+2q3T3J7u60rXbV7p5mW+2q3T3NttpVu3uabbWrdvdE26PQHE2KoiiKoiiKoiiKoihKXlCPJkVRFEVRFEVRFEVRFCUvqNCUZ4wxZxhjXjfGrDPGXFNEu380xmw3xqwolk3X7mxjzKPGmFXGmNeMMVcXyW7YGPO8MeYV1+7Xi2E3w77PGPOyMebuItrcZIxZboxZZoxZWkS7VcaYW4wxq93v+dgi2d3XvVZv6TbGfKpItj/tPlcrjDF/M8aEi2T3atfma4W81mzlhTGmxhjzkDFmrftaXSS773SvN2WMKdhMGTls/8B9rl81xtxmjKkqkt1vujaXGWMeNMbMKIbdjM8+Y4yxxpjaYtg1xlxrjGnI+C2fVQy77vpPunXya8aY7xfDrjHm7xnXuskYsyzfdsewfagxZolXTxhjjiqS3UOMMc+6ddRdxpiKPNvM2tYoUrmVy3ZBy64x7Ba03BrDbkHLrVx2Mz4vSLk1xvUWtNwa63qLUG7luuaCll1j2C1ouTWG3UKXW1n7KoUut8awW+gyK5fdYrS1ctkudLk1Zn+0gOVWrusteHtrUlhrdcnTAviA9cB8IAi8AuxfJNsnAocDK4p8zdOBw9335cCaYlwzYIAy930AeA44pojX/T/ATcDdRbS5Cagt5vfr2r0e+Ij7PghU7YZz8AHNwF5FsDUT2AhE3P//AXywCHYPBFYAJYAfeBjYp0C2RpUXwPeBa9z31wDfK5LdRcC+wGPA4gLe32y23wb43fffK+I1V2S8vwr4TTHsuutnAw8AmwtRnuS43muBzxTqux3D7lvd31HI/X9qse5zxuc/Ar5axGt+EDjTfX8W8FiR7L4AnOS+/y/gm3m2mbWtUaRyK5ftgpZdY9gtaLk1ht2Cllu57Lr/F6zcGuN6C1pujWG3GOXWuG33QpRdY1xzQcutMewWutzK2lcpdLk1ht1Cl1m57BajrZXLdqHLrZz90QKXW7mut6Dl1mQX9WjKL0cB66y1G6y1MeBm4PxiGLbWPgG0F8PWCLtN1tqX3Pc9wCqko15ou9Za2+v+G3CXoiQcM8bMAs4Gfl8Me7sTd3TnROAPANbamLW2czecyqnAemvt5iLZ8wMRY4wfEX4ai2BzEbDEWttvrU0AjwMXFsJQjvLifERUxH29oBh2rbWrrLWv59vWBG0/6N5rgCXArCLZ7c74t5QClF1j1Ak/AT5XCJvj2C0oOexeCVxnrR10t9leJLsAGGMM8C7gb/m2O4ZtC3ij8pUUoOzKYXdf4An3/UPAxXm2mautUYxyK6vtQpddY9gtaLk1ht2CllvjtCcLVm7txnZsLrvFKLfGvOZClV1j2C1ouTWG3UKXW7n6KgUtt3LZLUKZlctuMdpauWwXutwaqz9ayHJrt/WDJ4MKTfllJrA14/9tFKGyeqNgjJkLHIaoqsWw53PdercDD1lri2IX+ClScKSKZM/DAg8aY140xlxeJJvzgR3An4yECv7eGFNaJNuZvIcCddZGYq1tAH4IbAGagC5r7YNFML0CONEYM8UYU4KM6s0ugl2PemttE0ijDJhaRNtvBP4LuK9Yxowx3zbGbAXeC3y1SDbPAxqsta8Uw94IPuG6r/8x32ECY7AQeIsx5jljzOPGmCOLZNfjLUCLtXZtEW1+CviB+2z9EPhCkeyuAM5z37+TApZdI9oaRS23it3OmYDdgpZbI+0Wq9zKtFvMcivLfS5KuTXCblHLrRzPVsHLrhF2P0WRyq0RdgtebuXoqxS83NpdfaQJ2C1YmZXLdqHLrWx2i1FujXGvd0d7KysqNOUXk2XdG05dLATGmDLgX8CnRqjHBcNam7TWHooo40cZYw4stE1jzDnAdmvti4W2lYXjrbWHA2cCHzfGnFgEm34kROLX1trDgD7EzbdoGGOCSEPgn0WyV42MNs0DZgClxpj3FdqutXYV4lL8EHA/EnqbGHMnJS8YY76E3Osbi2XTWvsla+1s1+YnCm3PFS+/RJFErRH8GlgAHIqItz8qkl0/UI24k38W+Ic7Ul8sLqFIAnkGVwKfdp+tT+N6oxaB/0LqpReR0JRYIYzsjrbG7rady26hy61sdotRbmXaRa6vKOVWlustSrmVxW7Ryq0xnumCll1Z7Bal3Mpit+Dl1u7oq7xR7Ra6zMplu9DlVha7B1OEcivH9e6u9lZWVGjKL9sYrobPojghN7sVY0wAKbhvtNbeWmz7VkK5HgPOKIK544HzjDGbkNDIU4wxNxTBLtbaRvd1O3AbEqpZaLYB2zJU8lsQ4amYnAm8ZK1tKZK904CN1tod1to4cCtwXDEMW2v/YK093Fp7IhKaUkxPiBZjzHQA9zXv7vpvRIwxlwHnAO+11u6OgYGbyLO7fg4WIOLpK275NQt4yRgzrdCGrbUtboMoBfwfxSm7QMqvW10X8+cRL9S8J0DPhht2exHw92LYy+AypMwCEeeLcq+ttauttW+z1h6BdFDX59tGjrZGUcqt3dXOyWW30OXWBK63IOVWFrtFKbeyXW8xyq0c97ko5dYYz1ZBy64cdgtebuX4jgtebnmM6KsUrb1V5D5STrvFbGuNcc0FbW9l2PUGq4vS3sq83t3Y3sqKCk355QVgH2PMPNcL4z3Anbv5nAqKO8ryB2CVtfbHRbRbZ9xZC4wxEUQcWF1ou9baL1hrZ1lr5yLf77+ttQX3djHGlBpjyr33SGK9gs8waK1tBrYaY/Z1V50KrCy03REU2ytgC3CMMabEfb5PReL5C44xZqr7Ogdp6BXzuu9EGnu4r3cU0fZuwRhzBvB54DxrbX8R7e6T8e95FKfsWm6tnWqtneuWX9uQ5KjNhbbtNahdLqQIZZfL7cAp7jksRCYzaC2S7dOA1dbabUWy59EInOS+P4UiidUZZZcDfBn4TZ6Pn6utUfByaze2c7LaLXS5NYbdgpZb2ewWo9wa43oLWm6N8VzdToHLrXGe6YKVXWPYLWi5NcZ3XOhyK1dfpaDl1u7qI+WyW4y21hi2C11uZbP7chHKrVzXu7vaW9mxb4CM5HvSguRVWYOo4l8qot2/IS5yceSB/nCR7J6AhAe+Cixzl7OKYPdg4GXX7goKNKvPOOdwMkWadQ7JlfSKu7xW5GfrUGCpe69vB6qLaLsEaAMqi/zdfh2pjFYAf8Wd/aUIdp9EhLxXgFMLaGdUeQFMAR5BGniPADVFsnuh+34QaAEeKOI1r0Py6nllVyFmf8tm91/us/UqcBeSaLfgdkd8vonCzDqX7Xr/Cix3r/dOYHqR7AaBG9x7/RJwSrHuM/Bn4IpCPMvjXPMJwItuGfIccESR7F6NtH3WANcBJs82s7Y1ilRu5bJd0LJrDLsFLbfGsFvQciuX3RHb5L3cGuN6C1pujWG3GOVWzntNAcuuMa65oOXWGHYLXW5l7atQ4HJrDLuFLrNy2S1GWyuX7UKXW+P2RylMuZXregve3prMYtyTUhRFURRFURRFURRFUZRdQkPnFEVRFEVRFEVRFEVRlLygQpOiKIqiKIqiKIqiKIqSF1RoUhRFURRFURRFURRFUfKCCk2KoiiKoiiKoiiKoihKXlChSVEURVEURVEURVEURckLKjQpiqIoiqIoiqIoiqIoeUGFJkVRFEVRFEVRFEVRFCUvqNCkKIqiKIqiKIqiKIqi5IX/D+td2Di3k6k3AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_2\n", "total seqlets: 1972\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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pbYVbboEHHoA33xRRyeeTGdsSCUlb83rltbWw//5w9tnwqU9BTY18Rn19eqFp+vQ8zPDWV5d+fcUhOTasKIqiKIqyc5CNoPQaMM8YMweoBy4GLh2xzYPA540xdyGCUKcjFDWPse+DwOXAdc7jAwDW2qEymsaYa4GekWKSoiiKoijvTpYvhx//GO65R8Sg/v7s9nvlFRGevv99OOcc+OY3RZSKp8k6mz4dAoHJPe5RDDalXx+qybFhRVEURVGUnYNxBSVrbcwY83ngCcAL3GqtXWGMucp5/3fAo8AZwBqgD/j4WPs6H30d8DdjzBXAJuCCST0zRVEURVF2Gnp64HOfg7//XdLR0glB4zEwII/33AMPPwz77JM+Eqm6GkJpJmCbNGL9EB8Yvd5XLLO8KYqiKIqivAfIJkIJa+2jiGiUuu53Kc8t8Lls93XWtwInj2P32myOT1EURVGUnZeXX4bzz5cZ2QbS6DATJZGAvj6puZQuEikYlJS5nNFfD94wxHqGry+YIUKTJ9fhUYqiKIqiKDseHUZTFEVRFCVn/OIXcNJJsHXr5IhJqcRi6SOUcp7uFulIH4lUOBNsIsfGFUVRFEVRdg6yilBSFEVRFEWZKD/6kdQ8yrZO0pQpMqNbKCTi0/r1sGXkNCBZkPOC3IkoaSey9ZelX68oiqIoirILooKSoiiKoiiTzu9/L2JSX9/Y251yCnzpS3DEEVBYODyKKRiEwUEpyP2b38Cjj44Wi9LN8haJbP/xj4mNpl/v8ac/IEVRFEVRlF0QFZQURVEURZlUXnoJrr567Mik88+XdLjyciguTq4fWUw7HIb3vx+OOgq6u+FrX4O//CX5fjr9ZnBQ6izlrI5SIpZ+vfGhEUqKoiiKorxXUEFJURRFUZRJY3AQLr44s5hUUgK33AKnny4RSdlSXCzLTTfJ53/sY9DWll5QamwU+xP5/AnhyeA+2RiwDfl2/5gCA43ZGodLt2GKPEVRFEVRlElGi3IriqIoyq7ElCmisuR7mTIFgO99D1pa0h/atGmwbBmceea2iz1FRZImt2IF1NSA1zt6m/p6iGbISpsUjD/9+kR02wo4ZS0mAWjRb0VRFEVRdg5UUFIURVGUXYnGiYgTk2v3nXfg5z9PXzepokJS4aZOlTS27SEUgqoq+NvfJLVtJPX1OS5l5PGRNhIp2pF+vaIoiqIoyi6ICkqKoiiKokwKP/tZ5oLYDzwAtbXgzxDcM1F8Ppg/X1LsRrJlixT0zhn+MrBplKy+OjDqWimKoiiK8t5AvR5FURRFUbabPsL8+c8QT1Pe5yMfgQMPnHyRp7o6fYZZS0v6VLhJo2A6xNMUieqrA29o9HpFURRFUZRdEBWUFEVRFEXZbu7hQ2lnVSstheuvl9pHk40xkko3EmthzZrJtzeEryC9cBTtSh+5pCiKoiiKsguigpKiKIqi7ErU1u4Qs9f7vkxPz+j1H/4waYWmycKpBT6K555LX19p0ghWp18/2JxDo4qiKIqiKDsPKigpiqIoSi7YUbOtgYToZLuMRZafkYhblvkOSvsRX/lKbqKTXGbNSr/+xRdJK3BNGgUz0q9vXZxDo4qiKIqiKDsPvh19AIqiKIqyS7IDZ1vLN+vWpa9ZtOeeuQ+YOvRQeOwxiMWGr3/55RzXUSraHZr/NXp9wz9h6ingK8yh8SxJxKG/HnrWydK9Bvo2QXwQEoOQcCqoewLgCYI3CAUzoXgeFM2BorkQngGeXF5IRVEURVHeraigpCiKoijKdvH66+nFm0MOyXHaGXDUUVBQAF1dw9evXy8zwBXmStcp3gPwAiOqkDf/G2yayuS5Jh6Blpeg/mFofhF6N8BgiwhFHj/YGMT6gHGi0jDgLQCPDxJREZ6CVVC4G5z0T/CX5OFkFEVRFEV5N5CVoGSMOQ34FeI53WytvW7E+8Z5/wygD/iYtXbJWPsaYyqAu4HZwAbgQmttuzHmFOA6IABEgK9Za5/ZvtNUFEVRFCVXLF8O3d2j1x92WG7T3UAilPrTTLgGcNddcOWV4MvF8FnZARKFFBuhZHUul4ifiRCqhYFtiCyzFrY8CqtvhIanxW68d7igFayUaKqiOVC0B5TtJ1FI3kDyOF3hqK8eOpZD9+pkVFPfJjm2gUYVkxRFURRFGca4LpYxxgvcAJwC1AGvGWMetNa+lbLZ6cA8ZzkcuBE4fJx9rwGettZeZ4y5xnn9DaAFONtau8UYsx/wBDB9ck5XURRFUfJEbe2OSXvbAUW529rSl2OaPz+3BbkBSkqkXNXmzaPf++Mf4SMfgeLiHBiuOhISA6PX2zi0vAK1x2f/Wec3pF//F5N5n83/gCVflSLgMadYVGIAjAemvA/mfASmnSHRRokIGJ8TeTTGF1J+EEw9A+J9EtHk8UN8ALY8Bhv+lP35KIqiKIryniCbMbvDgDXW2nUAxpi7gHOBVEHpXOAOa60FXjbGlBljpiLRR5n2PRc4wdn/duA54BvW2tdTPncFEDLGBK21g9t0hoqiKIqyI2jIIBJkwowhHoxXPHsHkylCKBTKj/2jj5ZopJG89hr09uZIUApVS/RP/9bR7625ESoOyl1Ez38+IoJSvG/4+qmnwZF3SC0kb1GKeFSQ/Wd7POBJCSvzFcJul8L0c7b7sBVFURRF2bXIZtxwOpA67lfH6IihTNuMtW+ttXYrgPNYk8b2B4HX04lJxpgrjTGLjDGLmpt1il5FURRF2VFkEo4G8zQUdNJJUkcpHbfdBgNpAokmherj0q+vewBMDgtZb753tJi0/7Vw7D0idPlLJjc0zOOBgKa7KYqiKIoynGy8jXRDpiOHSjNtk82+6Y0asy/wY+DT6d631v7eWrvQWruwuro6m49UFEVRFCUHlJamX792be6LcgMccUTmAK9f/3ryA7x6nAwzprwPvGmqfscHJIIokaPi3PERIWEFM2H+13eOmeUURVEURXnPkE3KWx0wM+X1DGBLltsExti30Rgz1Vq71UmPa3I3MsbMAO4DPmqtXZvNiSiKoii7HtZarLV4cl2IR9ku9tlH0spGFuZ+5RW47LIcpZylsN9+Uvy7t3f0ew0N8Kc/wUc/OnkpeLGY86T66MwbvXMDzPzA8PSxXDHRIuAu/5gysWLgnwU6t83UdlFbO/EUUkVRFEVRck42HvprwDxjzBxjTAC4GHhwxDYPAh81whFAp5PGNta+DwKXO88vBx4AMMaUAY8A37TW/nvbT01RFEV5N5OwCS6/73JCPwjx4KqRtx1lZ+Kgg9JHAS1Zkh/7xsDll4Pfn/79//kfiE9SsFBPD/zXfzkvSvaSwtXpaH0F2l7PTYiWJzjioNbCxr9AtCf99pmY6MxyO0JMgh1T3F5RFEVRlHExNos4cGPMGcAvAS9wq7X2B8aYqwCstb8zxhjgeuA0oA/4uLV2UaZ9nfWVwN+AWcAm4AJrbZsx5r+BbwKrUw7hVGttExlYuHChXbRo0UTOW1EURdmJGYwNcsHfL+DxNY8TTUQJ+8L8/P0/56qFV+XcdiIBTU2waRM0N0MkIhEp0aiIJn5/cqmshN12k1nGtjuIakcV5Z4Eu/E4hMNyjUZ+dH09TJ26HceXJStWwGGHQV9f+vevuQa+9S2JZNpW4nFYvx723jslSmnRF2H1jTIr2kjKD4JT/gW+CRTFTiXTLG81J0DraxAfEZI19wpY+CuwCfBnERamEUqKoiiKooyDMWaxtXZh2veyEZR2dlRQUhRF2XXoHOjklD+dwvKm5fTH+jEYLJYCfwFXH3413z/p+5ixRJAsaWuDF16QKJpVq6TeT10dtLaCzweBgAgi1iZ1FWtlnbuACE6RiIhL06bB7ruL4PDf/z3BFKt3saAEcMABsGzZ6PXXXCMRQpmKZk8mc+bAhg3p3zMGnnoKjjpq21PfurslGmvt2pRL07EMnjhidJFslyP+CLMuAt82GM0kKF0Sh1W/gmXfESErliIs+Yph5vmw+xVQeSjEB8F4wFsAniwLhWeyC3DpBH6L7+KZCxVFURRFEVRQUhRFUd4V1HfVc9wfj6Ouq45IPELIG8IYw0BsYEhUOn/v87ntvNvwebIpA5jEWnjjDfjrX+Hee0U8CoVEJHBvhUVFEnE0a5Y8zpkDs2dL9I3fL/3jSERmDdu8WYSFTZtg40ZZurrkc4zZhkynd7mgdMMN8I1vjK5jVFMD69ZBYR7qRf/wh/C972We1a2sTCKZtiWirLcXLr4YHn5YXg+7NA/uIWln6fCXwBlLITwje0HHJZOw44o68QFYdzu8cz10vyOpcLGUQlaeIFQcDEVzoWh3KNsPiudBaAp4fGCcdD0bg0RUopW634F/XZj5mFRQUhRFUZRtIhoVXzESET8xHpdHj0cWr1cGNYuLJ6/u42SggpKiKIqy07OyeSXH//F42vrbiNs4fo+f/Wr244/n/pGjbzuanojUhynwF3DE9CN46NKHKPBnF/by9NPwiU9I9FEkkkzN8vngxBPhggvg1FMlNau/X/q6gYDczMcSHvr65POMEdGppQX++U/4+9+TwkPWvMsFpc5OEWrSiTn/7//BtdduX7pZNmzYAPPnZxaUQAp4P/+8HEsgy1rWvb3w/e/Dddcl1w27NCv/D5b+z+jZ11yKdofTl4i4NBHGE5RSGWiCrf+EuvukflN/owhYniDYODbWhyE7lTPTNL2EauH8CaSeqaCkKIqi7ACslUj0TZvksbMTOjrksb1dShu0tYkPF48nhR2vN7kEgxJ9Xl0tA1JlZTKrbVlZsuRBaanst2kTvP22DKCtWSPPW1rEXne32HE/o6BA/I9AQAYrfT6xH40mfdS+PhGe2trEDy0qgpISibSuqMj/9VRBSVEURdmp+c/m/3DanafRHUlGV9QW1rLsM8uoLqzmn2v/ybl3nUt/TDrsIV+IeRXzeObyZ6gqqMr4uT09cMUVIu6MrK3zkY/IlPLGyI3aO8HgkUwkEuI8lJZOcMd3uaAEcNFFcM89o6OzPB5YuhT22kscp8kiHh/9vZ18Mjz77NiHPnUqPPoozJs3duRUPC6/m0svHS0QDvv8/gZ4YDYkBjN/WO2JcPxD4A1LClo2TERQcli3TiLxNmywbF3XSG/TevyD66gMrmX+tBXMqKgn4Ivg90bwe6MSdRfzE40HiMQC1LdNY0X9frRH5xIJzKWgZi5T59Qye7bh/PPH/rmMYgcKStZaVjavpKaoZsw2QlEURXl3E4/Dv/4FL74os8uuWAFbtshtpqQE9tgDZs6UsgTTp0tpgurq4TUxXWHHrZnpLpGIlPBbt05qQm7ZIuLRbbeJzT/9CRYtkn39ftn/8MPhpJNg4cKkraIiGbB06y+6JRRGkrre65XBysFBqem5aRMcd1z+rmsqKijtjMQHINYHNi7FM0k4vyCvOJrGI06nNzxB701RFOXdxf1v38+H//Fh+qJJxafQX8grn3yFfWv2HVr3m1d/wzVPXTO0nd/jp7awlhc/8SKzy2an/eyLL4b775ebcSp//jOcc07uI2YmxC4gKC1ZAscem74w9m67weLFUF4+CQXMySzcvfYanHBC5uLcLn4//OAH8OlPy+uSlOChvj45xpdekvdXrx69/6hL89xZsPVxua9nouIQEZUC5eAdJ5Y92gN/z1BYO0VQGhyEJ56Au++W6LieHjm3gQFxhF1KSiR9c/ZsEdQCAXGAjRnuNG/YIEtnSvFtN1ovdV1WjPHbamq0+HzJkeBweHJE3bquOu548w5uWnwTmzo34TEeTpx9Ip9Z+BnO2vMsgr7g+B+iKIqiTAruRCf19XIP6eoa/tjWJhFDsZgs7oysbvqXe3+orBT/oaRE7vslJXIPu/VWGSCCpGBTVgaXXQZXXQV77inrE4nsIs/HOo/+frlfLloEH/iArEv1Nc44A/7yF7n1FRZO3kDlzoAKSvki0gldq6B7NfRthM63oW8TRDqkpkG0RwSiYDl4wuJMevzJBSM1DGxUHuODEj4f6YBYj8wS4y8Gf6njkJYB4tQ2NCQLytbXJwvLtrfLn7WnR/501sqP35jkn9SYZJif+yf2+8W5DATkD1tWJn/imhpReGfMkM7B3LnyJ1cURdkWLr3nUu5acReW5L3IYNijYg/KQmWjtt/QsYGWvpZh2/uMjz+d/ycu3u/iYdv290sO+sjp4nffXYpH73Rt1y4gKIEIMHfckT7tbP58GdErLpb7zLYSi0ka2okniog1kuOOEzvZHL7fD2edBR/8oNzjentlhPP222Hr1sz7jfrszpXw+MEyYDSmwVI44jaYdrqIT74RIVLRLhlcWnYtrPxZ+s+41NLUBF/9qtQD8/mS9btAHNlTTxXn9oQTZFTW55P/hHvOxiSd6oQzpuWmgobDco23bpXC9Y88IqJVdzejiMUkvH/ZMnmsq5Nl61Z4ZPEUqhOjZ5FroJY5oYahgveu/1FQkEwlqK2VkeSZM6Ww+1hF3bsHu7l35b389rXfsrRxKQmbIGElTM4YQywRo8hfRIIEH5z/Qa485EqOnnn0pBT3VxRF2SmxFgZbpb5f7wboq4fejdC3GaIdEO2GWD94gzKZgzGABeNzAhycTmIiDsQhEXPyoY30S+N94AnIvoFSCE+lLTafx189hFeWz2HJymrWrAvQ0mLw+WQwY948adenTEnWqywpSUYHuY9u39SNForFpF/a2CgzrW7ZIveYJ5+U/u7QrKsOjz4K73vf9vkZY3HnnfDJT44erPza1+BHP5J7Wq5s7yhUUMoVNgFbn4RNf4P6h0RQ8oXlDxyeAtPOhKrDoWQfCE8VAcjGRSgi2+tuHMEpIE7mQBO2axX/3nguDz0EDz4oIXher4g/tbXiPB54IOy7rziRlZXivLvKr+vAjZy1CJIzF3k8kjcajSbzTNevh1NO2clG9JUdh7XScYp2yhLplCmsbSIl8i416s4rgqq/VJZAqcw69C5x6AcGRJxNHVXp7k6OpsTjckncERWPJynIlpYmF/fGOS6xPhGTo13ONU597BLRmYRzvRPJyEY8UmzXvcH7SuTRX5K89v7hf+LubolI2Lw5mWve1ia5321tyZxzt3i1WzjQ40l2Bt2loCB5zuXlUFUlbVBZmbRHs2bJMmVKgqNvO4pX6l+ZtO/oxyf/mK8f8/Wh1/G42O/oGL5dSYmc54RT0nLNDhKU4rU1eJuaR7+xjVO1d3fLYENLS/r3Z86UGlP77rtt95OeHhEuPvhBuf+luzRvvglHHpkUUHJB2q/kxQug7n4pcj0eoVrY7RKYcxkEq8VZ71kNa/4A9Q9nTJ+zFv7ms1x55egopFmz4Fe/gtNOE0e3uHj7o8HcSLBgUEZ2EwmpSfbooxIR9c478p7HI2Lc1Kky498++8h3PX26rHNrULiDWe5nu2mFzc3SWaivTxa8X7YMVq5MCl2pDMQGuGnRTdyz8h5erX8Vr/HSH+vH7/HjMR7O3etcLt3/Uuq76rlp8U283fo2kbhcrLAvTMgX4ox5Z/CJgz7BSXNO2r6LpCiKsjMQ64X1d0otveZ/i6/oDcoEDJWHwZRTnIkaZkOgQoIV4oOOTzmRvqkXPCEJgoi0s2xRK5/8yj68sdRLMJgcfDjkEPjCFySax+eT+5UbcbQ96e8DA3KPe/ppuPxyWdfTk3z/ggukpEFhofjiwRwEpj70EPzmNzLoEgol6x4dfLBER51+uohoIMdqrfj/wWAyoGMs4nHZz73/pabm7QhUUMoV/zwW2t9wput1rqPxwftfgZK9ASMC0yTz4Q/DffclFVuXJ56Q0drBwTyKPtZCpA16N4ni3b/FERc6YLAFIu1Op7gDoo7Y4HE6vXiAOOD0SD3eZARWoFwaumCl87oMCmZAwUwonDXxwqa7ANaKsLdmjTjaW7ZIh62hQRzx1lbpOHd1yW8gtZMPw0WAcDjZ4XeLzU2ZIp3vmTMlgmOP2b2UmZXQ+RZ0rZTR9561MNgsv/lEFMLToHA3+V58YTABETM8frl5GSfqbijyLiZRd/310LMR+upkG18hnLkCQtU77Pr29EgndOXKZCdm/Xq55r298p+aPVs6bDNmyPVLHU1xH92c69RRleZm6SRt2iSfGY9Lh6m2FuhaDS3/ho4V0P469K6XeiyJQSiYBYWzoWC6zMpUMA2CNcMjG43z6M7SlIgknw+2QN8W+V/2b4HeTSROfoElK6fw4IMSdbBunZxfKCTf/2GHiRiw115yvtOmye+juFhugG40oxvRkCpCe73OgNig/B4bGuQ816yBK69MCjixRIyjbjmK17a8Nup78Hv84xbatli6B7uHRSm5/Oq0X/HFw7849PqRR+DCC5OFtl2OPFJq/ZSW5mf2sazIs6AUiUf4xcu/4LvPf5dYIkYsESNhExT6C6kprOEPZ/+Bk+eevE2f7V73TGlnxsBXvgL/+7/yujhDZlcqrrN43XXJEUDIfGk+/GERrtKJEZNBWru9m+HhvTIX554Ern/ys3zj7zeMurYXXQQ33yzOai4czkQC/vAHmUWvs1O+W/c7OOIIiZY66SSxH4nIfWZbnfh4PDlbYDA4/HPebHiTk+84mdb+1u07oRFcvN/F3HDGDVSEJ1Dt1FoR+COtEgkQ73dG8ePOkvo8njLq7x0eBeDxORHslRCoFB9nGwdbEgn5zafOHpQale7OIKQoyi7I/TPF90uNlDU+uLBX2iCPX9qbSWbBAqmTOJL6ehlQyOXYcUeH1Dj84x8lujgaFZ82FoP99xd/79BDpY7S9Oni61or96mRQRapuP6tMXIPSiSS/vyqVUkhq79fUuBWrpR+xFtvySBtY6MIX7W10neYOROmTktQXhHH54NQwEsoZAgEzFDtpUhEfGi3UHhXVzLzaNMmeRwZjZUvVFDKFffNEAcikfKn9Ybggy1OGHtR9oU3/zFFpuvNgk/cdAt3vXwxMVswzFF+6CF4//vlx1tYODk1KkYR64WGZ2QEtvk/ktJnY3LeJfOh7ACZnrh4dxEZQlMgWOWIDd5kNAUpvVG8Iia578V6pTHs3yqf370a9rpaoizGw1oJw4z1pThysRQHLzbCqfM5UyenOHfekOPMZb6A3d3JsP72dnntLm50R0eHfBepHfDUjrfXK5ES5eVSrb+0VDpVxcWyfsoUCed86in4z3+k8YrHpZEMhyUneN486fzPny8iUGpdjFTn0dpkFI0bQtrfL8e/dq00guvWwS//r4/KzttlGur212X0gYQ4yTXHw6yLoOowETl8xZBwnGeMc72clhdPyvVzvms3Yik1cskbls/u3QRl+466zolEcsS6oUEa1u5ueXRnPmhrk45mLDY8bTNVQAuFkmkUZWVyfYuL5X+yZIlc46VLkzeg/n446igZYTj+eAnL9fuTOdher7xOneIz9WaZKua5sza4+4XD0Ns1SOnmH8C6W0R0NV753fsK5BrP/ThUHiI6dWKQoUhFbyj7NsUlPjAUFVm3JchJp4bZunX4qMdee0lRwQMOkN9sOJz97FfZ4E6HCtAb6eWsv57FK5tfoT+l0+3z+JhTNoefnPITfFk4O1u6t3D141cPFel2CXlDXHvCtXzjmG8MrVu6VIoqb9gwfEr7cBi++EUp2j1jhlyP1Do620J3t3zPzc3yuxmPSDzCU+ue4tbXb+X6K+5lSs/obfoqiunZtIaawprtOzgHay0PrHqAzz7yWToHO+mL9hH2hakMV9I+0E5/rJ+ETVDgL+DIGUdy45k3Mq9y3oTt/M//wM9/PnYto1BIhJ8vf1nas/7+ZDvpipYFBdI+/epXkkqX+h3K+aT/7MZGaRvb2yd86FmR0X1a9l1468eSDjDJDEYDlH+qnf7ocNG1pkbE6rHSwraXT3xC6jSN/D7/8hc4++zJq4GUjvqueu5ceie/W/w7mnqbhtVb8xovHuPhgNoD2Kd6H/zesdW09v52Fm9ZTF13HdbaIWHajWw6drdj+ezCz3LGvDOk3lLvZmh+UQYQu96RlJFIi/xAC51BrvBU8XVCU8Xv8Rc7gr8rGHkBL5I2kiIwJaKSdjLQAANbk77PoTeKuOTQ0ZGcPWjjRvEHGhuHR496vfL9G5Mckff5ZHFFJrez4qY39vbKfdAtbXDPPfKYlnhEjm+wWZaBZhHTXL8qERv93I1OHulreXwyGBKslOsWrJYBpUD5xO9xivIuo79f/NrW1uH9h54eeezslP+m66/H46NF4aKi4f2GoiJ53L//01R33w7eACbm5igbOOpPMOMD0uYYjwzkjvdfm0Df9PmVx3HZb++kbWDmUGQNSL/0mmtk0GFgYHKik1zcKKWR0eZNTSLqjJxtzR107+5O4PUnKCnyEAjFCAe9BIMe/H4RdlKLcUci8n25GQluH628HJ57bvxjjMUs/16zlL8veZL73nyGLc29MFACg6WQ8FPsL2Ph1EM5uPYw9qicS8DvHepXjMxwmFCWQw5QQSlXRLslNH3Dn6FzuXT2bEL+rFNOht0ukgKcBbvJe/EBJwzepKSnGFkenJP1nxZg0bpDeDi2iPvvl3BzV2ioqpIO8L77ytTI06dLdEF5ueznpry5jjoMjzJIjTYIBKRBa22VP+fA2vs53vcRwCM1odzogLkfgwU/kjQaayWNyTOJXmUiJs6HtdC9BtqXiADRs0YcvYFGcWq8YTmGYDWEauTRXwLeQDKKwwSS4lUikoyciUccIctxlPobINaLPfFJ1tZX8+ST8Pjj0ijV1UlDU1kpivecOaI6z5ol0RxTpohDNlLUcTtIqaOG8bg0VE1NIh5t2iQ3mVmz4FvfkvdSR4HPPltG9d1UDp9PHMjtFQ9jMejvS1D87O4y9XRqR8gbhvM2Sdqlt3Byv9sU+vul5smjj8Krr4rQ1dIiv8O99pLftBsd5M7UUFOT7MSkLjD8Orvpnm1tIkzV14tT/te/ip2RtV7+8Q8JVXWd8Uln2fdg+XdHp8Uc+lvY46qcDeU88ogUoh45A9fHPy5FDdPNmDWZNPc2c+LtJ7KmbQ2D8WQ6j8EwtXgqyz6zbELRAc9veJ7T/3z6KFGpwF/AxxZ8jN+c8Rs8jsMUj0vO++9+B6+/Lr+r1HowM2ZI23n88bD33vIbq62V6zEwkL69dKMmmprkv7t6tUxH/9xzIl5lur3GEjGeXf8sf3zjjzyw6gE8xkN3pJugN0jIF+L8+eezaMsiVretZiA2QNgXJmETLJiygE8d/CnOn3/+xKIoUljWuIxPPfQpljctpzfaO3S9LtznQm4860bquuo4489nUNdVR3+sH6/xEvAGuOKgK/jeSd9LW9cqE9ZKQcw77xy/QDbId7JggYwiBoPiKK5bJyN+6eoxpdrJxIsvikObi9S3jHbjg/DYgXK/yib1bQJ09RVTdVUL0fhwxXevvUQcz6WgVFkpbWgqPp98TzkZwHL4+4q/c9E9F2GxeIyHokARBkPCJjDWx8XT/puDE1cx0F0wbFDHnSa6uzt5L/B4nMDZBAwUvkPTft+ma+oDeGxQml0TI+aR/8WZBcXcMy2A3/RiPH5MohsDMPNDcPBPRTyK95MsTRDcvvtjIi4DCIkoXQOlPPKIiHUvvij/n7BTUWHffaXw/cEHy8DS1KnJKaRdsQgy/z7d9svnk/9cV5eIUxs2yH2P3s3Q+IwsXask+nywTfzYqiNk0DA8TZZQrfhbgXIn6sEj18B45TmkRGg56fCJARmM7W8Q8WygAeZ/TQYNE1HoWSd+3UCzDLi4ad7RdohHk6k53tCIiWtSajdYGJ6+Y5Np+nFXtXYifIMV4iv6iuV5sEpEwaK5Y0dyWDs8+sw6EfejItDeBWn9NiHf8WCz+IBDomGTDNImHD/ZjTRPRMFG5Dfr8Tq+tX/04itO+uNDjynCYSLmDB7XQX+d8313S6bDYJtE/rmp/4lIyqC0mxXi9KWMm+ZfLnVqA5VOyr+T9VAwDcIzJNMhB5kjmejrk//v00/LzJtr1sh/bXBQ/sd77pn0NVy/trp69MCw64e64pLr00YiyWLXmzcnfZHf/6aJqugzsOVR6HhT/tOxTvHhKw/DFs9LZheEp2PCNfK79wSGl6l4YPaE+qbWwtsHWx56SNLA3npL+kwej9w/9toL9tjDDtVPmj3bMGOGiNru+bqPHs/wQXB3kZnOLBs2JM/77rvH/48lbIIXNr7ADa/ewMOrH8Zay2A0CpEiQp5iPPj54N4XcNl+l3PA1H2HjsHvF7FuIve4SCzCC5te4G/L/8a9K+9lIDZAf6wfg8Hn8XHaHqdRFCjivrfvIxqPErNS489iOWPeGVyy3yWcuvupFAZ2lvB5QQWlfBDtIt6+ku76VfQ3rsTTs4pAZB2BRCNe24fPm8BTWEs8tBs2PAPrKUiGHbpiB6Q01DGwUQKbb8Mk0njSoVo4Zz20LYaeNbRtbWHtqgHqt1jqtobY0lpFW08l7b2ldPSW0tVXQsxTBCZINOHH4/Hg9Ro8XiN/2pglEbfEExZj4wT8EeKDvRQGeigt6KK8sINPH/djjtjj35hEZPixHPcgTD/TKa4yAWdqAso3AP4yuaEYrzgFRbNh76/C1FOlURyKlsEZEQyKmJQtbiF0pwPQ0Ojn/WcVsnq1+ANuh2juXCnWeuih0knx+8XRmyyHeuVKEQNHdvqPOEJmHMoZNgEP7Sk392GCUkh+a74CRyzMUmGZwPd7/ROf42t//SmBcHhoVAbgm9+U3OuSErmRhEKTlwedSMBPfgLf/W4yPc3lhz8U4S4SyS4VZ8J0roTnzoTBpmSaGkDFQjjkVyJEx/vlN5yN87P0Wlj+naxM37f4Yn7x2l959VW5lrGY/LaPOw4uuURqr0ybxrARJr9frn02YpMbRuymXbqjUZu713PsbcfS1NtENDE8B6koUMSiTy1ir6q9sjqHVP6w+A9c/cTVwyIWQESSU+aewt0funvUrE6trVL75bHH5LGpKSlMRqPD0+NKStLPiBWNimPoRr8YI5/h9w+fCcQlFo/xgxd/wM1Lbqauuy7tubgREm6h4IRNDKWhjSTsC3P2nmdz3fuuY075nHGv08rmlVxy7yUsb1pOPGUWMp/xcfLck5lfPX/YsT61/inWtK4h5rSHbhTIhfteyM3n3EzIN84MZQ7Wwpe+BLfckp2otC2M58b8/Ofw7W+PjmzaHtz01oz01cOj+0sHaZK56Nd38cAbF40qBnrnnXDuublLef/73+GjH5Xfd2rdpvPPh9//ftsc72xo729n8aa3WbIEXnxBpoNuaIBIxBDuPJD954fYd1+5N8+ZI+Kwm8LttlvuiG9qrTu3w7KxvY5NHZvp65f/c0sLNDbAvL6H+fi0H0qnNNbDUCd2v2/DAd9xiqf7s++gZnlPXLppf074/nPEPBXDRO9jjpEC7G4E6aTXBBlshccOFhHB43POGRFWTnhMOqDxfum8e8OTN7gUj8BLl0PzC2LbG3IEKQtH3w1l+4ko4NZ6sc7I6JBglNKZHCneDGscUp67go83IPsnIhKB1rNeUvJ7NztRY00igHlCTvHhsPiigTKn8+1GW7mLx/Hh4ym+fFxqTEbbnULGEREOj39wWBQayH3TjTpLfezqkvYmNdI8dUmt35huccsclJVBeXEPteZFSnsfJdj9EqZvswg3ngBUHAZl+ztiwwypBxuqFoHGV5AUG9wodONJijxD2QdxZ4C2Va7fQKMMAs/7tJRNqH8UGp6AbqeEgicoAl7FIfJbK9xNov4Kpktfx1ecjPAzKXZhtFgZ63MGhbeKENqzHvb+SnYZDgmpBSQCWpp0VTfTwZjh6apuyqrxSl/OX0bcU8JVnzHccYe0QT090m4Gg1LX5/zz5TuJRievDxGPy8BLNCrf9bp1Iuq8/bYsW+oG8UW3UlO8hd2nNzNrWje1Fd1UlvRQXtJFZWEbIW8bfnowJoHHJPAg32kCL9Z6SFgvccJURx7Gy+hRGhusxZy5FJpehK63ofsdbPd6WpujbGyopL5zd7qiU+mMTqdroJK23kpauitp7SygsztAIuEhnvAQTxgS1uD1JPB6LF5PgoA/TkXpIJWlnVQXt1IabqU02EiJbyvnfvtagsH0F3BT5yZuWXILNy2+id5oLz2RHvwePz6Pj48u+Cjt/e08+M6DROIRDIagL8i0oml84fAv8OH9P0xlQWXazx1Jb6SXa56+ht8t+h0xty86CZy757nccu4tWR9HLlFBKUds3ix1i554QiIrmpvlJj91Khx9tESRuKNH5eVQUhQh7Osi2tdFYqATG+sFJGTFOoq7MckG0/jCmEAJ/oJSopTQ1RuiowMSa//IXrEfYno2OEXAE1Klf49PSqpM+QGASSn+bZy6NoGkcDUeNpEcjXA7HxbYdDesv0OELG/QCXeKQO3xsNvFUHWk1H3x+J2IrHjS/sh0qPtnTkxQGsmCH8K+30yOkGRLlk7dsytO4KQfPjtq/QUXwN/+Jjf+XBR56++X38/q1cMLzJWVSQd4wYJk0fRJJ9YvEXfr74DWV5yUNys36eojnZS3w+Wm7y91orzcnoUz9OtG4D0wRwSTLFhwzRus3DJ/1Kh7c7PcGHMZ3rl0Kdx1l0Qr1dXJCL9bOO+ss0RoOfBAifarrHRGtgcY1Yl1/dh0TarXm0yna2mRkeBjj7HQsQzqHpCpxrvXiFPnDYvzVnYAFO+BLZqNKZorzp2bSjHkyHiSqaRDjl2Kc/W3DKMbl1r6+yUSbNUqqRn19tsystXQIB1/d8RsxozkqJlbK8qt0RIIJFP63BQ6N41iy5Zk3veGjQmKvzOV1r7WUfWR4okY9597E6dMmZd0Pt0R0qER0UiyFpfrpA+1a36+sOpNbtuyDk9KZ8IaQ08sQscvApR2jhDBR9BPiM3MZCO7sYlZbGA2K9mbdcylhWpi+IjjJYYPi8FHbGipoI25rGMv3mYu65nFJnZjIzPZTLhhLS8NruWON+/gruV30RXpGvvHuA14jZcTZp/AFQddwdl7nU1RYLiaEIlH+MDdH+DR1Y9Omk2f8fGzU3/Gl474Utb7/OMfEgk3Umjb7mMZT9hB/pMf/KC0n2NFOk2E0tLRxd5H0fIqPH3ipKe+dSV25yN/X8NTT40W6T7+cemwJBLbn745Ejfa55e/lEg/r1f+94OD8j2cfbYI0iecIPXXIhFp89xoGDcFKx3WJguMu53jcFiijH70o6Rg5U4MACJUfutbycidgoLJjbCMRCAQb5B0t4anoPU1qUU32Coj/TXHQOk+kgIenuakblVKlIQ3PKLz64UHZmXle9z32nlc9Ju7R90Pr7oKbrwxOQPvpNNXD/fPkIkcYr1IjUugbAGc8YazzoiwkA0THTQEZ8ZDj9PmD8JFA46vGZeZkl2f1u3EewKj03a2xa4rDLpRTHt+Hna7QO7DHr8jZDnXwxUORgorqaRG0riZC24EE4a2ziBPPRvi1Vel/7Bpk4iZ4bAIhwcfLCnA06Ylp0kvLpbfeOoMjakzNcLw+oaur9Lbm0yjCtTfyYL+j2H8hSKcuIMVe10NB/3Uaas8jng0icpw51vw7Gki2KT6jRUL4fBboMSpO+cNy/c9WbgZDrF+aFskpRx61kuGQ/9WEfrcuq3BCieKqkqErECl029KTdX0pkSmRZPCU6xPBMjBFhhsoaWhn+rz7pRguRSfcI89xLfP2X8Y+O//lnaivz85UQLIQOlFF4kv694Hvd7tq7nnilixGPg23Urhmv9x2seg1M0lDvM+B3t+BornOf3CBBLJ6HeKhW/D7yyR4hfC0KznLh0DHXz72W9z+5u30z0oqrzFYhzxubqwmqlFU4fKKwzGBqnvrqdjoGMoBdrdtqawhs8f9nm+ftTXCfiGf2lNvU08tOoh/rT0T7xc9zLxRHxoEM7dvzhYzKySWZSHy4fWjcStC7q5azNt/W1D6wA8ePB5fexXvR8fWfARztv7PGaXzZ74NZsEVFDKESUl0uFPvYSBQHJUP7VuyKTy7Bmw9TFp6FKjhc5cCaV7S8M2kVorE7r5euDSuDTOXW/R1/AOPVvfwXauwje4nkB8Cz7bg9cHvoIKEqHp2PBMEr6ylLSzlFx6t76Rk29vbAT/pltGR2X5SyWFcOsTMurgCcs5Vh4GNcfJY+EsuSH4SpC6P5GUG3gKD+2VtdDxwspjuWndCzz+uDTOgYDcCObNk9ShM8+UUdGKimT4aWpY/cgFkjf71OmSQRztUEh+P4GApNj9/vcyJaYrHvX0yAjsBReI07HfftLx93iSIsfI1MVMdlOd9oEBSbnbc8/kuUcH+mnb+A69W94i3r6KwMBKCmKrCdGIj1783gE8oQoS4TkkwjPAW4j1SHqh8TgOFwZsFBuXiDtjo/jr/zLq++3oLeVXT/0X97z1dd55R47JnXLz/e+X812wQJwrj0eukZtTnupUpTpXqamdqTORGZMURdrbZRQbgP5G+po2sOqtPlautGzY5OPtNcWs3VRMR3eIrt4wvf1BggVBaqb4qKyIEw4m8AeSsy54vcloJzf/un/QQ2ODh5bmKDY+SFFokJLCAZaunUlfH7z2GixfLiLTpg2D0LuZQjYxs2ozNWXtVBR1UVPaQkVRK2XhNgoDHQRMFx4Tw5DAYyzGGKkFYg0JPCSsj4gtptK8jtcMF1Ps/QWYv4/dwbXAIEE6KaWLkqGlk1Ki+InjJYGHOF48YhEvcTwkKKY7ZY8uSumkiB7+ufQe2vtWS/HxjqVSLyTSzhxvnMPLp4tgWThbRifD05Mjo/6ypPOeOjoKjmMSJx6P8vDqR+iP9IiTHOl0JgRo54MfeQR/c1vGc80Vf94fvnSGoTUs7Y8b4eNGIJ06+zi+vfByDimpFgEt0poUy9z6I/GIk1YQBWtpiUb5zYal/HLdIhJYBuMxLBC3CSzg93i5cI/3cedZN2CD1Ty49hk+8+hnaextHBblZDAUB4uZWTJzKCUwEwOxAdZ3rCeeiA8rgu73+Dlut+MmVF9p61a4+GJJzUoVy7eVoiKZSeyVV8bftrdXJq1YsWL7IqU8HgnPf+wxEf7HZf2f4dUrJ09U8pfCBR2ATM5xxRXS5qT6IsGgpC5ddpkUyQ4EpD1ya+yMJ7q4s67F4wzVk3jmGfjznyVCBqRtW7JEOsPPPCOidENDMiLImGRnuKpKBGl38ge3A+PxJNvK1laJ+GtulqWzUwRpt0Ps8QyPigKJ2D300NGd6kllyhQ5sJGEgGKgyFmKncWHlEpymylvyuIDYohO4y4J4CxgRJDT4ysu5Nev382zzyaF+95eGdy49FIZ7Jg9O3k/TCSSKWypqd/pcO+FkUia2YNMH7T8R2YwbnhKInWi7VhvEMoOxlYcCkVzoGg2JlSNCVZJZ9xXlEzvcgc57puWtW/Z3lvGW3tvpWXt2/Q3vk2spwlfrJHy0Faqy7opLYOikgDhohD+oB9fIIjxF2D8Rc5ArBOGZryYZd9OqR2TJcbHsPTUi6Pip8YHxNfMhgn40h/4+T+4f/EHRq1fulSKCKfOvjyprPkDvPpp+b5Sr9G+34IF35d7pzeYk3NOy/yvipCViGY/4L0tdl3BMD4oQmXRXDjmHhGybCJlkMqfFJG2hbgjltkYy98p49e/ljIOLS3SNsbj0i6eeSacd570Jaqq5P/o/o/TlSAZy4+3NikMGSOpZC0tyRInkPRNIRkVNek8fx7UPyDX2qaM8py2WGaVi/VlL0bDhPum9pIYS7Yu4bev/ZZb37h1IkeeFQbDV4/6KlceciV7VOxBS18LtT+rHfKt/B4/fq+UZ/EAV+x+NF+ccyBzTY+T0rnVqZVaBP5CcEveOMcvvq2laXCA3zfW86stdfQmEhggbi2DKWLDi8d+jGNmHuakHNdC4RzxmXNcf04FpRzxu9/BTTdJjmgolBxh+9jHpAN82GHiePb3Dy8UHAgkw63dJZXUgr5u+oi7v9cLoUAEf/cSKYrd8KQUrR5olj9r6b7SMSvaXTpnbm57oExyxNONqtw3Pas/bSTm59m3TuTpxBM8+qjUnonH5RwPPFAisg46SBqz6mooLbEUF/RBtItYfxfEerCJGDaREh7rOAHGeDAeH/hL8BcUE/eU0N0boqPT0NSUrBm0ZAmsXDFId2M9/S2biPc1E0g0U1XczNSyemqKt1JZ2EBBgSFQWII/VIjxWDzGYDzg8UhnzgI2EU9e5wQUdj2OhxGd72AN5oON2ESCzavqWbOyk9WroqzfYFi9LszG+kI6uvz09gcIFgQorwxQVe2jtiZBKJgYmvlLIjusRHPEDPEYRGOWyKCHrh7D1i2G9rYI3R0RvCbCpsaqoWOIRiyrVnTz5uIeli9LsHR5gHfWhWlpC9Db5yOeMNRUxZg71zJjhuusG8e2wR+Q31E0IsXhojGIRSy9fVJHaN16Dx2dPgL+OHf/zcfdd0sHbdOmZJrPWWdJzYbDDhP/urTUibiJRIn2d5EY7MREOiEuUXcmdXTOeLHub84bBn8pJliKv6AUfzDA4KB0Hmpr5WbY1SVRM6tXy29szRopNrt1q6WrOwHGUl5mqKr0MHV6nIKiOH5/gqDfi99vCAQ8+DyGWMxdkilYDQ3JQqa9vXDyfk/zl6//l4TmxgcdJ8rClNNgz6tktsZgdUr4ugiU8Th0dxu6ujzE4pBIGOJxM5Ti5fFYvF6L3welpQmKiqzjEEhUzaIlQS69zMuGDYZwWI5vYEA6vD/9qXSS3SKqkOwobMuIlhs95IbFZyy4monJmHks0gFPHilicMKpoQEiHJ34BBTv4YxOhrJ3ZLPBjdyaCON58Vme8+Iti3lu3T9l1r6uVeJQRNrwxXo4ryDOblMWyu+rYKYU9B2qR1LtpFe4dUicjhKeodD7/kgP96x6iKZep92P9Tg1Rjqp9cRYcMj/cuWTX2NZ47KhOkkuYV+Yn57yUz576GeHUuvGo3uwm8v+cRlPr3962Oe59ZU+efAn+d6J36M0NH5agbUilv/gB9Kej5ytdDy8Xvkf7LefRKecfXb2YkI0CldfLTPBbIuoFA7L6O6TT4qwnzXv3Aiv/7/tm/nNE5T7+AmPinPu4Io9t94qHReQ65kaiTVrlogP7rLPPhJ9GAgkox1ccWHzZvFp1q+X+8OGDfLoMtbPf2DAnRnTsmx9A/9++x1eXb2BdRsGoXs69FcQ9pRQ4q+k0FdMyFuAz2eGamYUF0tE98yZcp9xRajSUrkn/fWvsHhxsuMUj0vNswsugMMPl/3CYfEV3N+UK26N7JylRnHA8AEHt61tb4eq/TIISrmmthYaGhgclP/J22+L2ODOHrR1q9zDysvF50qtv+JGkrrfr5va7M4c5KZOdXVJJOnmzcn6jQ8+KDXmFi+W+3BrK/T3xTjn1BYOW9DMnGktTK9spqKwmUJvE0Fa8PtieE0UgwwakYhhjDOYZ6XTZI0XjB9r/Pi2/B2TGP5fMB9O/8NK/b2lDoRtL+5nmXgvpvVl8acbn8b2rIeBFrAxbPlCbOVhIj4U7YYJVmKG/OliJ+3JiKCFkeiuLDvAb9XN585/X8aLbf/FsmUSQRQKwYIFlpNPhqOOhFm7SVR0URGEw2bIJ3D7A+lmpnKb9JF1siS13dLVBbNqWqHpWah7EFpflai7eD/4SqH6KGzZfk6drOkYN2InUO6kdqamusWz7j8MMe1MaHzOOUAPxAag4iCY+UEpX1E4WzrciQEn+sQkhcqhyV88WUf7DeEtcCLFnIax4hA4bZH4I7Eep7xAFr7HRAfgL4nBQCONa9ex+u0B1q61bNjoY82GQjZsKaG1o4ie/iC+YIDS8iBlFT6pDRpKEPCDPwA+nx1KpZc6QoZYFCJR6Ovz0NRk6WiP0dEewUYjhAIRfviLqTzxhNyrtmyR/0xpqQjwRx6ZvAdUVYlPWFSU/PyRs55lqrPr98t9tLNTIkm31EU4beHL8v1ueVSi7qMdcm3L9oeqo8TnKZrjRHNWyIChv0i+25ET9zywmwy2jUNHHG7tgutjc9jYKTcrV+TxGR9ej5fz9j6Pq4+4mtrCWhGJE5FkCqMb0U8yfXJ1x2Z+/Nrv+feWxUTi0aHBNJ/HSzyRYEHtAr54+Bc5vryWQOPT0PBPmbCBBHiDVBdOITjlRKg4VAI9wtOdgIcihmZhJvUPnPpHlj9x3CbY2tMov39vQAI5op0w2ETtlOPxByc5BDkLVFDKMZGIFFtbt07SO6TzK3U5enrkZh4KyR+2okJuEO4oXup0425tjtTiY5GI/FFbW+WzBgZkeX1rGifHAxSQHDFzl0KGj5iNHDkzJEfLLDgps3AOw0bNvvKn/+MXj39lqA6By733Sj5wrlLAXn9dHMaNG2V01Z2F6/jj4frrZXYzN+0GkjNwucJdtqTOghKPA7Feyjb9LzQ8DV0rSc2PZvePy6xnJXtBoELeS0hIdDyWcGZqMEQihkTCDBWIToqI1hnptpSUWHGQPV6GCuKtu10aqLZFMqOM8cgNcbeLpIEqX+BEb5QyGAvT3umnvTVKe1uctrakiOku7uwQbo59cbE4ouUVPsorfZSVRPCbXgLFFUSjwzuZoVCyoG3Oou4c4ok4m7s2s6ZtDd946husalk1qkOc/MIMRIogUgyRQrCe4YsnDiYBRmZzqCoL8sVjP85Z+5zC7uW7S7G7pddK7SE3tS/hhBceehPMu1JuNLEeJ6oui1GrLJ2Nu166kEuuv5uiouFF17/yFfi//0t2dkOhHF7vaJf8tgbbnLoB3c4Mib3JemLxQTj4usyfsfS7Gd5IODfrqIxWxSPw9s/k+qVGVZbMh7PekiKc3lD2I5TbElWZQtdAFy9sfIHXG16nrquOdR3rWNm8kvruerb+FKZk+Mk1FMLB35nKvtX7Mrd8LtNLpnPglAM5frfjR4spi78M79wgTni0R64JwGF/kP8xyO/LG5q8EH8b5+/L/sJF910OQGGgUFwTm8BaS6E/wCMnfplDSqucqc67JHLGeJJtj8jtSf/GOC+t5Tfrl3DNyufwGQ9u0duYtfQnYpT5Q6w/9weUFU5xiqOWJmdvClYNE+riiTiNvY28uLiFm28o5pXny+htKyEUjhON+IhGkiN3gUCyDaqpgVNOkf/J/vtv+2X6y1/gU5+Se+nIWnWZKCyUaMk//WkbC1+3vQ7Pn+XMDDs4/vapuOlVR981KrQ/lURCIoWeekoih9auFZGgs1Ouoc+XFBZcgTkV9z7hpqa5wlRJiQhpe+whUVHpqOus49kNz/LQqod4ev3TdEe6h9VKm185n/Ud6xlwprJ264UdPuNwztvrPE6acxL71+yPZ5wGr79fJiJZvVqWNWtk2bpVfKR4XI63qkrSdUtLk8KKO7jjjtaPjCZ1i9u2t4tYEwqJ2DLm8UT7Wd22mlUtq3ir+S2+cO4PqOganYPZU17EE//6I3tV7cW8inmj6rqN4tpr4TvfGXMTC/QTHooedSNKM0WSulGkXuIU000pnUNRpKV00k4Zs9k0ys6MGeNfh+3lySfh5ZelAP+qVcnZc489Fg45JFUwsxQUQmGBiIdB5x7pcbQGj9PZlQ6xGRap7KaAuZOd9PRIXbANG5Ip3z098lv51CcGOff0dmor2qgobKMk2E6ANvy2HWNiJGJxrJvulJD0J5tweuPGJwOkzuJbdR0mPjok0/qKMNPOhM63GOzpoLElTFPkADoKz6QzMoOOwVo6+8po6yqguS0Ixkcw7MV4DDYh7WPCmqHm2uB2+GUAy2CJxRIMDsQIB6PUVA5QVtTLFV+aQ3u74cUXk9e7ob4PM9BEaaiZebOa2H16EzOqm5lSUk9JYR9FBRGCvigeE8NjoniJYzxxPCZBwnpIJLwk8JKwfuLWT83gP/AyPBLdBmsxH2yARJxI6yraN62mv/Ed6FlDILKWUGIzftuJzxPDX1iKp6CaRGgmNlBFAj/GrTvrZjoM1TWS1DNjI/g23To6wyFYAyc8gm3+D9EtL5Lo3oBnYCveeDueomkkyg7BFuw2NKhjwtWYYAUmUMqo8gKP7o8ZbJ7Yj9sTTE7a5AnB+54WgcUdXEvEEP/AAB4Go166uw0DAwaLDFaO7D8YLOGwpbgoQcDvdtrAHbTEWzB0z7VWIpbq6+WxpQUamuK8tb6ZFWs72VDfT3N3J+GQIegL4PN48XuClAVLKQoUE/KHCHlDGOMZlgHgTsZQVSX3h9pa+Mxn5H85RCIuvtpgC0RasQPNNLWvpL75TVrbltPSVUck3k/AePF7vPg9PmoKK6kpqKY8VEZxqBS/x6lz5s4KvvkeUmdXf6UfPtToIRaoZqhovDP4dmpZGd+fUsHMUFjEHF+BFG0PVkvfzV+SLAfj1jR2s2dsjGWtG/jG6/fwevtm54aZDIg4rzDBb6vjGOMbHpE173Nw6PXi1/qLJ/Zb2cnZbkHJGHMa8CtEfrjZWnvdiPeN8/4ZQB/wMWvtkrH2NcZUAHcDs4ENwIXW2nbnvW8CVyASxxettU+MdXw7TFDK4oY/kgRmqB6Hu7iv3doc3pR33dceEsMzL2tqxPvJIy9wLJ/3/Y5Vnn0IhZJRFe9/P3z96zJC6I50wvZFVbgjafG4FM298EIR5NwpHEFC/W++OVl3IRicXEEr2vAa/mcOQ9S3lF7HjPPgOMernkgExPaGBpfsDWetdOzGnc7f5Nrd3DqLFyo28tJLkk6wZYs4dhUVcNRRkna2++7i2JWVQUmJHcrrdwWrZLqfGSp6murUuekUPT0yQtrZCT94/Qs80X59VseYTUzFRGRye+5/OTV7mpIzjMS6AYMt3A0bqsYEKrD+cmywAhuskhuRL4xbmNF4fBjjxTx7OibSmpXdho6pvDR1Cy+8IKPvW7ZIqocxkkrjzmrnjjpXVMg1H3mt3SU1sjF1BsHOThGkW1qgu3EzH69dIOdpvI7T4RFH6qy3kgfn5qfbOMycB41p2praGtj0zjhX3fXyndSBugeg/hGpSTLY4jhaBTIKXHUklO6NKZojDmCgTOppJAadG7gjdGDhwXlZp63+pQv+UnImK1tWsq59XVb7bA9zSqYzv3IPbimqY0pkc0o4vcM5ayU8Od6fk1okW2LwQj9S/yHS7kQ6+TCl83n/Ed+jrGSu1HnxlyYFPtcBy+Kfs6J5Jcua32Lou3Ucbi+WD+17EYOJGPVd9dR11XH7m7fz5NonaetvIxKPDCsGPorBIth6MDQcCAOlEA2Dvx+C3XimLiMwYxmV5X5O3f1ULl9wOTNKZjC9ZHrWxcFH8tZbEiV1333yf0qXgucOSsyfD1/7mqTrbVcaSrQL/nOZDFI4aRFj4o6qH/hDqXHiGs+UhpWBCH7qmMFGdmMDs2mihih+ovgZQG6aIQadNVGqaWY2G5jNBmZQR4AUZ7mxEWpq6I308tyG5/jg3z44bMbGyeDbx32bTy/8NNOKpyVXTtDfiuOhhyK6KaaHomHiSgLPMHHFT3QoVTdM//B7THc3trCQxt5G3m55m5/952c8ufbJURMLbCsBb4Bz9jyHLxz+Bfau2pvqguqsIweHMRmRpEgU1BtvSBr20qXiZra1yb1ojz3kHjR1qnQgU2v7FBYOv/+7g1epYo67uCma3d0SLdzaCp/4RPIYovEoy5uW84uXf8HbLW9T39FEd0+C7p64M4hUJO3D0ACSVyKhUl9jwSQoCIQpDIapKqhgVvkMLjvgUmaUTaOkyEdhodSUefNNsRsOy30zEhGBcsoUWT8yHckdCJ7I1+QOFg+lpb5+Od6NdzjvOqo9wPtegJpjU743p97MeMayvEc8ufQUPnrjHXQMTiEQSKbKfuhD0h7Onp2clCI1ym1bcSOke3vhoYfEn//Xv6QZCYXk93PqqRI1c/DByVmSCwogFokR7e8mEemGaBfGxoY689I9dNOEPBIB5y/C4y/BFy4mEA4yMCB+1Re+ICL01q3y/QYCIjTfey9UViQoCXdSEmwjaNqI9bWRGOwhkYhj43GsjWFGzeRnhu571vEBC1Z8DhPrHHbu1vjkmL1hES1sXASlU/8lg9GJWMrs3w6pAlbqrIXLvgcrvp/dRfcWwEXJUbFEIsEjqx/hoXce4tX6V6nrqqOtv21YCjtIraCphVPpGOwYivRJpTRQyrSSaSyoXcAZ887gQ/t8iLA/PGq7VNr62rhrxV08vuZx3mp+i81dm4mmRPwA1BbWMq9iHr3RXl5veH3Y/h7joTxYzrzKeRw87WAu2e8Sjppx1PCBh8bn4LXPSJF3X9i5rv0w/SzY97+kDhokBzONR4QjrzuIliUps3CChfY34V8fSqZRup9fexIcfrNEnrsps9lE3m/nQGk+2C5ByUgs5zvAKUAd8BpwibX2rZRtzgC+gAhKhwO/stYePta+xpifAG3W2uuMMdcA5dbabxhj9gH+ChwGTAOeAva0NrMnuqMjlMbDWktvtJeWvhZmjzEbj00kts2RSGOvO9LN1u6tbO3ZytburVxywKUZt1+yZTFTi6ZSU1iDN4vi1v39MpK0YoWMgL7zjtwc2tqkoa6oEL2rtlaU69pacTzcyCH3ZuyKDamjhO6UkK2t8tjQIA7NM89ICPbLL0shYbd4cG+vZc4c2GtvmDnDUlNrHbuWigpDUTF4PeD1GokIc2a1S+10y3NDb6+IJ83NYrOxEb7/tbeg5WVo/he0LpI/e7Rdph+tOhxK95PZ5kJTJCTYXyKLOzqQml440SLkR/0V2hc7IckNMrLtK4KyfbGl+0PBDGx4mmO3FAIlQwUtU4u789BemCw73wBcOrxNiCViPL/mVV5Y9SZrt7SytqGVdVvaaGodhMEScd4S3uGP1gMJLyXBUmqKqqgurqCyoIxZ5dOZVzmXgN83FClVVgaBzrN4o+0R5voh7HEaewOeA77PHnM/wJzyOclaL25xzKGpY1P+M2n+P+19bSxrXpES6WRIWNjS20RvdICqwirquuqo66pjfft6Hl/7eNpZtQoMlHrAb5yAP/cR8Kasi1unNIb7CJSFKjh0xhHUFM+kqnR3ppfvzvl3L03bQYrjoZ1y2qgYWlqpZIDQKBE69fVIETr1dZBBKmijtqyBhbc2YQYa5Mi8IRHFQlPhtFeTNz3jxSYiIxy4NKy4Dlb+OP17Izjov97gjY0Lhl57PTFmVNTx5kt1lAabRNTrb4C+TVIcNtIqXq3PyTUf8rndkSo3Z4EhX5yWl4aPFAGHbPKwZDB5/FO8hkqvpTBYySE1e3Fw7f4cUHsgc6vm4/EVJm/+w9KD3YgZmap8fccGljUtZfHW11m8dQm90T5aelto6Ev+zw4on8WbF94CDc9A/YOSSpGIgCeMLZkPNcdiSvaGkt0xodqkyOPW8hjqTFh4YPesBbQkRhxZt3bPwuthz8/J87gzKmo8DE3vnIksnZxVg7D36OCGvBC9oRJfc3ZC7kh6KOQePsRv+Swb2Y1eCgkQoZROLuRuPsXN7MHa9Ds3NkBNbdq3EjZB50AnHQMdtA+009bfxvr29axqXUVf8yucQh2nmC3J9sTGhhxdY4DC3TDzPgO7XSLRqKlMUFCaLN6ugrsOL+T+s/ZgWdOyofME8Dj/y2J/IXuXz2Fu6QzCPud3NXRLSd5b4okYm3uaeLt9Aw19rXiMh5jj5nkwJLDMLKrljDnH86HdT+J9RQEpejuU4tkp9wJ3EhBvgOSsW37Y+4uZT2TzAyTTDdyiJAnpFMT6pDNiYyxr28QBT/16zGti8OIjgJcAXuPHgw+DGXYrslgSNkacKDEbIcYglgxtKnJPub3qbmb6G/CbbnyJDoqDrRQGeyiZujv+cAGBsB+/3x1ZD8Ken858kPVOLqR7nq4wn4jKucb7k7On/eYR+O1TGT/KIvX1XLGun7BTRS8p1rnP09XYGxkpVUgvxXRz/i0LeHbzC2Ne61xw6X6Xcv1nFrG6uZQ17EETNbRQSSO1JCqrMVVV+KtK8VcW4y0qIFAUIFzkpaDIgz9o8HoNxmOGZk02XkjELPG4lQCaeIJ4zNLbbenrTRDpiZDoHSDW0coP/xCn2LveSYne5Ph5bTK7ma/AiagolvuRv9hJtStzChm7KdGOn/fi+RBpG/d8f/nYF/nynb+isHD4rJc//Sl89asyyBcKTX7B6L/+VWp/jeSaa6Tofq5qRjU3S38EpN9RUCB+f2mpZJS4uNkf7nG4g3ap9U9Tn49MC0sVTEH2LSlxNuzfIkXJB5pgsIXEYDOdXesZHGgjYeN43NRJjx+vvxivvwTj8UpEkJFHnzeAxynpbAwYi5TyePsXTqmJJE2JIP858BZe2rqU5zY8x9LGpUORoZOJBw/7VO/Dcbsdx9GzjubIGUcS8oX4z+b/8NyG53h6/dOsbFk56Xb9Hj8nzTmJ0/Y4jaNmHsXBrY/hW36t9LtSaxUeeiPMu0qi7icyKdWEhB0Dp74Mjc9A47PQs85JIR2Q9M3KhTKAWDBNBm7DU6W0QerkOjgDcw9O0M8b0VfLB9srKB0JXGutfb/z+psA1tofpWxzE/CctfavzutVwAlI9FHafd1trLVbjTFTnf33Gvn5xpgnnM94KdMx7ihBadGWRbyw8QVa+lpo6WuhqbeJB1Y9MOY+mdIpGgph6tfS73Pibicyt2IuVQVVVBVUUVtYS1Nv05BYtLlrMy9uenHS7c4smclBUw5iWvE0phZPZWbJTA75/UMc8LsMMe8OFuilkBaqGCQ4NB9Sakc4hm9olNDtAI98LKCPSlrB30/Rt8woNX2YwWgB9JfDQDn0VzijV2mEDvfRxJ2UqDSPvkEItUO4neWDh7PvjX8fbdOPpBcWpjwWAgFGpxamLqkphe5yofMZKVzXVcizRUfT2NNIQ08Djb3Jxs0DlHhkKXWWIk9S2BgmcDjPLUmBI27F7G21UD5CP3wxVsYj0z7NW81vsaJ5RU4jOnYr3Y19a/Zln6p9uLSimIP6l0mdmd6NTmdhAGZfAjMvEJEuWOFM1eukCHmCDM3wMjSVhoVl18Ly72V1DLd3wscytN8FEZjdAdO7oKpPlsp+8GfoB/T5oLUAWgqguQA2lsLmMohnCGC7/ekS7K9/jcVirWVt+1o2dmwkYRMkSGATVh6txWK556J7M57HBXd/SCLC8GA88ugxHmaUzGDPyj0xxjidHEMkFqG5r5m23q3Y3s1saHqdzp6NFBv5HRV6oMTroyJUQnWgkKJAIQF/EQFfGI/HgxcPXo98vs94idsECZsY9nhS70sEGS7svP8nT/Ov1SeNcsgWLZJ0BpeRGS9u+kIqI2dOSWXk+sKHC5K1axzHjUR89OjO0Aik8wFDYhIMReNMwNH47G3Xc+NTnxu2rjjcxVP3b+KwBc3OjHbN0kl2p6hORJJ2h8TSlNwzY2Uk3nlJ0wvDUwiBx954Pxdffzf7TH+L/WYuZ2bFZqZX1HH4ggb2m2+lToSv0OmohJ3OSomkpQ1NC+0dir7jpY9KHYRxiFp49XGoegw8I76Din7572wPrWFoGzEYmjDyfzu6C+hMu1tOmf25MjZWd2zz/h7guDDsFYAyj1zDzgS82A/vjBEA89Rlz7CpawOxRIy4jdMX7eOJtU8Qi8eIJqLEEjFiCXkeT8RZ+tllYx7Hwb87CJ/HN7T4PX58Xh+n73E6IV8In8eH13hpW/F/3Lp5BfER36+/eHfO2/cSPrrgo1kXaE+lvb+df6z8B7e+cSutfcOFQWMMP60ynBVP0zF53/MyKUc6MolutbXwW7L6Hz+x6nBOe/loaN0L+pJ1Dc88E7599QwOqD1gzAi5sdzr/mg/bzS8QUPv1pTtLS19LWxuep3vd9w0+vPKFmDOeCP9B07C+QI82GPYsOCXdA920x3pZnXrap5c9ySDsUHiNj5qsMVem/mzTMp7BoPHePB7/VSEKrhg3wsoDhRTHCymOFDMO/ffwhv1i9mjDeZ0QMBpnoMx2L8JFjRA+Tb0iVsK4I0psKIaoo6/M+CDdeWwpgIOr4Pv/idIuHdyo+zGo64EmssCHLQpMv7GqUhWlDu+Mfx5ilY47HnK77DLDzfffRerVsxk2X+msWFlBW3NASJ9Aapq4hxzjGX+fMPuuxumTzVUVXmoqDCUliantneX1MLvycFZWfr7Jfqsrc3S0mJZt8Hy2salLPvPFN5ZWklfj49AMEFpKZx9puHYYz0ceCDU1hpKSkT8cet9ZZuWDMkIskBAnnd3Q8WvDcT80DEH2udIH6G/EgZL8ETKKPPXUBWuoaKgnEJfMUWhEEUFPgrDXjweDx5jnAk1DF6vh0TCip/mPlpLLG7p7o3R0xelJ9JLT7SL//rfXl5v/Tfr29fzTus7rG5bTefg5N+oagpq2KNiD+ZVzmNO2Rw2d23mvpduJYodNt7qS8ARdXD+W3DaWpjRlb2NtjA8PQfu3xuemgv9I7QZXwLmtsHi6cPXu6nNIV+IM+adwTl7nsMxux2TdWTxho4NPL7mce59615WNK/A5/HRHxvuTMwsmcGmK55y6go/BR1vijgb7ZDB0ppjoHhPqd0UmpKcidNf4gyiupHWjp93/wTqc90L/CPNej8ySUMpUOI8lgJBkhM0+FKeuyVo3OC7ODKBQww4EZkEIpVgDXww/4NK2ysofQg4zVr7Sef1R4DDrbWfT9nmYeA6a+2/nNdPA99ABKW0+xpjOqy1ZSmf0W6tLTfGXA+8bK2901l/C/CYtfaeEcd1JXAlwKxZsw7ZmFo1Mk/s99v9WNG8IuP7Bf4CigJFFAWKCPvCBL1BAr4Afo9fIpEsRBNRIvEIg/FBBqID9ER76BnsoTfam1lAGYNCfyEzSmYwtWgqZaEySkOllIXK0v554zZO92A3HQMddA500tLfwubOzcPEi+1lW4SsTJT1S8ekqg8CMenYz22HWZ1Q0wvVvVDTB8WDw9rQYVigNyAd/qZCaC6UG/uaCnEyYh5xQNrC0LYNdTIm63zDCS/9nuEd3kAMSgfknHfrkA5apXNNMp1z3EBnyOmMFUBLWBypjWXQE4DYCEFpSp+XhoLhdit6oSgK+zeK83VgA+zdAsEsbvJRA6uqYOkUeHk6vDlF7LYUDt/OF4foC8fD888PfyPgLKGU50GSwl2qU+Vxho+8HllicYgnRElznaqrkLpiqXzWQGd+lf5t+f1P5n8pEz7jozBQSHGgmMJAISFfiIA3QNAbHIpetNYOtVmD8UH6on30RKTdGmsU7KXN7+eIW8bMXpYZy/ASIUAUP1bmsUMqBiSXBJ4Ra2SR1GB5HiBCgAjerg7w9Ulx7N6NMoob6ZB0sKEoBY+khrnCkTckwuXQkKSzLP328JlxxuCZFSdyx4sfhbkfG4rE7OuDhQulJojrgKeOerpRnOlGRuXaj35MTaWwVuph/PKXqXVEZNvTT4fvfjf52n1/yIbbCxmK/ktgbBxjEljrFNZ3RtOMx4O18r24x+GJtlD7n2kpUbbOY/kC6fgPCXUpLdX02Zk7wU98Elb8IKtrPXc9lHrFhwsYiSIMGMOMsrkEfQECHj8BbwC/x4ff48Xj8eJ1Rn7lmzVDx31MbC1Hx7MT0vd8ZB6DNaspH4CyARGhB3xQ2wtz2uVeVdEvHeHyfghkaDMt0Od37jshaC+Q//X6cugMQmEU2sPQEYL2ELQUeYiZ7HtZ49UFy7b9OL+smHsP/xDgkWiWRERGfysPh/IDnFogVv5DQ5VcfUnhPzWFY90fYf0dmY2NpOwA2OeaoeLzRDqkwxCoTIqgHl8yMtcTlP+wO9toalHfRZ+XzxiHSMzPC28fz/o5/6S7WzqnbW3yP54+PTlphfufdf+/4XAywmNkMfCRs4+CMxtof7LgciIB3+sxzA9AsWf4UhmuoKKgmtJgCSWBYgoDBRT6Qvi9QbzeED5vUAYQjMEgneA9Nv0BX5azDJrV2X8lMHn3pY8f+HFuPffW7HcYS0BraMj6Y4677bhxB2RHko97cS7t/u+zcO0IVyuKbygauoWqYY8DhIjgJ4afKD6iBJxHPwnjw2uj+J2hY//QlvIYpp9KWqmihQ9cmzLgPlAshfq7potY218hS88U6JmCP1pDebiYirIgpUV+vB4vXo8Hr/Hi9XiHiiPHbZx4Ik7cJogn4vT1x2jtHKStu49+TxMUNvDJM/5A49rFhKNQEBW/uKkQSiJQ0Qelg+JbF0UgHINQVB7dsS0LRD3Q75P2vd8vfnVnEDqcNjvugendsk2fX5bH02jrBkNVQRV7V+3N/Kr5zC2fy9zyudQW1mI+cB60tY/eqaKc+H3/YEv3Fta3r2dt21pWtq5kVcsq2gdGb79fzX4s+05z3qNY+/zQVhFOFl11MBamdWful2VLd0Cu+0h8CZhySJr+A0jfIbWesPvcT/pBf3ck3hV2Ugf/z2PUbJwTFnYmqd3aUWyvoHQB8P4RotBh1tovpGzzCPCjEYLS14G5mfYdQ1C6AXhphKD0qLU24/D8zp7ypiiKoiiKoijKu4d4Ij408BuJRxiIDdA12EXXYBc9kR7CvjCloVKKA8UU+AsIeANDSzYlJN5TXHvthOvOTgr/+79iO9/sqPOFHXfOyi7NWILSOFMWAVL7KCUhgRnAliy3CYyxb6MxZmpKypubeJKNPUVRFEVRFEVRlJwgkTHebS7+r6Rw7bXvLZHjvXa+ynuaDNU9hvEaMM8YM8cYEwAuBh4csc2DwEeNcATQaa3dOs6+DwKXO88vBx5IWX+xMSZojJkDzANe3cbzUxRFURRFURRFURRFUSaZcSOUrLUxY8zngSeQ7MJbrbUrjDFXOe//DngUmeFtDdAHfHysfZ2Pvg74mzHmCmATcIGzzwpjzN+At5ByVJ8ba4Y3RVEURVEURVEURVEUJb+MW0Pp3YDWUFIURVEURVEURVEURZlcxqqhlE3Km6IoiqIoiqIoiqIoiqIMoYKSoiiKoiiKoiiKoiiKMiFUUFIURVEURVEURVEURVEmhApKiqIoiqIoiqIoiqIoyoRQQUlRFEVRFEVRFEVRFEWZECooKYqiKIqiKIqiKIqiKBNCBSVFURRFURRFURRFURRlQqigpCiKoiiKoiiKoiiKokwIFZQURVEURVEURVEURVGUCaGCkqIoiqIoiqIoiqIoijIhVFBSFEVRFEVRFEVRFEVRJoSx1u7oY9hujDHNwMYdYLoKaNkBdnekbbWrdnc122pX7e5qttWu2t3VbKtdtbur2Va7andXs612d227u1lrq9O9sUsISjsKY8wia+3C95Jttat2dzXbalft7mq21a7a3dVsq121u6vZVrtqd1ezrXZ3bbtjoSlviqIoiqIoiqIoiqIoyoRQQUlRFEVRFEVRFEVRFEWZECoobR+/fw/aVrtqd1ezrXbV7q5mW+2q3V3NttpVu7uabbWrdnc122p317abEa2hpCiKoiiKoiiKoiiKokwIjVBSFEVRFEVRFEVRFEVRJoQKStuIMeY0Y8wqY8waY8w1ebR7qzGmyRizPI82ZxpjnjXGrDTGrDDGfCmPtkPGmFeNMW86tr+TR9teY8zrxpiH82XTsbvBGLPMGPOGMWZRHu2WGWPuMca87XzXR+bB5l7OebpLlzHm6lzbdWx/2flNLTfG/NUYE8qT3S85Nlfk+lzTtRfGmApjzD+NMaudx/I82b3AOeeEMSYns1NksPtT5ze91BhznzGmLE92v+fYfMMY86QxZtpk281kO+W9rxpjrDGmKh92jTHXGmPqU/7PZ+TDrrP+C849eYUx5if5sGuMuTvlXDcYY97Ik90DjTEvu/cIY8xhebK7wBjzknN/esgYU5IDu2n9jVy3W2PYzWm7NYbdfLRbmWzntO3KZDfl/Zy0W2Ocb07brbHON5ft1hjnm9N2awy7+Wi3MtnOadtlMvRV8tBuZbKb63Yrk92ctltj2M11mzVmXzRXbdZYtnPdbk0Ya60uE1wAL7AWmAsEgDeBffJk+zjgYGB5Hs93KnCw87wYeCeP52uAIue5H3gFOCJPtr8C/AV4OF/X2rG7AajKp03H7u3AJ53nAaAsz/a9QAOwWx5sTQfWA2Hn9d+Aj+XB7n7AcqAA8AFPAfNyaG9UewH8BLjGeX4N8OM82Z0P7AU8ByzM4/meCvic5z/O4/mWpDz/IvC7fJ2zs34m8ASwMRftSYZzvhb4ai7Ocxy7Jzr/paDzuiZf1znl/f8Dvp2n830SON15fgbwXJ7svgYc7zz/BPC9HNhN62/kut0aw25O260x7Oaj3cpkO6dtVya7zuuctVtjnG9O260x7Oa03RrrOqdsM+nt1hjnm492K5PtnLZdZOir5KHdymQ31+1WJrs5bbfGsJvrNitjXzSXbdY455zTdmuii0YobRuHAWusteustRHgLuDcfBi21r4AtOXDVorNrdbaJc7zbmAl0iHPh21rre1xXvqdJeeFv4wxM4AzgZtzbWtnwBmtOQ64BcBaG7HWduT5ME4G1lprN+bJng8IG2N8iMCzJQ825wMvW2v7rLUx4HngA7kylqG9OBcRD3Eez8uHXWvtSmvtqsm2lYXdJ51rDfAyMCNPdrtSXhaSo3ZrjHvCL4Cv7wC7OSWD3c8A11lrB51tmvJkFwBjjAEuBP6aJ7sWcEfYS8lB25XB7l7AC87zfwIfzIHdTP5GTtutTHZz3W6NYTcf7VYm2zltu8bxKXPWbu0oX3YMuzltt8Y731y1W2PYzUe7lcl2TtuuMfoquW630trNQ7uVyW5O260x7Oa6zRqrL5prX2uH9IMnigpK28Z0YHPK6zryJLDsaIwxs4GDEIU0Xza9TkhuE/BPa20+bP8SaSASebA1Egs8aYxZbIy5Mk825wLNwG1G0vxuNsYU5sm2y8XkoEOWDmttPfAzYBOwFei01j6ZB9PLgeOMMZXGmAJklG5mHuymUmut3QrifAE1eba/I/kE8Fi+jBljfmCM2Qx8GPh2Hu2eA9Rba9/Ml80UPu+Ent862eH9Y7AncKwx5hVjzPPGmEPzZNflWKDRWrs6T/auBn7q/LZ+BnwzT3aXA+c4zy8gx23XCH8jb+3WjvBzxrGb83ZrpO18tV2pdvPZbqW51nlpt0bYzVu7leG3lfN2a4Tdq8ljuzXCds7brgx9lZy3Wzuoj5SN3Zy0W5ns5rrNSmc3X23WGNd6R/hbaVFBadswadbtdGrhZGOMKQLuBa4eoQbnFGtt3Fp7IKJ0H2aM2S+X9owxZwFN1trFubQzBkdbaw8GTgc+Z4w5Lg82fUh6w43W2oOAXiQ8Ny8YYwLIzf7vebJXjowczQGmAYXGmMtybddauxIJA/4n8DiSLhsbcydlUjDGfAu51n/Ol01r7bestTMdm5/Ph01HqPwWeRSwUrgR2B04EBFq/y9Pdn1AORIG/jXgb87oe764hDyJ4Q6fAb7s/La+jBNZmgc+gdyTFiPpJJFcGdpR/sbOZjcf7VY62/lou1LtIueYl3Yrzfnmpd1KYzcv7dYYv+mctltp7Oat3UpjO+dtV777Kjuz3Vy2W5ns5rrNSmP3APLUZmU45x3lb6VFBaVto47h6vYM8pMus8MwxviRxvnP1tp/7IhjsJKC9RxwWo5NHQ2cY4zZgKQznmSMuTPHNoew1m5xHpuA+5AUy1xTB9SlqN73IAJTvjgdWGKtbcyTvfcB6621zdbaKPAP4Kh8GLbW3mKtPdhaexySUpKvqAaXRmPMVADncdLTg3Y2jDGXA2cBH7bW7gjx/y/kID0oA7sjQumbThs2A1hijJmSa8PW2kbH8UkAfyA/bRdI+/UPJzT8VSSydNKLY6bDSZk9H7g7H/YcLkfaLBARPi/X2Vr7trX2VGvtIUhHdG0u7GTwN3Lebu0oPyeT3Xy0W1mcc07arjR289JupTvffLRbGa5zztutMX5bOW23MtjNS7uV4TvOS9vl2Oog2VfJm7+Vxz7SmHbz5W+Ncb459bdS7LqD0nnztVLPeQf6W2lRQWnbeA2YZ4yZ40RWXAw8uIOPKWc4Iya3ACuttT/Ps+1q48wSYIwJI0LA27m0aa39prV2hrV2NvLdPmOtzXn0CoAxptAYU+w+Rwrc5XxGP2ttA7DZGLOXs+pk4K1c200h3yP8m4AjjDEFzu/7ZCTXPucYY2qcx1mIQ5fP8wZpqy53nl8OPJBn+3nFGHMa8A3gHGttXx7tzkt5eQ45brdcrLXLrLU11trZThtWhxQpbci1bddxdvgAeWi7HO4HTnKOYU9kUoGWPNl+H/C2tbYuT/ZABrCOd56fRJ5E6ZS2ywP8N/C7HNjI5G/ktN3aUX5OJrv5aLfGsJ3Ttiud3Xy0W2Ocb07brTF+W/eTw3ZrnN90ztqtMezmvN0a4zvOads1Rl8l1+1W3vtIY9nNdbs1ht1ct1np7L6eD19rjHPeUf5WeuxOUBn83bggtU/eQVTub+XR7l+R0LYo8uO9Ig82j0FS+pYCbzjLGXk63wOA1x3by8nBLDrj2D+BPM7yhtQyetNZVuT5t3UgsMi51vcD5XmyWwC0AqV5/m6/g9x0lgN/wplpJQ92X0TEujeBk3Nsa1R7AVQCTyPO3NNARZ7sfsB5Pgg0Ak/kye4apOad23ZN+mxrGeze6/y2lgIPIcVu8/Idj3h/A7mZeSTdOf8JWOac84PA1DzZDQB3Otd7CXBSvq4z8Efgqlx8t2Oc7zHAYqcNeQU4JE92v4T4Pe8A1wEmB3bT+hu5brfGsJvTdmsMu/lotzLZzmnblcnuiG0mvd0a43xz2m6NYTen7dZY15kctltjnG8+2q1MtnPadpGhr0Lu261MdnPdbmWym9N2awy7uW6zxu2LkjtfK9M559zfmshinINSFEVRFEVRFEVRFEVRlKzQlDdFURRFURRFURRFURRlQqigpCiKoiiKoiiKoiiKokwIFZQURVEURVEURVEURVGUCaGCkqIoiqIoiqIoiqIoijIhVFBSFEVRFEVRFEVRFEVRJoQKSoqiKIqiKIqiKIqiKMqEUEFJURRFURRFURRFURRFmRAqKCmKoiiKoiiKoiiKoigT4v8DHoeSur50YB4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_3\n", "total seqlets: 1778\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_4\n", "total seqlets: 1059\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_5\n", "total seqlets: 1018\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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sNtaFROvQ+SZQkHC3Rx7JHt4XjcrIbpHI2NvMxz4VRVEURXlzo4KSoiiKoihvWqyF557Lvuzii/NktK8RTJaETNFaSOUYdm0MefBBcLMMJNc/Ap2iKIqiKEoBUEFJURRFUZQ3LcuXZxdXAL70JSgry4PRnnpwwkPnxyaDm2PotTGiqQm2bMm+7CMfGdtcUYqiKIqiKMOhgpKiKIqiKG9annoqu6BUXQ0HHJAno6ne7EmbiiYCOZI5jREvvSShbYMJheDoo/NqWlEURVEUZQBjnKZSURRFURSlcDz1VPbR3U49Ffr6sosve4zN4YUUKCLfgtL69RCPD51//PF5PN89obsOmuZD0yuw8znoWA9un+ShcsIQqYbqE2D8iVB1FJQfCo5mAFcURVGUNwMqKCmKoiiK8qZl3brs8889N4/hX24y+3wTzD3c3BixZg30ZknTdOaZeUg+vruk+mDL32HFD6BthQhHyU4giytZ3w5oXw6b7pRr50Rgv0/B3KsLMmKeoiiKoii7jwpKiqIoiqK8adm6Nfv8M88EJ2+B/TmSNpndNHhfLfQ2jGjVFU89Drx9yPyTTpJR7fYqbgKW3QgrbpL/kx3e/BEkKk91eV86YfmNsPx7UHsGHHMzFE/Ny+EqiqIoirJnqKCkKIqiKMqbkngc2tqGzo9GoaYmj4ZNjuqTTQJ29PsboZgEsGHnjKzzZ2SfXTiaF8Dz74GebZDq3rN9+QLU9kfgXwfCezr3/PgURVEURRlzNCm3oiiKoihvSurqsucMmjYte16lMSOXoOQmwe6GoDQKtrdlDwOrrc2r2dxYC4u+Co+fBJ1r91xMGrDvZIbnkqIoiqIobzTUQ0lRFEVRlDclmzZBMEtNZsYMSKXyaNgJZZ+faGW3PJRGSF8iTF8iMmR+VVXeTA6Pm4QX3wd1D0BqhApeoAjCVWACklcp3pzfY1QURVEUJW+ooKQoiqIoypuSbduyC0fTp0Moh+YzJoRKwWYx3L1t9/MojYC+RISASZEaVH2bOFHC/wo6wpt14T/vhW0PDe+V5IRgyoUw/TIYNw+iNeDGxbPJCUGqF1qXwLYHYf0fRxX+pyiKoijK3kUFJUVRFEVR3pT09WWPMJs4Mc8jnhVNEiFkMD1bZZSyPBFPhTGOC4O0rHAY3Bx5wvPG618aXkwKROHgr8qIbcZAqCy9LNPDKxCBCSdB1VFw6Neh/kl47bPQmWP4PkVRFEVR3jBoDiVFURRFUd6UJBLZhZRoNJ8jvCEeSiYwdH68Ja8eSslUECdLSF22sL+8svMFWHNzbjGp+kT4n9VwwP9CuHygmJSLYEzC4SaeDecuhgO/kNdrqSiKoijKnqNvakVRFEVR3pQkc+TAzmu4m09kXPb5ecwJFAokcDFD5ieTeTM5lGQXPP+u3DmT5lwNpz8OsakQLB79/p2giEuHfANOfVQ8nRRFURRFeUOigpKiKIqiKG9KgkGJphpMIlEA49Ecw6p1rM2byVAggesO9Yzq68uzR1Ymr18L8dbsy+ZcA0f9WAShPSVUAuNPhNMe3fN9KYqiKIqSF1RQUhRFURTlTUkolF1I6e0tQE6h4unZ59c/CW5+FK1IqI9UFkFp61aI5C91U5p4G6z/Q3bvpOrj4agf7Z5XUi6CMaiaN3b7UxRFURRlTBmRoGSMOdsYs8oYs9YYc22W5cYY83Nv+WJjzFG72tYYU2WMedwYs8b7rPTmn2GMec0Ys8T7PH0sTlRRFEVRlH2LSCS7h9L27dAzwlHsd5uS2dnnN74oYWF5IBKKEwsPzVvU1pZ9tLsxZ8NtkCXkjkARnHT32HgmDSYf+1QURVEUZUzYpaBkjAkAvwLOAQ4C3muMOWjQaucAc73pauCWEWx7LfCktXYu8KT3P0Aj8D/W2kOBK4E/7/bZKYqiKIqyzzJxIgSy5MbetKkAYW+lsyGQRexoflUEljwxsXJ71vn19XkzKVgXln8/eyLug66FcFWeD0BRFEVRlDcaI/FQOhZYa61db62NA3cCFwxa5wLgT1Z4CagwxkzcxbYXALd5328DLgSw1r5urd3mzV8GRI0xhXDkVhRFURTlTcSMGdkTUm/cmF1oGlOq5kkC6cH0Nclob6MhWjPiVWdNWJd1/saNozM5alqXQqJ96HwnBPt/Wj2JFEVRFOW/kJEISpOBLRn/13nzRrLOcNvWWGu3A3ifE7LYvhh43VrbN4LjVBRFURTlTYRrXb7z7Hf47nPfxbWjT3o0ZYrkSxrM5s1QlD8nIaHiMEhlMQ5Qdz+4oxh67Z31cJkdOmXhoMkrss5/5hlJzp03mudnH1JvykVgNCWnoiiKovw3MpIaQJZgeQbXKHKtM5Jtsxs15mDg+8BHcyy/2hgz3xgzf+fOnSPZpaIoiqIobxDWt6znuN8dx9ee+RrXP309x//+eDa0bBjVPsJhKCsbOr+3FxoaxuhAcxEIQ8mc7Ms23JY9cfUYMKdmLdHo0PmPP55dXBszdjwPqSy5oaacD6EsN0FRFEVRlH2ekQhKdcDUjP+nANtGuM5w2zZ4YXF4nzv8lYwxU4C/A++31mb17bbW/tZaO89aO2/8+PEjOA1FURRFUfY2rnX5xSu/4NBbDmVB/YL++Qu2L+CQWw7hV6/8alTeSpMH+0x7PPZYAUZ6qzmFrH1njS/m9l7aQ2ZNWE84PHT+q6+Sdf6Y0fif7POrT8ijUUVRFEVR3siMRFB6FZhrjJlpjAkDlwIPDFrnAeD93mhvxwNtXhjbcNs+gCTdxvu8H8AYUwE8CFxnrc1Re1EURVEU5c3GxtaNnPiHE7nuievoTnRjMFRGK6mMVmKMoTvRzZef+DIn/uFENrZuHNE+5+RwEnroIejoGLtjz8r4kyFYkn3Zhj+DGx9zk8fPeSmrJ1IqBS+9NObm0vRm8wY3EJuWR6OKoiiKoryR2aWgZK1NAp8EHgVWAHdZa5cZY64xxlzjrfYQsB5YC/wO+Phw23rb3AicYYxZA5zh/Y+3/hzga8aYhd6ULb+SoiiKoihvAqy13PzqzRx888HM3zafrkQX4UCY6RXTWfKxJSz+2GKmlk0lHAjTlehi/rb5HHLzIfx6/q+x2fL2ZHD66dnzJT3zDETyPaRH9XFgU9mXrfv96PIojZCK4jZmzcq+7Ne/hvYsebPHBJtFHAsUMcJMBoqiKIqi7IOYXVXU3gzMmzfPzp8/f28fhqIoiqIog1jZuJL33fc+lu1cRk9S8gpFA1EOqD6Av13yN8oj5QC09bXx7rvfzarGVfR64WKxYIyDJhzEny/6MwdUH5B1/8uWwXHHQVeW9D4LF8Lhh+fltARr4d7xEG/KvvzUR6D27eDs5pBzd2RLRQlffN3yk5+IV1ImoZDkjqqs3D1zw3JXGSQHuXw5EXh3Z/bR7objvlroHU2SKwcuyyHc5ZPa2gIk48pCTQ3U1xferqIoiqJkwRjzmrV2XrZlOiyHoiiKouxL1NaCMYWfamsHHIbrulxx3xUc+KsDmb99fr+YBBB346xqWsURvz6CmT+bycyfzeSIXx/B6qbVxDPCxLqT3czfNp8Df3Ug7//7+3GzJEU66CBwctRmvv/9PHrsgJz3jMvB5BBUFn4J3LEfeu2ss6C4eOj8RAJ+9SvoyUM+cOtkSdDk9oHdDS+sUYlJwMfdvfNM66AviqIoijIs6qGkKIqiKPsSJrtXS0Hw6hR17XUc+ZsjaexuHLKKYxxCTmjY3STcRNbE3ONj41nw0QVMKZsyYP473gEPPjh0P+GwaALZRoIbM5pfgydOgWQWFymAt9wJUy6SUeFGSw4PpZ6LLBUVEM8ShTZxIqxdC7HY6M0NR+qh4wi0vjJ0wdkLoOrI0e0sx3nl5PLRrT6mjKaePNxvbwzr29ZCZ6c824On+npZlkhAMilTIADBoHiwRSLiADV+/NCpqiq3OKsoiqL89zKch9IofZQVRVEURXlDU1Oz18J0rLXc+vqtfOaRzwzwSAIIOSHOmnMWZ8w6A5NtZLQMLJbH1z3Oo+seJeEm+uc39TRxwC8P4Ofn/JyrjrgK4zXgzz8fnn4aursH7iceh9/+Fj75SYhGx+Y0h1B5FARLcwtKr31awt4C48bMZFERnHACPPvs0GXbt8OPfwz/+7/ZvZh2h+5uWLL5FI4rmw8MEvp2PAcVh+1+WN9IKAfa8rf7nNTU7AWjA0kkYPFiePFFmRYsgA0bJNwxEhGhqKQEKiqgvFzCHcePl3vvC0muK8JSX588H0uXQlsbtLbKlErJb2XjxiGOhkNJdkN3nTdtkal9DXSth3ir5A2ziXRuMSckHnxOCIomQskcKJ0NsSkQmypTtDa/z4+iKMpexrUu/1j5Dz710KfoTnTz/TO+zweO+ADh3elseoOhHkqKoiiK8t/MGHlVbG3fyuX3Xd6fdDuTomARv3nHb3jf4e8b1aH9adGfuOZf1wwRp4pDxRwz+Rhuf+ftTCqdxPr1cMgh2UO9qqqkoVxaOirTw9LZKY34fhZ+BVb+KPeobtUnwumPQ3CUbkO5PHkuszz4IFx6qRzLYKJRWL0apk4dnblcbNsGn3/3ffz1M1dBYlAM4bhj4PSnIJRjtLtsjNZDCeCyN56nUD7tLlwI3/se3H+/eNolk/J8l5XB2WfDqafCiSfKKIehkIhFfk6tYFDEJD9yD0RU8oUla8UTKRSSdbdsgddfh4svznIg7aug/knY/gjs/A8k2iQZuwmIaJTsAVLyf9EkiIxLi0hYcBOQ6oPe7dDn5RpzwuBE5eDcOJy/Hop2pWQpirIv0tDZQHm0nGhw7Hp9OjrEU3ftWhHgGxpk2rkTmppESG9vl9yLqZSUjY4j5WZmGRkMijhfViaifXW1CPY1NSK+z5olZfDs2bm9glNuinuW38N1T17Hzu6ddMY7MRiKQ8VEg1FuOO0GPnzkh4kE8z2KyJ4xnIeSCkoFIJlM9wK1tMjU2iqVwGRSHuJUSh7eQCA9xWLy8FZWyuR/D7/5hUxFUZR9nzdLQt8xaAQvql/EibeeSE+iB8c4/R5IFks0GOW+d9/HmXPOJJmE5mZobJSKXWNjeurtTYfopFJp74pNoce4J/BOUkguIgNgLK51KQoW8dKHX+LQmkOZNw9eey378X3845JPqWQUmkcuUilJBH7YYRkz25bDI8dAqjvnduz/v3DYt8ZGeLnMkkrB5Mm5H7HjjoOnntrz0LfubjjzTNiwfCtbb54Dbu/Qlc5bAeXZk6Zn5b9QUNpaZ/sbLIGAiDmlpUM3icfhkkvg8cdFJPLThoXD4nl21VXyGykpyWN4Wu8OWP4D2HQnxJsBk362nTBUnwATTpHP4ukiBgXL5Nlwkwwd+c9AIALGEVGpZxt0rIGGp8XD7R0r8nQiiqK8UXm57mW++tRXeXLDk5SES7j+5Ov5+DEfpzQy+t6fhga4804R4JculXZ2UZGUtdOmSa7F2bPhwANh7lzpbCktTYvvflnqC0nWyrven1pbYfNmWLMGVqwQoeqWW0RgykXKTXHn0ju57snraOltoTPeSTQYJRaMURwupqmnie5EN8WhYsKBMN845RtcffTVFIWyDFv7BkAFpQLQ1SUP8OLF0suzdCmsXy+V5HhcHurp02HGDKkAFhWle4b8uHZjBsa8JxKy7dat8hBv2CAiVCAAdXUwYcJePWVFURRlON4AuYxGxBg0vpt7mvn9gt/3/59MwfZt4vngrjqHja8cyoYN8q6MRNKN6aoq6SwpK5Pv0Wi6wZ0ZprOxZwlbIg/T0yNeGr194KZk+YrbP8wB06u46y748IelZzLbKb78soz4tqedMt3dcPTRUqkcwD/nQsfa4Tc+6Do45PqReSq5Cbgzx8F64soPfgA33JA7Cfc73wl/+tPuh751d4uAcddd8r997CTxUhnM1HfB8X8cuVg26lHeeEMISq4L69bBqlXphsW2bdLj3dwM/15bywR36HntDNRw+oH1xONSr+vrk6mnRxovJSUSrlZVJdd8zZqh9/RrX4OvfCWPoZsgYtDqX8Li6+X5y/S4qzgcDv8u1Jwu8wNFu5cXLJNEpyjEwTFQehVFecNjreWJ9U/wlae+wvKdy+lOdGMwWCyxUAyD4ZPHfpLPn/B5xheP3+X+du6Eyy+H556TstQvNydPhs99Dj74QalPWCudK8ExSPaTSEg5XV6efXnSTXL74tv56lNfpbW3td9juyhYxKWHXMrPzv4Z0WCU7z3/PW58/kZ6k71YLMWhYoJOkOvfKsJaLDTGiRD3EBWU8kQqBX//u+RneO45qSQnk/KQHXAAvO99cMopsN9+4lnU1ycPod9D5TgDJ2PSbneZk99TW1QkgtK6dVKZzX1gcehr9Kad0ruUistILDYln27Gd+uKa7IJyNC/g78HSyBSDdHxEBkPobK921BSFEV5M/Bf5KHkr/rMM+IJ9NRT0vD1w3RqauCcc+SdeMwxMHOmVOzicVkH0u/GzMOxNv0eBNkmHJZ5GzaIR9IVV8iyeFw6Wtpy5NqprZX8MxMmiJ3dobsbPvQh6Qkdcmk23QUvfwiSWWLQBhzIGXDyPWBCEMzRE5nohK5N8NAh2Zd74kpzs1Sce7M4DflceaWM/DZaUamrCz77Wfh9WifE1j0I/7k0+zme+pCIDYE9cNsfznNphIJSQ2cDJdPnUtw8VFm0NTWY0fw2EHHnj3+EBx6QXmm/I9AY8VI7/HA4+GCp982YIc96KJTu2XZdeVasTYegZXoqJRLyc920CVaulN/Ov/41NB/YKadI4vlAIE+ikrXw/Lth20NDPe2O+hnM+bCEqRUya7ebhM714gHYvUXqtN110FMPfTvE2ynR5oXduVKf7feOMuIRhSO/s1CFhONFxksup9gUqdsWT4eyA6FkluZxUpQ8kXJT3LfiPq5/+nq2tm+lK9FFwASIBCJcM+8ant74NKubVtOV6CIajGIwvP/w9/OVk7/CtPJpOff7/vfDHXek6wg+TzwhZeZYCEgjpTvezccf+jh/XvznrIOKBJ0gjhlYflprSbpJ7BCvTjhz1pncdtFt1Ja8McKBVVDKE297m/R4dmWkiggE4N//lgqGX/HNC25SRpZpeBqaF0DnOujZKi/W6GSoOBiKZ4gIFJ0k7sjRCdKj5HiCkXHkE8cTlzKnJPQ1Sw9iz3Zxf+7ZCkf9SF7IiqIo+yDJpHi4+FNv70CB33eH9jsFIhHxtPGn0PCDlw3PGzBMZ6R2m5rg9NPFMzczp8/kyXDjjZKbJZkc2zxG2bj2WvjpT6UDJxuzZsGrr4pX1GjbxV1d8KUvwc03y/9DLo2bgvuny7tyVxRNhDlXw9yPQyDqNYSRcKL2VbDqp7Dpb+DmOJEMceWDH4Tbb88+4pvPeeeJp1IstmsxordXRMCrrpLwgUxsKgX/mJzduygyXkKXwpVeQ3432E1BqbmnmftW3MfvFvyORfWLcK1L0k1K6KWRZKjFoWKMMVx0wEVcdcRVvHX6WwkMIyA0NMBFF4nXueumr+/06fD1r8N73iNiUCQiHX5jRU8PLFoEX/yiCKa+5zpImMZnPys98uXlcq+KiuQYdpdUSp7tQNt8il84FVKDkstPOgfectfoQjV3l2QXbPm75Gza+W8RVQNReZ6shdI5UH4glHhJvaMTpW4bGQeh0nSdFhCBKQWJDulg7d0h9dmeOvEkbFsuYtX5ayG695OvZ2KtCON+iozMBOptbZL7xY9mGJzvJRiU58FP0l5RMfD7uHGjECStK4nW+5og3gTxFvFO628ruOm2hAmAE5Hff6Tauyfl2gH9X05nvJOvPfU1/rT4T3THu+lNSe9HJBBhTuUcPnPCZ6gprsG1Lo+ve5xbF95KMpUkaZMETADHOBw7+Vi+evJXOWfuOUP2/8QTcOGF8hvIFOEvvlje1dFoeoCCfBFPxfnjwj/ymYc/Q19q6Ds7aIKEAsNXDpNucsAAJD6Ocfjmqd/k08d9mrJIPoer3TUqKOUBa6Vw7upKx7eDVNY6OqTikTe35CXfhGXfk4qn25d2ST7iBzD7gyIauXFJiuhEx6bHJdUnU3jvPsyKouybuK5UkpubpRLd0TEwfj2VSufWSaWkjpqZc87Pt+N/+uEjlZVpz4zVq8UDwA9ZWbdOwodbWmR5RYUkW5w8GSZNkjI8MzTZ90oYHJrc1yceBnV14n7tj5q0bJnsb8TkS1BK9UHnBuje7I3KtE0aWH4D4bSHcm/74OHSaLAppIFmvYS6AWkshCogXMkXb7mSn95xMsnUwPfNX/8K73pX4XoJt2wRr+DhPHYOOQQee0yekZHkF3Jd2d/Xvw4/+lF6ftZbsvEOeOXq3CO+DcFA5ZHSKHYT0sDt2rDrzTLElZ07RSjLlpw7k/Jy8VR617vkmS0b9Dpvb5eG6D/+AR/7WPp3kYm1wIa/wCvXDBUeAMoPhjOel3w6u+PJMgpBaVv7Nn784o95eO3DrG5eTcAE6Ev1EXbCOI7D2bPP5h37vYP6znruWnYXKxpXkHJTuLhEg1EcHE6cdiLvPujdfPDIDw4Rlz75ScmR4Q7qaL7vPrjggsI46qxcCX/5i+RTWrw4XdZ1d4swcOSRcOih8sxPmiTeUdXVUpZFImkPeN/TL5mU+9zUBDt2yIhvGzbAkiWQ3LGAe685eah3Uu0ZcPJ9oxeURhXWaGD2h2Dj7eIZn/S8y5wwzLgMDvg8lO4Hbg9YA6FiTzzaDdyUPLsWEatGELbX1yfvptbWdPmf7d1kbfo9lO3d5If2Fheni/u1a+Gll0REfO01EeXr62VfVVUiYE6enJ4qK9OiUTgsk+/p5odT+t+3b5eQzK1bpWzcvFnegwNG8uvZLh3UbSvks3255/nVLiP6OUEIxEQkCldBuEKuG547qbVAClI9Ij7Fm+X9kuqRzu9gTCIbzl0k+3ijk+r1BLRm+Ux20y9O2hTi+eYJaCYI4XK5LpFx8j58o3u5uQkRVxNtEG+Tz0Sb3O9Em7y73KQXwZKU34njnasJyr0Pl3vvf38qk3mR8f3h3J19nbz3vvfy4OoHs3rfZOZazMRis3r3AIwrGsevzv0V7znkPQPm79wpXsO//rU837GY/B67u6Wj621vk1FRZ88WD2Vr5Xfiv8P93+LgQQxg4DpFRbLf+nr53b71tD5+v+D33PDMDfQkewYMRhIJRKgqquLHZ/2Yw2sOH9Gt2di6kS889gU2tG4YMBCJHwr4uRM+x+dO+BwV0YoR7W+sUUEpT6xdC5/+tLgnh8PpvA3TpolL/Ic+JI0JP56zqGj3PZb8UDrXhdLXLyRQ/y/5YWf2Xp71Mow7VnpjgsUj7yEc1Uvfgcu8Xome7dJ71L1FCqd+V+Ttsj83KRWQUIWXjNErZP0eJGO8horvoux9T3ZDolUKtUBMeo5ik6Boshd2NwGKp4mbcmS89n4oypsAa0XAefllGfp67Vqp4DY1ScX4gAOk933iRHnh19RI+VlRMbSC7jfk/HASvzIfj0ulf+dOqUg3NsK558LPfy69WMmkbN/bK/Yuvlg8EGbMEPGotzctVoVC6fAr36Zf1PiNs8yw5EQiPbBCJCL/jzpvzVgJSj3bJWxl093Q8roIR4Ei6T0ed5z08FccKiEeRRNh7lugYcfQ/dRMgC1rkQq0ob/cNo7Mi7d65f5Wnni0iws+cQE9PWbAoV5yiYQLGbPnyaFHyoc+JB47ubyUQO7NT34Cl12WHno9Gx0d8iy9613S6M4k6y2xLvzrIOhYtdvHPyIGiSs/+xl89asDPaZzUVYmHkvvfnd6FLi6Orj7bgmpam3Nva213p+nz4GGp2R4+CEGDoDTn5SG51iNagdwmaUn0cODax7k3Xe/O2sjZU84bvJx3HzezRxZeyTGGObPhzPOkHIjU6w77TT4wx+kfPIb9IXAdWW0wiVLJE/nhg0iFjQ0wI6dLk3NKXq6HXCShIIOwYD07ve3+UmXXX19UuaVl4swNWGClL23f+IK8RAaLCod/j3Y/9NShoy0wTzaxOsmKA1Yn1AFnL9GbIby59qYTMr1fOklCW9csybd0VBSIgJdba28k8aNk88JE6ROn9mJ4b8vMgUmv9OhsVHKEf/9VFcH8+ZJI7ihQbbt6pJn6bzz4CMfkdDg0tK0l2woJDZHI2TG4+ntfREqFLTQ9Cqs/rm8J5LdUkdP9kidfcIp8p4YdyyU7Q+RKrkHqT75vedo7APybnBC3vq98u5pXwWNL8MhXx3RMbuuXIvOTil/OztlSiQGvnf90FHfY7i4WK5XSUn6M2u5Hm+T92LbMmhdDC2Lobde5ic7Addre4z3BLQqKcd8Tyxr05Ec8bb0ezDenM4tFiyB85bKPnZBX99Ar+iODhF9/YT8fj0n83wdR56FTO9of+ovj1J9kvC+ZaEnGC4X77xEGwRLoWSOePkVTZJ6QPF0aTs6Qe8ehmXCG4nRTchkvVEbu7dIcv3ubV6S/bVw7kKaCfOTF3/CT1/+Kd2J7gHikMFQFiljUumkYb1DATr6Oqhrr8O17oCyPuyEOXLikXz39O9y+szTMYPqTV1d0pm3eLHkuFu8WOqe7e3yHMXjMHGiZebMFGVVScIhKIqEiIQdQiFDMJgWjROJ9NTQIPvZudPzSq3ZRuATh9PY3UjQCRLOEKattVyx/ye4fOK36emIDniWOzrS3oZZ73HAZU3lr3i96tr+qpcBXJIkiRNxivjpEU/xtgOOZ/LkwtWrQAWlvNPeLpWwF16QxtLq1fJAFxXJy3ruXMukSdJ7NHeuYc4cKejCYXlB+JPf8+1P/otg/XpYtcqybZtUHtavc1nzykKofwq2/lMK63iTFAAlc2H8SVA2VwqL6ASvV6FSXshOKEPE8Xqb758+uuSYNadD40uAlf2FKqH2dKh9O1QeAdFaUattKu0aO4TMAiDLM2iC6TwM8VapmDp7EkuiKMpo8Een7OkZ6inkv/xyeQr5Akw4LGVgX580VmCg+D5zpvTAh8Niy88NskdhYxl0dAz1wgBpCO7Ykc5P94ZhLASl1TfD61+Qym+ml8zBX4WDrxOhPxDdszw3OZg/H775TfGmCAbT4kZ5uYyydsUVMryu7z0UiexeqI6f0BjkeRncoG9qEpFwVx47IPkIr7pKwpeKiuS5N0b2+dxzcNttkpA6mRy6bc5b0vAsPHPu8CO+7SmDBKVUShqoixcP9agZS/rPuXeHJCFPtGdfMRCDI38As67yGiYjdFHLIkLELTzWBX8ov5BH1j5CyAnREU/nRwo7YcqiZZw1+ywOrzl8SI6KwXTEO3h247O8sOUFLLY/zMDBoShURFmkjA8c8QGuOOwKpkQO4t57JXRi4cKBPd/HHgtvfzucdJKMGjRxojz3PT25e779XEqZ19Lv+fZzKa1ZA2efvetL1RXv4qE1D3Hrwlt5esPTuNYlkUxCbwXGLSJEEbMr9uNdB7yH8/Y7h4nlE/o9LSsrc5Sz1oV1v4cFX/AakRmqbNmBMkrhpLPFyycQ8TxVcrA7idczKZ4B/7MKCI5ORRmF3Q//7nf86d/vJxoL9+d7AxFXzzpL3g/xeLqTIRLZ/XeGHzbpj+L33HNDPSlffVVGo8pbI7GnHp4+GzrXigeR39gvng6HfVuS67txEUTG0tPGTfaXAXV1cp7r18Py5dJI37pVRLdoVAS7SZPk91RbK15a/kAOmZPfiZRMymciIeGA9fUybd0q7/mXX4aa2DpY+1vY+GfobZScWm5cfoS1bxPxrPp4EcOjE0YuoIG0V3yv3UQHdG0WoWqmJPfr6RGxcuVKOd+VK6UzraFB7v/UqTBlSvqca2rSAzf5Uzgshzq4jdjdLfvxPdE2b4ZSu5JXfv15Iq1PyXEle+Q8SveDmVeKx19sinf/UyKS+elQRoN1PS+0BGDY1tPK//3nJn634HeAhIH5xEIxqmPV/OWiv3Dy9JOH7Coel/rC4Lxzvakubnz1K/x5+e/oS/UOFJYCYWZXzua7p3+XCw+4cIiwNJjOeCePrH2Evyy8k8eWvUJPRxR6KqS8tBFigVKOm3QCJ045mcMmHkw0FOqvx2aOtl5R4XkEphLctuhPbNsmwtXKlXIvWlqgb/0x1JrDmDdP6iKTJqXvcU2N1ImydZRmiksbWzfxzOYn6OuF9g55tpubob0NfvHJ85k7eTTu72ODCkr5prtORj3pXAftq6FrI91tnazfNp661tm09E6ipXcSrX3j2dFWzY7WahpbY7R3hkmmHFzrkEoZ8b51LAHHJRhwiUWTVFd2M6GimZqKRiqKdlIZ2UZldDvn3vxXTGayVwOUA6XeVJbxWQmEgAAQMBAKQDAAoaBMjuNJsUlIpOQz6cJRwEh63k57FCaeOaaXVHlj47rSWPfDk/zJD1PyC0XfY8OfYjEplP1QpMpKKVjfUI36vUQyKRWqlpZ0voTMvAm+e64xsu7gvD6De+v8+rffOPbzJ5SVyb62bJGKXUODVLx27pT1J01Kr1tdLT2ytbUDX4CZw6z6Q6v6PbJ+7+LOnTI1NYmNxYuloVRUlBbLJ06ERx6RcA0/hMyYdE/q7oZJ+ZX2VEpCVr77XZnvh6eBjJb0/vfLy76nR+xGInsequyLHa4r13BUjIWg9ML7YfPdQ4d2P+1R6QyA0VUcd8ODdds2ePhhePppeP55eb6iGbl8/SF8J0+WytWUKfKMjR+fe5S3nTvTYYUNDVJ5Xr5cKtDZQrN+8xv4/OdH5rHjM2OG/D56e8XO4KTIgxn2lrzyMdjwp/yJSlnyCa1ZA0ccsevj3hMGnPPWh+D5d0mjIheVR8CBX4Ap7xy+oZroFBH0rqFufX9qhytzPIInVc/iW/sdz6lFFtO7DXoaxMsgVCYhKIEiz7PAS87sf7cunck+fr9tE/+3ZR07E0M9rSLGoeuMKwmUzICiWvrMZJZvPYCFqyezfJnLwoUu69YHaG1z6OoOkkwaxo9PMmumy4TxXris1xiU0XwNiYRNN4C9RvDORli33qGxMUgwaCmOJWluza60tvS0cP+q+7l98e08t+k5woEwnYlOIoEI4UCYjx79UWpLavnFK79gR9cOepI9RANRXOuyf/X+XHHoFbzr4Hcxq3JW7nsGkkNz1c9g41/EA8EJphOxmwBUHQ3jT4bxJ4rwUzRJrnd/R6JFOgt9Rc0R8cmNw105QueiNeIt44e7gXjKHPoNqDlNPF6CxbvuXBxFmXXqd57i2RWnUVoqArT/fC9fLsOLt7bKvfOHHx8LXFdysd1yS9p7yOc3v5Ek+snk7o/MOCwvfQg23Da0o/fUh2HiGbsfRrgLurpkNMrbb5fyOhyWcy8ulhxwl1wiCe4dR+b7dcdweHSdDv473u8ACAcTxBZ9AOruEwHETxESKBIBbc5HvDjF2Jh3Wj/8sHSwvP66vNcSCalrnHGGeMaefbbUsfxOO7+u5oeqjgQ/HNv3kA4GofihckyygwGd9U4ELu0V8SdPnfO/mf8brnvyun6PJGsh5QJugKPdTzBp7VfZuilCW1s6NUxJidQxi4rSnYl+mgHHSXt/7wws5PXpH6Q7sj4tynv13mBiHNu+vJZx44bWn1Y3reb+lfdz74p7eX376wSdIN3JbkJOiJJwCZcefCmdiU7uWX4PiVSCpE1SHCom5aY4afpJvOvAd3H+/uczsXTikH0vXSrehE1Nch98MfqEE+S3fcABMi8YlLbPWIRI+/e7kF5JmaiglC8WXgfr/iCKtBOSiqN14YjvwdR3yku2vwfAyDp+csHR4BeCbjy9r2n7F370oEnAeyNwQrn0SgYickylc2DWByVxY/FMwEqvVv95e3G3/ogb/rT4Blj6zZHZdmLwtsehYzV0bZGQjr4dss9gTHJFBWNSaAYi8rIIV0CgeKBNv0KJHeip5aakARZv9eKHvdxUyW5Pge+Tykx0AkRriQen0mEOoN3OpT0+gfYOQ0eHFB6ZCvPgz8zwmcyR/vxGuu+yWlaWnjJj7QtJIiF5ZhYulNj+RYskTMnvVQkGxe175kzpYfHdv/1k9H7vp9+b4gsGvpixcaM0ChMJeZFs3Cj7eyPQ0iKNs3Xr5LgaGmRqbByY46e7e2DeBP8FmEymE2SWlMh99JNhTpggQtr27bKfDRukodzdLZWLM8+Eo46SUYN8IaekRF4g/kiSfrGdLcY7c/JH0erulsryokVw/vlyf6JRmee68Ja3SMMfpALtb5t5H3cHP7QikZBr0NMDry+wvPZyBxvX9rB2HdQ3BGhtC1JeFaKyKkzluADV41zGVVkm1BgvrMSkhayg6OHWytD0Ke+5SiUtPb3+fbLsbHRobjbcc4+D68q5P/20jPK1cmVaiBg3ThoOM2fKvamthWnTLDW1EMloCPr2fU9S/z77jcP6enmu6+ulV3TjRgmzGxVjISi5Kdj0V8lFsuPZtJu+G4fKo2Dau2D8WyTcLVThua/HkdqZ/24y9Pta3z/LK2tHyGChI9VHonktaxdvZcWSDnbUx9m507KtoYitO8ppaC2nqb2C1q5yEqkQriudLK51cIwrk+MSdJJUFLcxrrSVmso2Jk1oY3JtN+OrDVfdcCnRooHXzlp5rl95ZejoL2PFsLfETcCjx0Lr0oFhPGNFjgTVDz0k4XmDh5wfK4ac84bb4ZWPDC8qgeTZqH07jDtGvKgj4+W5THZCywLY+YKEZ3Sszr2PSe+Anc+J50AgAiYM4+ZJjp9xx0LJDAlPcSLyPneTZPWAxuSeH4hIXS3RKc99qAqaX4Htj0PjfyTMv69R6jQVh0Pl4eLdEZtGPDCRlr7JtHSPo7m9mNa2AImkIZVyZHKNdBoGXAIBl1DQUlGeoqqsi8pYE5WRrYRT2yXX2cHX9f8eexI9XP/U9fz05Z/mzC2yO5w6/VT+dsnfmFC8ixdv1ybxiK9/TLzv+nZgnQiYENZajNuLsV5D3U/GbEIZHvFeiEzPdkh1Z8pMaaI1cNE2uc6rfwmNL3hpD6LybIVK5R5XzZOpbP8Mz/uw502SHPqAGpP2eP9rdiG9rmkyL9bW8dxz4mmwZYsI2MbIu3j2bBG/J04U0bu6WjrFwuGBo/X5YdF+nS8zJLutTeoPvjC+fbuIKL4HZF+f7K+nR+oKl1wiuV8OPVTsRqMDhYf+UzPphqrf0M6cIB2W2dICrcsfYW79xV57IqNcmvYeOO63cmdGE144QvHulieu4eN/vGXI/K99Db71rZGbGzX1T8Az56WFJJ8Zl8Hxt43eK2eENDQMylPlcdBBEo7ldwLmhYXXwsqfynOfmefuqJ/C7KvSeRBzjTCaySjEWdc1PLDgQu6qv4+HH5bnNRqVZ3bWLKl7+t6c48dLndYXwwYzeKTXTPzBUBxH6qt1dZJLzmd102ree+97WbB9wYiOe6RcuP+F/PLcXzK5bDIgv92rrhp6jF/6kox029ubx1zKewkVlPLFvRMkoakvSoD8SC/1usD9Ss9IGLVrsJfLaKSMdbLXrs0Sf9y1Cbo2isjTux16dyKhcBHpSYpMEBEmVEx/QjdfYDIBeaH5yd/8zzU3566cmkA659Kkd8Cp/0wv68+O7+yZq64ryWethUceC7FggbjMrlwpYkJXlyjQ/lDBU6aIQFBWlm74R6PpF33m5+CXvV/Z6O5Ox4y3tYkr/d4oiKyVnGC//a0MkRwKybyuLvEkuPRSyR9x2GHysjQm7bI9+Hz9Sk6mF41/ztamXccbGqQ38KyzdnFwyR4vSWSHlzywI/1/sosBo45IFkHvOXDkdxkq86ZS+QyW9v+/cZPDHXdI6OqKFXIffJfj2bOlEjBnjvQ4+JXL0tKB4qBfecz83xcdWlulkrp2rez/4YdF2BjMTTfBF74wZrdzCBs3yjCq27alQzd6e6XS+ve/S8XVjxuHtCg2Wjd/100LiakUWDdFRd13Yfsj0sB2457wG5OBBMafLMl8I1W4poi2ljgdbUlSSTcdZtefK8kMCrWz8ulkeFCFApRXBikpC2KMk7P8s1bEp8UbtvPiuiW8uG4pCzatob6pE+Kl0FcKySKwhvLwOKaXz2Ja6QymV01mXHE5jmOIRrPnMSgtFc+rgONCx7qBuebirdIo7WsGvOcWB06+M/dFXfCFdLdcf5ntuZwnuqTRZhywBsKlEK6WQRSsFTE82e4NRb8Rurd6v5tubCAm171oEslACTYQIRCI4DghnEBUrp+bAhv3hHevc2PLPUMr6dEauLAOtj0Im++Bxhe9UZqK6G/EVxwq97riUBmpqT9PRYXnvRIc2EtuU/JuSHZJbr2+ZrmGnRskrKBtGZzx76yXbPNm8djJ5sE0Fuzy1dm9DR48WI57LInWwDvrcy7+29+kojvWolJRUQ7vp833wovvz2+IXzbOeAHGnzAgnGZMqbsf/nNZ2jvHF3NmXQVH/cR7Tr18K2Np303S6yZ5dO2j/HHhH3l03aOk3NSAEYAcHErCJcyomEFVUVUWhSZNV7yLTW2b2Nklbqh+2IjBEA6EOazmMD581Id554HvpDpWDUiHiR+WtHatfG7bJmJ5Ip5kVu129p9Wx35TtjCtuo4pFeuojqwh6rQSdBIETIKASWJxSNkgKRsi6YZpT0xiR89ctrTMYEP9FFZunsrqrVN5aUElgYCcRFeXl29oWz2pxoWEuldQGp9PCesI00TUaSEa6MRxkqTcCClThA1XYcLl6fLDWrk3bhIbb8PEm4mapuyvgk840JpdqOslQjNV/VMLlSQJkiJAisCA7ykCWEzGfymCJAf8X0Z7/96mNszHmTAea2FrnWXZwnaWL+5ixQrLitVhtmyN0tEVpKsnSCAYZMb0JDOmWyoqLKGQFW+OoCHo5ftL53yxnqeOob7esGGjw/btDpFwguJYkob1dbDyZ7DxT3KtUn3SaRqIwvTLpNOh6mgR7JLdSGdDIJ1XJ7NTfIRtl87eYr5297e4c+HnaG1Ni2elpZLzzvdQykyW7OcjHE2OMr/T0q/DhGin+IW3SgSJ72EHImifdLeIlMYZ87aatfCdf1zPTY9+uz9Ura9PzukLX4D3vU+EFb+MDoUGevGOlkxPJYDycL2kRNl4h9S5Eq3psLbKo6H8AKg4TDqWYlPknRIqzZISZeaIO5Qu+dldPLTwXLrjA13rnn0Wjj9ejjEf7RrXury69VXuXn43dy69k+aeZnqT6fC4gFefmFU5i/3G7UdpZHjBtKm7iVWNq6jrqMNgSHnefEETJOAEmFkxk8sPu5x3HvhO6pccyF//anj4YSkb/dE+Z8+WcOi3vU3aDuPHi3OA/2xm0719stUr/Oejr088ovzch4VGBaV8EW+TYU3rn4T6x6XBkOyEYDmMOxrGHS8xq8XTpMcmXOU1ZIu8zjGv4Wst3D9NGhujYZghdCEdltTeDlOn5a5tzH/VDmgYD56KitIjhnDDDeLDORIM4OCF2nn/BzLmGeQSpLxPd9D/vl5WBjz1NeheQap1OXRvx6Q6MZEq7P6fwcZmYGIT5QURKsEEYukcIU6oP67W+kLD4m9iln17l4f/6rp5HPv1V4fMv/hiuOeekV2CscYf0ry9XSZ/+Fh/tMFMj6jBeW4G96T5n5leNF//uuQCy8wB4Tgyqs1ZZ8m8sRweeQipuDRCWxdD6xJpLHbXpb3RSudCbKokEIzWyoswVJruDfWTCeJ4AmViYCLB7q2SfLFnO/RsY9P6Pi753fMsWSY1Fl8cmztXhh9/z3vS3kbFxWPjsuqHtj32mAiVL7yQHmq9qsry9rdbjjoSDj5ERLuKCkNJidiPRn1hzgwRJwd7J8k9t/T2yvPR1QWtrZYjjnDo7ZUQtKVLpbfU95LyXdFjMYgWWaJRS1mpQ2WlVGKDGZVYcU02uK7pr8j6n52dIr62tUkDNGJ3ctsFfi+4Q78AX3EonLtYvo/GFXt3BhLw6En0cOvrt/LAqgdY1LCI5p5mkm5ySGz+1LKpVEQraOttY0v7lgFDwRoMASdAVVEVh9cczjv2ewcfPvLDxMIZfsirfgGrfyUCji+kWxcO+F+Y/D/i2RkqlWfez9Mwbf/cybHr1sv3/lAS0o0m76hwAiLmm2BWEc1ay7qWdfxn8394Yv0TPLPpGera6wCIGSh1oMzximkjd+qAcXM5buqJzJt0LEdMPIqKovFpcTazEm5dGX10xQ9FBPLDVowDk86Dg78ijRR/1KDgGMRzJLtF1ApX5Fxl8WLxVBpJPqXRMqLqU8MzXj6lsVB3HE9M2rbLNX/3O/jMZ8ZOVIrFRPD++MdzrND4Cjx/iTe6U56EpWCJV557v8XZH4KDvizvhFTvyHOBLL5h5N7R4Hk8ZeQSOvRbcOjXIN4uSYzHeACUbhdq1kOn93xFg1EiThCLJZ6Mc/6Uw7h+/5M4NOLI/uKtcgzBYu83mfnb972xDA19Pfxi83J+vnml74NICpdOz4XPcR2urPsrr/3nNFasr6Io6pJMOqRchw98wHDxxdLZ5XsW+HWLzE6HXXldZIaxZm7///6fjC64eLG8O/zwl6uuEq+GQw4Rz6CSEtkmHodkXy+2rwkTb8Ik28GmMH6yZG8kLuuNxmWDZdhwNSYyjmAkQiSSriNXHlQ7MIVEISgBTimDr1wgnqQ92+T5jUyACSdB9QlQfpDUdcKVpJwy2ruitDYnaWt1ae+wJBN+Hc/iusbrXDE4jiESkXp7eWWIigpLLNwp16ivUTxVjZHfTNOrMu14Ftu2VDqHTQjXBLFOMZTOwkTH44RLMZEq8UArmuSJqAH6E6m7Kfnd92wVG6t+nv28L7Ns2iT59tavc1m6qI8NG1Js3RagsSlISalDTa3D5EkuE2tdamot1eN8b2mv3hGGYNCQStl0TqG4CGmtrdDQYNheb9i23ZH6zTpXko+v+rl4QQaKpIMk1SuCyrR3SyLyikO90TbjGd6NGVEWxsA/po2q89+91LJkiXTULlwo3klbtkBzs6WiAg7Y32XGDKipsdTWGqZPh9paQzhiCAbNgBFmM9MLSGedpa/Xsm27ZdNGLzl/A6zfAC+8OKgHMNkNHWs8J4BN2K4tdHSsp7NzM/HuepJ9TThuH6XBCNFAkEAgTMiJ4gRCGByMdTH4HbZIHZrUABOf/dNP+O3TV5MiRjyjr+lPf5K6dG+v/H7HenTMZzc+y6m3ndr/f3rkOMvckmq+PPsoLq0sIRZvlFH7sN6odJXeoBEZESyO30BN0Rzv4Q91a/nxltU0xHu9PQ5k51vfSXX5LAhE6WiH9dvGs25LJVsbithcF2VdXSXNHaV09BTR0xcjUlJEcWmUWGkYrIMTcAgG0wJxKgmJpCGRMKSSFmNS9PYk6Gzto6ezh3Cgh7JYF88tPnRsL+IIUUEpX9TWDg07CwIVyMuiNOPTz2cUwstjFPRyGQXT+Ywc4+Ux8nIZJZNwRCJrHqPmvrm8Pm01r78uScA3b5YGYU+PeMz4LrlVVaKMfvSGWorahhaCiaoaljxe35+TxRciEgkRKhob5RSbmqSx+ZOfiDfOiBkDz6iFC6VC0dWVFrgCATjysD6efrxTRLxEJ6l4J8neLty+DmwqIQLSILXd+CIeBuuH4HmFSdHSa3CSbQMO79GVl/J67K+88rJl+XKX5mZLV7fDsccaDj/ccsghlsmTYFy16R9VIhYzFHmRjY4f5WfS+WYGe+ukPZQsnR3Q1maJFQd48UURHBYvFuW7vV08ZI45RipX06bJvfU9o0pK0vlHfE+hTLuDPYT8xKL+qAPNzRLbPTiha1VVOkY4b8Mkt62ABf8rFSsnLI1st1de8LOukkSRRRMzkgg6EuY4guF+BzAoieA7Lirh4UcCQ8751VfF1T1v55vslpF0mhdA00vQuQG3r42mrhpaY+fSFjiC1tT+tPWOp7WrlNbOGH2JMC4hcAK4riGVNLjWYF1LyvW9wiSkwglYHMdiUy4BkyAcjFNe0kNFcTvnX7EfkcjA32Vdex3/WPkPFtYvZPnO5axpXkNjd6N3zQDrgBsgaKIkky7YALgBsAGiwSjTKidz4Pj92H/CHM6eewYnTjuOUMgZeP26t0HTK1J5bXxBKtB9jVKJrjhMcq3EpkjjMFyJDVd4AnxJOmzLaySYf+434l6zlhS8cNy/eG7Tczy+/nEW1y8mNagiNBYECHBIzSGcOftM3jr9rZy55eeEGx6XRp6bSHvznLtYnuuUF0abOaJKLnbTgzWeirNg+wI+9uDHWFi/cE9ObwAGw0eO/ghfOOELzKmaI6L9ih/C4q8PFU6O+jHM+ejoR/saQ/7zHwklHcvcQrHYKPIzbfk7vHCFd212s84ViEJ0Ipz+OJTOHtEmt94qI9Fm5hQZtVnPS+DHP4aPfnQXK6f65BlY/Qv5jruLDUZBZAKc9oh04DW/KoORdNdBog0bmYCtOBSKZ2OjEzBF0tlgimo9wUdEBdM/1HcAf5Qm66b6v5sHD8pu+4gfwNYHpJMj2ZkeQt1vhJYdALHJ4m0XqhABymbkEfI/H5gz4nJrfi/Y6uNlZKZkl+f1XcK06edRM+UMCbWLjJdQQieQEfK162vek+hh6c4VpEVoEfLXLg1w2TnHDln/vPPgX/8a0WHvNn5V0ffuBanH+rn9Eol0R9hYMqqBGawrZXZoGDG8aysDUiz4XtL+PCciZf4z7xBPzsH47wfrjlyoHAWtrfDPf4qwsWABbNqUHtXxvPNg6hSXA6ZvZXrNTipjTZSEm4gFmojQSDC5HSfegHHjGJKegJfEehEHliDWieCGawlv+zNOaqCKb8PjMId/G7Y+CM3zpXFvgvLeH3+SPNOlc0gGJ9KVHEdnvIKOnhKvjmpJJiyuK1Mqla7zOI4hEDAUlxhKywwl0R5Ko22UhJoIuw0Saus/YMluaFkEza+RapyP27wEp3s9TqodS5AURbjRKZhwBUQqcCKlOJFKL3eXIx67FqxNiYgWbyXV10aw/p/psE+fyAQ44znY8W8ZEbNjtZeuoxkbLKcxfDaNiYPoSE6hI1lLR3wcHX1yzu0dQXr7ArjWkEwZkknjPf9W6njGJVbkUlqSoDTaSWmkldJwI6XBekqDW9jvwi/jBOT5ae1t5Ycv/JAX615kddNqWntb6YwP7WEJGOkk64h30JvsHbK8KFhEebScmRUzOXbysXzy2E8yp2rOgHUWLYL775ek9qtXp8PTysrg1FMlsuOII8TLf8IEme8LZNkGLIChHaV+6ofmZmn3bl7bxP8ccqt4ZDW/AgTkNxYqJzjxDJh4FlQdKZ0xwRIvpcngZOsZcaS+CO8dhLVuv5eS/IbDUma2LCS44HPyXrBJmW+TUHYwHHaDN0jVBM8DMEH/u98E+gVK6RyWunwqZbxn2sUxFmP8hpvvxe4JnCbgjeSer5jJ3KiglC+yCUoF4AP8kdv4ACUl6eSzAE8+KTHXvb1SgfRHBtjdxLY+fvhKPE5/4sKVKyVutalJptZWEZz8Qt7n17/J/cB/65t2QOHhT37OFz95bnOzFFCJBAOG8z70UBFcMsUAPxGv750zWvxQrWAQQm4zgZffJy+B7jrwR7WLVJM45nY64tV09FXS3lNKe2eY9tYUPT0p3JTr2bcZXkKm/9oEAnZQDiV5GQZCDmVlQRzHctrbht40P/bav175KEueeQY+8AEREv0eSJAe/i9+UbyUfLfdsUgy5yeyiz4+h0D3uqErXNKRHq41Dzz2mHic+WF9PhdfDD/9qeQvGm1SyBGx9rfwSpbW2eE3wsFfHv3+RiE4NKYMr5/4KK9tf41/b/43T65/coD3zVhxzKRjOHnayRw7+ViOnHgkc6rmZB19yVrL1tYNLNv6Aqu2v8Ly7S+wZecSQjZOwGQ4NZr0uALV0QpmVsxizrj9mVYxk2kVM4iFS+HVa2RI3Ayu2hnl9vYU1nfh9ggZw8nlVVxeXc254yZQHS0DE5bnLVQG4XLvpe94HkaeBxyGpp5WHt6+nDs2L+SZxo0kXF+oFgxwcdUkbjr9GVq2biTesIhg7zqi7haKqKco0kfRuEmESyoJFlVCuAwbqoao9KD359rzG8L/vhATbx7Rdd+YgF+1wmORw1i+czlJd6CS4BhHKo7R8ZSHxhOlDKwMCpHZ/rUWUjZJZ6qFttQOulItiBA/UIyLBUo5bNxxXDupnPN7H8YM9k455Otw0LX0j4IzUvbACy0bjzwiv+tM78vdpbhYGl9/+9soNmpbDk+dKSKqO8rfW6AYak6Bt/xNBJJRsGkTXH65dMyMJkE5yHkeeijccYfkGBsxLYth2Xeh7gF5jkfrseT/3kr3k2dn+nuwGFavlpGxXntNQoc3b5ae/rKiDk48qoFD5zQwrWYHtRU7GFfZR3lZkmg4iWOSBIx8OsRxSJIihGvDpGwI1wZJ2SCTmr5NkI4Bh2KjNZjM8MJkj/Ty99aLV3nvDuitJ9W5gfbWFbR31dMZ78B1ooScAEWhGGXhUmKhYsLBsDRbrPfHADgyqIvNkkhkMPt9Cub9fPQVgFGE6fz+6au5Y91veOml9OjD8ThccIFMb32rNAT9Ebb83JCh0NCOrGxh737HpS9w+oJlV5fc19dflxGxtmzxwusS8uwdcIA0QqdOhepqS0UllJdbSkskr17AQbxzvPBn34vXr4P5nXe+Z3dLi9RzGre1ct01r4v3Rtty8dDp2+nlB50rDbdQqQh3oXLxajjuU7CzdegFnDAOVjyOdGBmTkkRIuNtkiYj0QptK+Wz6RUZbj5QJBeo6mgJOas9XTpXfO+4TI+Z/kZvxvel34Xl/7fLe3zjA1/mur/dOGT+DTfAN76Rfg7GvH659UF49h1ynpmdDnOuhmN/I0LP7uSYHQE7d4on+PPPy+S3XQIBOO446TycOtVl1pR2JlQ2U1XcRFmkiVigGSfZRMD2eJ3RKfHSwWAJYAngEsANlJN0xtGVqKKlexxNHVU0NJVwcXi29z500rmMIuPhHSvFqzbRLu/FsTxv6/Lqluf5x5pHeWHLCyzduTTdOZgHYoEypscO5PBxx3PalNN5x8RZFNs1FCXWEIxvpn5rgrUbYmxpm8OWnTVsqJ9IU3sZrR3FtHUV0dlTRDAaxgkEcd2Al6vSeO0jQzJlvfLCYl1LMJCitytBMNBLeayH8pJuPn3aNzjrgCwv47c+AFP+J2/nzrZH4JlzpHPbptJl+KwPwvF/kN++3xkwks7vMa7z5IM9FpSMMWcDP0Pq87+31t44aLnxlp8LdAMfsNYuGG5bY0wV8DdgBrAReLe1tsVbdh3wIcSf7tPW2keHO769PsrbaBgDj51f/1oSfvkj5/ijPn3mMzJywKxZ8nLPFAQyk0FnC43JlszP91ryt7/nHvjwh+V/fyjuZFJigX/9a/nfF7P8SkbZ/rU4O4b+QGxNDYnN9VkFpcwhI0GOufRHN2C+9U16iLKNSbRSQQuVdFJCF8V0UUxPqIxESSW9xVVQXEqgOEygKAwmgOs4GMfBOg7WCXo1jBTGdXG8HkrblyDZ1Yft6ibS1cy4yEY+eNNv5CACRZ5rb0J6iS9Ynz6ZZFe/x0u6ERhMv+iNF/v394kjLiyeWHoG/4k8xksvWpYtc2lpMXT3GN52uuWIIy1HHA6TpxjGjYOSEkNxcXqUBF+kstYOuY6OI8+fL3b19qbzN3V0WA4/3MFa6WX4858l9nnFCrlcfiz77NmSO2rWLBG5/JxCvsu7P/n4gwhmuupu354eMnb9eihpf5ib3vURqVhBusIx5SIJERp3jNfjDbtMJrj4hlGFM7T2TuLvZiu/+Y1UZv1Em93dMgz3ySfDiSdKHLQ/AlpPz+h6/P3hhpuapDKzcnkvl5/yL2hZCI0vQcdaSLTIhZ5wsvRslB0IsUnpxKPBEukZ7w9pyKhM/mPKiJ+tsrXQkaWoiRqHoypqefuEOZw4YQ6zy6ZgQpkJ76Npm8bpP4aWvg5e2bGcp7cu4N/bF9PQ05LV7j3HXcpFtTNZ31HP69tf5+4d27i7aZRhviPgu6d9l3mT53Fk7ZGMLx4P/7lc3N1TPd4oQ14I5FvugOoTxavA790HpFfZa9CawK4ren4Pkp/k1Ov1Ovm0Ep5/QYRhv4GVSkmPWk3NwF2k4n3YuIRsOEYmaYhkfPp5LPrLGEcqtDaAxYFAjECkhAX1r/P5B6+ntc3tH02lr08af9EdJ3NI4J0cNukAJk8y1Namk8RXVKS9PzPfF/5Qtn3JBC9t+zcPbribzR0b+j1ZEwmIJ8D2lvLau/+H2Lpvykhbbi/9IwlVzRNhYNLZ8r+bkDJ1uLwVo/XK2kUIOEi5dskl8u7cHW8lv/F7003wsY/tRqMr3grPXSS988kudumtZDwR8+Dr4ODrd7uVZy384Q+SLDSRkHI/V/nldxYEAnDjjXD11QPNplLpENrOTvn0O4D8Dh2/vHeSLcxw/x+z3F9TbDeQoghDkiADL36KMCmiBOglSRnbnAtZ43yGjsAhBIPiMfqb36Tvmf95xRXw5S9LiLIfrjzaUZKykZmHJddIjdZa1jSv4dG1j3Lvint5eevLA/IclYXLcK1LZ0I8AcKBMAET4C1T38LFB13MmbPPzD3SmpuEun9IeE7DMzLEuxuX98CE0yQReeXR3vuhSt4NwWLApnvCM0NjR+EZBcBlEkq0eLGEQ2/YIMLkli3y7m5qkutbVCRe0jU1MrhBejQ7eX5CobSQkxkW3dMjYpE/xHZvr9QDstGb7OXFLS+yaNtyXl63ggUb17F6Wz3ES/q9ZH0PWqzT7z07o3IG+1XPYXbVDGZVzeCgmv2JhkP9nXklJfIun75wBoHeTVmvQcbNls+xVFkyPZB6d0gdoGerF5a/k76uTfR2biTV14IxDsFAGIKlOJFxOMEiHK+zwXFCOCbopXawYF0MLsZ6lb+NfxkgYPfGIzy/4X9YNeFuFi2SwUcaG+U9ccwxch8rK9MeJP7IsKWl6d/V4FyZgwVDP5+Pn56htRX6Gtfw/pkXQ/tKKfuT3fK+rDwKjv4xVB2TFt/6vUAiua/54htGVM9bWz+buZ9fSyQiz5/fpvEHInFd79041rl93AQ8fDR0rJJ6R6ITcKU+9/bnJKl80ivIAv65DlNojeJ9+NH5J3B/oJieXpdezzvVTcHUSWFOmvpWTph0KsdPO5rqyjBFRem6fTicfv/7l72/jYbLsh3LeHbTczy+7nE6+jrS99uCdQ0/LmngWJZ6R+HQ76F69nwRSvuvTSqjHrkHWHne6VgNS74JDU96Ak5I6nSls2H2R2DSuVAyU56tzAFITFCeM+N5/fgsvmF0A0ad+kA6dLSnTuo/qV4onQklc9M5qqI1XvqbyoGe9/7nI/NEzB4pI6jzjDV7JCgZYwLAauAMoA54FXivtXZ5xjrnAp9CBKXjgJ9Za48bbltjzA+AZmvtjcaYa4FKa+2XjTEHAX8FjkXGFXsC2M/awWNcpnmjCkrxVJy69jo2t21mU+smVjWt4v/e/r2c6z++9jGmV0xnWvk0osFdl27xeHrYZH9koR07LJu399Da3odxLI5xCIUMJaWWirIAkbCDY8QjJhhwCAYCOMZIOW4z3O9cX2RI9+hu2yajfnV3p90YAc49VyqryaRURP1GRqaYAekCavD7YbCLY2Y+GL9SMhIPkY6+DrZ2bGVr+1beNvvtOddb1rCUyWWTKY+U9+dXykltLbQ3wERgAhLC6E8VRTBhPIybAOUVUFwCRaUQLhGXaMd3cfYKjA0/HjjiwkhxJBdUygZpO2kl7YmadA6l1hTtbSm6Oi2u65JKZnpGmf4CP1M8THtIGZyAPAulZQ5l5QFOP24D4c6F0gPbuRZ66rF9LdS3T2VtyzGs3TqRzTvG09BcQUNzGY2tMZraimhrD9PRFaS31/Huu5EyEkmm7BixGQ67lJYkqShNUFXeQ3VFNxMqO6gd18Jn/+9k3PZ1sP1RAi2vEOpeQjixiaDbhhsoxy09CFM6E1NUKzmzSqZjYpMxwVi6R9tPHImhP67fJrzQhgTm4SOzX+M514BNkUqmWLelisVbDmdtyzEsWVHM6g3FtLSGaO8I0dkdIOUGmDnTZUK1JRyFcFBi+v2hThMJL2q1D+JJ6O2BrVsdtm4zRMMpSoqTlJUmWPW+H2XPRxYBijKmmDf5rjq+lpP56b+77aDP93vbZpDMVuSXH0jgvGVDfw+7qkhnqeRk3T9wVQP8vbeYrsTA30DABLBYaktqOWT8IRxQfQDTK6YTHCYPSleii3VN61jeuJwVO1fQHm+XttSgEJsJxRNYNy1JSbIZgmVeIz4lFbyLtsmLPdEm18sJS8VuuGGTR1Gpm7/+aJ5dcSorYz9k1SpphPlhq8cfL/myxo/3kjWWQHHMUlQERbF0pc5xwDGmvwKf8u6tX0ZbKxX3np50w/5HP5Lk8n6eE78Cfeed6TwGqVQ6PHasSCS8EQGtFcGk7gHY8YzkQ0v1SiPCTUr+jfL9JUyoeLqEskb8ilYF6aSv3kNtXamcJ1olROLxk7IfwAgrV/G4/Ox+8pN058dIKC4WIf3OO0fprQMk3SStva009zTT1LWT7rqHmLbjAWb1rAITIOAOCi8IlspzOPvD0oNfNnfA4uaeZho6G2jva6e9r536znpunn8z7X3tdPR10J3opifRQ0+yZ0BuMFwD246BZe+GJe+FrgkQ8HpVUyFMcRPFR/2T6mOeomb/jXzm+E9RHaumLFJGebScz39wFg/9c2hP65o1IrgPS6pPcuI1L4D2FeKx4SalYh2bLA2OyiMhUjVk0wsukNHrBotgL7wgA2Qkk3vuiT0Smnua+dLjX+KOJXfQkxyb5FTFoWKuOuIqvnP6dyiPlqcXDPaADwOVSPqE4kFTORAFokUQK5MUCsGATAHvM+W7Bvl5DVIwtx5Cg343/4jB3SNTWy3QTWxAcuokwQGTg9ufmDo4aGmIBBE8F/uODrojDksalvB6/es8uPpB/rVm7OPsLj/kck6deSpH1h7JwRMOJtq+QsqplkXyfPbuFM+R0llQcxpEJ2FjU6CoBhss9fJUxSAYFe/R/nA2A0u/hxmBlxBA3MKGVBHrT7iX9S3rWd20mp+/8vMxP9/DJhzGOw98J7OrZjOrchazK2dT88Nbhs2FaoFeonRSQgelJAni4pAigIszYEoRIEBq0Fy3f16IBKV0UEInkfZGTJGRPJnNr0nYascaEdTibfLbj02CoskSLhYZD7GJEB6Xkcco6NWpAxmdLkn6B/X5z3sHeCl39JRw2S338u+1ZxKPyzsqHhfR7Ic/lHQakyYNFNkdJx3hMZJ3pN8BH4+nR+E1RgRL+prFA3Hn87hty0l2rIPeBhybIFB2AG7JTGzRFGy4Cls0EROtwUSrMU64v3PamADmiZMwfSPzNDr2ay/z6noJXZVclzJ//fqBnVl+REhmREe2dprvdOBvk/mZ2U4LdCyVsLOWRVLG9+6Qcr54Fky9wMt/OlnCwIIl0lEZKPI8tDI64f2OyyXfhhHkuwXEi/c9nenBOro2i0jbvUXqbH07xUYgKnWNyHiZwmUZz5XXgWPCyCAkyYwcrClY+aOhIf33F8Ndw7TrAkgZHfM+vRSvOSc3y/QppM2ZSWQCXFz4CKk9FZROAG6w1p7l/X8dgLX2exnr/AZ4xlr7V+//VcCpiPdR1m39day1240xE73t9x+8f2PMo94+Xsx1jHtLUGruaWZV4yoRjNo2saZpDb9//ffDbrP9JqjN8uzVF8PEL2bf5sL9L+SYyccwvVzEpkmlk2jsbmR9y3rWt6xneeNy7lhyxxic0UAOqj6Is+eezZzKOcyqnMWMihlYLDu7GlmzqZO1G3q5b8FzrN/aSqInCvFSTF85laGJlIfGUxqsorQoQkksRDQUFCHLcXCcgHwah5Tr4lqXlJvqHw434BYRtCW4riEcgmjY4WNfbKDV3cbW9q1s7djKHUvuYMmOJTmPfXeu84zyGXz4qA8zuWwyk0snM7lsMvsfcgqBHflzF82KgcSNAUJTREN1TRDXBElal/D5azCxKQPX9wu7/hHOxCG3n2U3worvj8i051A95HvWxtqu/KJH0fi+9Fd/5m8vXDFk/tKlcPCBSS+Rdv2gUd68Kd4qjU03meHN4dKfK8ME5CUSHgcrf5xOFgwkLISyncLB18Ph2V9krisu862tMvm98a4LqdW3Etj4ewJOioCTIhyMUxFrpbK4hZJoZ//lci00nLkIG63GWovF0tLTQltfG651+ydrrfw2cDl77jk5r99jax4l4AQwxuAYp38qDZcyLjYOg+kXiyYeczimvDEtVPkNkikzYcJUKKuAkkqIlUCkCMJFEmYTKvYqcp6K5Tiw5HMyetgI+M/D0oEzmNI+OG4rxEYQ8ZGL+hJ4bSKksnR4HXzpp5j9pWulAts8P6OSsUOeleIZUsGI1kqFNlqTHvq630tJckTw1BkQbxrRMbWnYFXCsPn4u9nctpn1rev55Su/HLiSa2QUuUQMEkVeD7s3YTL+9747vqeS602WE6edwPFTjmP6uFpmT5hIw/L9+eUPxrNyZTp8N5mUEK2PfUxCmCoq0hVovwqQ6cHqe3cM58GaWQn1K+BFM3OEgRcjovxEJJdgOZJrsNz7vxgRTzMFU6/DvV8cdYEeb7tBlfx2U4w98AteqWfpS/XRneilrPatcrz9O/LkFWtZtqKc3902lwcfmYLrGnp6AqTcgQ9QSXGCeMLh6COaueryTVx20c5+L08DfOqJhSxumk9XqoXOVBNNiS10uiMLTQSocOA9pXBUBCYEpJHZkIJHu+GRrnTK00lFsygPVVMeqqI0VMXj9WP0vk9EoM9zN460Q2gXoXibT+TLf30XvT2GFipop4wOyjj83MnMPaaCpHWIloQpLg8SjgUIRRwiUUMkKh0Xfqe0Maa/zSCdWRbfocJaS7wPenst8V6XZG+K9pYkbkkZDz/i8Oyz4hkVjcp0zDES6j9vHsyYITn/YrF0OoDRhDf6HmjGiPi7vSFJa8lLPLTmIf6+8u+saVojnr/471mDxRILxiiPllMcKs7ZSeVal65EF229bfQke/q3BQlDNRgOHH8gFx1wEefMOYfjj7mo8ImigZ3Tx9O98FUSboJEKkFjdyOLGhb1C5R9yT56k7390x8uvDXnvj76wNVEghGiwSjRQJRIMEJRqIiKaAXHTT6OoBMkFAgRckJ845lvcNui2/rrgT5BJ4hjHPar2o95k+Zx8ISDmVo2ddjOQNd12di2kWU7ljF/23zWtazDYoeE/wZMgE8d+ykuP+xy6trr+juAb3rhJkB+4zEDJY43GSh2Bg5a4GT5nrLpIitl4Z6JUDWozPrEDri5jayEkjC9Daa3wqQOmNgJ43rA5HiW+wLyDqwvgS3lsKkcGkpzXh7W3D6O5qcformnmZaeFv629G+8su0VOuIdxJNxEm5igBA9kvq0wRAKhIgGopRGSjltxmmct995VBVVUVVURWW0kvE3/YqyG3+S+8BA8tCWIMJpBPoH8clsdPv/WwYO4pP5fwLoBDpgx6b19EVD1G0xLF4YZMPmBKvW9bCzPkJrU5i+rjAlRWHKS0OUFAUpLw9QNc5SUW4JhiAcgmAo3WloXa/TMAGJuIRl9fUampr8kaAtvX2WZ04ZXuV2gEoHxgVkKnfSof3BLJ/WyuklMz7/UAOVg56tZjdI6crr2frdP7KRGTQxjjbKaaeMvmAxyYrxpCqrcSsrScVKsbESwrEgkeIgJiB1OyO9Wf0VAptKYVyLdV2sKz3ViZ4kfV1JbHcPgZ4OnNYWrvufZYR/8J2hJxvy7mfU+/S/Z3aKmoz//e9+B2lmZ+knGCqwjEIIJ4Q8Z5nP1eBnLFPQSQ36ngD8oqSjQ9wdR8pYj7heYPZUUHoXcLa19sPe/+8DjrPWfjJjnX8BN1prn/f+fxL4MiIoZd3WGNNqra3I2EeLtbbSGPNL4CVr7V+8+X8AHrbW3jPouK4GrgaYNm3a0Zs2ZXFZzTNF3y3KmrgMxL15culkaktqqY5VU1VURUW0on/4wkxcXNp722nqaaKpp4mGzgbq2ut2qwesLFLGrIpZzKqaxdSyqUwunUx5tDwj6/1A4qk42zu3s7V9KxvbNrK+ZT2b2zaP2u7eJOgEqYhUUFFUQXGomFgoRlGoaIiHQ8pN0ZPsoTvRTXeim9beVlp7W4mn4jn2PHp2R8jaFRWOvHTKA1BqIOZIJSfmQGkgSHm4iOsXxChxYhCNDYhV6Q4b7j48IMKEdUn6IgUuH3CXUWwGOv7VroeDwzA9BNODUBuQitCE4mqqxx1BcbSSaKSSSLiccChGMFSGCZViQqVeT4q0SA0BnJeuxIxwuOyTXp/Lf1ae5jWsY9BXAn1lHDlrOofMGk/ICRMLR4hFwoSDISKhINNSDtGIQyDoSOXSa6hYB9qLDK4X8udaKw0WC33xlLgBx1MkUkle7PkjT9uBwpEBokZe4CFEcAoZef+EjJ/PxyHgOP1CjYMRTxIMLlZsI3Zda3lqcpLxGT/9ugRM3Ti652Csnq34r6oI7Rx5o3fMqKkRV8qRkitH3Wj3c8MNIxuZMowIbJnCxuAps5KTbZKuXeiCt1wOL0zLbsoxDpNKJ1FbUsu4onFURiupiFYQCoSGrGutpb2vnZbeFlp6WmjoamBbx7Yhnl4DtvmGPPvr1slUXy/Tzp3iydqSEZWYOcqjH9KQ6SGaGdKQGdbQ1SXCak9Pev4/52cPcc47t2eZFyqDS3K02DJwXXjxRQnpXrcO2rZtpCixgurSJs49/CHeceS/KIt1ZN3WrMm+T8c4lEXKqIhWUBGtoCxSRiwYIxqKUhQc+G7qS/XRm+ilJ9lDV7yLtr62/ndTrnuc+gk4uz61MefQj8Hjf8peDuWdjN99Wxts3CiTeGaLp3ZdXXq0yuJiCd/JfKYzP7M9035HQSol5mIzlvGfg45JJ2TNYG7VXD52zMe49OBLGRcbN6pT2dG1g78u+Su3zL+FDa0bBiwzGAImwMpPrmRq+dSR73SMykvzzV14bQ9irN5LP1oxjVOeG1r3LErC/o0Q2IO2VtKBFdUQz+Jt8s73wOaK3NtWRisZXzyeskgZpeFSSsIlWSMIEm6Czr5OOuIddMQ7aOxupLG7cYhAlom9pabgeVifnAlvv7KgJnebsXq2vvE03PDsyNcXXSowwPMuc5IMSql+r7vMpQ5uf2vrvusuZOuT/6CsD8r7pPMs6MqzXNUD1d3yGRyhlyzIM9xUBE0xaIlKn1QiAO0RaIvI55H18NYPfEPqPiNlrOpbo0XtFsbuGLGngtIlwFmDRKFjrbWfyljnQeB7gwSlLwGzcm07jKD0K+DFQYLSQ9bae3Md4xs15E1RdpuRNoLHmlNOkcRJe4O9ZXtv2f3GKF/4iqK8sdhLA3O8WSqfiqIoiqLsGwwnKI0k6rwOyOwmmQJsG+E64WG2bTDGTMwIefMzBo7EnqLs29xwg4oNiqIob2RU1FEURVEU5b+cLBknhvAqMNcYM9MYEwYuBR4YtM4DwPuNcDzQZq3dvottHwB8x8srgfsz5l9qjIkYY2YCc4FXdvP8FEVRFEVRFEVRFEVRlDFmlx5K1tqkMeaTwKNI2qpbrbXLjDHXeMt/DTyEjPC2FugGrhpuW2/XNwJ3GWM+BGwGLvG2WWaMuQtYjqS9+sRwI7wpiqIoiqIoiqIoiqIohWWXOZTeDGgOJUVRFEVRFEVRFEVRlLFluBxKIwl5UxRFURRFURRFURRFUZR+VFBSFEVRFEVRFEVRFEVRRoUKSoqiKIqiKIqiKIqiKMqoUEFJURRFURRFURRFURRFGRUqKCmKoiiKoiiKoiiKoiijQgUlRVEURVEURVEURVEUZVSooKQoiqIoiqIoiqIoiqKMChWUFEVRFEVRFEVRFEVRlFGhgpKiKIqiKIqiKIqiKIoyKlRQUhRFURRFURRFURRFUUaFCkqKoiiKoiiKoiiKoijKqDDW2r19DHuMMWYnsGkvmK4GGveC3b1pW+2q3X3NttpVu/uabbWrdvc122pX7e5rttWu2t3XbKvdfdvudGvt+GwL9glBaW9hjJlvrZ3332Rb7ardfc222lW7+5pttat29zXbalft7mu21a7a3ddsq9192+5waMiboiiKoiiKoiiKoiiKMipUUFIURVEURVEURVEURVFGhQpKe8Zv/wttq121u6/ZVrtqd1+zrXbV7r5mW+2q3X3NttpVu/uabbW7b9vNieZQUhRFURRFURRFURRFUUaFeigpiqIoiqIoiqIoiqIoo0IFpd3EGHO2MWaVMWatMebaAtq91RizwxiztIA2pxpjnjbGrDDGLDPGfKaAtqPGmFeMMYs8298soO2AMeZ1Y8y/CmXTs7vRGLPEGLPQGDO/gHYrjDH3GGNWevf6hALY3N87T39qN8Z8Nt92Pdv/6z1TS40xfzXGRAtk9zOezWX5Ptds5YUxpsoY87gxZo33WVkgu5d45+waY/IyOkUOuzd5z/RiY8zfjTEVBbL7bc/mQmPMY8aYSWNtN5ftjGVfMMZYY0x1IewaY24wxmzN+D2fWwi73vxPee/kZcaYHxTCrjHmbxnnutEYs7BAdo8wxrzkvyOMMccWyO7hxpgXvffTP40xZXmwm7W+ke9yaxi7eS23hrFbiHIrl+28ll257GYsz0u5Ncz55rXcGu5881luDXO+eS23hrFbiHIrl+28ll0mR1ulAOVWLrv5Lrdy2c1ruTWM3XyXWcO2RfNVZg1nO9/l1qix1uo0ygkIAOuAWUAYWAQcVCDbbwWOApYW8HwnAkd530uB1QU8XwOUeN9DwMvA8QWy/TngDuBfhbrWnt2NQHUhbXp2bwM+7H0PAxUFth8A6oHpBbA1GdgAFHn/3wV8oAB2DwGWAjEgCDwBzM2jvSHlBfAD4Frv+7XA9wtk90Bgf+AZYF4Bz/dMIOh9/34Bz7cs4/ungV8X6py9+VOBR4FN+ShPcpzzDcAX8nGeu7B7mvdbinj/TyjUdc5Y/iPg6wU638eAc7zv5wLPFMjuq8Ap3vcPAt/Og92s9Y18l1vD2M1ruTWM3UKUW7ls57XsymXX+z9v5dYw55vXcmsYu3ktt4a7zhnrjHm5Ncz5FqLcymU7r2UXOdoqBSi3ctnNd7mVy25ey61h7Oa7zMrZFs1nmbWLc85ruTXaST2Udo9jgbXW2vXW2jhwJ3BBIQxba58DmgthK8PmdmvtAu97B7ACaZAXwra11nZ6/4a8Ke+Jv4wxU4DzgN/n29YbAa+35q3AHwCstXFrbWuBD+NtwDpr7aYC2QsCRcaYICLwbCuAzQOBl6y13dbaJPAscFG+jOUoLy5AxEO8zwsLYddau8Jau2qsbY3A7mPetQZ4CZhSILvtGf8Wk6dya5h3wk+AL+0Fu3klh92PATdaa/u8dXYUyC4AxhgDvBv4a4HsWsDvYS8nD2VXDrv7A8953x8HLs6D3Vz1jbyWW7ns5rvcGsZuIcqtXLbzWnbtok6Zt3Jrb9Vlh7Gb13JrV+ebr3JrGLuFKLdy2c5r2TVMWyXf5VZWuwUot3LZzWu5NYzdfJdZw7VF813X2ivt4NGigtLuMRnYkvF/HQUSWPY2xpgZwJGIQloomwHPJXcH8Li1thC2f4oUEG4BbA3GAo8ZY14zxlxdIJuzgJ3AH42E+f3eGFNcINs+l5KHBlk2rLVbgR8Cm4HtQJu19rECmF4KvNUYM84YE0N66aYWwG4mNdba7SCVL2BCge3vTT4IPFwoY8aY7xpjtgCXA18voN3zga3W2kWFspnBJz3X81vH2r1/GPYDTjbGvGyMedYYc0yB7PqcDDRYa9cUyN5ngZu8Z+uHwHUFsrsUON/7fgl5LrsG1TcKVm7tjXrOLuzmvdwabLtQZVem3UKWW1mudUHKrUF2C1Zu5Xi28l5uDbL7WQpYbg2ynfeyK0dbJe/l1l5qI43Ebl7KrVx2811mZbNbqDJrmGu9N+pbWVFBafcwWea94dTCscYYUwLcC3x2kBqcV6y1KWvtEYjSfawx5pB82jPGvAPYYa19LZ92huEt1tqjgHOATxhj3loAm0EkvOEWa+2RQBfinlsQjDFh5GV/d4HsVSI9RzOBSUCxMeaKfNu11q5A3IAfBx5BwmWTw26kjAnGmK8i1/r2Qtm01n7VWjvVs/nJQtj0hMqvUkABK4NbgNnAEYhQ+6MC2Q0ClYgb+BeBu7ze90LxXgokhnt8DPhf79n6XzzP0gLwQeSd9BoSThLPl6G9Vd94o9ktRLmVzXYhyq5Mu8g5FqTcynK+BSm3stgtSLk1zDOd13Iri92ClVtZbOe97Cp0W+WNbDef5VYuu/kus7LYPYwClVk5znlv1beyooLS7lHHQHV7CoUJl9lrGGNCSOF8u7X2vr1xDFZCsJ4Bzs6zqbcA5xtjNiLhjKcbY/6SZ5v9WGu3eZ87gL8jIZb5pg6oy1C970EEpkJxDrDAWttQIHtvBzZYa3daaxPAfcCJhTBsrf2DtfYoa+1bkZCSQnk1+DQYYyYCeJ9jHh70RsMYcyXwDuBya+3eEP/vIA/hQTmYjQili7wybAqwwBhTm2/D1toGr+LjAr+jMGUXSPl1n+ca/griWTrmyTGz4YXMvhP4WyHseVyJlFkgInxBrrO1dqW19kxr7dFIQ3RdPuzkqG/kvdzaW/WcXHYLUW6N4JzzUnZlsVuQcivb+Rai3MpxnfNebg3zbOW13MphtyDlVo57XJCyy7PVSrqtUrD6VgHbSMPaLVR9a5jzzWt9K8Ou3yldsLpW5jnvxfpWVlRQ2j1eBeYaY2Z6nhWXAg/s5WPKG16PyR+AFdbaHxfY9njjjRJgjClChICV+bRprb3OWjvFWjsDubdPWWvz7r0CYIwpNsaU+t+RBHd5H9HPWlsPbDHG7O/NehuwPN92Myh0D/9m4HhjTMx7vt+GxNrnHWPMBO9zGlKhK+R5g5RVV3rfrwTuL7D9gmKMORv4MnC+tba7gHbnZvx7Pnkut3ystUustROstTO8MqwOSVJan2/bfsXZ4yIKUHZ5/AM43TuG/ZBBBRoLZPvtwEprbV2B7IF0YJ3ifT+dAonSGWWXA1wP/DoPNnLVN/Jabu2tek4uu4Uot4axndeyK5vdQpRbw5xvXsutYZ6tf5DHcmsXz3Teyq1h7Oa93BrmHue17BqmrZLvcqvgbaTh7Oa73BrGbr7LrGx2Xy9EXWuYc95b9a3s2DdAZvA344TkPlmNqNxfLaDdvyKubQnk4f1QAWyehIT0LQYWetO5BTrfw4DXPdtLycMoOruwfyoFHOUNyWW0yJuWFfjZOgKY713rfwCVBbIbA5qA8gLf228iL52lwJ/xRlopgN1/I2LdIuBtebY1pLwAxgFPIpW5J4GqAtm9yPveBzQAjxbI7lok551fdo35aGs57N7rPVuLgX8iyW4Lco8HLd9IfkYeyXbOfwaWeOf8ADCxQHbDwF+8670AOL1Q1xn4f8A1+bi3w5zvScBrXhnyMnB0gex+Bqn3rAZuBEwe7Gatb+S73BrGbl7LrWHsFqLcymU7r2VXLruD1hnzcmuY881ruTWM3byWW8NdZ/JYbg1zvoUot3LZzmvZRY62Cvkvt3LZzXe5lctuXsutYezmu8zaZVuU/NW1cp1z3utbo5mMd1CKoiiKoiiKoiiKoiiKMiI05E1RFEVRFEVRFEVRFEUZFSooKYqiKIqiKIqiKIqiKKNCBSVFURRFURRFURRFURRlVKigpCiKoiiKoiiKoiiKoowKFZQURVEURVEURVEURVGUUaGCkqIoiqIoiqIoiqIoijIqVFBSFEVRFEVRFEVRFEVRRoUKSoqiKIqiKIqiKIqiKMqo+P8gFGx8uTdxcgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_6\n", "total seqlets: 999\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_7\n", "total seqlets: 551\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_8\n", "total seqlets: 371\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_9\n", "total seqlets: 208\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_10\n", "total seqlets: 151\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_11\n", "total seqlets: 141\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_0 pattern_12\n", "total seqlets: 105\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1\n", "activity pattern: [-1]\n", "metacluster_1 pattern_0\n", "total seqlets: 1074\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_1\n", "total seqlets: 342\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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qqqCubnRiC4IgCIIgjDLDkeG0EZiY8fcEYPMglxlo3Xq37A73tdvkQSk1AXgc+KbWevUwHIMgCIIgjCovrX6Jve/Yu4/YBKDRhBPhrJOj+6YlOdrhmHuP4b6P7+vz2RFHQH5f3YpXX4VAYFgOJTsVB2cXlkI1EB1iFnKgavDLtg1t08NKff0oBhcEQRAEQRhdhiPD6QNgplJqKrAJ+Brw9V7LPAVcopR6ENgPaNNa1yqlGgZY9ymMKfiN7uuTAEqpEuAZ4Gqt9VvDsP+CIAiC0BetzShq7SsgUg/RRmNwHdpo5ke3QKwVnJgxv9ZJ86psUJZ5tXzgLzcCSd44CI4HfwUEKoyJdvFO4C9nQe0Cjr/veHSWJN88Tx62NXAGkKOd7vK7TM5+7GyqC6o5cmp6QNdjj80+Ul17O/znP3DUUTkasa5kt/4zmT75M+x6DXiyKGHZOLWfrKH7RymTSRAEQRAEQejDdgtOWuuEUuoS4AXABu7WWi9RSl3kfv5n4FngBGAVEALOHWhdd9M3AnOVUucDG4DT3fmXADOAnyilfuLOO0ZrLcPcCJ8+klHoWmc6qdEGiDSY9+GNENoEsRZw4m5HNQFoUB63w+oFb4HppOZPAn+l6aSmOqv5k8FbNNpHKAifH6LNUP8qbHkD6v8NnasADZbfCEn+MVA43fwmS3aFwFgjIAXGgifPFVMsV3xKQKLLCFOhTUacijZA3avQuRri7fCVT8BfzitrXuHkB08mqZM9dsdv+7n56Js5cdaJg9r9dze+y3lPntejxE6jOfH+E7nnlHs4fRfzz+j48TB2LKxf33cb118PBxwABQXbehIHQCmoPhY2zO372Se3w64/zkFQoJjRy3KqGkImliAIgiAIwucMpfUXw9pon3320fPmzRvt3RA+zySj0DwfGt4yndbWj01WhB1Id0SD48BbCoFyIxylxCMrAJbXdMicuMmYiDalRapoA8TaILwpnU1x0krIGzvaRy0In31aF8PSG2HDo+Z3mOgEtBF0p54Dk06H0r3M79iJpjOX7EEOkKod87tN/XbtPCNG+ct4eOnDnPP4OYQTPX2Ngt4g35/zfW780o1DOpQ/vP8Hrnz5yj7ZTnmePG455hYu3vdiAC67DH73u+wm4UuWwM47Dyns4Fn3ILx/ISQ6+n627+0w7dzBn9ds9Jfh9PUh3uuoATKlviD3TYIgCIIgCINFKTVfa71P7/nDUVInCF9sutbDslth9d0mO8mJmI6l5YWJX4Xq46DyUJOllIy5mUyYzy0/WP38DLUDyYgRoNCmRMfOMwJU03sDik2RCGzYAM3N0NJiptT7ujpobIR4HJJJM2ltSmg8HrBtCAbNg/mKCigrM8Oop14rK6G6euD+mCB8Ztj0LLx5uhGSdNL8fgEmfBUO/Kf5cXgz033yhh5DWUZ4tjMMkmw/f3r/T1z+0uV9xCa/7efgSQfzy6N+OeRQl8y5hAW1C3hoyUM9RKdwIswVL11BXUcd1x9xPSedpLjrLujIovtccw3885/Dm+XkOG6ZXvXR5lxnY8kNMPVsYDsEJ0EQBEEQBOFTgwhOuWbs2NExDR2tkXE+I8ertfErSYkwXV1p8SWZNGKKZRnxxbahsDAtuhQUZIgtq/8G874HThJ0htHv1LNh9m9NJkRm2ZvlG/wxKQs8wb7zg+Mg+NXuP1evhjffhA8+gPfeg7VrobUV8vKMMfDEiTBhgimjmTwZ9t3XGAP7/eDzmVfbNgJUNGqmSARCISNaLVsGGzdCTY05xcuXi9gkfI5YdTsk+3ofsdtPB+8nlMljY01m41Z4JwwXbzSZR8X+9LBwjnaoyK/g0TMexVKukZJ2IFwLnWvM1LEa2peasrxk1C3LjRvB2/Lxl6CHxQEfy5w4tuUxbQkWcZ3k52/8nL2q9+LEg0/t16fpiSfg/ffhkEPA6x36KchGJGKEbPzlUL4fNLzRd6HQBlj8M9jlx71EPkEQBEEQBOGziJTU5ZrR7JmPxnf7KTnezk74+GNYvNgIJh99BJs2QVubeaIfDhsBado0I8r4fGbyeMwrQCxmRJjUa0eHEXfa203HqbAQ1t4YwO/p9bTeWwynNbudvNyQTMJf/2pKYtauNfvd2Wk+O/BAuPhiOPxwk6EUDpvsAp/PCE1DMQOOx9Pr+/3m683pKFbCF5vREKwnAz9RUJDXU3gq2wcOeQR8ZWAHYSum3d0M0rQ6puE/YeDIl3p+oDV7FRRS3vIebHwCOlYa3zfLawRrnTTleFnMxTPpdODdCCaLUnnc7K0YeIvY76sfUlg0heuug5tuMr/x3owbB0uXQnFx38+GSmcn/OY38OOURVPdK/CfU9zSxV4oC459H0p2N8c8VKSkThAEQRAEYcTpr6ROBKdc82nJ+NHajKzUucaYWHeuhUitGXUp2gzxVvdpufukHGVKvZRtppQJrpMEHNfY2mOeQvtKTKfMVw4nzYWmrlE53lVv1vH3v8M995hDDwbNSEzJpBmVad99Yb/9jMg0dqwRYFJiymCwLJM1FIlAba0RnyZvOJWdS17omyFx2L+g8jCToTRY4WmQmREA3/jjvTwx7xRCsZ4ZGC++aAx/8/JM1pIgfKYYLcE6CMy7FZbdYkQQDSTddqzqSBh/knktnAEoI9ygs3s5DeF3DKSFkK4NsOJ3sO5eiHeY7SczlCBfKRTvCgVToWCGMS0vnGEyKJXHtNc6CY5rVt65BtoWQ8cnpr1vWwqRuh4xm5pM9mMkkn3Xjj0WHn3UiPLbSihksi+POipjZDyt4elZril7FvLGw3HzjEl7fyXH/SGCkyAIgiAIwogjHk6jxVDL2obrJlc70PgurJ8Lm58xPkPKMp0jbxmU72OG4646ynRg8saZUgflMeviuK/axFUAlrt/liuiKIg1Q7jObL99OWzeaASoETxereHCC+He3Yx4FIuZ+aEQ3HYbnHuumZ+fbzKBMtmWchGv12Q3zZoF8ehDsO524z2S6EqbDb9+IlQcAjtdboQny2vKXuw8sIdQVtcPTZ1lOLqvkFVRYV5FbBI+k1RVjY5AX1gFO/0P7HgZtK8wbeeW18wgAI3vQMPbpu1UyowW6a8AX5ERRAIVZp4naNrP3a93jf8Txhg7ssUI++sfyB47XAvzf2iymXSv0tz8KTD1mzD5a1AwzQhQynZjbeVHXrwTVB9vxHCdMP5RkXpjjO5SXg5f/zr84x8ZYlAGL7wAZ54Jc+e65XBDJBQypXnHHWeE/26Ugt3+Dz74bvYsp/AmeGEOHPuuOdfbkukkCIIgCIIgjDqS4fRpYzgEp8618OqXTEcnGUmbVBfvCvv9FUr3NL4fnvyhPz0eiG5X2CEwDMe7caPxKerNXnvBggVD251txklC3YtQ+wLUvQztK92sB8tkSgQnmPNfvJN5eh+cAHnVEKh0MxTcTDKU2+l0TGc12ggv7NcnXDgW4NpHr+Wud64kFjOZWomEydo65RT4wQ/M8ScSZvJ4TIdxqF8P0L19MJlTvkmfkqw9QRgugX5rmajFQBFQ2Ou1FCjBPLqxAHcwShwg6U5xoAU4GOhdjuopMceQ6Ei302DKcve7C8adYD63h7GO1Yn18JJbtQp2263/LCcwgtHDDxux3T9IP+/OTvjPf+CrX00/BOjxlThxkw0Wa+5/I3njTclhcOLgPZ0kw0kQBEEQBGHEkZK6L5Lg9MmfYd73e3ZgAHa7Fnb9ydC9hYZUImLB15NbXyzFMGU4XXMN/OpXJrMn5Fa3WRZcdZURX/x+01nK24YBpgYiFOrnyb+TgI5V0PaxeQ1tMk/tw3UQ3QKxFlM2ox3zfaQyxswR9cwuIzX1IlCFc0odb7xhTMPffBMWLYItW9LHO3lyT8PwnXc2xucpzyqv10weT0/PqljMmIevW2dMwjdtMtPatbA+KoLTYNDaXB+xmNFik0nz2tuQPhgcPmPmEScZMSW5Op4u59JJ0/ak/ga39CxVouvJ+NtjxBVP/raV0w2XKDAapXyFwK/pO+hdoApO+Micl+EUmgbgvPPggQcGFp3GjoU//QmOOcb4uPWXRdnVZbZz4YXw2GM9P+vzlay9H96/MF2+mA1lwcxLYI9fmL/7E57i7eZ6fKwq++efIcGpKdTEXR/exWGTD2O/CX0fOAiCIAiCIHzaEMHpiyQ4OXH4+DojPDlR80TbiZlyrinfgBnfgdI9THmGdky5gp3XvxC1rZ4kg2EYb+obGkyn6a67jEji85mOfSRi/Jtmz4Z99jGlcJMmwZgxRmBJJk2o1NR791KTx2M6WVu2mNHbVqww3iR/emw7BBgvJiMiNSlMVoRb1UiC/r2BKyrMQfcigc0GJrGOKTRTRgultFBKAxXUUcUWKmmllAQ2SXfSKGwcLHdOHhHG0EglWxhLLWW0UEYzpbRwTN0/8FWVDf4Yc9xxa2szwtiGDcaTpq3NTA0NZmpuNqP2pb5rx0mHtW1zjXg8UFRkSozKy6GyEkpKjGFyaanJoJsyxQiWq1ebrJD162HNGvN3Q4PJ6EgJkMXFZnt+f1r883jMpLXZl0QibcoeiZh9bGsz+1VQAK+9ZvalD07c+P10rjblWLFWI2BG6iHaYLLiYi3u79vNltNJQKXFTWUbkcdXbkpp/RVG6PCVGK+g4HhTJta1AbrWuqOjrXYF00azvq/YeLfljQVfhdmOJ2jaE+UzglKqFEon3DKz1BSBaJPZVmqb8Xb40mumRG2wjFSGUy44ETidvoXt+/wRpn97WEpvB0tbG0ydakbs3BoHHABnn20yl4qLzXWcah/ffx8efBD++c/0IAaZ9PlKtIaXDzUljL0fkPTGPwYmnGLKCysOdoVLZUryal9Il49n+l5lMoyCU12t7m47LMv85geb+TUQ8zbP45a3b+GpFU8RSUTwWB5mls3kqoOv4oxdziDgkREbBEEQBEH4dCKC0xdJcMpcvnk+1P8bmudB6yJjHJ6MgKcQCmdC/kTj35Q3zniE5I11O4xed1Qkd9LJXh3GOLx8SPa4g7mx1xribeAv7X+ZLW+RNi/3pF9T7y2f6YTYfe/0k0kjCixZAp98YkapW7/edKhaW9Mj1VVX9xUGfL60KJDK9kkJAlu2GC+oggIjSJSWwpurRinjx7IG73g+nAw102gYr+m2NnjmGXj+efjwQyP4xOOmwzd1qhETJ0wwAtGMGUZYLCtLiz2pybJM6JSpfEoA6uiAmhojIq1fb8o1v/c9k6nxxBNG2EpltBUXm2yPE06AnXYy11JhYfqayTy01ClIvaY+y1zGtk3miOMYkay6OnXQS2HDY9DwpsmYi9SbzBcrYH6zBdMhWG2MpIt2MOWadsD9nXgzDKW1m3mUMJlHTtz4+3StNyWgnWtMFl7p3rD2H9C1xgjRTsy0GTMvhilnQdlss1/JKMY42zICk+0bWvZk0hXDtZsRafmMYDUURisLZTjiLrkRFv0f6FjP+fv8HqZfkLVdG5DtzER95hk444x0huhgGDvWtJ+xmGkSBsqQgn5OTVcNPLOLKSscCpYvPZjFYMj4dykeN/8urFyZzuJM/fvQ1mZGIv2wdiyVuu/5bPZVceahdX2yQaNRs65tm3YgJVbPnTvwSH/heJiHljzETW/exIb2DYTjYXy2D43GVjbhRJgCn8nq+vbe3+bSOZcytXTqUM6UIAiCIAhCzhHB6YsmOA30xN4PjAHyMaMzZU75GG+SlCdJatKks26SQCdwOH09SXwVcNoWUy7WPA86VpuSss5VENpsysniXeArhMBY+NoH0JyllzKmEN6+xe0kx91MLdeINxk2mRyRLaazEmuGi0JQ3zfbZyA00EkBLZTSSUF3tk8SG4XGwumeU0gHZTQTJESfb6i+3qTEDJbPcic5G8moESpS5sgRN8smXGvmHzK3/3X/fTzGtwrzqpT7d8Jk0XgLIDiBluhkvvXjk3n+jXH4fdDRaep5qqvh6quN8bHfb8Qjv98IN9tLLAZvvw1HHmkEqkzT42OOMYbKnZ1GfMwJG5+E+f9tzqeTGj0SGPslmHUpVB9jfhdaG4FpqAJFb5IR810+MR4SYcyP3cUOwJlhdwCBIZSfDTU7chRKcreJ4YgbaYSnpvUVWgKVcLxbUucZQg1wf95F/ZHlwcB3vmOyk8L9JAltL/2emg2Pwjvf7Dva5zDGXbizZu5ceOghIyoHAuZ37ffD0UebDNg99zRidVWVebCQGsU0W/ZritSlkBKMIxHzYGLTJvOg45JLsq+3rGEZv3//9/xj4T9AQVe8C4/y4LE8XLrfpfzPgf/DOzXvcOnzl9LY1UgoEcKjPNiWzb7j9uWyAy7j5B1OxrZkhAhBEARBEEYfEZw+DYJTrM1kEXStNWUkEXd0t9AmiLilMadu7n/9109Jl8doDbiviQ5TnhLvMhlDgbFwxpvZhZxcooBTC+BbE0z5jZ3nerokYMrXYeJpMOYAY5KdKvcBN4vK7/q7bKXTpB1XeEplRijzpHvC1NHJMoJRzfgZEsMRVzvQNA/qX4VNT5nsm0QHWHlmiPaKg6FkN5N1k1dlyqym7gX1W/puq6oSalZn7Jc7CmKq5CsRMllw0SZu+7WfK3+5A8lkz2O49Vb44Q9zZ8FTUwMHHmgyF1LG7GAymp54wmRQxWKmczqsIwN21cCTk/rOL90Ljl+Q9v7KBZ1rYdO/YNPTptQpGTGCU141VBwElYdD0SxTductMVlJqaxHnRKp3Ovp6R2MyDwURqkkd0gMV9yGt+D1kyDe2XN0Om8RzPkrTDjJnMrBCE/DUPocjRox9YMPciM6DXhqFv/MZH0Ns+ikNZzxu7k8u/h04nGT3QTm9/roo3DsseY3XFCwbYMqDIVEMsGPXv4Rf5n3F8KJ4TnBB004iDtOuoOdK3celu0JgiAIgiBsCyI4jYbgpB2oeRw2PGw66PFWI8JgGw+lsUeZDlz+VFMa5smD6nH9d843rCS7oY9yfZj8ppMebTQlckPJeBiODlT9a/DKEX3nTzwNDnl48PsyEozmCESfxk5ytMUVMFyxx/JmH8Fw0bWw+Doj8jkZpUD73QXTz4NEl/EGGmYaGuCss4wxusdjjInBZCNcey2cdlp62by84THhTiZNeVFeHrzzTrqUb906Ez8vz8Tfbz+YNg1mzjTlfNXVxnupoMB0alO+UalMiZQnWMr/xbJMR7+lxWRG1NbChnUxLph6OLR+bM5p6nfvKYTDnoYx+5n2ZbAlaNtQblVTYzx5Nq9vp622hnjbRog2ku9ppKp4C+NKN1JRUEdpsAl/fgBffhEejwfLtYmyLOUeq8JxNNrROBocR1PQ/iIWsT6Rtb8S9V/p/XQcc07q681r6n1trSl3fODB/q/pIw7XPTzYUl5dKaP8lDfX2LEmQbGy0mjH1dX9DASQyXD+hsP1sOCHUPMY4PT8XQUnwdSzjW9R4Uwj1Csb7CAMJrNFO/BAP8v1I+xFIqZM9N13h1902uqpWXIDLP75sIpOSccieG6YeNLXI35JifnNRaPD4780EI2hRu5ccCe/eudXNIT6ZuLayibPm4e1FRE5mogSTUazrv9fO/8Xlx9wOfuO33fY9lsQBEEQBGGwiOA0GoLTh1fA8l+lM3lSHHAPTP0mJGMjagw7IMNiVp6AZbfAqjsgvNlkRaRujqefD5NOh/J9jT+UE3GzISxzDrKNxrToWiNuDAY7H87M4lLbHzkWfSIR2LzZTFu2GG+g1HT1//Yf+8gjdPcIZpZlRI2SEiNglJQYEaOw0Ezl5TBunBmBrjDQCR2fmNLFrg2uyfNakzWXaDMZFOdugtYs5Uqlfnji+F4eXTEgabLm4u1GgPIWgJM0wkW83QhSCfecTzrdjIJYMCNt2psSQdUAHeNF1w7pO95yRCdPPQX/+hcsXmyMwm3bZBjNmpUSfTTTpimmTjWCQmlp2vDdttMeTqmR41JTImFK5DZuNKPxrVql2bxZcccdbvxECFoWQucaOrdsoGZ1Oxs3Omzc7KO51Ud7pJimrrG0hKtoDZXR2lVERzhA0vFg2wrLtlCWjdYanUziaI2TcAj4oxTnhygJtlISbKQ8UEtpfhP//ecfkt/5H1jzd9j4hMmAsfwm48hfDhO/CuX7Q8nuEBxnso1Spac9UPD0rEFnGn3/77/lvnmXEg4bP7NIxGSF/OUvJvtl3DgzL5lMm0WnRjwcComEySxJJMx3YVkmo+zll833u3Sp+e14PEYMOuQQ8/3OnGmu+cpKmHXYWOyGvkKarqoitr6uh9iUEv+6uozQ0NhoEhPXrIFzzjFeRCna2sy1tWVL2ny+vt5cG7W18MKL/f+Gjz+uZ/uREhkjEXOcBQXmHE6YYI6hosJM40s3Mjn6e7w1/zQPJ6CnAba3BIp3hoKpJoOwZFcjQnmLXM89T9prLxEybUHrYlj04+w7OkAmWTQKX/6yKSkdLtEpGEwLxQOy9Bb4+NrhE53sIMv36OLKK+Gll8x1GomYa2/aNGOAfvbZJlsxdV2nyuO25ZoOh9PbWNO5hJ+/cS2PL38cgGTGvUC+N5/K/Epu//LtHDvjWGIxM+hByk8uNaXaptTvpCWxmd8v/xGv1D5OLBlBu2K0cou9Z5XP4n8P+V++ucc3h+f8CYIgCIIgDAIRnEZDcNryBrx5humcQ/oGetyXYY9fGoPfZNhNBwhsXXxadO2QBZj6emOIWldnpqYm03lqbEyXFlgWPPZ4/x2oq67UPXwstDY3vtGo6aB3daU7n0qZDv6U6kZ2qXqPqvzVlNrLKfGuIV/V4nEa8XnBzh9DwjcO7a9GBSpQgTHmHGQalVtewDHCnE6gkzGUE8ez9CeoZC9xKVAFp2aUtSUjGeWKW0xnO1wHoRrjK/Slf/d/7l45GtBuUolOv9dJSLSbv33lpqQoOJH6zqm8Mn8XnvvPFBYuK2XDRh9dXYqCApgzx3SQJ00y07hxcNBpY/E0Zu8kJzfWdQshqddEwnSQ6+vNd7hhA9TUaK79zksUtjxsyp+ijSbbRWP2a9xxMOYgKNrRlLZ5S1yz6FhG2dMgUB4jBjpRiDZDaIPJygttdM3oP8RpW47Tvg5iTVg4qKKpOMHpOP5q8I9B5Y9DBcaCrwiUjbI8bhaVx1z72ukuvdROEnQS+5WDsu/P1xLG/L5lIYQ24LStYkttiHUb8li/ZSzNoUrawuU0hytp6Kiksb2Ulo4C2joCxBM2jlYkHYXjWFhKY1kOlqXxWA5FBVFKC7soK2ylsqiB8vx6SgINXPDdAL4Nd0D7CnMuUmWdk8+ACV8158NX5oo97rCCqSyx7qwxq2cJnHZN0XTqh+WaeKdMuDPag2QS1q/TtNTWkmhchNW5nLz4Mor1EoKqFp/Vgd/qxGvHSQYm4wQno+2gK0L4wPKiLC+g0clU6Vsc5cTwNr2I0j0Fqik/2MD6hokEg2kDaY/HiDDBoDFUTpnsDyfnnmtGmUyJMymefBJOPNGItcHg8GSvZZJMGmHlpZfgqaeMkXQiYQSHnXYyQtfuu8P06SYDqqwMSncei8pSwutUVtH5iWmHMrOrlDKiXDJpzl9zsxGj99uvn2yqjlVm5LWaJ9DtyyFSj8ZGK2OUbekQiq3/jjWq+/896N1eZiEWg4svhvvu2z7RKRg05+yRR8zxDoq198O877rG8n0zegaFHTSZwwc9CBUHAObfrDfeMN5KH3xgBpXYtAna2zXBIEyf5jB+vBE0q6th8hRFME/h9Sl8vrSwallpw/BYDOJxTSSsWbdeU7cZNtXCpo2wLO9uJn7tNrTWRKIQi0I8AYmol8q1/43n4/Po6rApKDDnaNy4tACZutZ9vnRmnm3TXRa4Pvwxj3VdTnNyHUkHkglIJM2r1T6N9b94joohDPiYYlP7Jgp8BRQHBnA6FwRBEARB6IUITqPl4aS16ahu+Tc0vI3TtgK6NqDiLeApwCnZC50/DfKqUHljUcHxEByH8ha5nkY2yrLd0dks178p2d0xRydRz+zUI+SaLVM57y9381Hd4YTD6ZGvdtwRrr8edtvNdJxSN66OA0U7jMXa0n+mQKbYlLpkUqIImA6VbZuSp1deMVkKy5ebjltenvHB2W8/M02YAGPKYhT5G8mzW0kmkiTiCbSTGj3LvFc6gVYWKI8RKSzzqmwPPr+HpPbSlaigpbOEqeObUDWPGPGl8R3j/WPnmRKkMQdCxYFQvBPkTzHZIVN2z+75VFUJG1ZkzMgwsk4JATpm/LiiTVx4cSH/eHQiPp+ioyN9Lu69F045xZxf2zadh+H0B0n85//hqX3czYDI+A0f8QJUHW4ykYZiODxIwmHTMX/rLfM9r1ljOtAFBWa49H33hd13iTK5uokxBQ0U+hsJ+iP4fanvNdn9/eIk0TqJcsUnZbmvtgfr/fNRqSwPF6287rJeI9Qkw8Yvao+fm+/Yk2+ERjQ9ykwHyrDqjXbSWULagbp/w5un9l1uytfhwPu251QOSDJpjNDfe88IE6lOp1LG9HjmTCPsFhSkR9lLJhx0vAMr3oJKtBqBWydRJNN+Z8pGu2WT2i5Ae0vR3hKUpwCPV3V3ppcsMWWE//63Ge2xttaIJGPHwkEHwZQpaXPl8nIoK9MUF4PH7RTb3eWCpqwus6zQcUy70N5uhNSmJvNT/OMfYdmyvoLTE0/ASSflTnC6/HK47TZzflMeXQAPPghnnmlEt62W2G0HtbVG8Fq0yIhd69enHwikBIjqas3UsfVMrVzDpLI1lPvWUKiX4NXtWESxiGMRx8GDo3w42keCfDqtnWiJT6emdRprtkxjbd04auts5s4dfHs0b57JAKqpGWSGkottm+v2yivhqqu2QaCMNptSww1ze2Z6bQ1lm0zAXa6Gna7o+SCna70RylsXm3LVrrUQqSca0WxJzqFN70RrfCJt0Wra4uNoDVfS1pVHR5eXZNIm4VgkkzZag8fjYFtJPHaS/LwEJYURigMNFHs3U+yvo8RXw0dL8rlr3s947z3z29LaXE9f+hKcdx4ccYQRmlJZUamMQb/fvA4GrdNZiI5jtjGUgRMiiQhvrH+DJ1c8yRPLn2BTxyYAdq/andN3Pp0vz/wye4zdY6vlfoIgCIIgfLHJqeCklDoO+C1gA3dqrW/s9blyPz8BCAHf0lovGGhdpVQZ8BAwBVgHnKG1bnE/uxo4HzNe2qVa6xe2to+jITitXw93321u2FPlIeGweVJ+0UUwY0oXEyu2UFFUT4G9BT9b8FoRPFYcJ5nI6Ji7JU5O0u1E+7rFF5QHa+n1qIyRjl5behhH/OI1fD7TqUh13s46C+6/37xvb0/f2A6H2bHW5olxtifYJ54ITz899AGuBk2sBR6tMNkcmR2T4CQ4Zb0ZccvyDc7zZIhMmGA6zJkdZI/HdCoSCdPhGlYz6RTvfwfW3uuOUpZRJnfwI8ZoOBkzJXCDZZAePz+6/yZufeYKlOpZeTh3Lpx+erqUZNjZ8LDJFrT8PTMedrgMZv/KCE2Wb/BG2kM1WA5ONMtbbraXsmHGBaaUsHRvEzcldinL7Mt2lInGEx5KLmglFMsnP7+nCJPKTEwmTYYhpDuqKX+ioWAyNNKiUEnJAPsVh9qGMG+tWMZbK5fx9srlLKnZRCyeAMcD2gbHBm2jtIepxTOZWTaL6eVTmFY+iXx/oLu0MTUVFZlOd1mZ2YfXXjPtxdKlRojyeIzokllSN26cKUcbM8YMOZ9q61LHkBLGe3tlpc5Zc3O6pO7pp83U2mpipc7p174GP/mJaa/DYbMtrzc9utm2kkya7/Ltt02Mri7TDnd0mH0+/ni4805zbGF3YMBUpsv2iG2pEsZ43JyzftGuj5QTc7NL4yTjCf58Zz63/b6Q2loby4ZQqO9JsCxNfr4mkYDjvhTm1l+2Mm2a7s60w1c6pH12tEP7phexl9xAsOU98+9dMtw3u8vypWOMPwl2uw4KpqQ/X303fHSNKVVUGaXA078N086DstnptjQlWG1rubsTN5lZOsEe+xSy6OO+DWJ7uymLHi1WNa/i2U+e5eGlD/PBpg/QaGJJ4x1WnldOZ6yz2ysqYAfweXwcM+0YTt3pVI6ZfgzlwfLR23lBEARBED6V5ExwUkrZwErgaGAj8AFwltZ6acYyJwDfxwhO+wG/1VrvN9C6SqmbgWat9Y1KqauAUq31lUqpnYEHgDnAOOBlYJbWvY2SejIagtNtt5mn55D2jAHztPeGG8z7pDvQ3GCfZg6GRMKUDixaBAsWwIcfmqfTmzebTk11tclOqKjQjKnQVFbAmApNWRkUFGpsC2xb4fEo89ptfKy6O3SJhOk0pTpu9fWmVG/yZOO/Mm+e6dz4fKaDdtppcNhhZujpykrjuZPZ0c0kmyjV+zLN7GBbOobnnVOh7iXTyY93ABo8BXDQA1B1RHpkP8sPnq08+l107aBLFzvjFdwb3sLjj5vsrmQy7f2x775mBKS99zYZIaWlJtsr9TR6KHg8ZruJhOkY19TAvlPeMUbDGx83T+5tv+lM+cph7JHGL6tkN2Mg7yt3Rw2MuGVf0CMzapCjia3YPIubnr6S/2w6j/XrzfFYlsmeO+00OPxwmDrVdGhTmTeZWSOp7zbzNfXd9n5NZc35fG5nv3MRNLwJtc9D8wJTRqgdKJhmytpKdjfvA1VmtEZvCXgL02Vw2jHHrLUZAW6oI3qF66Hpfehai9O2lEjrMpzwZuxYCx7LgyevioR/LMlAhSnl8Y1xxWEfyvKhbD+W5TOdZScOTgKlTZmo+vjadCc4RaCK9i/VsWyZyRY0huKalRvaaeuM4fVAMGBTkO/B57UoCNoUFlgUFSm8HoVtKde7yvyWtXbbm27vKkUiYTLzurrS1+Wtt6ZFJ601K5pWcOlzlzK/dj4t4ZZuz5hMFArbsrGUhaMdHMfB6afkq9BXyB5j9+Cmo25i/4n7Z82ciCVj1HbUcveHf2PeJxvYVBunrdlPU4OHjuYAdFRDxwRI+MHxQtKD0l5s5cODF4/lxVI2jnawbFBoPB6LoN/LxNJqKgqLqRrjY9IkRWWlyeDZsgVefdW0mcuXG3P45mZzucyalSqpM23muHGasWONWGbbCq8Ht71MeUWpHt47yaTJ5qqtNVNjI8yfb8q7iorSnkJgSgvvvjtdqjzc5YuxGPgeydLIegrhjPatrl9TYwz0H3rIvA+FTHtXWAhHHgmnnmqy4PoTxxzt0BJuoa6zjkX1i/jTvD/R0NVAW7SNjmgHXfHsaVQe4MA8+Go+7O6HIss8cepw4P2Yn9cSRdR6KhlfNIEfH/pjqvKrqCqootATRD2UZWe8JXB6y9BHfByCWL2ydib/eOMcnlx9DStWmDZcKSOYHn00fOUrsMMO5t9E2057SGUOLgA932dmGWe+t6y0KNnWZgTcFF2xLi5/6XLmLplLc7h58Mc6AFNLpnLFgVdwwewLsHPwMEcQBEEQhM8WuRScDgCu1Vof6/59NYDW+oaMZf4CvKa1fsD9ewVwOCZ7Keu6qWW01rVKqWp3/R16b18p9YK7jXcG2s/REJy0hhUrTOdl6VJYvsJh1YZOauvjjKv2UFHmobTYw5hym+JCm7Jyh7Iy01lPlWBZlknMsa10R0Y7kEyVpyQhFFK0tUFzs6Kx0XRUbnRzzFrCLaxpWcO9i+5l7pK5NIQaSDgJ02lMeiBSDJESSAR6ZCegrfR7xwblgJUElcSyoShQwN7j9uCcvf4f08ZMYHr1GEpLVXcav9awZkOYNz5ey3MfLqKmNkJLi6K9MUBrUx7RjgKKPRWUFRRSVuyluNDGY3vw2ArbsronSI1wBY42pVI6aRPp8hPqslDKeCXddx8UB5qMb9aW16B1MbpzjfFvcqLo0j3RBTNMpkqgEoLjUXnV4K8w/jbKA5aNUq6/EBrtlizili+qf83K/kW75ruOo/lkQyv3vv4OSz8Js2kzNG8uoqU+n85Om2iXD4+TT0VxIVVlQfJ8ATzKg8cDHlvh8VhYlivSJB2SCdM5c7QmHFKEQzYej6KoyHRSn3kmda41HZEW3l3xEM1b3sPpWk8w1kRxohE73o7fCZOvHAo8XgqDY8nzFeCzvCjLg+2ORqexUTqO1gm0E0c7DknA27bElGRl4vq/dHVpPlrezrMLFjJ/ZS11DTE6Wny0NeXR0RIgQAmlgXJKCwKUlXgI5tnYloXHtnp8x1rr7us5ZZeViHoJd3qJxRSWpQgG4cEdryVwUy8hMAgUulNBxlQE5AEWpqfqscFrY5QB1zk8mTSmJ/EExN33+2vo1blXnwzu9+4BxtimI2wrN2yWVwdIaEikXjPex4GGpOlEn7fnecxdOpfO2BDM8LeTsrwyLtj7Agp9hby89mXmb55PR6xj6ytuI3mePHav2p2jpx3Nhi0L+MeKZ3MWayD02X9HY9EaC7N+40v8ccNy3myppS7aRSSZIBLxQWgMdFVAqMK0l46dkdXlcSe3zVRJlOUY7x+PTVl+EQdMnMNBU/ZjckUFE6sDVFQYUWDBAiNWv/uuyYqtrTUPBqZPN95RkyaZUsaqKpPplRoBMWWEnhpgwLZ7GuGnyhe7uno+GKithZ8dtI/xtzNHbxpsOwBHvWpe3TLitPuTUTyU6wlF9/+Bpbeglt86qPM82N/ScPP1qhn8bco0vK1vEk/aRKOQ5+vCUzkHJp0JE74CwQmmrXdipH3Y/GmvuRRDzY4EKJxFV9jP6roJrK8fxwZ9ClucA6jZZLO5zkt9vYfOkIXfb1NSCuVl4A8oM7KiDcpSeL0a204Z7SvTbrrfdWurprkJuro0lkpSXp7gL0+s5dlPnuWRpY+wsH5hdwZTJray8dk+PNlGJHXRaOLJOLFkrI/Y7FEe/B4/R0w9gtN2Oo1jZxzL2IKxQzs3giAIgvA55PnnTf8/84ERmAdNBQXpeb0ta3pLM9mSLrL9nTlQToq2Nli9uu/2dt/dlPcPN7kUnE4DjtNaf9v9+2xgP631JRnL/Au4UWv9pvv3K8CVGMEp67pKqVatdUnGNlq01qVKqT8A72qt73Xn3wU8p7V+ZKD9HA3B6b2N77H/XfsPbmFHQTyY7sBoK0P0cd+7HRmUkyEAue9VEuw4eEP0dYj9/OOxPCScRNbPLKDchkobKtzXUruvEGC7rz436yZOWgxIavhpuRETMjlsI/xnuIYO14BWYI28r5oFg7Ag/nTis32U55VTkV9BWaCMAn8B+d58Hjz9oX7XOfn+r9AZ76Ql3EJDqIGmUBPhRPYv8tjYJKKbNjAmBOVhKIpAMA5FURjbCdWd5rU8ZM7j1gh5oK4gPTUGod0PMY953xiEpjyIFeaxsDhMXhzGdUBlJxRGYUwIZjXD1BaY0goT2sE3iC8v7IF1xbCuBNaWwqpSaMqHTh/UFpp9idvw7VVFvF/QTrLXwfgTcPwncMoK2Lt2aJepBpZWmMHyntgROnuJepYDl5VD/VgY7zHCXSq82utmxk06nmml0wh6B2mmtOja7ixFR8PmBKxJQDjjPHU6UJuEpVG4feuJPTnBcX6Kuv76rJ8lsWilhCbKaaaMJsoJk0cSmyQ2CTzd71N/p/7ykMj4xPztJ0oZzZTTxIOHreDa17djxzN0qG4NKnU9DHBd7Fz1GMuSO5nMtAwWfehj50ljtytTJpqIUtdZh9NrUITOWCdnP342H9V/hAXs6YcdfTDDCzv5YIoHxnmgxFYE8irx5I0lEahCB8aiA1Voy28eRNj+7tI9pSx0MtpdeqidOIEVv0IlB2lytd/dMP3cQR+b1pD88HqcxT/HYyWwtvLj+1cnnFSb/tt2J0dZVBeO53v7fo9z9jiH6sLqQe8DwMK6hfxl3l+47+P7ukvu4sl4txBlKYvwNWF8qXLEZ/cwgzz05muJYS9xj0bNA77W1p5TKJQWX1O3u45jBNpsJciZN/K9b497Z+1alps47T4cDHgjjC2po7KwnrL8RoryWqkobqUo0GoyciMNZoAIO89cT92tXKoGuMeeZOxIMm2gb+dBKovWWwy+Epo7K6htq6ahvYKmjlLaO23a2nAfRJpzEI+bjGS/f2Brg0zrA63NeY1E0l6UqYeixcV9fcK0NjFbW03clpaeme6DLUXW2uxvKGT2pbDQiO0lJenYBQV0+wOmBlZpaTFx6+tNxqplmX32eLJnBULfrOtYzJQye71G5K+sdAeKKDXbisXSz6s6O83DgdS5DoXM57ZtzrPP1zNu72srdf0oZY43EjHH4vebWEVFZhvRqJksKz0ARaY3Ykp4TsXNdk33PuZML9ZUtUHqOn5cnU0TK3qM8GrbMK5gAj864CpO2GPONpWVx5Ix7l10L3d9eBfxZM80f4Xikv0u4ezdzwbMg5LaWvM9Njaaayp1bTU1mfepc5XKHM08t72PP5Nw2JxPj8dcS6lRoIuLobhIU1XeRnVJLZVF9eRZLca2I9ZifAUjdcYj1vKa32KPu75s7XJG8GTU2H54AhCo4u7N6zl//qPdH08pGseYYAW25We3qt05fMrhHDDxAKaWTEUN0o8kmojyYd2HvF3zNq+sfYWGLpNkUNNeQ2OosXu5xks0q1en28nUuU0k6B4YKnWdpKpwUhYhqfn9VaOkPk9dW5nt5S4VWYY78eRT+aXn2WfcPgS2VoHSD452WLJlCZ80Z3+qdeqH/5V9xQFG6x0OfJ4Y8WTf8vzPs312LgWn04Fje4lGc7TW389Y5hnghl6C0xXAtP7WHUBw+iPwTi/B6VmtdfpXm17nQuBCgEmTJs1ev379dh3rUGkON/O7935HeV45Y4JjKAmUdN9QlwRKGFc4jqr8Krz20Iw5UjfWmzo2dWc/JJwELeEWGkONNIWbyPfmM7F4IuV55T0aqrK8Mnap2IU877YZSiecBCubVrKxfWOP+e3Rdta2rEWjyfPkMbZgLEX+ou7YeZ48JpdMZlzhuAGfpvZHe7Sd9a3rqeus6765jSfjNIQaqOusw1IWkUSEQl8hhf5C8r35WMoi6A1SHCimNFBKSaCEIn/RoDo1CSdBa6SV1nArrdFW2iPt3aUeHbEOOqIddMY6CXqDONqhIr+CimAFfo/pSFnKorqgmonFEynyFw0UKiuheIiN7RvZ1L6JuDvMfTwZpyncRENXAw4OsUSMyvxKKvIrujviCkVFfgUTiyZSllc26H+kUkQTUTZ3bKamvYZIwpgGJZ0kzeFmGkINhONhkjrZXa6S+Y9DeV45k0sm97nmBoOjHeo761nftp72aLr33xnrpL6znvouMzWFmmgMNdIQamBV0yoiyUi/26y9BcZm6f/V5UP1j7KvYyubWeWzqAhWMCZ/DGPyxnDt4dcOrWM2dmw/hvRVxjQoV4xW3OGOrbXpWCXDxhcrGXYHEzCj66UGFkAnMJk3kB5RsvdrL2VEAa9/BWLpsqK6BNwTLmDKQXdSEijpce2OLxzPzPKZ6Q70EOmIdrC8cTktkZbueY522NK1hdqOWq48+MqhbXCYzvNNb95EZ6wTv8eP3/YTSURo6Gog35dPkb+IAl8BBb4C8n35+G0/fo8fn+3Ddg34tdbEnTjRRJRoMkooHqIr3kVnrJOOaAcdsQ4UivFF47uXiSai/Ozrf8XT0DS0Yx4Gnp5TwmvXn4dGm8wgneT1da93/536Dw0KhzySBEkSVEnKPD6UE8ZCYQG2Mq9JhTHg14qYsghpm52q9wVPITHLh1Ye5oyfw5mPLIPrspRop7Iv7V6vvcW83u+hp8DnANdjsjpdEhq6rELY9/c9QiYJ4LUmE47YhMI2obBFV8giFLZInvNjnLZOHCwcLDTKvC8qRv94f1T9S1jKwVIO2koQUwmUclBK4/PEyPOGCfpDjB07k4KDbyDo7cJndRoRLtFldlSnM+S6y9yfe8bssMcLVsp0TZme5CGHpnc+NXhHSpzRSfecWHR0+Sja4xsZi2o8tmb6DFi2rG/PONPrrTcDdVxTWJZrg6A1fPIn2Pw8NM83Zel2AKw8mPw1GHMAlO4BAVccsnyuSBlPl3gPhiwl7zc++zOeWPVjli83HeiU0fwPfmAGadlxx3QZf2qAmFS55lBIlbanOpyPPgr/+AcsXGianFTck05KWwhUVprOe2o0x1RZ8VDjZo7OuGKFGUDi3/825cjt7UZomDrVPKU/6CDj71dRYYSavLx0h7f3dz2Q4JQ6zpTB/9tvwy9+YQbPaGoyMW0b9t/f2GNMmmSa37y8nsfa33nuLf70d65Xr4Zdd01/lhLsZs405z6TzNLt3nGy2Rf0PgeQFpZ8Prhn4T38/v3fM792fneZfPd+eAJML53OpXMu5ZDJhwzqXq8z1skDHz/AnQvuJO7EezzcUyj8Hj8n73Ay01bdzLxXJ/HRR0Y4TNlTnHOO8XDcbTfjbZjyv0udb2cQD9x6H2vqewYI1XxAQdODWI2vQ9sS89u0/Mbbr+oIY9kQnAj+MmPV0ed33H1We0XKODdPz+rzG/44Cv/X6udjeyKrWlYN7SC2gTxPHrtW7srElrN47MrLenxm23D++fCXv/RdLyUebSspkSrpJDnw1gAfRxKEs7W9QGmglIlFExhXMJaq/MqM/nHP68zRDk31b7O55RNqErAlSe9aDMD8kzrDC/+aOYWyKT+mI+Sjo8tLZ8hLZ5eHkJpCNOElmfS4/+55SCRsuO8ZLMfB8nnMv0fKQisFeQE4apIZSdj9h1i5/1pqnSQZT42oHsbWXVhFjaiJe2F7jMWF3wc+P1RWVDKlfByBgOoWxJNJhWeP41ENfcvedUUZ4blnotb9LWOmw8YkxDWgUg99zGAmpR4Yc0ajGSRrhJGSutEapU4QhBEjJbw2hY0wtaFtAwtqFxB34uxZtSdTS6dSEaygPFhOWV7ZNgsJgiAIn1Y+/BBu//Z81i1oYi1TaaKcEEH2mOPn4u9pyko0Y8a4WRv5phTeH1D4/OnOQfeEKenTjk6n/WNeE3GIRrXJgglr4g1LmLFqj747NPE0OORhIF3m2dFhplisZwlojxEt/30yVrwRy3K6b6RTopdtJfF64hQGOsjzhrj79fOZ79yMHVlPkbUKn26kONDIofu3UhxspTS/k6Jix3RiPRrb60V5g6iMElKVaZYFbv/RQafK+Z0YOh5GxyPE4w6JaITiliyjlZbuDcfPd7cxBI+wRdcO2j8y/9xOQrF8AgGTraG16aCH3b58SmTK9EHcXqJROPhg49Hp9fb0omxpMVkiqQyJ4R5N9KyzzMihvXnrLSOw5YpHHjEDooAROsJhc4yXXgq//a2Z39Vl5llWOmtuWwZPSQlkySRsaUhy5J0n0RmJEg5DLGqsNGwLvrTLbM6ecg2Tq4opKzOeqIFA2u8vNaJtZmlNpviUSDrct+g+/vnxP4zfomMygR3Xq/XWL1/PgRMPZHPHZuYumcsNb9zAltDWPT6HygkzTuCC2Rdw/Izj8Xv8PUS/VFZMSYm5tiCdhTXcA9PoJ2egulb3/WBbsl8WXTvo3zAAdj6cmbZNWLxlMS+sfoEPNn3AutZ1bGyvobFzM4UWFCjwKvOswnKrMjLfK8Bn+xmTX0llQTWTiqew17jZHDL5cIoDpSar0ltIW2cBD/29ho66tfjj6wjozQRUE2UFjczaOZ/8Qj95QS++PD+214vt8aI8AZS3wC25t7onpSxSDwJ0yis1NSUj6HgnOhEhmYiTjMcJ+iI4Tpz1HQ181F7H7zeu5tWmjdnOzDYzrnAcN33pJvao2oMdxuyAz/ah/B2mKigDrxc6mvO6EwW2h45oB8ksVtIX3XAQD1lLe8xTDngdyI/BnI1wSA3MrjVVE1ujOQAfjIM3J8EH4yHqgbhbBJXJpe/Cb/f7P7j22u04qm0jl4KTB2P8fRSwCWP8/XWt9ZKMZb4MXELaNPx3Wus5A62rlLoFaMowDS/TWl+hlNoFuJ+0afgrwMxPo2m4IAiCIAjCSPKrX8H//I95r1S69On669MDmaRIlYj1V4YyUMZPquwilTGgdJx3n/2QpYtjLFxSxLLVRTQ0B2hpC7DH3nmMHeehfIzFhAnGdL+kRFNUpCgsdDNHLGUG+bRSD5WNyOUkjYejdoWoSAQ6OjXtbZrWVkW4cT1nj9kHlWg1HTjLYzo8edVw0gp355NmxFqdpDsTQVmgUr1XlZ5UZiZWKoNBw5PT+g6u4SuHvW6BxrfNoBKRepKRdpoTO9PiPYRWtSct0Um0RKpo6SikMxIkqf0ktZekY5FIKpIJRcIxnX0F2LZ2z6nGYzvYlsZWUTwqSlGwi9KCNoom70FHhxlIom3zehLtG3FC9diJRsoLWxk/ppkxhVsoLwlRVJggP1/h8QfxBPJRlsfNTNEoy+ppSO84gEJrB+0kSURDJCIhQqEk7R1eahuKCFbvxsI1s3h38RTWbCynudVLwGpk1pQWdpvVxOSqRsaNaWRMQT0l/jr83gg+TwLLBguTFafQKGXKCI2QaaG1QmuTWZeIQzThozNWRnO4mnfWlvKxTvDRijJWrsmno8PC64XKCotjdj6QIw8oZeZMkwRaWGhEmFSGVSo7I5s/SurYVzYvY03b6m6Lx3jcLScMefjmgcexahUsWQJr1pjMrrrNUQKJNUwp/4TJZWsoL6inNFBHcaCBIl8j+b4WAlYbXtWFIuEeb7pOSWvLzY3wENf5RJxiumKldMTKaY1WsiVUzuvTPuCONe8RTvT0TwvYATyWjx/t9UtOmfgdomEPXV1mn1PlUJlTKkPFsmBZ6A3+VHMhjbEaIk46BVy5GSQHVh7LX079DbtU7dDjMn9t3Wv87PWf8c7Gd4gmo92ZobaysZXNDmN2YGrJVDyWh46Yyezd1LGpx3Jaa8qD5Zy+y+n85NCf9PF7a201noYLFhhPww0bzGBEsWiS2bvUM2eXGqaO20L1mHZKCzsoCrST72sjz27Ek2zBcjpROO4opkkUGo0HjYXGwrEKSNilhJNjCMWLaQsXmd9kaydfOXQZtC+F1sUQbTBtQ+EsqDwEyvfHCU4j5FTRESmmI5xPRzhAZ4dDR7t2y3a1mVLjE9mpEkWFPwAF+YrCYg+F+XEK87oo8HdQaG/E41XQthRaFkLnKuM7G2uD4l1MRpWvFPKq0f5KtK8UfMXgKUS7JbnKMqmySpl6S6UdTDapmwWqHUiGTBlgrBWiTbDpX7D5X/Rh1vdhn9/1nJdq/wYSzYfka2jB180P0nHMd97QYF7rm8IsqdnI8k2bWbG5llWbG2jrjFCYFyTf78e2PNjai6Us8jyFVAYrKQ2WUhIoojhQRL4/XbmTKm1NleD+qGYG7Z60qKgcD2BhWYoZ1hEcmHc++5acQFlhEJ8vXaqZKkFOlbOmJq1hU2gNL2x6gH9tupu6yAYsLOI6Tmam2y8Pv5Vz9j6L+Zvn896m93j2k2f5sO7DQZ6rwXPo5EM5aupRzBk/h72r96Yyv3LYYwyWnAlO7sZPAH6DEVnv1lr/Qil1EYDW+s/K/Mv2B+A4IAScq7We19+67vxyYC4wCdgAnK61bnY/uwY4D2Ov8wOt9XNb20cRnARBEARB+CKQTJqO8dq1xgcl5dORytBIdcJT5T+pm2zbHtifI0XKdyYaNduzbZNZ9a8s/Zjzz4c770xvYziybXrQtQFe2N/4q9h+Uw6jtRGcTvgQlGv8noyaUtxuEUm5HalMdU3B4l/A0l8OKvSyur15o2A+r78OH3xgKl47O2HGDM3++2v22gumToGqsVBSYgb9KChIj/Bq2yZ2ShzIzEwxYoEmkTDlXZ0d0NYOLS2a/Qt+jrf2MehYAVjGUwYFO/4Qqg6Hoh1NZ1Un3dKfDKEtJapp+n4ZKS8prbOWAQHgLYWZF8Hm56BrLSQ6TBlh6Z7oigOhcAcomIoKVICvDLxF4Am6F5BOlxN2d2aVOYbUfj0xsU8H9rlO+GodRLURRwp8BaAtHK1JOAmOLvkeh9pXkGiroKHBXPOJRE8Pp5QYk0mjbz7zS6+m3vcmFj7Q4KgYScukihWqajZcto6SQAQ2PAobn4SWBRCuTWd7+CuheCconGGOvWhHyJ9szr/lDkSTuga7y0Id91pMmhLxp2cYn69M/BWEv7KeBxY/wC/f+CXrW9eT0Gmv0tTosNUF1eZ8DEAsGaOus45QPNTH/L/IX8RFsy/i+/t9nwlFEwbcDpgsnH989A/u+egeQvEQoVgI2zIDEEwumczq5tXEkrHuDPJdK3flwtkXctrOp1GWVzbwxhNh2PIf2PyMKVPtXG3Oi+VDF8xCF82C4GQz8E/+JFRwgvE0swMZ59lOn+vU4D+pc/3s7n3PM6D9FYSP38Jbb8GSxZoli2OsWJZk4yaLhiYPyrKZOcNh/DjN2GqHsVWKceOgoFB1Z7V5vea9Uubai8chFtPEExCLamo3a+rqFPVbYPNmxff3PZ8z9v1H33Nw5Esw1nVzHkqG5JCEHwW7XGPErlCN60vlgaovga/EeMQFKsxv3VsAnnywg6acMPV7Tb0+t6cR6bZCe6iQ377wA95sv57Fi01b6fHA+PFw5pmwzz6mZLSsjO6HEB5PWjTubazdfSS9Ho6k/PnAPJzo6gJfQQfv1b7Fi6tf5NlPnuWTpk/6HUl5ewh6g+w/YX++MusrHDH1CHat3LXPSMyO47CgbgGvrH2FZQ3LWFC7gJVNK7t9EVP4bX+feUFvkB3Ld2TPsXuyc8XOHDvjWHat3JVPEzkVnD4LiOAkCIIgCIKQG9bVN3PW3y+juUXT1ER31oVSisMmHcGJE89m8iSbcePMU+f8fCMIBALpsq/Mp8k9DGgdhwc+fpAXVj/fwyg5kYBYHO4840bGFVYbIaBzlXmSH20w2QKpp/u4Q/tqB758HzRnGSiiPB9e+SHdRlnd98huxkAiZDzm0NQ2lTHuyzf18cfZe2/jMwQ5EtgAHsozHndWABzXy9AOwplu1koyQvfok1vbgUXXDq0MCEynPrOw4KubjcCXCINnkB6hQxzxsT0Jj+32N/74wR9ZXL/YZNpkGNYDTCqaxMzymVs1H24ON7OsYRmt0dYeHkU+y4dt2Xxlh6/wndnf4bAJ+2B98F3Y8IgR9RJu+ZO32Ihusy41HXQnbs61vY3lOff38x25ZV1aa3733u+46pWruv01h4NTdjiFB097cEhlRcmk8dBqadG89cliHlnwEq8sm0eow4eOFmIl8inPq2CfsfuxS8XuFAeKug3JbduICanMk+Ji17C7SFOx+Up8a3+HsvxGxEQbsWWPG2Dq2Ua47D7P22Yune08/2fZIfzwvttYtHFf8vLSJu1HHmnE8mOPNb5goZD7k7LT/lJDIZlMG8NrDYHYcgJ1D0HzB8Y7KrLFeFYW7wJTzyZsT6e2fTLt0Qo6wvm0d/npCPlp7/C4JcnuSKUJiCc0+pM7sJ0ObCuJx47js+MU5nVQlNdOYcB9zeugMNBBaX4bY79bM3B5opM02VGJEEzZDbZkEZUqx8DKN3qU2RkxKiUgW0YE9OTz0qt5HHOcCZjZZp53Htx1l3mfeniRkzYzg3Ut6/jNe7/h2U+eZUPbBmLJGArVLUIpFMWBYiqCFeR587oHGMr87VnKjLJd6CtkdvVsztj1DC7Y+4JtGvxEa82mjk3M3zyf9ze9z+PLH2dl00pmV8/muBnHsd+E/ZhdPZuqgqphOwe5QgQnEZwEQRAEQRByQl1nHd98/Ju8vOZlgB6ZFPnefMoDVfx4z9vZPf8YOjpMpzVl6tzHvykj4+eT+Gvc23oRLcmNRHXfkSD2Kj2ch79+D9PHTBr8zm5tqLZB4Dhw663wzDMmuyseT2eKnX02HHoo7LGHMTpOjXCWMu8ezK70zihLPbn3eMAmajqpLR+aUr6ONRCphWgLBCpNtk2gCoLjTAaOv8Jk3PhK0lk3ZHYSU9kgqZIcNzMk1mpG6Io0QrQeap6EjuWm4w+mQwqw+8+MKBAYazrNKBPHCvQ/IuEQBafMcpyathqOu/c4ljYu3co6Q+N7+36PW46+JT0i6odXwfJfge45qhoH/BMmn+lmlg2BoR5zFh+hxfWL+d37v+PBxQ+ScBKEE2EUCq/t5ehpR/PD/X9IUaCIh5c8zB/e/wNxJ07ciXdnHB02+TAumn0Rp+586oCho1Fjmr54sRFQFy+Gmhpjnu71woQJxjR9/HgYN05TNVYTCGh8Pgu/T+HzpUWZWCw9xePGv23TJti8GTZuhMa6Tlb+vLDvTgQnwikbzLWohtCRX3TtoEXUyovqaejoW4KUyqbJtfjR3Awvv2y80RYudFj1iWbLFkU0ppgx3WHmDM248caMf+JExcSJioJC5Zrqq27PMNvuOZJmPK5JxDWNjbB+vaa2VlNXp6mpUTz4kE1l5RAObBjaSzDm/x99ZIzvP/rIZOE2NhpBb9o0cz1VV5uprMyIkUVF6RJZu7tUMT3KY+9/N2Kx9Kh7LS0m2/Gyywber5ZwC/9Z/x+eX/U8z69+nnWt67Iu57W8zBk/h5NmncRR045iz7F7btNAWJ9nRHASwUkQBEEQBCGn1LTV8KcP/sTt826nM9bZw0zVwiLoCzK1ZGq6U98P4XiYda3r6Ih19BCvLGWR783ngtkX8P0532dKyZSh7+QwdaAyV6mrMx3ozZvTviRNTWZ+c7PpCN378lhKY30Fh7a8Kq44u657W5mlI4mEKdMLhUwnKy/PlCgWF29lp5KRdIbXzANgS9/RjwCoKIWFDxhhSNkZYlTqbwu8hSarx1diShY7VsGW101JTsdK6FpvRv9UthG6CqYZ8ck/xmQ+5Y01w8grb0Ycd1jGVJmjdkcfdRKmlC9cC5EGk6nWuQ6+9GqfXXcch6dXPs39H9/Pv1aaes5QIoRHebAsiy9N/RLf2/d7bGjbwK/f/TUb2zcSToSxlY3X9lIRrOCMXc7g3D3PZZfKXfqem/rX4fUvu0ZiGZlFE06G/f9mjsM7hJGIt9HvJhvxZJzHlz/ODW/cwMrmlUQSEeOpZNkEvUEiiQiheIhCXyE+28dl+1/GhbMvpCK/YsCo778PP/sZvPKKEYxiMZOZs8MORkg9/XSYMsXNLoyZn1LK82awOI4p7zUZkK5fTvs7sOin0PgmKJ+5FpIhKN8XJn8dJpwCwfHpEeJQRvCz8wavCmntjnzreu1YXt55z8+PrvTwwQdmP+Jxs2+HHALf+hZ8+ctQXm7mpbywfL6hHS+Y7UYiZhtKwbJl8N3vwtKl5vx1dJjlDjgAfvhDOO64dOnytmZVZRKJGBHR0Q7eYCjrMvne/OwjDw6hvXS0Qyg+xO2n1nUHlWhvN6LRzEPH4m3q+3uJlVbxxsN1PUSo3q8ejxGrUll0QxEOG0ONvL7udR5c/CAL6xbyrT2/xVHTjmJ29ewhjyz/RUMEJxGcBEEQBEEQRoRYMsZF/7qIvy3829YXHgJn7nIm95xyz/aNLjTMgtNnOu5wx3aSEG81XjnRJtjlRGho6bvcmGKYd0cvnyM742/biFz+MWZ4762UUSWcBC+ufpE/z/szL65+EUtZ3SUwlrJI6iQFvgJ8to9z9jiH8/c6P7vI1JvQJlh7D6y6A8J1Zj8SIcCBcSfAuC/DmP0hfxJ4Co2goZM9y4pQafEuNYpXytw5Va6pbCOeJLogtAFKdhv0Kf+odiF/eOcG/vPJkxToGCWWptDjY1rJZM7Y+b/Yd9xsbJVxXi2PKyCWGp8tN/Nt+XLYdde+WXgHHmhGBIxGjTiSC371zq94a8Nb5lzEWyDeAfF2SnWYy8q87KJazbkJTnSn8UbM9FeZMk7La8RQy2O8hsAVpxJ81LSa3y5/mbZYlxFikxHzPSXDFDoh6quOw0lCa5sRd7s6IdThx7fsm4Q+/AqxiIcJE2DiRGNMn8rCKSggw8PJTJaVHiVyZed8Xmr9Ay2JOqIRiMZcM/oIdD70B2iZ3uent3Qp7Lhj7jKrPqr7iD3/smf337YDljZFxBUh+O934bwPzfuhsLkQ/ro3/GEOtAaMW1lSgZNhYbRGX8rUa387+I2OVnspbDMiOIngJAiCIAiCMOI898lz3D7vdl5c/SIKRSRpsjE8loczdjmDb+35LSws/rnon9z38X0kdZKEk8Bv+9Fojpp6FBfNvoiv7PiV4dmhT6Pw83kRnIYSe3vjOgkIbzIZUKGNRuiKtRIN11JTv4Da5iVY8XaKLCjxF1IWKCbo8Rub+Ey/GcvniltlZuTBwBjwlbElqfjfj59He/KNmIQDsRZUtIljCn2c7u9EhWrSnkOeQsifYsQn/xhX3PGa7Vsek+Gl4+Ak0Mkoczev4MXGjUYASXQakUWb7J0bLqijssAt9dIOdKyG1oXQtgxaF0H7ciPoJTqNAGbnoQumEfNX4CgPPm8Btu038ZU7cqOOm+ye1BRrNtuNbgHLT1N4Anv/33KaW2w6O9OnedIk+Pe/oarKiCo+3/Z9bdm456N7+NnrP2N1y2qUO8YcGLHQb/s5fMrh3HjUDew+Zma3GEWi3bzGO1wRUPcQ8xY0b+DKBQ/x1paVRJLx7m2mxqGcWTaDs3b5Oh/UfsAra18hloz12KegJ4jX9nLWbmdx0vRT8TrFhEL0mCKRtCG91hBPJlgafoXXWu+hOb6RODHojmuOa7eKPTi9+kre+etZ/Pvf5nymvKN22gm+/W044wwjbplR8LYvyymV3aS1Gf1yY2QFTy5/kgcWP8CyxmUknES3l5mFhUZTGihlQtEEigPF3aMY9kajaQm3sLFjI22Rtu55QHe23W6Vu/GN3b7BSTucxIydDzZu4SNNVZVJNRVyjghOIjgJgiAIgiCMGh3RDu77+D5ufutmtnRtIRQP4bN9eCwPlrKIO3EiiQgFvgJKA6VcfuDlnLPHORQH+q8fSzpJDr44QKdK9Plszzq45SUY25llxUGQVHD7PvDX2eD06nMpDbd8UMKx87Jk7/SHCE7bHldrI7LUPAb1/4b2ZcZo2fKZTJ2inUwpX3CC8bAqmAJ548BTkJE9lSoZVOlMo8zR4v61E8TSo5htjMPXtnh4K9T32sr35jOzfCZ3nnQns8fNNobpsZaMqdl4YOl42hPLSYJlM6+5hm+/909WdTTQlYj22fbBkw7mga/ew4TOJbDqz1D3Snqku0QXFEyF8SfCmAOheGeT7ZOZXZU++envQEO3GX6Kp3foMxJhWE3mWd86/vlP4y2UTBpBJB6H6dPhxBNhzhyThVNVZcqWolHzeW9SX322kcX8fpMN1NRkylBnzzafLapfxF/n/5W/LfwbXfG+nm3bS6GvkPP3Op9v7/3tHhlu4XiYl9a8xD8++gePLnt02ONOL53Ojw78EafseEoP8+d4HN55x/gaLVpkMpw2bjRlubZtShnHjzfi09ixRvwrLsb1cMrwdbPTo+OlfJwSCaOzbNqULvldvx5WrkzvV1OoiYufvZi5S+b2GcFwW7GVzTl7nMNtx95GSaAk/cHYsSI4fc4RwUkEJ0EQBEEQhFFHa81bNW9x69u38vyq57szC3y2j6OmHsWPDvoRh00+bEC/jxTxZJxbTyzllj26aPdDMqOEw5cAjwPX/Rv++z3wDmEk7LcnwrdOMaUiXRkZHbZjuuz/tRR++VE5M1b2HWa9X0Rw2ra4zfPhjdOMwKQTplQKoOIQ2O2nUHGwyRJSHvAEBz+UfG/6GS1u+THLuPXtW7n/4/uJJWM9fcmUxbjCcexRtcdWR8eLJCJ8VPcRmzs39xgdz1Y2PtvHN3b7BpcfeDk7BAvhpYNNWWKiI72Bwhlw4P1Q7A6FnqMRAdOj4xl9YMliTc3qZto2raVryzpUrAGvbiHoaaY0bwuVxU1UFjdTmNeG3xPBUg625aCUAygcbeE4Fo626IoV0BoqYUtLGVvax9AerSDilHHFNcVGICyYCvlTCGvF9a9fzx0L7qA53Nd/zFIWPtvXY9h5RzvEkrEe5zbFmOAYLpp9ET8+9MdbLccNxUL84YM/cP/H97OsYRkaTdw1yvcoD+XBcg6ceCCzymdR31nPOxvfYVXzKrTWODh4LS9JJ8mk4kkcO+NYrj74aiaXTB78+U/tR8j4GaUGWdjt6LH4Wvp+j12FVfz1+roeptperxkRsKio52thofGkyvazjCfjvLHhDR5Z+giPLXuMjlgH0YQZDdJSFodMOoSkk+StmrdwtNPthVaWV8ZpO5/GqTudyoETDxQj7S8wIjiJ4CQIgiAIgvCpor6znpvfuploMsr/HvK/jCsct03biSfjPLz0Ya597VrWt64n5qTLYywsbMtmcvFkCvwFW93OxvaNtEfbezzxt5VNnjeP7+7zXS7b/zKqC6tH74m9ZZk6m9FgqNkCwyE4vXIU1Pc1DeeEj80w8kM1vFl07aBHMcPOhzNNilxrpJWT7j+JN2veHFq8rXDIpEN4+qyn05l8a+6B9y9MC2spdvoR7HnD0EZsg6GblZ/RCXUvmWyy5vnQucYIfVbAlAsWzoL8yUYcKpzhlhBWuuV7GX5cKTEoleGlk2Y7T+9gzOAz8VfCf2Xfx5ZwC3OXzOUPH/yBVc2rSDqm5DbgCbDv+H355u7f5K4P7+Kj+o9M1qTlw7IsdijfgUvmXMLpO58+YJbkQDja4Z2ad3hw8YM8tOQhuuJdhONhALy2t1ssz3PFv2OnH8vZe5zNsdOPJd+Xv00x+2UEBWutNcsbl/PkClN6t6h+UY/PZ1fP5qxdz+LkHU9mRtmMYY0tfHYRwUkEJ0EQBEEQhM81Wmvu+vAurnjpCloiQyh3GwBLWZy5y5nc+ZU7e4yut8vFitVlfZev7IJ/PgaHrd+2eI6C2w6A6w6DRC9tQWk4eg28OL3vegUxuO9ROHb1tsUFeHkqnHUadGRJAjl8LTx/H0Pr3A5HJ7l9Bbz9/6D1Y+OFlHBLrUp2h50uhwlfdbeXNKKHZ+ARELeKdownkE4YQ+1exBIxbnjzBv6x6B/UtNWQcBJoND7bR54nj/P2Oo/Z1aZGbN7medy98G4iiQixZAyFwmN5mFg8kXP2OIerDroKn6eXKVIyAu+eZwQfZZlSOTAj4u18Jcy4yJwHLPAOLKAOiXgIPv4prPyjOY+p7CrLBztfAdMvMN5UTswYnNvb6CDeTyZZKrNqID5p+oS7PryLuxbcRTgR7lF2F/QGKfQVcsHeF3DuXucyrXTatu1fP2itWVi3kLlL5nLfx/dR015DvjefU3Y8hW/s9g2OnHrk9g1msDVG0US7MdTI3MVz8Xl8nLbzaT1L5QTBRQQnEZwEQRAEQRC+MLyy5hVue+c2Xl7zMgpFzIlhKQuv5eVru36NM3c5E5/tY2HdQm5++2baIm1Ek1EUCp/tY1LxJC7Y+wIuO+CyrGUib+xVxg/3bWFxJUR6mfnmxeHcD+HWFyGvrwVQv6wphTNOh2VjIJRZypc0o0l942O4eB58+0RYOQbCWeJe9Sb85HX6sfrNjgZ+eQj84tDs25zebLYZ9qk+nVuvA6csh2AWH5+h8MpU2FjUd355GE5sq4K1H8Gmp2HLG8ZAu3ONEWc8BW62zUxTlpU3HgqnmSwcb5HJuEmZZ6e8kDK9m3TCmGhHG6BzLXStNSPSddXA4U8NuM+Ltyzm5rdu5uGlD6NQhBNh4+9UNhONZlXzKrriXeR58tBoTt/5dK486MrBjZAX2QLrHoD1D0DbUrOPts+c/6JZULqn8a4qdv2rUp5VPUbCS5rllaLbJF1ZJgPJSZjMp6710LEC6l41sXp7+Yz7Mhz+r8F9iZlsYynfYNBjx6L6yy7MtWdPf5mNuY4ro7YJn3JEcBLBSRAEQRAE4QtHc7iZ2z+4nVvfuZWEk6Az1knQG6TIX8S0kmksrF/YXYqjlOLEWSdyzSHXsFf1XoPa/qtrX+WyFy5jZeNKIslI9/yUz8yc8XMoDZRudTtrW9ayuGFxHw8av+3nv3b6L35x1C+YUjIFMNkW9y66l0ufv5RwPEw0mTafDtgBdqnchZ8c9hPyvVsv6wnFQ/z8Pz9nUf2iHtvxW34C3gC/Pu7XnLPHOfz6nV/zoxcvR2PEJeV2IRRQFIW5D8NBNVsN14fGIJx7Mvx7Kj20jojXeHLN3gTznuqnM5/ogq4NEKoxJt3xNjMdci00ZTGdLvXCA3unhSdlmwwef5nJ3vGPAW8J+IrNyHXjvmxEnq3QFGrijvl3cNs7txFNROmMmzK8Al8BATvAZQdcxkX7XERZXpaUuMESrjPZXh2fGAP10Abj8xRtNkbliQ5IhkBb6Qwky2denbjJTEpG3deIOS5vkZl87gh9+RNg9d1mvVSGkx2AXX4M088Db6ExP/fku1lWAzDUUr6vJ7e+WIrPui8ZiIm28LlDBCcRnARBEARBEL6wxJIx5i6Zy3WvXUdtZy1d8S4UioAngKUsvrPPd/jh/j9kfNH4IW9ba80d8+/g0ucv7TO8+vYwvnA8L/y/F/rNiGmPtvPdf32X+xff3+czhaLAV9DDWLk3jnbojHVmHaHqjJ3P4I6T7ujhf7O8cTlXvXwVL65+sY+BdsAOcNZuZ/GTQ39CnndwhtbPrHyGy164jEgi0m3MDFDgLaCyoJJbjr6FU3Y8ZcBjyMooZYP0m3kzalk3FbBuMWClR+lTHiNI9XeO4h2w+TmoeQRaFpoMqJQwVzDDHQXQ9W8qmAbBieCvMAKUSsWw0l5TmR5OThKciJtBtgE6PzFZZbN/M7TjFcFp2xHBScgRIjiJ4CQIgiAIgvCFR2vNa+te44qXr2Bd6zp+euhPOXevcynwbb8fjuM4XPf6dfz+/d/TGevsMbpVga+AU3c6tXtYdK01H2/5mBdXvUhCJ7pFH1vZTC+dzm+O+w3Hzzx+UHH/teJfnPXYWXTGOvt85rW8WQUbRzs9RJ4U+d587jv1Pk7e8eR+4y1tWMoVL17BM6ue6fNZqiRxIJFIo/sfUSxvDLefeDun7nTq0IWm7p34FI4I+FmNqx0I10LXOiMORRtMVlW0EY7/GzRH+65TYsGdY9L7lhKh7KDJHPO7GVWprLKdfmiypgbL50FwEoTPGSI4ieAkCIIgCIIgjABaa55Y/gT/8+L/sKVrS49sqqsOvorz9zqf8548jzdr3iQUD3V/dviUw7n56JvZtXLXIcd0HIf7Pr6Py164jFA8RDhhzKYDdoBz9zqX6w6/DtuySTpJrnvtOu768K7uEsCAHSDPm8dtx9zGOXucg2UNTuh5cvmTXPD0BTSEGvp8Zikrq2Ckte6RGZXCVjbf3+/73HL0Lds/tPrnUfiRuIOLO5qxvyD9akHIhghOIjgJgiAIgiAII4ijHR5Z+giXv3g5LeEWOuOd5HnyujOLEk6CoDfIARMO4NZjbmXPsXtud8yUJ9Nv3v1Nd9lb0Btkz6o9+dspf+P8p85nQe0CQvEQlrLw234umXMJ/3fY/23zUO7zN8/n6leu5o31bxBNRtFoAnaAMfljuO+r9zF73Gxawi1c8twlvLj6xW4xLOgJUhYs4+dH/Jz/t/v/w7bsrUQaJJ9GIUTi9s9olZcBWBY4fTPtco6UtgmfM0RwEsFJEARBEARBGAWSTpIHFz/IFS9fQWOokVgyRtAbZJ/qfbjt2NvYZ1yfe/TtZk3LGr7z9Hd4e+Pb3aboSZ3Etuzu+PuN3487TrqDGWUzhiXmovpFXPnSlby+/nWiySiOdsjz5HHCzBN4de2rdMW7iCVj5HvzKc0r5eYv3cwZu5wxfEJTis+6APNFiyuCkyB85smJ4KSUKgMeAqYA64AztNYtWZY7DvgtYAN3aq1v3Nr6SqmrgfOBJHCp1voFpVQQeBiY7s5/Wmt91WD2VQQnQRAEQRAEYTRJOAn+Ov+v3Pfxfdxy9C0cMPGAnMd8ftXzfPupb9MSaSEUDxH0Bin2F3PHiXdw4g4n5iTmR3UfccVLV/DGhjeIJCLd/lT53nxKA6Xc+KUb+dquXxt+oSmFCDDbxlBFECkvEwTBJVeC081As9b6RqXUVUCp1vrKXsvYwErgaGAj8AFwltZ6aX/rK6V2Bh4A5gDjgJeBWYAf2E9r/W+llA94Bfil1vq5re2rCE6CIAiCIAjCF5FYMsatb9/KDW/ewOUHXs5VB12F3+PPedwPaz/kipeu4OW1L1OVX8Wtx9zKWbueNXShabQEmNHKfhlNhtI3FMFJEASXXAlOK4DDtda1Sqlq4DWt9Q69ljkAuFZrfaz799UAWusb+ls/cxl3nRfcbbzTa9u/BRZrrf+6tX0VwUkQBEEQBEEQRp76znrKg+Xbbga+NZNoYXiQ8jJBELaR/gSnbRxrtJsqrXUtgPtamWWZ8UBNxt8b3XkDrT/QOgAopUqAkzBZToIgCIIgCIIgfAqpKqjavpHnqqqGb2eGwiBH6xt2qqpMhtBIT6OVzTVa/k2CIOScrbb8SqmXgbFZPrpmkDGyPZLYWlrVgOsopTyYkrvfaa3X9LsRpS4ELgSYNGnS1vdUEARBEARBEIRPF5L9MjJUVY2ed5QgCJ9Ltio4aa2/1N9nSql6pVR1RkncliyLbQQmZvw9Adjsvu9v/YHWAbgD+ERr/Zut7Psd7rLss88+UkgsCIIgCIIgCIKQDRH2BEEYZrY3T/Qp4Bz3/TnAk1mW+QCYqZSa6hp9f81db6D1nwK+ppTyK6WmAjOB9wGUUj8HioEfbOe+C4IgCIIgCIIgCIIgCDlgewWnG4GjlVKfYEahuxFAKTVOKfUsgNY6AVwCvAAsA+ZqrZcMtL77+VxgKfA8cLHWOqmUmoAp5dsZWKCUWqiU+vZ2HoMgCIIgCIIgCIIgCIIwjGzXKHWfJWSUOkEQBEEQBEEQBEEQhOElV6PUCYIgCIIgCIIgCIIgCEIPRHASBEEQBEEQBEEQBEEQhhURnARBEARBEARBEARBEIRhRQQnQRAEQRAEQRAEQRAEYVgRwUkQBEEQBEEQBEEQBEEYVkRwEgRBEARBEARBEARBEIYVEZwEQRAEQRAEQRAEQRCEYUVprUd7H0YEpVQDsH4UQo8BGiXu5zbuaMaWuBL38xR3NGNLXIn7eYstcSXu5y22xJW4n7fYElfift5iT9ZaV/Se+YURnEYLpdQ8rfU+EvfzGXc0Y0tcift5ijuasSWuxP28xZa4EvfzFlviStzPW2yJK3E/j7GzISV1giAIgiAIgiAIgiAIwrAigpMgCIIgCIIgCIIgCIIwrIjglHvukLif67ijGVviStzPU9zRjC1xJe7nLbbElbift9gSV+J+3mJLXIn7eYzdB/FwEgRBEARBEARBEARBEIYVyXASBEEQBEEQBEEQBEEQhhURnHKEUuo4pdQKpdQqpdRVIxj3bqXUFqXU4pGK6cadqJT6t1JqmVJqiVLqv0cobkAp9b5S6iM37nUjETcjvq2U+lAp9a8RjLlOKfWxUmqhUmreCMYtUUo9opRa7n7PB4xQ3B3cY01N7UqpH4xQ7Mvc62qxUuoBpVRghOL+txtzSS6PNVt7oZQqU0q9pJT6xH0tHaG4p7vH6yilcjayRj+xb3Gv60VKqceVUiUjFPdnbsyFSqkXlVLjRiJuxmeXK6W0UmrMSMRVSl2rlNqU8Vs+YSTiuvO/7/6bvEQpdfNIxFVKPZRxrOuUUguHO+4AsfdUSr2b+ndCKTVnhOLuoZR6x/036mmlVNEwx8x6rzFC7VZ/sXPadg0QN6ft1gBxc9pu9Rc34/OctFsDHG9O262BjncE2q3+jjmnbdcAcXPabg0QN9ftVta+Sq7brQHi5rrN6i/uSNxr9Rc71+3WgP3RHLZb/R1vzu+3hoTWWqZhngAbWA1MA3zAR8DOIxT7UGBvYPEIH3M1sLf7vhBYORLHDCigwH3vBd4D9h/B4/4hcD/wrxGMuQ4YM5Lfrxv3HuDb7nsfUDIK+2ADdcDkEYg1HlgL5Ll/zwW+NQJxdwUWA0HAA7wMzMxRrD7tBXAzcJX7/irgphGKuxOwA/AasE8Oz2+22McAHvf9TSN4zEUZ7y8F/jwScd35E4EXgPW5aE/6Od5rgctz9d0OEPcI93fkd/+uHKnznPH5bcBPR/CYXwSOd9+fALw2QnE/AA5z358H/GyYY2a91xihdqu/2DltuwaIm9N2a4C4OW23+ovr/p2zdmuA481puzVA3JFot7Z6756LtmuAY85puzVA3Fy3W1n7KrlutwaIm+s2q7+4I3Gv1V/sXLdb/fZHc9xu9Xe8OW23hjpJhlNumAOs0lqv0VrHgAeBk0cisNb6P0DzSMTqFbdWa73Afd8BLMN02HMdV2utO90/ve40IsZkSqkJwJeBO0ci3mjiPu05FLgLQGsd01q3jsKuHAWs1lqvH6F4HiBPKeXBCECbRyDmTsC7WuuQ1joBvA58NReB+mkvTsaIi7ivp4xEXK31Mq31iuGONcjYL7rnGuBdYMIIxW3P+DOfHLRdA/yb8GvgilzE3ErcnNJP3O8CN2qto+4yW0YoLgBKKQWcATww3HEHiK2B1FP6YnLQdvUTdwfgP+77l4D/GuaY/d1rjES7lTV2rtuuAeLmtN0aIG5O262t3E/mrN0axfvY/uKORLs14DHnqu0aIG5O260B4ua63eqvr5LTdqu/uCPQZvUXdyTutfqLnet2a6D+aC7brVHrBw8FEZxyw3igJuPvjYzAP1qfFpRSU4C9MCrrSMSz3XTfLcBLWusRiQv8BtOAOCMUL4UGXlRKzVdKXThCMacBDcDflCkhvFMplT9CsTP5GjnqtPVGa70JuBXYANQCbVrrF0cg9GLgUKVUuVIqiHnKN3EE4qao0lrXgrk5AypHMPangfOA50YqmFLqF0qpGuAbwE9HKOZXgE1a649GIl4vLnHT2u8e7vKBAZgFHKKUek8p9bpSat8RipviEKBea/3JCMb8AXCLe23dClw9QnEXA19x359ODtuuXvcaI9pujfR9ziDi5rTd6h13pNqtzLgj2W5lOc8j0m71ijui7VY/11bO265ecX/ACLVbveLmvN3qp6+S83ZrtPpIg4ibszarv9i5breyxR2JdmuAcz0a91tZEcEpN6gs8z51amMuUEoVAI8CP+ilJucMrXVSa70nRimfo5TaNdcxlVInAlu01vNzHSsLB2mt9waOBy5WSh06AjE9mNKJ27XWewFdmPTfEUMp5cPcEDw8QvFKMU+fpgLjgHyl1P/LdVyt9TJMqvFLwPOYktzEgCsJw4JS6hrMub5vpGJqra/RWk90Y16S63iuiHkNIyRu9eJ2YDqwJ0bEvW2E4nqAUkya+Y+Aue6T+5HiLEZIKM/gu8Bl7rV1GW526ghwHubfpfmYkpVYLoKMxr3GaMfuL26u261scUei3cqMizm+EWm3shzviLRbWeKOWLs1wDWd07YrS9wRabeyxM15uzUafZVPa9xct1n9xc51u5Ul7u6MQLvVz/GO1v1WVkRwyg0b6amOT2BkSnFGFaWUF9OA36e1fmyk42tT4vUacNwIhDsI+IpSah2mZPJIpdS9IxAXrfVm93UL8DimhDPXbAQ2Zqjmj2AEqJHkeGCB1rp+hOJ9CVirtW7QWseBx4ADRyKw1vourfXeWutDMSUrI5kZUa+UqgZwX4c9jf/TiFLqHOBE4Bta69F4QHA/w5zG3w/TMSLqR277NQFYoJQam+vAWut698bIAf7KyLRdYNqvx9zU8/cxWanDbpSeDbcc91TgoZGIl8E5mDYLjEg/Iudaa71ca32M1no2pqO6erhj9HOvMSLt1mjd5/QXN9ft1iCONyftVpa4I9JuZTvekWi3+jnPI9JuDXBt5bTt6iduztutfr7jnLdbKXr1VUbsfmuE+0j9xh3Je60Bjjmn91sZcVMPrUfkfivzeEfxfisrIjjlhg+AmUqpqW5WxteAp0Z5n3KK+9TlLmCZ1vpXIxi3QrmjHCil8jAiwfJcx9VaX621nqC1noL5fl/VWuc8+0Upla+UKky9xxjw5XxEQq11HVCjlNrBnXUUsDTXcXsx0lkCG4D9lVJB9/o+ClPvn3OUUpXu6yTMDd9IHvdTmJs+3NcnRzD2qKCUOg64EviK1jo0gnFnZvz5FUam7fpYa12ptZ7itl8bMSaqdbmOnbqxdvkqI9B2uTwBHOnuwyzMoAeNIxT7S8ByrfXGEYqXYjNwmPv+SEZItM5ouyzgx8Cfh3n7/d1r5LzdGsX7nKxxc91uDRA3p+1Wtrgj0W4NcLw5bbcGuK6eIMft1lau6Zy1XQPEzWm7NcB3nOt2q7++Sk7brdHqI/UXdyTutQaInet2K1vcD0eg3erveEfrfis7+lPgXP55nDC+KysxKvk1Ixj3AUzqXBxzYZ8/QnEPxpQNLgIWutMJIxB3d+BDN+5icjQK0Fb24XBGaJQ6jJfSR+60ZISvrT2Bee65fgIoHcHYQaAJKB7h7/Y6zD9Ki4F/4o4WMwJx38AIeh8BR+UwTp/2AigHXsHc6L0ClI1Q3K+676NAPfDCCB7zKozvXqrtysVocdniPupeW4uApzGGvDmP2+vzdeRmlLpsx/tP4GP3eJ8Cqkcorg+41z3XC4AjR+o8A38HLsrFtbyVYz4YmO+2Ie8Bs0co7n9j7n1WAjcCaphjZr3XGKF2q7/YOW27Boib03ZrgLg5bbf6i9trmWFvtwY43py2WwPEHYl2q99zTQ7brgGOOaft1gBxc91uZe2rkON2a4C4uW6z+os7Evda/cXOdbu11f4ouWm3+jvenN9vDWVS7k4JgiAIgiAIgiAIgiAIwrAgJXWCIAiCIAiCIAiCIAjCsCKCkyAIgiAIgiAIgiAIgjCsiOAkCIIgCIIgCIIgCIIgDCsiOAmCIAiCIAiCIAiCIAjDighOgiAIgiAIgiAIgiAIwrAigpMgCIIgCIIgCIIgCIIwrIjgJAiCIAiCIAiCIAiCIAwrIjgJgiAIgiAIgiAIgiAIw8r/B/Iw5vXNMY7gAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_2\n", "total seqlets: 333\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_3\n", "total seqlets: 265\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_4\n", "total seqlets: 156\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_5\n", "total seqlets: 152\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_6\n", "total seqlets: 104\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_7\n", "total seqlets: 97\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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Fw1I26XDEyibDYZmCEQ0zI0Nes3MnzJsnfl1XDDyOw/dL0Hnx9GXi1ZQi3n1XfJoSZXQ9+2wafasA6tbC1mmw9W2omA3+CjEPx0A4KGKcK1u8qrL6yuTOky58DpeITOGgfI+92yLf5cWJY33VMpzCQQjWimAeDop4joltu8Mt3f0ce1fuUFsZTio4KYqiKIqiKMo+xvQvp3Ppy5ey27ubhkAD2a5sXE4XwXCw6X6Bp4DHv/44Jw89ucPl/fSnUkYWCDR//C9/ETPxZHby6jSN22DTy7DuaahdCb4K8bnBiNmy7b53y6yVR3Hyne/Q6G9eojd5snTkc7tl2hsIlpbg2tm6lZ8tK8OkslRtHxGcooRC8OGH8PzzIixu2iQZbKGQiDTRTcrNhYEDZerXT/Z9t1tEp0BApooK6WC4fr2ITVE8HphxwxEcut/s1itw5peQO6TrK96FErOf/eceHplxbSvR6ZRTpAtlZmaahaco/iqo3yDCUeMWfLVrWb1hGrsqFlDmCFGSmUt+Rg6uaFaTccrkcIJxizfb7s9ETI7HUwbn7GWdF4MNUDkfalZC42aoXSNG742bwbdTsjeNO1JOaSITxLK6wiJCufIgswSy+0HOYOn6l91Psjwd6e88oIKTCk6KoiiKoijKPs62um384PUf8Paat2kIyFlltjubb479Jn859S9cO+1anlj0RLPnThhyAo+c8Qh98/q2udyVK+Hgg5t7GQEUFcHSpWLDk4IqoK4R8kLtakLVS5m97F9UbHqL/TOdDMgpIcvhkIwBG5IMgejkLpAMqKKDYxlROQPBOJg6VcS0+vrmHb2GDpVyqxNPlDKsvLzkbHs4LCVXnckY8wV9vLziZe7++G6W7FxCIBTAYrHWYrHkZuSS487h6sOu5jsHf4ey3LI9X8GW7GOCU0sqK6Ub4YYNsHYtrFgBa9aEWbPeR02VG6fT4na5cDpM01thrXyO1orwlJMjWVGDBsGoUbLvHNbvFQ4NXCyiaDz9z4IjnwRXFxWfBP5j7fFSluV735N9ty6uIV5+Plx4IfzgB9J10uuVDK/uCKuBgIh0Hg8sWyZjR2fYWruVe2ffy8NzH8ZaS0OwAYPB5XDhNE5OHX4qNx53IweVH9T1leopQl7YMRM2TYWtb4mw5sqKZXIZI2JRVr9YNlfOIBGPHBkiPmEjGU9+Eabq1zeJczRsli6EFskS+0ZdR2uUElRwUsFJURRFURRF2UfxB/3c+uGt3P3x3QRCAYIRX6JMZybXHXUdF4+7uOm1zy55lls/vBVfSLIBXMaF2+nm2iOu5cZjbyTDlfjq+O9+B/fc07qd+qhR8N57Ij4l29Ooq7z75btcOfVKdjbspDHYSNiGyXZnc+J+J/LAqQ8woGBAl5bn84m4dP/9IkAYEytJKiiQMqvJk+H442HAADlBb2yMdaGLllrFd6mLChIul7Sab2iQcsX335fp2WfbXp9Vu1bx4NwH+edn/wSg1l9LpjMTl8PFr4/+NfuX7M/P3/45O+p3UB+oJ8uVhbWWyUMm89MjfsrkIZNxJMuIuicFp3AQ/Lslqy1QG/PyiWa1RTNgjFNKsTKLIaNXt8uQvEEv//zsn9w842bq/fXU+xpw+Utx2xwu3P/bXHnQDynJKcXtls/V7RYBJ+H3wVqYfw2sebR1OWjpsXDMC1L+6e6kG303TLQDATFGv+MOaQbgcjX/XhcUwKRJMHo0jBkDI0ZIRldxcWwfDoeblxNWVIg498UXIjItXQoffCAlix3tDst2LuPWmbfy0oqXsNbiC/nIcecwrmwcQ4uG8sLyF/AGvRhj8Lg8HFB6ADdPupmTh57crSYIaSFYD8vvhmV/kP0uWCfZSQBFB0G/r4nIWDAmJoYbBzg84OwgQynkk4lwpNTOKSWFm16BA29L9ZYlRAUnFZwURVEURVGUfZAnFz/JFa9cgT/kb/VclisLV4KT7JANNWU5xZPhyODvZ/6dSw68pNVz4bCYKM+Y0doHprAQHn9csn48nuQYLNfWSgZGnz4dv3ZN5Rp+8PoP+GjjRzQEGnAaJ26HG4yIBS6HiwxHBtcecS3XH3M9We6ud7NbuxamTYN33oGPPxYjdY9HTriDQRGanE5Z3759pdwqO1tO5l0uKc0KBuW927JFRKatW+Uxj0dECmvFFyueOn8dv3nvNzy64FHqA/Wt1ivHnUNeRl6TkGSxNAYbqfHWSNYTcr5nMDiMg8lDJvOnU/7EmNIxXX4PmtHeiX7l54jvTLT0ySXZZBm95OS4Ixq3we6FULNcSqVqV4Nvl4hMwVrJGnFkis9PZm/pbmZcEWNpIuJTUMQoX4VkE4V84MwEV754emUWi0l3RmGbq1Hnr+OhuQ9xx6w7CIQC1AfqyXHnkO3Ops5fR2OwkQxnBg7j4MIxF3LjcTcypKiTZXHrnhYT/LC/eec2Vw4MPB9GXAUFB8i2unK6Lpa1lfnUwtNo82bZp198EWbOFOEpK0s+Xp9PpigOR6yE0O2OlRD6fDHfK5DXZGbK/tzY2LoUFyAcDvPQvId4cO6DrKlcQzAcxGJxO9xkOjO5YvwVHNr3UIwxrK9azyPzHmF7/fYmoTzTmUl+Zj4XH3Axv5/8e3IzOu+4Hw7Djh0ikFVUiCgWnaqrpQyyslLWPRSSKRyOichOp0z5+dC7twhx+fmxaUDWx4yvPQMnPky8qJg/Cg59BHpNkMwlZ5JrkUPetpskpBgVnFRwUhRFURRFUfYhanw1fOeV7/D88udbPWcw5GbktpvNErZh6v31hAm3eu6skWfxr6//iwJPQbPHg0G47jp45JHWohNI6cyNN4rJstcrfjeuLpwn19bKSd3OnXDTTfD00+BvraM1Ueev46YPbuKhuQ/hD/kJ2RBZriyGFw/n9YteZ9H2RVz4/IU0BBoI2RDZ7mxy3Dk8eNqDnDf6vD3Kjqiqgo0bY+LRl+u9vD5nBQtX1EBtH/JdJWQ78wmHHIRCsZNUl0vMpPv0gSFDYL/9xJS9Xz8RqsaOlZPa1ZWreXDOg9w/537CtvVntKecPvx0fnr4Tzl+yPFt7yfB+oix+nLYvQjqVoN3h4g/l6yB6gTnkoUO+Nd+SBlQMCL81ERKgnxS9uPOF/EpsxiOmyp+NFunwaoHxUQ6WC8nziGvCELFh8lJeq+JkD8c3IWSAeRwi5Bkg63TaEzEaNmZKbEDtRCogppVUDkPdi+AY19OuNmVjZXc+8m93Df7PsKEaQg04DIuMl2Z3HninfzwkB/y8caPueiFi9jVuIuGQANuhxunw8npw0/nluNvYXTJ6I4/hJAXVj8qndt8lbId8T5E7gIomyxm4oUHiGCRPVDePxuKZMzYiPjnlFvvDjHlfveYxDE7MNGuq4N162D1mhDvLljD23PWsWqlC6oGk0URmY4cHNZNMGiaxFSXS0TTQYMkK2rkSNm3Bw+WKb77YjAc5Hfv/44/fvxHAuEEShQyfiUiKp4mev1pw0/jyXOebDVmeb2SafX22zB/PqxaJWKT2y3rGM3eKiuTdR04ULpvRg3fo5PTKbtYMChTvIC8ebP4dW3cCBU7vDx4Qh8cwarmK5lZDF9bHTH8ToIiv5ehgpMKToqiKIqiKEo6iZb9+HeDvzL2v69SvDualQGZiAFuZHLlRbIwesltRpGcoLvzsRieW/Yc33/t+zQEGpqu+INc9R9XNo5bjr+FLFfHWTyNwUZu+uAmPt/2efPlODLJysji4dMf5htjvtFKmJk6Fb7zHTnZSiQ8FRfDYYfBkUdK2dm4cbGTtejpR7TULCtLMg0+/FCypz79FJYvjy0r0elKMBzkN+/9hgfmPEAgFMAfFlUqw5nBpMGT+N6E70mGE7C9fjs3f3AzO+t3Nr0u05lJ//z+3H3S3Xx9/693+D61x476Hfzx4z/y8NyHCdkQ3qAXkOwyh3Fw1SFX8fMjf05JTkmHywqFQ7y4/EXu/uRu5m2Zh8EQijM/9zg9HDPwGG474TaGFw9vNq/fL4JdIBAreQqHoSFUy2PL7uOJ5Q8RCgcJ2NhJvtvhpji7mGsOu4bvjv8uxVm9YOeHIoLsnAkNWyJ+MyEgLKVARQfHPK88vWXfdOVLGVA4gBgbx33IOCIlRQ0QqJbvgne7ZEFVL4ZBF8En3xbhKFgb26DSY2Hs76DkyEiWT27yOnOFgyJqZTQXJz7f+jmXvXIZC7cvbDWLy+Eix53T6rvgDXjxhrytXl+cVcy9p9ybMFuwFdZC9RLY9Kp0YaxeKoKbcUDID+EWy3dkiHDncIuoFvbLex+qj5VtJaIDE21rLfO3zuexzx7jqcVPEQgHmrLqDAaLJcedg8fl4dIDL+XSgy7lgNIDOiXc1vnr+PuCv3PHh3dQ46tpNt44jIMcdw6jS0aTk9G+h1UgFGBV5Sp21O1oJpa7jIsMVwZXHHwFvzzyl5RnD+DHP5bugxkZIqSFw+Kr9dvfwsUXQ69e8r1xu2Uc2lMvNr8ffDUV5L3bN/JdiKPwADj5U/k+dYWulkzigIu63zChu6jgtLcJTv4qUZ4bNkQOPqpk8u0E704ZiANVkXrOcEy9xsjAYxwy0LgL5UAkswQ8JXI/o1AG/pxB0unAnc5etYqiKIqiKP9jNG6Tsp/KzyRzomalHOMF6+V4LaMIcoZAzgBp823cIi45MiIZGB451gv74lphRwxlGzaJyWzDegjWs+bYGVw+7Zcs2LqgVXlVliuLqw+7mttPuL1LPj3WWm58/0bu+eQeGoPNXcFz3DkcWHYgj3/98VYCR2MjPPAA3H67XO2vraVNjJHMgbw8ObFzuWT+xkbJCkgkWsXWr/n9xz57jB+8/oNmJ6xRslxZuJ0JXI6tiGuJMiqGFQ3jtYteY2TvkW2vRAI2VG/gtpm38e9F/yZsw02+M2NKpFRt6c6l1Afq8bg8GAyXHHgJNxxzQ7s+Uv6Qn6H3D6UxIJ+DtZGSnjAUh0dy8PY/U738ECor5f2ur5eyveJiOXn2eKSUKeojFM3KCASgNryDRcW/ZXPBi1hrCUd0IemD5eTdKT9k0u5/ynlIsF7eNBCRacxvoN8ZkVI2t5Sy7SnhEPi2w8sDW3cUzB4AZ62T/5PlOdUOa3ev5cb3b+Q/i/+T8HmXw9Xud8pa21QS1pJRxaN45IxHOHbQsR0KM8GgeCCtWuGjsWId4Zo1mPo15Ntl9MleQp+8tRTn7MDlDGKwhMJOrDU4HGGcjjChsANvwMOOun5srR3ONt8B+NwjIHcozsKhXHBZ/4RxP1j3AU8vfpqXVrxEnb8OX9BHmDCZzkzGlozlqkOvwh/088DcB1i9ezXeoFfKVp1uCj2FnDvqXC4edzFHDDii1bIbA43c+MGNPDT3IXxBXysB1ePycP9p93PRmG9RW2vYtUv262gpWzSTKP6+wwGr6udy+4pL2OHbiDfOgN2BfE5Hch2zbrq91fqcdRa8/HK7H8OeM+/HsOax1sbwB94OI38iY39nxdMumsIDHWaxpQIVnHpScPJVwuZXYevbULVQhKZwQAbqnCGSFprVTwbWvOEiFGUUyk5oolPkalfTlbDIgUg4KD8K9eskPbRhEzRugkP+KlccFEVRFEVRlOQTqIW1/4ZVD0PtKhGNgg3SrrrkaBj8Leh9BOTtJ14zoUYRlRwZkeO6yAVEE1daYaMtryOlMtHjPeOUbIZADZOfOY/3172PwzhwYIiKAi5jeGzsMVzYK1+yHYwrcoEyYj7szo+c4DhkMiZ2Im/FxfrFLSu4eMGrBOMyJKy1hICj84v4cPzR4pfjKQNPOWSVQ1Y/ArnjeHdGPv/4B7zxhggdXm/7pXDtYYwIUz4fDB8OixfL41trt3LNtGt4bulzbZbWdBe3w81dJ93Fjw75UWLBKo4Z62Zwx6w7eH/d+4TDYYI2iMvhwuP0cP2x13PasNMAeGPVG9z24W34Qj6C4WCTaDF5yGSuP/p6jhmUuORp+XJ44gl4/nkpbcqOaDtZWXDqqXDaaVK21KeP+MX4/SIoxZ/WRbPHokSfi39NtAzK54OqjV/Qb+GBIijF0/twOOH9iDFxkrKL4gmH4I0DpMtWfGxnNpy2UPa1zppnQ5ezQZb5DDfmnMPrq14nGA4SDAebnst0ZnLififyy6N+SV5Gx+sQtmGeW/oc9825j0Ao0ExYyXHnMLRoKLefcDunDT+tSXjatg3efRemTxf/pI0bRTB0OOQzLSuLfdalpVJ22b+//J+ZEcLlCOA0QYI2g2DITV29YetWWc62bVI6tn697FONjeJPFPVX21K7hQueu4CPNn7U6ferM5wy9BSeOPsJSnNKAemoePy/jqfR76euHhobZHzw+cG97TByP72d0oICeveObWdxsfxfVNS6rC2+tM0XCDF18yO8vfNfhELhJk+pYBACfifnhv/La/8ZTF1dzE/K5YLLL4fLLoNDDpF1CYVi34eulADH4/PJsqyFwoIwrHsKFlwrvwvxwlPeCDjgd9D3tNj4394+3uUMJ1Rw6gl6RHBq3AofXyLpqI4McaYHyBkMo34GQy6WK1w2GDG967p5YSuCDXKQ0Y75naIoiqIoirIH+KvgjQMjZsRxqTlZfeHkjyCjWE6YU+DT4Z9zFaGNr8gJiCsrIlKFcB18F+4+J0DuUHlh2BdXWuOIlOtFxCaiakRUkYiWQFkCQT/BsD8idkXmNw6criwy3HntG0UjJ3Tz5sHs2XISvWCBmO+6XHIinWj2QCDWgn3oUOn4dvTRcMQR4mnkC/q4++O7uX3W7QRCgWZZSlmuLI4ffDxPn/s0eZmdEyY+3/Y5pz15GpWNlU0ldiCiQO/s3vz9a3/npKEntZrv6cVP85O3fsLOhp2tnnMYB06T+PNuK/OlNLuU+0+9n2+M/UbTYx98ACefHDuhjnLuuSJA1daKGJd06tfDa6Nbd00rPBBOmQ2Yrhkcd+kk2cC4W+CLByLnMj45n8FAn5Ng5DVQfKiU1IUaIybkmYk7eXUh7q274LeV8n+2Ozsug8lSlJnPkyfeyDG9+kkFim+neCOFfLHyNRuMZCRGKlIIg3Gy2R/giuXz+Ki6IvINk78NoSBhLEeVjuTBkf/h1vuH89q0fFwuqKuT1+Tnixhy/vnihxbdD6Lfn66IIT6fiJGhkHy3qqogI7+K55c9z1/n/5XF2xcTCAea/MEcOMDAwPyB7F+yPznu9kvbavw1LN+xnM11m7E2Zk7vNE5cDhcT+07k/yb8H2McZ3PeWbls2hTryhgMwqGHwj//CcOGxUzHHQ4pf8vI6H55m98vUzAozQyshZUrZTxauFCm9etjpv/Dh4uXU3m5CHyDBsm4E/Vwihqku92yjs1ErYBkY61fD5s2ici3bRu8+WZkZUJeWPuEGMRXfCL7bdgX8+nK3x96Hyb7d+5+kN0fMkslKza6T0XG5qbx2xj5DXqxtO03QQWn9NMjgtPs78CXj0NLI8ZJb0CfU9KSHqooiqIoiqIkmZov4PUxcsIZT+8j4aSZYE3Xzpa6cwXblRu7mOnMhm9ErqAHamOttTsSvLoa94dAdYevakUYwy6K2Uw/KuhNADdhHLgJkEM9/dhMH7aSSeuUqE/7wdk/KWNbw45Wok2WK4tbjr+Fnx72M3bvNuzYIR2nvN7mpr7xJr/RTAYvVdy39Xy+aPgEn23d+e24ASfw6sUvk5eZy4frP+T66dfzyaZPmmWtgPjaZLuzm/yi2iIQDtAQaGi1DU7j5MgBR3Lb5Ns4ZtAxfPYZHHecnGPW1cVeN2kSvPJKZLuz5OQ36eyaK6VAVYtiggrISfCoa2G/K6ScLlqp0d42d3XfuiiS3bdzFuz8GLa/L5UhvgpwZmONA9xFYheSMxCT2Rs8pSLyesrkBN3RoktdOCgWJY3bxCOqBUt9sNAH7HepGIg3bIVAFRmEOaNkAJ7y40TAzR0q2XyZJWL87C6IeCfFZSnGibNRO5QP1r3PltrNIjoE68BfC8EaVswYyT13/R9en2nW2e3CC+Ef/5DPPqd9radbLNq2iIl/n9gk2OZm5OI0TqwNEwwH+MH+U/jF8KMpc1kxefdFLF78VeK9FYyKkY7I+GbAhtno9XHn1i08tnMXGZHHQ0BdSPYf98ZjCfxjBnm5ARq9LoJBEdfOPls64zU0iJCTlZWc7pZRwmFw9C2H7Yn3wzCGHZSyi2JqyG82VVNAFQU0kkUYJ0FcBHHhiLvnJEQ+tRRQ3WLuGg7aNg1XWXHzgCEfVM6HXZ/CtulQvUyEzFADOLIiGYQ25tnlipjiO9yxjNdwUPalqHCVKNOzA5+uVKGCU08ITlVLYcbpkatffkmxBlEwD7pLUlRDXkmR7swVg0U3wZKbOxfbmQPfqOv4dYqiKIqiKErX2TQV5l8jJ9XRjCAQo+OR10i5RNgnZ4/OrMTZGFG6enJ++jLqNs6nYcNsTP0a3IEtuMMVuLLycPUagcnqg/X0xWaWgqcEk9kLk1EETjdyhVyyncw7R2L8FZ2P203BaU/4uD/cc3wm/pNOZ2eFlATV1kB9nZOMBT8h8OVRlJRIlkTfvlBSIlkK/fpJtki0DCe+JCcqQPkDYZ7bcB+Lqmfh90t2lt8HXh801ru497JvcfeC37Cmck0zvyyDwePycNWhV3HLpFvIcneuSqEx0Mhv3/8tD819CG/Q20x8ynHnMLzXcG4/4XYOK57CG28YnntOjNRrayVDxeGAgw6Cww+X7Jf99pOsjF69RIDyRXa36AQtvLuJldq53fJ+7N4tHQE3boRTTomsTM0XUi667V0Rn7CxbnCeMug1HvJHQ+FouZ9ZKp6y7oJIS/aW5ZphOUkOVMHUoa3elwVrD2Zu7wWsXAlLl8r6VFVJ1sn4A70MLl7FwN4bKS3cRUHmLnLdO8k2W8i023AFd+AI1QEhjI0Ym2MBJ9Y4ASdhZy7uhiU4bGtB0wLGmSWZU1FOXQhF48BfDa6cpJcSTpxomT+/darfpk2y36YKb9DLwg0zRFjc+SFULZbzVGD/rGzySw+BwnGQOwxyB0fEvBIR85xZcb7C0aybME0ZNzio9FaxqnJNRGCrjfkTN2xl+PBfMf/zXsycCR99JPvbjh0iDo8fL/v1gAGxcsHiYimny82V76zD0Xyytrkxfjgsy9q9W0TnigrYuhWuubNtwSmlOBw0UxPbwwkUAYWR2yIgB0lGdQFuZEcNRqYwUAfsBqqASmRcjmrh27fLm5hmUio4GWOmAPchb9ej1to7WzxvIs+fBjQAl1lrF7Q3rzGmF/BfYDCwDrjAWrs78tyvge8gb+vV1tppHa1jj3k4WSsmkuufga3vSCvRcEAEJndRpL3lCKnlzBsmPk6eMhnc4gfq6Bc72unBOJH05zA808bVhbhUOmsjtbK+WJph/BTfMaTlD1U80R+p+B+t+NTHllOylWpFURRFUZS9it2LYMNzkplRtRgC1Vhnthyr5QyGvGGYnIHS0St/pGSLODJi3aWinp3xLeSjV7Jfbm3wO+GGeSxYNwGQ0qroec2KFSK4ABDy0lBdRaixSjIVIh6gBpli9+Xk3BLrjmdxkj3/HByBytbb2tUr5+2V33XyHOTNN+Gaa8TLyOOJdZo66yz45S9hwoRY2ZDTKcefmV2o/IonetIaCMCCbfOY/MwhgHS/inruWCyjikfx1LlPcUDZAd2Ks2j7Ii5+4WJW7FrR1P7dWkswIlou+N4CDi4eLPtTzUrqKytZ/YWf9RudbNyax9rt/dleVUxlbT7V9blU12cTtFl4sj0EQk6M04HLZXA5wemSLJpg0BIKWinPcoYIB/0EvI3kZzdQmFNPYW4tf3/pMAoKWnxm1kLDJmz1Mmor5lC/exmBunXg3Y717SQjWEe+A7KMnAsDGOOQKbJ1MkXKgpoaIcUwFyfeF1ruIk2nQknAWjAfXywd4VzZkhkYXa9Jr0P5iRCMlO+5spp7rSWiC6LxK/O+xkUPPo0vlEMoLmHu3HPh8cfl/9zcLm9Sx6x/HmZ/Wyxd4rsBDvs/GH9vxC/OnRybl5aUJxZ+whhqyKeSXuyiuGlqIJsQzqYpiKvZfck0knvRbKPolIGfXlRSzC4O2za1daZReyRhzGpve9NCWZnU9aWZlAlOxhgn8AVwErAJmAt801q7LO41pwE/RgSnw4D7rLWHtTevMeYPQKW19k5jzK+AImvtdcaY0cDTwKFAX+BdYIS1LVsbNKcnBKfqaqkVXbdOug2sXy9qfa67ghMP/5IBvdZRlrueXtkV5GXuIMe5C4+jkgxThcvW4rR1MjgbFzicGOPA2rCY69kgFgchk4s7uAkHsc2vacij4MqaVuszeDCsXZu2zVcUJUmEw7G201ET1pZT9IDFmNbicTwtTUSjuFyJRWOPR9K6PZ49bxWrKIqyL9HWeYn110Hdl2Ik7t0mZSne7TL5Ip2I/VWSLRLNyLBhmnUixiEXHxs2tirbu/o/f+ONL66kulq8kaLeIn/7Gxx2mPyflycZMW5385IySGweHb890dtoVlB0GQ01dRQ0vA0NWyRTxbsTfDvkQmrOIDlRdXpkcrilzG/kD9t+Aze9TjMBIuJFRdgLgbomA/aLfzGFp98ci7XN3/APPxSfp6jQlGzCNkzDzb+BO+5o9VyOP+Z+1V0sUJ8g6c30hZzbInfcBZFW914oOUrKNUHEERuiaZ9xuGJm9J1eARvLzAsHAcvSqs2sqFjB+ur1rKtax8z1M1m4fWGnFudARCenkSwCZ+R4JIRMQQuNkX3urGHnM7RoGIMLBzGk1yAOzD2JZUudrFkjXjvbtkmWk8sFAwdasrIs2bmW3FzIzTEU5BsKCkwk+8VGMmAsDqfBGUm4CYXk+EluDcGgiJU1NbHufnV1cNuNlbBjJmx9C3YvlO6Svgp5L3sfIUkB2QMgu1/ELL9UyuqazP8j3mivjpLvQydZtml/blu4jBdflO9Y1NQ6NxcuvRTOOw8mTpR92+eT28xMOTbrDOGwzBc1k8/OhvrPHqDwy59Fvmtx3RrH3QJjfyv7VaoM2nsgOxKA/Upg5mOxssBAtYzJRDJPjTNuMjD2+raXteYxuW3K9Ir+H4x5e0XH86ZGX5HyRHeeeCy7C6gKO1njD7I6nM3qqnXM2zKPR658mbIExUnbcw1X//N8xvcZz7BewxhaNJShvYZ22q8unaRScDoCuMlae0rk/q8BrLV3xL3mr8AH1tqnI/dXApOQ7KWE80ZfY63daozpE5l/ZMvlG2OmRZbxSXvr2ROC05/+HOLan7Ye+H/3O7jppuaPtUx37Q7RZXjrGjjl2GnUNsqOGAw7CYVdZOXl8dDfxuA0bhwOWmUpORwymMVnMbXsbmEthMJhqn1VTW1a409qBw1rJM/jadXyM9OZSU7GnhUjh22Yam91q9r3YDhIbrCabIKtZzKudt7U7r7ZbXxnooNLSzJ6QVaZ/JiHAzRLQ42awGFb7ASRKfq/idRJR6+GVs6Xrjgtt61gNPQ6pOlu1NguGDSErYnLXpNYNvJYFPnMbeTWNN13OsDlsrj8GzELfhLZXhszliw9Fg57lKb3NLq+ciey38S3MzVNBwLR/c7lsk2dJxyRuK3fcyv/zjpfuj0aE3kqIsyeOlc8LaIDfPx80XVuiYmtZ9NtfCahibuNvqYp6zBBanGTQWtcrLbG2XZiFxTnUFPbeh9tc8gOx520NK1TKHa/aZviTmbi/++GsW0oJPtXNJU5Pjsyej+6mdFxJn5scThiKf0ttzF2kNh8efG3nXpf4oj/ukTXYe1GP3+4r7qZ0asxktJ+ynGFrVogJ7ra2h6BsB9vuPkRhDEQtAEKnGVNJ4CvvRY72Ix/n267Td6fZFS/JxrbE3020ZKTaBvtaAZsy884UTekllM0Azb626K0gbU0GTQnHFNs3KX9+O+uifsORzqS1ayEz37Z+gc8fxQMOJvYeEjsf6D5ONTOesbuNH8u5INlt8eWU/OFbFNWXxhzfez1mb0jr0nCTh1dzh8ehXueSMLyusaNgx5g9foiwMpFQByEcHHpPQeSV5KJxRDGgXE5scS+aA5HdOujX0T5zcXaFh+LxRD57oUtxoYxNsxxyx7GddstAARwUUUhVRRSTQH15DSfTC7B7HycOR6cOR5wOrEOqU+xDifW4cAaJ45QABOWQdeE5cc6VO8l1ODD1VBDdriOr936Mr2HVLV+Iy4MtF1y1NZV/i5cga+tlTFy6lR45x0RDLKyZDrsMDEYnzBBjH6LiuTEOnoxpitjZzQ7yumUmDt3hBkxOMH2Am1+STy92g7gTZAxloi6tTDzLDmRd2TI99qGIH8MHPuclK8ZZ6RcM3rcaSLHKtHj3rhjyCW/hyW3dCq0WdX2c+W55QwqGES/vH6U5pRSmlPa5rF92IbZ7d3Njrod7KjfwcaajayrWketvzbh648eeDTXH30966rWsbZqLZ9v/Zx31r7T8QpbwDoSTAYcITDhZtNpw09jXNk4BhcOZnDhYMaWjqXfvX+Hm29uvWw3kA/kRaZ8IJeImhaZHAnuB4mpbCHgDKBFwlBDGHY6i8n82hKqd2Xw0YcZfPiBi1kz3WxY74gcG4lI1qsXjBwZ695WXg4DB8pXKGoi7nDE/Mrq6mDLFtiwQUrWol3qVq2y+PyWug2LYdMrsPElqFkuK+T0yPlK2SQoPgQKxsrYnVksQknUGD3+fAULr47sksjWJSPrZGUaPdV8ORYw7nw4vw31q7tjVov0u3VV61i0fRFrKtewqnIVn276lAXbFnR+vTvJUf2OZVz5gYzsPYxhvYZyUPlB9MtPYV1mO6RScDoPmGKt/W7k/reBw6y1P4p7zWvAndbaWZH704HrEMEp4bzGmCprbWHcMnZba4uMMQ8As621/4k8/g/gTWvt8wnW7XvA9wAGDhw4Yf369Xu0rV3l7VXTOeXen0L1IKgaDLV9oKE3prGYcfv1pbQgn6LcHIpyPeRmZZKd6SYvz0l+niEry+CIHJREb50OQyhs5eTOxm4bGiw1NZbauhANfj913p38PW9Uq0M5F+BwuDmgZDQnDZnEUf0PY2jh4DhxKHKQ2VL9WvUo21Y+ysdeeLcRPm2EADLtLdjhbTzR1sDW3mDy9vc775WVM5TYkWHkxCAcgNG/gH5fI/aDD7EaZ0NTq+J4can5FhEb1G3kylNMoPrLnZ9w9X3Ht1qdG290cNPPS1sJfl2l3l9Pja91llxm7XJ6fXACwZCTJRvHsmLrKLbs7st672S2Os5g507JwPF45EcwK0v8E+JrsDMyYiKDyxkmGAzj9xsCAUMwJOJYba1hd2WYmpoQ3rpG8G5h2o/2lwrV+iK2VZVT3VhAjWsC9fs/0JT9ExW0ogeZbneszrutk2SInWyHN7xMsLEaG/SSQTVOW82cEbezIdj61KhkyPmctN9JHDPoGEYWj+zSe17jq+GTjZ/w/rr3mbN5DnbnrMgPueACJiy7mtzsKZTnrKI8ZyUF7i3kZlQweKiHrF4DcWRm48jIw5GZj3HnQkaBtLx25Ub2rxZiWfTkNV6YCgdingqBWqy/lifm/JRnnssiFJKD+ro6mS67TDwjjJHPMSsr9jlHr7jFiwrxonbL9z8qhEbLfH0+uPKel1hWehM4m/srDB/u5PihR/G1EV9j0uBJ5GZ0PsfcWsuynct4a/VbvLTiJXY17mr2vMM48G8ZwWr3y20uw2EcFHoKyc/MJ8edQ447B4/b01QCESVswzQEGmgINFDnr6PaV53wO9REYx5kJT7wTjX9Hmtg13Y5+o1+H3JypBwnalKaSJxrSbv6La2/bx5PF0WnJJyodptkxK5fDxtekFbf3p1yxdxfKYJL0cGSveIukIN8Vw64c8R/0ZUda13fJA5Dk7hibXPRO9QomSDBSEbIjg9h9UOt12fUz2D83V3f3k7+JjaG4ZlEu3TecMYc/x8O6XtI63Gyk3Gthc+i5r4JuLyAptdtrerDhoqBbKjcjx3Dn2LHDti8Wbw8Kipk7PE07KKwl4O8QicOlwPjdOB0GYzTidPjxIZDhIJhrLWEQmFsKIzPG6a6KkhNlY+wbzeFmTv44BuTO3xf4tn6Ryhv7U3Nthzo84vOL2di34nMvXJu52dor7SjC/v0Cf84nPzdn9LXBYUOKHHKVJpVSHnZIWRnFpKVUUhmZiFuVxYudx4Odx7GlYuJGCybiFjqXP9fHBue6fw2vDkA/rMRgGryWc8g1jOIHZSyg1I205fN9Gcrfah09Ca7l4eiUjeeXBfGKaJf9LN2OB2EgyFsyMptMEQ4GKa+KsjuHX5CNfWUsIND+s3hnj/8svW6DP0uHPb3xOuZrOPLkuPghOmRTLmV0h3Nu13GEW9FpFNbzDsHZxa4cyWrLF6MbrpYZmmVlbHyz6060l3wwMvM23YW0PwCzwsviDdWogvS0PH9RL8X8Y8NeqztH4feWb0ZXDiY/vn9Kcstozy3nNw77sHUtk4HsUBtr2y2ff9bbK/bzqaaTaytWktlY9tin/1dF8+Fk/D78Jv3fsNtH96W+Mmwgd37QcUoqC+VqbYv1PSHunJoKAFvIYSdYJ0xka1JWAvJsVT2LsjZDrlboWAj5G6DnJ14n3oyVnJqrWRd1q6Gxs3QsBnqN4BvFwR2i4fVgk8grwDyC8EdSXt0uMCVAVnZtMrmcbjFFLtlQ4XMUji3CyVmSToGOPAOw9FZUOCAXpExq9gBfcsOJS9/MFkZBWRmFJCRkYfLnYvTlSNjliu7abzCODA4cKx7Csf6/3QqbnvibRH70cc1kgE5wxmQN5jynAHkZrmbqguMkYvvRG4DYR9b6jeysW4ta6tX8WXNSrY0JNY1nLip/rk/JabzHZFKwel84JQWotGh1tofx73mdeCOFoLTL4H92pq3HcHpQeCTFoLTG9baF9pbzx7zcEIycGp9tdT6a/low0cs2bmEysZKarw17PbuZnfjbnZ7d1PZWMmiW3ZSniCdbkeug0l3jqTIU0RRVhFFniLyM/PpldWLiX0nMr7PePIz86XbgMNJra+Wz7d9zrwt85ixfgavr3qdYDhBBtAeMnnIZCYNmsQh/Q5hQp8JvPlCCavWBNhW4WXHLj8bttewYWcl3zyzlAy3k6xMF/m5Lgpy3XgynWR5HGR5DBlug1xwM5HsluYnq/FX1sMh8Pud+CI19j6f4UcbSqi3cSeT1oE7lE+O7UOp2Z/yzOEcM3YwR48ZTHF2MebQQ9vcpvCcT9let511VetYV7WOL3Z9wcpdK9lev73VCeT4rAwWNDY/QTZAfkYOw4v3Z3jxcPrm9aVPbh/65PVpt72o98t/s33tC2wJwZYgrAvAMj9UhYkrmIywfQyULW3+WCgDhwPyM/M4ccBZnDLgHCaUHdmsa0pUfGla17gsh231W3hv42tMXfdflu36DKdx4g/7mmWU9dp2Lv0/fp4VK2L+CD4fnHAC/OIXYvqXnS1CQrTEKyoyRa/AdHTBIr7daHQZS5eEOPqYWAZKtieIyx1m3DjDh7Oae5iFwxafzzRl3nSVqJFmZqbF6TQ8+dEtfLz1M+bsWM7Kqg3UBho7Xkg3cAADXHBgJhzhgV+1dZE0XkTtrJlBF1Ke+795BpuHvSYCeeVQOcAJu7jw/EyOGz6RiX0nMq5sHBntmd/S/L0PhoOsqFjOvK1zmbN5DvX+esI2zJbaLazevZpNNZs4rPeJnDzwbObunMHCXbPZ1rAxYQvpZJDtzGVEwTgmlkxiQu9j+NZRx7OtUa6+rq9azx2z7mDN7jVJjXnikBO59KBLGVQwiMGFgynLKWfxtuXUehuo89fTEGhg9uaPWLBtHrX+GhoCDTQGG/AGG2kMNtIYbGDDXYHEJ6u5MOLX+WS5s/A4s8hyZZPlziYvI49RvQ7g2AEnkO3KJsedQ7Y7m0kPXEjYUwHxWYQGRg8s46pDruKbY79JUVZRl7YvbMPMXD+TB+c8yAfrPmj12bkcLh487UHOHX1u5xearKub3SEZsT84Hba8Eb9QwMLZW6XbUatlRi/2JKhdXXRT509UQU5WT/qg869PwvZuqd3CSfccxDIj7eKNhYwgOCOzFzbCdxfABUuhtKGdBcWxKwueGw3/GA87Iz+fIQN+lyQwAIzY4eSSDf/mE/sNZs0y+HyxCxtTpkj2yxFHGPr0kQsgLX9f4jc/euyRyHA5+rzLJeKp3x8T2v+XCIVDVHmr2NW4i10Nu7jv0/vYUL2BKm8VNb4aanw11PnrOj1+e1we8jPzyc/Ip8BTQHF2MZcdeBkHlB1AcVYxvbJ6kenqpiHT3kYyDYj2NW66KXGWUTpIVHqSDnrK46erF2168rc4ifhDfhoCDWyp3cK8LfOoaqyiLlBHtbeaKm8VVd4qdnt3x24bqyj0FNIYbKTQU0hRVhGFmYXyf+R8PCcjh4LMAspyyzhywJFku7PJdmfjMI6EIqzTKb8/bRGf2d8Zopnke8vvkJbU9aDg1CVS+KXeVLOJF5e9yMLtC1myYwmrKlex27u71euyXFk0BpufVGe7stmv134cUHoAY0rGcNbIsxhbNrZTq5+T07ytayp49KYzeXP5q2wogHWFUJFCVbe8FgZXwaBqGL0DNh8/ns0j+rChegMbqzdS5atKeswsZyaD8soZmNeHfnnlTBp4JJNHXsBHm2bz3tr3mL52etJPkEFa9R476FimDJvCMQOP4a1/HMItN7vIypJOLlH+9je48kp5LCowJZN166RV7K5d4oNWVSUD8vDhkmLvcMhJQNRryO2WdUhU9gmtk/jiy3+cTjmREDFTumTEs2jbIh5f+DjztsxjXdU6djfupi7QegfPcGaQ7cpuvj+EDRiLy+GiMKuQspwyxpSM4aShJ3HJgZc0E3G+9dTJzN+2UFLmw/5IZlKIPp4C/nzQGYzrPUKMZz3lclXTFbmy6cqm1ZXN18c2S3l+qx5u2CUp3S0Z5IIP/Jn4Qm2kEqQAg4PTS3/A81c80CRk1vnruGvWXbzz5TusqFhBvb++yUw1nmjmUTAcpMpb1dTqN7ZsQ6Yrk/Kccg7tdyhXH3Y1Rw44sksZaYFQgE01m5o8Lc6ZfBX5u1ufMTcWF/D5Z2+KoJRb1qocb49Jwu+DtZaZ62cy9YupvLT8JdZVrcNhHE1tvqU9sqVPbh+GF42iJKsPYNr8DtUH6lhXu5q11V8QsiFCcZ+Ry+Emw5HBsQMmc86o8zhn7BkUZ7dTbpKC7QX4fNvnrNrV+lJjpiuTowceTa+sBOvUydjV3mo+3PAhjQmE6EEFAzk02w0NmyLeEVXg3y1Xjp3ZkYEncqWYSJbC8XfBrgQ/mL3z4ZN7YhkKhsj/NjJG+CItzK1cZR79i675cCTx2GNb3TbeWv0Wzy19jjdWv9HxDN3g5KEnc/7o8zl12Kks/rgfp57a+jVXXim/TcregTfgJcOVkfxxUVG+qqjgtE9jrXQdrKyUioHq6ph/WHyzrqg9RbQyo6V4ZEzsIm7LxAGI+fMZE8uOuuIK9rkMJxdi/H0CsBkx/r7IWrs07jWnAz8iZhp+v7X20PbmNcb8EdgVZxrey1r7S2PMGOApYqbh04Hhe6NpOLDXDybV3moWbF3AoRPPJKey9UGut3chu79cRp+8Pp0Ka62IAtEynPp6+WJFjY6jym3Un+XcH5WTVd36/WksKOOlh2LrHy8MRLNg4v1/jjtOapXXrBFj9K1bo602w+T38pORESY7y5CVbcjMMGRni9lgfq6JZN7Ebp1OsGHTqtWmlHrJYNHYKNvj9cr/Pp+YG2ZnS311nz4weEiYov47yC7fTFVoM5tqNjFvyzzu+va/KKltfaZf3yuPtz58jH75/eiX14/y3HLczjY6ECZgS80Wnlj0BO+seYcVu1awvW47FkvYxmINKhjEsF7DqPPXsXD7QrxBb9NzDuMg253N4ILBTOg7gW+M+QanDD0FR5xT9Kbqzdz01v1s3QLrI7XhDfXQ6IX8+oM4ru/pjB2ez+DBsgsWF0NhIRQUSAlWy5am0c464TBsq93Oq6tfZm3VlwQD0pLYF3l/6+rhjZ/dhivOI8Lnk88iWk7X0CCvbWiQ/W7K5e3vW1GBKbpfxWfUuVzyWWZnwxFHyA9AdTUsWiQ/Hlu2yNcrup81esNAEKdLSgcLCiEv1+ByGlwug9NpcDocTb448d+DqKljVZXE8PnksW/f+Sy3z/k166rWNfsMo62Yvzv+u9x+3G/IdRgppQk1xsrmoielTR5OITAONtdX8H/v38H7m+fTEPfZy3LhsL4TufvkP3HUoKNj+6W/nicWPcGcTXNYVbmK7XXb2V6/vcmHwSBpykUOKHJCjokZhjoiVbpuZyb5nkIKPL3onTeQoWUTOH3MtygpGt6lVsOVjZXM2zKPTzd9yvvr3uf9de+3es2wXsM4fvDxHD3waA7pewgje4/cK4WfvSXultot3DLjFv46/6/dXKnE9M/vz3PnP8chfQ/B2Q1/MCBp23vHTSfyR+90dsd5aJgwZIYg6IB+NXD0Bjhki/zfkRS5NRfm9YVZA2F9IbjC4HdCOG43y/fCRYvg3EO+DZdc0mx+l8PFUQOOSjy+d2Gbl+9czubaza1etmzHMn71+k8IEcsCkvlh5C64eBGcswJG7Go1a5uEDHwyAJ4dDc+PgYrs5s87LLhDUPVYKc6tsXHXG/Tyz8/+yb8X/pulO5dS76/HGEPIhnDixOlwMqL3CEb3Ho0xhuU7l7Ni1wpCoRAhQk3ealnuLEb1HsW3DvgWV46/kuyM2Ar4fPCnP8nFh88+i3mQZWTAOefAqaeK8W5Jibw+2pkXWvvKRR9LVIYdveoc9Z77X8xuUhRlH2AvPzdVvrqkTHCKLPw04M/IOcY/rbW3GWO+D2CtfcTIpeQHgClAA3C5tXZeW/NGHi8GngUGAhuA8621lZHnbgCuQGzZrrHWvtnROqrg1AFf8ROoln4jiVLhQU7044WG7hKvNHeZNL3XwXCQhdsWMmvDLN5c/Sbvr3sff6h5+d/I4pGctN9JTB4ymSMHHElZblm7y1y7ey1Xv3k1H274kGpfdbPnMpyZhMIh+uUMYf/cw+nrPICgN5tQMCIwRm2DoiWSYagPV7GNz9kYnk0N23BgCLVwBytylTOx9/E89+2/U5DdBbk+Ce9zXR386Efw3nvydcrOlnXPy4PrrpNSjeHDZT/w+WIlGtGMq0RG2ZDYYDt6tSNa0pedLdko09ZM47fv/5bF2xc3yzpy4MDpcDKq9yh6Z/dudzustWyq2cSXVV82E69ADP1PHnoyN0+6mYP7HNx6Zm8FVC+GqqViLlm1BBo3YQM10kUo7Cec1Y9g9kCCTg8OpweX04NxZuJwZGKMA9PUBccf8Y1qkC4wdWslC8uVI9kYU+aLQWVn6SmPn6/4eNkWvqCPGetn8MaqN5i6ciqbazYTtuGmzLLRvUdTnlfOh+s/bMoky3Jl4TAOjht8HGePPJuTh57MwMKBe7wuQFK311rL2qq1fLzxY95a9RZPLnlyD1euNWeOOJOz9z+bIwccyfBew7l39r38/O2fA9LRyhX56oUN9GqEf7wCJ6ztepztOXDNFHhlFGRExhwL1GWI6DWsAp6Y5uHDEi9vDYM5/RN3wtpjLJTXiVh3yho4agOMcpZitrV9zLOldktT9tOM9TPwh/xN2XVYIOzE4CbDZHNE36M5Z8xZTBl+EkOKB7RpPB8Kh8i/M18uoFiaFXLlUMZB1TdQ8OUV7NqehdcrY3JOjhjxFhTExujomO1yRcbkkGWraxbz829km2dmwu35zzlPcPG4i7v/HiqKoqSbr8q5qfKVI6WC01eBr0xJXU+RzhOocCjSlrIKRg8V85r4KVJZwPvTI2fpzhZT1AjZLUbJGUW8+XY28xcYFi+GL76A3bsls+rYY2HMGBlb+/WTK5w5OTJFTY/jBYFo1k28EBD/f2OjTNFWqjt3wrldsCQBeuxk1ZaXY5J0cm6tZc3uNcxYN4Nrpl1DnT+5NZNDi4Zy6+RbOXbQsfTN69u9hSThfV60CA48UASg+JrrKVPgzTf3UHjsIlNXTOU7r36HioaKhM+3NLGOpy0vjRG9RvDCBS+0Lo+t/Ay+fBzWPyWtXJ1Z0oHKmQn9vw4lR0LReMgZABnFESEpXsyMS0mEuPc7cttWVxNPGZzzvyOU7+1xt9VtY9rqaTy37Dne/fLdZoLn/r3357zR53HGiDOY0GdC97OY2iPF27utbhuvffEan237jNkbZ7OsYlmzrE+Qrkzb6prvk5nOTEYWj+Tw/odzcJ+DOW34aQwsSCyyLd6+mDtm3cFLK14CC96Qt9lyxpWN4+pDr+5Q7Ae5iPDyipd5YuETBG2wmS9jjjuHAQUD+O2xv+X80ec3y56y1vLCshd4cvGTzN48m10NuwiGg83GBYOhNKeU4qxigjbIjrodzcqBo+OLx+Whb15fJg+ZzP9N+D8m9J3Q4XqD/F4uXQpLlkiG6KZNsHFTmDUb6tm6I0BdtRvrzwHEx1F+l02z31+Q3+7CQujdO/a73n+A5dRLF/P8qn/zxOdPUB+opzHQSBiZKcORgTGGSYMnMWnwpHa9FC0QCoVZsnMxb6x+ncqGSvxxY1tuRi6BUICThp7Edw/+LlOGTdl3/IUURVEUZQ9QwUkFp/ZJ1oH9TTfCo7+HIYhDVylQhLQT7dUXysZAbl/IKAF3LznB9JRAZmHMyyJeVIr6UTSVBgUh5BUPjMYd0lkhsAsO+j1kFLa5Wn6/iETRqbGxeWle/BQKxUSoRCVgDoeIVVHhqmBUG0JOAgK4qCG/aaonhxBOwjgI48BicBKK3AvjwUsB1U1zZOKLyQp7WRbb3M1zmbF+BjPXzWT25tlUNFQ0O6EZlD8IX9jX7OTNgYO+eX05etDRHDPwGE4YcgIje4/c43UBkra9q1bBrFnw/vvw6adSQldTAwMGSLndgQfCfvtJGWW0fDA/XzKUovtRtOwiXqCK7/4SDIpAWl0tpXW7domolYh31rzDLTNu4dPNn2KtJWiDOIwDl8PFWSPP4tRhp+JyuKgP1PP04qf5ZNMnTdkoGc4MDIaTh57MXSfexf4l+7cOMPs7sP6ZFu2WgSP+DQPPlY6JnfWG6YJZeRM90TK3u1f7XMBwYBwwFsiOPBYAaoDPgSXAWkio+UV3hO5ikBzgXCAjErcByQlur0dEV8eOZGWSdfA+hzFU0JsKerOTkqbbnfRmE/2pppAAboK4COLEgcVJEBch3AToTQV92UwJFZG5IrclDoq2r0i8uwRqJGuvbg3Wu4Pdu5dTVbkEf91ajK+CAhMm1wFuhxOXMTgAjMFEO8gZZ6ydtKcUPH3EWy2rj9zPGQyFY9kRDHHf7Pu4Y9YdSTfDP6jsIB447YEueZPtqN/BRxs+4v117zf5pBFySbOA2n7SEamujMF5IxjRazTDS4Ywqnwgg/pn0revCD2lpW2L7Tt2SInb22/Dhx9Kd7js7FgX0WHD4IADpLV3nz4ynvbtKxeFPB4ZM53OWOdRn0+WsXWriFWbN8vt4sWwcqU8DyKuzdk8hx++/sOUtJ9+5txnOGPEGW22glcURVGU/1VUcPpfE5x6ottDMXA/knnkzBRfGZBMiFPny//+ajlId3qkbWZ7dOlk1QEXtWvjlToiJ1FVFLCM0axkJMsZxUpGspYh7KSUBrJx5GRR2tfFoL5B+vUJk5Mdxu2W7BmXy+Byy/lzMADBoCUQECGi0WvYut3Bhi0utmy2+KoayaaBJVuLKSnvvP9NurMjttRuYeb6mby95m3eWPUG2+vlsxxaNJTTh5/OifudyNEDj+5yN6xOk8LtDYUki66yUqb4/y+/vpzcutb7bU12Gddfvq3Jd8zlin72MZNAt1tEq1694IwzYp0AE7G9bjt3f3I3D899GIulIdBAjjuH0pxSLjvwMv40+080BhvxhXzkunPxuD3ccMwNXDn+yrZPlqyFZzLBtmih4cqDC2oiZsVdSOfqsuDUxe9xTwlOA4GLgZGIyJOJFIW3JIAIPw5gHvAMEN+ZuaRE0iS7QgkwHpgADAPCkSnSAE1Ms4D1wHzgM2Bji2Vs3y5qQWdJwfvsx81nHMzHHMEsjmEh49jAIJwR8chpwpT1cVBY4iavdwa9S5z07i2CbvS7Yq2MkYGAfAcrKqByZ4jqnT4qdwSprAgTwsmqrbmUl0e2YfdC2DYdtr4NlfMl29aVJfs2BvKGQv7IyMWQ8oh41A8ye8lvW3T/j14A8e+Gxq0w53ux37x4Mkvg3Fg2X5W3imunXctTi58iEA40lbgaDE6Hk0EFgyjyFDUlCfqDftZVr6PWV9skVEWzjcaWjuXB0x7kmEHHdP4ziGPHDnjnHZg5Ez74IMyaL8E4A7hcFqdxEwo6CIdNU6lv9H0HEY0Axo6FyZPh6KOlW+mmTXDLLdJC3eEQTz0Qsenyy+Gyy2SeqEGqx9O9JhOBQKxxRWZm4rHSH/Tz8LyHeWH5C8zZPAeDwRvy4jAOnMbJAaUHcPb+Z1OSXcK0NdN4a/VbhGwIf8hPhjODcDjM4KLBnLzfyfzyqF8yqHBQ11dUURRFUf5HUMHpf01w6gl8ldIGumohELnyG/ZDVhkc+STkj5LMiFBc5oRxivDkcMv/8XwFBKfqanjoIXj6abnK6vHEuqKdcgp84xswfjz07y/Cgtcby6CKn+J9peIzX6K30XkyM+V22zYYcMhXpAY7CdkRO+t3cuRv+hBI0Bvg2A1w35tQ5E0wYyfwuuCmSfDfMa2TUJwWnnqviMMWVyaaNTFpFvZqfbU8Mv8R7px1J/6Qv1l5Y647l9LcUm6ZdAsXjLmgcyb0Oz+C2VdAw0b5nkbLSXofDiN/Cv3PjD3mzOpYOO6IcDBieB6WEtmukO7StvoNsOBnsOV1ybTsSqaKccl7Nez/4IDftZuRmZDGbfD59bDhabkf6sQO78iQcbV0Ekz4M+SP6FrMKEl8nxcvhj/8AZ57TsYzn0+m3Fw4+2w48UTJHBw4sHnnlvaMmqMZMNHXGiPLDoVg9Wo4cFwYNrwAS34PdWsi+3UkJSZ/JAy/CvpOkWykUKN8rM4MuTDSWZ5q5z1KkLVnreW9te/x+5m/Z87mOQRCAYI2SI47h4PKJWPphWUvcM8n9zT5HOVm5JLtzuaXR/2SK8dfSX5mfufXL0JNDTz/vHRv+/xzeU/3tIuswyGfn9crn09jY8zPDuDww2HatNjreoJAKMD0tdP5x4J/8Pqq1zHG0BBowIFDSvewTULU/iX7893x3+WC0RdQklPSMyusKIqiKF8xVHBSwSl92DDUfQlVi6Bhi7SEbtwq5W8hr5wERTOcXDngLhAhyrhiAlT0lrCYDIcDsbK6sD/SYrpalhf2w6TXemRTBwyQq8T+OPsat1sO6oPBFB9cf1VM/5JwstoQaODur5fyxwPr8bkgEHfCmRkATxD+9hqcv7TjDlPxzBwEF50Luz3QEHeV3RWS5XxvHvxuWQkl6xL4DbVFD/n7+EN+nl78NDe8dwObazczse9Ebj3+Vk4eenKny2yaUfMFbHgWts8Q03BfRURgyoDcIZA3ArIHiIgR/d+ZFSmLjX6XIxl4NiTCko1MIT80bobaNVCzQgzEa1bDpWv23n16xf2w8FeRsai9erUOcETGvqOfFZGjI0JeWPQ7+OIvzQXArhAdTwecDxP+1DVjdkjKPm0tXHUVPP54rGNpdNF33AE//rE8ltfJas0u8fElsOlFCNY3f/zwx2Hg+bGLHp0hBWWiKytWctdHd/HMkmewWHxBEcPcTjeBUIAsdxbDew3nxuNu5KyRZ3XLL6umBm6/HR54QO7X17f92oICmDABioqkfNztFkGvsVFK2j77LFbC1hmefRbOO6/93SideINe3lz1Jo9+9ijTVk8jZEOMLB7Jd8d/lwvHXkj//P49vYqKoiiK8pVDBScVnL4aWBvXzj3UwjQ8Dc7MXeTrX4d335WD7/g2y2++CccdJydWKTmB+iqRRAGm3l/P3+b/jVs/vJU6X10zM1encVLoKeTAsgPxuNvPTAiGgizduZStdVubdW1zGReZrkx+fOiP+dmRP+uw+1tCespQOtUd20JeqFsHdauhYbOUEvl2gncHnPEs7E4ghBQYeLRXxOsmzu/GXSBm457ekFkqPm4ZvWDkVV1fr0ygPDL1iUwZSIlb1EtpE7AN2ErzkrZ42vpsbBgW/BRWPwqhhq6vX1s4s+AbHSzPWwHvnQi1KzuX0dQRDreUeJ29uWvzJWGfXr5c/M4CLao1TzwRXnut/fLRPSIchGcSiEnZA+GstV3/XUlhmeiuhl08Mu8R7vnkHnbX1eHYeSAHhC5nlD2XrFAZwaCUpvXrB4ccIqJQZyojX3gBrrhCfo+8CXajkSOl4+YJJ0h2WUmJlMLFd9mMN+7OyoJ162DGDCnHe+ed2NDTq5fMGx9n1Cjxcios3Pt+D+v8dVR5q1RkUhRFUZQ9RAUnFZyUFGAtzJsHL78sJSLr1tHky1RQAJMmwUEHwbhxMZPV/Hya/Jmiy4hOEDu3i++c5/HIQfzOnXKFeelS+N730r+93SIFAowv6OMnb/2Ev8//e1MnolZh28h1as+w99Rhp/LMec90q1QlFvh/o4NZSmJ3NmuvBPEwOgrxU4pqXW15KfmAUOS5IOKnNBtYFrnflqdRyAuzLhDPn2SKTVHa68pX8wVMPx68O1t7au0RBi7qolF5Ej7fxkYpL163rrkYUVAAH38sZcf5e/C1a5f518Lqv0GoRVrPwX+EEVcBpmvlcymirg7+/W/4y18sX6yyZHkgHHY0+SBFcbmkYYXXK7df+xr87Gdiwh1PMAjXXguPPhrzO4rn+OPh97+Hgw+W+9nZXV/n2lpZn5dfFtvIWbPgvvvg/vtj2xQOyy50xhnw7W+L31NxsfymORxShufpwtvv9Yp4Fg6L+FVbK13rFEVRFEXpOVRwUsFJSQPhMGzYIL4hGzfKydXatWJoW1Ulnk/19XKQHBWZot14XK6IaXhQSkuigpTTKQfmHo+ckBUWSqnDU0/14IZ2hRQKId6gl1+9+yueWCitsP0hUR4yHBn0zu7Ntw/8Nn1y+wBi1vv0kqdZu3ttU2ZUhiMDl9PF10d9nfum3Ne9jKaWqOCUmtjWwvbp8NkvpAwP9iDrx4gRug2K4HDwHxLEC8P7p8COWRBOQnZRWyQqt9o1F6afEDGhTsFn157QlYgkfb41NVLSde+9sc6hUTFiyhQpuTviCBE+vF4R7qMdy7pCICBZp6GQjLUZbgs7ZoiHU8XHUvIZNfj2lMPQ70Df06HoQHks7JfMJ0cXfJxCPpnPhiJl4S6oXgq9xnc469q1Uu725JMiwLRX7pYIp1NEm5Ej4de/hvPPl8cvvBBefbW12FRUJGVuhx+evLLvqHl7Vpbc93olA2rGDMluWr5cPuuMDPlcMjIk82ngQMmoKi+PdarLzo41Uoj6ePl8sGWL/K5u2yal7Js2wYoV8vu4pz5UiqIoiqLsGSo4qeCkfAWIGt7uU6RBjAjbMK+ufJVfT/81G6o3UB+ox2DwuDz85LCfUJ5bzg3v3YAv6CNog+Rm5JKfmc/Nk27mkgMvIcPZjTZJbaGCU/Jjb/8A5l0t3nAts1SSQSIB5rPr4IsHupbZ5C6IdOhsSNyxLBEtBaeGTfD6OAjs7nzcrvJDoDp1i2+TSHlnMAjTp4sY8e67sGyZCBYej9wWFIh4MmyYiBF9+0qGaFkZFORbnM4gbocfaw1Bm0Ew6KRyt2HbNhEhtm6VbNAVK0T8b9YIsH6DiE/bpotBfsP6iLm6S8SijN6QPww8pVJ+6CmHnAGE3SVU12bhDbix1kGmy0dhvhdncJcY7Hu3xUpMa78E71YRrc5v+40OhyUT6IYbYgLZnpKTI1m1554Lv/kNrbKjhg6Fjz6SCxcpK2NMgLXyuSxZIrc7drQWkCorRVwKh2PNMpzOWHMNl0vEspIS6NMnJlCVlsJFF6V3exRFURRFaY4KTio4KUpy2IvNyq21TF87nV+/+2uWVSyjIdCAy7jAQDAcbOradtvk2zh/9PmdM9/di7e3Gfui4BTyitC07j/SPawjXLmQN0z8oIxT5q9fL4JAR5lC8cLPlrfhw693HNPpgUEXQv+zoWwSODIlM8rhEo+rrW/Dxhdh8yvyeEdxQ35482DxbErQkbEZxgFF46H8JOkg6MqV9d39OWx7Gypmt20wfnH7i+4QN9AfyIv8H0LKGrcCHelkCfYHa0VwWLIENm4I4d+9HluzkkzfSkpcixhUsIh+BWvJ81TjcoYIhR2ErXgvOR0hDBAMO9ldX8zG6uFsqDmQ3eEDCGSNwBSM5Mqr+7RtnB8OSee6ui8jgtFO8G5l7Sovr84YxqdL92PB6lGs3T4QAEckXsg6CIedDOi9mYP2W8nhY1Zz2jGrGTMGyOorvmSZpdD31ITfj7Vr4YILJPOnqxlNHREtU2vp15STI+/xgAFdzxpTFEVRFEVpDxWcVHBSlOTwFRFgPt74MddPv54Z62cAMKZkDHeeeCenDz+9a13bejLlrCvj874mODVshvdOhvq1bQs/rjw5oR/0TSg7TkSXYAPNxKVoB7K6L2H9f2HxTYmXFRV+fLvg1eEiGLWFccDgb8P4u6XrnLuduqRArWS9vDqs/bgA866BNX9vP6vKkQkjfgQH3Bi774xL7QgH5D1wZkiG1me/bL2MrmY4uYBDItN+QBEiMFmknWN0E6Li0ybEH2sGED9UtOWVVbsGNr4Aa5+AmpWyTQ5XpAtpF9qhxRPtqBj2d2zOHqGqCv77X3joIfjiC3kskcl2IjIyRMTp1w++/3341rdkyErE3Llilh71N0oF2dmts5uuvlo6AnbHq0lRFEVRFKU9VHBSwUlR/idZsGUBVd4qjh9yfNeEpihfEYFtnxKcfLvgzfHQuDlxpk9GLxj9KxjxQ3ne3Um36ZAP/tuGJ09U+Jn7IxF92soOchfC5GmQP7p9oaklT7XxHkXjVs6Hd45pP6uq/CQ48klwZYMrp+OYwUZ4tg11IZF3VEtqvoAv/gJfPh5ZXheMcoxLpsIDYP+fQ/+viwgWJRyU5S6/Gxo2RNqgtVB38oZB3kjIHwlFB0HBWMjqI2KUcQNWlhP2yTJ2L5KOgi3fww48q4JB8Zb67W9lNfY04yjqY3TttXDrrc2f+/RT6QbXUQxjYOxYmDgRjjpKspJcLvHBmjtXpjlzxBewsyxcKA0sFEVRFEVRko0KTio4KYryVeKrInRBcgWnYAO8fQRUL0/cnW3IpTDxASmZc2V1bdnQvvDTuBWm7te2GXn2QDhppvj6OLtoGNOR4PTOsbDzw7bnH/YDyahydTE9paO4iQjWS2bUl4+JoLOnXfJcuSISfn293N/0Ksz9oWSRtfTk6jUBhn0PBpwrJYvhgGQrdfb97uL2fvABXH65+Dwlu7QtK6t5ltGyZWLUXVvb9jyFhXDFFdJ1Li9Pvlotjb39/lgjiVdfhT/+UQSojli7FgYP7s6WKIqiKIqitE9bgpOrJ1ZGURRF6YCeEJt6Mm6UT6+UzJpWIoeBw/8BAy/oXHZPd1h8c9teS55SmDIXMoqhM95fXWHnR5Lh1BbjboVR13RdbOoO296Djy+CQE3nfLM6Q7BOphfKYL/LJWuqZdlgwRg46hnIHSJlisl+j1tgLdxyC9x1V+subskifrl+P5x5Zvti00UXwcMPS2leTju7eEaGTADnnAOnnQbvvAPf+Y4Yb4P4OLUs15s9W7rCORzd2x5FURRFUZSuooKToijK3khZWc9lOPUUuz+HTS+1Lq0CmPiX1IpNDZth7b8Sl9IZJxz3OmQUpkYImf/Ttn2bBn8rIjalaLujWCuC2/I/dq0zX1fw7UgsNvX7Ghz1tGQymU6qIS+Wg7d7349QCC65BF5+uX2xyemEk06CU06Bww6DESNiQpDXC2vWSGbRu+/Ca69Jp7m2uOkm6c6WiJwceO45OOaY1tlMHREVp6ZMkY58550H770n2VUtM7buvRe+9rX2xSxFURRFUZRkooKToijK3khXy9q+6lgLc76fuJxtv8thv8tSK7qserjt7KYx10PB/mJCnWx2fgLVyxI/lzccDn0kPWLTvB9LCV1HYpMjQ7KReo2HwnHinxX2SyfAyvlQuaB9Iajl8jN7i9jU1W3spthkLVx8sZSitTTVjtKrF/zud3DppbGStpZZQR4PTJgg00UXifDzwgtwww2waVPz137+Ofz5z4nFrbw8mDULhg+PeT91B48nVmJ3wQWwcSMsXSriWpS5c+HOO+G667oubCmKoiiKonQHFZwURVGUnqd2NVQtolmHORAhYvw9XRMkupP9su7JxNlNmSViUJ6qcra1/4ZwG2k2hz8u5WWpJurX1J7YVHgAjPgJDL4wYuTuaG6aHg6I95PTA7Wr4I1OulP3PgJscI9Wvys88kjbYpMxcNVVcPvt4HaLgNMZ8iOe9d/8Jpx7Ltx9tyzDH9mdrroqsdjkcMC0aZI51dlYHZGdLZ32KivhgANam4rfeqts++9/n/xudYGAvG+KoiiKoihRtJJfURRFiVFeLmfeXZnao7PLOG9E4rPy/a7oemZRd7Jf2ppn7G87X+bVHTY8mzizqvRYKBqXci8jNr4Cqx5qW2zK7A3HvAgnz4b9LhXhz53fukOfwy0lh06PiFOdpWoxmG5kjnm6Uvopn9+CBWLGnUhsyskR8eeOOyTrqDsCkNsty/nFL6SDXEmJlLktWJD49ddeK6JQssSmKDk50tXujTdEDHO22IXuvReOOw7mz4e6utZeT13F75ev7tSpe7YcRVEURVH2PTTDSVEURYnRU6bhE4FEusPA81NfUgaJu+l5SmHod0RESRXhNox/xv9JurulEu9OmH1p22JT39PgyKdk+7vala8tnJ7mZZP162Dx7+CAm7qWRXZO10pOw2HxN0qkaWZnw8cf73lZW/zy9t9fhKa77mpe1hZl2DC4+ebkZxnFc+SRsHix+DutX99caJs3DyZOFG+q668XAcrtliylvLz2jcWDQRGqsrIkk2rqVCnVW7eu600pFUVRFEXZt1HBSVEURel52kpYKTo4PfETGZUPOJ9WJX7JJpFnVcFYyB+Z2rjWwieXQLANsWnIJXDIw8kvJSw7Aba/31zkWv5H8bE68knJJnPnJTcmYuq9c2fi5x5/PHliU5SMDCgslGUHWjZcREzEM1JgCdaSgQPhs8/gnnukzC8UEsPzKJ9+CmedFXvtYYeJefkxx8j6ezzgckkWk88nxufTp4tAN2dOrCueoiiKoihKIlRwUhRFUWL0VHe8tn6NupNZ4ynrtql0M4Zc0vXsqq76RyXyLxp4Ppgu/jx3Ne7Oj2DHTLAJ1JC+p6dGbAI4biosvQOW3i7bHvXN2vI6vFgGgy6AET+WsryQTzrXObuozIS8kXkzYfsH2D5TuP56ycppyWWXwWmnJVdsirJiReKK08JCOOccEXLSQWamZDH94Afwpz+Jj1Vjo2Q8xZfTbdgg03PPdS9OOgQ0RVEURVG+WqjgpCiKosToqe54r+wH9WtbPx6sF2+grtCVcqv69fDa6NZlZe5CKDqwa3EhSULXt7outHU17rI7E5fSZZbAkf9JnUm6ccDYG2DY92DxzfDl4/JYsFbKC9f+W6aMXlB6DOSNkCy3wrGQM0jKDG0oYlxuZF7jBP9uqPsSdi+C6kVQvRx2fgghL/NHWNata70qbrcYfOekqGJz/vzE5XQXXLDnvkndoagIbrlFSvk+/RQee0zK4SorJZOpvj7x+rZFRobM19AAQ4ZItz5FURRFUZR4VHBSFEVRep6igxILTjs/gn6npy5uzUpwuKDliXbJkZIpkyzvos7iKYOsvqmPs2164scPf1yyilKNpwQOeQDG3w1b35EugVteo0lECtbBpldaz2dcYiLvzBSz9bBfJptAKXF6wF3A++8nLmu76KLUZuXMmpXYoHzy5NSJXJ3BGDj8cJn++lcRnObMERFqxQrxe9qyRR4PhUQcczjkvSopgb59RWAaO1aWMX58ajLEFEVRFEX56qOCk6IoitLz9D8Ltr0jQkM865+Rjm0p8PUBRHAKJTDuzh+ZWrPwtsjfPyJ0pTp2Am+qgtFQNiklIpu1cOJm2PzAqFbPjSkdw7PnPYsTC3VrofYLqFkBuxdC9WJ5LFgfeU8iXQ2jnf2MG5wuNvuDnLOpkWrrlI55zkxweMCRQeNTq/D7h7eKe8UVYpCdKubOTfz4YYelLmZ36NVLjMWnTOnpNVEURVEUZV9DBSdFURSl5yk/CcIJ0lDWPw0H3po6walqUeJOcUUHpT+7CSB/lGTwpJpE27z/z7seu5PeURbINvDl7i8JtPicN9Zs5M5Zd3LDsTdA/nCZWma1BWqkq140oynkk0woRwbWuLnw+UuY7/+MkA0h6WpeoBqnceJaNbDV+hgDEyZ0bVO7Sk1N4sf7piGBTVEURVEUZW+gnca3iqIoipImsvtC39Nam2XbEMz+Ttvd1PaUxjbEkvwxqYnXEYVjU+ef1C4GBn5Dygu7Qie9oxwGnu8DE/pOILOFkNcQaOC2D29j8fbFbS/AnQ95Q6Fgf/HW6n0oFE+EonE8vOp9FuxYFhGbYmS7s7n2sJ/jq28tHPbr16nV3iP8/sSPp8ssXFEURVEUpadRwUlRFEXZO5jwZymHasn26bDg51JWlWwSGWcDuHOTH6szeMp6Jm7+yMQ+SEkk0wFvf+ttBhcOxt3ic/YGvZzz7Dn4Q22oNG2wpnINv3jnFzQEmn+O2e5sztv/PG465g6cztbzZWd3zSC7O7gT7MrQM4bhiqIoiqIoPYEKToqiKMreQc5AGHUtOBNk+Kx+GD7/dXIznYINUqqViJaZVp1lTwWjdJTTJaLXxLSEycvMY+blMynNKcVhYocgFsuW2i385r3fdHpZoXCI8587H2/Q2+zxLFcWxw48ln+e9U8yM01CgcfvJ6EQlUzaMtLetSu1cRVFURRFUfYWNLFbURRF2XsYdwtUL4Wt0yDU2Py5L/4Cu2bDUc9CZnH3fZ1Cka5mq/8OlfMSv8Ym8JPqDOds69zrPr8Blt3e+vFEPladwVPW6fK2hGT1SZtJemlOKR9e/iEHPHQA9XFZaw2BBu7++G7+vejfrcruElHtq6baW41tYYA+ongEL134Ek6HKEpZWa27xW3cmHrB6YADYG2CxosLFsCpp6Y2tqIoiqIoyt7AHglOxphewH+BwcA64AJr7e4Er5sC3Ac4gUettXd2NL8x5tfAdxD3z6uttdOMMdnAc8DQyOOvWmt/tSfboCiKouxFGAcc9V+YPgkqP4Nw8+wVds2FV4fCgPPgoDtEaDHOzokl/moxAl//NCy6CRo2tPPaNjKfkoUrCzC06hbnr+ze8jordK39D8z9QetugMZFt5KeuyR0xZY/pGgIj5/9OOc/d36zV1gs2+o6uS0JcDvcTP3mVDyu2P5w4IHwySfNXxcKwZIlMDGFiV3HHgvTpoGvhT/7Bx/A5MmQ2QOe9IqiKIqiKOlkT0vqfgVMt9YOB6ZH7jfDGOMEHgROBUYD3zTGjG5v/sjzFwJjgCnAQ5HlANxtrR0FHAwcZYzR64SKoij7Es4MmPyumIg7c1o/b8Ow4VmYOhTemgiLb4GKT8C7A8JBCDZKuVzIJ1lSNV/Auqdh9mXwfDHMvqJ9sQmguh0D62SQWZxYJKteAiFv68eThdODCF0tCNV3L6vrnG1wke3k1Nw06bzR53H/lPu7tx0JcBgH8743j4EFzbvSnXJKYqPup5+G+hTYgkWZODGxqPTMM+rjpCiKoijK/wZ7WlJ3FjAp8v+/gA+A61q85lBgtbX2SwBjzDOR+Za1M/9ZwDPWWh+w1hizGjjUWvsJ8D6AtdZvjFkA9N/DbVAURVH2NlzZcMzzsPqvsOBnEPaDDbZ+Xc0KWHaHTCAeSO58yXoK+SBQ1XEsZ1br8r3dC0X4SVWZWd5IWdeWcWtWpDaupwxMAsGpaqm8X2kqq4vy48N+TEVDBbfOvJUwMRXGgYOD+xxMcVZxq3m+qPyCDdUbCNvY610OF9O+NY1xZeNavf644+Duu6GuRVLXX/8KN92UtE1pxfjxrbObADZsgNmz4fjjUxdbURRFURRlb2BPM5zKrLVbASK3pQle0w/YGHd/U+Sx9uZvbx4AjDGFwNeQzChFURRlX8MYGP59OGM5DL5IxBDTRuuvKGE/+CqkzKszYpPDk7gzXs0KEWBSRf4oCCdYfvWK1BqHFx0kGWAtqZwvwlsPcPPxN/PIGY+Q7Y6ZxYcJs6F6A8+e/yzTvj2tabp18q1sr9veTGzKcecw57tzmDxkcsLlH3ssFBa2fry+Hu66K3VZTnl5cMYZifW9G29s7SulKIqiKIqyr9Gh4GSMedcYsyTBdFYnYyQ41GppWtG1eYwxLuBp4P5o5lTChRjzPWPMPGPMvJ07d3ZqZRVFUZS9jJyBcMS/4IwvYMi3pYudK4/EPxWdwJkNjkzIHwnj701s1F3xifg9pYqsPmAT/BQ2bGi7c14ycOdBVoJOeoEqqF+XurgdcOWEK7nuqOuaiU41vhq+//r3m+43Bho599lzaYwTzLJcWbz6zVc5uM/BbS7b4YBbboHc3NbP3XEHLFwoXeuSTTgMP/sZZCdoujhrlpTWNSbQ/hRFURRFUfYVOhScrLUnWmvHJpheAbYbY/oARG53JFjEJmBA3P3+wJbI/23N3948AH8DVllr/9zBuv/NWjvRWjuxpKSko01VFEVR9mZyBsDh/4Dzq+DYl2HY98DTR8rnXLngyhchybjFBNuRAa4ccBfI404P9D4CDv4jnLkazlghGVQ2gaFOsA52fZq6bTFGhLRErP+veFGliuLDEj++7C4I1KYubgf89tjfcsm4S5pEJ1/Ix9SVU3l15asA/Pztn1PRUNH0+ixXFv86+18cP6Tj2rRvfQs8CaoFw2H4+tehogIC3WwQmIhwGGpq4PDDobw88Wt+8hPYvVsMzJNJKn2pFEVRFEVRusKeltRNBS6N/H8p8EqC18wFhhtjhhhjMhAz8KkdzD8VuNAYk2mMGQIMB+YAGGNuBQqAa/Zw3RVFUZSvIg43lE+GQx+Bc7bABQ1wylw48gkRkw66Aw68DQ66CybcD8e9Bl/fKK87+WMY8UPIjtj/GQOFByaO8+UTEKhL/FwyKDuehD/DG55p7e2UTIZcIgJdS9Y/lVh8SxPGGB48/UFOGXoKWS4p72sINHDJS5fwyspXeOzzx5qym7Ld2dx90t2cP/r89hbZhNsN//43ZCWoGty5EyZMgC+/TE7Gkc8HO3bAEUfI7nXvvYmznOrq4JhjoKoqeaJTfT384Q/JWZaiKIqiKMqeYmyilP7OzmxMMfAsMBDYAJxvra00xvQFHrXWnhZ53WnAnwEn8E9r7W3tzR957gbgCiAIXGOtfdMY0x/xdloBRM0vHrDWPtrRuk6cONHOmzev29uqKIqi7KOsfAA+/2VrkcddCGdvTCzOJIPtH8CMMyHYMqvIwJlfQu7g1MQNh+ClPuBLUGo+6CI49K/gTtE2dwJ/yM+JT5zI3M1z8Ya8uB1ujDH4Q1L3lu3O5mdH/Ixbjr+ly8v+1a/gL39J7J+UlQX33AOXXird5ZzO1q/piIYGeO01+OEPYdeuWNXkOefA668nLt0bMgRmzIDi4sTCVFdi33QT/PGPias1FUVRFEVRUoUxZr61dmKrx/dEcPoqoYKToiiKkpCGTTB1WGIT73G3wqifSte8ZBMOwvNFUr7Xkv5ni2+VOy/5cUHK5xbfnDiT6rhXofyk1HpYdUCdv47DHz2cL3Z9QSDOYyvbnc03x36Tv3/t75hEbtwdEApJVtGCBYk7yAHsvz/cfz8cfbS8Pien/WU2Nkom06JFcPXV8GlcJWb0EGvXLhg6FKqrEy8jK0s66V16qfzv6EL+eX29ZGmdfz5ED3P+Rw7tFEVRFEXZS2hLcNrTkjpFURRF+WqT3R9yBid+bvkfU1dm5nBBvzMTP7fpJWjcmpq4IP5Xpo0Uno8vhrovk9ulL9i1lmy5Gbl8cNkHlOeWYyLm8FmuLCYPmcxfz/hrt8QmkKylt9+Ggw9OXF4HsHw5nHQSDBwI118P06fDtm3i8dTYKFMgIL5Ps2bBrbfCiBFw2GHNxaZ4iovhqafajtnYCFddBccfD6++Kvfb82IKBKC2FjZskKytUaNiYpOiKIqiKMregmY4KYqiKMqS22DJ7xNnOQ3/kfhCJbPMLNggWVNb3oJZ5yfOcup9OEyentzsqmC9GKkDrHsKPr0SQgnEIHchnPAe5I+Ivb472DCEvPDJZXDMs12efUP1BsY9PI5qXzWH9z+cDy79gEzXnmde+Xxw2WUwdWri8rpEeDyQlyfZTHV1nZuv5SHWY4+JsNSRV1RZGZxxhmRZHXkk9OolYpnXC8uWwQcfyDRrVufiKoqiKIqipBItqVPBSVEURWkLbwW8Miix+AJw/NtQeox0uttTAvWw6kEY/UsRZF4dLhlFiRj7G9j/uuSIXcEG2PQKDP5m7LEZZ8LWaRBOYC7kyIADboaRV8t2my4mRQfqoXEjzLoQqhbCRd073pi3eR43z7iZp859irzM5JUYWguPPgo/+5l4K7VVYtddXK7Ene8ef1w8npJhUN4W/yOHdoqiKIqi7CVoSZ2iKIqitIWnN4y4ChxtCEqzzpMStz0tMws2wK5PYeGv5b5xwPg/tZ1FtORWEYQCe9jrPtgINStg9uXNHz/8MXDnAwlK1MJ+Wc+3DxeD85BXpo4I1IB3Jyy+CV4fK2LTHjCx30RevejVpIpNIJlKV14J69eLd5LHIyLRnuJwiPn3mW1US152Gbz4IhQVQUbGnsdTFEVRFEXZW1HBSVEURVEARv+q7SyeQA1MO0REmy76ETURrBfx6INTm/tC9fsaZA9se76PLoAvH5P5uxt3+/vwzlGtSwYzi+GkWeAuaHv+qsXw3glirL70dtgxS96PkE+WHWwQcap2Nax7EmZ9A14qhxV3gw11b53TSFER/PWv8PnnUu5WWCilc10lLw9yc0VQmjkTXnih7ddOmQJr1sDXvrZnnelakpkJJSXJW56iKIqiKMqeoCV1iqIoihLl8xtgxb0QbiOTx+mBo56FsuM7X+YWDsvyVj0En/0SiPzuxpeYbX0bZp4DoXZEpRFXwUF/ELPvznSQCwdFCFr1CHz288Rxo1Qvh3ePBf/uzotE7gLJzAoHIFAlt+3RzZK6dBMKwfvvw3PPwdy58MUX8lhmi7fc75fStaFDYcIEOOccOPXUrmctvfqqGH+vWyceTeFueNRHO+ldcYWYmOfnd30ZiqIoiqIo3UU9nFRwUhRFUToiUAuvjgDvtvZfV34SHPIQeMrAmQ2OBB3fwgHJAqpaCHOval1aFi/AWAsfngNb3kxsXB4lqw8ceDsM+oYs351AWQjWAwZ2zID510DtF23Hjad+o3g61a5qX/jqLl8Rwakl1kqXuo0bxecpHJbyu/Jy6WTXzYZ5rZg/H+69VzKjMjJE5GrLmNzpFJHJ55N1uO46+OY3k5stpSiKoiiK0llUcFLBSVEURekMFZ/C9OMh1JGrs4E+J0Pf06Hf6ZA9QLKPwgEReTZNhS2vQcXsxLO3FGACNfDqyI7FLgBPOZRPhr5nQK8J4MwSoap6OWyeCtumQ/3azsWNx4Zh5V9g4fWyvGSVxDlz4BsJOvEprfD5YPFiEaBmzoQlS8RgPBgUoausDI49Fg49VDKryst7eo0VRVEURflfRwUnFZwURVGUzrL8Hlh0Y9td65JBIuFn9yJ4+8jUZBi1F7cl9eth3o+l1M+YzpmFJ8KVK1lY426FoZd3/HpFURRFURTlK4d2qVMURVGUzjLqWuh/lpTLpZOicXDkk5Kx1JPkDILjpsLXN8DY38ZKB115JOxoF8XhEYHJkSHZV8e9Cl/fpGKToiiKoijK/yCa4aQoiqIoiQiHYN4PYe1/UpPp1F6m0fYPxE8pWEeT2Xc64raFDUPdl1C5AHbNgZ0fga9Cyu6MS8zUC8ZC6dFQNB6KDgR3N1q9KYqiKIqiKF852spwcvXEyiiKoijKXo/DCYf+FXKHweLfdcLTqQt0lDlVNglOmSNeUr4KsMEkBDVS4tatWR2QN0ymQRckYV0URVEURVGUfR0tqVMURVGU9hj9CzjiXyLWODx7tixntpSnnfhBx68tGAWnLYI+p+x5iZ0zB3pNhCma6asoiqIoiqKkBxWcFEVRFKUjBp4PX98Iw78v4o/pYoKw0yP+R+N+D2eth+JDOjefpwQmvQYnzoTiQ0U46gquXMnQOuYFOOVTyB/RtfkVRVEURVEUpZuoh5OiKIqidIX6jbDot7D51Uj3Npu43M6VC+EgZPaCwRfDmBsgo6D7ca2F7e/Duqdg6zTw7RRzbhsQvynjBIcLbEgyqcpPFKFswNlSEqcoiqIoiqIoKUA9nBRFURQlGeQMgCMeFwGo9gvY9q5Mvl0iPLlywNMH+p4K5ZMhu39y4hojyyufLPcbt8LOWeLxFGyQLCp3IZQcATlD5PWKoiiKoiiK0kOo4KQoiqIo3cEYyB8p04ir0h8/q49kMCmKoiiKoijKXojm2CuKoiiKoiiKoiiKoihJRQUnRVEURVEURVEURVEUJamo4KQoiqIoiqIoiqIoiqIkFRWcFEVRFEVRFEVRFEVRlKSigpOiKIqiKIqiKIqiKIqSVFRwUhRFURRFURRFURRFUZKKCk6KoiiKoiiKoiiKoihKUlHBSVEURVEURVEURVEURUkqKjgpiqIoiqIoiqIoiqIoSUUFJ0VRFEVRFEVRFEVRFCWpGGttT69DWjDG7ATW90Do3kCFxt1n4/ZkbI2rcfeluD0ZW+Nq3H0ttsbVuPtabI2rcfe12BpX4+5rsQdZa0taPvg/Izj1FMaYedbaiRp334zbk7E1rsbdl+L2ZGyNq3H3tdgaV+Pua7E1rsbd12JrXI27L8ZOhJbUKYqiKIqiKIqiKIqiKElFBSdFURRFURRFURRFURQlqajglHr+pnH36bg9GVvjatx9KW5Pxta4Gndfi61xNe6+Flvjatx9LbbG1bj7YuxWqIeToiiKoiiKoiiKoiiKklQ0w0lRFEVRFEVRFEVRFEVJKio4pQhjzBRjzEpjzGpjzK/SGPefxpgdxpgl6YoZiTvAGPO+MWa5MWapMeYnaYrrMcbMMcYsjMS9OR1x4+I7jTGfGWNeS2PMdcaYxcaYz40x89IYt9AY87wxZkXkcz4iTXFHRrY1OtUYY65JU+yfRvarJcaYp40xnjTF/Ukk5tJUbmui8cIY08sY844xZlXktihNcc+PbG/YGJOyzhptxP5jZL9eZIx5yRhTmKa4v4/E/NwY87Yxpm864sY993NjjDXG9E5HXGPMTcaYzXHf5dPSETfy+I8jv8lLjTF/SEdcY8x/47Z1nTHm82THbSf2QcaY2dHfCWPMoWmKe6Ax5pPIb9Srxpj8JMdMeKyRpnGrrdgpHbvaiZvScauduCkdt9qKG/d8SsatdrY3peNWe9ubhnGrrW1O6djVTtyUjlvtxE31uJXwXCXV41Y7cVM9ZrUVNx3HWm3FTvW41e75aArHrba2N+XHW13CWqtTkifACawB9gMygIXA6DTFPhYYDyxJ8zb3AcZH/s8DvkjHNgMGyI387wY+BQ5P43ZfCzwFvJbGmOuA3un8fCNx/wV8N/J/BlDYA+vgBLYBg9IQqx+wFsiK3H8WuCwNcccCS4BswAW8CwxPUaxW4wXwB+BXkf9/BdyVprj7AyOBD4CJKXx/E8U+GXBF/r8rjducH/f/1cAj6YgbeXwAMA1Yn4rxpI3tvQn4eao+23biHh/5HmVG7pem632Oe/4e4MY0bvPbwKmR/08DPkhT3LnAcZH/rwB+n+SYCY810jRutRU7pWNXO3FTOm61Ezel41ZbcSP3UzZutbO9KR232ombjnGrw2P3VIxd7WxzSsetduKmetxKeK6S6nGrnbipHrPaipuOY622Yqd63GrzfDTF41Zb25vScaurk2Y4pYZDgdXW2i+ttX7gGeCsdAS21s4EKtMRq0XcrdbaBZH/a4HlyAl7quNaa21d5K47MqXFmMwY0x84HXg0HfF6ksjVnmOBfwBYa/3W2qoeWJUTgDXW2vVpiucCsowxLkQA2pKGmPsDs621DdbaIDADODsVgdoYL85CxEUit19PR1xr7XJr7cpkx+pk7Lcj7zXAbKB/muLWxN3NIQVjVzu/CX8CfpmKmB3ETSltxP0BcKe11hd5zY40xQXAGGOAC4Cnkx23ndgWiF6lLyAFY1cbcUcCMyP/vwOcm+SYbR1rpGPcShg71WNXO3FTOm61Ezel41YHx5MpG7d68Di2rbjpGLfa3eZUjV3txE3puNVO3FSPW22dq6R03GorbhrGrLbipuNYq63YqR632jsfTeW41WPnwV1BBafU0A/YGHd/E2n40dpbMMYMBg5GVNZ0xHNG0n13AO9Ya9MSF/gzMoCE0xQvigXeNsbMN8Z8L00x9wN2Ao8ZKSF81BiTk6bY8VxIik7aWmKt3QzcDWwAtgLV1tq30xB6CXCsMabYGJONXOUbkIa4UcqstVtBDs6A0jTG3hu4AngzXcGMMbcZYzYCFwM3pinmmcBma+3CdMRrwY8iae3/THb5QDuMAI4xxnxqjJlhjDkkTXGjHANst9auSmPMa4A/Rvatu4FfpynuEuDMyP/nk8Kxq8WxRlrHrXQf53QibkrHrZZx0zVuxcdN57iV4H1Oy7jVIm5ax6029q2Uj10t4l5DmsatFnFTPm61ca6S8nGrp86ROhE3ZWNWW7FTPW4lipuOcaud97onjrcSooJTajAJHtvr1MZUYIzJBV4ArmmhJqcMa23IWnsQopQfaowZm+qYxpgzgB3W2vmpjpWAo6y144FTgauMMcemIaYLKZ142Fp7MFCPpP+mDWNMBnJA8Fya4hUhV5+GAH2BHGPMt1Id11q7HEk1fgd4CynJDbY7k5IUjDE3IO/1k+mKaa29wVo7IBLzR6mOFxExbyBN4lYLHgaGAgchIu49aYrrAoqQNPNfAM9Grtyni2+SJqE8jh8AP43sWz8lkp2aBq5AfpfmIyUr/lQE6YljjZ6O3VbcVI9bieKmY9yKj4tsX1rGrQTbm5ZxK0HctI1b7ezTKR27EsRNy7iVIG7Kx62eOFfZW+OmesxqK3aqx60EcceRhnGrje3tqeOthKjglBo20Vwd7096SnF6FGOMGxnAn7TWvpju+FZKvD4ApqQh3FHAmcaYdUjJ5GRjzH/SEBdr7ZbI7Q7gJaSEM9VsAjbFqebPIwJUOjkVWGCt3Z6meCcCa621O621AeBF4Mh0BLbW/sNaO95aeyxSspLOzIjtxpg+AJHbpKfx740YYy4FzgAuttb2xAWCp0hyGn8bDEVE1IWR8as/sMAYU57qwNba7ZEDozDwd9IzdoGMXy9GUs/nIFmpSTdKT0SkHPcc4L/piBfHpciYBSLSp+W9ttausNaebK2dgJyorkl2jDaONdIybvXUcU5bcVM9bnVie1MybiWIm5ZxK9H2pmPcauN9Tsu41c6+ldKxq424KR+32viMUz5uRWlxrpK24600nyO1GTedx1rtbHNKj7fi4kYvWqfleCt+e3vweCshKjilhrnAcGPMkEhWxoXA1B5ep5QSueryD2C5tfbeNMYtMZEuB8aYLEQkWJHquNbaX1tr+1trByOf73vW2pRnvxhjcowxedH/EQO+lHcktNZuAzYaY0ZGHjoBWJbquC1Id5bABuBwY0x2ZP8+Aan3TznGmNLI7UDkgC+d2z0VOegjcvtKGmP3CMaYKcB1wJnW2oY0xh0ed/dM0jN2LbbWllprB0fGr02Iieq2VMeOHlhHOJs0jF0RXgYmR9ZhBNL0oCJNsU8EVlhrN6UpXpQtwHGR/yeTJtE6buxyAL8BHkny8ts61kj5uNWDxzkJ46Z63GonbkrHrURx0zFutbO9KR232tmvXibF41YH+3TKxq524qZ03GrnM071uNXWuUpKx62eOkdqK246jrXaiZ3qcStR3M/SMG61tb09dbyVGLsXOJfvixPiu/IFopLfkMa4TyOpcwFkx/5OmuIejZQNLgI+j0ynpSHuOOCzSNwlpKgLUAfrMIk0dalDvJQWRqalad63DgLmRd7rl4GiNMbOBnYBBWn+bG9GfpSWAP8m0i0mDXE/RAS9hcAJKYzTarwAioHpyIHedKBXmuKeHfnfB2wHpqVxm1cjvnvRsSsV3eISxX0hsm8tAl5FDHlTHrfF8+tITZe6RNv7b2BxZHunAn3SFDcD+E/kvV4ATE7X+ww8Dnw/FftyB9t8NDA/MoZ8CkxIU9yfIMc+XwB3AibJMRMea6Rp3GordkrHrnbipnTcaiduSsettuK2eE3Sx612tjel41Y7cdMxbrX5XpPCsaudbU7puNVO3FSPWwnPVUjxuNVO3FSPWW3FTcexVluxUz1udXg+SmrGrba2N+XHW12ZTGSlFEVRFEVRFEVRFEVRFCUpaEmdoiiKoiiKoiiKoiiKklRUcFIURVEURVEURVEURVGSigpOiqIoiqIoiqIoiqIoSlJRwUlRFEVRFEVRFEVRFEVJKio4KYqiKIqiKIqiKIqiKElFBSdFURRFURRFURRFURQlqajgpCiKoiiKoiiKoiiKoiQVFZwURVEURVEURVEURVGUpPL/tvi4SvGh9zAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_8\n", "total seqlets: 91\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_9\n", "total seqlets: 77\n", "Topic 16 actual importance scores:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from collections import Counter\n", "import numpy as np\n", "\n", "from modisco.visualization import viz_sequence\n", "reload(viz_sequence)\n", "from matplotlib import pyplot as plt\n", "\n", "import modisco.affinitymat.core\n", "reload(modisco.affinitymat.core)\n", "import modisco.cluster.phenograph.core\n", "reload(modisco.cluster.phenograph.core)\n", "import modisco.cluster.phenograph.cluster\n", "reload(modisco.cluster.phenograph.cluster)\n", "import modisco.cluster.core\n", "reload(modisco.cluster.core)\n", "import modisco.aggregator\n", "reload(modisco.aggregator)\n", "\n", "n_mut = 4\n", "hdf5_results = h5py.File(\"data/tfmodisco/MMEFS_M4_results.hdf5\",\"r\")\n", "\n", "print(\"Metaclusters heatmap\")\n", "#import seaborn as sns\n", "activity_patterns = np.array(hdf5_results['metaclustering_results']['attribute_vectors'])[\n", " np.array(\n", " [x[0] for x in sorted(\n", " enumerate(hdf5_results['metaclustering_results']['metacluster_indices']),\n", " key=lambda x: x[1])])]\n", "#sns.heatmap(activity_patterns, center=0)\n", "plt.show()\n", "\n", "metacluster_names = [\n", " x.decode(\"utf-8\") for x in \n", " list(hdf5_results[\"metaclustering_results\"]\n", " [\"all_metacluster_names\"][:])]\n", "\n", "all_patterns = []\n", "background = np.mean(onehot_data[n_mut], axis=(0,1))\n", "\n", "for metacluster_name in metacluster_names:\n", " print(metacluster_name)\n", " metacluster_grp = (hdf5_results[\"metacluster_idx_to_submetacluster_results\"]\n", " [metacluster_name])\n", " print(\"activity pattern:\",metacluster_grp[\"activity_pattern\"][:])\n", " all_pattern_names = [x.decode(\"utf-8\") for x in \n", " list(metacluster_grp[\"seqlets_to_patterns_result\"]\n", " [\"patterns\"][\"all_pattern_names\"][:])]\n", " if (len(all_pattern_names)==0):\n", " print(\"No motifs found for this activity pattern\")\n", " for pattern_name in all_pattern_names:\n", " print(metacluster_name, pattern_name)\n", " all_patterns.append((metacluster_name, pattern_name))\n", " pattern = metacluster_grp[\"seqlets_to_patterns_result\"][\"patterns\"][pattern_name]\n", " print(\"total seqlets:\",len(pattern[\"seqlets_and_alnmts\"][\"seqlets\"]))\n", " print(\"Topic 16 actual importance scores:\")\n", " viz_sequence.plot_weights(pattern[\"Topic_16_contrib_scores\"][\"fwd\"]) \n", "hdf5_results.close()" ] }, { "cell_type": "markdown", "id": "9815f06f-e033-43ec-ab3c-88c7a8054eef", "metadata": {}, "source": [ "### Saving TFModisco patterns as text to be later used by ClusterBuster" ] }, { "cell_type": "code", "execution_count": 12, "id": "ccc7ed01-356e-4708-b5fa-166c137a0c1e", "metadata": {}, "outputs": [], "source": [ "def get_ic_trimming_indices(ppm, background, threshold, pseudocount=0.001):\n", " \"\"\"Return tuple of indices to trim to if ppm is trimmed by info content.\n", " The ppm will be trimmed from the left and from the right until a position\n", " that meets the information content specified by threshold is found. A\n", " base of 2 is used for the infromation content.\n", " Arguments:\n", " threshold: the minimum information content.\n", " remaining arguments same as for compute_per_position_ic\n", " Returns:\n", " (start_idx, end_idx). start_idx is inclusive, end_idx is exclusive.\n", " \"\"\"\n", " per_position_ic = compute_per_position_ic(\n", " ppm=ppm, background=background, pseudocount=pseudocount)\n", " passing_positions = np.where(per_position_ic >= threshold)\n", " return (passing_positions[0][0], passing_positions[0][-1]+1)\n", "\n", "def compute_per_position_ic(ppm, background, pseudocount):\n", " \"\"\"Compute information content at each position of ppm.\n", " Arguments:\n", " ppm: should have dimensions of length x alphabet. Entries along the\n", " alphabet axis should sum to 1.\n", " background: the background base frequencies\n", " pseudocount: pseudocount to be added to the probabilities of the ppm\n", " to prevent overflow/underflow.\n", " Returns:\n", " total information content at each positon of the ppm.\n", " \"\"\"\n", " assert len(ppm.shape)==2\n", " assert ppm.shape[1]==len(background),\\\n", " \"Make sure the letter axis is the second axis\"\n", " assert (np.max(np.abs(np.sum(ppm, axis=1)-1.0)) < 1e-7),(\n", " \"Probabilities don't sum to 1 along axis 1 in \"\n", " +str(ppm)+\"\\n\"+str(np.sum(ppm, axis=1)))\n", " alphabet_len = len(background)\n", " ic = ((np.log((ppm+pseudocount)/(1 + pseudocount*alphabet_len))/np.log(2))\n", " *ppm - (np.log(background)*background/np.log(2))[None,:])\n", " return np.sum(ic,axis=1)\n", "\n", "import h5py\n", "n_mut = 4\n", "hdf5_results = h5py.File(\"data/tfmodisco/MMEFS_M4_results.hdf5\",\"r\")\n", "\n", "metacluster_names = [x.decode(\"utf-8\") for x in list(hdf5_results[\"metaclustering_results\"][\"all_metacluster_names\"][:])]\n", "\n", "motif_dict = {}\n", "with open(\"data/tfmodisco/selected_patterns.txt\", 'w') as fw_pattern:\n", " for metacluster_name in metacluster_names:\n", " motif_dict[metacluster_name] = {}\n", " metacluster_grp = (hdf5_results[\"metacluster_idx_to_submetacluster_results\"][metacluster_name])\n", " pattern_names = [x.decode(\"utf-8\") for x in list(metacluster_grp[\"seqlets_to_patterns_result\"][\"patterns\"][\"all_pattern_names\"][:])]\n", "\n", " background = np.mean(onehot_data[n_mut], axis=(0,1))\n", " for pattern_name in pattern_names:\n", " pattern = metacluster_grp[\"seqlets_to_patterns_result\"][\"patterns\"][pattern_name]\n", " pattern_array = np.array(pattern[\"sequence\"][\"fwd\"])\n", " start, end = get_ic_trimming_indices(pattern_array, background=np.mean(onehot_data[n_mut], axis=(0,1)), threshold=0.1)\n", " print(f'{metacluster_name}_{pattern_name}',file=fw_pattern)\n", " with open(f'data/tfmodisco/motifs/MMEFS_M{n_mut}_{metacluster_name}_{pattern_name}.cb', 'w') as fw:\n", " print(f'>{metacluster_name}_{pattern_name}',file=fw)\n", " for i in pattern_array[start:end,:]*100:\n", " print(*i,file=fw)\n", "hdf5_results.close()" ] }, { "cell_type": "markdown", "id": "9d2040e9-a016-4db9-b153-8f0d058654ac", "metadata": {}, "source": [ "### Plotting TFModisco trimmed patterns " ] }, { "cell_type": "code", "execution_count": 13, "id": "cb9bdbdb-576b-42d3-9d1e-1c6ac6618fa8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(30,15))\n", "\n", "hdf5_results = h5py.File(\"data/tfmodisco/MMEFS_M4_results.hdf5\",\"r\")\n", "\n", "metacluster_names = [x.decode(\"utf-8\") for x in list(hdf5_results[\"metaclustering_results\"][\"all_metacluster_names\"][:])]\n", "\n", "motif_dict = {}\n", "track_no = 1\n", "for metacluster_name in metacluster_names:\n", " \n", " motif_dict[metacluster_name] = {}\n", " metacluster_grp = (hdf5_results[\"metacluster_idx_to_submetacluster_results\"][metacluster_name])\n", " pattern_names = [x.decode(\"utf-8\") for x in list(metacluster_grp[\"seqlets_to_patterns_result\"][\"patterns\"][\"all_pattern_names\"][:])]\n", "\n", " background = np.mean(onehot_data[n_mut], axis=(0,1))\n", " for pattern_name in pattern_names:\n", " pattern = metacluster_grp[\"seqlets_to_patterns_result\"][\"patterns\"][pattern_name]\n", " pattern_array = np.array(pattern[\"sequence\"][\"fwd\"])\n", " pattern_cont_score = np.array(pattern[\"Topic_16_contrib_scores\"][\"fwd\"])\n", " start, end = get_ic_trimming_indices(pattern_array, background=np.mean(onehot_data[n_mut], axis=(0,1)), threshold=0.1)\n", " pattern_array[start:end,:]*100\n", " \n", " _, ax1 = utils.plot_weights(pattern_cont_score[start:end,:],\n", " fig, 5, 5, track_no,\n", " title=\"\", subticks_frequency=5, ylab=\"\")\n", " track_no += 1\n", "\n", "fig.tight_layout()\n", "plt.savefig(\"figures/tfmodisco/M4_patterns.pdf\",transparent=True)\n", "\n", "hdf5_results.close()" ] }, { "cell_type": "code", "execution_count": null, "id": "7ae99857-1eed-40b3-a391-bf8a788e5471", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "72eaf7af-cc6c-44af-8a3f-3321982d6324", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Deeplearning tf1.15", "language": "python", "name": "deeplearning_tf115" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 5 }