{ "cells": [ { "cell_type": "markdown", "id": "34c041e4-d10b-49a0-91b2-ef6e25d923e4", "metadata": {}, "source": [ "# This notebook shows the TFModiscco experiments.\n", "#### It uses the synthetic sequences file generated via FLY_KC_EFS 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", "#### Result files are saved to ./data/tfmodisco folder\n", "#### Figures are saved to ./figures/tfmodisco folder" ] }, { "cell_type": "markdown", "id": "8c576b22-570e-4db6-b6cc-dd3de27a6958", "metadata": {}, "source": [ "### General imports\n" ] }, { "cell_type": "code", "execution_count": 55, "id": "dc549202-e2fe-4377-905f-30fe3a36a2b7", "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": "797652bc-1a2f-4921-9968-3204f61f25ba", "metadata": {}, "source": [ "### Loading DeepFlyBrain data to be used for the initialization of shap.DeepExplainer\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "04824db4-5e78-45cb-a239-ca63d553ee6e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading data...\n" ] } ], "source": [ "print('Loading data...')\n", "f = open('./data/deepflybrain/DeepFlyBrain_nonAugmented_data.pkl', \"rb\")\n", "nonAugmented_data_dict = pickle.load(f)\n", "f.close()" ] }, { "cell_type": "markdown", "id": "8fc8f47a-f9a4-460f-a783-ed76855d5d79", "metadata": {}, "source": [ "### Loading the model and initializing shap.DeepExplainer\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "f63fb1ca-fc60-47aa-ace0-ef74d4d7bcf3", "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 = \"DeepFlyBrain\"\n", "model_json_file = \"models/deepflybrain/model.json\"\n", "model_hdf5_file = \"models/deepflybrain/model_epoch_83.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])" ] }, { "cell_type": "markdown", "id": "722e7f9e-5a30-49f3-9e10-174d4d7bc91b", "metadata": {}, "source": [ "### Loading the generated sequences via in silico evolution\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "5ea2085b-ac11-4de1-8e61-ca5123cf1604", "metadata": {}, "outputs": [], "source": [ "import pickle\n", "f = open(\"data/deepflybrain/FLY_KC_EFS_6000_withmut.pkl\", \"rb\")\n", "evolved_seq_6000_dict = pickle.load(f)\n", "f.close()" ] }, { "cell_type": "markdown", "id": "41c40b6d-3149-4a7a-adb6-be7f03d11938", "metadata": {}, "source": [ "### Calculating nucleotide contribution scores" ] }, { "cell_type": "code", "execution_count": 5, "id": "7ffe7815-fc19-406a-833e-29f06b91fdbd", "metadata": {}, "outputs": [], "source": [ "# def my_print(text):\n", "# sys.stdout.write(str(text))\n", "# sys.stdout.flush()\n", "\n", "# for n_mut in [1]:\n", "# my_print(\"n_mut: \" + str(n_mut) + \"\\n\")\n", "# regions = np.copy(evolved_seq_6000_dict['X'])\n", "\n", "# for id_ in range(len((regions))):\n", "# for i, mut_ in enumerate(evolved_seq_6000_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([35])-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/KCEFS_M\"+str(n_mut)+\"_topic35_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": "855f081e-343f-4804-b8e5-79e87ef2d3c5", "metadata": {}, "source": [ "### Importing TFModisco package" ] }, { "cell_type": "code", "execution_count": 6, "id": "f991801c-1527-4a1e-bfa7-4115958cd611", "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": "2efca07d-f349-43b7-a365-c1c5f2c02118", "metadata": {}, "source": [ "### Loading the contribution scores calculated above" ] }, { "cell_type": "code", "execution_count": 7, "id": "ed661257-97b4-4de5-a4e6-e8d9f828ae3f", "metadata": {}, "outputs": [], "source": [ "tasks = {}\n", "task_to_scores = {}\n", "task_to_hyp_scores = {}\n", "onehot_data = {}\n", "for i in [1]:\n", " f = open(\"data/tfmodisco/KCEFS_M\"+str(i)+\"_topic35_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": "8137f799-c46b-4764-a1de-fcc4e351617b", "metadata": {}, "source": [ "### Visualizing the contribution scores" ] }, { "cell_type": "code", "execution_count": 8, "id": "177dbbf1-f162-437c-a738-61577901dc80", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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TMSbPajqxKQ3GNMjtMM4os7bNAiA+LT7bUAfWAuv6gS8FEteDP4lqZdby6eybiPzsHRQT40065w0ocSU7Q0vRbC+sTPT6g0pzkwkKAvavhZRoqP0tlK4DERX5cfJr3HAD3Hmn9xFutv6FDtRUGrhs4MGBVnwIFnwAl7Un3/XdePWD8/l789+UbeSNrlGqBgBb4rcc1++es2MOACkCfIFmZrsnHzTNiBEwaBAsWwaFCh3Xx5601FS49looUgQyDn+TvyzbhsHVP8J9671aSiEFMjt0J3Z6tg/dDfGBJF7cEqj42GGa0jnQP9h7GGOMMcYYk0ss6WSMMWeRDjM6ZL5OTg9U54mOBj+kFqpA+qyX0LYRXufUwDUhs3mHb3EuvRTKA+e9AyWvYX2Cl4RKzkimRHgJtidvICRUsHee10wvIx7K3ALB+Zk+3aF1a/ik6ZGbgM3fOf/gAYXO5cN5/dk07WUofD44Dj8v+hmASkUq0bfJHH4cBtfVeeK4fndoUCgA233gHmiedog5c+Dyy8F1Dzv6lOjXD1q2hHXrIDT0GBPHzoQStbLeh5WAvQsO7iQ8eTuMvxnmvOklEDPiIaLCwZ8jf6A5nht4GGOMMcYYkzss6WSMyZMO9NFjTsyc7V6NHwRPPJvMRRfBwEAlo8Gcy9XTBrK+ZleSh1ZCONAr0IdTdDQUBApWASeIOZNeAuCyMpcxpo/L25tn8vcYHxS+AHZPh7RYLykClD0nCJ/v4KZwKlMGf1DWXen2pe77R6xfxibyVowgbQ8AMcleomtz/Gaq74GXFkI+1/nHfIdzoO+oZWnA+h8OGhcdDbVqef05pabi1djKJjk5q+VhTps1y+skvXDh45jYCfY6fD8gvCzsHHVwLaY138Ntk+DmsRASDm66138TZDUnTN+bmVT8T3AzvBp6Ux/NXJdOSEYibPsTko6vVp0xxhhjjDl+lnT6Dxq2ahjr9qzj08mf0nh8Yx757RGcVg7snQ8TboUZL8Bxdt571opbBis7ZTVhMafd5visjqcPdDB9whLWQcquHIro9Bk0CG67Dbp2Pfz4/fvhnXfg22+h2YcxZKzpA3vmAXBByQt4ck0+WHcHb79YlBUrspq9fTatLYvS4MOFQ6myLom3wu6Dh7LdVS4WiJ0BbgZ/Rm8AYHnMcmrFhtF23VReeS6d2x6/HN5/Gsa8ltm5deGC6eTPD2M2D8v8KL/8RAf6ta5aNKtj8QP2pXhJqMkp4C76BDd9PwDlC5U/eMLo6ENnzZK4EZK2wrLPSN7ifbeCQli5fQ4aUgZqtATg009h/HioUeOfH/H55/Dii7Dvnzmxk5MeB7NfpVD+ffh8kC/f8czkeI8hZeDXguA4Xj9PU7LdNjAjHpwQCA58YFA+L/EEWc0JMxK9fp3+K1Z/CxUfgUtaeMvmREgw83mvSWboaWpzeYaZNQt27sztKIwxxhhzpvoPHZUa8GqPPPDrA1QsXJEt+72ruiXCSxAEuCu/JOimUezftYvGb4PPhXbtoESJ3I35tEveAet/hIs+9vpUyWbfPnjhBfD54KOPoF69bCMl2LcQ8pWEiIqnNeSzQXIy/PgjlCkDj75ThpEVdkGg7+TwClVhT7x3Z7WjJSGyW/UNpO2CpM1wTa+s2iC5yO+H4KN0sTNoEIwcCZUrw7hxkJLyz2mcVg5lln/Gpl8+IYw4WPY5zrltOHANYcqLU6BJGaoEPUrdH7xNfHrIbiCrNtCwNV6C5tf1U/g+8Lm39bmNGy8Jof7mPyiwfzWz04MAlww3A6KjKeA4dOcNvhr/IioVjDNyJizYCJH1cCUk2JmQ9d9MnNGfUtffDsCVoSls8Afzxx9eX0o3X7GUMSuGAJAsSP94KGm3DQAHXogsS5uEbQf9ZsnLvxxk9TeAAztGwtU9+Oz8hjT/tBkx7foz9OPxnHfNK4Re3AQHiIiAsDCvT6XsTdxiY73P7d0bwsOP/L/8KwsaQc1PUdAJ3EEupEBWssgf6Mvpss9hZE0odoX3PijMex5Sxksu3TzGS77lj4S3gKcdeBK4ouOhn372kSB+OexfAdVeAScUQvKf2GfELYHz6kPpuhBk/V8dqmNHmDYNNm+GefOOvv0yxhhjjDkcq+n0H7Nu7zqAzIQTwJ6UPZwTAlR9AYJCadyqNO0+D+OrryDkv5iW3D4cLmsP4WUg9OA2MW3bwi+/eMmByy47ZL5FTbyaUWu7ZdU8OEl79uShu2wlboStQ7xOjE+Bhg3huuu8/nYk0PG1qvqnMmUgyIH9G+HipnBV91xPOPn98PjjXo2aPn3giSfg/ffJuhscMGGC1+yrXj1o0MAblj+/cLN1QDR722wAdjkL2b5dpEQvwTm/PgSHk+T34bRyvGmio3EjCuHzefPd3vd2mtzsva5bsW7m5+1L3ceO/TsAGL9xPM3q+Xh08x6uG/kp6XIJOmQXcW98X/7mFpzduyEB2D0R/Gns2pZEcjJsjcuqDhGfFk/NaJh9+fX0fHIiz+3YTY0aUIN2EFqQRYlxmdOmLIciX8D+B9rT+vFJJLyzFICtlOf55/20aAGJidkCkSBtN1QL9AcVWpjg0AJEtO7EQv91PNfwYsLunYlTrhI4DuFKJiQELrrISzQd6NB73Tp44IFTkHACr5liWAmSkx3Cwg6fQPyHio/C3Lfhqh5Zw74eBM+5cNcCbyH4ErPuTOdPgqI1YdOAg9sHrgX+qEWukevV0DpFFkcv5rU/X4NFn0DiJm877QQfM+EkCSXvhOnPwOzXYN77sKYrFLnASzgdcrfD/zqfz2uSOnCglwQ/7oRTRoJXa3rUlbBvySmN0RhjjDF5nyWdzlKrYlcxedPkfwxvPrH5YadPFyg9HuRSsoSP8HDIn9+741KeUaaMVy3BcbzX2fRb0s87CckJTrDXbOhAExdg1y7o1cu75brknaRmLpsyZSC/A+HlvQ6WazSFoDB8PujcGZo1gy+/9GqNDR9+fCFI8PHHsGEDjBlznCesp1LcUi/hVPLarGY9OSgtzWv6dOmlcNdd4OyKZnLlrPGf9H3Re3G8tZzyA6Wv8fq8+a1grt/B648/vCZeUVHeOvTTT9Chg3cSt2+fN/yrr7xmcPnzZyVFOs3oRHDrYMZtGAdA26ltAbjpikFMHbWezr1r4K7uitx0/hz3HAA/LfoJgHM2TiM1FdLTYeXulbSvC6OHF+WPt6ZAtvxEua/KEXVj1vtxG/9mXqBboUvLXApAmi8wIDKSFPLTpO5UAFYsSUTrepC+bSKhoTBrR+AOa4KeXUrilIfaV7UmvNB5XHV5MapUgZKFd+GEn8P1S2bzXMjv9PnfSNYuWAj5oFCJiyA4PwXnvwWRpfn6wu58/30QzZtDwYLZl6ggrCQ4YbB7qtekalFTGHcjtzKeNm1g6tSsqTdP3YzfD7ffDvfdB68FNhWFC8OOHdnyNa7/4E67DzFlCjz4IDz5pPc/HpHkJUCCQnig2P182jKNEX8eR6dRRS+BrwdDr/uh6gfesKgoOJCcLFgQSl2LYiajOwOdpYcWhN3TYNbz8F1gusWQTJz3N+ePPPb3HuBL8WoGur5jT7tpgLfMN/xy8PD9q2HG87D006w77+WwN0a8Qd+FP6BC58I5//NqfMnvba9/LXjYeVbtXkXQp0Es/PtJuLq7t6xrRsG5r8C+xd5v3v3PfebxcFo5VOtS7SR+0YnZuRNefRVefhnmzj213/Pkk9426Zid4Aekp4O7rD3U6Qe3T7Nav8aYw/OnnrrOFI0xeU6OJJ0cx7nDcZzVjuOscxyn8WHGO47jdAmMX+I4zhXHmtdxnOKO44xzHGdt4LlYTsT6X+D6/VzY9UJu/PnGzI59/a6fNpPb8Neavw6a9kBlkn1uEMtmt0EpO9i7K4GMDC8RQFSUl+SJijqNv8CzbZt34vjN9B+o0OmQuzPt2nVQ8umZoc/ww4IfSPXlwNX18g/CvHe9E9BAE5cOHeCpp7yaKCEhgWWTXRgQXs5r+vJbIegfTMeO8OyzcNVV8L//wbvvZvWtcyxxcV7Hx7Vrw913n6KaGCdi+59w/rtex8aH1P7KCWlpXsu50FDvGCQlI4V7VsMby8J5fiFc+MkYADZtyjZTcDA4Dr3rFmLK5iks2bWEyRsn49uxDVKB6KngS8bLsOTuHbzWr4eqVb34D9SsOVBroEULr6nmJZd4q/Qtt0Dz5hCf4OPD8R8CcPsvt7MoehEvXPYCXXQH9WNCee6NCjSucSHlRn3Jq53z8eZir2z3mN8ddoziOX9v7n0wlZZRftICnVPX3exSLBVw4P4NYZnxtbrx4Hgj8MqVb3NtAFZsCfSLFR3NX9zNh0Ouh5YtWRfeCndeQx694ieuuzoFd1g3frpjEC+H/0nnhvXIeP0FnIKVCAp2WLsq2UuCVXgZhr/KvIXP0/2Dh3n2mju5quoFEAexy8bi7pqGil8O2zfjXhaO5BASLNg92+vseesf3mP3VJS2G/bOJ3naU6SkpPHVpM8pTAKvbIvi8roFWTR9KNER8MTqFrz5JnTqBM03vUx67364Mbu58ELo3MVl5UrBkiivqVXszMMmS3w++PVX6N8funX7Z2fkmcqU8UZO6g1uGndct4qw4DR++cXF9R/Hejg5AloCD/QlNdVbNzJKRJJSJBIVLMjIi4ewaXwvkoffiC4OXESI2gjLfoFzvUTV5HPg4g0pXL4l5OA+u44mdhZsHQQEHbuW0s5xUORiqNEEKj958LjV33pJnUtaQshxNC08zn2MBNOnw+DBMGv7LPyAfIleknBjH9gz29te+w+f6KrxvdehV/6QfF6CamkrSI3xarbOawBrv8vsA+xEDFzq9dK/ft964lPjT/gcKiXFS2auWnX887Rp413Q6NIFzj//xL7vRKSlec1h4eBzw14LevHn8rG0bOnF0ratV0O1Z08veb5/XxIEh3vNHcOKnroAj1f0RC8Juupr66/yLOb3e8eMM2f+d3MZ0mGOT/Ma1w/zG3gXMn0JuR3NaZWckUz4Z+FZN3wx5j/kpJNOjuMEA12BO4GLgCcdx7nokMnuBKoHHq+B143IMeZtDEyQVB2YEHh/yiUlece+ffp4J4MrV8KiRTBkiPc4kQPDUyZQ48eNLMvu3ZAYGwPR42HhR5Cyk4kbRmVOWn/ww+BP46KuF9F8UnNKbHmJ7+76jjvPvZOfk+7l7znQ+aYoRj48h8XxY3FWf0PdEm/RrEU6n7X1Z50InOak04gRXh8SV10F745/jW0J2xgz7ed/TBcX6mf9nvWZ71tPbn3yX56/JHv+TIMusXCet9plpKbiOOKZZ8SHH8IPP0DjcY15ZdgrXpIjAdI3Dkb+dA4kOWJjveRCbCxUqiTCwiDUt8urNRS/+qi1CYoWhfmLkxk92uWXX07s6Gl17GpiEmOOb+IDtccOqTn2D+EVUOourzlLDjdB+XPNn1z7Sw3+/FOkpsKULRMp0LYAG4uF0WViYV4edj2Xdl0GLVtSPnsf067LuKrw4i2J1Otdj5rdanJjnxu545c7iC4A7ud9vCaPQflOrLbHKVCypFczpkoV+PtvbztzQHCwd6D49NPwUWMfq1a7PJvWkwaFe3PbllB6DIOy8XB598t57NvWFKv+F/d3yaDvr5cTl7qfaD8MiIW4jDQKhOSjX7VzUYmrKNy8PrOvq0D76Bsyv+u2zy8BIPZzGDQkhM4jAyN8gXa00ZfS46qZrH1nNU8mzmLiR12Y8OQ0qocFetn2p3IVc/i+u4+1T7ck1leD9PviqdfiT15c1pjLd53DEzUf4jznHqpVcwh952Oc/WtxcHmi8qu8904abzWqQvorY/FPDkGBNpTfzv6WBArSb/XXpPqLsHJzJdxtI3jiwo/p1DGDFaP6QtGLochFgKDiQyys9C6NepRlrS+EQpOHUbFdSd5sfjXpTVqyq/3NFCSJK/rWoWwjeOSjkTT47Tpe6HY1j+QfQT+eIejSS3AcWH/1XVxcvzmSD4pfjjvhds79vCDvj3qf8p3KU7x9cdJ96cTEHNwU78DJ+MZ9GzObKEK2SmRRS+GbSjj5StHqswIMb9OSoL9vPmi9cOWyaOci3EDtKtd1uTyqLAQDT97IuvAaPPiACI6J5odPo3GSkhh7ayfKPDaY8EdXkzgwCTkO6UtdeA2GvPAl0RFw75OwyQeL03zU/L4md/W769gr6a5JUOVZGHOlV8szICYx5p93kkzZDgWrwvBq8HvRg8cFhYB8MKzSEWsdDRsGP/8Mf/ZfS+xtxb2BT5b0TkayCw6GVytDWiw//QQ1a4pL6q0FvNq5Lf5ujtZ0JcWFH4beRrqcrLIevxJ2jPVuCgG8dsVrdJwQwugZk3DjliMnGN8HF+H/rA8ru18G972HIt/8Z7DHSIr1WtTL+9kbbmPJ3MI4zvHXTE1IgC++8JoVR0QcvF04yN75sH0kRE8Afyrh4V6SJzzcWw8P1IzMaSVLwoIF3ucf6Aj/rzV/8fKfL/NQk+F8/LG3P3z4YRg6FPbuhffeg8KFAxn1P8454jpwPCQxcOlAktNPoo154kZI3wcXvO9dOAkOO/x0uXiB7aQkrPPuaLnuR1j/M2Qkw7K2sGuiVwtx17+rvQecccvk/fehZk0vEZtwMrmMxE2wdai3/TieWp+nyf79Xu33I930YuVKr1b9smUn+ftPtT1zvBqmlZ44JRcx87K7+99Nqi+VG3664dgTn0ZJ6UlM3Dgxt8PIE1JTvfM2X94p+meNnKjpdBWwTtIGSenAQOD+Q6a5H+gjzyygqOM4ZY8x7/3AgSzDz8ADxxvQsKX9Kf9lWW5/v0dma5wmTXRQ/ymHksSsbbP48qe1NGwo7rvPO6C78ELv6vZDD8G5lVJZsSyNKZMy+Lmn18FI/ZH1qfl9TUatDSR60vZA3HLvQDdp65G/8AheGfYKF3a9kCGBTnbTl3aGlGiG9N3O/v1A/ErkTyGRCL5ouJNSpSD/5s+hzK2MmlMLEjdQY83XdLytI39WLMTAi2qh9Di2xyZQpWgVbnFqUEtv8E2Vhjz7fkNSR9/Os0UvoW7YBhatjWBVeHveKDyZr4PPoW1CFUI+9erUT5kVe8K/Zd06WLzYe+w9wZuPLV0KV18NG/Z4y9ABdi1se9A0y0pBsVdiqdb+2sxh/WaNYcth7notiV+W/MIPc79Du6ZCzDRY/jnsHA/bhkHsPOZsm4PTysH54BxKhvUlKghum5jKxo3Q6sl2jBjhMGzC5RRYdA4Fvq7E5zM+58eFPxLaOpRmN4TRd3l7nPnvQXBBVKQGt925gMbNE6mYbzjt2qTx/VcxEDMJil7CrLhoHh5wL73mdPZukZ60GbYMgp1jYWN/HF8C3xWM5K6Z+Xhn58F3VEpJ83FBp9qUbH8OvUbPIz0dHhz4IE4rh/BPQ7ig6wVEfhnJtt1LD5pvZ8JOflzwI5v3euvS/th96MBt1d0M5IqZM73aBFOmeJXJDkgq9wBf97uUNdFzcUtdB3jTTZ4Mo0bB7NmwY4cYuHAYI9eM/OdJakByRjIv/vEiLca34qVB9Xnol2e4b8B9rIhdzju3f8tdd8Fj/V4C4NdiHQmNjSb8jfu9vq0+aknv3t5dyN56C9zSkfR+IFCTIqFU5ndM2DSBso2g437B7V1wX05jd51ZpGak8u2cb/luzneZ8S2JXkLLiS1ZsXsFCgo6vgRcNruTdhObdOyy8djjLvc8vpvhI9J5b8SHPPb8XlIafQSOQ/LEG2jeOoHPhw/iG53PDd/ez4uXdeQnXmXk8AK8uhCqxpaj6l64aU8UzzwdxOSmz/Hc2pUUXyniOhYjsR3cUaoq/R4eyM3lr8EJLsDwKl0hIhYqzPSC8Afjzn8FgBIpEJKYzMLATw1e8gpTnp/G5Lf+IHXd1RQrUJiryl1N4QLh1N0/nILla0LLluBmcE7QVponFeG81rdSqJAIyR+BCOY9uvBDvafp2NEhKXYbrT/1sSPxPFjzDexbzDX3XEPPH0MpFTSXsD3R3HRrCGPHgs/18c7od/j02nDKlXcIi6zJL3PfRyXqcOX/ruLNt0NZFXMVqat6EzetHcnRy1Dqbm7oeydfxsF5G324QHjEeqKjhduiGbf2q0erm0CIS0tdTHJGMpenzuTcAnO4prWXuWz36xu88McLLE0dA/U+46tPPoM3L+OJrSls8MGw+V+xPWE7+1L30fHX+iTHxTFjhtfHWnCwixsRwYSqDlW7VKXcV+Uya5We/0lhoiMgPs6BhrvhwTm4z52Pr+cw6qxYS83va5KU7mUXirQrwuU9LqfxT+fDjlG891MDFu1axO/P54Mv+3Bxi0d4u1cPmrePZt8+FyIjOWf5WKKjYeveGArn78TLl9Vh7dw43NKlefgJKNsI/OmX0nbzA9y0G5bELGHUulE81vta7up7J3EpcYdfSau/Ad/cCumJHEidVfmqOpFfRlKuYyX27/dOav74A8avfQz/T3eAL5m5KT4+mfBJ5u9PjaiGG7cMyT1iraOpU9J5/nm458IfKVnnXXgsghnvvwvBIaS1+gA3eSc71seA67I5NhI3ZjHnJrRg4kSxak4FXq7ejMkvTKbinyVxan3Ac8NSeS0GImZczu/+7SwdM9KraXPO7YFEJRSd8R3vry7BskXlefDn63hw7LWsqJ/OgiLNSP50IMRHMu+WC3lw4IPMW9YTdowmdsNgHKcVUfUgvnFDr+bk0jaQkUjyjskoyOGnt8exvkc4n09MZU9cOsnJyty+jB/vPb4ZPA+nlcP5355/0LYxJQUqVfLj84kyZUREtophkvhwzIc0+e0OcDOg3F1Q5hYIzk9kpLd/7dnTuygWHPzPhNXUqV4/TOPGHdzUFOD+gfcT2jqU0etGH35dAB77/TFq/lSJ34fvZc0a8fZ3v+G0cnhxmNfU2R++i5hdYvly70T4gQey+qjz+3xk1qM+wjpwPOr1rseTQ56kdMfSxz9Txn6vH6l9iyF+DfhTUL4S4AR5tZ2ykUS3ud3oMrsLvz9yMRD4n08Bn89LGuzffxxJwq3DYMdotHsWvmWdSU9z2bLFqym7ZbPwZbjEpeyl+YTmRC9qA+e9CUuawry3IS0ail0KkTdB4nqIrAfrennNXv2pXo3OQ5O72ezb592tcNo06Fc9CoBpt0blfhP/41CokEtYmCgQHEPh9LneHV3jlx9+4phpXiJ35zivBi14ybViDuyeDhUe9LYf/hQSE2HtWlizxmuODZDuT2dX4q6D+lw8YRmJXnJw9wwv6e9mrRiDBrmMHesyc4af3j3imTg2gT17vBrTjw2/BaeVw7Mfz2LePDF3Lnz3nXcs9uGHcMUVWRdFRq2cxOMDXqD3rD9IS/MucLmR3sVGlSmD63rdPowfD3/9Fbiw7k+HlGhI3undhfVfcl2XPUl7yPBn4PP78Lk+rul5DTcMfBh3/ypve7ok6t8vvzOB6wM3g9t+vg2nlcOkTZMIwiE9xSGoVRBFPyvFqnVp7NuXbRu+ewbETMHdOYm0PZuIj4eNG73HkXqYGPlnGmNG+5k5O41H2nfiyxmdSMk4dqGVhN/1U6pDKW7uczNvD30Okncw9+9NDB+aytTJGfTpebS+BM5sCQleq5qtG+KJ27SUXt9tIigISpYQ/oTtkLCR7e887p0bhDjQthmk7oGMJO+/PUp3DKfLhPXjufnnmxmyYvCRJ5K8WP9NvHK9/Wp6XKD1yL+XE91ElwOyZ1e2AVcfxzTljjFvpKSdAJJ2Oo5z3Ecdrw78jN1h0ZyTPozx0x8hrPhOfil4KQu/Kcyk7cU5J6gWq+8JJvSGAbRp4/W50/2XP/H7rueKCul0aJ/CLbcXYMzWQZz3100sCn6BB5s9xq74scws2ZdriaDZQ135c1E10qa+zW8vfcW5MW+SWuFOurVZxV3P1UH59vBEt7eodU1h+o5fSNWgGwkrHE+Rc9dwXnI8I7eU4a5Sm+mZuAp2XM6oBxdw9dUQMbsNK9uW4d6OV/JR/z7ULxXMO+XqEZzyFS16vkKdKhncOO5Div+eRMy0poxodBvtCvzB69EbmbcpiZkDv2T/zj50Kt2eoCLJ7A8vQ3h4JD2WNyT82ge56JqBVKu+isk/T+HcKtdzy0vp/PFFNP581Si8vhBVO4Qy9LsLCJsVTCe3LIOKb6Xdw/DJmFIEjXL4a1Fx7hi+h2kjbuf6O0d4K+HmgRBRybvCHFKQXxZ8R8VKD1J1zXSqXfsAj3TowSVVnyM42KFW0lLufOsFmPsWhEbAnsVQsLy3Il/zE++Ma8K3c7+ljD+cX178mmoFzuXqC6vx1LlX8PyC37g9Am5/6kGW/DCUNjddCiyBmIvod/eXXFKpFIU//IiKzRw6PjaCDzsF8UI7eL9ZOXYs78J5Ie3YuiGez/oX4tbHSjFnVByFqtxKy3mPc1n1EVTeU518wcH4Ys6jed22XPFECbr9/jEPjKlJxOY1XFptAA+cm8rLjzh8vNChvW4heNREmt6dn173F+GJgbczsffdfHBXBNEJVbmwyOP8HbGen1bmp2Xt2lzv+rl28EquKfUlfdcvIXnvZdTdPYbB/a+gqL8Ht3zVjfTFnSgwojV+vIOPKiWqUHH7eQy9+Wn2hu3h5R/fZWf0OaxOmI/jC6NU246E3fkr6+u/ScnCodTZ+QHF7ovG2byHocv7U7xEDZ4Z8gwAkyt2IthpyPeTbqL5Xa/x5S87mdzxMupPWMFDVaOhRQE6FE3hww+h8Te3MjjpYsYtXUTB7feS4k9iWal9fL5rPBtvupLwuJVMHRlC4/obKNUpir2F5hCx6Tp++F8C5xWvAGmbocpdsOILqPI0b3YIpd2n1Xn5p7b4F79DvtBY2jz9J1vTH2bohn4UyVeEzonteb3xfO6d/ga17nqVfJf3ZORI2FM7nefmB1NsZgUaFdzMK684TBq5lcS10bw2uAM/PvY0v3YbzL1XzCQ5rCAVxv9A5fBLaXbddp6bDZ/c24FeK7rSbGgVPm5wKYUyFjN3zBwWbrmaBeuK803U+zzTYAm/PlQRv+snYVoqBVL3EZa/mHdQuPRTOOdO2PI7XNwYpSew4O+l/L71PEKTKlOxdBHS08V99zmc99WlXBR2O29ctJQHHuxN42FdWDP7fMoU3cvsa5oze3l1qLGYkXxJxL6qxBQoSN1bp9E8f0Vu96XR++H3SQwpSv1xI2h1I7T85gO4tSu9bnuK855ohruqG8uX3EH+i25i/tJgkr+ZwJAum3mxSRnq+z/h7gJ+Put5BU2Ld2B9auCAIymSCmUK8vRFLxE29xmIDFQa3bWLxBJQJl9BoitMYvbgL7n9tnAe3tSJoSVWEBbVhe7dI7iy8DlcU3Uh3LQYQguxqSgQlky+86bTYsjPbNv2AnVLtqcWUGLzJppFTWHWrGZcO2kDbRrVJum8suTrewVf16nAu+Fl+aN8YyZ9U5m5VSfQ7huH719JhPrQ7d4U/hr0C7uin2fNGhgzpSz9t0Qz9u/C7N5anpBt66lb/AnuXPURH9bYS1JGErdWuZXxG8dTmIr879p+bN30LYMHeM2dvrw5lCaxU7n2iqupH1+U6Ih4Rt0Ns3cu4Jsn8nHp7teoGRzKZQkzqdtvDbXegKc6LObaxjdQ9qrLCVs8jyLBYygXCZVWXEi1MJfeq/KxsX5nlqeMZWaBQkytdR7BLMOPjy7fzOLNZ8uwYd9a6n0CW+Ors6HrGlreBD2qb+DZRRcyo+QOYAd7V63j7801KZJSlTvKJ3N/0QvgnDupsGo9M9+Zy+xpacQvHUTETYtYOLkVCzPeoGnQM3zz0QpGJzdnxYP1qFA0A26Cn+6fzshuj1LjlU+Yft4qrq13P02/vJwmvSJ59Ls7+f2CO1kyZTEX+f7i4Yr1GNF1LpvTbmP9evjwra20W9qWJdHdyFh7O3//NoHIJPhfp0Lc8XtdovcmUqxgMUqta0Cb2R8RNj2UNq/VZavC2f3wdMokwT1vPk69LZfw7oB9DG21hNt/nU+pgvW5LV8o51bZS9DwzbSccwXB2/bS8H8vcv19X3D9RR/z448/MnX65XRr+C1p9zk8Nv4Dnnz5DsKXFuSav0vzxt8P8/KdBRgc/DpLKtzCJak/EnLBH6RsXkiZcWHs7TaNj+qGc99UmFC+HOUKQoEdZXlsRQgV00qxMrIZBVIXsze9CluLNIOkjcStiqZAl1Wcf80w5voi2BHt49ovX6ZC05u45IU3aXrN3wyo8xGNW6VT+9t6NOnaG4DvboYuTe+havDFNLomiWvLx/Bs0wQmEcRfFZvx2shLeOOBxylw1UyC8l3Lou/qcdnlDxK2rQh177yIz5rvYOUHfsb9PQwaPg6Df0cTelG04jNcXeQ7Bg58j/c3nEdwfDUitt5P3/deZsayXTx2WQuuvHITXzbpR+UqYsauK7n9jhD+Drkbf6eqbNtzLldf/R6k7mT57NYULPIWW2OacnGd75gxdiIfv+Swdckifl3ckQkTwMnYy8WXhdCkUBJDXv6Tt56bSPz1Fbms8i9sm12LEeN2s6rlX7hkMHbDWBxgy4VXUOOuXyjyyrMgeCLCpfOzU9nsh2saP8eFvge5qNI1VKt2Dsu3fkr79s1Zm3oh30TXIiL/OeSr9oa3vVneDjb/xsSNz/DqVx+w9ZGK1K5WkYpJi+h/309sjD2PSlfUJDjYS2IVKwZTt0ylUGgEDUoXxb/jbxbt30ntX7392SWlLqFOmVuJmBdFyyaF2bbNuxmDu3sl77a6GqXv57PBt3F+iQsotf0Wbqw1kQ8H1uG1IvHMGNyB6558kMkzfmPgvEiuLg6P1BWbX2pF3zfnc3/963hu/AOs35ECKcXpe+8QSmsyV9ctQbxzCe2bLaZxo1BmzSnI+piK3F5zElXP2cXyvev4Y9UQqharSvs1s/GFRLBpVxypIdGE7LuAc0uvQisb0PT92iRmxPP2qLcp4MCP173OE+f/j8K9H+Wi8Pw0Ll+ZB55Yxpqh79A8YQmFFk7mu8tuJN/5z/Hqu/n5oVt+nnh9HaN7taZZz2+psfd27k+Lp8CaVFh1LueHBfHQORfy1YokCg1vxV0Jz3Hzhc+wepWf+x6M4mq8m04AjLrqfm6v04mX2wyi61vX0GdYb8aUiGbjqiKsCh3IiuvD2f9HHNdfX5RrvyzOgrh91C0aQbs6bzF26gWsrTqL0DD4YcEPRBYoywMzf+XZhtfx97rx7J85gxqP7eG5ijVwCpxD4o7VbIt4j/KVwrw++pa2hgoP8OzoxozZOJnqwSlMefQX0gudT4Fva0NaYci/H4A/a1zFPQ/P9mpuJaxh9rqroFhNLqnhMuv3Idx8k8ul50zn6687szb/4/SKn8R5oTDpqo8pUbw2S9p/SK3fN9P3ks/I3/RDOm54gTnp67lr3xUM6jCN1Yv3sKBCc15MbsWmDZOpXKI219efydjvX+DFqBYMKtSai2Nq8VSdDtS5MoKd86/iiScieeHdbXT7siRjp8azZUUkibGzqXxjPi6stIuN+9ZSuMjFuJNjCav2KD1XXMDA7TF8UiaCmy/Zyqa1U/l13W7OK1WVr/ffBGmFIDSZ4P3n8kZKe77t/iBb1v3KrTvfxr+6MGkzN0J6OIR5+/bU2DBq13Zo9NVHlIx9iII+l9tezqBO9UvIN7oSTSYnsqbvpXx55Qe0nfguL455kMp7LmVm0i6KlINK76RT9KvLeTh1FG2alOLzRrO5/vrrSFnSlfDLGzKyew/ujn6dICcoszZurW09affso7T5ZitRX8SwOnY1bw5sw0XBRVj+blv8Ze/nofrz6NO+FrP6NeV/b7Xj6Y9m0e/zqxgxZiizt8+G9ALc99sTND+/DtcsmAJDW8HWq6DCHII33cyYZ8dQpYrDuX1CCHaC6XL9B9ye/w7GjPRx67O3MWyYVxGgXIFxFPjhdoKSI/mqXDTv1s/g7s9voda5oQzfvorF+3dQNcSh89XPUZrCZOQPp+xFr/PcFz9z6Q27GbR8CLtTdlFw3fNceesWEtMSidleiCvOC+P1YsFceeELfNoNXn/zJt75bggzirxH1Y0PsKzlY6zbWoKHp97ONSUrEbZiLp07RHD9ez349JHnGDC2E73CmhMWex4j7lvNzbf4Gb9pPABTL3uBy+/8lje/uoFfUhdyfXJ+rutblOLpqawP1CatVqAo65LjeDz4cv4MWk3lTXVYUW5c1kluRhgdI37lg5eKUvKHW9nj9/PC1s58/+27jP/jLwY9fwmUvY3UhR2ILfU83/YszT33eF0DPPoo/LblS75e9SFlg2HojQms3xFCii+FYCeYat1TmV2/HGNvaMo7vT9k7fqh3FEqkbjo+xn6WywlKl3KyL2Xk1D4Uorsm8PLlz1D0b3rWev/ifwp05gZ8SvlilZDsbMpd8GrrOifn3df2s9Lv06jUEg96hSZz2MPP8GmmPKkrvmNC6q7sG8+urARzrofoMzNsHsWRNZlXez59PwzlvtuKMb2+UtILXILb8y/kivCH2ZTzG6ev+RVShVYynUXz6B8wdKULVweqjzLkG+G8dCjBbm2018sKdyVBynH45esZN2mIJrG56NscBBB8XdRIaIWpYr2Z1J6HK+lFKG1+xQXf9+TF/Z0plqJ0rTeHbjpTknYGQFXP3kjL479jEqjf2X8TZ05v1gw95TdSr5KdVk2dzqPP1qZ58a0YsXu+ZTZ/ABzKo6hVpiP7cElSc8oxCcl5vPcczC9RxvqPPU0D34ykA+e/IDfpy6h81vFiY3fSKmet5LPgTmXfM4ldW+jTM+biEmN57WSxRmY4OPimBo0vWU6N97otbhp0ABu7XsbABvnlOCXGh+wc8G9DO30CSuWB7MubjW1LyjJcz+1IqL8Br7zV6H2G78S9dNTjF16JbXypfJNixcgvCyV251L0bA9bElJYp/fRy23CPOD4qmZWIUH5m4kajJE3x9MmT9OogqYpJN6AI8CPbO9fxb45pBp/gKuz/Z+AlDraPMCcYd8xr4jfP9rwDxgXsWKFSVJ06dLYxv8pbENhir+vUZKq+tIkpYt9WvSJMl1pU43DNL4YQk6P+pmFWiFKj74mVcPy5em1F/ekfvL9Xpt8BMKb4rufDtERKFCjVGpZo5qNkBEIRqW1zffZMjvlxq9tlOS1LKlX3Fx0sC/F+vtlsv17ofx2rQ6Vv4tf2n3rPqSpNfr75Mk/dh/ib7puUe//bBUu2d9p32L/9JnLaO1O8avDz7wwvl7w98q0jKfLnkDfd7iVn3e8latWp+oDRv9uufHetpZEO0pGKyUmucoObSQ3MZNJJC/RZSSk6WtDV6VQGn1rpYiS0vFQqWxdaWWLZWRIaWkeMtDLVsq3ZcuSd6zL00aVFoaXFZ///Sl+g5M0Yp5m/RFm31aMj9d/Tv019evL9fLt2/UsMHpWj72L/l2TNKet68Ub12oSk+/I9/yDpKkN16bLUVGSpGRGjtir9TxISl5h5SwQVrbQ8pIkha3kCIj1a/yhxrcL1mDhm8SUejWL5D2r5MkNZ/QUgU+i1CtDjdpZwQaUfoGLX20sTKCkC+8gNKLB0sb+kiRkfptxMNaGbNSpVt5/1XVRxtq315XI0amqePYPpq5ZrUGDPCW8Z4pL8n1pyvj19JKHv+E/C9eJt+cBkpO8Xv/cxS6pkGhzN8gv0/pKWlaucKnNStT5C5sJmUkK3XBJ/L7/ar/XrL3wa5f+/clSws/kRa3kL9FlEaOlCZ+MFwN3k6TJL3UYIk27N2gfhNn64t3N2vY76kq0KyEdkag1HyOBHr7qY2SpITOT0tJW6Q36sqd/qKSu98uotDOCDQx8lr9OXCDerQer0H99+mT3l97sX9YWl++t04L5qSrRw8vrNQFTSVJvbrdIKJQaPNgXfTi52paf7YG//CqfH81VqXWBUUUuuHxGVLMLKVvnqAFc/dqW6OXVKxthG79qa4+HXSH/lr9l57piIYMuV4bh9aR60uVf/vf+uidHWrXZLVWTJyon39W5nK8/rG5SktzlbG4nSRp199fqEPbnfKVjFRKRAEJlB6E1LKZNDhSGlRa8YkxmfMThRrdgkq2CVPN72qKxoU1a+YO7W97l9yMJM2buV8zZqXLdV2l+zKUkiKlz35fcv3a1bumJGnS2DgtmO/Xrp0p2j3mQ7nxq5U6/V1J0otf5xdRyHntSvXvmajN86YqdsNKjRuTroy5H0uSmr0yXtE7XTVq5JckjZyy09s+NKuikf0WSCs6ZcZ61SOTpeRouXuXKbnR2/I5yH9FeaUTovbtfN4fkpGshJgt0qeXSvuWSItaKH3Ou/LHrdamNbu0bk2q/GNukJu0Ve7oa6QRl3rl09vgyHWl1FTJbdFSqYQpjRClxiYoKdmvjM1D5e9SRxl7Vyg52SvraWmSzycpMlK+7nXly0hR+qDScgcUUEaG97EH1nWfL7B9cP1S2n5pzwLplVpKn9tAftevDH+GfD6pbpfy2lUoSDsjUPyIq7R7/87MZfDDvB5SZKT2ViiltJLFVfvN4MxxK2NWZm57XNfN/DzXlfx+qfG4Tw767w88WtZDNV7uoLRikYorWUrLlvvla97Mi9OXqvSMNO3c6WrIENf7zVvHKH3zX0ofdrE0srZ+7hYjv9/b3vs39JdKFdOUc5/QhAmufu6Trr/+zFCjG6Z5y2L7KLmJmyS/T/d9mF9BTYM0pssHcmPn6ouorZKkRYukAT0TtGbpbiXPbS03PV7+hc2UmiolJKUrNnGPFq/Yrj699+mvezppwnhXvrQUpc5pLkma80MFPfx6pFreU1W+5DSlpLj6anpnvf3HB0rNSJXrunKXREmSEkfW0ee9KmlHu2vl+tOlxS2VvqCJ3NR90oa+3jIYW08ZI+uqUydp/34pbe2vcpOjtWZ5gsaP8ys5Wdo2opHc5GjFDakqf8IGrd60RSFRofrxMbRnw0qNGyet7/2o3GuKqUXLatq5sI32T31WSonRhlEdVP+TrRr0u18L/hopre+j6GHPy03ZrbXfX6nR33fXR7f0Ud/FfTV8+SCVe+QLNWi686D/cPF9EZoUfouGDPHri7ZJiotztWKFNGWK958FtwrKnLbXzK4avmy0us/tri9b3qr0HeOlUsXlliqp1FRpyTKfJrabrlGPt1OtDpfo+i+rq1PHv9Xvq7V6tHNbLdixQHOmvaf0LePkG1ZTviYfKdkJ1U8zu6njlC5Ky0iT60tXxvQGkqTfP+ugP/+I1YKfWynDn6ERf+1XTIyUkurL2pa9OEAbNriKHfeht558dLm0Zag043ktnrJCX30lJcx4X4qM1Kh3GsndPERbJnwtxa3Qztf/p2ZNkjRntl+p64dLvzRRg/q7pK1/qNenw+Wu7KxVQ9rLv+UPzZ25X7NnS74MV7P7dJa2/qn0mS95m46+yF+ymPZEFtJLzyZo/PiMzPj2TH9VktTwhUWSpO+/80kbB0jzP1bGnuVat9ZVz88mSAub6M3XlykpPUm9/p6gsFbo2vbIv6qn5EuR2+wTCfRNrc/1xxCfZvzcVfXr+/Rt1ARlbPpVbkaimvx0sfbeV1gZc96V3y+9+NmVuvmNP/Rww/HaFxur5NbvyF3WTq7fp4fv3y+fTzr3y4tEFGrbq5K6z+uuj3+pq+96N9L8916X//dnpejpWtC7udyd47W8f1N16iR1ar9Nt7S7Xj89dZ74JFy8Usvbh30aqmqP9dCsmX590G2YIj4trvubVNa33/o1ckSqWjbZrbn3ttDtXxVR/5GP64ZOkSIKVbzfK3/TJ8RowQJvO3pg+T31yipp+1g98eEA1fiuhi768C4N6BOv7WvXeccZkpo1ipe2jdCYb7/Tjz9Ky35vLUla/sfX6tEzVUrbp6u73KDdF6GUX27yVpPPLhFR6OK2KGPZN3K3j9P7gx/WyDUjlTb3PUnSK6/00N690uoNI0UUqtwGpS3/UmrZUosfeE8CLb/tBvknt1Dy5Lba/vTTckE/NX5Cs1+rp0XL9iijZKRSBj8kSWrw/FxJ0sSJ0qhRUsrHLfTQV6/q/TqPiSh0ZY8rtXDQk5KkHj9XPaic5m8eoow+D0m7ZureN/powG/J6t+um7p3lz7+albmdJXboJfaF9LA7suk9b1VrWOkCn2KevxcWVM3T1Wnr1rp7wnePjMtbpv0VHVptPedH/coL6LQm13CpfT9Wj3sa/X80ds/th1wndZOf1M7JjwobR+pbd9W09h1Y9X/95fV59tZ2vBqA1XtWFr1fqqnwb9dIbdUMXW+oIXWrpUG95ylFSuk1F2r1KThLvXtnaGIlpEKahWk/FGFFd66gK5oXsL7DW9dqF4/pmjvR+3Us6ckf4aafrZSGSUjNbpWEdEShb1xoTdtS/TLj83k//l5XdwuSD1+q6MKH1+hx7/Kp1qNLveOIQ4sw6b5MpfRwy+v8daBD1Pkuq5+6Oktj40bpe+7ZigjzadWn+yVdoxX2sYhSmvwqr4t+YhGjfZp85YMFW5bSLQIUkLBohKoby1U4b1g3XrbkMAhp19pHzdWBsHK1yJMOyOQf+JrkqRBfWqo0Kv36I16j+jmDqV1+1eVVOGZKD330fzM+C57/TPtLFdSX17wjPp13atf+uxQyVZB6v5IkJ5oNEE9mqxWg9c3SQ+er3afnqNFs5vrvUZ/yZewXfu3jfWOg1oEa+2IKLn7Vmnn2E/lliquvQ0ulSStWZGoH3omKO7D5vrhuZH6u9k4NYn6W93fmKlv3vlcw0c9peFtm2vdpN8UP+xThUSFqv3taGy/KRo8WPrg1ZXyl4rUj1U/0ay5Kdr4ydsK+qCCmtx+vVoNuVfd5naTf/YbkqTdI67R/k3DlDa3kWJipKWDm4koFNYKLRn3mPxJ2zVnVlOlfPuYWn96i7cMXrtcP/Xbr7htq6X1P0nK2h6EfFhBRKGP3i0qotCNbYOl+NWSpBs7FVHHQbfpvQYDpaZ3aELjm7z5GpVUmw4btfGFj7TjhfoSaF+FGlIwUrX88r/3pNZVCKwn71VS2477JEl1P6imoBbohkahIgrli0LnNw5RrVfQ+MdqK6VwmLSxnyRp3ZuPZx43p1xaSAlVw+XbOFTuoqYa920ndXxxiUb1+kta20OXNXpTb414S+d2qqBG3Urpnfc/0K5oV5IU/fYHckGhzcIOKv9XNDlHPb7do5bvrxdRKLxV1rgZf96sTZukBk9NkSRtiZ7rLeNs81/cobh3HNjhDSl+tRI2zFD3zxerf/MeevCXW9VlegelzPP2obN6NFe3blLH9//Q2LF+/dVnlvxb/tC6tX6NHu3tZj9p6pWZhh94B6v+9X2k9HhtGPGFvu4QI58/ax89fvCNkqSoT3ZJkvatHSHtXazY3a569/Y+78Gfb/T+35borz41NHXdbPnTEqXXr9fr3W/UFV2v0W99WmvenDT98Pmruvmrq3TrI79JkkYPXZe5TBQ4PpvSu6OGDpVeadZERKHnb7hZI0amKyZGWvjIOxJoZ98XJEltGvZVbKy0b2Z7Sd65d6HWYWp7a9byu7ZDuFI6PqTfOtQS71XSI5ffpWe7dFD3Rg8poWAJ7/PCK0mgmF/vliQN7VJAXQdepUFDH1eXAVdq9pQGcqK846mH29SW6zh69zrvP1u1fZ6IQhd8hrTtT0nSvIerS6D4sGDtvqqCEkIcvdqwot7vEq6U/gW8cgHz9G9yRv9mpoM+AK4FxmR73wRocsg03YEns71fDZQ92rwHpgm8LgusPlYstWrV0mGl7JI2DpB/0mMa37mtEouUUfHm5+nzqZ/rkx7l5Nvyh3zR07Rk9l5NmhQ4ITuGnft3ak2stwPJyPA2TLW+u0ZEobufC1XFO76Tdk5Q3ORmylj5vdzUOLmz35C7b6nW97pXE7p318svBz5s40Apfb+0uKW0yDsISvywpff3gNwWLY8d0Cn055/S2rXSli1St27eyWCHL1z5/dIzDZdpSfQSff7b3/quc6oGDHD1+yC/0tNdZSTtk0oVk0oVlyIivN/TsqV0Z5Dkz5BmvpS50dbilhKo0c3TpVXfSMvaKyF6rfx+n7RzgrR5kORLyYzJ5/fJdd2sICMjvc8/p7SUuPkfJ6n5nnxSixe7mrbRO0gKjgpVuec+1vffSztGNJSbkSwNjPAe2fhdv2ISY05oeS1aJA0dKq18vKXS0g4/zW+/Sb/+KpWK8g5iitztJWFcV/L53Mz/XqB4CmnSJfU1caK37L1i64lJjFHvBb2VmpF60OenZaR5v73+eerb1/vcbt2k5CKRSiocqdTA5Ov2rNNX3XZr/35XvviN0rYRXhxj6mrm75doz8QPMz/Tff16JYUiPiomnrs5c9lunvCgXF+q3CHnSElbNbRTP23a5Nf69VL//q7S010NW/mniEJ1X+uluAkNlDHxcWnBx9J7D0tJ26QaSCXRkTzx+xOHTT4QhdwWLaR7wqSMRPkXtNCIjp00ZIiXUPV+5M/SlsFS/yBpwUf6497H9eaAVhq3qJ/crcMk1yeNv1XaM1+DuoeqTGtU7rn7dV7nC3X1F4/qx54ZXkIkw5UiS+ndBzYpbcccLZs4TW0/czX74U90yxfB6t23unxrfpCbkaiW30SIF25Qh8/ukbt/vdyMRLkLG2ctS1dq00aaMkUaMUJKTs42wn8cG6DjsWOMtOVPr6wt+Pjw02wZIm39Q/q95D/W/RPx4MAHM/+PDL93MNB0fFPd0OuGgycE9auR9d8dy97kvYf9zyOaBOY/UE4Cn32or76SeveWvvxSB5VFn0+aPFla+/QRymhkpHZTQl/fNVq9u0XLvzhKilshja3njZ8fuCowtp72/H6H/hqwUmkrekpbh8vdMthbpxa3/Ofntmyp8cUrqECrYmo6soniZ78r+dOkgQWOvfz3LZHWdPcS9f4Mb12JmSltDfzHkrcvWdlZWt5B8qdryBDp77+lHXOHy01Yr50TWuqOz6I0d8si1f/pUo1ZN0YbR9WT60uTFjWVxtbTulUp6vmDT36fX+6fD0uJ26QZL2b+Xo2uoz73/6bERFdu/FpvPZOkpZ95Ca+BEdLDoep7fgHv/3q+nlat8istTfpuzvciCrWf2v6gn7Zpk/T559Ls2V656NNHathuiXfyP+ipoy+Xo9ifmnDQenM8+3alJ2Tta/bMl9b1kjvlCa3q/YrmzZM+HuslQv9c5R2gKXmHtOl3afPvki9NGze46t3br5QUV+6B/dKQh7KW35jr1bevtGnXXqVmpCoxLVGStHfcO3LT9inmr+u0Y/8O7Rx9s1xfityFTTXh61YaOjhD//vuXD09+Gm9911JuYtbSf0cqQgawOPat/fAPnmp+g5MUdfOO7R22jjd2vEBlWhdUfW/DpPrS9O+2FQ1/iBOWzany13WTspIVOUWpUUUevrrAnJjZmjboln68vMEzZ4tde8uLV0qNW3qlZv33pOSklylLe0s1++T5jWUlnXw1sFFzaXI0nrvvvXy+119Ms470XukI3JTY7VjhzTsD+9PWLdjl5f4+bLcQf9RtTbo2u/OV9NxTaRVnSXXrwavb5ck+fcukzu/pVZMnq2ff/YpOdnVrV3KqceAy9WgwV75to3RoKnNvZP+h59SordoM/93N3B8lT76Br34bSnNe+VerVrlJWO++04aPFj6ZGxLBbUKUuzf3sl6r27F9NJ3pfVoi/syTzAW//26tH2Mkv5+Ra4vVc+9MVLzt8/X4KV9lbBmuFa+/pJ8a3/2knYz3pN8qdLoa6XEzdLAAvrp+1DtaHmtRg1P1BctpmT+9re7V5CvRDH9VLWJ5sxK18aN0qRJrnes07Jl1jGUJC346KB1SvGrpUXtpP3rpWbexUf9dIeUGqvkPsU1rvXLmjZ8ntz5nbRy+kIN6Ovt17IvezVvKoGua1lBj/z6iPyuX/74NdL2kZKkqJbehcmGDbOKy9zlQxTd+kb5l38hNy1e7uqu3jIeWVvu/rV6fdCjgRP6y7yT0I7F5V/dQ/KnS7+Xkoo4Six9jgrd0EvV6s7SqjkrtfW1BurSxZW/fCm563pJ/gzFfF9a3Rp+rfufvvOgmMOaZb2u2DFSiohQ3zLva/5cn8aNc9Wvr18//SRt2uRKrl/zxj6s9JhZSt0+Ru76n+X3+9V4XGNFTYrKPKZMSpI2bJB27JDc7MeukkavHa21H90g7VsmZSTLXfmVtxkYeaXc9AS5gyP1eud8ajCqgfYm79Wa2DV67Dcvufdmm5lKLRapuk/UzIy574R5mjAqTnsnNZU/ZpZ8C1p4C3ZwpNxBpRUVdfA6LCnreBekyEj5/dKKFdL8+YFjxEP509WwQdbx8v54V4MGSbt2uUpNlW7uffNBy7TCs1Gq+1NdPdO9qtxNgzRraqKWzNoqre0pLWzmfcg474R+828vSekJSk5PFlGoQCuUPtVL3mv0tVI+R6oRLs3pKk1/Vnr9+szl6fNJ338VLW35Q5r9ujfP3/d4z4uaS00u0p4/Wuii9rfqk/GfqHj74irZKCvOoMceVWys5EtPzBxWqVMFKW2fBnQcrl9/ddWwYdbvnr15oX6a21XuYm+hRo/8WD/9JPVqOVBDutfW1Povyr99tPbHpanNU0s1Y2qGfvhug/YWLqCM6kWl1V2145s7M7cDccu7SA3v8/bJkhRIeKlfkLdtlv5Zbo9g0ybp2w5JkqQ1qw73Jx7Cl+IdO7uHn3baNGnBfL8S9uzNTFBVa+Mto569y8vNSND82cka0D9DMdlOcTJ8GRq+crhWxqxUUFSQqjz2rSTJH7dSGWt7SpKG/ZGuHu8t1nP379O+va7mznXVrZurOfd+qs49d+rHJrPU+vMEdb6uj2550rsw0HdATSl1tz57f6LiU+O1cd/GzP+sWPtiWn5+MT395jRt2LtBd0Z9q6CoINVoizLW95H7+vX6sduH2l2ilAZWu1MpRSOVUOQcLZqyQr899qUmTfRr7tJ9mZ9X9LPiKvl5Sc2Y8pa082/5niirxT3f1oJpW+Rf00N66VL5i4ZlnWNHRh57eWdf9D6vrI2fmKbI9uUV9ml+jV49TpL0UaOsgprauLmGhj6s5cuP8YF75knrf9a2IW/qszc2asokn25u3EDRBR3tHNFMX3whPXn3Cq1e5de4ldMzf+f+iFDvNwQFBb4wVto9U/qjkvf+tyLesMUtpTfqHXReudo5T72emaApD32cmYzdNuAlafNg71jwGHIz6RQCbACq4N3DazFw8SHT3A2Mwmvkfw0w51jzAh2AxoHXjYEvjhXLEZNO2QU2AAf+tJ2Tn/YO+sfWzTqh+BcKtyt80Eb75s/C5N84SO6GX+SmxHgbhkNOQtLSpLFjpeHDpYy4TdLuWd7JSh4UHS1te8U7Qdu61TtBGDVKKtP6AhGFSt7bUWv3rFXPAdHassVVQnKaLnw3WP1roBpvIl+Z0nr9z9dV6X1Hldugv3t0U5N3Nsm/vKN2bk3SXS+GqX8NNLVXDbnpiXIzkg86ST9Rj/z6iHfVpXV+te0aqmE/R2r72q3a+HLzrAxyz2u9iV2/t+x3TQ1U68gBx7mjqf9XfS+ej4qp7eep6tpVSv8kMG/EYU5Cj/NzJanb3G76ZPwn8vul2NjAT8t+kh6wYYPUoYO0bJmk2PnS5iHS1mHectnQR9o5XnqlljTmeq1fL/X80S+/39XkDdNEFNox9UUvsTuwgDSwgPrc9rXi4lzFx0stWkiJidLKlfIOlBpVlpsWJ/kC/29BpJkNpNQ9x7Whq9urrohCn076VEGtgtR3cV9vREaSt8N/o56UHn/Uzxh+XlY5vatTAWl1V2nNd5IvXdo4UL6tw7V0/V/eNG+fr+F/eifMS0vU00sXTdfA59+Rf+cUub+XlDuotFQNubumSYlbpVXfShlJavD0NO3Z4yp1TvPM2igns335VxY29pbL4Eip31ESPOn7pcQtJ7Xuu66rL2d8qbV71h55osCBss/xln3xz4sf12dX6FRB//vlf/9IPH1+a3jW+nygXJyIAwfuhzvgOHSc60oZiVnLyHW9mpr710quqyVLvtXl312kd3+5St0GXiNt7H9Qkjy75THLM3+DE4UUv0pK2n5isf8bG/pq29vXeSdnba7w/oO2BVWpDUpf2Fx68xbJl6JZs6S5c6WkfXu9RIokDSwoTXtaqn+X1LyZMghWrxcm6rvvXKWu/V1a10saWsHbhu6cIEny+wM1Rd+tql693KxadCcgOT1ZvpNMwub71KtpcONPN57U5xyvKVO8E0C/X1nrUUmkDndKa7pJ/nRNWjvHu7oalV8XfnOxN+OSKMmfobu+cAIXRtDSGQ2lt+/IXJdCPw3NXHf82ZbL339Lixd73ztqVNZqGh8vvTniTRGFqgROOC5tcI+WLfPL7/N729yMRP3xg3d1u9F3ReSm7dW47j9rjXdNLfNEfPBgqWtX6eGHvZPypLj9Xg3luQ28GpD+jMwD22/KttbMGX5FjfCSjE90RG56vNavl6ZN9eLet09yIyO14dwSonEh8W5llWqN6rQPlPHmwWrco4K0+lv91nmMBgxwFdflbsn1adpnd2vzlP5yl30hd9U3cjMSlTD8Vrnp++UOKq3tA0ooNilWS5ZI48Ypa91LjpaiJ0m7pnj7t6NtM5Z86iWah18gybsAVb59IYV8GqKN+zZKrqsJ45/Vjr3rVTUqfyCxcrk6f5mmFTNXesmStDhpZSdv2QyMkAYU8PZPCRs0otxdWrXKVWKidPf7f+i1htF669YVmj/Pr2lT/Urcd4QrVgfsGCut/lZa/b23fgTWLS1uefCxpi8ls2bsujlN1Hthb3Xo0lhTpviVkiJ9O6ureONStR3x85G/K3aetKGvFo4aqx7dXbVuLXXuLI354Te5cau8K+TJO+UGahmc93VFDe/xnNq0kV5q8lPmOntpW0efdI/U4G+GqEULVy1fHiqBmhfvothYKS5OalVzsFq9tFHfVukgOaj3G13VqZNPzz6TrtRUV3EJKQftB0q3RlF/t1BS8cJHPHncs0f66CNpzao0adEn3sCx9aQxdY6+jA+nZUspHGnC21LMdGniPdLexdLkB6SM5GNfQODgCy97k/d662PcCm89WfiJl0AckF8aGKHUVKlvX+mHH3TEi5jHo107afVqaXtgV7N6tfTtt96ycV1XKRkp+nTSp15cLbxaER98EybXnyF3bgNlLG4r1++TO/05b90bkE8aEO7t67b/Jc15W/7RdU5se+33yb8okFUbVEruhP95tTF3jpMWN5OSo+X3pR3xgiP1z9P33TL099/S1t179efqPzO3Vw0besmBVau85ff779ku7gU0eC9Dfr8r/+rucvculrYOl3ZN0ZrhnTViRGCiA8cW/e/y3g+OVPqAAl7N6gPjPntfip4ire/jxd/P8RJPuWjWggTd1OV5/bygn2ZPfVcqWVhJt+RX7PxmSp90v5SRIC1sovSRN3vJ1SMc/qWlefuUMYM3yl39veJ279fPgU3FBx9Ifr+rr2cFWlY88JzS0qTNm6XffvUrMdFVUpIrf+lAKxFfmto2zLqAXPWragf/n4fUsiIKbdizUXH5vNfhn6B7OwRL096URt4kbRuj4QN3aN48L/hKX1USUWjE6hFZP+DQc6YD7w8kk490DPgvxcVJM2dKs2ZlJYCTkrxKG8c6xO7fX4qL82p6u65X+eDNB7cpOdnVu++68vm8JPFLQ1/SDb1uOLjiRXbxq6VVXaRfC0tDK3uJpMMdj57A+eShci3p5H03dwFrgPVA08CwN4A3Aq8dvLvUrQeWArWPNm9geIlAM7y1gefix4rjuJJOAV3ndBVR6Keh/5M29Mu8kvNvrd/rVT3st7ifiEJ//XaZd8I3qLQ04mJpRSfv5O5MdYSVc9iqYcrfCuVrGjjoauHoztcna9ItXnInuEWgNkpkab014i1vmgYV1LhRmuLjpXdfWq9PP82qDrly9P+8k7tFzU7qJD0pPUlEoc1TX5KbvNO7kr/g44MSjvN3zD+pRZIT9iVnZedPuQP/4RE2MmlpR9koBg7OFyyQpk49ZOftutLehdKHL0muq7/LhymoZahu/upl3fPLg0ovESlfqcisHXd6fFYSpgZewkM6fM2QQyyJXqKQT0OU5jvC0ddxJB62FM5aB67/8fqDR85r4G2cB0eqZWf08K8Pa80aKalwpN56ep+SkiT/vA+8dbQf3uNKpOSd3jo7sra0qquaNslQaqqUmhKojbJ99BGvSJ0yS9t4cQ6OPKlaTDkm29XZ9rcX0MytM49/3pYtVbBtwcDJuNc8r/Xk1gdPk5NJpxM0ZVNWbYVre15z1Gn9blaz3Vrdj3+flSM4/MH7gXEHTJwoJRUuLffLK7yE/IHk07GWcemSUulSmW9d16ulsX69V+PsZE6a/q0hK4aIKLQ7afdp+T6/X2reXOrSxUv6HM6BWgFEofp/ec3uteobacsQ9Rz3Vua4XYm7DlrmSelJeuy3x7Q9/p9Jyo4dvVpIX3/t1U764gspPV3auHfjwf93C0e3vj5SiYUi5a9Z3KtRsLilFm6f5y2jhI1SzEwtWujX8OH//M+io6V335UaNw7sB1zXO75Z1v6gY5yEBGnY4kkiCl3UFvk3/aqEuFS1b+81Y0tOlgRaTXU98UyqBnSdI9/6n+Wmx+vBJ0eoSRO/9u07eIeUXC1cDV/bpB6f9JWbuFlK3Sd3aWvJl6I1Ex5VfFK05vXOL3dAgWP/UcdT/n0pXu3BbSO8ixqHHJMQhcp/XiRz2Za9p3vWyAOJ6sQt3ono1mHesE2/S9vHqk/POO3d62rBAi8xlpwsNWt27LCPKD1BWtLKu4iSnnDYSdpN+Swz1tu/aKj+/aUWLTPUtEW6Hn/cVXr6CX7n+p+klGhp/ofS9KelhA2K+CxCRKHHX96u5GRXSUkSj9+vW554Qe6+Jdq4PkXDh/mVkODVmBOowX3rFB/v1UhNSvLmyUjao/2XFlSfPl7Cuk7jz9Rmwpeq++ONXqKmZXNt+6uOfIuael1HHOME0u/3Lpi6fr/3n6Tk4PbAn+5dgFjS2tvv+o+yoQsKkkCPP5VPX834yhvm+r1arCs7e+uMP+OUHC/Ex0u7s/3spCTvYuOBk2PXdfXuyHe1avcq9V3UV1PWjfZqsM558+BWCTnFdaWlraWYGYEkW7ZyG7/GW5czkrR22FW6uOvF2peyTzO2zFDCrjmKnfaifCs7e/EdxowZ3sXUrl3/mWw6oEkTLxmQNKNJoGJAC2lMXSl1jzZvcjV6dLbt34Z+Xs3w34tJD4f+65P102XTvk1ZNYnaFfPinfSmt672c7zjwrf+570/QSNHSj17Sj16eDV+eo2d4X1X03zqef0X+u476ccfvdYG+/YpK8ETEaGFkVn7ol8W/yJFRuqyt71juvM6nyeiUO3utbUlbosSmnzwj4oiKXMbeOfWkx/IPL7N6BOsuLicqzOQWzIyvOOk77/PqnzQ+L1EJSV5tS67dfMSxSe8nT4FcjXplFceJ5J08rt+fTDmA8WnxHvNWY50EvsvuK4rd2lb7wAsr5zwnSopuxQ7sISG9I7M3Cj0mNdDAoV86vWFVbRdUUnSgCUDvKv7d7+ttDRXGzZ4zdDS06Vb+9wqotAV7YOlhR97O5KMI+wpTsS8Bl6S40BtD9DTg5/2EmF5ZAtVrH0xvfTHS7kdxtFlO/GZM0f66adszdcOmWb0uVk7iIJtC3rDiyN97Ui9ikpJO7IOyvIjzXnHq+2Rw3EeVuBE40B8rScdnLhwN/6qZu+tUd0Lp2tr1+qKSYzRja+G6qcL8+uXX7wjsxXjntauuA2a8yNyO1aXxj0lfXex9ObNmSdd48dLn33mNRU60JTxtEvbK0155LhqkOV5oJjEGK3fs15PDnpSRKHVsav/MU1uyd6PwB8r/zjm9AemHbZq2GmILuCQdf+S77y+Zap1rqZ2BdvoHoZrf6mq2YIMnMQlbfXWpeO5KnZgHnNMl33vNTc60JeiJCk9Xm5aXNa2M4cSo0Shyp0qZ/73bae0PS3/VfbmW+7Up+Sf/qyufe8bfd5zrW5o0N1LOFT9Q0lJkm+Z15Ru5R/faMxo30EH1t/M/kbf3VRQV10dpfh4V0m7t3rHWPvXSKOukUp6Nc2rBfoPWbpzwbGDO9Fle5jjhWLti2X+Pp/fp1WrfYqK8o5r9h/pGuP8hpIvVf6FUercoK8aNvRquyckeCfAfft6V7wP20zqJI1eOzoz3i9nfKm0NK82ckqKl4D4V2Lnen2Zpe2XShXXrsqlVLBtQb31TqoSE6UxY6Qff3QVu3SM3H3LtG1MO33QbZg2xcTql0kzdE+hibquerQSE1193nWHfpn1lyYtHyX/lFfkT4xW/VdjtGuXVLJdWS/2luiN8B/1Vq3vvFpWfp9U4tTUWjAB/gwvsbhxwOn93rR9gRYIh9SemvdeVi3ukzy/2rxZ2rg+3UsKb+yf1VT9LBDWCtVp513873Il+rZXRbkxM7NqYuXg9n/mlplaGr008/3atVKvXtKwYdk2nYccgxyozTMs3w2KLJ+oS2p6fSRnHmNki+/nRT978yyJ8porDyorJW8/68+xp071LkZ88kneSDYdYEmnE0w6nXLp+70rP3PfPeJVp7PC4hZS8k75MrKqPKdlpEmgTjO8DpUHLh0oScrwe52cOne9o/R070rE6sB545Z9m/VCJzR47As5G9+cN7NqnA2MsBOif+tYyy3bCem6olk7lTo/1pHPQQkfF/Ga4P1eUvq1qDS3ftZBf9nSUtzyk7+ydzwnEYfs9LbGbz1o9PjxUvPmfk2c6GrvXlerY1d7V4o+Quc9/6VWR3v9hVX7oqjadSsiNy3eW78WNc2b65brHrGZ1xkl27LtOturpeo/dH3J5eVf4LMCx53Mrvl9TRGFEtJO474hsO4/84TX3GzkGq+T4te6dddN16bojVfSFb8z25nnv0lKHNL/iTmyA7XAjjouB2vjSVnJzriUuNOWIKRZqKhfXXL9im3ymohCl7V9RCFRyP3cUYMn53o1wlJ2S/M/1IzB47Ry5cHLpXh7L5kUeVc3paRka+KanuA9g8o3zNquZ5ymE8cDZejpwU8f/0w7xkvrfvRqBwf8/rtXc+yIiaockj05HpsUq507ldlBb1xcDnxBtnUqI8NLpj35ZLaE1t6F2rT0G69WQ9RdOv/mmUpMdLVyhasHH/Dr6Ue8voXu/AL5k3Z4Mf8SpPTikVpQ3VsH8j37kIYPzZB/dTe5/ozcabr+X5VHLtRqUTPvYvKB43pzWHvG3qb0KQf3h6ogR+mly+rBIuN1ZdUYDSvyzGmPKzoh2jv2DuzfHr5yk9LTvaS7pKxjiMMdS6zpJq35Xlr+hbRpoFdD+HS3IjD/OukUdMTb2pmTE1oIrusLtTtDaMHcjubUSdsDweEEB4US7t2Bl7DyFQF4+sm2ANx3/n0AhASFwMZ6sPsCvv4azj8fuvTZSGJyBhFb+/PjlY/zYPAO8KfnXHwXvA8zn4cKD8F7gf+hTJmc+/z/gqiog5+PNI0E3bpRJS5r8PSt02l0GzgPPAEhEZAeC744qP1N1kSuA0UuAuc0bI6io0GiYhFvHS1XqNxBo4cOhU8+CeK66xyKFXOoXrw6APsKwJoqH/Bwt48AWJccR7VCpXCCQmDFFxAz7dTH/m84DgTnz+0octRbV72FWoqgbOvLvtLns4EquVq2N7+3mbX11+I4zjGnfejChwAoGHYa9w2Bdf/GRl0BuLnKzYx6ahRFNr7A0FH56dw1lMJlCnjTHijrEREn9h2Jid524GjbCgOA4zhHXFcyxwX+M6Kjc/S7i+QvkqOfdzTVJyyFb9eQkhpEiXY9AFjt/sWjhcC5tDbVCvQnOtrFF1ISrujA5XfdSrt2DjExWZ/xbM1nAdh13me8/wH8/jveti20oPcMtBufNX1IUMhp+W23n3s7BUML8nGdj49/prK3QMVHIbSo998CjzwC7dpBoUKnJs4DgoOCM1+XKFCCokVh8WJIS4PQ0JP88EO2vSEhcO+9ULYsuG5gYLHLqHDxWwCsYSTP33Yl+fM7VKrsMGRoEI8t+RuAZemgrYPA9REceQOhe3dx+dq9DHlsCC8W/Zlbbg8hqNilOLsmwcWN4bZJJxm8OS7HsW87LWo0g7Xdodpr8Oi+3I4mb0raQvGK9xNa52cqF/C29xeXuhhc8WPsA3w+5yamrypFvU19TntokQUjKV+4PAD7KcQD9csTGgpFipC1HenW7fDHEtVfh0pPQPU3oNLjcH7903PuYHKE/VPm5ATn93ZEy1qTfG091FKZo0qnBqOWIjw0HIDNm6HOuok0vOFNypWDfne8S9fQqpzX5GniNw8h6NreOPsWwbCKORdfoWpw/W9wZdec+8z/mgMJpeM8kTx0ozLviRvIX7iql3TKLqdPqE7g89656h2qFq36j5O+0FBITYWwMO/9oeO35R+T+brL1nVoyyCo/qYd9J5KBw5CjpBQSk+HWnvGUp21+BYvP42BHaxkREmqlah2XNO2qNfioG3l6fTS5S/hb+4nX0g+7qh+Bwnx3soekv08/UCZT0zMlRjNqdHt7m68dsVrpy05u3EjXFT6fMaMgfDwrOEpvhTuK5QfbpvMmzd+zcBmrXjhBcjIgPz5oWNHGDbMK9vglRcAim7lmy4Ot92Wma/J9OiKwPNFj57y33VAcFAwCZ8kcEnkJSc2Y2ghKFg5V07io+pFeesA3rKOiYGBA6FZsxz6gqCDjwCuuAJWr85KPGW/WJCU7OL3Z427erv3vNUHs1ODvQs6N4/OnP7BCx+kQGhBMjKAUtdCzBSY/jRkJORQ8OaMEJwPLmoENVtD0MlmS89S+xZBpUcgKIwfisYD0Ov+XgCsvuwxIssEeYmeormYSIyOJiV6PyVLe8nwQ7fpRxRW1NuGmjOOJZ3MyfEFTkpqNM068T7Cyf+AATBsmEO7dg5PPQWvLfBqu0QXH0TFyg+AEwppMZC6K2djdBwvE36KrhqbbA4s42xWx67GlxoL/jS8ewrk/mbnw+s+ZP17649r2ivPuTLzdVxqXObrqangFLsUoseB3MPMaU6HcePgigcr8eFHwYRElsjtcPI8x3EIynZieCAZEJT7xdKcYq/Xfp3u93bPGnCK//TJk6FTJ7jllqxhlYpUAuDWqjeDP52gINHigU/p2zertk2pUvDqq1nJ/+LhxXFwePbSZwkOhqJFs+VrAgm0fH7Y+nNJfnnwl1P6m850LW9sedA60L49lC4Nzz9/kh98YN/v9x80+KmnYMgQuPvurCRi7bK1ARgbPYA5K6PpOul3XLlEJmXNd/Ulr0ONT6Bc5ayBZcoQEeElyH0+oOanUHewnYAacyg3HYLyAXBTxRsY/8x471g2KAhcN89UWitWDGbP9i72hoZi52lnOTvMNCenYDVI2gzyH3PS6Ghvo3LgQDJfYBYHEZSvFAQFk1eSEubkHGi+BhCTHMO8Nb8DgscS4Kljryu55cCV9vRsLTyvOucqAC4p7V3Nzh+SrblascugyjNQ9hzvvTXdzHnHOAiZMgV69YLPPjvNcZ0ljvvqojl7HCFBkNPWroXy5SE4GNzIsizgch6aFAtAkWIXezUWjpPb0qXPg0dvClI+OZh8Icf/mcZL4Nx5J9SseWo+33G8bfOoUVnHfveffz8Ac8s9z4tDXuPjeY+hJwpBg6z5sjcFzO7ll+G556DP6W8VZMyZI7wcxK8EIPh/U7jl3Fu8mvt+P5e+ezMbN57yzf9xCQuDHTtg5EivibE5u9nZvTk51d+AWS/BH5XAzTjqpIEEOwB+14+AioUr4gJKjfbmfzQuTyclzPH54NoPuLzM5ZnvW26PgdFXweirczGqY3vgAfj8c+/KywFd7upCWrM0nqv5nDfN+Q8AUDR/0dMen/mnXYGKka5VNvtXEhK8pIDPl9uRmLON63r9BQHUT2jLg+fMpnbjnwEIDo2AoLCT/5IDCTS7On7GuKP6HTh4VS32Rkzn+vwQ9NaD8Pq39Lr0f7S+sXXWxIf8v5UqQYsWBx9PGmMOUfJqWNoC9sz5x6jnnvOaMF97bdb2OTd16ABLl3r9/JqzmyWdzMkJLQh3zIWHdx2zbbXf711VG7JyCCGtQ7j2ZUiP3+uN2zvfa6LkHP7qljmzvHv1uyx4fUHm++DI6+GmkXDLuFyM6thuucWr5tu4cdZVoCAniLDgMOpVqgfArVVvBQ6uzWVVgnNPsWLeog/LgfPX/6KLLoKdOw/p08mYHBQXB86LL7J5eyg3VyrD1irguBmBanZB2KHof0vtc2rjtnQJCw5jb8peXi1ZBKfOD1D9ZV5MGUOzekfvYKpmTXjhBWsSbMwROUFQsx0sbw/+1INGBQd7NQXnzIF8eaBiaOHC0LIlPPNMbkdiTjXbZJvT5rzzYPduSE33LqnPrgDBhYuwsyOEfDaRr+r/wICmbXM5SpOTDjRJu7HSjVCgPISXzd2AjsFxvCq+06d7O+bsLix1IQAXlLyAkgVK8tQlT+VChOZQwcF28nEyHnsMbroJatTI7UjM2SYoyGtSP2MGNGzoDSuz9ivK39AXJ30vuGnweLLVbv6PqlHK2+hcWe4ab10YVjl3AzLmbFKiNtQdctbdwdicuezapjltnngC6j8+nRpX/wWBWgk3VrqRMon9+H3cbXyz9k1SU+GRNjlw+16TJ1xW5jKWxizl0shLczuUk1YwrCC7PthFiQIl2N1od26HYwJc1/olOhnly8Nvv8GKFd5yzCsdjJoz3znnQHw8xMZCvXqA64Pw0lDxEVj7LcjnNas/gb6dzNnjtVqv8cZfbxCRrxAEmtsRHHHUeYwxxpyZLOlkTpsSRVPp++p9bEmJp9lmb1ih/N5dRwaWqM/qNcHs2WMJp7PJeSXOA6By0cq5G0gOKV2wdG6HYA6RlOQlnlzXajz9W9dd5z2MyUk33ODVHL3ggkBz5dQYOOduL8m0Z47X7CPIEk7/VbXP8e5i589I8LLdD+ywjbgxxpylbOtuTp/d0wi+4C2qPLg0c9C9590LQJn7riItDQoUyK3gzKlQvlB5AMoVLpfLkZizWXi41xeXMSbvuOQS2LliEauGfc2CBQJfEuQr4Y2Uy77+tdjbP2/fXMKcOtVLVAdgQ5ofMhIB6xncGGPOVpZ0MqdP7By48AMoVC1z0FXlrkLA+TXzU7DgP/vRMWe2soW8PpyK5CuSy5GYs9U110C/frBxY25HYozJzkH0f+NBOjz9EU0+jWXe0iDkSwZgf3Ihqr+3kKr15+O61j72v6hwvsIAuFWegXE3wLg6uRyRMcaYU8Wa15nTJ2W7d4e7bHe5KxFeApcgCkR47fkt6XR2+V+1/6GWdkJhTp2774YqVbzmO1bbyZg8ZP8qgsvcwLgC1zKrXmlu6/0/dr9di5BS19M/fQ83/i+UkBBrUfVflnl8UKkOJNqVA2OMOVtZ0smcPkH5vU5Dh5ShkAMJAsdxCMZlf7wAB58vt4M0xpxJSpeGwYNh+XLrCNuYPGXvPKjRHEWvBsA9dybLVi7msvPeZOo4lwG/VbTyajyFqh1UC94YY8zZxa4vmdMoq73+deFBhGar8bRqXiL799tdqIwxJ+6OO+CDDyzhZEyeEr8aClamVMEyAOxP20/TnftgWGXCCkSQnAzJybkcozHGGGNOOUs6mdMocEb4UDSjG/lJb54OZQIHo39OwnFg69bci84YY4wxOcifRqkpd2a+3ZK/OjQoTvmy4eTPDxERuRibMcYYY04La15nTh83DYLCDjvqteQulCt3HxIkJJzmuIwxxhiTs+QDXIpnxGYOCgsOg5jdhIUHExpq/TkZY4wx/wUntbt3HKe44zjjHMdZG3gudoTp7nAcZ7XjOOscx2l8rPkdx7nNcZz5juMsDTzffDJxmjyiQEXwp3r9Oh0QHQ0SN7vj6dcPRo3KvfCMMcYYk0OcIMChUERk5qCSBUoC4PqE6x5hPmOMMcacVU72GlNjYIKk6sCEwPuDOI4TDHQF7gQuAp50HOeiY8wfC9wr6RLgeeCXk4zT5AUlr4Ll7SFu2WFH33svXH/9aY7JGGOMMaeA49Vufig6c0itc2oBEBebQVoapKTkVmzGGGOMOV1ONul0P/Bz4PXPwAOHmeYqYJ2kDZLSgYGB+Y44v6SFknYEhi8H8juOk+8kYzW5reR1sLE3jLk6tyMxxhhjzKkUXgYy9oOyqjTdUuUWAKLnbcN1ISPjSDMbY4wx5mxxskmnSEk7AQLPpQ8zTTkge/fQ2wLDjnf+h4GFktJOMlaT24LzwY0j4dJWdps6Y4wx5mxWvBZs+T3QzM5TKqIUAGUWjWbnToiLy6XYjDHGGHPaHLMjccdxxgNlDjOq6XF+x+FuYn1cGQfHcS4GPgduP8o0rwGvAVSsWPE4QzK5pkRt72GMMcaYs1fx2jDxdljaKnNQqQJe0ukRBnH55Q0BSErKleiMMcYYc5ocM+kk6dYjjXMcZ5fjOGUl7XQcpywQc5jJtgEVsr0vDxxoOnfE+R3HKQ8MBZ6TtP4o8fUAegDUrl3bqs8YY4wxxuS24DC44mtY1opyhc5he8KOzI7E6zCDDz+E9PTcDdEYY4wxp97JNq8bjtfRN4HnYYeZZi5Q3XGcKo7jhAFPBOY74vyO4xQF/gKaSJp+kjEaY4wxxpjTrdor8MBWioeXACA0ODRzVKtW0K5dbgVmjDHGmNPlZJNO7YHbHMdZC9wWeI/jOOc4jjMSQJIPqA+MAVYCv0lafrT5A9NXA5o7jrMo8Dhcf0/GGGOMMSYPyxdi94Ixxhhj/quO2bzuaCTtAW45zPAdwF3Z3o8ERp7A/G2ANicTmzHGGGOMyX0H+nIyxhhjzH/PSSWdjDHGGGOMOZqRTweuO5bJdl+aMmUgOjp3AjLGGGPMaXOyzeuMMcYYY4w5tl27Dv/aGGOMMWctSzoZY4wxxhhjjDHGmBxnSSdjjDHGGHPqRUYe/rUxxhhjzlrWp5MxxhhjjDn1rA8nY4wx5j/HajoZY4wxxhhjjDHGmBxnSSdjjDHGGGOMMcYYk+Ms6WSMMcYYY4wxxhhjcpwlnYwxxhhjjDHGGGNMjrOkkzHGGGOMMcYYY4zJcZZ0MsYYY4wxxhhjjDE5zpJOxhhjjDHGGGOMMSbHWdLJGGOMMcYYY4wxxuQ4SzoZY4wxxhhjjDHGmBznSMrtGHKM4zi7gc2BtyWB2FwM50RZvKfemRbzmRYvnHkxn2nxwpkX85kWL5x5MZ9p8cKZF/OZFi+ceTFbvKfemRbzmRYvnHkxn2nxwpkX85kWL5x5MZ9p8cKZF/OBeCtJKnWiM59VSafsHMeZJ6l2bsdxvCzeU+9Mi/lMixfOvJjPtHjhzIv5TIsXzryYz7R44cyL+UyLF868mC3eU+9Mi/lMixfOvJjPtHjhzIv5TIsXzryYz7R44cyL+WTjteZ1xhhjjDHGGGOMMSbHWdLJGGOMMcYYY4wxxuS4sznp1CO3AzhBFu+pd6bFfKbFC2dezGdavHDmxXymxQtnXsxnWrxw5sV8psULZ17MFu+pd6bFfKbFC2dezGdavHDmxXymxQtnXsxnWrxw5sV8UvGetX06GWOMMcYYY4wxxpjcczbXdDLGGGOMMcYYY4wxueSsSzo5jnOH4zirHcdZ5zhO49yO51CO41RwHGei4zgrHcdZ7jjOe4HhxR3HGec4ztrAc7HcjvVQjuMEO46z0HGcEYH3eTZmx3GKOo4zyHGcVYFlfW1ejhfAcZyGgXVimeM4AxzHyZ+XYnYcp5fjODGO4yzLNuyI8TmO0yRQDlc7jvO/PBRzh8B6scRxnKGO4xTNKzEfLt5s4z50HEeO45TMNixPLuPA8HcCcS13HOeLbMPz3DJ2HOcyx3FmOY6zyHGceY7jXJWH4j3hfUYejjlPlr0jxZttfJ4re0eLOS+WvaOsE3m57OV3HGeO4ziLAzG3CgzPk2XvKPHmyXJ3tJizjc9TZe9o8ebFcne0mPNy2QvEcNznHHk03jxb7o4Uc7bhearcZYvhH/Hm1XKXLY5D14s8W+4cx9nkOM7SA7EFhuVcuZN01jyAYGA9UBUIAxYDF+V2XIfEWBa4IvC6ELAGuAj4AmgcGN4Y+Dy3Yz1M7O8D/YERgfd5NmbgZ+CVwOswoGgej7ccsBEID7z/DXghL8UM1AWuAJZlG3bY+ALr9GIgH1AlUC6D80jMtwMhgdef56WYDxdvYHgFYAywGSiZV+I9yjK+CRgP5Au8L51XYj5CvGOBOwOv7wIm5aF4T2ifkcdjzpNl70jxBt7nybJ3lGWcJ8veUeLNy2XPAQoGXocCs4Fr8mrZO0q8ebLcHS3mwPs8V/aOsozzZLk7Rsx5tuwF4jiuc448HG+eLXdHijkwLM+Vu6Ms4zxb7o4Sc54td8CmA/95tmE5Vu7OtppOVwHrJG2QlA4MBO7P5ZgOImmnpAWB1wnASryEw/14iRICzw/kSoBH4DhOeeBuoGe2wXkyZsdxCuOdWP4IICldUhx5NN5sQoBwx3FCgALADvJQzJKmAHsPGXyk+O4HBkpKk7QRWIdXPk+rw8UsaawkX+DtLKB84HWux3yEZQzwFfARkL0TvlyPF44Y85tAe0lpgWliAsNzPeYjxCugcOB1EbyyB3kj3hPdZ+TZmPNq2TvKMoY8WvaOEnOeLHtHiTcvlz1JSgy8DQ08RB4te0eKN6+Wu6PFHHif58reUeLNk+XuGDHn2bJ3gucceTLevFzu4IjLGPJguYMjxptnyx0cMeY8W+6OIMfK3dmWdCoHbM32fhtZB455juM4lYHL8a46REraCd7BGVA6F0M7nK/xNkJutmF5NeaqwG7gp0CVxp6O40SQd+NF0nagI7AF2AnESxpLHo454EjxnSll8SVgVOB1nozZcZz7gO2SFh8yKk/GG3AecIPjOLMdx5nsOM6VgeF5NeYGQAfHcbbilcMmgeF5Kt7j3Gfk5Zizy5NlL3u8Z0rZO2QZ5/myd0i8DcjDZS/QNGIREAOMk5Sny94R4s0uz5W7w8Wcl8veEZZxni53R4i5AXm37H3N8Z9z5NV4s8tz5Y7DxJyXyx2HX8Z5utxx+JgbkHfLnYCxjuPMdxzntcCwHCt3Z1vSyTnMMB1mWK5zHKcgMBhoIGl/bsdzNI7j3APESJqf27EcpxC85jPfS7ocSMKrEphnBdrI3o9XRfEcIMJxnGdyN6qTkufLouM4TQEf0O/AoMNMlqsxO45TAGgKtDjc6MMMyyvLOAQohleFvxHwm+M4Dnk35jeBhpIqAA0J1JIkD8V7AvuMPB9zXi172ePFiy/Pl73DLOM8XfYOE2+eLnuS/JIuw6ulcJXjODWOMnmux3y0ePNquTtMzJeSh8veEZZxni53R4g5T5a9f3HOkafjzYvl7nAx5+XjzaMs4zxb7o4Sc54sdwF1JF0B3Am87ThO3aNMe8Lxnm1Jp214bVEPKE9WtbU8w3GcULyDrn6ShgQG73Icp2xgfFm8qxF5RR3gPsdxNuE1WbzZcZy+5N2YtwHbsl3hG4SXhMqr8QLcCmyUtFtSBjAEuI68HTMcOb48XRYdx3keuAd4WtKBjWRejPlcvETk4kD5Kw8scBynDHkz3gO2AUMC1frn4F3lKUnejfl5vDIH8DtZVYTzRLwnuM/IyzHn2bJ3mHjzfNk7wjLOs2XvCPHm6bJ3gLwm+pOAO8jjZQ/+EW+eLXfZZYv5wAW4PFv24B/LOM+Wu+wOiTmvlr0TPefIq/Hm5XL3j5iBX8i75e5Iyzgvl7sjxZxXyx2SdgSeY4ChgdhyrtwpFzrVOlUPvIznBrxCc6Aj8YtzO65DYnSAPsDXhwzvwMEddX2R27EeIf4byeoMLc/GDEwFzg+8jgrEmpfjvRpYjteXk4PXbvadvBYzUJmDO2A+bHzAxRzcwdwGcq8Tv0NjvgNYAZQ6ZLo8EfOh8R4ybhNZHTvmiXiPsIzfAD4NvD4Prwquk1diPky8K4EbA69vAebnlWV8ovuMPB5znix7R4r3kGnyVNk7yjLOk2XvKPHm5bJXCigaeB2Od1xxT14te0eJN0+Wu6PFfMg0eabsHWUZ58lyd4yY82zZyxb7jRzjnCMPx5tny92RYj5keJ4pd0dZxnm23B0l5jxZ7oAIoFC21zMC63COlbtcWfineKHdhXdXlPVA09yO5zDxXY9X/WwJsCjwuAsoAUwA1gaei+d2rEeIP3vBybMxA5cB8wLL+Q+86pd5Nt5AzK2AVcAyvCsO+fJSzMAAvP6mMvAy3C8fLT68arrrgdUE7tSQR2JeF9gxHSh/3fJKzIeL95Dxm8h2Z4ncjvcoyzjs/+3cMUrFQBQF0OuGbGwtxIW5GjdjoSL492Pxp5BARoVXXOQcSDMkcBlyCXnFJHle7/JbkseWzCd575O85voBfUlyV5T3z9+M4syV3TvLe7inqnubPa7s3iZvc/duk7yvzJ9JntZ6Zfc2eSt7t8t8uKeme5s9ruzdD5lru/ctx0N+8c9Rmre2d2eZD+s1vdvscW3vNpkre5frecgf67pkzVAme3ezHgIAAACAMf/tTCcAAAAAChg6AQAAADDO0AkAAACAcYZOAAAAAIwzdAIAAABgnKETAAAAAOMMnQAAAAAYZ+gEAAAAwLgvhEzp6nMuAWMAAAAASUVORK5CYII=\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 = 1\n", "viz_sequence.plot_weights(task_to_scores[n_mut]['Topic_35'][0], subticks_frequency=20)\n", "viz_sequence.plot_weights(task_to_hyp_scores[n_mut]['Topic_35'][0], subticks_frequency=20)\n", "viz_sequence.plot_weights(onehot_data[n_mut][0], subticks_frequency=20)" ] }, { "cell_type": "markdown", "id": "42dd62b3-067c-4f68-9240-a3af6fc2d7d4", "metadata": {}, "source": [ "### Importing TFModisco package" ] }, { "cell_type": "code", "execution_count": 9, "id": "05c09315-b194-4419-b5f9-88ca55c2bb15", "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": "8329bffe-c18f-4ac4-b36c-10437b522b1d", "metadata": {}, "source": [ "### Running TFModisco" ] }, { "cell_type": "code", "execution_count": 10, "id": "aa3ef893-eae3-4e50-9672-0e36fd2cb0e4", "metadata": {}, "outputs": [], "source": [ "# tfmodisco_results = {}\n", "# for n_mut in [1]:\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/KCEFS_M\"+str(n_mut)+\"_results.hdf5\", \"w\")\n", "# tfmodisco_results[n_mut].save_hdf5(grp)\n", "# grp.close()" ] }, { "cell_type": "markdown", "id": "fdb833a2-03f7-4ffd-bdbc-e1737a8e8b3a", "metadata": {}, "source": [ "### Plotting TFModisco patterns" ] }, { "cell_type": "code", "execution_count": 11, "id": "2a265eef-b3e1-446c-b17a-80e27cbe58b7", "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: 1003\n", "Topic 35 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: 767\n", "Topic 35 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_2\n", "total seqlets: 417\n", "Topic 35 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_3\n", "total seqlets: 388\n", "Topic 35 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_4\n", "total seqlets: 379\n", "Topic 35 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_5\n", "total seqlets: 375\n", "Topic 35 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_6\n", "total seqlets: 359\n", "Topic 35 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: 287\n", "Topic 35 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: 276\n", "Topic 35 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_9\n", "total seqlets: 104\n", "Topic 35 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_10\n", "total seqlets: 90\n", "Topic 35 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: 86\n", "Topic 35 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_12\n", "total seqlets: 66\n", "Topic 35 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\n", "activity pattern: [-1]\n", "metacluster_1 pattern_0\n", "total seqlets: 720\n", "Topic 35 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_1\n", "total seqlets: 472\n", "Topic 35 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_2\n", "total seqlets: 364\n", "Topic 35 actual importance scores:\n" ] }, { "data": { "image/png": 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lPldWxnK+cbS0wIc+ZI5H+vrMyWt3t2mC9JnPpGvseL2mBojfb4ZkM5yBHfwmJU+IM2uDRKPp5k/07GBx+9T0Byy/GUJT4PLVuQuaSHYjkLwZywikbtDiB6X443fv57mXQjS1ldHa7qetq4zOniCXvHkcNbU2oZBFdY2ivEJRVqYIBhVlZZpAIDs5kFkrI7m+ycdkYqG3V9HXp+nr1bxt4nth+29zl2/JMmhYPLJ1GoFEAno+93kq7v061AHlQBAoA6rLobbatK2qqoZQEIIh8AXNYHvSvw3LggM/Bad3+LEdi+1NU1m3eza7WydyoGMMe1hKm3UWWqf3qWSiKRQyNb/8/nTNo8y+hJLnNcnaRMnt3N1tHmMx6HC28/CEBfS2VkMsBNGQ+xgm5C2nwldJ2FtOyBfGb5fht8rw2V78Xg9e24O5NGyhsLAsy1wwRuM4DprkoIkl4kRicaKJGBGnj97WEC3/eC9NzSZxEgiYi/xTp8Izz1pYFvh8Kuv4f2CNroGPkP8cLilZWyu4/mPo9g3sOlDN+tca2N8SZn9bJU3+a2juLKe714ey/CiPF9tj4w/YhMMQDivTva/K3K8VWmtTLOt0/jEag+4uTXe3JhZNoJ04v3vXSdj9u0xFD8vnNtGMwHU9ZhyYihBZlQQ86cRxZsJ09S2wdsC55lDsEFzXffDpCqyYCadrgUu11v/Pff0e4Cyt9UczpvkbcLvW+hn39ZPA5zAJp7yfVUq1a62rMubRprWuVkr9CHhBa/0bd/wvgEe01n8cajlHI+HUsr+Lv//iYcaVrWZS8EVqfNsos9vwByysMWejK0+B8pmm42tfNcpbbjpc9gRTBX+6DbCCB6aghpFw6u4PUf6BbmwrzvjqvYyraqSirJNTT+rgW7e7zeicGOCkrxyAybwqO33VI+dPS6WPh5SC1V9O12JKTnF97v6ULARNo9d2U/Mq0mRqXkU73ESXWwPHiWfUxomb9bc86asOyoaV/2EO6DLM3mmzPpKREo/5ob8KomGIByBeBrEy8xgPYDtByrx+Aj4fFjaWsrGwTVIJLxoHh4QpQJWDoxM4JOiLRuiL9eNY/eDpQ/3+fnQsmLPOQ/6sxo6F/Xm+x4YGU8d1GD749Sf47zuOA8cD/dXmD8NK8KEPwU2fM9+hx6tMVVRf+uAn+Uc0sBpqUnaCzb36pCAWNQdDz25/gcv+uAg6pkDzCdA1AfpqoKceX7yOumA9dcEa6isqKQ+ECfvLCIdswkGbgF+51UMVtqXw2ArbVsTjmoRjBscd+vo13b0JunvjdEf6aGrr5bkHT8rZDnPnwssvuVWVkzX8Yt1mv8zqjH5gO/sE2XfHc5um/vOtpjp1hpN3QETDiV44zgteBSibmtO/yoKJC5g7fi7l/vJhfW/JpLHWsCUGL/TD2kg6/deSgI0x2BiFm/y1VDTPoa8/TH8kRDQaJBoLMuakfyVc1eAevZo/JccxfQPYHrNtU+cx5ttE9zdDpBmlsms/acchEU/gxOOgI9i6n1/oH/Gcfiy1yAEqsSyLoFXB2MBUJoQmc/yEWhoqqqkOVFMZqMROJTLTHBw6I5209bXR1tdGa18ruzt383r767T3t6O1No9uOXP2xLN5/j1/N0n1WIc7uLUSE8nmr8nalTFTPiST0yTja7eMSu7UyQLLIlWepcoXwPby3KvjWfLeywkHuvF5onjtGF47xjVvjnHH15NNLpPbLaOGYPJOksP5D1XucuiMk7dEDJ44J729kl9L+QzUVRvSn9U64+DqcE/4zPY7/vqf0NrVh4qXQX8CnehHeSN88aap1IVqCXvDlPnKCXrClHmCKGXlr7bvaCKJCH2JXvpiPfQleuiMttPS10xMRyn3VtAX76M/0Ud/vI+nVn6PF5vC4HhN2ZUwj5X+Ksr9FXgtHz7bj1f5sJUXj3LLZsvGxkIrndE3RbKWJO7hrWPGaY2jHRKOg0OchI5z9YlX8pZZb0EpaN78Kp0vfp3e/iC9sSDRmJ9YwotVPx896Vr6+01Zl9lEZOBXnFyGgdsk2UQk2U/GWvVbHoz8O+WeGiq81VQHasCOUBuqYvb44xkbbqAuWEddsI7asloC3gFXFjIknARt/W209LbQ0tfCgZ4DbG/bzt6uvXhsD72xXlr7Wmnta6Wh/Spe+doPsvr0AHjrW+Huuw9x1zkEM2fCnj3Z28m2TTOOkVyhH5bfmSCOozjQOYaW7lpae8fROe8JurvNHYC6u03svj6zXZIXQiD7/3Cwi07JiyHxuOmMNRCAz04Y5Dd5KBcGVt8y7BOKFdvOYNPeE4jE/URifvpjAfpjAcZeejt+f/aV+tSNbjOSAUl5K8BmvJdZc8W8p6lgM2VWM8S76G7rJujrpszfS0Wll0AAqqs0DWOSH3TIulkIbv+Jg9GYstVJ/k8Dls1zy2v56JdmU+btx7Zi2FYCj53gkkvgw//mNRfOMj6vBsZRmQEGSm6k7ISfxmLLVg+nX3RWzieWLoWHHx58NQ6X7t1P5PEroXcPSvfj1R2AxglMwr74H+nax8kb6CRrJCe74BhYw3kk3RcMZpB9emDyLDO55Ky+DbXhNizloJTGUk7Wc6XS/2+/bxrDdfV5avlf9JTpzmEkVt8y7N9S9e//lfYz/nvASln4PB6CviAV/grC3jBhf5iwL0zQG+TuGx+nuiO39nprpY8rvz2X7mg33dFuuqJddEW7iCaiOJk3QwIur6zgN2WdVPWTOmYDYOZ1sCBZZyP5R6NSL/P/fhRs+g5s+u5B13dnFKbsMEdNVRZU2eYIyfJVM77+NCZXTqY+WE9loJJKfyVVgSoCntz/Jo2mL95Hx4sfpSPSTbsDzQlzgXave5E2AbQloN0xv3w9w4xv7qrl9QPH0dJVS0vsRDpnfJeuLtN0s78/3T+SbZty1ufLWNMBZTJkl2OJhJlHf78p371e+N78PNvM8sE78rdAGNLqW4a9b/3il/CBZUADMA5T8aDcfQxbMKYO6sdAdR2EyiFYAb5y8IXNua+VcZ5iJXsRzzifcRzY/oP8SU5/Pbx1ZK1mCqGYCae3AZcMSBrN11p/LGOah4CvD0g4/Qdw3GCfHSLh9GPg+QEJp4e11n/Ks2wfBD4IMHny5DN37NhxWOs6Uj/7+zJufPGCvO95gXILKgYMPgWWMj9+G/Pc7XkGW0FCmx9tAnOCkgDuGgPVA8731Koa6BkDCR/E/ZDwQ9xPXbiGkDdkstZ2AI/y4lE+PJYHj22nThxVsnmTm8nWpqhw/5O1e7DvEEskiDtx4jpK3ImxuuwH0D3WTfL43ccAXlVG2FtBwC4j4Anit8rcuF68lgdPMmuukplzlcqaa/dkAkidTMQSceJOgpjTT1xHuT68lldee4rqPqjuh4p+UyTX9kJdL9T3Qn0P1PaBb8jGl0afB5qDZmgKQUuZeW4BbQFoK4P2AFR3+lk1bR7x6skk4jbxmMWOlkb8VpAx5bX4LB9eK4DX8uKxvNj48Fg2tmXhUR4cnNR6Ayjs9PZNnWhqwl5z0q+1AyqBCraxxr6bfd2NdEW7zLFFNASRCje5FjQJtljQDPEylPZQ5g3gsTzmykQyyYaFhW0SbCRwdNzd4gn64/3E4nHwRKipKOO4cdWEp26izBsg4AlQ5i2jqbuJvkQf5b5yyn3lhHwhwj7zxxzyhvjkNbcTas3NsndXh/mv+z5Cd7SbnmgP3dFuOiOddMe6qQnUEPaH6Y/30x/vpy/Wx1PbnjZJxMzkYSwICR8eApTZ5QQ9IXyqDJ9VZk5ePV48llnH5D6d3L+S+5UmvT8nnATRRJxYIkZU9xF1+tj6te8Q8nVkV+VOJUDIOLhziMcgeub7cZo7cbAwh72WGWqr0bcrVLw974GXpRxsK4HfGzEns3mSt+Y3cPD993D8+JbL+GHLIzQHoSWZS4170wncaDlEytPPY0FwbBQ2tvJgK09q37KUjdIWCWLuvmX2sYSO4+g4KIeQ7qNSd/G/J6zkTac3Zi+M8sBFy0xtgXxS/dsNSJA/MGXYtUF/0VjF/U57zni7+lS++9a/MK162rDmkzKgJupjPfDD3NljRUKEH/kZ0biPhOMhlvDQGw1SVj2Wj33x5FTfFpl9Fnh1FJ8fPB6VTngoUJb7x4GTrhShk1eSNdGoJhY1yVy0w9IVYQD8CqZ5oM6GWtscfJa7Q43Xy9iyKur8FZT7y/F6y/F4gngsG0tZWJaNhYWlLPNL0g4JnUA7jltGR4nFuuiPdtEW6eJAXwc3fqgzd0NQ/H36Pe+BP/zBHMB6vWawLDNu0SIzTWZHoJmJ+ZFIfl/JWp13vvJjPv7oR4f8TJUF9TaMcb8Dr3IrvLqPdsZrC7cCrHYrweqM1xq6NDTFIbpmLhtW3pQTa+FCuO/b5zCufFzugozgQsjKfSt5rfW1nEktZXHNSdcMub5gtnGyU9zovHNJtLThYJHATj/W1OM89EjObZ8zn/t8pmPXvj54z9v2s313kL0HgtiWxutxaGiAP/zJS0U5VFaZmgEeD0Sj5ir6wIsvB5P5/Zp9SOO58L+w6ja6CZA4thXHa8f5l2srue74xcytPd6tRZxMdLsXO1IX8JI/WEyiRZvxkUScR3at4G+7Xia6f5l7kTDtd3+5jcTMh8isrQywZHGQpdOXcun0S5lVP2tETSq01mxo3sCjWx/loS0P0RvLPomxlMU9FbuZFM09ltZv7yWuy+jvT9fSSSZvB9ZuST1/8mKItqDQJvGAxrKc1GtLOXjsOAFvP7/oSvDV+N5hr0uhHO+B1zJqOJcrCGIRsCuZWH0OE8pmUGmPo8qaQKU1Hj/m4lMqRzDg4l5v01O0tT9NKx200UUjbTSqNiI6Ri9R+pT7Pcf88LX+rGXxeSKcNruDF5/JuClMoi/dvM6Jkc5cZCackkNmFtUyL1/8V3NxJ8O/NpfxrD2F/kgHiWgHJHoJWxBQ5j/DryBg2VT4goQ9fvy2D5/Hj9fyYbnHWclH27Lc43b3iEubo64verdQobIPxn/7/Wlc/9K23C9BYU6aPO5j8nmyVQBmdVLTJh/NX6K78d3Hm4EB1wd/3WZzW5ufLn8D3bFOeuKdxHX2761QgnYlIbuCoF3BlOAs4mWNeGwrdR7wetvr9ER7sJSVcR5mzsksLF69dR9junLbLh4IW5x6y5jUhZjMx0kVk6gqq0qdP9UF6/jzphnwkztyt2tVlanFVeZWrfJ5wZfRW3aquk/GvnT6s+Ad3vZ6WyN4a+eakAq6+9vp6GuiNlSP3w7gtz14LR9ey8ZjWXzxxpco78idd3elj+U/m8D5Tp79JQ+1xX0EQsrkesotKEvuzwr8FoQ8PsIeP0Hbb/Zp24+lFLZ7DmG5+7SDRjuahHaSZxF8xb+NCpX93XytI8ijgTNT32XcibOheUPG+W7GI4pVtx5gTHf+7/eUr9QD5Hy/Gs2cMXNS7zna4Z0nv5N/m/dvw9o2hSZN6kahhlN/vJ9XG1+lM9KZGv66+a+s3LeS7mg3kXiEaCJK1ImmPtP4TRjbkzuvfSEY91mT/jFXgX347QAhb5h5487hvIkXUuGvoKqskuqyCs6dNpeEjtMTMyfyq/etZnnjctr72umIdtDR30F7fzudkU7a+9vpiJhxMSdGwBMgmohS6a9MZ7j9VVQEKqgKVFEZMK9n1s5k0ZRFhLwmwRDwBEalvajItr97P3u79rKvex/7e/azo30HL+55kRd3v0hrf2vWtLPrZ7Nw8kJm189mbHhsaphUOSnvFQ0AbrkFbh1edr+gvvIVEzuD4zi09bfRGemkK9pFT7SHjkgHezv3sqdrD3u69rC3ay8KRV2wjokVE5lQPoHxFeOpDlQT8oVSibKaYA2eAXcu1Br+8b5fsfnXL7CV6WxhBi3U0GVVMeeCWsYdF6S8xktVvZeqWptwuaKiXKdub5pVvVxlVC/X2QfhsZi58t7dDV3diq4OhyuustixQ6WqQvf0mEfHSXegmFzGRALe8amxBDtzTxj7Khq47wfpE8Z8tTIcJ30iVVlpOpR89VXYutXc2SMWg6uvhksvhYkTNQ0NpoZ5MGSOSwIBcwKWeUKROpFLVrhSbiLb3Q7xePpWrn19cM/L/8k3N91GXCdMYtU9OFLKZmbFWC4eN5uF40/l9DFz8PkrTGfwdsBtauAeeSYPpJ+8EKIt7IrBc/3wZC881wfdTnpZUOlj1gN5+p7wKJvbz/4Qnzn17W5VASDVRwQMepX+mWuzasldvBse78udzO6tJtExOWc2ZWXwpxu/ztIZS/PPf5he2vMSH/7bh3OuqlarGH8cE6HW6TR9zdll5kq5rxYueBjtNslRdsAkV7OumGfKt/4Z0/z1BIhkX11LeMfRdsHe1NXL5GOyU9GBTS9OftNYvC25+3SspoFVj+7LW70+U/K3d/PN8MgjZlyyM06tzX4+N+OwKNkUeLBkU95aXnlqiCRrh5aVgaW0uZnFviehfRV0bITenehoGygvVJyADh+HDjSg/XVuX3/jUJ4QWB6U8qCU7db0tUytZDdxoXTCnGQuu9zUHnb9sxeu3Akd7oUofwz8Cfe6hA1Lt8LNz8D8Pfm3Wz5xC/58EnxtEWytAY/bErvPC3E3ztRWePj5d7L+5QirOJW1zGYf42imjrKxlUybE2b8tAA1dYqGeoe6WtNRalW1IhhS6WSSu/2S3VY6DiRS/VhAX6+mo0PT1gotrbBhk82PfmzOOMvKTFkUj5sOcDduTK9DT0+6k9rM21kPrNmbvHI+sNZTMn5y/7As+MW67/HLFXezoXV1Vl9+CoWtvPhUgJPC5zAzdBZVnrGp0/6Btc80oLXD3shmNvQ8y/a+VSgsYjr7CrzfCjE7vJDr51/G3u7dLNu+jHVNa+lP5ClkCsRnBZgWms2ZNRfgefl67v35HGzLSeUzHK346ldtPvqx7O2YfJ45TiX/DzJruLn5Ntz/xqykuTvJ3q69PPTafXRFWuns76Az0skjrz/Jnq5G4kN34Tos5tjaw1ljT+G0+hOp8Ieo8JUTsAP8dsujNHbtZV/PAWJOcdvXey2bcWU1jA3W8uuly2jd3+A2PUsPA/s+Su6X131iLGX5jgEqG/jjD/dllV+Z+3iyVlKyCeBb3jK826lrremP9+ObOAX7QG73F86YehJ79+C1h3mH4aNEJB5JndPt795PTbCGSn8lFf4Kgt6gnAcN5Qg4f+iOdrN2/1r+uvmv7OzcSWtvK+2RdvZ07qGxu5FoIjr0vIDqQDXjy8fTEG6g3FfOuPA4Tqg7getmX0d9qD7nXOKNpJgJJw+m4+8lwB5Mx9/v0lqvy5jmcuCjpDsN/4HWev5Qn1VKfRNoyeg0vEZr/R9KqdnA70h3Gv4kMOOI7DQcBr9qWGwjaJ4lhMjv9dfh+ONzx0+bZt7LlNkM43Ac8nyG+tAIyvnqapNkyuwYceAsMu8sUwiJBLT3dbDywHJW7V/Fc7ue45XGV9jWPryrVyPhs3zMHXc650xawJnj57O7cw+3Pn0r3dHcWnjvOvld/PatefqUGIHJ353Mrs5ducth+1CovJ3KXzzlKu664AGiUXOCHI2mawokDTwZTkqe1H134yf4w84f5Mz7OK/Na1Pdv0tPGNOcJGZuXnG1u711wjRNTZ4ep+6EmjxxSHZMMsJ+BUbap0CB9umkSAR27DB3yGlrM/t5T086mZu8g04sBl/6yVjKe3L/u7vDDXzns9knb8nfbPJ7sm2TFD6n5jtcNPZrKKcf0KY2AsBJn4MZHzR9ziX6SPWhYg+S5D+Y3+Vup7iGp895kt+u+S1/Xv9n2iPteT+qBkucZtA5yUbDwmJK1RTefcq7uW72dSx/ZBY33GDmZ1np/fVLXzJ36wGzbZM1lAolmTDv6TFJ8m3bTN87LS3pO21ldryrNdz2P2Op6M3//f7w8/uyk+akE/u9vSZBnpzf175mkvS9sV6e2fkMP3n5Jzyw6YHCrZzrtgtv45Lpl3Da2NOwBtwYw9EOq/ev5rOPfZaV+1fS2teak2gGN6lie7GVTUIniCVieb9bS1lUB6o5bexpfOOib3D6uNNTMc/6zw/zknNnzme8lDGtdhIzqmcwJjyG+mA9daE6qgPVOcsLJlnRHemhqa+Zlt4mmnqb2NG+g62tW+mIdORdLv2VEf7mC9B9wVBiiRhNPU3s695HY3cj+7r3sb5pPZ9/+w+p7cytldFZHeQPT/yAseGxjAuPY2x4LPWh+kETMurWwX+b1b0wsRPG9EJNnxlC0fyXASI2tJaZoTkIe8Owt4JBr5k8e7eXc14vTg2fIeW5qCjEaOqP99MT7aG6LH85JnIVLeHkzvwy4HuY1l+/1Fp/TSn1YQCt9c+USff+CLgU6AXer7VePthn3fG1wH3AZGAn8Datdav73heAf8HUJv+k1vqRgy2jJJyEEIfi9dfNLYK3bzcnqwcOmBPWcNjUPg4E0oPHY8aXl5vOHQd2oJm8Je3Afg5iMdPHSFeXOeGNRuHTnzbzGbYCnZz39sKGDaZmwPr1sHOnKcK6u83taoNBzaTaRibW7qY+tIux5bupD26j2rOFoN6JV7eiiKNIoNw752jlQWOj8RBXFfSpSbQnptPUdxwHuidxoHsie9omccs3Jri1lYzuaDd/3/p3ntr+FJtbN7O1ZSvb2rflnIx4lIe4zr3yXFdWx7TqacysnckpDadw5cwrOak+uy+wLS1bOP3O0+mJ5VYtPbn+ZNb825phb7uB4k6csq+VEc9zVbzMYy4h98VzayZMrpzMjk/mNlsZibN/fjYv7nkxZ3yFv4K/X/93Fow7xdwGumur6U8vOcQ63Oobyb7zbFj6a2jN00dAbRie/hLpvtGSVRMc0x9fosdtfho3NXPO+Jbp1H+4CpxwGpFCxH50AbQuN+uf6Zq9pu9GJ561vw9p9S2H3GGoox2+8cw3uHPFnezoOLz9CkxC4vSxp3PL+bdwxcwrUuP37IHvfhdefNGUIW1tJvE2cyZce63D2Wd0ctykDiqDHQQ97fhUBzoRIRF3cBJuX46O6TdNu49goVIJT7M/WpaF7bWxPD6iupK+eCXVYyrdu/1WmOkOpsj71paWLdy/8X6e2fkMz+16jo5IB3Enniq7ZtTMYErlFFPzvL8dMOUYmN//4qmLWThpIdfOupaKQMWI48edOOsOrOPlvS/z9I6neWrHU+zs2Jkz3cSKiSyespjFUxYzb8I8ZtfPHrJGyrM7n+V/V/4vjd2NqRrEB3oK30+I3yqjITCZhrKJNITGcVr9fG5Z+rGRXeQYrfKjQHHXzqpjR7yFnZWwsxLuPxE21hdg+TL44vDBFTC1HaZ0wOQOOJkxBHePwnmLEOKoV9SE09Fg1BJOQghRCsU6uNYa2tdA49/N0PKyOYG2fG4/2hGUEwEUBOqhbCKUNbidmnrNciXvhBlpht7d0DdIW55hdHKotaaxu5FV+1ax6Oy3E87TP1isvhbduBef7cszh9z5hb8ezumvBCDkDdH9+UO/y8eWli2ccdcZeWtPLZi4gE3Nm3KauQJ4LA/dN3fj9/hz3huuytsr6Yzk9pnks3103dw1rG2TcpSfuB12bDtjsICWZsydxzxmH7e8+Zc11gmNj8Gev5rHSJOpxWQHoWaeufNS1RwITzNNGr0VbrO5CNpx6O3RRCKKWEynargl+6Dy+SAUVng8Kn275Vi3aVrXtxfqFuRdLa01KxpXcO/ae/ndmt/REekgEje17DyWh0VTFtHc28y6A+uIO/HUfnJi3YnccNoNvOWktzC5cnL+beYkoPl5aHsFmp5Dd6zH6WtGxTtRFdPR1WdC+Qno4GQI1KN8VeAtNzdMsQOkOkdN1qpLdYLjpB+1A387IecOtn+OVBKbl1vzZkrVFM6acFZuM5cR7FuNXY38c+c/yXe8vGjKIsaXjx98Xq5dHbt4ctuTPLDxAR57/bGs8mZK5RQum3EZl824jPOmnEeFf+QJpoMa6uJnAS9Q9sf7TY2frkYauxvZ3r6d9y/9fN4OlvtqK3n+5T8zLjyOceXjqPRXFrY5UqHKjyOgGVA+nZFOdnXsYmfHTnZ27OSVfa/w6NZHU0nlkDfEkuOWcN7k85haNZXJlZNNh9CheqmtIYQoCkk4ScJJCHE0Ge3akZFWWHOruU1xot80u0r2N+cJQ8OF0HCBOWkumwC+GjexFCWng9LU/4w2J8b3hQePP5K7OxXohGKw2kB+28+uT+2iPnRol5Uf3PQg7/nLe3ISP7ayuXnhzaw+sJoHNz2Y87lyXzlPv/9pTht72iHF3d+9nynfm5K3ud4ZY89gxYdWjGyGR3vCaagTRoVpnD8BqMbcFrsBqAGqgDAm0aTJ7p9ZZQwO0AN0AC3AAaAZaAUeb4dwpflMIgK9u6BnJ0SaSPQ0sWljgtdfS7Bth49N22tZv+t4th2YxL7WGuIJG9tysJTbqbLSOFqhtcJxLBKORXV5F5Pq9jFz/DZmT93FcVN6mTZVc/YNn8Cyhz6p1Fqz7sAa/rr21zyx4R5ivXuptTQ1NgQsi6mVk1gwfh6nNJxMRaCa1N1ibT/460yCOFBvHj1h2HonvHwjqURR0qlfh9k3JYMOv83wgA74B+NoOHUNrHX7nbEcCMYwNzuzYGwXfP4ZeOcaKBtmFzwaeG4SfONceGy6e7MRDREPRN1KaZX9cJ//3Vx8y6+HN1MoejOvQR1sm4/k9zRa/02Z7TRLSVoMCCHEsAyWcHrj9molhBAil9Kw+Sew8iaTPHIykhZVc+DM70PdOSYJ5QlnN1+xPMAwehs9wpw/9Xxe3vtyTr8nAU+Ajc0bDznhtKFpQ96aU2FfmAWTFjChYgJPvPYEvfHsabTWrN6/+pATTmsOrCHgCeQknGxlc+n0Sw9pnke1W25J1xTQGtpWwp6/mZpH7WvSnc47EbPP+2ogONHtwHu8eR6caGrtWb6MWntR6N0Lfbvh9f+FyqjpBCDTYyfAW9yTVdvPvp7pPPjgdP78Z/jnP9PNbpN39kqyLJgwwXR8neyU37JM89tYzDTr3bYNmjuqaO6o4tXXTsR6Nn2zgo4PDFiOvkZoeQnaVkHzC9C5ARVp5eR4NydbHm4e4yNBmJgVwg7U4wnUo2wfqF5oW+7WLkqA0wf9rRBrg3i3qe3o7mf9VpAHyi+Hnm0msRbrNgnmFT9ibvtOjp+yFMqPB3+tKTvsgNv8MppRiymzJ+3sJMj2GLyYfeOulOdPVhy4fCt/2fAX7l59N2v3r8VxM4Sv1cIHrjbDoYq4R8u1ZbW8bdbbeMfJ7+DcyeeOvHPYwRI1o5HAEUIIIUpAEk5CCHEkGq0rqqtvhVc/a26znGnWTXDyl8AKuB1SDaO51zBrKIy2cyadQ9gXzqmJFHNibGjewKIpiw5pvisaV+Ttv6kv3se88fOYWjU1bxOS7lg3K/au4L2nvveQ4q7atypv31AhX4gLp114SPM86jkJ2HY3rPyc6ajbiaZr7PknwPjLYNKbofYskwxJuB19Kw943Dv55aMdM7+td+V/393/n3nGdJ79/POmr7eejC7Dqqrgiitg6VI4+WSYMgVqa0l1Gp+PZZk7SfX3m76TXnsNli2DRx+FNcluxzo3w4Zvwu4HTPM+yw/xHpNgq50Hk99mksdVp0CgDtsTwk4m0vJ0Op2iPGD74P7JWb/vxv5ObtzyMG0JjaUsgp6QqVij24jt/AXXH7+Z2065kjG2Nndy7G8ycWxfevumbuMOTLkOULREe/ny5pf45a51eN2mQBroTcRwgApPgOeu/Cezq4/jM+d8hs+c8xlW7F3BLU/dwhOvP0F/PDdLZSsbv8efShhprYkkInnvUGQpi5PqTuIj8z7Ch+d++Mi4C1WhaxmNZJ0aGorfpFUIIcQxQxJOQgghDK1h3X/ldnLsr4M5twwvyZTpKEg2AcwbPy/Vj02m3lgvq/evPuT5rj2wNu/4Sn8l9aF66oJ1g372hd0vHHLcF3a/kPfEuS/Wx9kTzz7k+R61ul6D/7sE+veZhEtSYAycdgdMfrupvePNaOo53H1dWeAJDfp2U2cdbzsfli9PJ5mSNZne/Gb4zGdg7lwzrrIy+7PeYdxN3OuFE080w5Il8OUvQ39XF/zjrdD0jKmJlfw92344/XaY/iE30RPIXU/bHv7d8gb8vqd5Yd80zf2n/Z47nr2D9U3ricQjqZqD/7tlGXdvfZpzJp3DwskL8dljh5x9LBHjuV3P8c+d/8TRDgmdoJ8ECkXAE2BOwyz+/Zx/59pZ1xLwZC/zmePP5K/v/CsAHf0dPLTlIX69+tcs27YM27LpifUQTUSp9FcyJjSGdU3rSDgJfJYPpRTTqqbx7lPezbWzruWEuhOGtz2EEEIIkUMSTkIIIQylTHKpf0Dtqni3GUaacAo0jDDpNDodmY4rH0fIFyLSl5t0eqXxlUOap9aabe3b8r43d7xp3q6U4qyJZ/GPbf/ImWZjy8ZDigvwyr78y3x8zfGEfIMnR45JWptkU/frZPUrZPnhkpfNPjqS/XoEtfYa28Zyys2r6ejPrqlUXQ2/+Q2cd565qyWYZnOHK3m3zPLVH4IDT6VrcCUt+gvUnzvy3/EI1tmn4O2z387bZ7+djc0bWfqbpWzv2A5AQidI6ARP7XiKp3Y8NbJlyNAQauCx9zzGnIY5w5q+MlDJu+a8i3fNeRd9sT4ef/1xfrvmtzy0+SEau03n1grFmePO5L2nvpdrTrqGiRUTD3n5SkL6FBJCCHGUkISTEEKItEV/hn+8yW1W454lJ/rhyQvg3HsgOBm85cOb11tGeFI0dixcf3jNVaJ4ieIjoSrxEiNAPxYHaf7R0MDcb87lsdcfy3lrS+uWQ1qO/T35T9B9ti+rWdtl0y/j2Z3P5vS3FIlH2N+9n4Zww4jixp04uzp25YxXKC4+/uIRzeuYoOPQvQ0G7gOBMVA21vTJVCQf/uXPaO+tJJ7IHv/738PixeZOc0Xhr8vfBLB/n/ubPvS7Hx5cOml8Yt2JbPvkNpp7m/nCk1/ggU0P0NrXStyJo9H4LB9l3jKunXUtc8aY5NGG5g38Yf0f6I50E3UTZj7LR0WggitnXsltS25jbHjomlFDKfOWcdUJV3HVCVcRd+I8+fqTvNb2GtfNvo7aYO3IZ1jIpm0jbdYmSSchhBBHAUk4CSGESKtfAFdthRWfMJ0qO3Fzktq+Bh6aA5PeAtPeB2OXmGZIKPAE3duYj1C81yQELD+05N4lbihRvDzPAp7gIlZyGluZzm4m0ksQmwQKjeOe/NbTxFS2cyIbOJdnuYTHmMie9MxWr+bCzf/Dsh3Lcpqitfe30xvrJegNjmj5NjRtwG/7c/qPCXgCnDXhrNTrxVMX47N9OQmngCfAmgNrRpxw2tS8Cb/HTyya3flPub+ci6ZdNKJ5HRMsL8z8KLz28+x+yXp3wcbvw8yPpPslG44RJFFf+BQ5ySaACy80LdeK5ozvmH6Wtt5pXifX+/n3wtR3w+wvQGiy2/F/yO00fQjDWedExMzPV5nzVl2wjjuvvJM7r7yTFXtX8N0XvsufNvwJW9l0RDq4d+29PFv5LB7Lw7a2bfTEeijzlBFQAa468So+s+AzzBs/r+B9J3ksD5dMv6Sg8xRCCCFENqXfIB3/zZ07Vy9fvny0F0MIIY4ebathx72w8/fQu8ftdLgLU1tEQeVs0/lwaAqUz4DwNCibYO7yZXncJJQyiSmdgFgH9DZCz3bo2mIe2141gxODdw39fxSLwX33wc9/Di+8YPqv6e2FRJ6T+sGEQmb6+nq45hr42Mdg+nRYtn0ZV997dU7H4eW+cp5+/9MjvmPcT1/+KZ957DM5nXd7LA/tn2tPNW2LO3HCt4VzEk4+28fXl3ydTy/49Iji3rPmHj70tw/RFe3KmV/jZxqpKasZ0fyAoWteFPMYolBxnYRJvqz6vKm5l8j4TqpPg9O+AWPOM0mTfP0ajZQTg3gvb78+zP0P2Dkdfz/4ILzpTYVpRjekWJe5e96Oe81vTFmAZZrH+uug7myoPtV0lB6cZO4e5600CWQn5iaUtftzV4AyNaeUbeYRbYNIi2mu2PKCufvfktzmofl09Hfw69W/5lvPfYvm3mZ6YqaDq5A3RFWgik8t+BTvP+39h7a/CiGEEKLklFIrtNZzc8ZLwkkIIcRB9e2H5udg/z+g+Xlzm/VIs3nP8puTWSfm3t1rsDtcuXe3s3yANif4OmESVGXj4LKVeT/V3g4//Sl861vmzl3d3YVZJY/HDH190BXpovaOWmLOgJpBvnLuuvIu3nHyO0Y07w/99UPc9UruncumVk1l2yey+3Y6++dn8+Ke3Bpebz3prfzx7X8cUdzPPvZZvv38t9EDmpBNqZzC9k9uH9G8Uo72hFNSrAs2/RB2/Ba6troJ1G5Am32yboFJwtSfB6FJpn8nX7XZR51oxh3UVHr5LC8oL8Taof+AScw2PQstz9P02iZO+dJ2WlvNfptUXg7//d/mznShUnWppR1z17qONdC6EtpeMb/haAtE201tQ8ubXh9flfu7ts1vO5k0TvSZddWO+f3igKfcTO+vg0tfHtliac2zu57li//4IjEnxn9d8F+cP/X8I+NOcEIIIYQYtsESTtKkTgghxMGVNcCka8yQpLVba2m3aaLUu9skoZyYO/SbaSy/OZG1faYGRXCSO0x0+5vJf3KpNfzv/8InPgHxuEkMHXQxy8xJfLL2U0+P+Ww+8Xj6vXJ/OWPDY9nVmd3/UU+0h3UH1g1jA2V7dd+recefM+mcnHGXzbiMFY0riDvZC/pqY/55DOX53c/nJJsAlkxbMuJ5HSte3P0iOzt2mhdqBky9BeJdjInsZbGnDfb9A7q3QtM/oeVl2PJTk1dyImbw1Zg+n5THbX5mmWamThwizTzf3sRux2PeV5apUaVjjPV62bABrr8eli0z+6/W0NUF73gHXHQRfOpTpoldJGI6ED+cpnY9PeandOAATJ064E1lQeWJZpj8ttwPOwm3xlITRFvTd7dzEoCTrtmkPCZp7K8Dfz14K0bW99DAxVKKhZMXsuyGZYc8DyGEEEIcuSThJIQQ4tAoZWo2+Kqg6uSCzrq1Fa67Dp5/Pn07+YF8PjjrLHPifsUVMMe9aVU8bk7sbdsknlpa4B//gIcfhv/7P9iV26c2YJJBv1/3+6xxDg4rGleMePm3tm7NGRfyhjh/yvk548+fej7ffv7bOc35dnXuIpaI4bW9w467vml9zrhyX/kbs8Nw19v/+HYO9BzAa2Vvx5gT4+V/fZmTz/i2GZGIQn8j9O6Fvr3Qtwd6dprnTszUcnJipGpEWV52RqNcuP5hvJadTrwoL3HHwu/x01Lp8NBDFq++Cl/+Mjz2GPj9Jun0xBNmKCszd6y7+GI45RQ47jgYN850K9Xfn78yl9dr5tPaCjt3wubN8M9/wqOPwrZth1ABzLIhUGcGIYQQQogCkYSTEEKII0pTE5x9tkkMDez/BsyNoT71KbjxRnAcCAbNCXiSd0B+pr7eJK8uu8w0oVu7Fm691SSgMk/Mz596Pg9uejCn36V8SZyhdEW6cvpQArCUxfwJ83PGz58wn/5Yf874gCfA5pbNzB4ze1hxW/ta6YnmZudiiRiLpiwa1jyORbcsvoWPPfKxnO/EVjbffu7b/M+b/8cd4TP9kYWmDHveP3z8szjqUbri2X1wBb1Bbl54M5bbmf7pp8Nf/2qahz78MDzwgEk+RSImcfrMMyZZlKm6GiZNMn09eb0mgRqNmt9EczPs3p3df5nPZ6YtH+ZNJIUQQgghik0STkIIIY4Yzc2DJ5tsGz7/ebjpJlP7Y6SdLidPxOfNg3vugR07TNOmpPkT5uPJc8euPV17SDgJbGt47Z02tWwi6A3m1FiKJCJ5k0cBT4AT6k5gzYE1Oe+t3r962AmnNfvXUOYtIxrJvtNeZaCS8eXjhzWPY9H7TnsfX3/m62xp3ZI1PqET/H7d7/nepd+jMpB7d7WDicQj3LXirpw7G4KpVfaJsz6RM76qCt71LjNobWonbdtmhq1bYf162LIF9uyBtjbo6DD7umWZClSOY4ZEwiSYJkwwzedOOglOPBGmTTODEEIIIcSRQBJOQgghjghaw9VX5082VVSYZnEnnmhqNB2u8nKYNQteeik9bs6YOfTHc2sa+W0/29u3c3zN8cOa98bmjTg6t+P0E2pPyJvQArh0+qWsa1qX9bnuaDev7HuFd85557Dirty3Mu/ynzflvGF9/lhlKYufXfEzrrrnqtTd0JKUUvxq1a/4+FkfH/F8/7D+D3m/55A3xA+X/hC/Z+i73SkFU6aY4fzzc9/X2vwOYjFTs8lxTE0nr9ckmw6nvychhBBCiFKwRnsBhBBCCIB774VVq3KTTeXlpsnR7NmFvauXZWUnr7y2lxm1M3Km81geNjZvHPZ81+xfk7dp2+Ipiwf9zIXTLiTsC2eN02ie3/X8sOO+uOdFIonspl0hb4il05cOex7HqgunXcj8CfNTTdySemO93PHsHRzKHXu/8cw36I7m3jJxes10rp117SEva5JSJrEUCpnmdbW1JvFaVibJJiGEEEIcHaSGkxBCiFHX3w//9m/5Owi/806YMWPkTegOxeIpi3P6bOqL97GheQOXz7x8WPN4pfGVnDvFlfvKWTh54aCfOWfSOTlN8ACe3fUs5bcNr1OegbV3wCRUzpp41rA+f6z7yeU/4Yw7z8jpo6sj0sGT257kouMuGva8Xml8hdfbX88ZX+Yp484r7kQdxp3bhBBCCCGOFZJwEkIIMeqWLTNNhgY6+2y46qrSJJsAFk5eyN2r7s5K3kQTUZ7c9uSw7/S2ev/qnHFxJ563w/CkCn8FHstD3InnvNcdy61FM1wazYm1Jx7y548lJ9adyDvnvJPfrv5tVk2w7mg333j2GyNKOH3ruW/lNF/0WB7edNybJMEnhBBCCOGShJMQQohR98c/mlvFD3TjjaYJUanMqJmRt6bQY689xnO7njv4DDR0RnNrKvXH+5laNXXIj55QewLrmtYNd1GHpT5Yj2VJ6/mk25fczj1r7skZ//SOp/nT+j/REG446Dw6I538acOfcvpvspXN95d+v2DLKoQQQghxtJOEkxBCiFH31FOmk+SBli41fS2Vypnjzsw73tFO3iZvwxX2hQ/azOqyGZcVPOE0VL9Rb0T1oXquOekafrfmd1njo4ko1//5egKeg1eliyQiee9Mt3DywoMmFYUQQggh3kjksqcQQohR19ubf3xVVUkXA8uyCHvDB59whE4fe/pBp3nfqe8reNzrTr6u4PM82v34sh+jyE3+RRIROiIdBx3y3QkQ4JdX/7LYiy6EEEIIcVSRhJMQQohR5/PlH9/Xl398Mc1pmFPweS45bslBp5k9ZnbOXdQO15tPfHNB53csqApU8ZF5HynoPN960luZXDm5oPMUQgghhDjaScJJCCHEqDt9kApATz9d2uUAWDLt4Mmhkbpu9vBqGk2pnFKwmMmOyEWu71/6fXz2IFnOEbKUxd1vvrsg8xJCCCGEOJZIwkkIIcSou+46KC/PHf+LX0D3od+k7ZC8bfbbCjo/heKEuhOGNe0lx19SsLjnTDynYPM61liWxY+X5jatUyjGhccxpXJKzjChfELOfBSKWxffStAXLNWiCyGEEEIcNSThJIQQYtRdeinE47nj778f1qyBRKJ0y3JKwyl5+/g5VPXB+mFP++5T3l2wuG+d9daCzetY9P/O/H9cMv0SbGWnximlWDxlMds/uT1neMtJb8FrebPmMXf8XL5w3hdKvehCCCGEEEcFSTgJIYQYdZWV8IUvQDBPRZF3vhPa2sBxct8rlpqymoLN6+xJZw972nMnn1uwZNc7Tn5HQeZzLPvR0h9lNa1ztMP9m+6npbcla7reWC+/fPWXxJxYalyZp4w7r7jzoHcfFEIIIYR4o5LOHYQQQhwR/uM/4Oc/h+3bs8fv2AELFsBzz0FFBfj9hYvZ0wOhUO74+RPm88jWRwoS49LjLx3R9GdPPJvndz+fNW5K5RRuOO2GvNPfv/F+Vu1flTXuuKrjCPsKf7e9Y83xNcfz/tPezy9X/jJ19zmF4uev/JzPLfxcarp71tyT9TmP5eGKmVdw+riD331QCCGEEOKNShJOQgghjgheL/ztb3DuudDRkf3e1q1w0klw991w3nkQPsxcSl8fRKPwr/8K992X+/4lx19SsITTSPuEuuG0G1i1fxW9sd7UuJ5YD7ecf0ve6f+4/o9Zrz3Kw7vmvGvEy/lG9Z8X/id3r053+t0X7+M7L3yHfz/n37EtG60133j2G/TEelLTeC0v373ku6OxuEIIIYQQRw1pUieEEOKIMXs2/POfpibTQC0tcPnlcNVV5u51vb0mcTRcjgOdnSaZdccdMG0a/OEP+ae97uTh3VXuYDyWh7pg3Yg+s2jyopxmdR39HXT0d+RM62iHra1bs8YFfUEumHbByBf2DaqmrIZbzr+FkDdd1a0v1sfft/4dgBf3vMjerr2p98o8ZXz8rI8zoSK3E3EhhBBCCJEmNZyEEEIcUebMMc3nLr0Umpuhvz/7/f/7PzPMnAlLl8KVV8LZZ5uEUr7OxcvKYM8eePRR+PvfzWMkMvQyjA2PpTpQTVt/W9b4M8eeOWifTPetu4+m3qascYsmLTro+g50Yt2JOf0ClXnLWHtgLedOPjdr/Pb27diWDRnr3Rfr4+yJw+83SsDH5n+Mbz/37VQtpq5oF7c/ezuXz7ycO569I6u2mc/28cXzvjhaiyqEEEIIcdSQhJMQQogjzuzZsHEjfPrT8Otfm6ST1tnTbN5shu9/HywLTjgBqqtNn0w+n+mfqacHXnsNWltHvgyXHH8J9667N2tcfaieH132o7zT/27N77Jeh7wh3nXKyJu2KaU4e8LZPLHtidS4WCLG6v2rcxJOq/evxmNl/5VPr5lO0Jun93UxKJ/t40eX/Yj3/uW9qaTT8r3LeXH3izyy9RE0ZucLeUPc8aY7pH8sIYQQQohhkCZ1QgghjkihENx5p6ntdOWVEAiYfp7ycRzYsMFM+/jj8NBDsGwZvPzy0MmmofqCOn/q+QQ92Ymb9c3r807bFemiO9qdNc5SFvMnzB88wBAun3k5AU8g9bov3seLe17MmW7lvpVZcS1lccnxlxxSzDe6a068hpm1M1PNGRNOgo8/8vGsacaExvCB0z8wGosnhBBCCHHUkYSTEEKII9ppp8EDD8CmTfDhD0NNDQSDJgE1UkqZ/qF8Ppg3D371q8GnnT9hvmmulmFv114STm67vY3NGynzlmWNiyQizKqfNfKFxPTj5LWys2vL9y7Pme65Xc/haCf1OuwLs+S4JYcU841OKcWdV9yZSvTFnBgv7X0pdfe6kDfEz674Wc4+IYQQQggh8jushJNSqkYp9bhSaov7WD3IdJcqpTYppbYqpW4azueVUje7029SSl2SMX6ZO26lO4w5nHUQQghxdJg8GX7wA9Ov0/LlcNttsHgxjB8PHo/pq6miAior00N5uXmvogJmzYJ/+Rf4zW9MB+QvvQRvecvg8U4ec3Iq2ZDkt/1sa9+WM+3G5o1ZiR+AE2tPzGnuNlynjj2VmBPLGre1dWtOjDUH1mS97ov1ce6k7GZ3YvjmTZjHJdMvyfneFIrTx53OxcdfPEpLJoQQQghx9DncPpxuAp7UWt/uJpJuAj6XOYFSygZ+DLwJ2A28rJR6UGu9frDPK6VmAe8AZgPjgSeUUjO11snLytdrrXMv9QohhDjmKQUnnWSGT33KjHMc2LvXdA4ejZrOw71ek2iaNm3opnOD8dpeZtbOZF3TutQ4j+VhY/NGptdMz5p2zYE19ER70suIYvHUxYe0fsk4p409jRd2v5AaZ1s229u3c1z1cQD0RHto7m3O+tyEiglUl+W99iOG6XuXfI9Htz5K3ImnxgU8AX52+c9GcamEEEIIIY4+h9uk7mog2SDhV8Cb80wzH9iqtX5dax0F7nU/N9Tnrwbu1VpHtNbbgK3ufIQQQogclgUTJ8JZZ8GiRXD++XDuueaOd4eSbEpaPGVxqk8fgN5YLxubN+ZM90rjK6mOpcE0bVs4eeGhBwYun3F5VrM6j+Vh9f7VqdfrmtbldA6+ZJo0pztcU6qmcOO8GynzmCaSXsvLtbOuZfaY2aO8ZEIIIYQQR5fDTTg1aK0bAdzHfM3bJgC7Ml7vdscN9fmhPgPwP25zui+pgfeOFkIIIQpk4eSFWXckizmxvH0pDUxCxZ34IXcYnrR4yuKsfqF6oj2s3Lcy9XrVvlVZtXDKfeXS5KtAvrL4K3htk+yzLZtvvumbo7xEQgghhBBHn4MmnJRSTyil1uYZrj7YZ5OzyDNO5xk33M9cr7WeAyxyh/cMOhOlPqiUWq6UWt7U1DSshRVCCCGS5k+YT0JndxK+9sDarNexRIz93fuzxnksD1MqpxxW7HkT5mX1IZXQCZ7b9Vzq9Ut7X6I31pt6HU1EWTR50WHFFEaFv4LbltwGwKcXfJqGcMMoL5EQQgghxNHnoH04aa0vGuw9pdR+pdQ4rXWjUmoccCDPZLuBSRmvJwJ73eeDfX7Qz2it97iPXUqp32Ga2t09yLLfBdwFMHfu3IMluYQQQogsx1Ufl9WkDmBb+za01iQr2L7W9hoBb4DuaHdqmlPHnsrhVsANeAKcWHdiVjO6zE7CX97zctb01YFqxpWPO6yYIu1DZ36IA90H+Oy5nx3tRRFCCCGEOCodbpO6B4H3uc/fBzyQZ5qXgRlKqWlKKR+mM/AHD/L5B4F3KKX8SqlpwAzgJaWURylVB6CU8gJXANmXmoUQQogCUUoxp2FO1riEk6CpN11rdmPzRiyV/ju1lc2FUy8sSPyl05diKzv1urm3mZ5oD1prNrdszpr2cDopF7k8lodbL7g1q0mlEEIIIYQYvsNNON0OvEkptQVzF7rbAZRS45VSDwNorePAR4FHgQ3AfVrrdUN93n3/PmA98HfgI+4d6vzAo0qp1cBKYA/w34e5DkIIIcSgLpx6YVbSJ+AJsKFpQ+r1+qb19EbTTdvCvjALJi0oSOwLpl5AyBdKvQ56g6xrWsfuzt1Z04W9YS6dfmlBYgohhBBCCFEIB21SNxStdQuQc0scrfVe4LKM1w8DDw/38+57XwO+NmBcD3Dm4SyzEEIIMRILJi0g5AvRGekETMfhG5s3pmoUrWhcQVynO+/ui/cxb/y8gsQ+Z9I59MX6Uq/jTpzV+1fT1NOE1/bSFzfvOTjSf5MQQgghhDiiHG4NJyGEEOKYNm/8PCLxSOp1b6yXVftXpV6vO7Aua/rqQDW1wdqCxC73lzO1ampW7Jf3vszKfSuzOgz32T6Oqz6uIDGFEEIIIYQoBEk4CSGEEENoCDdQ7ivPGvfqvlcB0FqzvX171nvzJ8wvaPyLj784q+PyF3e/yHO7nyPupGtVnTvp3MPupFwIIYQQQohCkoSTEEIIcRBzx8/Ner2lZQsAjd2NWYkev+3ngqkXFDT2kmlLKPenE16bWzazal+6hlWZp4yl05cWNKYQQgghhBCHSxJOQgghxEFcOO1CfLYv9boj0kFPtIcNTRvw2/7UeL/Hz1kTzypo7IWTF9If70+91lqzr3tf6rVt2Zw35byCxhRCCCGEEOJwScJJCCGEOIizJp5FwBNIvQ56gmxu2czG5o1EEun+nfpifZw+9vSCxq4P1TMmNCb12rbsrCSXox1mj5ld0JhCCCGEEEIcLkk4CSGEEAdxxrgzsu4Wp9FsaN7Aq/tezap9NLlyMmXesoLHv3DahannffG+rP6b5o2fh6Xk71wIIYQQQhxZ5AhVCCGEOIiwL8z48vGp193RbtYdWJfVlxLAuZPPLUr8S46/hLAvDJgaTcmEk8/2cfmMy4sSUwghhBBCiMMhCSchhBBiGM6dlE4maTTLG5eztW1ralzIG2LxlMVFib1o8qKsWk1Jfts/8v6bxo4FpYY/DGUk8xk7dmTLKYQQQgghjmqScBJCCCGGYfHUxQS9wdTr9U3r6Y52p14rpZg/YX5RYk+qnJSq4ZQpkohwxrgzRjaz/fsLtFQjNFpxhRBCCCHEqJCEkxBCCDEM8yfMx1Z26nVjV2NWAiqWiHFS3UlFi5+vJtMpDafgtb1FiymEEEIIIcShkoSTEEIIMQyz62dn3ZHOtuysZm4n1Z2Ebdn5PloQS6cvzUpweSwPl02/rGjxhBBCCCGEOByScBJCCCGGwWt7mVkzMz1Ck7pznUJx3tQR9qU0QosmL0KR7lMp6A1y/tTzixpTCCGEEEKIQyUJJyGEEGKYFk9dnEr6JHQCjQbMXewWTlpY1Ngza2diqfTfdl+sj7MmnlXUmEIIIYQQQhwqSTgJIYQQw7Rw8sK8nXfHnXjROgxPUkqxYNICABwcZtTOyGpid1SQu+MJIYQQQrxhSMJJCCGEGKb5E+aT0Imc8R7Lw+TKyUWPf/mMy1PPL51+adHjHRPk7nhCCCGEEKNCEk5CCCHEME2rmpbVj1LS6WNPRx2sVk4BLJq8KPX8wqkXFj2eEEIIIYQQh0oSTkIIIcQwKaU4teHUrHEe5eGCaReUJP4pDafgsTwAnDv53JLEFEIIIYQQ4lBIwkkIIYQYgQumXYCt7NTroC/IgokLShLbtmwmlk+k0l9JVaCqJDGFEEIIIYQ4FJ7RXgAhhBDiaLJg4gJCvhA90R4A+uP9zJswr2TxbzjtBvZ27S1ZPCGEEEIIIQ6FJJyEEEKIEZg3YR798f7U65pADTVlNSWL/5Xzv3J4M2hokI60hRBCCCFE0UnCSQghhBiBMaExVPorae5tBmD+xPmjvEQjtG/f6MQtQafqQgghhBDiyCF9OAkhhBAjNHf8XDQagAumlqbDcCGEEEIIIY4mknASQgghRmjJtCWp52dNOGsUl0QIIYQQQogjkySchBBCiBGaP8E0o1MoTht72ugujBBCCCGEEEcgSTgJIYQQI3TGuDMAqAvWUeYtG+WlEUIIIYQQ4sgjCSchhBBihEK+EGFfmOk100d7UYQQQgghhDgiyV3qhBBCiEPwsXkfY07DnNFeDCGEEEIIIY5IknASQgghDsFtF9022otwdGlogP37RyeuEEIIIYQoOUk4CSGEEKL49u0b7SUQQgghhBAlJH04CSGEEEIIIYQQQoiCkoSTEEIIIYQQQgghhCgoSTgJIYQQQgghhBBCiII6rISTUqpGKfW4UmqL+1g9yHSXKqU2KaW2KqVuOtjnlVK1Sqn/U0p1K6V+NGBeZyql1rjz+oFSSh3OOgghhBBCCCGEEEKIwjrcGk43AU9qrWcAT7qvsyilbODHwFJgFvBOpdSsg3y+H/gS8O95Yv4U+CAwwx0uPcx1EEIIIYQQQgghhBAFdLgJp6uBX7nPfwW8Oc8084GtWuvXtdZR4F73c4N+Xmvdo7V+BpN4SlFKjQMqtNbPa601cPcgMYUQQgghhBBCCCHEKDnchFOD1roRwH0ck2eaCcCujNe73XHD/fzAee0eZF5CCCGEEEIIIYQQ4gjgOdgESqkngLF53vrCMGPk62NJD/OzhzUvpdQHMc3vmDx58iGGFEIIIYQQQgghhBAjcdCEk9b6osHeU0rtV0qN01o3us3dDuSZbDcwKeP1RGCv+3w4nx84r4mDzCvfst8F3AUwd+7cQ01yCSGEEEIIIYQQQogRONwmdQ8C73Ofvw94IM80LwMzlFLTlFI+4B3u54b7+RS32V2XUups9+507z3YZ4QQQgghhBBCCCFEaR1uwul24E1KqS3Am9zXKKXGK6UeBtBax4GPAo8CG4D7tNbrhvq8O4/twHeAG5RSuzPubHcj8HNgK/Aa8MhhroMQQgghhBBCCCGEKCBlbvZ27Js7d65evnz5aC+GEEIIIYQQQgghxDFDKbVCaz134PjDreEkhBBCCCGEEEIIIUSWN0wNJ6VUE7BjFELXAc0S95iNO5qxJa7EPZbijmZsiStxj7XYElfiHmuxJa7EPdZiS1yJe6zFnqK1rh848g2TcBotSqnl+aqWSdxjI+5oxpa4EvdYijuasSWuxD3WYktciXusxZa4EvdYiy1xJe6xGDsfaVInhBBCCCGEEEIIIQpKEk5CCCGEEEIIIYQQoqAk4VR8d0ncYzruaMaWuBL3WIo7mrElrsQ91mJLXIl7rMWWuBL3WIstcSXusRg7h/ThJIQQQgghhBBCCCEKSmo4CSGEEEIIIYQQQoiCkoRTkSilLlVKbVJKbVVK3VTCuL9USh1QSq0tVUw37iSl1P8ppTYopdYppT5RorgBpdRLSqlVbtxbSxE3I76tlHpVKfW3EsbcrpRao5RaqZRaXsK4VUqpPyqlNrrf84ISxT3BXdfk0KmU+mSJYn/K3a/WKqXuUUoFShT3E27MdcVc13zlhVKqRin1uFJqi/tYXaK4b3PX11FKFe3OGoPE/qa7X69WSv1FKVVVorj/6cZcqZR6TCk1vhRxM977d6WUVkrVlSKuUuoWpdSejN/yZaWI647/mPufvE4pdUcp4iqlfp+xrtuVUisLHXeI2KcppV5I/k8opeaXKO6pSqnn3f+ovyqlKgocM++xRonKrcFiF7XsGiJuUcutIeIWtdwaLG7G+0Upt4ZY36KWW0OtbwnKrcHWuahl1xBxi1puDRG32OVW3nOVYpdbQ8Qtdpk1WNxSHGsNFrvY5daQ56NFLLcGW9+iH2+NiNZahgIPgA28BhwH+IBVwKwSxT4POANYW+J1Hgec4T4vBzaXYp0BBYTd517gReDsEq73p4HfAX8rYcztQF0pv1837q+A/+c+9wFVo7AMNrAPmFKCWBOAbUCZ+/o+4IYSxD0ZWAsEAQ/wBDCjSLFyygvgDuAm9/lNwDdKFPck4ARgGTC3iNs3X+yLAY/7/BslXOeKjOcfB35Wirju+EnAo8COYpQng6zvLcC/F+u7HSLuBe7vyO++HlOq7Zzx/reBL5dwnR8DlrrPLwOWlSjuy8Bi9/m/AP9Z4Jh5jzVKVG4NFruoZdcQcYtabg0Rt6jl1mBx3ddFK7eGWN+illtDxC1FuXXQY/dilF1DrHNRy60h4ha73Mp7rlLscmuIuMUuswaLW4pjrcFiF7vcGvR8tMjl1mDrW9Rya6SD1HAqjvnAVq3161rrKHAvcHUpAmutnwZaSxFrQNxGrfUr7vMuYAPmhL3YcbXWutt96XWHknRMppSaCFwO/LwU8UaTe7XnPOAXAFrrqNa6fRQWZQnwmtZ6R4nieYAypZQHkwDaW4KYJwEvaK17tdZx4CngmmIEGqS8uBqTXMR9fHMp4mqtN2itNxU61jBjP+Zua4AXgIklituZ8TJEEcquIf4Tvgv8RzFiHiRuUQ0S90bgdq11xJ3mQIniAqCUUsDbgXsKHXeI2BpIXqWvpAhl1yBxTwCedp8/Dry1wDEHO9YoRbmVN3axy64h4ha13BoiblHLrYMcTxat3BrF49jB4pai3BpynYtVdg0Rt6jl1hBxi11uDXauUtRya7C4JSizBotbimOtwWIXu9wa6ny0mOXWqJ0Hj4QknIpjArAr4/VuSvCndaRQSk0FTsdkWUsRz3ar+x4AHtdalyQu8D1MAeKUKF6SBh5TSq1QSn2wRDGPA5qA/1GmCeHPlVKhEsXO9A6KdNI2kNZ6D/AtYCfQCHRorR8rQei1wHlKqVqlVBBzlW9SCeImNWitG8EcnAFjShj7SPAvwCOlCqaU+ppSahdwPfDlEsW8CtijtV5VingDfNSt1v7LQjcfGMJMYJFS6kWl1FNKqXklipu0CNivtd5SwpifBL7p7lvfAm4uUdy1wFXu87dRxLJrwLFGScutUh/nDCNuUcutgXFLVW5lxi1luZVnO5ek3BoQt6Tl1iD7VtHLrgFxP0mJyq0BcYtebg1yrlL0cmu0zpGGEbdoZdZgsYtdbuWLW4pya4htPRrHW3lJwqk4VJ5xR1y2sRiUUmHgT8AnB2STi0ZrndBan4bJlM9XSp1c7JhKqSuAA1rrFcWOlce5WuszgKXAR5RS55UgpgfTdOKnWuvTgR5M9d+SUUr5MAcEfyhRvGrM1adpwHggpJR6d7Hjaq03YKoaPw78HdMkNz7kh0RBKKW+gNnWvy1VTK31F7TWk9yYHy12PDeJ+QVKlNwa4KfA8cBpmCTut0sU1wNUY6qZfxa4z71yXyrvpESJ8gw3Ap9y961P4dZOLYF/wfwvrcA0WYkWI8hoHGuMduzB4ha73MoXtxTlVmZczPqVpNzKs74lKbfyxC1ZuTXEPl3UsitP3JKUW3niFr3cGo1zlSM1brHLrMFiF7vcyhP3FEpQbg2yvqN1vJWXJJyKYzfZ2fGJlKYpzqhSSnkxBfhvtdZ/LnV8bZp4LQMuLUG4c4GrlFLbMU0mL1RK/aYEcdFa73UfDwB/wTThLLbdwO6MrPkfMQmoUloKvKK13l+ieBcB27TWTVrrGPBn4JxSBNZa/0JrfYbW+jxMk5VS1ozYr5QaB+A+Frwa/5FIKfU+4Argeq31aFwg+B0FrsY/iOMxSdRVbvk1EXhFKTW22IG11vvdAyMH+G9KU3aBKb/+7FY9fwlTK7XgHaXn4zbHfQvw+1LEy/A+TJkFJklfkm2ttd6otb5Ya30m5kT1tULHGORYoyTl1mgd5wwWt9jl1jDWtyjlVp64JSm38q1vKcqtQbZzScqtIfatopZdg8Qterk1yHdc9HIracC5SsmOt0p8jjRo3FIeaw2xzkU93sqIm7xoXZLjrcz1HcXjrbwk4VQcLwMzlFLT3FoZ7wAeHOVlKir3qssvgA1a6++UMG69cu9yoJQqwyQJNhY7rtb6Zq31RK31VMz3+w+tddFrvyilQkqp8uRzTAd8Rb8jodZ6H7BLKXWCO2oJsL7YcQcodS2BncDZSqmgu38vwbT3Lzql1Bj3cTLmgK+U6/0g5qAP9/GBEsYeFUqpS4HPAVdprXtLGHdGxsurKE3ZtUZrPUZrPdUtv3ZjOlHdV+zYyQNr1zWUoOxy3Q9c6C7DTMxND5pLFPsiYKPWeneJ4iXtBRa7zy+kREnrjLLLAr4I/KzA8x/sWKPo5dYoHufkjVvscmuIuEUtt/LFLUW5NcT6FrXcGmK/up8il1sH2aeLVnYNEbeo5dYQ33Gxy63BzlWKWm6N1jnSYHFLcaw1ROxil1v54r5agnJrsPUdreOt/PQR0HP5sThg+l3ZjMmSf6GEce/BVJ2LYXbsD5Qo7kJMs8HVwEp3uKwEcU8BXnXjrqVIdwE6yDKcT4nuUofpS2mVO6wr8b51GrDc3db3A9UljB0EWoDKEn+3t2L+lNYCv8a9W0wJ4v4Tk9BbBSwpYpyc8gKoBZ7EHOg9CdSUKO417vMIsB94tITrvBXT716y7CrG3eLyxf2Tu2+tBv6K6ZC36HEHvL+d4tylLt/6/hpY467vg8C4EsX1Ab9xt/UrwIWl2s7A/wIfLsa+fJB1XgiscMuQF4EzSxT3E5hjn83A7YAqcMy8xxolKrcGi13UsmuIuEUtt4aIW9Rya7C4A6YpeLk1xPoWtdwaIm4pyq1BtzVFLLuGWOeilltDxC12uZX3XIUil1tDxC12mTVY3FIcaw0Wu9jl1kHPRylOuTXY+hb9eGskg3IXSgghhBBCCCGEEEKIgpAmdUIIIYQQQgghhBCioCThJIQQQgghhBBCCCEKShJOQgghhBBCCCGEEKKgJOEkhBBCCCGEEEIIIQpKEk5CCCGEEEIIIYQQoqAk4SSEEEIIIYQQQgghCkoSTkIIIYQQQgghhBCioCThJIQQQgghhBBCCCEK6v8DWnAR5/eeriYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "metacluster_1 pattern_3\n", "total seqlets: 185\n", "Topic 35 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: 185\n", "Topic 35 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: 171\n", "Topic 35 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: 144\n", "Topic 35 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: 103\n", "Topic 35 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_8\n", "total seqlets: 89\n", "Topic 35 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: 75\n", "Topic 35 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_10\n", "total seqlets: 60\n", "Topic 35 actual importance scores:\n" ] }, { "data": { "image/png": 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lkmp7c8CX33WyMzoIDC+veplvPfWtLgP67WFYxjBeO/819hq+V3LmExldq8R5suC0qr7naErQ30pxWHBOMuwtGoU5c+Chh+Dll8HjgVgMQt2kUVIKRoyArCzw+cC2jUgViUBlJTR1k/vbtiEzExoatt4yrTX3zLuHG968gdZ4/imv8mLbNm2xNmxlk+HN4JFTH+HkqSf3Y5/7wQAITjE3xrVzruXPC/7cXoUuQdAT5JBdDuHFc17EY3m634AThlhLPDF6zEwosLzM3TSPE546h1Cs4/njtbwUZRTx2vmvMW1Yv3R1QRAEQRAEQRCEQacnwamHUVL/tt3NvM6juZ6W6cu6nSkDxmqta5RSM4H/KqX20Fo3dmmYUpcDlwOMHTt2K5sVBpzQZqhbZKbaT01YV2ijGYBbPvAXQuYukDEWgsNNxTLlMbmHLK9ZxnXADZmBuhs1QlSs2Wy7ZSO0bDDhbN/YBMHhlDeXc+2ca3n6y6fbS9AnsJXNbkW7URDcerhWWXMZa+rWtHs6AVSGKtn/wf353n7f41eH/oocfw7sei0s/11H0SnWDEt+A3v81ORI6iv9EpsATNvCYbj7brj9dnCcrmJRZiYcfTTstRfMnAm77w6jRxsxKhbrqL1YFgQC0NwMa9fC4sWwaBG8/77xkmrs8l/WlYa2Bs5+5mze2fBOu9gU9AR54vQnWFa9jJveuYlQNERTpImznzmbS/a+hN8d/Tu8tref+9870eJCvFU1Xb8oKenzNmJujOdWPGd+607MGjmL505/FE/1h9C0ypyTTWugZR2ESiFcZc5N5Y2LXxbJLs/lMK15YliUSysgRvx7ZYGyiUYaeWP1KyI4CYIgCIIgCILwlWUgBKfNwJiUz6OBLX1cxtfLuhVKqREpIXWVAFrrMBCOv/9UKbUGmAJ0cV/SWv8V+CsYD6dt2juhf4RrYM0/YPX9ZgBu+0wFM1xTrW33n5hE0Jm7GI+lWLxSmvIaT6b4gNu8xgfnCW8n7canWNz7yWPC1qJ1tFqZ3PnOzdz+we1EnWgHb5QMbwZTCqfwwtkvMDpndJ935YuKLzj+0eOpDlXTFmsDoM1p48/z/8zfFv6N24+6nUunX4/duAy2vNIxj9PSW6DhC9j/n2Y/vF0Fiy4ESvotOr3+Opx/vhGZOnsyHX44/OQncNhhRpTKzDReTwl8vp63m59vxKmZM6G11QhZzc3w4IO9t2dh2UJOfPREaltrCTthwIhNj5/2OCdNPYmTpp6E1pqb372ZUDREKBribwv/xjsb3uHFs19kTO6Y3g30gXbvqqtDtMZTLdnKxtEOQU+Qy2eexR1OJJ68vHcCngDrr1mfnOFEoOo92Pxf2PIq/Gc4eIJGGHVaAddUBQyOgrw9zGvGGPPbJoRU7Rrx1AlxYstGyltLzf9K4tVpM2LrgT/Z7mMhCIIgCIIgCIIwVAxESJ0HE952BFCKSfx9jtZ6acoyJwBXkUwafp/Wer/e1lVK3QnUpCQNL9BaX6eUKsYkE3eUUhOA94A9tda1vbVTQuoGgdBmeGVv48GU6vGTsysc+U56qrXF2f/B/ZlXOo+AJ4Df9rfPjzpRLpt5Gb+YfSdbNnuproaqKqiuNqFjpaWwZYvx3El4/DjxKDXbBuVvYs1eF9BQ+Bq28qAssBREdCsOEU4cex6Pn/EvMiv+Dot+ZsSC1JxOdhBGnwITL4PiA02IlbJMMnHVx8TQj3YfGvbPd7/N9/71EK2dIvpGjIBXXoEJE4zIZA3g4W5thWA3qalc1+V7L3+Pv3/29w5in9fy8t1Z32WfEft0WP7FlS/ywsoXiDjGC02h8Nt+bjn8Fn584I+3uX2VLZV866lvMX/LfELREApFbiCXHF8O5S3lRJwIGd4MxuaO5bmznmNK4ZS+bTjWAktvheV3GXHUaTbCEUD2JBh5gvmdC2YZIdWJANoIR1ag5x/BjcbDSF1zPtgBCG2C8rdh0iXbfBwEQRAEQRAEQRAGi7TlcIpv/HjgHsAG/q61/rVS6rsAWuu/KFO66Q/AsUAIuEhrvaCndePzC4EngbHARuAMrXWtUuo04GYgBjjAr7TWL2ytjSI4DQLVH8Mbh5rKY6mMOgm+9iwmD1M/1I9+5DT6IqyoPuxNwOQYWvolfPEFLPu0iM2f7kljoxFKLAuys01IWW4uFBWZadgwM3m9SS+gWMx4BpWXa5bUz6emoYXGRmhugYoKiISBxjGs/mQSw4djRIb1j8CK30PjMiM2xFLi2ywfFMyErIlGpMjbE7InQ3CEETEsD6Di4YMxiNRA02qYe3yX/f18457s/6uPaY10rII3dSp88AHk5Jh9GQw2N25m1l9nUdHS9bfy2/4e8xtFnEiXvEgAew/fmw8v+ZCAp385sF5Z9QpnP3M2oWiIqBvFVjZFGUV8eMmH5AXyOOQfh7C6djVhJ4ylLAKeAHcfczeX7XNZ79Xlyl6HD84ywlCqkJo9Gfb9MxQdYD4PZEVC1x1YpVAQBEEQBEEQBCFNpFVw+ioggtMgseEpWHw9tJbFhZO4+DTsMJj6fRh5vBFTdMwIML0N0vshOGkN74zS3HYbzJ0Lfr8JAXNdIyh9+9tw3HGw995GcGptNevYthFmAr1oG65rhKdo1LxXCjIyoK4OFiyA47vqQdBWaYSKTc9A9UcQro57u3jBjaGdEGqr6cp65oQ7XuTVz4/F1R29pN59Fw46aPC0ikXli9j3gX2JubEu3wU9QbxW76pX2Am3h96lkh/I54srvmBUzqittqEt1sY1r17Dvxb/qz1nlMfyUJJZwkeXfNQeptcYbuTwhw5nadXS9hDJTG8mh+xyCI+c+kj3ub1aNsJLuxsPp1Syp8CxC4wHW08JwwVBEARBEARBEP4HEMFJBKfBpeFL2PwcVL0PdYuhrTweWuQ1+ZuyxkNwpPH0ydnV5Lmx/fGk4T4ziFeeZM4mN5E0PAov7trBlNbw7T//i/8sOp9QKJkE27bhD38wYpNS3YeCpYNIBJYtg+XLYelS876q0sETKSXXs5ZhGWsZm7+KvcZ+wejCzQR8UXyeCB47iqU00ZiXqOMlHPVS2VDMF5umsaZqKuXNE6iPTqDV2oVPF/m7rT7X3GzC6NKN1pq/fPoXrp1zbbvIk8Bn+bhq9lUcMPqAPm3r6aVP858V/2kPrwOTcynTl8mTpz/JMZOO6XHd55Y/xxlPndHFU0qhCHgCXTyXtNaEnXCHZPCJ5e865i6u2f+ajgY2/Rc+Or9jmCTAlKtg7zvTXImwYxVCQRAEQRAEQRB2MrQ2FdzbqkzRobYqEyXjxvMW6/h4QNnxMbJt8gP7i80UKAZvbu8VugcBEZxEcBpa3KjxFmlaZQbckTqI1NLSuI4NlQuor19FjnLI9wXI9+cS9PhRuIDqmEzckw0NSzqE7W2qGc34a9bjuB29fWbNMtXV/H7Szuefw/33wxtvwLp1SY+pWAz23BP22QemTzdTcTHk5RlPK7/fCFSu27VanNdr5jc1mTDB6mpYtQo+/RQefth4WDmd9IjXXjPJwu0+pofaFpojzZz/n/N5bc1rhKIdVa+gJ8hD33yIM3Y/o1/bvGnuTdzx4R3dbu+q/a7iN0f8pkNontaac585l8eWPrbtO9IN+47clw8u/iBZMS9cawTOcDUdCmj6i+H4z01n359Quh7ycfXIOdvQP2ttEthHm5MJ9lMvVMpjLlbenP4LZoIgCIIgCIIg9A+toWkl1C40FdxrPobmDRCtM/fsVtzpQnnAlwu+QvBmJ8fBkCykFW00Y5RoQzKiSDumOro3H45bCP6tV2UfaERwEsFph0Frzdvr3+bOD+/k7XVvo9HEnBg6/pfty8bv8fOD/X7AZTMvY3jW8F6357omrO3996ElJfLJ54MnnoBjjjECTG9V2baVpUvhrLNg7VoTdpcQgCZPhuuug3PPNYKSxzNwnkdtbUbgOuwwuiQMHz/e5HAqKEiP0LaiegVHPnwkZU1lOLqj2hX0BPnnN/7Jt/b41jZt+8a5N3Lnh3d2EZ1sZbP3iL155dxXKMoooqqlirOeOYv3NrzXwbNJocj0ZjJj+Aw8du9hbq52WVq5lLq2ug7eTh7lYUrRFJ476zkmFUwyMxuWwYfnQeMKcFJOME8WTPsFTPm+6eg9mVsPr+uXhxNdBSetTTW7+qVGeG1aBa1boLXc5PyK1JuLEMTbYmFE28T6AK5540aTT0h8+eArguBwOOCffauqKAiCIAiCIAhC92gXyubAsrug5iNzH64sEznhyzN5YAtnm9ecKeZ+3JMZj+yJJB8Yd0ZZYPnNvX602ThyNC43Ilb1PPj6K4O5l8lmieAkgtNQU9tay98/+zt3f3w3jeFGmiPN2MrGa3u5eMbFHDH+CH725s/Y0rSFlmgLAU8ArTVHTjiSHx/4Yw7d5dAekzvHYvDss/Cb38DKlcZDKCE+TZwI3/seHHWUSaodiZjlEyJUX4QZ1zXrJbyRvF6zfkmJ8UBK/TcKBEzVO63TI3IleOYZEy7YObSusBCeew722suEEQ6kt9NbKz/kunsPRcc65mxSwM/eg9OXbd/27zgQnpjWdb6t4YXXi1j8+r8585kzaYm0dBCbAp4Aew/fm9fPf51MX9+UPcd1uOC/F/Df5f+lJZoUkhIJxX9/3O+5aMZF5pzTGjb/Bxb9HFrWm6cPCfHJ8kHx12D4kTDiKJNM3M6MV5+LASop/igFaLO9RLgoCp7O676R52gIlcK6f8GWV6Fuobn4WD6zfW8uFOwDudMgbxoERxm3Wn8hePOMB1PCOxDi3k4uxELGdTdcbfKNhTZD/edQvwSOfLtPx08QBEEQBEEQhG6o+gDeP8vcb6em5sifAdN/DcMPN9XNPVkDlw/WjZq8s768gdlePxHBSQSnIcF1Xf6+6O/cNPcmSptKAdDx0CSFItOXSUlmSTKESZvkzhUtFbja7bCsbdkcP+l47jn2Hsbnj+/R5ooVxsvnrbfg449h40YjECWqto0cCbvsYoSZ4mIjGo0ebT57PGbS2ngrRaNQVQWlpaYyXXW1+bxhA5SXG1HL6zVeRwksC778EkaMMNXi0skHH8B555k2pXp3Aey7L/zoR3DSSUZg8/t7T47eHa5rtmvbsGWLCRu887eDHx8ctuHaY+CBA3wdcj2B8aw6cMyBvHjOiz1XtnOd5JMCHTOii7JwUXzv1Wt5ZMljtHTyrAp4Ahw54Uge/ubD5AXykl+0lsOWV6DsFZOjLFyTDE1zIuC2GUEoOMIIQBmjzBML5TE5zLQTf3IRNrnNQqVG7OmOUSea5PNglgcTVjr5uzD1GiMsOa0mebm9nS5tsVZjY4guUoIgCIIgCILwlSfaZKIanE5eARlj4cRl8bzGO181ahGcRHAaVJrCTTzyxSP87I2f0RhuHPDtf2v3b3Htgdey78h9jQfK8OFGEeoGB4v1jGMDu1BNEVUUU0UxmxlNGSOooIQmsnGwcbBw8KDQ8XdmbjaNDKeCkWxhFJsppppiqsiiiQ9/9Cx//lcm4bDxNnIc48hy3HHw4x8b4UcpI175/Wbalj4mHDbClmV19MyKxeCBB+Dmm4041NJihKIEXi8ccojJJbX33iaP1IQJRnyKxZLLKmW27fGYQ7liBSxcCEuWGGFrzRqznC7p+Vini5UFMPO7CjezU+Z3DceO+xqPH3IF3uZV0LLJhJy1VRrvnUit6fSd1nj8c8LLKOlppLXL9dUOv69PbFS1L6OU4vFTH+PE3U/v0qZYzHjTrfi8hpaKNUQbSnGaSwm6GygOrKEkewPFWWUEfa14rBiW5WJbDlorHNfGcW1iroe6lgLGFm7A5+mY+FyjUChMCFyc4Eg44UvzJMQzCNnhBUEQBEEQBEHoO7EWeHYkxDqNgYMj4MTl8SrXvVfy7kB/U3IMUeEhEZy+SoJTl6S/8QRh6JRBs2VOVE+WOWm3Iyt9OGyqm8ViZnKc5PvEZNtJ7x+Pp+PnQMDkJ1IKPq/4nHs+vofHlzyOpawOoUpBT5CijCJ+deivOHjswT2Gx6UehsZwI3+a/0ceW/IYjusQ0yaUKxH2NDJ7JNcdeB2Xzbp8m/d/IHBimrfegnffhblzjUjT0mJC2rQ23k7jx8OkSTBsmPGyGj48mUA8cUyVMsffcUyoXlWV8aTassW8X7fO5IvasAHq6zu2wXVNHqtHHoGnnjK/m1JdBagE2dmQkWHEK9tOhgzW15t1OxMIGJGrs92t0tvv3N/+R2uomQcbnoCKudC4LO45ZEOsDbLGQd50yNvDhLYFhpsQM1+BCT+zfPH/oYTgFA9rizaa+OdwtfFgalkHDUtNiNlxCwEj9r3yCrz5pkkOv3atOR5Kme+KioyYN3Gi8ZobOxZGjTK/d3a2Oca2bXYh8X9VXQ1lZbBpk/mNy8rMuVNftoW1d4/vkBwfMPt29Ef9S1QO218dT7vGk6utEsKVpnpG4n1rGThhU0HSjU/aif+2TjJeHcv8TpbXTAmPr8Cw+O80zEz+4uTrQLkYC4IgCIIgCMJgUfe5qXTdtNqEziUeIGdNgD1ugHFnm8gIy7v1+/p+C05sW+Gh7UQEp6EWnNwYNK+BpjXmtWW9ed+6GSINJpTFzoiXOIznX/EEQMUHZrbX5GFxY/ESifFkYk7YeHFE6kzCYKcVPEE4+kPwF9HSAosXm8HxmjVGsCgtNQPbujojNuTlmYFxcbFJNu3xGK+YVIEpVYSKRpOCSEWFEUQqKyHUqglfXUxdW02X3c/1FnN6zp2MqDyfLaUW1dXGfl2dyXeU2LZSHe26rpkf9m+iYfZPCE96ClRX9aTp3iyy6pq7zB8USkrMQehEYyMsXw7r10NNjZnWbwqzcGUZKzfV01IfwI7lkWFn4beCaG3y7FiWmWzbCFYFBUa0GD7cCFXFxSb87/TTe84R5brwxRfG/pdfmsp2X34JmzdrtBXB51V4bS9aGzFIa3PsE9qQ1sZbKyvLCCh77QUzZsCuu5pcWP1ioASnjU/Dop+ZMLRYiPaqcbnTYNoNMOrkpDjblwTeveG68RxNmvqWHO67D+66y8xubk4er+OOM/nBDjrIiE/hsPlNAtvgKRuJmPVd1/zuvrKnYN4lZj9TY79LjoC9/p8Rn7RjKlhsjf5eqI5bDOWvw+bnTWLycJXph7LGQdFB5mKZPckkGfcnckblxJ/WKCMwJfJFAe0iuVLxkELHlHuN1Brhqq0SmtfCpMt6Tliu48ch2mTWbX9tNq+xlqRNHU+Mrqyk2GX7jUDvyTbHzJud/OzL7d+TJkEQBEEQBEHYGjULYMW9UPGWebBtB+IClDb5nAr3g4J9TS5Wf7FJbeHJTD7EpfNYSZkH6JYHHutlrCOC0+AzJIKTGzPJftc/AtUfmQGbirs4FO8Po78JxQdBxhgz+HHCKSdWMqyn4/t4wmF0p/fxk8/2EWlu4N6/FPDQQybkJxhMericdhqceirst5/xyIhEjICkddJrybKS4VWJSWuzjcSU6qUBSU8njweWLTMeNk8/DatXm2UToWT77gt77JEM6xo92rTD6zUiVur2E6dmd+1JiF0bN5rQr+9/v5+/zUB63WyFmBvjjbVv8Of5f2bOmjkopQjHwmg0lrKwlY2lLGaNnMWV+17JKbueQoa3nx4sWyEUDXHnB3dy+/t30lpTiFU/ifHZu/GdGd9nXPZUHCcZppcQIadOHaAcVANxrDc/Dx+cZQTVVCZeBrPuNcJsGrxh6upgn32Mnpiap6u4GN57zwiA2X3Qe7YZpw02PgXL7zFV6Sy/EVWckBF9ig6E4gOhYBZkjjNijbKNgO3G6HqRShBPZP5kVvdf2xlGtHHjO2154cSVJh+V02qSolsDmI0ezD++ZRlvs8p3zZOh+s+TlfgiNaaSXs7keHL04RAogcwxRjSyPMnzQHnNedcuzkeTr63l8bDLCuOd1bIBDn/NiGeCIAiCIAg94bTFKwI3mNdYc8rDrkQ0ik3SqztgHmp58+JCQla/o1K0NtEKjY3Q0GCmpqbkuMmJO5WnPrD2+cw9fG6umXJy0lO9Wugfuq2G0OZPCZUthZqP8bSuxuNU49X1+KwWHG0Tc3242gO+PJQvN/7w1IMZ95uHtjrSgIo2EPTUd386BUrg1K7OEOlGBKehEJw+/SGs/EO8ElUKBz0Gu5xlTho1wIM24C9/gSuu6Dr/l7+Em24acHPtNDXBiSfCggWm8wvHcxwXFcGDD8LRRxuBKxhMb/W2PjEIgtP7G9/nocUP8cSSJ9Ba0xxtxqM82JbNabudxhWzruC/y//LXxb8hZiOEXbCZHozcVyH4ycfz4UzLuS4ycfh2Q4hxXEd/rn4n1z3+nW0xdoIRUNYWFiWRcyNEfQEOXLCkdxz7D1MyJ8wIPvdhYE41mv+Bgu+31VwmvZ/sPv1aQsxe27ByZz9x8dojXTc/ve+ZzyeBvXi7UahbjHRykWEyz/DqpuPHSnFduuxdSsx7cfRXrSdifIXoAJ5KK+5UCnLRqdWxos04LTVEQivRKlOv4HyxkN2PcZrCMyF7uiPIH+68S6z/MaTcmtsiwuw5TNPf2Ih09aSr8Pk78GIo+PV+dowgpk3WYWvvzgRI8ol+uC+eIkJgiAIgrDD0BJpYc7qOTy97GnOmnYWR044cvse2Lox85CrYSk0LDOvTavMw6lYs3nY5yswD/wyxoI3K/6gK/VhlxV/yBVNlrZ32pIPuEIbzb2MJ8Pk5AwU09ZmohCWLYOlS83r2rUmGiWRFmP0aJOqYcwYIyClRqN4vUZoSk2FEo2aMVdVlUnbsG6dibQIBIwzwLBhA/c7CN2jNXz2Gbz9Nrz6KqxaZR5gu655YH3wwcb5Ytw4k3qlZJhmWH49eYEqvG4VVqwBpRwUDrYyVa0dbaPxoLFx7VyiVjF1bcVU1eVSXqHYssVE1tx889DkJBfBaSgEp6oP4b3TTOgHTnygBIw4Bva6FXJ3jycztuPJw7YiLHx+IyzZumJU15LHNY/8gf98dm67Z1MoZEKyrrkGvvlNk0+orS0ZxpbwbunvyRkOJ8OA3n8fTjmla76gM8+Exx/v33bTTpoEp/X16znp0ZNYUrVkm7fRmVHZo/j3qf/m0HGH9mu9OavncMVLV1DZUklLtAVLWWR4M7jvuPt4fMnjfLDxA1qiLXgsDx7Lw8UzLuaWw2+hIFgwYG0HBuZYaw1f3AjLfme2lwgxUxaMPhWm3wRZ442Q0Jdwuj4KIY2hbGb9YgGbG6bQmqJ1FRSYXE4TJ5r8Zeno1GMxWLTIXKjmzDE3HxUV5v92111h//3NRWqXXWD4sBjDC2opzKom21eF16nGcptQOFjKQWnzj+52vlDZRTS0FVPVVER5TT4VlRYXXABW6yaoeBNKX4SGL41HULQZ/EVQfDBkT4TMXUwS80TuJV++uYnCMn2asuC5XfovOHXmtGpzg9efJ4JfkeSKgiAIgiD0nfLmcl5Y8QKPfPEIH236iKibLLjis30cPPZgzt3zXE6achLFmcVb36B2YfNzsPafUP5a3JPEMg/ccibBLmdD8SGQMxUCRWZ5J4zxIE8pRKNU/DPxMI14aH9qNEriQVmkAbdpA4/N2Zt//MOMn/z+ZGXoffeFs8+GQw8147XsbGhtNfeFCQ+mzpEfSnWNREmkJQGzfa/XCFAjRgzoT7JTEIkk0580NydTySTy6qZ+TqR/SeRmTUQI2bY5xnl5JiXJ0Ucboc9xklESubkwb565f29rS48TRjg8dN5sIjgNVQ4nrU1i47LXTAn1xhVG3Y41g7/ExG5mjTfhIRmjTchKYLh54q5sM1mepHtmwmVTx+KvDjzfvWeKPluzdCnMn2/yNy1ZYlTu6mrjjVRUZAarI0capXvYMJOOKKGWp+ZxSvyjRaNmisVM8uiyMpO/qbzcJLI+/3y4/Xbzj9vaatazbfj2t43X1YwZRvyCZBLqbcV1jY1o1Pxz97ygA6FN8bCcOjNNOL/n5ecclLxwWLa5+HhzjHtiYLgZWCcmfwGt3kKe2zifP87/M5+UfkIkJdGzqTIGBcECijOK8dg9CyGudqkJ1VAVqkJrjU4Jh/JZPiYVTuLKfa/krGln9SoKfbDxA6559RqWVi2lNWZUkqAnyPi88Tx86sOMzR2L1poHFj7ALe/cQltcCPXbfmxlc+0B13LdwdeR5esh3Kq/DKS4FwvBhsdh7UNQ95n5P7C8EGs1ycEL9zO5jQpnQ+ZY8xt5c403Todk1omwVQDb5Pdx2uDJrpXfmtsy+UttM7ffTodKhACHHQbf/a65KSgoMN95PMkLe19xXbPtSCT5lGr06HiEWTTpLThqlHlCYllmXkaGsTcouFETe95WidtWQWnVZ6wvn8/m6sVsqV+H0g5eBV7Ap2BMVgljskcwLLOIvIxhWJYv/hTQB2v/0bVULMSTuidCj12zTN6eMP4CGPNNE37stsXDBXvxcvqKJFcUBEEQBKFntNYsKl/E8yue5/Glj7Omdg0WFmE3jEd5mFgwkSPGH8Fra19jfd16YjpGwA7gaIcphVM4e9rZnDz1ZPYs2bN7A3NPhMp3OubKBDjqfcjfO+4UMPCj9wsuMKlHQp1uhV591dxTJsQLYWCoq4OPPjJj4pUrjRBUUWHGkaNHGxEukeYlkTe3oCBZWCkhKKWmmUktttXWlhwPV1WZQkBz5pjtpxZvKiw0thNFhDJ3soLTIjgNleA0vIcS8jaQF58yAD8QBAIpr5nx5ayUyU2ZHKAFODq+TirfU9DQ+2/rYFFNERWU0EImMTzE8OBgt79PTDZOhzmpnwO0MYxKiqnCX7EJt2gYCxbASy/BJ58Yoau8PKn6TppkFPvhw43gNWmSEb38/o4uorbd8R86IXg1Nxt3wdWrTQL0LVvgmWcSOxWGirehZr4R+BqWmoGn5TNTxhgj6p3+DtS2dj0oxQWwbI5570biCdvCZruxJmhcDqHNECqF0Gbu2ryW/6uB1lgbCoXPNjK1Hc9v8719v8dPD/opRRlFvf4WqbRGW7n/0/u5+Z2bibpRoo55ehN1o7jaxVY2F824iAdOfqDDevNL53PaE6exqWlTl23aysZrd71yudol4kS6zFcorph1Bfced+92hfSZjaUpfFFraNlAc+kSGjZ9CTWf4omW4nOr8FGP12rEoyJEHT8x14f25ZvcRMpGxwUNpR0jYETq8ahW/Haoa3PjcdDRqPFqmjvXXESWLUtehKJRI6BOm2bO5+Jic06PGWMuYjk5yacgiXj7aNRcnLZsMbnIKiuTVerWrTNutuvWmYtdU5NpSnExvPOO8awKhZKJ5QdKdIpEun/S0hZr44klT/Dy6pdZXL6YdfXrcFwHRye9gibkT2By/mQ2N21madXS9vm2slFKMTZnLNNLpnPEhCM4b/p55AXyum+E6xgxsWEJunEF0aoluM0bscLleHQjKliCGxiNGxiFDowwv483B5VIoGh5zXtlo9v/h82k3QjepT9HOS0dbQ5RrLsgCIIgCB1xXIeXVr3Euc+eS3Nk4AoC5fhzeOr0pzhy4pFYiQdVL+1pwubccMeFT6s2D7V6KmTSHf142PWzx27l9699n7CT2f4QE+CBB8zD+1hs5xMjAPNwt3GlKaAVro5PNRCuwwxsE0Vm4kKfnWFe2ytMd85rDOAmHybrqHk47bSCdqitDzL70hvYUF5I0B+lpdWP41pMmAAvv5z0NNLajD99vu0T+lw3Gc7o9ycrW7/2mrnXD4XMeGG33UzBoYkTzTR8uBG78vLM797ZUy0xXEp4tqW+hkJGUKuuNuPt1avhBz/Yjt9oOxDBaUcTnNKNZXWNbRtCuy6KMkawjvFUU0Q9eTSQSx15VDGMaoqooZA2AjhYONg42Fho7PY5Lrk0UEgNw6ikgFryqCePek5ddz3+srtMJTNlG88IHTPeLePOhUmXG3dY7ZjBp7JN/HR/c2i5sfZODMvHR5vn8emlpyQVgTiBGJz2JeS39bCdPtDmgWd3g9puUuXsUg8nNZjqeI3hRm6aexN3fXxXt9vJ8GT06lmltaY11krMjXX5rjijmCfPeJLDxh3W7bqtrUYUWbsWNm82HnSJqnxNTSbB4RdLehacjj9Od3BVTSQ9bG01HahSxpU4N9c8aRgxwjw5WLs2KTY6jvH0mTIFJk82TyjGjDGCzS6jIxRm1+LV1dhEsK0YtmXOJxcLx/XguDaO9hKzCmhoK2TTliDr1pn92rLF5B/rLmROa+PV9/nnZt8TSexLS8376mrjBRiJJC8cCVIvFllZyUqEiScso0bBddeZC8c778BbbxmBK+GhCDB7trlIjRqVXHfYMLMtrzcpcCXcr6Gja3DCq6qmxrQ34a14881GYPqk9BPeXvc2L6x8gU/LPu3xN9xWJuRP4Izdz+Dw8YdzwOgDyPJls3y52dfnnzf5DCorzbKjRsEhhxgxb8okh5ElLRTnN1GQ3UR2oBmvakI5zVjKxXVddHxSto1lWShl4eBD29mEotk0tGRT3ZBNRU0W6zb6+c531JDEuguCIAgDiOtArNEUn2j3anY7vSYSO1vJ6IFEREHqQNebZ0L0+5ngWdg2QtEQr695nceWPMbLq17GcR1CsaT7j61svJaXcXnjGJkzEm8vlWWjTpTNTZvZUL+BmBvr8HAs05OJbducNOUkzpp2FkeM3o/g6j+bIk9tZSYPU6zFPMAadQJMuBgK9jHVw5w2M7ZQVjwVSqc29NO7+sOVB/Bo9Yc8/bQRDAIBc3+WnW3Snxx6KOy5pxlK5uYaYSRR6Cn1tExUmU4M6TsXXgoEzPc1NeY+dfbsPjdx4KhfAi/Hvcw82YAyxzJrEpyw2Mx3IyZioT3CIxFpYtNVbEocgHjooob2pNrtVZI1ZWUWI8fltIs4ifQY06aZat7RqBlv+P3mOA0UrgvWyK4aQAsZlDKKKoqpZBgVlFDBMDYxlkqKieLDsTxojw/t8eJ6vODxor1e0BoVi0EsihWLomJRVCyC7cbwEqGECsawiRIquaD8DgIluQO3Q30krYKTUupY4F6MP86DWuvbOn2v4t8fD4SAC7XWC3tbVylVADwBjAPWA9/SWtfFv7seuAQjhf5Aaz1na20cMsGpv/RyYXNiur1TGbDrn9ZGQPH2IqM3rYsbTVyYU0qNW7bpnD0ZZt5QCGxB4PcKghbmlEjMHwUnrzI3IN4BCg/rjiESFaMjhvHn/9zAL97+BREnQlssqW4FPAF2LdyVu4+9u8/eVS+seIGb3725vYJeggxvBrNHzeaPx/+RXYt24403jBvwyy8bkSIYNILGhAlwxBEmCd7kyUb8yM0Fz5jhqG6OjzushMYV3XuV2Lbp+LU2os2XX8Itt5g4d5/PeLmBSaD4q1/B6aebz1pvf6hmgmjUXJhy7rpxwLLtuygUmj79+15/Pdx6a7dfOVjUk0c1RVRTRBXFNJDbwTuxs6eiQnfroZh4n08dxVTx8quHc9snv+2YF8EKYGETc2NM9B7IZH0yeY0H0ViTQVNzPAecz3QB7ZeU+KurolT557E54wXKg2/Hn0lpHNXafr+gtEXe0x/RsGw/PB4j0iV4+20TutjYmMYQwqF6MFBiRGNBEARhK7RWQN0i4wGb8DZvqzDCUuZY46nqKwB/gXnvLzJh9Xawq6CEwnhFpIhQ2jG5CsM1EK6KT7Uw4zemupiQVo596GTmrH+h/bOljbu1RjM2cjSzoj9mon0oGUHVnrogO9s8tEtU2E7NZwTguprFTW/xXNWdLGl5K34HBg7Jm4xdY2dybPPj5r6jZR2TCz9l6rAvGJ+3kOLAGrI9pXhVE66ViRvYBZ0xBjJGozJGorwZKMuLsv1gxyMplGXyiTphcMNoN4q19BaU042nVsK7urWC2s2bWL60jRUrNGvXeflydTbrN2fR0BygudVPW8RPTp6PUaMU+QUOfq826U984GtPGq6JRhWxKISj0NZmU1ZuUVkRIxyKkBlsIzsYZtmGkWn8JXugaTW8faypFKyjJh0CyiRfP/Itk07Bk5V0DEgIw0BSXEqkwlCw9Dfw5W3dWeqCo7L5YrdGPvjAPMRdu1azpVRT3wDDhilmz3bZZayJTBg+HIqLFYVFkJurOuRp6ly5vb26ugPhiKa2FmqqNRUVmrJy+Pl9o4fm3hKG7P4ybYKTUsoGVgJHAZuB+cDZWusvU5Y5Hvg+RnCaDdyrtZ7d27pKqTuAWq31bUqpnwH5WuufKqV2Bx4D9gNGAm8AU7ROka+7YSgEp6YmePRR441RVWWU5bo6c9Luv79xmcvIMIPyzEwzcD/2ouH467qenNHCEpa+Ud7BtS7xPpEvKRQy6ndzM5xzygYyIktN/qiGZUa1b6s0rqH+YpMjypdnVGZ/IRx0A1Q3dN2J4gJY/gYdVeO4cuy0QbTeuEGGq03I2e4/M+U/+8pAhFtFG+G/Y82NQmfB6aRVpr39EZz69YRiG5IND8A+v7v+Xc559hy2NG3pIA6Bydd0wyE3cP3B1yddhvvIqppVnPTYSWxq2NThyVIiF9Uenz/PyhdPIBpVHZr6j3/AhRea8zDYh+Jl/eV3v4Of/pQObscAd94J1167gz2AHIQKiOm0++Qbq3n69Y189pnx4Eq4Ge8+1c9xe83i0IP8jBljXH+zssx34bDxUEt4cfVkztUOn1UsIBRrac9PoLU5bx6+c0+ee7yYjAwT7574rR94AM49N/lUbyATLCaedmVOFMFJEARhh+Wzn8Cy35pBquuYASvAAQ/D+PPMfV4sZAat7eE324kbM2FWnp0xrmnraG08quvqzIO/xkYzzmhpMVMi76TWHXPbdA4Bgo4iUGK5xGDdts01/cprQmBFu7Qj1OQj6E3eWKaGFvWHUDTUnqIidTtVZX7emxvggw9Mjp+yMjN+Gz3aPECdORMmTYgyalgj+Zn1ZAUayPDUE7AasJ16dLTJeFXHx0badVGWjbKMwGl5ArjePCI6j1Ynj+ZwLg2tecTKPmAv722oxhXGs8eOu9eM+gZMvAhyJpvxGjqe4sMIMOEwNDRYNDYqHEfhasyrm/gdNLYFPp9Lbq4mO1ubB3XKMv8flh9uutm4sw82v/oV3HijEXWb1ybF3UgDOtpIKLSF+lAF4UgLjtNGxHXBE8TrycCy7HiVbZsMbwYBTwCP5cEbL3ykErlZV9zXNUeoNxemXAVV75kxcaTOHI+SrxPLnkW9Zz9qWsdQ01xITUMWza0BHO0j5lg4MTceGaDj+Zp0PGl4QoxS2LbC41XYVgyPipCfE6Iwp5EZB0/E9vTtRNVao3pxtdeui9qhBjvdk07B6QDgRq31MfHP1wNorW9NWeZ+YK7W+rH45xXAYRjvpW7XTSyjtS5TSo2Irz+18/aVUnPi2/iot3YOheD05ptw5JEd51kW/OQncFsPomznTrqvJMJzANgyB+YeG//CjqvEwPCj4PDXzHsdf7Kj7IEbrSdKjPeHgRqct2yEL26CjU+aTiRRUt2bA7ucA5O/Azm7dgypszOMh1Zn+ptwuL/Jhgdgn19Y8QJ/vOP0jq4ggNeBG96D/Tf3r0mphG345ddh8fCu3zWtPpVFHz+MJyeD5uakwHDppcYZJxAw8wbaE6WqCq680oRa+f3mxgfMeP3aa028e26uuQHyeJJeV9uK6xrxNhLZSkL67kij4NTY1sgHmz5gSeUSSptKWV+/niWVS1hTt4ayO2F4S9d1yjNhxE9gz2F7slvxbozNGcvonNHsM2IfZo+ajc/TUb3JyKBDRT4wwlCnUy0thELwwQcm1n3hQhOemajMN2uWZuquMHasZvhwGDHc/P5FRYpA/Pe2rcTFn/aKLY6jcRzVHkpYX2/Op/JyEzJZVgb/7/8Z24mCCImps7ifeL/XjJ5/488WJn/j7k6F1Lj7xJT4nFqoweMxT2/TIeAKgiB8pdjyqqlU27jMeI7YAbTWMOpEmHgxKnc3MzjXbg/eESmeEQBLb4Uvu/cg7oKdCWf2nEco9RqReg/f+bU7EteI1FfLAktpVN0CVMMXptJ1rMkMksP1EByeTAlheVM8t3ymQIrlp0PoUXsIEnSpnKZj5uGx0wbaoa0NDjz7LJauLsJxFR7bwet1yAjCgs/8FBebzZlrrCIaTYbpp4ZxbY3UCmuJ3K0L3tnEZ+9vYPU6L8tW51JT56O+0cek3bKZunuA7BybggKLgkJFTo554JWZaSbbBitxTU3xckptV8IjJRQyD+abm8295DXXQHV114t16u+XlnH+gqth5X1gBQDXiEoABz8JY89IEVHteB7agam+bFBw2EsmdDAWAqfFhLJ5szEJgxPnSPx8mXJFz5ta/Xfo4LefOHDxZMPaNd+n5GBqjLawpHoV96+bzyPrPsFl++6NU5k1cha/Ofw3TBs2jeFZw1FNq+DFqV0XLDkCjnhjwOz2lQ31G3hr3Vt8UfkFmxo2sbZ+LcuqltEaa93qfXy2L5tdi3ZlQv4ERmePZsbwGRw2/jBG54we9P3oiXQKTqcDx2qtL41/Ph+YrbW+KmWZF4HbtNbvxz+/CfwUIzh1u65Sql5rnZeyjTqtdb5S6g/Ax1rrR+Lz/wa8orV+urd2DoXgVNFcwZVP3sKWjQHq6zUNDVBe04rbmkVhRiGFGYXk+vLIDeQQ9GQRtIMEfF6CARuf10ZhYSmFQmFZCktZuNrFdU0FM1e7aDTRqMaJWURjGo2D36rlqFk/YhddwSi3jnwdwq9jRL25qCnfh9ypqOAorEAJypeLsoPG5dj2d70YoWHJLailv+nbTm/lwtyFgR6cOxGTNLz207iSvcS4b7YnDR9tPJ8yRpn3OVPN0ysrYL5PuMSizbbcxBSGd7/Rvc0hEJyAIQsDahk2nvceWsvLL8OHHxovmNraZNLsPfc0SfgSFRATifAyM5P5hBI3GradfMqV+trcnBQFSktNzPmvfmVuFF5/3STgW7jQVJqoqzMi1NixJo/TmDFGiBg/3kyFhV0H8j0lpG9sNCJHIn/Tli3w5JP9PEAD9Pve+cGdPLfiOVbVrqKypbKfjeg/Y3LGMLlwMscEf05o6RG8+SYsXpxMcDhjhnnad+CB5lgXFxtBJCPD7FYiVxV0f+OZekOtVLLyR2ur+b0fWfQEP59/fodQvnYcG1oLIFQEoWJoKYbWQnB84HrAteOvHtA2OF4zz46A5YAVi0/x98oBfyNkVjG84WTKX+x4M+XzhPnbX5o57+y2eNGANjPIceKf9zwVquq6trM4HxY9ltjjlJ2OP9JVmBBkO2D6W8tv3lt+M1DwZG/9pjJdaDeZaNMJmZvPxHs3Gr82JFS3xPvUfH0qJdw65b2yTf/qCZoce81rwfLguF5C4SChNh+teUcTIY9IRBGOWEQiikjUwnEslKXQygKtkikaUB3GkgrdPp5USqO1i9Ia23bxeV0CvhAZVg0+Txh/bBP+1kVk+Nvw+y2UJ94x5e9jqsYmbrJVio2t3gyr5IvW7fu/bK3io0U+LDzJ5ZRFbkGQooJsbNsLVoa57vT359KaiNuGS8ecia520doly2s8jV3X5JjrTG4uHHdcv81+pYhGjSdGa2vHKZEHpXNSVkj2XaneGInXxCA5EfIdDELAHyPTU03QFybojxLwRVA64Y3Q3f9LqgiSel51PsdUcrZKXTae3iBcCZHG+P+bCzre33hzTH+iPEaU6HA/p+gwLuzxvO50DWs/IIovVwT56BM/SrkoXJRrSqsWl3gpGObHipd+V55MQKPU9o0xtDZ2//V8I3/83SQASnLLGVe8npLcCq68uJKjD6uPizFVpt/SEbNrnoC5J7US/1+dclJo4scu8UHDmgdNvxdncdl4Zrx1PESDEAtALAj+BibtGuacU3MpCBaQF8gj05tJ0Bsk6A0S8ASwOz18dbRDW6yN1mgrrdFWWqIt1LfVU9taS0NbA36vn1x/Lq3RVtpibehoPb9teLDr8cjdA3XCkq0dtK7z/jOiT2JEayTAHtd9ybqq8QBkZrjYHggGNGvWWmRmJs+Ntrbkw5xtSRmbFJ1MaJjv6R68OzrdYyfuN0Kh+P+vq1P+l+PvX56Fbqs2OTuVi1IaS7lYlotCY1kuQW8rfm+Yp1btzb/qf86XywNs2gzEvbp329XD8dP344gDCxg1ytxLZmYmH8Al+pDUdnUm4oRZUD6P5mgjlpVMRh0OQ3l9A6vqXqAkWs7IWBXD3AZ84QqKVIxcb5C8gmlkZI3GFywBXx6utwACxShfgbmeqngV7Xi4qP3OCahI7VaPe2lzNqOymrp+sduPYe87u1+pp/FGSQn8iT6dW66GzLcOJly0Ep3R/T2tR3nI8GaS6c0iw5PZXoipMzEdozUaoiXaQku0mUjnhO9xsrzZTC3YjUuLihgf28gUXUFxrJ6gFSWsbRh+DKpoJp7C2ViZI1H+IpQnM35f4DX3PqkJyQGW/LrPYvUfGn087tuX5dXLqWmt6dM628OwzGHsWrQrl+1zGedNPy/t9rojnYLTGcAxnUSj/bTW309Z5iXg1k6C03XAhJ7W7UVw+iPwUSfB6WWtdaJOWWrbLgcuBxg7duzMDRs2bNe+9peFWxYy84GZ3X7nsTxk+7LJ8eeQ7csmy59F0BPEb/vxe/ztlcFiboy2WBthJ0xrtJWmSBPN4WYaw400RZo6JMLrDQXkWmbK7mbyYZ4O+Gw/trLwWja2srCVhceycVyXmHZwtIvjujja5ab8NnI6XR+0fxjqtH6IIL11YgMVaqJdE+vfusXclETqTFx+pM50km2VJsmk65inPdohOWDyGC8oby6UvtjVTdNXAKdV9s+zazD2eZDtRqPGU6S01GyqsdG4JDc3G4+SujozNTR0TFqddAGm/WKcmwv5+WbKzTWiRnY2nHFG9wn9YjFjd8OGpI2GBtOGmhojXNXWJr1XEqJWqvjl8Rh7RUVGSMnJMbZzc+GEE/qZE2qAjvOwO4dRFaoCwGt5GZU9ioKMArJ92ewzfB+ml0xnj2F7MDZ3bJ9CJ6NOlNV1q1lauZTFFYv5ouILWqItVIeqKW0qbV/uqaV7cPpTySpzbfgpYwQVlFBHPrUUUEc+deRTQQnVFGJn+Anmm1g3bdtge9DxyTxmjGE5DjhRlOOgo1HC9W1Em9rIp44Sylk54wMe/8YbBKOQ1wZ5rRC1ISMKYxpgdBMUhCAvDLltZvJ2c5OrgWYfNASgPj5VZML6PKjOMOu0eqEuAPVBOCkCz+/RdTuxXb6N56CHej2m5vqZWh0l4esP5ikhoBRK2d0/fexvdbyBOLfcGLz/LVMhJtponp47Lebp+MGPm77O8puBqyczLoh546K9lw5CWupNWOIcTMz7z8gu+xu8MERbtKvLVtprlzzavQjsnKkpKzN9R1lZsu9IeMFVV5u+I+HN6TjgtpSjWyvMQMZysC2HDF8rBZm1FGZXU5xdTX5WHbnBBn6f9RGTx5j/JS/gU2YaW7gbI/OnYimwUXhsD17lwWN7sJSNbXlQiT+lsDqJ2G5cFTFnn0ZrByeeGDfmxIjpGOdNPx9zDipoLU0+dLF9cTEiE0YcndzoAJxb9W315N+eD0CWL4tdcndhVPYovJaXMbljmD1qNjOGz2D34t2TVVNHDIeKbgYfJcOgrJyoE2VFzQo+K/uMT0o/YX39eqJulC3NW9jYsJHGcCPEvOz9aiO1VYF2kSkUMv34m28aT4hERVG/34jdiUpECU/c7jxTUr0QEx6T0WiyAlE4DFkvZ7Nk8zSaWrNpCWe2T+6s+9tDf1O9XyB57UlN8msO4OfxAU7ygZ9K/L4xBycaQ+kwtg5x2a6ndf8j9PcBGMDnN8KSm/q06C835fGnSD2dHwvYvnwOH384F824iKMmHtXjQLED8T5Ra1gSgUca4dFmaOzUr1tAfv0E1n10hXloAKbbcXzMnDyWbx0xBe1aoC2UttGueb3yuv3IbKzuYjaUW8y//rjIFJiIz9OuxtWamKOJOa45/JZDS2QRt1Sf0adjM6BoKLmnjD1GLyU70ER2sInsQBOjhjVxww2eeH+bIiK2Ryx44lNiQ/E3n11n7nP7wPcrYW0UcvBgN45GteURCuWTOfpKghTijeXh1Tlk2Nko148bs00uIa+KC7aKRA5nrSHmRom5EaJuxOQbdVpprV9BtLWVxkgrIbeOxlgDc//6A3LdNebePNaUcn1qi3ttJU4MZe7TD7kZanp4wJ2r4E99+194oAGuq4b6lPNOofAoH452yLNHMt46mKLoLKyG8bQ0K+y4V1YiPLA9ZzXQpmqo9i6g3P8B9Z5lKG3jqihaJcdrtvYxwprBZv1Jn9roV2b89sXtMKybXa7OgsN/bpKKODpZyLz9vYZWbf63nLoxTBi2idEeyFSQYZnXLEsxPG882f4cMj2ZZPgyCXp8BG2fGRvavuS1SSUdIvbZ8hA+t5uq392g7vhn8n84TmYmPPZgMQeOOZDCjMKOK/TxutQabWXBlgWsql3Vrd2NP7yEG99JmWEBOUAWplJ8YsrE5AUOAj4PBLPMq22DxwJPPJmT1hBLVDxyzftZteDveM5N3WCzMmL2N8ObwZicMeQH8gl6guw/Zn9mjpjJ3iP2ZmR233Jqaa3Z1LiJz8o+Y8GWBcwvnU+b00ZNqIZNjZsIO0Z4O2rCUbx2/mt92uZAIyF1X5Wk4YIgCMLgUbsIXj/IeBYl7hzdGAw/Eg58BHO7ZnW8wUeZ5duTz0K7EPPFTbCkj7kRuvEI1doMZBsbu06RU06P1+u0ury6f/1bh6SpqRUKLcsMsLOzITc7wsxVSQVVY6HsgPH6PGll1za6sbiHU6yTh0acpbfBstv7tLu/evbXzA/9vH3gnsgFct11RuhNFZ8tCw44dTi+2q43m7HCEla/X97ujZIqFCSqL6Y+gT7oQBcfdSz81OW5F7x8NM/HspVeKio8+HyawkLN1KkwYYJi+AgYP96UTB450nixJLwiE6IFJCtrJl7DYSNarV8Pa9a4lJXBWaPP5tDx3bhInrgCcqb06Zi18/mNfRYFACg+FI6a2/flB8Azs6GtgaNu251VbVuoH6RQ0Jw2mFQRYOE/Og54AgGYOD7KkoV1EKmPP2yqN3knI3U4kVZiMQftpOSmdB1QOv6qgPgJifEgULaNZVvYXh+WLxd8eagxJ3fbrkErAJ3woNKpD8xS57lEIy5NE79GrLq+vQJwh6mgGP36fzskx7U9Oh6iDB6PJjtb4fNbVIVqeHPjx7y0Zg6vr3uLqlA1ru6q/PssL36PD4/l7bFIhhNpIKw1Yd2lV8HGiLOzA3BKJhyZAdP8/cyZOVDe5DfeOGCFQ/qKBuac+zDN3ziPcNh45SXC/EePTuY4TOyG68KpVw4n2NC1v2zNLeH5+7sXjRO5lBIVgi0LLl0TpCWlCM1g8YtCDzdf1Y2Hc09sLc6tH7+x1pq1dWuZVzqPuevn8sDCB/rejj4ye+Rszt/rfPYfvT/TS6YnRff+kIaUDVprSptKWVG9gvX166ltraUx3MiWpi2sq1/Hmto1bGzc2LUpKHbJ3YVJBZMYnz+e4VnDyfUbr79d8nZht6LdTEhbapuH4H8JSOaOEtJOOgUnDybx9xFAKSbx9zla66Upy5wAXEUyafh9Wuv9eltXKXUnUJOSNLxAa32dUmoP4FGSScPfBCbviEnDBUEQhK8o7fktUkLpEq86fofe7t2U6uXkdgwra/cISiRu8oAdIBz18+J33mXRUyuZx/6sZhJ15OEEsznoaxYz9nTZbTfNiJGKggJFdo4iM0uRkQl+vzJ5KhKOmCrpLdE+/tQpRSVCmuZmTXOjpr5es//BHoK+cHwgXt8+CCfWYsJJYq3JgasTga/9Emq6ccEvyob3bkm5CU56dZkGOEAsnmfEAxMujIf59JEBurn+97/h6qtpH7jFYmb+OeeY+XvtZUKtBiL/GyST0Uej8RxwibwyiRBtJ3EOpYgEbvzzrl+Hym5c74cVwrI3u3outHs46KRXrrIga0L/wjM7HWsNyYqXTa0dwpH7k8+kJdLCh5s+5KPNH1FWv4amxrU0Na4lEtpCsW2ernsAW5lXjzJiQ+I1259LXrCQnEAB2cF8xuaOZ3zBZAK+LJMKwF8EviIIbYCm1TiVH0L9ElSkBuWGcPNmQeG+kDcdMseiAsUoX64pJOLJMh58CS9E4r9Ve84R8w+mE0Lrf0ahOnntbWjam8UjFtLUlBRQm5rMeeT3d4zgUgouun44GU1dRYFQTglP3GNEgc6nttbJ0O/Ed5dvuRF166/5gj1ZyD6sZxzrGE8pI6mlgKyxheSOziG7JEhOvk1RvkNhIQwrgYBfYdsa22Me2HsSjqhOapi5oi2sTcGbaqips2moc2iqbOPh/2RSWGT+1zfUb+DC5y7k480fd6iUu60oFJMKJvGbI37DN3f9JnZ3eTb7vLGBH5wPJqtqVhHwdHXrzgvkke3P7rpCP/Y36kQpb+4qQoWdMMOzhpPl61poJ+bGqGuto76tnoZwAw1tDZQ1lbG6bjVratewsnYlfttP0BtkYt5EJhVOYkLeBAoyTNhhrj/XtN2XjdVdcuShqhYL3Xpy1oZqeWnVSyyuWMzHmz9mSeUSGsINHZbJ8+dRH67vMM9reZlaNJXZI2ez94i9OWrCUUwp6ucDhp74ip/Tws5P2gSn+MaPB+7B3B/8XWv9a6XUdwG01n9RRt78A3AsEAIu0lov6Gnd+PxC4ElgLLAROENrXRv/7gbgYiAGXKO1fmVrbRTBSRAEQdhR+Mc/4OKLu86/8UbzMG6H4itcedFxui9gUFhoQuZ2OAbYK8PBYiNjWcd41jGeckrYxFg2M5otjKBGFaPy88kb5qVwmE12joWyFbbHwudx8XpcbBuiMRWfLLTjEItqGupcqitdmipb8TTVUUIFL1fMIt+/GsrfgKr3oWkVhEohWmfEofxZkDUegsPRgREQHAGBYhPC2V66Pu5RpKwUT52Uac7+EOkuH0anvEjjzoMDH+77MUvQj+S7c0NQe1CXjA6MzhnNfqP266aJff99Y26MOavntIdJpHLbpceycF4GGRnJRMh+vyn5PXOmEVejUdoTPCfCCLeFRAhhQvDqqZCG1po1dWt4e93bPL/yed7d8K4JeewBr+Vlesl0TppyEkdNPIp9R+67bV4fPfEVH5yrm3puf1YYRjfC+DoY1QQjmk3RmO5wlQkn35ING3JhQx5U91J473f6aH5045zta/y2sIMJTt1R1lTGvNJ5HH7gueTUhbp8HysuxKqo7HuF6KHaZ6mQK6SJtApOXwVEcBIEQRB2FNraTNXFxYth3jxYvdrkDrJUjOMOr2W/vWrYbWI1w/NryAtUk+GpwW+H8Hpi2CqC0jEUUdBRlBtF4aCx0MoLyou2vGi8ONpLzPESjgUIOQU0hYvY/duXdZ/0vBMuihoK2cJIyhjBFkZSykgaySGKjwheoviwcPDF5/gJM5xyRlDGSLYwki2MoIwAYV6Zomjwdb3nmFoNe2/nva8GXpsIdd2Eci2tvYr7mn+P1sYDJZFL5+KL4Qc/gKlTze/h9RrPlF4qE/eZ1lYz6B+KKpdtbfDgg6bgwfz5yVBAn88k/j/xRJg1y4Tm5OYmBYXEcemc4D/VdOdX20568jSteY+CL04yYZi4yeTLo06GWX8wwpLTZjze7GAy71dP9LdibMmRUPcZRBuM55KvAMaeDkUHQt40I3h5sk1eRicCOpEMvxMvTDVJufvA7l/AsgAEouBLGfDHLPjefLjtDbC34Ta7IhNOOgeWFYGVsn7ICzEbhv15JZUVk8nJSYZaBQKmP5kyxYTgum6yAli/8hB2Q0LAisX6fk5rrVlWvYxddt2fzNquHpK6pATVn0Hv/1g4Tmqo0/Lq5fz9s7+zsHzhgNoIeAL86tBfsWvRru3Vr/qUf+t/na948R8RnIR0IYKTCE6CIAjCjkRoM1S+B2VzoGY+tJahYw3gLUQXHwy5e5jQqIyRKH8hyl8A3jxToSaRVypRCS5BPG+Luel14L/jugye9fcUqqHjtb+UkXzIgbzPQbzLoWxkLA3k4iGGnzAKTRQPbQTJyrHJzU0mXU7NY1RdDXasDR9hLDQxPLQRwBcop/VnY8gK0yWni6ug4dZtG5gnWDQcDrikayL5mAXDWi0evfpDliyBd9+BL76AjZugsSqHYPNulJQQz+Fk8jZNmpSssun3d8zhlAgpS83htKpmFZXNtdTWQFm5qQpXVQnVmwp586lJ/duRARjInHkmPPNMMs9LgrffhsMOI31lvtc9Ah+dD3ZGxwIbu10He99ukgB7srYuNCXol+CUkt8n2gStZWaK1KbkcKo1RUIidfCNF6C2m8pGBUF4+Tzaq0qmbl/HTNipGzFJ1wPDaNvteu745E/c/sHtRJ1ohyqbGd4MppdM57mznmNY5rA+7gd8sPEDTnrsJJoiTcTcWIft5fpzuf/E+3l3w7s8t/xF2tp0e9W9aBR0Ww65i37BBOdECvIVhYWmGEZRkRljFhUlK4Sm5iVLnNPRqOaj6ld4aMNNtMQa2s/xxFRYdxxr/nh3n/cF+Mp7Gu2IhKIhVtasZEX1CpZVL+PjzR8zZ033Xkkzhs/g0F0OZc9hezK1aCpTC6dSlFHUMbeO0D/knBaEbhHBSQQnQRAEYUdh49Pw/hlmAB5LSRw+5fsw6z6INierivWF/nqDnKNZuxbuuQeee848ZPX5TEU2rY3ny4EHwgEHmBCdUaPMgLWgwHwfjXa8r06UuPb7zTZqamDLFli1Ct5/Hz7+GLzfn8HiisVdmpLty+atC95i1sgu9yh95vb3b+dXc3/VJfzIa3kZmzuWNXVryPBm4LWSITsRJ8L5U37AGfm3Ul6u2ivU1daaKnU1NabyZcIrKll6Oy48WZqaXe+gYrebsLUvmUvLihGlhQm+2Xz5o4/7510yAAOZd96Biy4yx9/rNb8HwPHHw/XXw777GnEw4QETCHQfdthXEhXbHAfyPOtMON3m56F2AYSrTS4p/zAo/prJpZQz2YTS+YvBl4/25FBbq9iyxaU1pIlGdTyPkMa2TfUrj0cRCCpGjFAUFYHlNhkhKVxthKXR3Sfv7pEBHjCWNpby/Ve+z0srXyLiRpJmUNiWzfRh08kJ5PS+EQ2bGjexrm4dLknlVKEIeAL83yH/x7UHXIvf42fu+rn85r3f8Oa6N1GoDhWLM72ZTMifwH3H3cfBow9rr9qaKhx1nrSGzxve47dLv8+mltW0Oi3t27OVjatdDht3ODd87XqOmHBE/w6ODM4HjYRXVENbA5MLJ4u3Ul8RTyNBGBBEcBLBSRAEQdhRqP0U3j0N2srACpgy0Ggo+TrMvA+yJ8cTlLsmEfTWxKd+CE5VjcP4+acVPPKIEY4SnjBKwVlnGVFiyhQTFpaVtX1iBCQFj38vv59rX7uWlmhLh+99to9fHforfv61n2+zjf0f3J95pfO6zA96gnx4yYc8uPBB/v7Z32mNdaxmlunN5KgJR/HY6Y91m6C3J2JujEufv5SnvnyKULRjLo+gJ8jpu5/OfcfdR14gr387MgCD8y+rvuTP8/9MSwtsLoXqKiOiNTRYuF+cQWztwUycaH7jESOM18vIkSbELieno+eLx2OExHYvtqjDi5seYnnDZ7S1QnM8UXZbK7Q0W6z5090d85doF9oqiTRW8tmnbcyfb7Fqtc2aDUE2bsmgoiaH2qYsbMvF541hqW5C3MyBQWuIxLxEYzZ52S2U5DcwdmQLE8e1cftf9yIzsx8eG2kSQR75/BEuee6SDqLT9jImewxvX/g2EwsmdvmuvLmcvy38G/d8fA/VrQOflKwgWMDVs6/m0n0u7XPp7i6I4CTs6IjgJAgDgghOIjgJgiAIOwhVLVWc/czZOE4bRBqMl5MTAqeVE7J8/KjAh5UxHIKjIDjS5J8JDDOeIb58E0ZneTsmWo4nVdZujH8se4GHV75uwoAS1dHcKE6rl3V/XElluY9Iypg4Jwc++ADGjTMiUzqoba1l5O9GdpsEeeaImSy4fNuu0W2xNnJvyyXidB3kTy2cyvKrlgMwv3Q+Zz9zNluatnQQnnyWj1E5o7jxsBvJ9edu1V4oGuKWd29hTe2aDsJCwA5QkFHAo6c+yqHjDt2mfRmIwflnZZ/xrae/xera1V2+y/BmcMT4I7jtkD/gax1LZSVUVhoPpWSFso5TIvH6Ovdd/t18CQ1uGRHd0mXbB484kpcv+A/Z/iy0hqVLTZ6yJ5+EZcuM91s0anIOgRG5pkwx3nOjRpmQxgkTIDvbeGbZdiLMy4ha69fDmjVQWmqm1athwwZAOex1ZYBmK9alTXtUwl1zYOLWU5Z1S5sHfncA/HMG6E4/jaXhno9yOX5+fYf5MTfGJc9fwqNfPIqrXdx4nihb2QzLHMa+I/fFk1JBsCnSxPsb3yccC7d7NtnKJtOXyV1H38Ul+1yy1XbG3Bj3fHwPd354J5UtXfNPeSwPAU+ggxjoape2WFuHsL0ExRnFXHvAtVx74LUd2rpNiOAkCILwP4EITiI4CYIgCDsI1aFqLnnuEp5f+XyX7zK9mexevDtPnfEUu2SXQLjGTE7IiEpuLKVqVyw5T9lUhps57+3f8kHFl4S6KVO+e8X/sf6hmwiFOubRueYauPVWE16VTo7815G8ue7NLvN9to+6n9aR4c3o9zbfXPsmpz55apeKWEFPkF8f/mt+eMAP2+dFnSjXvnYtv//k9122o1Bk+jJ7rTDkapeWSAuarvdO50w7hwdPfpCgt5vM5X1lgAbnWmve3/g+v3nvN8zdMJeIE2kXPhQKS1nsVrQbe5bsuVVBoTnSzCeln1DeXN4hdMtn+fDYHi6acRHXHnAt4/PHA7BgAVx2mQmnTOT2AiNknnwynHEGfO1rkJFhvrNtc955+1CgLBYznneOY5aPxeD9D2Ns+G0+t09vZnOOyQmWyL9kO+Bz4ZKFcMvbkNf1X6L74wc8sQf84Dho8UEoxbnQ44DHhQsWwc+XFzF2dVW322hoa+D/3vo//vbZ3wg7YVztEvAEGJ41nDnnzWFK4RSeWPoEFz93Ma3RVjSagCdAwA5w17F3ccFeF/S92lUK1aFqHlr0EPfOu5e6tjpaIi0opfDbfk6Zego/mP0D/vDJH3h2+bNEYhE0mkxfJrn+XK6efTUXzriQ4szing2IN4ggCILQDSI4ieAkCIIg7GAsLl/MD+f8kHml8zqEZllYeG0vl+1zGYeOOxTVJdV2VxZsWcB98+4j7IS75HTZtWhX7jvuPgpDB7LPPqaMeip77w3vvWcG/rZN2nj6y6e5+LmLaYp0rFqV48/hqTOe4uiJR/d7mz9+7cfc/fHd7YJKAr/tZ8M1GyjJKumyziurXuH0J08nFOta2jroCWJbXQ+C67rdLu+zfDx86sN8a49v9bvtXUiDN8iG+g2c8dQZzN8yfxsb1RVLWVwy4xLuOvYusnxZ7c377nfh4YeNKJTKZZfBHXeYcys7e8Ca0QGtNXPXz+X2D27n9TWvd8iDlCDoCeL39J5Uy3EdWqItXc4ngLG5Y7nuoOv49vRvk+3v244sr17O5S9czsKyhbREW1Aogp4gh447lHc2vEMoGsJSFn7bz+UzL+fmr99Mjn8r+Z76gNaaDzd9yL3z7uWFlS+gUO3Cl6Usk99HwwlTTuDq2Vdz8NiD+5ZIeiiTTf+PjFkEQRC+iojgJIKTIAiCsIPy0aaPOOXxU6gKdfWWsJTVIdl1d0TdaLcD5CxfFs9+61mOnHBk+2Dy+efhwguNd0mq8DRtGvz+97DffmZcl5m5XbvUgVjMhGW1xdoouL2gSy4lS1lctd9V3Hvsvf3e9pTfT2FV7aou8w8YfQAfXvJhz21yY9z6/q3c+t6tRJxIu0jnt/3ceNiNnL776e3Lvrr6VX7y+k9oi3uNKRQ+28fVs6/m5q/fvFURo8+kMfyosrmSn7/1c55d9iyhaKg9tNFn+xiWOYwL97qQcXnj0GjmbZ7HY0seI+JEiLpRFAqP5WFs7lgu3vtirjvoui6eUY88At/5Tlcx88or4bbb0heq2R1z18/ley99j2XVywZke1m+LH60/4+48bAbt6m6l9aal1a9xOUvXE5DuKGDuJzhzWD2qNncf+L9TC6cPCDt7Ux9Wz3//vzf3P3x3aypW8O4vHH8cP8fcv7088kP5vdvY+LhJAiCIHSDCE4iOAmCIAg7MK7r8tuPfsuv3jbV1lLDthSK3EAufrujsBF1o9S31XcQmxLiwA/3/yG3HnErltU1LKe1Fe6+G+6804hB0Wgy9GncODjmGDj2WJg9G4YNo730ulImlMnnM8mkE5tOVLtqazPVzyzLeEu5rsnl89Zb8JOfmGXPfvpsnlj6RJewtPF541l79dp+HbOaUA0j7xrZJX9Tli+LPx7/R76917e3uo3SxlIueu4iPtz0YXtC8wxvBlfueyW3HnErd3x4B7e8c0u7SJbpzWR6yXQeOfURJuRP6Fd7t8og5LvRWvPG2jf49Xu/Zl7pPGJuDMd1CHgCfH3c19nQsIH19etpibYQ9ATRaM6Zdg4/Oegn7Fq0a4/b/elPzfnUuZlPPAGnn548VwaTpnATj3z+CHd/fDeljaW0xkzoWoYng92H7c7dx9zN2Nyx3PHBHfxt4d+IOlEcHDK9mSgUF+59IVfue2Wv+90fwrEwv/vod9w09yYiboTROaN54KQHOHbSsQOy/a2htaamtYbCYOE2CWeCIAiC0BMiOIngJAiCIHwF0Frz/IrnuWbONVS1VHUQQc7Z8xzuPfZevJaXX7z9C+6bd18HISTLl8WdR93JOXue021YGBhvh8S1X2v48kt4/Q1457VsFi30EA6bBM+ua0reO45xahgxwiR6HjkScnOTVcwSFcwiEeOAsLGikfIKh/JyU8UsGDDLVW3JxGf7eGvdW3zj8W90Cavz2T42/XATwzKH9flYPbX0KS55/pIu2wp4AlT9pKo93Ksvx/zZZc9y6fOX0hprJeyEyfBmUJxRTFWoilA0hNfy4vf4uffYe7loxkXpGbAPcoLlVTWr+O2Hv+Xhzx9Go9s9uLJ8WQQ9AX5ywLVcts8l5AULYSv5hNavh+nTTVXC1KZOnAgffWRyNg2k11x/+aT0E+744A5eWvUSYMQfn+1DKYXWmogTIcObweic0Vx/8PWcOe3MflUu7A9lTWW8sfYNzpx2ppSuFwRBEHYKRHASwUkQBEH4CuG4Do8veZwfv/5jmsJN7R4nuYFcMjwZlLeUE4qGyPBm4Lf9/L/D/x+X7nNprwPYsqYyRt01Co/l6ZCQWKOZXDCZhZd/RmW5l/XrYcsWM23aBGvXwsaNRlAKh5MeTY6T9HSybYjs+SAth12BwkYpo58oIEaYH+9/HXceczuO61B8ZzF1bR1Lh2X7srn/xPs5e8+z+3yMvv2fb/Pw5w93mX/ylJN57uzn+rydBHWtdVz1ylX8d/l/u4Q9HTH+CB446YFuc0INGOkWnCIN0LAEGpdDazmESqG1lFiolOamdehwHVmWxqMUqt0DTUH7e8tUR/Rmg68A/MWmcmLGaAiO5MvY97n0uwE+/9xUlksQDMLPfgbf+57xfLMsI0BtL62tRuzsT16oypZK7l9wP/fMu4fGcCOO6+D3+Dlh8glcd9B17Ddqv+1vmCAIgiD8jyGCkwhOgiAIwleQqBPlb5/9jZ+/+XPCTphQNIRC4ff48VpebjjkBn6w3w/6VB1Na83lL1zOo0se7SCogBFVfrj/D/l/h/+/bWrnurp17PnnPds9slIpDBby2Xc+Y0zuGACufuVq/jT/T8R0x5LsZ+1xFo+d/lifbQ67c1iXvFfZvmweP/1xjp98/DbsheGtdW9x7rPnUt5cTn4gn3+c8g9O2fWUbd5enxlowalpNZS+BOWvQfUnEG0AT9BUNQTI2RXy9oDgKDNljILgcPAXgeUHZZs2addUQ4yFIFwFrWUw71KINXe0FyhBf7Ocl182ScLnzTPecs3NxmMOYI894JBD4MgjYbfdTGqe3FwjZEajPe+m12vEqqYmqKw0VfBeew3efx8+/bT/hybmxnjsi8dYUrmEaw+8tl+edYIgCIIgdEQEJxGcBEEQhK8wrdFW/jD/D/zirV/gaIefHvRTrjvoun5XtHJch28+8U3eWPtGl+TdQU+Q9y56j5kjZ/Zrm652mf3AbBaWL+ySvDzbl83Hl37M7sW7t89bVL6Ig/5+UBfRqyBYQPVPqvsUrramdg17/nnPLvuQ7cum5roavHbvidZ7pafEyOlOXDxQglPl+/D5L6HmI+Oc5JpQOQLDYeoPYMxpkDXeCEjKAjsInZKAb5VHe2jrOcl2trbCO+/A3LnwxhuwZImZ7/ebXY1GzTJKmUM7apQJu0sN10wsU1pqDr3jGI8pb/znjUS6VsUTBEEQBGFwEcFJBCdBEARhJ6At1obrumT4tj0mKRwLc9hDh/FZ2Wft1coS7JK7C8uvWt6v/DV3fngnN869sVuvqTfOf4MDxhzQYb7WmmF3DqO6tbrDfEtZ7Ddyvz7tW2ljKatqV3URuM7c40weP/3xPre9WwY5l9KA2l33b/jkcnA6lYubcBHM+qOxYfcjN9Gzw6GtH1XJzum5nVpDba0Rj0pLYfNmE7K5Zg1s2GCEo2jUhMklwjW9XiM+BQIwZgxMmgRjxxpxatQoGD0aiop6P3SCIAiCIKSXngSnfj7OEgRBEARhKBmIRMZ+j5/XznuN/R7cj9U1qzuEtlU0V3DlS1fy6yN+3adtraxZyS/f+iVtTluH+UFPkCdPf7KL2ASglGKv4Xvx5ro3O8x3tcvHpR9vwx4lOXLCkdu1/leetf/sKjYB7PYTE06XVnpPLK4UFBaaafr0NDdFEARBEIQhRzycBEEQBOF/lMqWSsbfO76LZxKA3/Z3SCzeE22xNjRd7yX+euJfuWzmZT2u98HGDzj4Hwf3r8FbwcIi+osolrX1dvfKV9nDqfZTeOProGPgpMSaFe4HX3savHngydxq1TlBEARBEIS+0pOH03bdbSilCpRSryulVsVf83tY7lil1Aql1Gql1M/6sr5S6vr48iuUUsekzJ8bn7coPkmWR0EQBEHYBoZlDuOVc15B0VXoCDthWmOtW526E5uOmXhMr2ITwEFjDxrwsvOzR8/efrHpq07BTDhlPezxf6aSnCcbrADUfAL/3QXePwNW3Q+NK8CJQLQZIvWmgl0sZBKE94Ybi6/TYNaLtUKsxQhdgiAIgiAIKWyXh5NS6g6gVmt9W1xIytda/7TTMjawEjgK2AzMB87WWn/Z0/pKqd2Bx4D9gJHAG8AUrbWjlJoL/Fhr3S93JfFwEgRBEITuefrLpznjqTO6zLeVjd/j73Yd13W7hNEBTC+ZzuLvLu6T3fOePY9/f/Hv/jW2F14991WOmXTM1hfcGl9lD6dU3BjUL4aqD6D8DahbDK1bTA4nZZtlMkaBrxACxeAvhsAwU7HOkwHKYzyhdCwuNDVCaym0VZlqdeEak98pXAUoOKN+W/ZaEARBEISvOGlJGq6UWgEcprUuU0qNAOZqrad2WuYA4Eat9THxz9cDaK1v7Wn91GXi68yJb+MjEZwEQRAEYeD556J/8p0Xv0PEibTP89k+rph1BXsU79Fh2agb5Zdv/5Ka1pr2eV7Ly8yRM3n/ovexLbtPNtfUrmHS7ycNSPu9lpfILyJbX7Av7CyCU3c4EWhemxSKwlXQVgmhzRAqhXAluNG4yOQA2ohOyjYClO031e4yRkNwJARKkmJV4X79r3YnCIIgCMJXnnQlDS/RWpcBxEWj7sLbRgGbUj5vBmZvZf1RwMed1hmV8vkfSikHeAb4f7oH1UwpdTlwOcDYsWP7tWOCIAiC8L/EhTMuJD+Qz9nPnE1rzOT+iTgRHv78YVZ/fzX5wWTU/DWvXtMh71PAE+CA0Qcw57w5fRabACYWTCQ/kE9dW912t//4ycdv9zb+J7B9kLurmQRBEARBENLIVgUnpdQbwPBuvrqhjza6e1y3tcd0va1zrta6VCmVjRGczgf+1d1GtNZ/Bf4KxsOpb80VBEEQhP9NTtn1FO459h5+OOeH7YJSS6SFS1+4lGe+9QwAH276kL9++td2UcpreZlaOJUXz3kRr+3tt82fHvxTbnjzBhzttM9TKI6eeHS34lVVSxULyxZ2WN7C4rYjbuu3bUEQBEEQBCF9bFVw0lr3WF9YKVWhlBqREhJX2c1im4ExKZ9HA1vi73tav8d1tNal8dcmpdSjmDxP3QpOgiAIgiD0j8tnXk5ZUxl3fHgHoWiIsBPm1dWv8uyyZzlm4jGc/uTp7WKTrWxG5YzirQveIsObsU32rp59NTfPvZlQLOkxle3P5vv7fZ8TppzQZfkfvPIDPi3rmKB6/9H7s2uxeOwIgiAIgiDsSGxvKZfngQvi7y8AnutmmfnAZKXUeKWUDzgrvl5v6z8PnKWU8iulxgOTgU+UUh6lVBGAUsoLnAgs2c59EARBEAQhhV8e+kvOn35+u4gUioa46LmLuOyFyzqEvxUEC3jvovcoCBZss62AJ8Apu57SoVJeU7iJF1e+2O3yL658ETelklqWL4vvzvruNtsXBEEQBEEQ0sP2Ck63AUcppVZhqtDdBqCUGqmUehlAax0DrgLmAMuAJ7XWS3tbP/79k8CXwKvAlVprB/ADc5RSnwOLgFLgge3cB0EQBEEQUlBK8acT/sTRE44m6AkCEIqEeHLpk7TFTGW6HH8O7170LqNzRm+3vcv2uYwsX1b7Z43mpVUvdVmuormCLU1bOsyLuTG+uds3t7sNgiAIgiAIwsCyXUnDtdY1wBHdzN8CHJ/y+WXg5b6uH//u18CvO81rAWZuT5sFQRAEQdg6lrJ44ownOOKhI1iwZQFtThu2MjmVMrwZvHbea+xaNDBhbIeOOxRPp+pmlS2VbGnawsjske3z3lz3Jj7bR9gJt887ZuIxHcQqQRAEQRAEYcdgez2cBEEQBEHYSfHZPl457xUmFExAoXC1S9AT5Okznmb26Nlb30AfsZTFt/f6dgfRyWt7eWPtGx2We37F8zRFmto/Z/uyuXzm5QPWDkEQBEEQBGHgEMFJEARBEIQeyfJlMfeCuRQEC9Bo7j/xfo6bfNyA27loxkX4bF/75+ZIM/9d/t/2z1prXl/zepf1jppw1IC3RRAEQRAEQdh+tiukThAEQRCEnZ/izGIWXLaA5dXLOXbysWmxMb1kOsUZxWxo2NA+7611b6G1RinFypqVtDlt7d9ZyuLMaWfitb1paY8gCIIgCIKwfYiHkyAIgiAIW2Vc/ri0iU1gEpVfPvNyAp5A+7yYG2Nplakz8tqa19Bat38X9AS5ZO9L0tYeQRAEQRAEYfsQwUkQBEEQhB2Cc/c8t8NnRzvtYXTPLn+W1lhr+3dZvixmj+pDHqnhw0Gp/k290Z/tDB/e72MgCIIgCIKwsyCCkyAIgiAIOwS75O3SofJdW6yNZ5c/S8yN8fHmj9vn+2wfl+x9CWpr4hBARUU6mto3htK2IAiCIAjCECOCkyAIgiAIOwxXzLqCTG9m++f5pfP5YOMHeK1kriZb2Vww44KhaF7/Ec8qQRAEQRD+RxHBSRAEQRCEHYYzdj+DmBtr/+z3+PnHon90CKcbmzuWKYVThqJ5Xw3Es0oQBEEQhB0AEZwEQRAEQdhhyA/m87WxX2v/HIqEeHnVy+0iVNAT5LuzvjtUzRMEQRAEQRD6iAhOgiAIgiDsUHx31nfJ9mUDENMxqkJV7d+52uXsaWf3fWMlJQPdPEEQBEEQBKEPeIa6AYIgCIIgCKmcMOUEHNfp9ruZI2ZSktUPEam8fIBatQ30Jam5IAiCIAjCTop4OAmCIAiCsEMR8AT4xq7fQNFRsMnyZUk4nSAIgiAIwlcEEZwEQRAEQdjhuHSfS8nyZXWYF3NjfHO3bw5RiwRBEARBEIT+IIKTIAiCIAg7HIeOOxSv7e0w75iJx3QRoQRBEARBEIQdk+0SnJRSBUqp15VSq+Kv+T0sd6xSaoVSarVS6mdbW18pVaiUelsp1ayU+kOnbc1USn0R39Z9SkmCBEEQBEHY2bCUxfnTz8eK36pk+7K5fOblQ9yqfjJUCcslUbogCIIgCDsA2+vh9DPgTa31ZODN+OcOKKVs4I/AccDuwNlKqd23sn4b8Avgx93Y/DNwOTA5Ph27nfsgCIIgCMIOyMV7X9zh81ETjhqilmwj5eWg9eBPQ5koXRAEQRAEIc72Ck6nAA/F3z8EfKObZfYDVmut12qtI8Dj8fV6XF9r3aK1fh8jPLWjlBoB5GitP9Jaa+BfPdgUBEEQBOErzvSS6YzIHgHAmdPO7BJiJwiCIAiCIOy4bK/gVKK1LgOIvw7rZplRwKaUz5vj8/q6fudtbe5hW4IgCIIg7GScM+0cAC7d+9IhbokgCIIgCILQHzxbW0Ap9QYwvJuvbuijje5yLOk+rrtd21JKXY4Jv2Ps2LHbaFIQBEEQhKHi0pmXsrpuNfuN2m+omyIIgiAIgiD0g60KTlrrI3v6TilVoZQaobUui4e7VXaz2GZgTMrn0cCW+Pu+rN95W6N72FZ3bf8r8FeAWbNmbavIJQiCIAjCEDGlcArPnvnsUDdDEARBEARB6CfbG1L3PHBB/P0FwHPdLDMfmKyUGq+U8gFnxdfr6/rtxMPumpRS+8er0317a+sIgiAIgiAIgiAIgiAIg8v2Ck63AUcppVYBR8U/o5QaqZR6GUBrHQOuAuYAy4AntdZLe1s/vo31wF3AhUqpzSmV7a4AHgRWA2uAV7ZzHwRBEARBEARBEARBEIQBRJlibzs/s2bN0gsWLBjqZgiCIAiCIAiCIAiCIOw0KKU+1VrP6jx/ez2cBEEQBEEQBEEQBEEQBKEDIjgJgiAIgiAIgiAIgiAIA4oIToIgCIIgCIIgCIIgCMKAIoKTIAiCIAiCIAiCIAiCMKCI4CQIgiAIgiAIgiAIgiAMKP8zVeqUUlXAhiEwXQRUi92d1u5Q2ha7YndnsjuUtsWu2N3ZbItdsbuz2Ra7Yndnsy12xe7OZnsXrXVx55n/M4LTUKGUWtBdeUCxu3PYHUrbYlfs7kx2h9K22BW7O5ttsSt2dzbbYlfs7my2xa7Y3Rltd4eE1AmCIAiCIAiCIAiCIAgDighOgiAIgiAIgiAIgiAIwoAiglP6+avY3antDqVtsSt2dya7Q2lb7Irdnc222BW7O5ttsSt2dzbbYlfs7oy2uyA5nARBEARBEARBEARBEIQBRTycBEEQBEEQBEEQBEEQhAFFBKc0oZQ6Vim1Qim1Win1s0G0+3elVKVSaslg2YzbHaOUelsptUwptVQpdfUg2Q0opT5RSi2O271pMOym2LeVUp8ppV4cRJvrlVJfKKUWKaUWDKLdPKXU00qp5fHf+YBBsjs1vq+JqVEpdc0g2f5h/LxaopR6TCkVGCS7V8dtLk3nvnbXXyilCpRSryulVsVf8wfJ7hnx/XWVUmmrrNGD7Tvj5/XnSqn/KKXyBsnuLXGbi5RSrymlRg6G3ZTvfqyU0kqposGwq5S6USlVmvK/fPxg2I3P/378mrxUKXXHYNhVSj2Rsq/rlVKLBtpuL7ZnKKU+TlwnlFL7DZLdvZRSH8WvUS8opXIG2Ga39xqD1G/1ZDutfVcvdtPab/ViN639Vk92U75PS7/Vy/6mtd/qbX8Hod/qaZ/T2nf1Yjet/VYvdtPdb3U7Vkl3v9WL3XT3WT3ZHYx7rZ5sp7vf6nU8msZ+q6f9Tfv9Vr/QWss0wBNgA2uACYAPWAzsPki2DwH2AZYM8j6PAPaJv88GVg7GPgMKyIq/9wLzgP0Hcb9/BDwKvDiINtcDRYP5+8btPgRcGn/vA/KGoA02UA7sMgi2RgHrgGD885PAhYNgdxqwBMgAPMAbwOQ02erSXwB3AD+Lv/8ZcPsg2d0NmArMBWal8fh2Z/towBN/f/sg7nNOyvsfAH8ZDLvx+WOAOcCGdPQnPezvjcCP0/Xb9mL36/H/I3/887DBOs4p3/8O+OUg7vNrwHHx98cDcwfJ7nzg0Pj7i4FbBthmt/cag9Rv9WQ7rX1XL3bT2m/1Yjet/VZPduOf09Zv9bK/ae23erE7GP3WVu/d09F39bLPae23erGb7n6r27FKuvutXuymu8/qye5g3Gv1ZDvd/VaP49E091s97W9a+63+TuLhlB72A1ZrrddqrSPA48Apg2FYa/0uUDsYtjrZLdNaL4y/bwKWYQbs6bartdbN8Y/e+DQoicmUUqOBE4AHB8PeUBJ/2nMI8DcArXVEa10/BE05Alijtd4wSPY8QFAp5cEIQFsGweZuwMda65DWOga8A3wzHYZ66C9OwYiLxF+/MRh2tdbLtNYrBtpWH22/Fj/WAB8DowfJbmPKx0zS0Hf1ck24G7guHTa3Yjet9GD3CuA2rXU4vkzlINkFQCmlgG8Bjw203V5sayDxlD6XNPRdPdidCrwbf/86cNoA2+zpXmMw+q1ubae77+rFblr7rV7sprXf2sr9ZNr6rSG8j+3J7mD0W73uc7r6rl7sprXf6sVuuvutnsYqae23erI7CH1WT3YH416rJ9vp7rd6G4+ms98asnFwfxDBKT2MAjalfN7MIFy0dhSUUuOAvTEq62DYs+PuvpXA61rrQbEL3IPpQNxBspdAA68ppT5VSl0+SDYnAFXAP5QJIXxQKZU5SLZTOYs0Ddo6o7UuBX4LbATKgAat9WuDYHoJcIhSqlAplYF5yjdmEOwmKNFal4G5OQOGDaLtHYGLgVcGy5hS6tdKqU3AucAvB8nmyUCp1nrxYNjrxFVxt/a/D3T4QC9MAb6mlJqnlHpHKbXvINlN8DWgQmu9ahBtXgPcGT+3fgtcP0h2lwAnx9+fQRr7rk73GoPabw32fU4f7Ka13+psd7D6rVS7g9lvdXOcB6Xf6mR3UPutHs6ttPddnexewyD1W53spr3f6mGskvZ+a6jGSH2wm7Y+qyfb6e63urM7GP1WL8d6KO63ukUEp/Sgupm3w6mN6UAplQU8A1zTSU1OG1prR2s9A6OU76eUmpZum0qpE4FKrfWn6bbVDQdprfcBjgOuVEodMgg2PZjQiT9rrfcGWjDuv4OGUsqHuSF4apDs5WOePo0HRgKZSqnz0m1Xa70M42r8OvAqJiQ31utKwoCglLoBc6z/PVg2tdY3aK3HxG1elW57cRHzBgZJ3OrEn4GJwAyMiPu7QbLrAfIxbuY/AZ6MP7kfLM5mkITyFK4Afhg/t35I3Dt1ELgYc136FBOyEkmHkaG41xhq2z3ZTXe/1Z3dwei3Uu1i9m9Q+q1u9ndQ+q1u7A5av9XLOZ3Wvqsbu4PSb3VjN+391lCMVXZUu+nus3qyne5+qxu70xmEfquH/R2q+61uEcEpPWymozo+msEJxRlSlFJeTAf+b631s4NtX5sQr7nAsYNg7iDgZKXUekzI5OFKqUcGwS5a6y3x10rgP5gQznSzGdicopo/jRGgBpPjgIVa64pBsncksE5rXaW1jgLPAgcOhmGt9d+01vtorQ/BhKwMpmdEhVJqBED8dcDd+HdElFIXACcC52qth+IBwaMMsBt/D0zEiKiL4/3XaGChUmp4ug1rrSviN0Yu8ACD03eB6b+ejbuef4LxSh3wROndEQ/HPRV4YjDspXABps8CI9IPyrHWWi/XWh+ttZ6JGaiuGWgbPdxrDEq/NVT3OT3ZTXe/1Yf9TUu/1Y3dQem3utvfwei3ejjOg9Jv9XJupbXv6sFu2vutHn7jtPdbCTqNVQbtfmuQx0g92h3Me61e9jmt91spdhMPrQflfit1f4fwfqtbRHBKD/OByUqp8XGvjLOA54e4TWkl/tTlb8AyrfVdg2i3WMWrHCilghiRYHm67Wqtr9daj9Zaj8P8vm9prdPu/aKUylRKZSfeYxLwpb0ioda6HNiklJoan3UE8GW67XZisL0ENgL7K6Uy4uf3EZh4/7SjlBoWfx2LueEbzP1+HnPTR/z1uUG0PSQopY4FfgqcrLUODaLdySkfT2Zw+q4vtNbDtNbj4v3XZkwS1fJ0207cWMf5JoPQd8X5L3B4vA1TMEUPqgfJ9pHAcq315kGyl2ALcGj8/eEMkmid0ndZwP8Bfxng7fd0r5H2fmsI73O6tZvufqsXu2ntt7qzOxj9Vi/7m9Z+q5fz6r+kud/ayjmdtr6rF7tp7bd6+Y3T3W/1NFZJa781VGOknuwOxr1WL7bT3W91Z/ezQei3etrfobrf6h69A2Qu3xknTN6VlRiV/IZBtPsYxnUuijmxLxkkuwdjwgY/BxbFp+MHwe504LO43SWkqQrQVtpwGINUpQ6TS2lxfFo6yOfWDGBB/Fj/F8gfRNsZQA2QO8i/7U2Yi9IS4GHi1WIGwe57GEFvMXBEGu106S+AQuBNzI3em0DBINn9Zvx9GKgA5gziPq/G5N1L9F3pqBbXnd1n4ufW58ALmIS8abfb6fv1pKdKXXf7+zDwRXx/nwdGDJJdH/BI/FgvBA4frOMM/BP4bjrO5a3s88HAp/E+ZB4wc5DsXo2591kJ3AaoAbbZ7b3GIPVbPdlOa9/Vi9209lu92E1rv9WT3U7LDHi/1cv+prXf6sXuYPRbPR5r0th39bLPae23erGb7n6r27EKae63erGb7j6rJ7uDca/Vk+1091tbHY+Snn6rp/1N+/1WfyYVb5QgCIIgCIIgCIIgCIIgDAgSUicIgiAIgiAIgiAIgiAMKCI4CYIgCIIgCIIgCIIgCAOKCE6CIAiCIAiCIAiCIAjCgCKCkyAIgiAIgiAIgiAIgjCgiOAkCIIgCIIgCIIgCIIgDCgiOAmCIAiCIAiCIAiCIAgDighOgiAIgiAIgiAIgiAIwoAigpMgCIIgCIIgCIIgCIIwoPx/pxIHCkRbz50AAAAASUVORK5CYII=\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 = 1\n", "hdf5_results = h5py.File(\"data/tfmodisco/KCEFS_M1_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 35 actual importance scores:\")\n", " viz_sequence.plot_weights(pattern[\"Topic_35_contrib_scores\"][\"fwd\"]) \n", "hdf5_results.close()" ] }, { "cell_type": "markdown", "id": "751e1e5a-14b5-4882-b388-54e5b9773efb", "metadata": {}, "source": [ "### Saving TFModisco patterns as text to be later used by ClusterBuster" ] }, { "cell_type": "code", "execution_count": 12, "id": "683a803e-f29a-482d-a41c-2780a72a2334", "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 = 1\n", "hdf5_results = h5py.File(\"data/tfmodisco/KCEFS_M1_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/KCEFS_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": "009bece9-5256-4535-86a3-fbb97a3f5064", "metadata": {}, "source": [ "### Plotting TFModisco trimmed patterns" ] }, { "cell_type": "code", "execution_count": 14, "id": "c5f32ed3-348f-46e3-8633-81b49da54ebe", "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/KCEFS_M1_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_35_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/M1_patterns.pdf\",transparent=True)\n", "\n", "hdf5_results.close()" ] }, { "cell_type": "code", "execution_count": null, "id": "f893b498-cd8d-49e8-9a77-78b942428fe4", "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 }