{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "from __future__ import print_function\n", "import keras\n", "from keras.models import Sequential, Model, load_model\n", "import keras.backend as K\n", "\n", "import tensorflow as tf\n", "\n", "import pandas as pd\n", "\n", "import os\n", "import pickle\n", "import numpy as np\n", "\n", "import scipy.sparse as sp\n", "import scipy.io as spio\n", "\n", "import isolearn.io as isoio\n", "\n", "from scipy.stats import pearsonr\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import matplotlib.cm as cm\n", "import matplotlib.colors as colors\n", "\n", "import matplotlib as mpl\n", "from matplotlib.text import TextPath\n", "from matplotlib.patches import PathPatch, Rectangle\n", "from matplotlib.font_manager import FontProperties\n", "from matplotlib import gridspec\n", "from matplotlib.ticker import FormatStrFormatter\n", "\n", "from aparent.data.aparent_data_plasmid_legacy import load_data\n", "\n", "from analyze_aparent_conv_layers_helpers import *\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/numpy/core/fromnumeric.py:56: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n", " return getattr(obj, method)(*args, **kwds)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training set size = 2735\n", "Validation set size = 100\n", "Test set size = 40000\n" ] } ], "source": [ "#Load random MPRA data\n", "\n", "file_path = '../data/random_mpra_legacy/combined_library/processed_data_lifted/'\n", "plasmid_gens = load_data(batch_size=32, valid_set_size=100, test_set_size=40000, kept_libraries=[20], canonical_pas=True, no_dse_canonical_pas=True, file_path=file_path)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Colocations handled automatically by placer.\n", "WARNING:tensorflow:From /home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/keras/engine/saving.py:292: UserWarning: No training configuration found in save file: the model was *not* compiled. Compile it manually.\n", " warnings.warn('No training configuration found in save file: '\n" ] } ], "source": [ "#Load legacy APARENT model (lifted from theano)\n", "\n", "model_name = 'aparent_theano_legacy_30_31_34'#_pasaligned\n", "\n", "save_dir = os.path.join(os.getcwd(), '../saved_models/legacy_models')\n", "model_path = os.path.join(save_dir, model_name + '.h5')\n", "\n", "aparent_model = load_model(model_path)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#Create a new model that outputs the conv layer activation maps together with the isoform proportion\n", "conv_layer_iso_model = Model(\n", " inputs = aparent_model.inputs,\n", " outputs = [\n", " aparent_model.get_layer('iso_conv_layer_1').output,\n", " aparent_model.get_layer('iso_out_layer_1').output\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#Predict from test data generator\n", "iso_conv_1_out, iso_pred = conv_layer_iso_model.predict_generator(plasmid_gens['test'], workers=4, use_multiprocessing=True)\n", "\n", "iso_conv_1_out = np.reshape(iso_conv_1_out, (iso_conv_1_out.shape[0], iso_conv_1_out.shape[1], iso_conv_1_out.shape[2]))\n", "\n", "iso_pred = np.ravel(iso_pred[:, 1])\n", "logodds_pred = np.log(iso_pred / (1. - iso_pred))\n", "\n", "#Retrieve one-hot input sequences\n", "onehot_seqs = np.concatenate([plasmid_gens['test'][i][0][0][:, 0, :, :] for i in range(len(plasmid_gens['test']))], axis=0)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#Mask for doubledope library (Alien2)\n", "mask_seq = ('X' * (25 - 1 - 7)) + ('N' * (71 + 7)) + ('X' * (14 - 7)) + ('N' * (71 + 7 - 2))\n", "\n", "for j in range(len(mask_seq)) :\n", " if mask_seq[j] == 'X' :\n", " iso_conv_1_out[:, :, j] = 0\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#Layer 1: Compute Max Activation Correlation maps and PWMs\n", "filter_width = 8\n", "n_samples = 5000\n", "\n", "pwms = np.zeros((iso_conv_1_out.shape[1], filter_width, 4))\n", "pwms_top = np.zeros((iso_conv_1_out.shape[1], filter_width, 4))\n", "\n", "for k in range(iso_conv_1_out.shape[1]) :\n", " \n", " for i in range(iso_conv_1_out.shape[0]) :\n", " max_j = np.argmax(iso_conv_1_out[i, k, :])\n", " if iso_conv_1_out[i, k, max_j] > 0 :\n", " pwms[k, :, :] += onehot_seqs[i, max_j: max_j+filter_width, :]\n", " \n", " sort_index = np.argsort(np.max(iso_conv_1_out[:, k, :], axis=-1))[::-1]\n", " for i in range(n_samples) :\n", " max_j = np.argmax(iso_conv_1_out[sort_index[i], k, :])\n", " if iso_conv_1_out[sort_index[i], k, max_j] > 0 :\n", " pwms_top[k, :, :] += onehot_seqs[sort_index[i], max_j: max_j+filter_width, :]\n", " \n", " \n", " pwms[k, :, :] /= np.expand_dims(np.sum(pwms[k, :, :], axis=-1), axis=-1)\n", " pwms_top[k, :, :] /= np.expand_dims(np.sum(pwms_top[k, :, :], axis=-1), axis=-1)\n", "\n", "r_vals = np.zeros((iso_conv_1_out.shape[1], iso_conv_1_out.shape[2]))\n", "\n", "for k in range(iso_conv_1_out.shape[1]) :\n", " for j in range(iso_conv_1_out.shape[2]) :\n", " if np.any(iso_conv_1_out[:, k, j] > 0.) :\n", " r_val, _ = pearsonr(iso_conv_1_out[:, k, j], logodds_pred)\n", " r_vals[k, j] = r_val if not np.isnan(r_val) else 0\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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2wxdyy4O/vuBbisgknBukMv3edpiPn0Q9B8L6vAsdSW+XBZ9bTdoyFw03buV0qXs9NXeB8wWo0Xn47cVh5xgek5Sk46fP6rAJhgm+yqQ19KpVymPBm9AAM1GGgfcB54fCLlgn5lDgq8DtNX7HW4B3evvuBr5Wc2o7H9/N8LEy/4dGRrzqt5c3ed9vuz0/v6IcoeBGMnyvMbHxR/jCEbkn0HokHIULlzX5exV76SN8zg0j8jjxvLsTGQWfCDsBbwVeF6RjHrApSM9NwOXO8acsttqEtI7adgqeYXQmfnux3dqK7Z4+o8mY4KtMWsVR/iUpyhLibpVrKLiVmb5Jg234SyVchXP+HKg03pCy75PO8Z3ojkD4/UqE/dAQ37Xwjyn73oEJvjjJNeSgssCoPActb3t505z0NdueP8JXzV5tFWVRdia+rMRTFNyzFa8xOpF0l04VaP7I/M5UEnwiPcTn+w4TX8/P9xyI/r+MSaYBnwPOJNkWmIEGPnkl8FERfg2c4BzjIR+n1dubW54KY6Lh57uBMUlFefz0VWrLziQ+336IgvtrMxJltA4TfJVJG+GrtG7JlyC21MGXgQ9l/K7XA5d7+94IXFHpIhF60Z7ZKI8BXyx3jXNsAh7MmC4Q2RXYP+XISxF5Pm78FwTB6OcBwJHAgaggnk1pke77gN8BV1Rp9MwjvubbszgXbWzUKljmEg/tvhbnNjVgL29mEXeheg7n1ke2axW4s4h3mmzAuajrST32oqPfG4m7stQj+KqtXXQZ8OLI9nuB/6pyjdFJaLTXaKfaVuJuhcuJC75qgVYWA92R7SdwsTW0aprbKsIc4Crg5VW+N+QAxo9oShN87db4NjqPdh9Bq6UeOwT4aWT7aZKRb41xhgm+yqRNfG/WQpWFlH0nUkXwAS8gOWfhO87lWti8tcKxE4FzcvyuliPCy4BvAvuWOWUpKnhPBbaKsJ9z3Fvh3Ci+oPCDtlSbg1arvVYLvrG+32r2/KigjwXBWsrZS3t+fjlgi9Ua1UiOKsfzXa2RNSuNUkPyPSn7XojQBVxCdrEH8AvnEhFy25WmCL60eXj+vD6bqzeh8euJdnP7t3psgmOCrzJpL0R3yr7GEJkOHJNy5BhEpnkjOj67p+y7Kp+EjRIVfCPEo7sWEPmM15ipjo4a/sLbeyzO3VNfEutDhHcB3yL77/o0ldd0qlWwLEGkK4ho2Qp7eeOnz0+Pv70Yke4gYmkWe9XuN297OyLS442e+OVA/mWA0Wn0e9vLvW1f8Pnn+5RbSzKklhG+dwOHpey/DbgSjWg5G9gb9TyZQ/WOx3bCRviMscCvg9qtnrB6bIJjgq8yaZVEM8JdH0XcDTBkKnAESVfPKC/0tjegwVTyQWR34qLy1+h8k9AdaVdgL+CuGi2fRnKOyzvR5SVagghvBL5NMoT3dcBv0Yn+U9DG04HAy4ALqkTeqjT/DJICow8NI14uilyt9nqBBagbaiuoNX09qGvIEznZ6wZ2SNnfiL1FxBvQfjkwkUPeG9kot4RCue1qI3z93nZdI3wiTAI+4e0eBk4H/tuP3CzCZHT+9tVV0tdOpLVr6o6waYxOedgfndO5Fzp1YSrq5vsYcC9wA3BvTdG/Owvfq6rd2tdWj01w2i1DthutEnzHVzh2ApUFny+a/pZzgeun7UpU8H3QOye74NMANaekHHkHIh/JGKimIUSYjo7sRcXeM8CxzvH7MtcsReeAVaLaiNcqNF9F/emXUV7wVbO3Gl3cPNqrvZTWCb5q6VuLLm4e7dBYRnnBV83eOrSREZ3XuCzlvKz2nkMjEk7zrjHBZzSCL+CWe9u+YKvVpdMXeP724jJLPRwL7Ojt+7RzfD/tSwM3zu+kHWtj0qYz2DtbB4HQKwBno9NHqnGrCAdOUNHX7vVEu6fPaDK28Hplmi/4RKaigUJCniI+9H5UEACgHP78Pb/nuFHe7G1fRdK95/ggWmNWjkBHtXzmkO7a2gzeRjJS6ZvLiT0A53g0Q5S6yi6E6vrqi51K89AqC5ba7eVNlvutZd5dlvtttT2/AdlFUazsNCrhCzhf4Pnl9PzAtb8c/VXs+YKvi3hUz5DDve01aLCxTqJVHbUdjQh9wI+AH5JN7AHcNkHFHiTrid5AMLcLJvgmONZoqUxaxTEtZV8jHE589OMKdO2jkKkkK+kofiNhQ07pApFdgD0je+7DuUfQaJVrI/t3I+laWomTKxxLG/lrBm/ytq93Lvbc66XaiFLaPj+wSDPt5U2W9PmCtJX3m4e9VpQDRmdRzaUzLR9WGuWrNsK3Dh2prnQNwKu87Z+Oo2AsWTHB1yCBUCmSrCeXA/+Ozus/BjgJ+Aw61WOAib1Mky/4uokvzzPW+O+F1WETDHPprExaxeEvcN4ofoF6DfAQcHBk35uBn5W53hd8W/JJFpBM25UAODeIyM/RUbKQNwN/qWpRZC46ZzHkr+gcrDAU/+GILMC5ci6OeeEL1OtzsuuLhUYFS9728qbd7zcPe+XKgfw6V4z2QuQlwKsje1bh3A9rsNDvbcdH5JzbhshK4qHO+4Fk0CqRLqrlY+dcsPj68yN7Y50dQSPenwJwW0raxztp72ul0VMjyQnAP3j7vg2c5RypUy5EmOVcbMmbiUaaK/FM8m2TNYL/XuTdljXaHBN8lUmrOGbnZl0X042KnwG0p+xB4LzI/qNSIgeG+KO0ebpTHOttR6N/Xk1c8L0RXcS3GscT7229HO2JPinY7kZ7D79aU0prZ4G3vaphizo30V+r5j5E/N/E721OFywik1AxHOWeuu3ljUgY4CTKXQ3cbzfJ+UV/ztneHSn2/HIwi+CbTfl5g8Z4RgXWd4F9vP13ZYoirK6Z8yJ7HDCAiO/G/hRJwZfG9sTn/Drgn1Ly8VRv2x/dnkEyr68s853jmebW2xMDf/3gm4D3VnLXnOBiD9Lz3UzKz89vNX767J2YYJjgq8y6lH1zcrR/IPGGwY04txGR+1HXif5g/1x0zaQbU2z4i+FWmu+XHZEFQfpCngX+ENm+lvgSDS9FZDHOVWsE++sN/ghtmJwU2XcSzRd8W4kHOsnjuS0iGfEziytROYGWt7282YFkaOdG0rcwZ3sLSJZx9dhrdjlgtBdvxBd7yqeoHGArxHelFODJDNf1l9nvCzdBg2hUI03w+bTL6EOemOBrABF2APbzdn9tAs/Ny8rqlH3z0A78dsCvx6wOm2DYHL7KrCU5YuaPuDSCH6DkGiAMJPFz79gby9jwBV9eFdtRxMXGL2NrnTm3Bvijd03lgCsiOwIHRfY8AtwJ/JJ49Mt9Edm59iTXhN+zvUcONusVWuUWS8/bXt7U+z3l7qtdn19aRZ5nOWC0Cxp8qpyYenOwTE01+uv89nLBh+oNwuRflxZhuBPn8aR5a6QFCTPSSStP72x5KsYfaZGxfQ+YscSvx6wOm2CY4KtEwQ2R7BXJMwLiG7zt6ELkv6xybogv+HwXtno52tv+OyIvjn2Sc/bKpTHkeOIi8sc453BuK8nF4t9Se5Jrwp8TeWywVEMj1CswFgTuoHnaS1t8OG/qTd92iKRNZq/X3rwg2m1e9uZ69taknNPKSKhG6zgceElkOxpwSICPZrDRX+d3l7uu3o4V/7oNJDswy33neCZcqiZKqzrBOoG0erDpSyV1AGmj+GmRcscKvx5bRrGm6OrGOMdcOquzmvjQdz4Vh8jziIc6fgy4P7J9Pbo8Q/gb7YbILjj3d8/Sw972LiJIQ+4XKhYO8/Z+MvhU4jWITMM5P1pcyAne9o8j//8JOncveu6/V0tqA/w38K+R7bnAt0U42TnS5kpmoV6BIahQfyQnewT2/LyRN42kbzHg5+VG7f0tR3tL0IBCoJ0+UfdlsAZkZuT0xFyzzLgLXKsbJB/2to9HPS/CAAcnIvIJnPOjZEaptzOgv8z++gWfiAQeIzjHiAj3Efdm2L9O222LczgRHkfXiw2xDprspHk0LCO5FEhjFGUqGuF7PjrS7ID16Jy35RTceHM33kByTddWBlCrhv+7TkPbttWWmjJaiXqZnErcK+EOnLu2UdM2wlcd/yXZJSe7R3rb14YVMwDObYDEmnBHkcR3tZhDMhJbrbyK+lx9+oDXpB4RWUJ8TuBK4nMCf0E8ytXeiOxaRxoy4Rz3e98PGoTmJhH+QYR5Ikjw2U6EQ0T4DxH+rYLZRgVGs+3lTbvfbz72Cm6EZO9oXuWA0S6I7A0cGtlzC879HvheZF8P8MEqlvrrTME8RNLm2dUr+KaiHVlRrvG2jxTpyPltviBvWl3SgTxA0i3W9/ipj6LsQFHOoSh3oC7GfwZ+BfwU9bq5HvUc2kRR7qcoZ+byvS0g6GT33TpfNBZpKUOakLd6rP04A7gQ+I/I52dB5OiGMMFXnaTgK8rM1DNr4whv+2lEDop9kms3+deAFpg+acKwFhq5vty1fojnK3FuZHTLufUkl0Y4roF0ZOGdaI9ilP3RQDKrUQE6BDwD/AZ15/qgSGrwA2jMfSNNnORtL2/a/X7ztOeXAy8xd5hsuAuc+J9GzmsiZ3nb3wz+fsvbf3oZYRbS30Aa0kaiGhlN9u35gm8GzfWkGCt8wbePiHk0ZSFYduF73u4zRRKBXLJTlG6K8jHUi+XTwIspTe/YhkY8Xk6pY01QD6i09k0747t17j0mqUgnTfC9uOWpMMojsh/wlZQjk4HLEWmoc84EX3XSJuI29hLr/KVDvL0fR6NwRj8neee8GhE/muTfSM7je6dIQ79tmrDMfq2kNoR9wTcDkQ/FPsn5Jf41ueIcf0HXO/RdC0O6Sb4j00i6poY06oKZp71WzB3IO33t/Pz8cmB7bNJ75yCyPfEIwqvRjh8CN/ronOqZwMkVrDUi0NKubcSe/w7cTDJ4yxkifE0k6dUhwhQRThHJFJ20nfCjRU8hn8BcE4XzidfHk4EbRDhbJN6hEeSRl4lwjggvT1jSjrFvoR0L4dzybcH2AcBMCm4JBbcTBTcfdZ8+GDiJgrsp39tqOr7gWySSWKpprEhry7a/4FM/q2MR+cfIp/7Oh3ZFZCZwMaVI4quIzxnfCTi/TPs6E9bjVZ20kLoHAb9rwOarqG8ZgMnoYsCjwV2cY1iEu9GCM2Qv4DS00E5FhO2cS4lmpnMLd/P2Hkz5RdVfC/xfZHspuqh56Xxdf+qV3nVvJT5nL419EVlSZb5MQzjHn0XYC3g9unj80ZQWgff5Kxpc5rdljjcistKuzdte3rT7/eZp70GS7soHAZc08B25MM7myDVMk+73NOJr3X0f56KBKs4HXhfZfh8i34x5KUDYmeev8VkL8RE57eCb34C9mOBzjgERvkvSLfVM4BQRrkcbhr3o1ID90LrqF8BlDaSj1aTVGUdg0SYz4RwPi/Ah4MuR3VPQtXY/J8JG1Dumj/jSUnuR7Kg9HHiXt+8tFJwfOE0puPXADfWnfkxJE1WvR2MGjDXl2rL5osLlbOLLwNwHfDM2bSk7nw4+UbYicgTO/ba+RLYlXyM+Hev9aJn7WkoxNcI55d+v5wvqEnyNVLgw7hoZfiAI0OUHGnGDeV31U8ryeuLRPEHdHg7w9n1DhHXAZdEALoE74ofQyi9twv7rve1VwO8SDZuSwatR18fo+mZHEBeIx1D/aPKxwNfrvDYTzrEFDRrzk7vP3Wuny249/vAtA1MWbdo2bWpX18jabYN9D2/eNvXXxVsK5Rdn10A32zeQjLjA0KidjTQcmyv4dFH4Rnou/fvtobERs+baSy8HjqYNBN9EI63+SKuTMtczmlfO8PZe4G1fhZaF4UT656MV8a+88xoN5uO7YDb6HqeNcn8SXean39s/nfJztQ4RYZpzlAvI1W6krQf7VnQ+TFkaDnjWQTjHf4qwCvgGpaBFIdNJj+b5RhGWORebjvI275w7gCvyS2lbkRap8xgqCL4W5rmV6Oh+9HfbnaLsTME9lMs3iOyACpI0L7i9EHkvzmUPiidyJnGxtxrtAJsMXIHIwTh3RwMpbg9EjgX+MbLnZ8BlOOcQOR0VzKEHxlcRuR7nltf6NXUJvnIVqV/pjjNhV460XpH9KcpSCq7eqFWHN5AeP3omqAD0GyyT0Mboh0W4FXWh2A0dpZgGDIrQF/iSHdsQAAAgAElEQVTrR/HF6LVlxR5ocBmRW9CRx5DDgS9Ftiuvz1eZY2iy4KMou6HP7/i9lrLjXkvvSTtrmOLb/owKw/OCJTuiNLrejt+wy9te3uxAclH4WvDTt5DGXMx9ewtILuLeiL20cuAoijKVgvNdqltK7gJo4nEkaQK/uufMe8hf8PnXNzoXN3G9c2wQ4VB0XnLW9PahAne8NNTTRvj2EuG1zvHrtAtEeC0asXC8zRtrGs7xQxF+igYzekPw8TsiR9C5eTejHSP+Gre+u/1fKJQZ6SnKYpJLUr2KgktbGqcdSRN8R4mwxLnUPAnwLhF+EHQ8N4+CcxTlQZJunMcBX2jYvsgy4NeUouP+FfgOpVHi09Eljwo4N5DB3puAr0b2/AD4DHAbGoxqBvBzRA6oR/y0DSJzgW9H9mwA3jc6GurcCkQ+DXwxOD4DuBCRw2odMTWXzuo8TDIkO8BHgPfVbE1kEcm5BKeSPoIAKqSikSF3R2QxzkV7MK9GC9ydUq7fL/j4TAL2BG6PpK2XpNua36BJ41fEBd+rEJmCc1uC9cx8kXoR6RUyqDtodJH5gxGZjXP+eoiNU5Ru4BzUT7rau9AN7Atso+DSRnfTBNYLSa7jGPIp4iLdvz7N3u7A2jrt5U2a/T1JnxgO6uIRfV+y3O9epC+iDDrnNRrBLYu9vdEAPGl8DPhAhevTBN9s4N3Af5axaYwP/M6yrLwRkUU4F23k+SN066gcIfJ/iEds9q9PW0uvUrS2bxEvb1MFnXM8JMK+aP49g8odTMNoR1dqT1ibUq5++bII+zlHrMEpwh5oB+npmOCL4RwbKcqvgY2Dwz1/eXLtoiWrN8yfu22oz82YvOHZpfMefWjW1PUPAH+ikFpPP+FtV3ofJqH1XJRGOu5aTZpLZy/wCbSDKIYIe6OC6Dogn1G2yqQJvrMoytcaWgZDpB+d6hKWX8uBQ3HucUS2Ugp89WY0+MhxFUWfrvP8Q0qdyn8G3hO0Kd+Cdgp0oZ0PVyHy8iDw33jkS8Q7UQT4ldfh6LdPXwucQjK4UkVM8FWj4LZRlOUklzo4jaKcT8HdVaPFQ73tDcAPcW4w7WREHoLEUgCHEfHhDebx/SfqA1wLLyEq+HTZBN9N4zcZ7Pwa+HxkezLqG34ter/R+YqDwBnBshNJtJcoKvh6UBfR/0s9v16K0oU2tnx3kxHgJtTtZDM6Groz+mzmUb4nzBcI24C/lu2BEfEDxSxEZFIkH6TZe6CCPV+Q6GLuWXrS6sNP3yDwlwquv376dPF157aWsTcE3FeDvflV7A0H9oYz2tPF193o6N3DgQ2/8fFxinIJBZfWs2u0O1re1Oti340Gb4l2APkCawXOlesEARF/rcxqI3yPpazFGrX3IHHBV3aEMJjD/XkRvgC8CXXn3x4t89ahDfU/Ar90jqfLfmd78iw6x8yfj70XcIUIZzrHgyLMRTtcz0Hv29bXjFKUl6Ji5Uigb1L3EMvmP8qy+anOTSMU5TwK7mPe/ouBt0e296cox1NwucwJFWESurzALmjDeQ7aBulB66XNaEfp02g5/tcmulD64jbkXYGn1X+H3y3C0air51R0FLQVgu+vKfsWoh2o1dZZTkdkMdpODMXeGjRa+zPBIMJ30Q6ls4PjRwMXI3JCqnunBtD6GfpcQMuiN+MCQercdYicA3w2OP4i4H8ReVNFb7R2ROS1JAOATUcHC6rxJUSuwrlyndgJTPBl41aSgq8X+B1F+TQqDhYBL81gyxd8N5QVewDOrUTkL8R7vV5LctLmt1Ef4CxpCPHPfZD4SN1IGDAlKFSXof7T0yktkvrUpRz3p+O5/NWerbAh488JuaGs2INw+Po+4uvXvIG8BZ/2bPti72vAZyi45EKkKhAPJLk2YogvMJ6oMtzuCwRB3STDmtS392SN9kDz5PIK1zRCMopl5cI2rSJcRCmf1Gov7X6jlaZvb2VZsVfZngrBghsI1o7yR8vnA7dTlLOD796ZxsLyG63lVOKuyfdQ2eX+8+hyLiGnIXJuJK/6I3TVAk75xxd5HT++YCvXoAzx567tiEh3pbzvkCHUsyMqfEO3opZ2ZASRQl+OjkLsijZG56IupT1oR9AmVNA9BfwJ+J7fgA8WX7+J5Hq3oPf5NxGeIzk3rZ0Wyh47itKDznf8cMrRzeizH0K9HMLRCQEuTTn/GtQd7x2Rff9HUV6FtmPuTpkiURERuoG3BDYPoiQOHkXL7GfRDrpJqAvcAvS3/bRzPFDLd9XIQ+i74y/bIuhozGkiPAjsQ3yeW1qU6WZwa5n9Z1OUflSA9gInZrImMh/t2I96l81D55xV4k3AdxE5JVbP63zqi4m/h9OA270RL9/j7hi0Y+JzmdLdDmiAr//y9n4KHdlMvQL4MaV8MxsdHXx7mfMTtJfg00b1YrTBtB16Q71oT+ogsAV9mVajFd8KChUbcXlxE+kvwAziUawqo+FUfcGXOp8g5Zy44BORqABwjkERjkEFSdZeyqmxLa3cRyt4EZYifBbt+X0xZfLLCVy2BRW9H3GOmykZ6CK5Lt9VGdJ1NXHBdwQiPTVN9q1EUSahvuBRLgPOKju3QBffvjn1mJIUaJVJa7gtoZLgq8/e8irX1Ute6Ssn+Oq1V07w1WsvOvJ3E+nu0TugvZjGeEKkG3WLifJ9nPPnIEWvOZ+44NsJXWInLMf9srdWwRfWgY8E240Kvm5UNFW67lS0A8znYkRek1u5WwERFqNi+i3o6Azos/k1cAs6QhM24Gei79wS4PYKozXXky74QnyxB1nqzqLMQztdX+IO4ceoIJ0GDFOUX6Fu6MvRwGU3UGhelOkm8mXiLvPD6Fz6S4HbKUQ6qYsyHXgZsIyCS7rD6tyxd6LrCn+EUpvu/cFniKKsC74jLRBMDBH6UBEZXdrqauCfnEt1vW8ZgbfVH0iPtQDamZFcuqLxOftZuQXtrE+boHwSyaXAyqPTda4iPhr1DXRJsdQrUEEWRoF/Bzrq+q+Rcz5D/Hd9CLi3gr2jKHndfAaRW3AuS5u6Hfgwcffm+4FzKw4Aibyf+AoBJyFyIc5limo79oKvKH2oQj0OfRFmoBnyAbQxuBHtURK0UJ2PVojXAv+MFhLNppElGKK8kGTkwN9muO43xAvfhagAjPWiOMeTIhyC9iT5I25RtqHzjvxQtwCIMBmtfM8i6cK2Eu0960ZdJ7ZHXTYXA75764tJ3q8fYTSNa4gXAnPQ0bW8fodXU4q2F/L1smIvG77ASIsSFyWtARbt5cvbXt60+/024/n9DvinKnaM8cNriQuqYXR+cSVuQxvy0Q64Uygv+KoF9ko7voTygq+aeEjL50soJ/hEXkA8KFbUDfIg1A3rnCrf2RAizEefazTq72eAzznXUP1+fR3XlBd8RdkdTdebyD6vzF/aoP0pysuItzcA3kvBpS/zVHAbqTb1Q0fwPkVRvoO+L0eho1yh62Xa0iOrUBdEP7Dci0muY/zhsRZ7EW6hvOArR2tG+ApuLUW5F51vXz/amf89dLQpnEZxOfCBip5IIneg9Wi4gPiZiPwN5y5E5HWoa2nIeuAwnHvENxOx93FKU54EuAiRfSp22rUD+vyGKLmlAvwc5wZFELQTaS76fnQDA8B6cLc75Azi7erMeWdsBV9R5qCjJtEegguBfykz+XesuA9S3T9qZT7wv5HtYYKJ8MGPPA0ddQvXg9oGrHf6gkSvC20lCNbPOQRdC+dodM2/Oahf9WPAz4GLy0WMEqEHfXGjI3PrUHF4sXPxoBciTEcL7k3OJRb0XQuxBXtH+nlk+QrhhWiDfH5wv32oyN8GbNielet+xJs/sA93rprOprB3Oc8XeBdvezM6epNOUXaltGAswBMUnB88JenSWZm0EafFZf5fr71WCr5q6XuKZM9iJYFWzd7KFHuNPL+VJIMz+c+v0givMf54NfHlY26tOh9Cw2R/C3hvZO8LAvecAZICrZrgSyuHo6LDz8f1CL70AE66tMoPKc2x3ga8Ai3/nx/s+yQiv8S5cq7sebAnySVe/rdBsQe65t5atP7LSrrgK8o70KU6oms13ox2PP+JUvkxA80De6Kdil9l/HGyt72CGoNDlEPe5nrRAHXS3TV0z247/G3x7Knr5kzv29g3MNzbNTg0aWjNxnkbn1q3w7Prt8x6Go0xsN4VYmbuRgVmNMDceSKc5dyox8hYcksd17TKpRO0rdOY4FM3zLd60aB1hPD0CtGNT/PMhJGjVQAdRtyd8Uc490jQNp6BdkRNQuvoIWDz8Vzy5Ut5y3bE28NHklN+bRr6/M4FEKEXdUl9F8L5aNnbV+5Swa0Gvuhc7ZFV6xZ8IixDR112RwvJ7cDdQsnXHrmQ21B/++fQBtfnnYs1TF9EcnLil8qKvaJ8lXjPyfcpuP9X7z1kpuBGKMpv0J69+nHuRuDGIAPvi2bMKxF2Qyvl1B9ZcJvQQvIE50hM2E+EYD/NPwPQHpWd0UXUz5PTI8mKh2t/O3GxNwAc5Fz6sHog8tLFknMPAw8H7jqno/d7KdpjMYS6yz1FaQR3KjD3GRYsOoibngaOcY7yvTv1M83b3lpldO8K4AWR7VNIrqvjF9iVBYZzWxFZQ3zR2h3L/D+LvW2IhGvUhDQzUmet6RtE5Bni0aii6avH3tPEG4qNPL8hRFYSd62JP7+Ce4ai3EOjleUEJSj3ZgJz08ooEfZH3fbDOuNZ50jM4wxcul6DipMXAf3gHkcb9n1og8DJhWykNAXgeuBDzlFyl3HuE8AnIi56+1GUn6K/+zzinW9h8IfnuIjVwFcTIx4iC4kLAqgu0J4k2dGwNLA3g2QnY7WR6uyCTyPTRudxfw7n7kXkNEreFBrcSnvNm7X8yE3Aj9AIfiE/EOFfgT+UE37BPC7KHQ/c6y4jueh3JRaK0BuL4qkjXt8n/hudRcGNRzGXBT+K5u/KzrHTTvsPeHu/SMHF1msU4S3oaHEYoXzd8EjPRfc/sXsRfUfWo22CSWj9PA+tK65ImZ+5WYSjUG+LQmDzaOBoEVagnmHPom2XboJ2Bfoe/B442bnRUalm8AeSaxNXo1UunaDeCPVGJo6R2xJtKoA+HNQRB6Jt0PeiwQgXo+3Dp1GPP0cwN/MyTpgrnLAeeK9zXNzg7bQcEd6IzuMLR+xG0Hl6v0Db/M8G+/oo5eGF1NmRVLPgE+FANLjFvsGubUGCL6U0WXYb+gP1oRX8dsBaT+yB9pD9G+q+F74cPw+E3Y2oW8v6QHAJWhFGBWIjC13XyuU0KvgAEZ6Hug1FF0q/HPXnvRsVQFvR5zcF/ZEXAc+liT3IfV1E/x6vLif2shDMK7yYUi/yRrSCuLTSIr5NXozUHy2cQ1Fm1z2qnL7Id7WGGagISQo+nVvk26s2QhWeExV8zek11N44v4LKer9RwRfebyP2koJP58r6957VXjQdac/vctpF8GmZuD8qVvZE5z7PBZ5wh/AjVDxtQxtSPRTl+2g5K8AFFNxvm5m8oPI+Bm3IvxgNfLUeuJoL3UdRIbYF9XToQjtVpqKdU39GR098m+9EI+WG783TqMvcDeh8j3XOMRSIgamoCNwRuDcm9gCKMhN1Z3wbJRe9W1AvkzsD25vQZ9hDqS7bnuRaYZA+OlRZ8GlHw5PERVk4Spgm1CrnYw1b/iyaD3x7JUT2oBQ1D3Sk8/8FNm5C5EJKXYe7oq5HaQE8GiaYf/5WdG7kSWjd+HJUCG4W4RF0pG6QUgN+Hvq7/lqE45yjnBi9kNoEX1h2RDsa309c7N1Js9eGHVt8MTQ19SxlDkmX329BqW4Plh7wG+OHOReLEF4TzrGVonwduObOFXvvdscjL9llxZplS55au8OCjVunTx0a6ZkzMtIl3V3Dg5O6B7dN7du8fPa0dbet2zT7xguuryU71JW29SJch0YXz0orR/iuQTuvKv2uLUeE7dDlX14R2f0DdF7gnYnyW6/pAmY5V3a5quai8xhfhc7tj+qpjWid9KdyAbNE2Aft6Iq6hx/pXGrdkgv1jPD9ByWxB3C5c2XntYS9q+nD7DqqcjZF+QoaifEAdDjzA6iv/HSgm6KMoAXxCPogN6IVwPI60l8vV1C7e0ga3yIu9n7kXMztMcShheYmqvcS54l/f42+SB8kvizDz5xLRBhN0ESxB0mXC0FdTy+o094CklGjskS3ewINEx4SNvDSFg3Paq8Vkb+2J1l2ZE1fdA2xMH3zSY6MZLUXHaEIn1+99vxz0p7f/6LuzY0sEp8XHye+HMqTwJ6pUWYBihINl34gRflbk5eTmBqkL7ru6NfR+cPP1PqOizAHbcBHOcM5fuKfG4z6bAg+5dwqP048cuCDwMGxgBRR1K0v/N2fT1EupuCiHTG+4HNk66h5jLi4C+2kRYzM0nHxOHHBFxeO2qF0IfERiLMAF7h5gkaLO57SCOM/IXIxztXdSK+Eu0gc6qb3yJqNcxff8chL+h9cueui5av6t1u3eXbvwFCvDI9009M9NDK1d/NzM6euf3j7mc9cvXLdwh+fd9VH/DleJbuO20S4kmS06EosJS74/MirdwZBvJJopMMrvb2vpOCeq+H7x5o70fZYyMEUZXowV68eHkY7SKJRYD8qwr8Bd1cYwe0CJHG8KG9H187dHWCfZXc9sc+yuz6DrmW3Em0zDaIdSZNRL4Dp6ADEA+ef9u4hmtq8ALRTvxbBt6jJndwlCm4zRbmUpOvuWHM0cbE3BLy70mhs4AHSWrEnsgO6dNgxqKdJN7oW9Y/QwCtHop1X5wFrELkGXWbiF7jYO/RS4u28Ieqbd5yZegTfyeiI3uvQhvLbRJiBDhM/RGmELxx2DYfTp6KjOv6Cp68D9wbU3XAB2vPwPwS9v5MnbRkGRgaGet2I6+4KvrML/ZGv83y7m0fBbaQo36DetUpK3Ea84NtbhKXOVZ3r0SruAl4Z2T5YhElpvSsZ+SI6RB+Kvn8Q4V3AJc5RthIUoSvNnSsXCu4RivJb1L015AsU5fcUXD2jmWk98VkFS5Qdvb+Vzq3FXt6k2c37ftvz+WneuYSsYauby7fQRs1r0EbNIuDXFOUmVOQ8R6ks7iK+XhxoA7tpgs85NomwF9pBuJcwsqi3Z2DJpJ7BC3p7BkZ2nLt1S3fX8Aggzsnw8Ej3yMBQ7/DWwclu6+Dkh4dHer7hlRHrUFeWD0b2fVKErcDvUuYQA6PzkntSGg7XoMEpwp7ufuAdFKVYZhHi84jXmbcSzzO+QHu6YsS1Eo+hZWRIKPj8cmUL+gyq8TjpHUkh70JHhqMkRlM9uoDvIPKyKsub1I4uafIvBMFi5k1/9t7D9rzuzMP2vO5+YHUsEreOyr4O7dDpA+Z/4cSPdkHFNH2S7ILvEZILrz+E9uKH7ENRpMw0gF7iHRzQHp1DtfB99PcIp5jMBS6gKCdTcGXFdTmcY4MIR6JueoehXloHopG9B0R4Ci2rhtBnNRntaJgFXCvC2713+3G0c2YO6gkzDfUOGEC9AzYGthxahvsdQguh6etKXoqWt1kjpocue2ualqI459F+gq+ICr5Tg+0e4Lei89r+jJa14W/bQ8kbZAe046B5nSrqNbQv8Fa0fdyFdi68B9UqIXNRl94/oFrlxWiU+48AH0DkauASnFuODiI9SMmFugf4hgj/0qx7qVnwOcdy4IgZUzbMfcGiBw5wTvbeMjBlV+BVI67riKHhnr6h4Z5eETcCDHZ1jWzpYmQDwjMr1y18GGb6oyuPoYVsH+pK0E2pgBzZOjhlGH1wDkYFgENf8llQ3i2wCXwddWuZUu3ECnwKeAaN3rUMDSDykAg3owFcVqIVe+i3OwMdUZmFzkHJ0sPbCJ9He73DdWSeB/yPCO+rZ9jcOa4RYV80yMHL0crwO8C3A3/7tPvdDpglwknO8dNGb6gMZ6LiOwwBPge4laJ8Da0gHgrSNYXkaJFPmsB4KkMa/Mb2osC9MS97OyLS1YTFSOsVaGn3252jvYWBe22+9pJh6b9AOwi+glsrwnloIKYXTZ+8Yadl81csnT113YL5M1bPm9a3abC3Z2DYOXEjrottQ33f3To42a3fPNNNnrT1D2898OI7/7GZHWZF2c5dxMloBfkCVBDdhS7m/QQ6+jZAqQLvQ8v1GcB1/qhI0Pt9lgiXAMeiZckewf0jwipUEA2gdcZkVETMAe4U4ZjYtIKCuyEIyHQy2hB9KTry9S2K8gCaHzajZVM31etLv3GXpZMh7bwl3t/SeZXX4gzx83HJji5q/B8Z0+XzEnTuzzfqvL4c/4PW4/ugdeJ2aPm8AthIUbaidb5D60IN5a/tha3ofJeywto57gpGkz5RJR0bgROdY723/5tonRj2xu8D/DtF+WSt68eNCwruYYryAbSeDnkrsC9FOR9tzK5Cf4Pnp1hIEHTeXkk4+ikyZYBJx21hyvEbmDFzAzO6B+iVboa3bGDG1T/jjRd/gY8+nTriVXDXE46EFGUqsJCtzOcG9udpXo8whS4kCOk1wA58jAO5kylsQuv0pouqwE35y8BXMl7yN0jvsGoKBXd/MF/52EbMBK7ze6PCZmdUTM8DdyVadg4ByIVchJbJPei7+g3n4msaBx1y7xThXLSD5UXAHuA+ILhpwFSHTEP1wbDal42o4LpRhLNzCPSUjpa7twWfBBWmT11JPBJnxCSrRDgU1RVHo8/ndOAdIvyR0hS5cD5oqAV2Rp9fzR5ptQk+ndx+NnDwhu/yArRCvQLtKX2cUmU7GCR+LipUZqLD+nf6Q+nO8RfikdJGqXMOWvMouFUU5ctUrzhC7vd3BAXY14Gvi7ADWonuifZUTEfV/jS0kTGINorWoGuRLCKbS0/dOMdKEd6HRjkK88eJwDEiXIvOMwwnkk5He1deiDZ2XpZSWcJpUlo+YngSPPd8GJgtDE7vZ3B6P0PTQEagaxAmbYDedTD1KZj22E/k9MHm/O4Fdy9FORoVd+HaP1NRV5GP1mjN70Ffi3NZJoX7Iq6X0rIjUdbhUkccqtnrQRtPefdm+unbgHNZOl789HWjBZhvb6Pn+lCLvQUp9jbh3IY67HWhFVj8nSu4u4JRvrdksDmCVua5EyxS/RcCobFx6wzue3yPzwH/XGFOU4RaPI7q4lh0jnboJrgKdR28I9Vtsii3UersO4qinErB3RU5Pg94nbuIF6L5ZgT4yZaByU89/dyCwaefW9C1esP87g1bZ3T39WwbntK7ZWTRnCcHdlnw9y1T+7bcmOq+WnBPyukShvVm/iRY0EvvvEnsNbmLvXpFa6xhB9tGYMsIrB+CdUPw9CC/GyrEosTWK/j8Mn0WIrNI5uMsnT5QrmNFR+bOJR4I5hrUNakcZxHO7VM+h8ilVaOZ1kLBPYbIV9DntzdaH74IjaI6AtyHsALHbqjAvxddtuk+tJN0Lm+TjVXE8CfRsjVtvUHQOu1I51IWpi64P1GUk9HOgHDU66PAcRTlsiAN4TqBfgTo8UnBnU9R1qLiPoyVsAs6MlQ/IjsD7wNO6WVwdi+Dj8xi/X8CP0XbGR8EDj2QP3z2XD72Q4Rv4Fxq+zAYddkLnfd5HFr234aOUF6HjiieAhzHd3kWDYZxETBCazzDLkTfn/4q5znUdbHm0dMGOQd13c2iAxJt2SDI1o8odbAOo8/7Wiq47Jf13irKK4Gj3UXsjpZ9Pej0m1tRbbENbRM7tK7vQ+uWjcDlLVqTe5RgjnoPMMkPQhZMPxhBn8kQMJgmRgPPvjeKsD1a3u2Mru36PLSsC8ubQfQ+n0XnBk6ux/NOsnUYhjch2U82jJxxLh/hZ/nYGEvyyMeWh42xxMpioxOwfGx0AlnzcU2CzzAMwzAMwzAMwxg/jLfJxIZhGIZhGIZhGEZGTPAZhmEYhmEYhmF0KCb4DMMwDMMwDMMwOhQTfIZhGIZhGIZhGB2KCT7DMAzDMAzDMIwOxQSfYRiGYRiGYRhGh2KCzzAMwzAMwzAMo0MxwWcYhmEYhmEYhtGhmOAzDMMwDMMwDMPoUEzwGYZhGIZhGIZhdCgm+AzDMAzDMAzDMDoUE3yGYRiGYRiGYRgdigk+wzAMwzAMwzCMDsUEn2EYhmEYhmEYRofSU8vJ8+fOdv07LgJcZK/EznEiwd7SOS44R5yLXeK8a6PXjR7r6o4Yd97ZpW0ZGY6fE6TDTZpSOn1kSP9u26x/p8xMfD+hnej3egwHX9EtwX+GBkoHw/+H6XAjQXpK2lp6JgWHgmPdaT+DxO5j9G/0/6O3731X5PtHnzn+syPxPN3o9aXvkvA5Jp599HuD70q9jzBpI569UloleNauu1f/pjx72bKeFU89w+p165OZpkbmz5/vli5dGnsifs9H2t3WQymxEYteHh3NcwBdPfHzh4M8G/1tuycF13upjtkpk3+HB5N2vN8xvo94WqOE3z+ax8NzUu9akxh9DN7Zozk1cs5o9i9zTZQuqX5OpWPlUx1JlPfMU55Y1V60FY8+yurVqxvKx/PnzXPLli6J/y7h7+DSfk8vleF9+L9h9LrRciZybBQ/+cn8LcF1bkjz3PCmjaOnDG3eCkDPlD4AuiZpvpfZ2ye/KszXQVpd5DcYDDKUBOmZ1BVJx6bn9PKtW/T7tw3Eviv2vb19sfuSSb2l2wnfpeDdHI78wkPOe09SKP1EEvk3/ZUK83D4Dek1bYVcPJoHvL+AhGVJWAYPbNO/kTJhYH3pNwLo7tF77pk+rbRz+txc8jBoWbxs6VIqtSkqUel9LnduGlnKChnckjwnLEP9crtCioZSXs9JhO0Xvywlkv/DzJGsZ8M8KV7+ib65fp7yWm7BBSPeWdFT/HIgpW2SSHNKaeifn1ZO+e2maD4ebSMGx7q8sgyQoB02+u6O1nVxcsvHc2e7/sWLYmVT4r4k5a1OlLXp9UziurLnpJTZvu2Udtqw03O6XfX2b8UcvmmtnjNtTvKc4bBtHFzvhvEZfX5hHgWluxwAAArISURBVE+rexL3XaG+Dq6XlPrNheXhSDIdyeeYctf+M4rm6zBPjnh1cnfpmtF270i8rJaIXdfTF09HmI+3rC9915SZmfNxTYKvf8dF3HrF/yKRCsJ5L1LYaJdQXFH6EUf3hRV3dy8+EmSK8NhIX6miidoESo1hoHvLOr1uWH88CR7swI57j57TteFpPbbibr18j8MS39+1JWgkTJmVOBayYVAf/kzRtHave3L0mFv9qP7dpg0aN6B/u6aU7qNr7gI9tjmoXGcFjZxYoz4QP5P0B3eRQj7MBKNiLnhmMrB59BwZ0so8fGbhbxYTU9uCCizMeFs36XZP6TeVnt7YfcQIXhQX/O2aOTe4KFLwBsdGtqht6Z0c/y5ApuuzHp6zDIDBybodfY377vsVB7zjn5NpqIOlS5dy8803s3W49A1TJCzoemLfHTmFbknui+6HkqAJT+kJqtwwX+tJwe8cFAoS5DmAkWnzAgN6TvfGVXrOQKmxMTxrkZ7SOzWWjq6onTL5t3v9UyU707eLfZdEOy7CfeFvHBY8EcLvl21BPg4qEtczufQdwYMIG7IbB0t5fDgsw7ri21uHS+dMCi7sDR7yQGCwN/LQw/9N7lFDI953RhkeSV4/aid8//xyhlJj2QXvw2jjP5IXBgLbU1JsR3nFK15R8XgWli1dwi3X/ypeeQe/X/iux/JcSHgfwW83WpYE5YX+Pyi7gnsczRfR8il8DuG+SFkc2uoKGshDqzXPrb/1ptFzVt/9EADz9tgJgKkLNd93H31myU6YB7du0K8KOu8Ge6ePnrNyo95rT/DMF/ZFGoa3XwnA5r/eB8BzDz0BwLQd5o2eE35vz4476zVB2de9YMnoOSNTtPESvpsbpJS/n92q78dwSrskZFLYHpVQlAaNq0i7Jcwx04KT+4L7SZVB4e+a0uALf6tQnIy+m0DXxjVBgvS3G3r0r2pu7arRcx6/9uaYvWkLtUyfd+DLSjtfeSKveOVBie+uh2VBWUw0r5brjEi531DodBNvNAGJRuNQha6YntEepUj5FNoOjvU+cZeeEmnYDc/aEYiU2+F9pLRtQtYEeWYw0vu1SIL6cUB/r2h93xXm/+BdHZmq+TH6PMI8GeatvqDjY8CVzukN/hsKzp5IMRW+8zIYlAMjyY7G0faFxIVWWjsurItc2H6L2HGeYJWURn1Y34XtH9m2KXF+WM+MTJ4RbJfqqJ612g4L68Hwd4rhRnLLx/2LF3HrFRcxEhlgGG0nh+kN0hkrK8N2WdCOHt2eFKlvw+c9HK+XRuui6DmjZXapvea3v0fr/QgbRvS6WYNB+zfMYylU7DT9/WUADB5wPBDPY93PrtBzwg7BIK/H8kZQtofv0+g50e8Py/+UTq0w3462e4N81DVQyj9uUN/R4ee0PHSbNyRvJMzbYbvXa7MBdE2dGd8XaVuH7f2w3UvQ6dk1Y3bpnGl6/UjQDh/VClNLA1HD87V+lEF994ZnqHbo/sv1pXP2OCxzm8JcOg3DMAzDMAzDMDoUE3yGYRiGYRiGYRgdigk+wzAMwzAMwzCMDsUEn2EYhmEYhmEYRodigs8wDMMwDMMwDKNDMcFnGIZhGIZhGIbRoZjgMwzDMAzDMAzD6FBM8BmGYRiGYRiGYXQoJvgMwzAMwzAMwzA6FBN8hmEYhmEYhmEYHYoJPsMwDMMwDMMwjA7FBJ9hGIZhGIZhGEaHYoLPMAzDMAzDMAyjQzHBZxiGYRiGYRiG0aGY4DMMwzAMwzAMw+hQTPAZhmEYhmEYhmF0KCb4DMMwDMMwDMMwOhQTfIZhGIZhGIZhGB2KCT7DMAzDMAzDMIwOxQSfYRiGYRiGYRhGhyLOuewni6wCVjQvOW3BfGD1WCfCSGWZc267Ro1YPjbGmIbz8QTJw2D5uF2xsrg2LB+3J5aPa8PycXuSKR/XJPgmAiJyu3Nu37FOh2E0guVjoxOwfGx0ApaPjU7A8vH4xlw6DcMwDMMwDMMwOhQTfIZhGIZhGIZhGB2KCb4k5491AgwjBywfG52A5WOjE7B8bHQClo/HMTaHzzAMwzAMwzAMo0OxET7DMAzDMAzDMIwOxQSfYRiGYRiGYRhGh2KCLyMicoaIPC0iG0Vk3linxzDqwfKx0QlYPjY6AcvHxnjH8vD4oS0En4i8UkRuEZHnRORZEblZRPYLjp0sIjc1aL9fRJyI9NR5/STgy8Dhzrnpzrk1Kef0isg5IvKgiGwSkeUi8j0R6Q+Ov0hErhWRtSKyTkT+JCJHBscOFpGR4IWJfg6s/66NVmP52PJxJ2D52PJxJ2D52PLxeMfysOXhPKnrR84TEZkJXAWcAVwK9AIHAdtysp/HPS4AJgP3VTjncmAxUAD+DEwDTgJeC3wXuBL4L+ANwfn7ARK5/knn3OIc0mqMAZaPR7F8PI6xfDyK5eNxjOXjUSwfj1MsD49ieTgvnHNj+gH2BdaVOfZCYCswDGwMzwOOQjPOeuAx4JzINf2AA94JPArcGPx1gY2NwIEp39UHfAV4Mvh8Jdi3G7Apcv1vUq49FNgCLClzH/OD62eXOX4w8PhY/xb2qf9j+djycSd8LB9bPu6Ej+Vjy8fj/WN52PJw7nlqzBMAM4E1wP8ARwBzvOMnAzelZII9UZfUvYCngWODY2Gm/gHakzAlsq+nQjo+C/wB2B7YDrgF+JxnM/V64Fzghgq2BXgQ7a05FliQcj+Wqcfxx/Kx5eNO+Fg+tnzcCR/Lx5aPx/vH8rDl4bw/Yz6Hzzm3HnglmmkuAFaJyBUisqDCNb91zt3jnBtxzt0N/B/wau+0c5xzm5xzWzIm5W3AZ51zzzjnVgGfAd6e8dp5wFMV0uuAQ4DlwJeAp0TkRhHZNXLaosB/OfqZlvH7jTHG8vEolo/HMZaPR7F8PI6xfDyK5eNxiuXhUSwP58SYCz4A59z9zrmTnfrp7gEsQoeNUxGR/UXkehFZJSLPAe9Bh4ajPFZjMhYBKyLbK4J9WVgD7FDpBOfc48659zvndgaWoUPhP4ic8qRzbrb32VRD+o0xxvIxYPl43GP5GLB8PO6xfAxYPh7XWB4GLA/nRlsIvijOuQeA/0YzN2jvhk8RuAL1C54FfJv4JE//ujQbPk+imS1kabAvC9cBLxORTBNLnXOPAd+kdI9Gh2H52OgELB8bnYDlY2O8Y3nYaJQxF3wi8gIR+VCYIURkCXAi6jMM6oO8WER6I5fNAJ51zm0VkZeh0X8qsQoYAZ5X4Zz/A84Wke1EZD7wKeCHWe7BOXcd8CvgJyLyUhHpEZEZIvIeETlVROaIyGdEZBcR6Qrsnxq5R2OcY/nY6AQsHxudgOVjY7xjedjImzEXfMAGYH/gVhHZhP7Q9wIfCo7/Bg35ulJEVgf73gt8VkQ2oJnv0kpf4JzbDPwbcHPg/3tAymmfB24H7gbuAe4I9mXlOODnwCXAc8E97Iv2cAygk1uvQ6Mn3YuG1j05cv0iSa418uYavt8YWywfK5aPxzeWjxXLx+Mby8eK5ePxi+VhxfJwTojOmTQMwzAMwzAMwzA6jXYY4TMMwzAMwzAMwzCagAk+wzAMwzAMwzCMDsUEn2EYhmEYhmEYRodigs8wDMMwDMMwDKNDMcFnGIZhGIZhGIbRoZjgMwzDMAzDMAzD6FBM8BmGYRiGYRiGYXQoJvgMwzAMwzAMwzA6lP8Pd3uccwzXuMMAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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PdmuEb7G3fR/ZsOtq4Xp+OwXZeYBG5/Edusu87Z0aDHNa7G13W0+KLq+IhK7xpo7Xojp+HR92ruk18Xrheo324Ieo/5+3HQoB7xtEmCHCLJG6fBd7LjyK6PAVrXcilNa1yD2iH6B2Eo2JwLdE+jcbkdERDsrZ/3LneLdzXOAcZwLPRh2/EYo3wletTJLQyyOb6cvoNL7D93/o/KWYSYSzIWYRGU965GUVzq2hNT1ZUW1+XB348h5zLpyQpUl5q+i9hCy1CD2rRbMrsh3d7ZMFxbteoz34Dt9lNY73PNG0pI+LcCua9Xo5sFKEn4nkrrMH9lxkKKLD58+r6Ta+sbAWuKMbFalFtPDu5xo4ZfJY1cXYItg3sO97znF+codzuMjxezPdGOHTNfgWJ/YMoetZ+Yb8YvLxl45ZQ/Haqi0R3+FbQnYZhnrDOheQfifGYfut6EmrnQJjLq8P56GGDL2iPavtvK+9cL1Gq4hMJD3P/CHgNq9UX43wibA/8E/gk6SnV80AXgFcI8LZIsHMpaHn4tH217J36K7DV5YBYLa3t2gNlZ+B8LZgspYuE82n+ibZuQvV8FOOG0ZdiCBkHT5HlQ4H5/gu3Zk0PZt058YDODdCNrFStaQt/svjvj40lHsLkcmkO+SW4dwTZB2+Wpk8Y/z7H/cGt6QndX53r8orIqF1fQtjV0Rtp38fWknyVujrNdrGTqRt9nuiT5K+GeETYVfgD2STJvqcCJwT2O8/FyspuU3tqFuv0u0RvplkE8cUraGa520/1JVa1OY46jdsQCf7/nOM6mKMNWWZGKUd7hbzyRot19RKBuQc3Uh5vNjbjg35RkZu/Gttdr6N0T4We9v/if4u8fbXs8Yi5Dt83dSTossrIv41biZnncMuMY3sWmqt3Af/ekfIWYfR6Gl8Zy7k8O0Uhab3NCJMA36N+gj1EFqLtejRgx2n21k6tw7sK9qQqz/CV1SH7+QGy9/pHEVKU23Uoiz7Am9BM68ujvY9hs5b+jVwLiX3eIdqE8pee1GHvrtRfEM+L1RvLiKTccF05v4Lpd/mPfUi/iLoS6K//6lRLo/F3naenlQb4Wu3nhRdXhHx7YpHKbkijcaHjNNW7oN/vcvHKgpJhLlosq590aiJFehapJc6xxNj8Z3GKH6H/n9QJ2Y9lQiWceji7N1KjtYuPkw4f0Yeocz+2XZgC6fbDt/EwL7ieOFlmQZM9fYWzuETYXfg4MChx4EvApej13EQcBI61G3hnL1CWQaBU4CPkg3Z3QY4Ivp8hrK8h5ILhTe0m1Ba8aKu55U3crOc9MsyLhuao+u3Vf1oKPcaviMXO2jNOnz1jvAtQGQQFzSq/VH3VvXE17tWR262BD32r7E4NoUSsntaua9jfr0izATOAF5LdgkIgMdF+DbwaefoVKfjlobv8N2Ncw6Re0h3wO5CDzt8IswA3tXgaSGHr+jtQMfptsMXCkkr0k3x5xdCAR0+4KjAvtXAwc6lHoTfi3Aa8C3M4esNyiLAj4D/qqP01sD3KMt5HVh013f4HMXVqcXethry+rK8j/RitosJO3x+W7WqTXUzmscP1Vzi/c0rl0eew3c/qt9xZ8t4dF7J/cnCUapwP5yqaT2J5nq1Te/aLa/A+NdYJJsCwnZPK/dhTK9XhKcAF1N9ZHsGmh38xSLs2aXQ/X7HTz4Vd2zdTdrha3Tt0aLxWjTsuRFCDl/bn4u8dfT89fm6vd5eHt12+EI9Xas7Xot8Qpl/Hu54LWpzWGDfBzxnDwDnWCnCfxGe6G0Ujw9Tn7MXc0Pdzl5Zngm8GjgQnZM3Hu3xvxW4FPgFJZfXSPoO393OsbaBenYS31BJjtgsJe3w5Rk1flu1sdVKGS2TN8K3xNs/F5FpOFdLPxd726onzm1C5GHSyQMW4Tl8ZJ09aE1P2i1vHNkIgX7UY/9ZLZJNAWG7p5X7MGbXK8J2wG/RDLb1sL4RZ0+E2egUhYXofK2V6PvnigK/T7qFP8J3j/c3r1xtRE72zrsI5y5vWE57yJue9E2083sdsAdwArrW9BBwe6B80duBjtNthy/U0zXU8VrkE2qYCzXCJ8I4suGcDwLfyzsnapCL1utp+JRlZzSUsxFqh1WWZVvga8DLAke3QVM7HwecQVnOBD4YyG7lO3xFXt8mb+TG/x/yE3L4bdUWne2rIOQ5fCtQoyAZjr8j1RYY18XZkzrt0HY0Zilph28x2YyzofdFK++z0PuxFb1rt7yi4l9nkWwKGPv72pbrjUaEz6F+Zw/qDOsXYSfgS8CxhENEN4jwM+AU5zIdOFsemogl+R7bSMUW9cM3G3P4NNvxaaTby13QqUAdRYQFwFMCh05yjrMT2zcDPxfhxcD7nQs+P0VvBzpOtx2+xl6QZVkITE/sWUHJjeWIW6h+RYtP34X0bwJwjnNs7kZljLbyKcK9/KuBX6GTkOcCh1MxVqu/cPUZuoz6wtzGA68D/jtwzM+A9WCgTFGoNcKXZGGODL8t2OJfHl1F11YMh3RWQnWTk/6rO3zqzCWftQdxLnmPlwL7J7ZDetJuQ77dDmS75RWV+p/VskwkayDfMcZLL431fW30eu+k5EL2whHA83IkOeAJsjkOrsivpiLCK4HvU30d4EnA64FjRJhrIaIsIu0YL4mWFoLsCF+jIZ2Hk72PL6iSwGwsOTyw71eeszeKc/xahEtzZDXyXEwn3aYPU3KFXG+7Fbrt8IVekNUclTPQkYeY09C48bGiF16Qod6cP3W8FkZ7Kcs84JWBI98GPkbJLUuUHQCOR3tM89e5K8sU4BLqn9ME8Icc48cPdy7UyPcoIlsBWyX2rCUd2lGvw2cjfMViG9LzPFZ4IZv3knX4quHfd18v6tGTdkes2Ahfc/jXWc2m2BENIUyyNWM7t3Gs72u1611A9npnE04a8/HAvoeA96FG+AYRpqNTSt6BOodVOxxFeAlwLuFRvRA3mrMH5M/f8//XsiIDCYewFi8O7JuM3s9OZ94OdTB8ttoJzrEm51Ajz8Vz0XmqMSsI5/Doabrt8IVGL4o0MtXoCORrgb0Se66g5Mb6gfEdvhHg2jH+TmPsOZ7sOplnUHLvy5QsuRHgPMryO0pV5ymdgoZr+gwB1wGPoYb0PlR6/H6bI8vvnc1rdLuNH460FJdK0e7Pw8pz+Py2yoyQ7uI7cP7C1f724hryajl8vp6E5nqG3met6EnR5RUV/zqLZFPA2N/Xlq83Crk8wNu9DHh2MsQyMrZ/DfxahOc5l5/jQIR56Mhevc4e6MLbRjZ8Penk+W3dRGB7sm1WFo2UODrn6NF03uHb29u+Hbi+SVlFbwc6TrcdvtAN6HadkjQ6wncs8PLE9gBj/8D4Dt9SWw+nLzjO214DfKLqGdWcPZ23915v7zBwJnAaJbc0UXYi8FLgf8h/4fojfEVN/tCoIT8fkXG4TIiTP8rZiNFitJ/F3nYth6/RET5fL+rpGAiNhLeiJ0WXV1T8Z7dINgW0/z6MxfWGokveX20+nXM1I4s+T3YhbQf8DPgdOqo6F3g22uE5A3P4YvJH+Jx7ApFHgHmJ4ztRj8MHTyM9NznJ0YiI10E6ZkRZjn179k/O0ez3F70d6Djd/gFCYQzdrlOv4Q87+8P7Rq+hSzHs5+09n5JrZRTtTWSfrXdTcmdmSpbcRuCn0fIOeXNZesXhq5awBbIvxUG0d9Rfe83v6LF2qrss9rZ9B8+/f355n0b1ZFHAGAp1BraiJ0WXV1R8u6Jo19ju+zAW1/scb/shoNyssGjB9pK3+wngGOf4i7f/bBHeBbyVbPhp76GjaH8lPUp3Js5V78BNU22ED3T+ctLh25k65lMSXtIrZgfgqXRuuaX5ZO2Ka1qQV/R2oOP4IWOdJuTwhcIdukXR6wcwxdt+tCu1MNrJQtLzzgD+r0WZfo/tLWia43yqJy7wG+aizgWqNXKzGs3oWO0cyF5f0dqBLY1aIZ2+w7djZHjl0egI3zSyoxXtfl8UXV5RKfqzOtb3tR3X+3Rv+wLngiOT9fI6svV6T8DZA8A51jrHF1sY3SkShwDPAGYlPicjEprLmUc9Dl+18nm80Nu+uMbxsSSUbOauFuQVvR3oON32eEM9XUW6Kb3wgvSzK3U6q1JN/EUpG6Woi1iOIU8K7LuhaWll2Yr0wqyga+y1c/5OtzuP8qhuyGtGx/vJrsV3lXee31aFwr2NzrHY2/YdPH97BpV1vkLUCv19iPTi66B6kpQXep+1oidFl1dU/Oss2jt7rO9rS9cbrY3nh/n9rRWZZJNxLAG+26LMXuEtgX1zgRcBv6h5tnZU+c7QkhrbtTN1akKz5DzNJcAPgWMS+44AvlBTVnvwO9Age12NYA6fR7eNtJBDNS2wr1uEwtSKpjSFd/iMhgk1fK2EVexLdsHl/Gye9eE/G430VnaSWiM3oX2hdad8o6pI7dSWyGJv23fwHiSbCKPaPL5aHQObyEZP+HoSMuRb0ZOiyysqvl1RtGts931o9/WGshM2naI+mpv1TG/3T7eI7Jsis9D58CHeWKeU2aTv6Vo0wVoSP8KhnhG+w0jPHb0s+iQ5CJFOPT++LQv5HXT1UPR2oON0e4Qv5PD5oWzdJFS/kFJ2E/8e9kMIxJbODG/7CUrODzusUJYJpB26zV445jyy/LX56gG94/D5Rnm7HL4itVNbFtrjvdjbm3b4nBtC5CF0XkjMIkIj5SJT0VT8MSMQzDZ4P+lnqR6Hz3+WG6Hd8kJJ0vpRj/33dtGuMXRfW6lju683pGOtGN7zyXZitvr+6RVK5L8bj0BkB5yrlVzFd96WBBKpLKlxTojne9t/wbnliPyDSrbM8cDBwG/qkNcqvm29scVOgaK3Ax2niA5faHSjW4RG+LYO7Osm/ohe4UJ08kIy/VDPvgzdFDkYeHtizxBwEs5Vy6Q63duulXX1BtIhm28iHS7jP1PramT0PIz0S/8mSm6JV6r4vWcig6QNfoAbkEyIsd8Ohhw+/3pbMbyN1phFeu7yCLAHIrt75fwkR6GlFCB7vweAdWSn/PmGW+o85xgRYZh0r3nTeuIcToTNpPWzVXlDpKNU+lGP/We1SDYFhO2eVu5Du683VJf8DsfahGwmf7HwfuV13vYvgJdF/w8ArwH+t4aMWvOVQ/vmIDLNW5vUx3f4Lov+Xkp6eYTnU6/DpwuY74cme5mNOnGb0RHJpcBtwG2UMlmwIevwbajrO/MpejvQcbrt8IUWNy3STQk5fNt0vBbV8R8Kf300o1uow/E1tPFLchvVFxNt9xwUXydqJVj5CvCUxPZJwNleGf/ZKNpzAToa47dx9fyWIYdvubc9q6kaGe3Ad9wGgMubOC8mdL/rGbHO05PkKGCrerIc2LbN8pLzs/pRj327okg2BWTbEmjtPrT7ekOjKq0sGxFy+Fa3IK83ENmTdLbtq9F368sS+16PyOdrLH3gO3zPRMTPXhl6r+2IJmcL1W0x6SUQ7sG5OEriUtJLOIUWQ09Tln2Bj6Br99UadFhNWd5Byf3Y2+/rXatLxvjPRdEGazpOt+fwrQjsy1sTpBuE6le0F6Q/wjenK7UwQryarLMH8EFEqjlI/sjE1GiphmbJymsdX++K9lxA2CCvh1CWzoe87e2blG20Tp7j1ux5oftdDyH9areeFF1eEfEdqnmUpUjrDa4g26nXyn3wr3cuZWmlMz80KuRHnTRCqC5bwtSTV3vbP0eXGXggsW8PdI59NXyHbzaabCX58ZdxCp2X5DBv+7LE/1eRvj9PRiRsl5dlkLKchi6Ofhz1RZhNJtxB1+5oNf+5KJJv0RW66/CV3BDZnp5mX+ZjwSqy8x6aNQ7GCr9x3jZYyugsIuOBU3KOzgA+UOVs30Ebh2b1ahb/GZtAWUIT8xvBz2Loh04WgWYdvm0Q8Zc7edDb3qFJ2UbrtNvha1ZPQue1W0+KLq+I+IbeeAr0XoyWGvAd71bug98xPUBr7XEofLMVeaH1Y1txIIuPzjP21x38Jc6NAOd5+/+rhrRqjluz5/kOX8UBc24V8A/v+CE5cs4E3u/tOw+99vmo7TKIDkQ8F/gf4COUnG8/QNbhGy+SWf6pEfznYmGLHec9T7dH+CDbOBfHoSo5RzYzW7MP31jxL29Fdi9BAAAgAElEQVR7F5GWh8KN1nk9aV35Gmnn/J2I5I3G+kYZwG4t1CUU8793YF8jLPG2dwkV6jLNGvKhc/17Ml3EJoF3iaI4fDsg4r9DfT1pRQd7QV4RCYVMFseuUNrpeLf7eu8nOwLnz49thMcD+4rUsT8WPJP0+/9anItH9rIOn1QdgW6vw6fOaL7Dp1zpbfvloSzPJ7vkxMmU3CsouZ9Qcg9ScsOU3Aglt5ySu5KS+wwl96Wc+oYyzIcSztWL/1xMYguPgCuiw1c0w3GZt13vgpad4p/e9iRg125UxIgQGYfGs8dsBD5Deh7cFOD/5Ui4LbDvuS3U6GayI9XHtiAPsgu/zhMpXAKIdjp8fo88ZNc2NDrD4ibPm5WTYrxZPRlPduQ9M3Ij0tKcKl/e/DbL206kkPNvWyHkABXNrvDvQyttSVuv1zlWk30HHdSsPPRd4ecaqBXG2Ou80ttOrrd3Hen7vx3wnKAUdQSbdd7zHMXdSYc33odzfqew7/AdHpDzVm/7DuA79VcvwyOBfa10XPRCO9BRiujw7Ua5Y+t+1IM/wrdXi/Hx7SbkHGR7Y4xO8irSje2Pce4R4AwguVzCWxHJTiQuuVVke4CPbzocoeTWk01H/wbKVecR1sJ3+CC71lK3aaXXvNYIH7Q+Smo0RytGQGhkYaz1ZK8W5Ldb79pdvyISMvSe3qpQOUlcs5+AuMxIawuO91hc77Xe9tHNdjQ4x0ay674eK5JZG7Y/0FH/l3t7zx/9T8M6f+0d9x3EmO1pPmlbnsN3iLe9EpETU5/soMGOiPjtrt8OnRdFxWUpy3TKskfiExqUCNmyoRwI9TIm7UAvUwSHz+/pEoplSPnrMU0BntSNiuRwF9nRm+O7URGDuLH/kLf3DIAoC9bPE/unAe/IkeSHWDyd1hx5PyPWDOAHlKXZl0nI4WulF3gsaGWEz3cCQoZyv/dSF5VWHL60Tmh401jryT4tyO+EvH7T49BofCu/2VjQzvs6FtfrZ4GcQjpqpVEu9bafQT3ZH3uTA0jPebwRl1nWyHf4XpYT1rm4hXosito3n4O97b3R6KPk5zN1nOcnf6u2dMehwO2Jz1V+Aed4jKwuP6OKzFqEnost2uErwkjVXYF9B5HtEeoW/hw50Prd3OmKhHCOTSLcBeyZ2H2YCPs7x9+aFlyWWcAL0FGbJ6EN2Gw0c9I4NMvYOnR9lYfR3+kjlFwoXn9L4kjS4TmX4Fyy5+orpCdpvwuR03DOj1+/gOxk7rMoywGUXCj0oRZldL2fZDKSY4HLKMspwLWU3FrKMoX6UtKHHL6XifCJKClBEWhl5MY/N/TyOEIEKdD19j+6SHorGWF9Z3EGra0hWY+eHAl8uUn5efLOaKO8FwJ582p6kWXovLFkiPkzKMskSq7ptb1C68S2sJZs3n39U8MVK7kVlGUl6bTz+1KWKZSqrvdaDX+ED+C/RbjVOc7xD4gwALwBuMk5/h449y+BfeeIcLBzQRsLEXZCF99+IHS8wLzM294VEd/O9W3vOahdeZm3f3EL9ZiBLtGxcnSPOoC+41YvBwM/SmwvJT3Hrh1THG4lHW56tAiDzqUio+olz7fYYinCCF/oYX9Rx2uRz+2BfUUbQQsNhX9HJGzIiLCdCJ8OSirLXMryQ9SJKwPvRkN+/oE6Kx8F3oau0/J54GK0QbnGnD0A/tvb/iYiE0Y/cBNwY+L4bDTBi8/vyGY32xG4hrK8jLLMpCxCWWZAHZmsSm4F8InAkWcDfwTWUJbYia+ZIMY5VpLN/rkneXMRIkTws1+ODTqPspU0zClD3jmeIHu9O1Cjx7Bvw5a6R6tJRnyHr9UslfWM8B1aa35rFT0JyTukVsKgDsorHhpW5tsVUwjPQ+oWofvw4lq/c5Xj/vVOIruwdiP8C7jP2yfAD0X4rQgninCkCK8Q4X+BO9GRobxRu+vJZk3cFrhehM+KcJAIu4nwdBFeI8JP0DlhRbO1qqMOlV/naejcseRnceDs0LWGyjWCf/4uNP9ePMTbvtDbfjllaXWOnG/LzgFe3KSs5WTX4tuNsrSSgKinKYLDF/LCn0VZipI9LOTwHVyg+kF4cc29gd+KsF/8khBhngjvRUcnT8icoXMnrwFeR6UH6hxgISVXouQ+S8mdScmdQ8n9gJL7GiX3EUrulZRceQyuq7cQeRrZRvF8NGlL/NlA1kl4TybbX8mtJdyLvxOa5WslGsq7Gti5zhp+hXBPa0yjI/6hUb7TRcJyRHgucGqD39Es82ht4daQIxAy0k7OExA5tye1UAcjS6vZFsfa4XuEbIbD8YTa2wgRFgIvzTn8KNkFicejoyl58haga2LVK28c8MYa8nrL8A7bFf7ISzcJtSU7UyVsX4SDyA+/bev1RlELn805fCTq3P0W+BnwQSrJMIIdfs4xRHiZounAh4ErUKfxBnQU6VWonvda2Od+NN8p9dJA1t/FgXLDOR//uQ6d30ryt5299fi+QXqkehLwJ8pyaAvLH9wa2PcZkfy1g0XYQyQQlaQdP0VvBzpKERy+u8m+IIXq65R1kn9DZjh5gPw11rrBL3P2HwT8H/CoCMvQUbvT0VGl+SL4CUOeRtZ5OJWS2xSUXpZ3UZafJT4nNHsBfcJ7mjxvdzSsyud0skmDkjT2/Oq6l8cCf27ovHxCDt9+wBkilUVTRRgnwluA39O5+a8hQ35vtHcz9PlqHeeHwrDeEIUepYg6Wc5E5y4Y7cN32FaiBlbexw+Rq+XwrSJfR7ZDR8Nzz3eOzYSf2Q+HRrejdabK5DwXVeR9KGQE1SFvmHA2vGryzs2TV2BCht6rKUtRlgMItSUAp4ZG8USYh87DzuugCF3vqyhLK1nFv084AqsaB0bhnSG+RXZuYC0OEWk6aUk3eEkL584n69Av9ra/jnPjgh9d0Ny3pX1990MalwIX5Xx+G6hj5XyNGjoOndaT/L5LgTspS5mynElZvk79tlHI4dsD+InffoowKMKr0fDjvFG70HPxbsqS60B2klYSQeUkg6pK9x0+jakPrRP2ZsrS/exh6uyEGr03UJZmh5rbinPchjp2ecyOPj5P8bZvIfsiekeVrKTPAl6R+Gy5E2JF5pKdc3cX6YnKyc9Kr+w7MzJLbjXaG+Un5WmekluHzs08GV1vqRqPoz24mQnWEXkv73cAd4vwHRHORdfs+xb6QurUsia+YTQM3IZzDwc/2RdDaPH10FyScejLaPt4R5Rt78foqE4RF6TvZXyH7T6cuz/3ox121c739eT+XB1RPfE7OUIGeEhPtgV+IFJZcFqExagDeSBU9KdOefPQ8LqkvEXAH9BRlmp6F5I3N5I3Gnoayfs9auT1mh7fGdg3HvhiQRZfXoFGfPg8G/hs0skRYV80Tf5C8u9D6HrHAac1e73OsQl9r/vvqmpsTTqfQFLeZuAYdFpDvUyneAl3quGP1J+C6l3oM4m0sxQ6f7G37YfZVnBuE1n7zT/fd/i+hnMvyvkcTdZGSJ9fctehnbz+oMOuqD30NuDt1N/x+Q+yYZigHdVLRPimCJ8Q4Sy0Lf4xOk8xL5tn6LmYgy4A33XcWU5Cn2bL1aIISVsA/kpWMScAV1KWT6Bznranew7F5WQbMQF+RVnORx2leagh3S3OovGMRk8lud5Kya2mLM9Fh+rj+P/3AC+hLBej8dXLgU1ouFxRekuLwEmkk53cCeyJy0lTLHI86bV5XojIbjiX7lwouSspy6uAH9BacomkzBHg24c+6S8/OPGQ77506qR1z5k2ce38oeHxEzZsmrT+8Q0zHrpv+cK/X3zjMb/72937V0sQ81vgiznH5hMOZ9xRhAHnguEn7cQ3xB/GuWoTv0MhVvNJO4I3AK8NlNsfuF2EC9F7dDiMGuK9ZigXHd9hW1qjvH98B0QGE7rg60mtBBH+8R0QEe85v4Gwkfpy4Nki/Al1AA+jknK9mp7cQDiU73jgWQl5h1Jpg2rJ2y9H3gEiXNKgvCLy15z9Lwe2oSynoZ1AR3WuShWcw4lwI9pp6vMh4EUi/A0NlTwQRkf98u5D3vW+FPgzZfki2nF4RIP1/IcIh6BtfT068BfC6fBjeStFeAZ6Hz5E9SVB7kITjVXrzC4OIruRtRN/jXN5HbabEfkN6XfKS4izoYbX4Mt3+CrHk51HixP1255sh2utEddrUKc/JhsSWnL/AV4WjZ4fh9qhewJboXNnN6GdG8tQh/ROCCcUdI4NUSfx2wOH55A/hWIvNLLBJ++5+BBlWQh8D23jXp1Trq8oisN3FeF1SGbQfDaydnIp+Yp2HPnzJTrJD4D3kz+0HcIf4YOS+zfwgmidlBeihsvuaM/ca9CHYxB9eQyhBtXjaNjRjRl5WwKaIMTXj2/lOnvKhWjjl4yJPxl4X6Zkyf2SstyKhh0+H4IT9x36HP0IDcHKqSoDaG/ZiXDoYZfdfmjV0AYR7gae71wwfPN2dHS+Ecd/AvpCqjW62Cr1JNNIEjL0F5B2+Kq9HGegz4fP9pbJs634ulZLj/zj41FnJr7frerJBNQQSYZdXgO8Kef8+YSTNFUzpq8hfy5onrxqI4bXAG/OObZ9E/KKyD3oFIZtA8cOpxgJXK4h7PCBhtCGwmjz7sO9qG6G9OhQWggtd46bRdgdTeD2OrI2xlrURvom8IdabV000vcTEX76ZG79r9VsddgGJs0ZYWD8MIPLVzPzH2hH9PUd6BhsJ36ywfvQEatqXETa4dsTkV1x7i70Xvs2eigazv/OpE4tTvzvz6/cBMGMqkmuIu3wPRWRrXDOT2AGJXcvcAYic4Bvk86SewPwoWgNwlp8l7DDV428Eb5r0bmNoWjGUvTZYiiSw1dkLut2BWrhHEMivAK4Dg2dq4f88LqSu4vY2NXMU68h2wvyM+AHNRybLYFjSBuOmyCbujqFc0OIfJd0aMEbEPkfXCCVdsndCRzBPnIwO/EGZrM1w4ywnid4Bj9iDldTcn5WzxQi7Ij2gvlGxmNoRrTHUQN2NjqXcyqaZjvk7MW91BcSCketzk503uGr9X0hh883nm5Ck+7UzopaYRIa5uSH7hjN4SdEqNXjHRoBXEC+w9esniQdvlBK+1pUc6iakVfLgWynvOJRco6yXEWxEzS0777q9V6JJjtpC6k5Qsnui/WzYc2OIA4mLYep909jYPOLiBweOam+5Skc8iTga5BacH4t8FWcu74tF9FZfIfvt3XYRn9AO8+Ttvix6Pz9UEdqLYfPP56UcaB37HpczWVK/LZCUPvhD8HSIrNR598fTDgcmInIW2r9Js5xowgXob9DvYQdvpJ7nLL8gy15ulGCojh8t6Ap6KfXKtgVSm5ZpDRFWhA+Q9QTdwLqbEysUfwu4K01heo8pm+iPXug8dXxWm1HAIdHD3G1RTfjDKDPRh+8XYFt3aFcG9VzEBiiLFdE8h9F5319OcpWWXTuAo5ObK/GuXoM/K+QfelPAsJrJ2kW0F9xIzNT+89le+Coan1V0Ryzy0kbzDeiI4pX+D2p0UjgnlRPGgOara1Rh29nNCvbWNJoqN7DZHsCU8ZVtObl/9H4Wj7z6ZTDJzIZfVbfRnqNpCG0g+YrOFcrDHJs0eVJXojOG4sZAn6Pq7LGpGaw8x2+RkM6iWRcF/3fakhnLCMZ3fAv9H5vEyibxzwRxkWjHz7NyJsrwvgoO6LPv9Gwu9C87mryJkTzunqFojt87Xa8r6KNDl8uk5frpxVEdkCdBl+npwG/ReTZOOfPvy0uIhPRZyq5VMFPa57n3OOIfJVKllOoLGjuO3ybCCdcSuI7fDMRmYFzj5Md4buO2twMrCc9iHAgIYdPZDo65zd29lagv0E8WncSsA6R99XhCL8ddSzn1FFHgAUibB0tF+VzFT3i8EXZRheAexYaEjsBGJSzOQpdMmslqgOPNhM1VAyHr+SGKctfKNb6ez4/p+AOH4Bz/FyEO9AQz5CSr0IduE9Ha4vlI7II+BWavRPUCTsSXfj419HfVwN7I/JinLsnI0PjpD+NhgXETui/UefjcnRUaS1qaE9DjcBFwL97xNkjWlj9tlSP6El1zKdN9JrW7BEV2RltZGNn724qGVUPAX6KyPFV5gucQtpY/jfwXOcI/saRAxha39Evd7MIv6Kx7GSdSNziG0bVDXnnNiPyMOmRllBCjstp3OHbnvDSKe1DHb2T0RTp89A5E19FF/x+FTov5P3AuxD5IfAZnFsypnXK1nEO6oi+NarjI2g79WI0E9sQIucBZ+T08M+BTPrtWg5faMRuYVSfKeB1njTn8PkdAyMiXEFjz8QAGn6YqW80kn45+Us3hJBIXub3SchrdKmFbak9olok2pWNeExwjgdF+DdpY78W1UaC23q9bV5oPiFEpqGhjPFzswpdFqSMdnjOAX6DyAF1dpx2H+c2Asd5v8+LWrQDfIfvvjpCIkPP5yJE/oW2nXck9l9Ws24aiXQhads3q4PaiXc+lbnGQ+hUpyvRCJe4O/o9aOfq56t/LUtFeDma1Cq75EKWH5FdtzjmzzTeKd0Roo71I9COqQPRwZAB1Mleii67NYL+Bluh9vFk9B16VqPf15rDV5YJqNEfT86MR2skquRm1PBYj96MRynlGqS/oNgO34+AT1IUJ7kKDrkVOPcf7DXhYo6ZsZzZ4+by6OYBRv54AS99x3XuWbWG8UFkf7RRjnvhbwKOjDLVgUi8YPcitEfnb5HTd/WojLLMQidcJ3vyPw18PFojpa+o5wWZV64qGibxeyq/4yPAwWiPWbyY+ouAryPy1pzeM3/Zh3PynL0meG8kv95Qx/ZlHQ2hIci+w1dPCOkDpF9mod70C2g8w9fYhcPp/NE3oA59su5/QdvlWD/+jBr441ET4/WIfBs4FeeWjVn9tI47oMvsvIlKT/Hv0Myt66O6vhzNaqrzKkQuRduKyxL6HFrfqrrD59wGRJaR7imO5YTuSy09WUW2xztPTxpN0T6/yvdfQGMOXywv7/e5gMYdvvn0lsN3G5ogov0LLYtsC7zUaYfoZNTOmcjZ8ivgEuB8nMtbeiHJBcD/a+CbtxJhqnNkI2pK7g7Kchvw5AbkdRZtm39ApRMZ4HU4dxEib0WXggDYDe3EPKpKJ2bhyHu3N+koZx2+2oRCPhfh3C1EYY/RMkKHAy9EeBv6XM9EnYo4IkBQx2MtuBXAB53LLLQelRRBBxGSaya+HeeuiI6/Cb2fcaKo/0VkCc79rNqFOMflIjwT7QgIZn5FIx8+AHy/ynzPP+p1tCnpnWat3w8dMX0SsNAdys1UIt+GKcs/0cGM5Wgb/MMoo+koIswELiYdansemqjoptD1REu2TAk+/3XQmPNSlq3QELCD0R7ZeWi87h9QY2kVOuw8FMmegQ5Pz0AnUVcbjv5VdL7f49owzaxPkST4MJbcUsryPfInuxcDkW1Q5/SovbmZvbn5ITRUdhpw4gf5wvYIr8W5FVVkHIOOaCaNml2Bf5LO8Jw8Pgv4MyIlnDs/2rczaWcP4Oe5zp6u15I0ar5HyX0st55bApWes7gXeDNwPM49gMipaM9bbFi+BQ0v/VJAkh8u3VSDEcI5lojwIXQ0qRaXAZ9r13fnMJtsr2CtZByhMiFD/ka0l3SPBuozNgkvNMT3S1TmL/wbdfwuyTnjnWjnzOdRY+KVaHbYTwE/zu09VqdyT0it0zYC3I6rMm9UZB7wUVQvJ0TnfBd18EB1MtbLv0SfPdBe4MOiz+WIfATnriHs8NUakQN1okIOX2gEt7qeOOcQeYD0qExIzoXoM9bIek/V9ORCGjdaqsm7mManUfRW4had1/Z91IBqHR2ZehmaZOMQ1Cj+PRrWfg2apftE4OvA1xC5HE0b//Mqz8m5NObwgd6H0PpioA7TaQ3K6yQfJN3RcBrOXQSAcz9A5BAqSYOejy7+XpQ1mTuN7/DVE4ofHuEDRJiLTvdJZmo9F9WXfwArkmGC0ejTTGCrvHn8Ee9HR2hjHkUXaU8+d3eRzgz8Q0TuwblUBtaM7f4mYHg8PHgY3HcsPL4rDK6HqQ/A9pfCgou3YdzGs4Gzc+eOltx6yvJT8hNp1UdZxqOJi95HJdneOjTq53zUuVuD2miTUTtkAeoP3RCQ+BLSzt4w8OqcMHxAozNowXZrdLRqEqo8O1KZH3Iv+kKNhx83wqhn+g3SXv8X0Ac+S8mtoSxnogZCS7S5lyXJp9Fe6HqGmDuPyJNRwyAOmbsFnVu2NfAb1DA5ErgekRdFvT6+jNeiL43BaM896DXnjQbNQR3MuegI73nRnL6zgetRA+/ERPmfUZb/AS4JJBnZmrRRsVWNK94S+DrpEMJTgVsRiX+b96ANaWx0fgGR23Du956cv5POTHeUCGe0K3ukc3wl6guo5vSdC5zUgXlAIUetHsfAL5ORE4XDfRHV61bq0zrO3UROtsEqI8uXUmv5Fk0Hvl8k+xDgALSN/wNq2D4VNW73QeQWdD7mpeho3OMJSSPAaQtfpeE06wcZWD6ZE0m3BxlmbIKtIg2576fR3GGdv+enKF8WhVLVYinp8Pa8Eb4hqqSUT+A7fCE9WSXCd9DR73rJ1RPnWC3Ct1Hjqp3y/rsd8grMt9Bw5hm1CuaiHSsno+uKTUdHFU5Hw+pBDbs4Ounc6PMUdC7twcCXEfkpmrk5lRUxWvbgjzS2pJO/XEyS76ARCC13nLcddeY+k9izCZ3T9ZHEvofQjNOxbfb/ELkG537VmUoWisZH+JxbhYjfkRPLOYq0s7cJeKtz4VDIaITpMarNPxd5AdnwzLnk2fkVJgK/QmTf0agxatjuCyrTBrXc22p8RYovou+dVtbg/DrpAZ87gIMpuVp5DvL4Hepox+Gyg8A3RPhsNQc7GuWjGdtNGk2wKMJ8YN/Z05ft+KT5/1w0b6tHZu487+6Vc2c8umnapLVMHLfRCc6NMMDIyIDbuHni8PpNk4fHDWxe+cxd/vr7/T/2t7yGCsoyF3Ug6w0NO42Sq947pobxXqiRMged9DgRHX59FHWKbvYMlXzK8mnqd0rfSMl9v3axqKqtOKT64J1H5cV2JTo3Jk6fG0+Sjkcm1gKvwLnfJWRsh/ZeCMBGJgyeysfP+ywf3RTJnYKGhA2ijfIwsPE9nDH37Zx5+LY8vGoa6zZFx746mhyiLAegL79DqcQoO7RxX0llXb8dSTdUX6Pk3lX3b9BtdIHbeahhOgd96U5F9S3uXBlGDcuNaE/Ng8BVwVFPDYVoOE4bHSnfNzmnUoR9UAc8qVOnAx+rNpczd0mBsgygRs3T0JHcbYFZF95w7Lyv/P7dC6+846AdhoYnDEwav37zfjte/+Crn3Puf9582HceHBB3MfDTaC3Aumj4uRA5Gh3BSDKj6miUnvdRtFMnZgSY6IcUiTAR7Qipd8TjJOc4u86ybaGpUGJ9/o908ILNjJuzkYkj97PD3+5hp4c3MWHcZsYNuoT6DDDi5vLozN25c/8pPDFlKuseF01C9BvgpmoT85us32mkHZ4bca72oswi3yCdoOphnNsOkQ+SHv1ZinO+UxmSV0aN/5h/4lwmjE6EHVA9Ge8fy+E5znF13sHo3fufLso7yLnCZ9TOUpbPoWu+1cvWlNzo4s9RIoWj0U6QxWgbvwwNF407uZNrfAqVkLhr0PCs/GdBOIz659+tAfZ0rkoHVlk+RWNh57MpVYn4SdC0jaLzd/9BehmielkFPA3namWo7DoizEA7yvYlSk6H2k0r0FDw+F0S68cgqjunOZdI4qNhkutIR1G9Bee+U0cl/kk6BPLnOPfKaMTu/eiIaZyw6T7UbrwVnVu3jkrW0Mmo3TcP+LNzqfl/ILIY7UhOJt45Bh31DtYMXaA9OXXrCuDwWmG7bZk7WpbzqD+J0wpKLp3Uqiz/Ib3MxacouY/nfNdz0Dn0MaspuczSKCJMRyNgjkA7JWdFh5ah9+ZxKhGTU9Hfej6aDOctOUm+cmlmPtpuwDOWr5mz+Io7Dp6JNnh3or0AG1DlFdK9NKDG06qqAXol9yhl+TL1N863p7ZExqMG6AHAM9Ge7HHAP6P6/Q3tGRtEY28PRpVv76hX5Hp0ocZrUYMlNLR6Cnpjqi3Yug54ZyPOXkvoqNz3SN/Pg6ieGVAnTou8Gee+B4BzD4nwGzRD0v6o4/J6NOb+FjQkdwWVOO/xwOQv8951X+a9ZeBPQQUsuWuJs1EeLVuzgZcwxCEMsgOT2ASMY4hxjOcOtuF69uFqtuMBamekah8aOrk16qSNQ53Q8agOP4G+dB4PLt6taxZ+Dh0NiR/Yb6Av8X+TDnUeQBvbGegI5v3oiHF6pEJkH7RHKWZjJDNv8fB90BA4omv4RZTpbAOAc9wgwqlU5nSBOvcnRj3Md0T1lKheO6CdJJtEOCgVT16W/dGXRGwcO9SgvuhF+1z08ItOu3AkerlM2TA0+YkrP/HcPdCXxzj0ZTILbdDGCj/Ebl1NZ0/x59wEE2k4x0YRPomuNVSLy9Fns+1EPX17oY739ujvOgzcC65ExRB1gMjZvISKoXE3cHPyvgpuGXq926GdL1PQdvsP6CjZKrSNj8+JjYKb0FGvG/zRWxFmo4bPPFQvJwOPgTsGfR4q33/26BqTA9H33e7NY/BDOusJ0w2Vmxc9776e1DPnKlQuFNKJc9wvwjeBejqtvlnNOYvkPSDCN9Cwolp8q055X6e+Uchv96Szp5yBzneeVasg2uHsz3GfioYX7oeO7M5EQ+MeRDuN16Lt+wiqv+PQNn0y+gwNkN9ug4Yy/5n61gb8UFVnT/kKakTWk+HwPvKyQrcLdV6+R9rZO5fq0SAfo+IYzAR+jMihRZ7PJ8LhaITVlGjXEBpRdXmjhjna8Z2KwFrDtH/NkNF8GeNRPRugYm9vBoZWM/3aqaxbN8hI3HY+DqMjdl8U4XS0k3YPdH7rHNRBnYLqbKyv61Fb9jFgfxHuci7SY424OA3tgIjfrefg3FRhEhsAAA8pSURBVG9EGMyp3/BfOOSkg7l8gVScxEXoUF3SOSL6jsnoQu/PczoVZCOqr3twtvwWdRYvQTv+6ulA/iQ6CFJPB9ftgX1noM9WzNsoy/XAbyhl7MIZpKNKgrZ4NLp6GnDacpk97Qqe+8J1TD1IcLs+xjbDDzB/zUxWbS+4oTVMv+F+drjxDxxx3SNse28TOtXYCJ9Ia3PjDKMVnGuiVyeA6bHRTdqhx6bDRjexttjoB0yPjX6gXj1uOKTTMAzDMAzDMAzD6A0GahcxDMMwDMMwDMMwehFz+AzDMAzDMAzDMPoUc/gMwzAMwzAMwzD6FHP4DMMwDMMwDMMw+hRz+AzDMAzDMAzDMPoUc/gMwzAMwzAMwzD6FHP4DMMwDMMwDMMw+hRz+AzDMAzDMAzDMPoUc/gMwzAMwzAMwzD6FHP4DMMwDMMwDMMw+hRz+AzDMAzDMAzDMPoUc/gMwzAMwzAMwzD6FHP4DMMwDMMwDMMw+hRz+AzDMAzDMAzDMPqUcY0Unj1rG7dowQ7gRio7ZTD6x8U7sicORH5lfJ7E2y5bdlRuLCcpr8p3RMQ1GxjepP8MTsj/jkYYHqr8P+DXv1IfNzBIiMQvNlp6xKW3q/waDIR+1lHhw9HfzYn6xv9HUjdr/d1Ioibx/5FsiesuiX4A8coOJlRGJFVeom03EFCr+DeLZcd1BiSq98j4yamvTOKA++67j+XLl+ff/DrZetYsN3/BQqSKHrno3g5ItsxIdCy+3moVCpyeUXuXuPNxnQajn2ndJv2dlq3dNFpmp20mB7/ric2Vezt5nAoYim+bxHXPXsdw9Dd5bMJg+vkL6WhcJL7GWGuGQ4ocldkcOBjvGR6Jf9dkHfXv0LBeSHw/QmUGvGt0iR86vleD0d+hxHMQy/TvefI7Jgym+8Zi0ZPGVQo9MZSu4+TRxyAhaHgT9y59gOWPrWxJj2fNnu0WLlyY2jfansT3Jfvto4w+1t65yWPx71nldla2k++EuK2M25P4x0qWGdqofyfPSMlZO1QpE+vnuKgiE8fF7W6lfPzv6FcEnqX4NInqJcl20if0Tor1I267km189P+wk6jO6brrsbTMeDO533nnVfQ1VZFkdVLvhPhaY5mVe1gpVDlPUuen6hf9OzH+4s16n4YGJo4WmbD5CZY88DDLV65quS3eZtZst2DhwtS1jHi3IK73cEJ9RnUz05bml3GBUv75yd9rJCo36LXzmxMVnDjY+E8Qeubiti9udzcnH6eoknFd47YrWdf4GYnLjL5uE9/rv++Sv3lcFf9yUpvx85t5RpKNR9omGC2b+l0j/SNL8N2R/obM1/vtHWTbrvhYonlhwgDc2yabYvbsWW7RwkVBO88nz75J/g2VH/G2Q2XEt7ETxNce/16JV9fo716XOm9Yo/WZNB2AgaRtHH9/bAMm2srhzHOYrjtU7psk7MNUpZPfEZO0aTMvpoCWxftimfHzFSobEdc9ZIf79nxS9LD3m7tAmbjNj9uZkI21aThtm4xPVHXjiOOBpfexcsWKmnevIYdv0YIduPaSi5GhDaP73MRpUa2jl2h8oxM/3siEyJCPzxsXOWHDiRevpJ1CF5dJOGyyeUN0bFKqbPL/TdElTV51r37F1guy39EEg6sfGP1/ZKIqemxAJOUOT9lay3jKvSnRksU3OjYQ40Y+qTB+Oxkb8EkmoL/fwMZ1+nfNI5WDax/Tv5GjN7ziYf2O9esq37Eh+j96KAemRtc1YVJFTnTMbdLffmDazMp1TNRyEt2r+Dw3dZtMXePGwY2bGNV5TeUr1q0AYMO2TwHCjc6wg4Oec2D2QBPMX7CQ8/94OeMTT69vZMT3a+r47O++fnP6vo1LyPGNu/i+DSe+IFaFuGzSCRoXydxqov7uf3tAf6fvXLVktMy5pb2C13XzsvWj/z95tj5zD69THZkxUeuxLvHG27hZv3flei2zIWFR7TBd7+ngQPoak3ocy5wQG+RR3ZNGe0zcUD2yrvLMx8Z5/LWPb9Rjg4nG/YkhbfgfWquG57QJ+ruMTzhgcZkp4wdT20OJ64llbj15PAAPR/K03tE9iu7HpHEqZ2LimVu4lep2fBvj+7nbNhVD+KZHnojO1/OevHV0fqING1y5lGcdeRytsnDhQi6/8uqUU7t+c9pojO9ZQIVHnZ64vVy/OekA699Kp0H0skmcH+tFfKfGbVpbObb6QQBGJm+lZaK2WTZUnvmRh+7Rv3u/MFWv6x6stE/xfdxmkt6z3WbpPUg+Y/EtjvVyU+Kex076nCl6P8c9/pBeR9TeQMWwGO2oG6p0rIyWGdRjcYdUfF0ALvp/jZsQ1Vnrkfw9V0d6HdslscG+ekPlWYh/4/ia47Zpq0mVV/Toyz66rimJGzs+svBXrh+KykhUpmJwxfoc39e4syLZJsQ/7aIZ+puPW6736f4plc6FBctv5pnHn0g7WLBwIb+79IrR5xpgbdTJNTiqv/p39caKERjr+LDX1Awl2tn4+oZH0seSz0x86XFbNC3xe8XtYfwOiNu3R5+o3Ledtmq8Q3lT9J1rNlWuJ762hTNU3vL1le94fKOeELdnj6xTHU3e21lRuxbr//To/ZF8ZuPnIXZkk++2oej5mRGdN9qZl7CxYvtNok6AUbtnuPLMxO93Nz6yDTZvivZXfqeNaF0nimfUA2uHwzZa0hGM31vxdcTvnwkJwyFug/3OwGWJe7fd1HEceGB7bIpFCxdx9ZWXs95V7sl4r42ML2GcS9i9kb0cX9+mQFsbt+Mbh2PHQPcnVT/+rvFD+g5K/t7xfVq2waXKzhxfkbAm+t2nh14WHoN3XAbAE7seDMCUtQ9WvmqT2iAj0+bo38juA1gbXXZ8HfHvkrxvcds0fsNq3RH7A4PjK98xVLFzoGL/Ajivh91NmBKdVLkuF7Xjo70ikR8yEvsyZDse1kYPbbLNjd9D8e+5IdHmx23XmujZjU2JZEdObMKsjxqhmZNUd9I2lu57YI226/HvM3dKRc/uWzPEcS84mHqwkE7DMAzDMAzDMIw+xRw+wzAMwzAMwzCMPsUcPsMwDMMwDMMwjD7FHD7DMAzDMAzDMIw+xRw+wzAMwzAMwzCMPsUcPsMwDMMwDMMwjD7FHD7DMAzDMAzDMIw+xRw+wzAMwzAMwzCMPsUcPsMwDMMwDMMwjD7FHD7DMAzDMAzDMIw+xRw+wzAMwzAMwzCMPsUcPsMwDMMwDMMwjD7FHD7DMAzDMAzDMIw+xRw+wzAMwzAMwzCMPsUcPsMwDMMwDMMwjD7FHD7DMAzDMAzDMIw+xRw+wzAMwzAMwzCMPsUcPsMwDMMwDMMwjD7FHD7DMAzDMAzDMIw+xRw+wzAMwzAMwzCMPkWcc/UXFlkG3Dt21SkEs4Hl3a6EEWSRc25Oq0JMj40u07IebyE6DKbHRcXa4sYwPS4mpseNYXpcTOrS44Ycvi0BEbneObdft+thGK1gemz0A6bHRj9gemz0A6bHvY2FdBqGYRiGYRiGYfQp5vAZhmEYhmEYhmH0KebwZflOtytgGG3A9NjoB0yPjX7A9NjoB0yPexibw2cYhmEYhmEYhtGn2AifYRiGYRiGYRhGn2IOn2EYhmEYhmEYRp9iDl+diMhbReQREVkrIrO6XR/DaAbTY6MfMD02+gHTY6PXMR3uHQrh8InIc0TkGhFZLSKPicjVIvKM6NgJInJVi/IXi4gTkXFNnj8eOB14gXNumnNuRaDMBBE5RUTuEpF1IrJERL4nIouj408WkT+KyEoRWSUifxeRo6Jjh4jISPTAJD8HNH/VRqcxPTY97gdMj02P+wHTY9PjXsd02HS4nTR1k9uJiMwALgbeCvwcmAAcBGxsk/x2XOM8YBJwW5UyvwB2AErAjcBU4DXA4cB3gYuAbwLHROWfAUji/Aedczu0oa5GFzA9HsX0uIcxPR7F9LiHMT0exfS4RzEdHsV0uF0457r6AfYDVuUc2xPYAAwDa+NywNGo4jwOLAVOSZyzGHDAicB9wBXRXxfJWAscEPiuicCXgQejz5ejfbsB6xLnXxo493nAemBBznXMjs6fmXP8EOD+bt8L+zT/MT02Pe6Hj+mx6XE/fEyPTY97/WM6bDrcdp3qegVgBrAC+CFwJLC1d/wE4KqAEjwVDUndC3gEeEl0LFbqc9CehMmJfeOq1ONU4DpgLjAHuAb4lCczeD7wv8DlVWQLcBfaW/MSYF7gekype/hjemx63A8f02PT4374mB6bHvf6x3TYdLjdn67P4XPOPQ48B1Was4BlInKhiMyrcs5lzrlbnHMjzrmbgZ8AB3vFTnHOrXPOra+zKq8GTnXOPeqcWwZ8EnhtnefOAh6qUl8HHAosAb4EPCQiV4jIroli20fxy8nP1Dq/3+gypsejmB73MKbHo5ge9zCmx6OYHvcopsOjmA63ia47fADOududcyc4jdN9CrA9OmwcRESeKSJ/EZFlIrIaOBkdGk6ytMFqbA/cm9i+N9pXDyuA7aoVcM7d75x7h3NuZ2AROhR+TqLIg865md5nXQP1N7qM6TFgetzzmB4Dpsc9j+kxYHrc05gOA6bDbaMQDl8S59wdwA9Q5Qbt3fApAxeiccFbAd8iPcnTPy8kw+dBVNliFkb76uFPwP4iUtfEUufcUuBMKtdo9Bmmx0Y/YHps9AOmx0avYzpstErXHT4R2UNE3h8rhIgsAP4LjRkGjUHeQUQmJE6bDjzmnNsgIvuj2X+qsQwYAXaqUuYnwP+IyBwRmQ18HPhxPdfgnPsTcAlwgYjsKyLjRGS6iJwsIm8Uka1F5JMisouIDETy35i4RqPHMT02+gHTY6MfMD02eh3TYaPddN3hA9YAzwT+KiLr0Bt9K/D+6PilaMrXh0VkebTvbcCpIrIGVb6fV/sC59wTwGeAq6P432cFin0auB64GbgFuCHaVy8vA34L/AxYHV3DfmgPxyZ0cuuf0OxJt6KpdU9InL+9ZNcaOb6B7ze6i+mxYnrc25geK6bHvY3psWJ63LuYDiumw21CdM6kYRiGYRiGYRiG0W8UYYTPMAzDMAzDMAzDGAPM4TMMwzAMwzAMw+hTzOEzDMMwDMMwDMPoU8zhMwzDMAzDMAzD6FPM4TMMwzAMwzAMw+hTzOEzDMMwDMMwDMPoU8zhMwzDMAzDMAzD6FPM4TMMwzAMwzAMw+hT/j/zFIFdMQhhvQAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 900x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Plot Max Activation PWMs and Correlation maps\n", "\n", "n_filters_per_row = 5\n", "\n", "n_rows = int(pwms.shape[0] / n_filters_per_row)\n", "k = 0\n", "for row_i in range(n_rows) :\n", " \n", " f, ax = plt.subplots(2, n_filters_per_row, figsize=(2.5 * n_filters_per_row, 2), gridspec_kw = {'height_ratios':[3, 1]})\n", "\n", " for kk in range(n_filters_per_row) :\n", " plot_pwm_iso_logo(pwms_top, r_vals, k, ax[0, kk], ax[1, kk], seq_start=24, seq_end=95)\n", " k += 1\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#Create a new model that outputs the conv layer activation maps together with the isoform proportion\n", "conv_layer_iso_model = Model(\n", " inputs = aparent_model.inputs,\n", " outputs = [\n", " aparent_model.get_layer('iso_conv_layer_2').output,\n", " aparent_model.get_layer('iso_out_layer_1').output\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#Predict from test data generator\n", "iso_conv_2_out, iso_pred = conv_layer_iso_model.predict_generator(plasmid_gens['test'], workers=4, use_multiprocessing=True)\n", "\n", "iso_conv_2_out = np.reshape(iso_conv_2_out, (iso_conv_2_out.shape[0], iso_conv_2_out.shape[1], iso_conv_2_out.shape[2]))\n", "\n", "iso_pred = np.ravel(iso_pred[:, 1])\n", "logodds_pred = np.log(iso_pred / (1. - iso_pred))\n", "\n", "#Retrieve one-hot input sequences\n", "onehot_seqs = np.concatenate([plasmid_gens['test'][i][0][0][:, 0, :, :] for i in range(len(plasmid_gens['test']))], axis=0)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "#Layer 2: Compute Max Activation Correlation maps and PWMs\n", "filter_width = 19\n", "n_samples = 200\n", "\n", "pwms = np.zeros((iso_conv_2_out.shape[1], filter_width, 4))\n", "pwms_top = np.zeros((iso_conv_2_out.shape[1], filter_width, 4))\n", "\n", "for k in range(iso_conv_2_out.shape[1]) :\n", " \n", " for i in range(iso_conv_2_out.shape[0]) :\n", " max_j = np.argmax(iso_conv_2_out[i, k, :])\n", " if iso_conv_2_out[i, k, max_j] > 0 :\n", " pwms[k, :, :] += onehot_seqs[i, max_j * 2: max_j * 2 + filter_width, :]\n", " \n", " sort_index = np.argsort(np.max(iso_conv_2_out[:, k, :], axis=-1))[::-1]\n", " for i in range(n_samples) :\n", " max_j = np.argmax(iso_conv_2_out[sort_index[i], k, :])\n", " if iso_conv_2_out[sort_index[i], k, max_j] > 0 :\n", " pwms_top[k, :, :] += onehot_seqs[sort_index[i], max_j * 2: max_j * 2 + filter_width, :]\n", " \n", " \n", " pwms[k, :, :] /= np.expand_dims(np.sum(pwms[k, :, :], axis=-1), axis=-1)\n", " pwms_top[k, :, :] /= np.expand_dims(np.sum(pwms_top[k, :, :], axis=-1), axis=-1)\n", "\n", "r_vals = np.zeros((iso_conv_2_out.shape[1], iso_conv_2_out.shape[2]))\n", "\n", "for k in range(iso_conv_2_out.shape[1]) :\n", " for j in range(iso_conv_2_out.shape[2]) :\n", " if np.any(iso_conv_2_out[:, k, j] > 0.) :\n", " r_val, _ = pearsonr(iso_conv_2_out[:, k, j], logodds_pred)\n", " r_vals[k, j] = r_val if not np.isnan(r_val) else 0\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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iQnRAK2y3GkZz8e9AoWcpur8SrQfS8GJIMZYaJ0bW/UyQvYBZzpll1LpCR3Mh8ZYWXriIRhZPmrlj61i6rRPSFEuuxULu9KhRwSEe/wLSpx5tDReSwcHyC/S6vWoZN6Xy17MwtkybRnUDRA5B5BDCQsdcSAzDMIzmskOwfAStVzZEJCkwdn6yUgOMCb79J2dfxjkyiZ2yLYBqwjpyh4Q0RkclKzsAtxCKF6CdpPNb8azRwOahBUZWKsjK3sGnvfngb4a2Feey5jFoDAOKj20RtcCoSU2Vm7aYyQMODpaLgO2cozdqhfVkEb81OggdTcCIBvBUd4bQMiA3DoZIBdpAAbg3WK6Jj2vc5SK6HrVa8AJGF0QuRuRi4CuxfZ64VUe+wKDFEgoY6i4zO7bdE7fASLoWCK0sTgfuCz79Y/sMwzAMo1S81cMLwJTYtlLYiNDK4ukif7NdsHw0WG6BSKFGtNFx+C3Jbdy3WsX6Qol2rqIWGDXAY8Enfda8tmHPyPq4fAlFqBRhlEhq3DnDgNBaopC7R1TAqC4ybd4yWoShhJbov3WONwCc43HgGwXOYXQgOpoLSdwCA1Q17k7TQJ6j0BfiU+Bl4Fu0jAVGZ0T8SE1dbB+EIkVf4BexY8QFjHhcjfmN6WLxOopC/Ym9pcUXkeUgonEwNOioLwQ+QMQRVvTViHTCOT96kM/KwiwwjDUiyWd+rbuNZGUztDOzCniBjJtR4BeGYbQMXkR4C40Yv2mw7dHUXyQTFf2LjXHgR5sfD9YHoAHeLA5GRycrmxJ2zBcAF6KDOd+kdWcH6YjuF3tE1ndHZ/Jpgggno6JQ/+D7k8C3neODVs+h0dEo1lpiVWS9kGVSUQIGuaEDstEdznUQty6jKNYFAWMOOvoSdyHxkWZ1irTcbc3Biw3foKmKlyRgJBHuy/U7fAyROnL/j17kusgUQ9/gGPWR3/rGXNQCI2plkaR69iI0fzQBw1g3yUpn4G/AsbHtN5JxpyX+xjCMlkHrQC8ivAmMRt/F5pixdw2W9UAY6ykr2wDnAPPIuB/GfuMbum8HnwHBNhMwOj4HBssGYBwZ9zYAWbmLptaoLUnUh7+jtK93y1kXkcBFuhERMsA/Yr8bh7rjfKuV82d0PPzgbiFRIhpbr1uBtF586Fwg3YhgOQubynidpqMUsB4vUnwFkb8H68Nj+zzeH/Y9QgFjGCI9cK45QVzirhVRShcw9GX19z8pfkdvShcwfMU8KxKIqZCAkUQvwgCg+dxEzIXE6MjcBByTsH2DtZwPw2jXtFKw3eFonbgYmI6KCNA8AcOPzjXE3AOGAicHxw8FDBVPvEvpu8G59yXFSlOEEcBxaON4NnCPc6kzmxhtz67B8oVG8QIIno3WtLArxSS+7REZhr4jM9GOYV/UevnDMAldgWtTjvBqa2fR6JB4AaOQ2LAksl5oQDQtlmCcYcHyI+doLVcxox3QUQWMzYNPlPhUqqOD5WScm4/I7CDNaOC5Zpw7X2Cx4gWMUN0uFKis9EBmofvIEkR8/I+G2D4oLGBEz20WGMa6R1bGEYoXbwFXA6uBw9DRYMMwWhcvFryNcw4R39EclTirmEg52pGqBq7DuZcje5cHy0qy0oVMkxnJ4oxABfhFwOfAO7E8RU7LicAN5JouXyzC8c5xW4HzGG3DJsHy8bV61oxzZMXPqNO1UPJGRDoDZwXfbsG5L3J2t95sXbsEy1fQzua+wbboVJMnEbYZ7wT+gLbFz8GsldZbRBA0nksV8JlzOe5TXpgoZFXRHAEjXx8res5ZBdLZLHgdnI4mYMRFiihxKwbfgX8/suwfbG9pASMpiGcSFahJ1XIKB+psTiBPb2WxKaHViacUAUP3ayDUfAqqCRhGR8WbvU4FdiLjvHniRLLS0cpFw+iIeLHAiwfT0QZtN9SC8oVY+r2BM4L1MuCUyL5oY3UkKkrmw1tovhuIJ+82bo+Y0IuwA/B3koPRfVzgHEbb4WN+tcV/tAIVMEqxUP0GcGWw3hf4cUtnKoWdgmVUwNgZfeY9hwXLycBxzqmbjAj3kjQ9sbHOI8KR6PO6cbBptghXO8flwfeiZlR0jtUirEJF6SRL9ChewCg0uOvdVpbnTWV0eDpaQz3fAx6KGyLVqBkchALGB2iwotE0j3yd/qRpVPMdZzmFX8LmCBjxqVLT9hUnYBSugM2FxOio+GjrN0XECyXj6pomN4z1l1YKtutdOHZD5I7YviQB44TI+pGInBkJNj0NNd8vR+v5QgJG1H0EtHMGWn8PQ8UUgEuCYy4ATkSn4RuBBoM08/n2S5dguSBna1Z8h+szMm4VrcMCtG2Ub8AtRN2Zzg6+OWA8Ir9sYoFUKiKD0MGsJTiX9qxGBYxOsW1+lN1/v8GLFwDOUVqQeWOdQITjiQXHRJ/1E6FRwJgXLPuKUBazzoizGO3b5eu/QChgDMmbKuzXFnw+20UQeaPZdLRpVPMJGNF9o9BGh74YIpsRBovZIv7DguQG3EyiWAsMCK0WCgkYhUSGJIoVMArl0e83AcNY98hKFWGgJzOBNYy2wYsIo4GvBx9v/jsmJ6UOSnwNbZS+HaQ7sHF/xtUSvsvfCd7xfPiA3jWIHIGOPPsG8mg9Jb2B/YNtP3KOB51jmXNMdo7zrAPXrvHxJ5bGtk8JPpvQenjRpNhgoXsBm6GWwQ+j7a/jowncDU78J9+2GH8AJgHPIdJUTBGpJJwF6FVCQW5M4NICag3i26LNsVw21iFE6An8Ofi6BPgL8HvU7TbqruUtMMop/B74vlmhdL58Hlog3epgWagOMDo4HccCQ0WEYgUMHx+jOxrEk4R9pdCV/PMZR8WGQm4VxQoYaxIDI4luEb9is8Aw1meiz+3sxrWs9EAbfQA/IOOiEbINw2gpdCrvUXlSbBX7vi9adz4B/Be4AhU87oykeQgdLd4cuJus/B9qDp+EFzBOCj7xfQ+hnbsyNI7U7XnyarQ/VqIWBYWmXGwNvICR7/mOcnqw/DvaSTsg2Dah2TkQGQgcFXyrQi2GroylGo3en89xbnbQxp6Ptj23QQWLqCXwZ83Oj7GucBzaP6gH9nSO16DRUifaZ5kfWR+JxhlKw8fBKPS+LAyWI0Socq5RqIjjLasKDdQaHZyOI2CoiJAvqnPfiO9qPpFiGCJdcS6uzOej2A4/tK2AMbCI/VMpfD1mgWF0XLIyEq1ot0af0WWoL/S/yLhXIKfiiwqTNWhDD+ACcqf4Mgyj5dic0H8+aslQFmzfMjad4xHB8j5UXLgCOASRalyjK8AE4Kdo/IEDiVpoRNGR503z5M2LG35EcIZzTUbyjfbNUlTAKM6NowREGAAchM5WVY+6Hz3sXGNHzM/8Nqbpr5scrDf6bK8C7giWi4EdERmDi8ygUhono+37Z9BpUscj8tvI7HQAOwTLdxDp2riuLlg7ogJGl0j6FbQ0IjWEsw69gnO1+ZIbbc4+wfJuL14ABLN9zIuki65vg7repeHbWU36bSJIZCYRb4FRiVospbkJ+kGp1pwu2WgHdCQXkkIBXmoIC9vNCqTN13hJopCY0D2IkA5h538ZqsT7D7H9bSVgRPMwHW0M+o+PfG0WGEbHJCtno/FuLkYbcO+iz/VXCE0KlxKq9Bus5Rwaxpoh0gmRvyJyCyLHtnV2mokXCT7GuYrGT2gx0Qff+dS61QcSfACNa/UJ6kayZ+MRM24G8Isizr0x2ghOw7uZ+pgAaSN9rU9WKsnKOLJyOln5HlnJkJUtyYr5aefHxzAp3WU4DyKcFxz7b8BFwC9R4eEvkWTTguUGZGV4gUMeh9ZLM9DA0mcSTvN6SjMzKYRC/DlBfkYCu8dSbh8sD0BHwZeg4kV0X1RQyPfONJcfoULJc4QBeo32i3+fni2QLmqBkfPcidA3ltYLGENFQivyYPreqKixKLL+ldgxt4t8/ShYbiLSKs+s0U7oSBYY0Yd+NOE8wxujjRpQkWMpoUCxhFzVuB86urMppQXg8h36WnLnqN8amBis90RVR29h8XWc+29jSpEZqCIYt8C4ldyI05ehEalLEzC00vICxV/Jjb59CVpJ+sLBX89tOHd+5Bg3AKfR1ALjc3JHEw4G/okKN9FRMsNoO7KyJXBN8G13Mu75xHQZ10BW3kVNxA8G/r12MrgWEOkCPIq+u//EuSvaOEdGy3MZMB4d/T0SkVdwbmob56lUvIAxObY96vI5Bp1dZCxad89C2yxbAK8BGwKHo3EDPD6I3E8JZ9CaSugaBmEjfAFwVWT7Zmig0M0RKQPnR9T7xkYC14igkX4GGvtgONoxnA+8DpzaGCgxK0egHWNfry9CRRuHmlt/0hL5WUeZgnbC9ycr55FZ8zaKCCcBv0Hv/1Xoc1eJdqaiz+C0yPqxwG/zHNa7L22ExhKIkkHkxzhXaqyVHdBn+SO0nXsr8BPUKiM6Er5905822Re1PBoAzCkxL+loXI7z0fewG3AxIv/AmetmO8b3DeYWSLccFX6rgINE6O5co1BxGbliVXQq1X2BW4L149Gy29cRUQHjUOD/AETYEO0zeYsQXxd2Qt/NpwrktU2wKVzXnI4kYHgLjEU4FzZ6RKKFXV9EphEKGF/HuUciaV8mLNxLwXf4F+BcOD2pSENOGpGFhEHI4oXwYpIFjM9xLvQPU6Ejur9YuhGOGF2bY3oo8h20oeQbQv56FpLLwth+L2AswrkwrYg3kaxALV9a3rTQWGusQwXp2GA5I0e8yMru6EjXx2ScbyQ+gAoYJ5GVW8lEyomOzQ8IRycuQuRmnJvZlhkyWhCRHdFR1XfRTvkE4K+I7NvBhGQ/G1iugOHcEkSmo/XVFsD/UJERtAP1DrkcnCOia0f11/SXpxjBdtTzHq+5R1PO/QbOXda4VWQrVMDoEpzf16E90KCPHzTjOnMQYRs0sGJ34GrgUrSxPwgoi4gXuwD/CX52BnAzGbeCrHQCNiXjTLzIzzNomb8lcCThvWwWgY//z4KvVzjHhZHdD8SSfxRZP5+sPIpa5MYPuhGhxdEphO2ocjQexkBU5Ppfidn1s/XcHkwRfAcqYHwdke/i3MrAjSoeZybKZhrI030a5KsTOmAXf//WhAtQ1/Cfo2Lkt4AfUpwVldE2+IHjvAEyncOJMBsNuNkJuCawXjoD+LYIZznXeKxoX+nbImTR/s/FwFmRfVGrjgNF2AMNHnoL8GlkX/T9O1eEp734LML2zpU+e1RJbWS1jtsedd0ahA6az0HfnUfIqCBpM6CsOR1RwJgX2z4vlmYIoSvJlFjaKaiAUaoLSaEOv08TzcuiWFr/3SuYoSiSy4LY/mKJuo/Miu2bjTbIvAWGz0M8jwtj+72AsSSWLvq9OyZgrDVaQ2xYhwpSr7z3JyvDyDgfdGw08B3U7NELGNej5qudgIfJytvQMiOsbYZIT/SalqOV+reBC8ltBBgdFZEydEReUBHjMbRBuDeEU9uJUIV2Yg5FR+pXoc92JXC/c40dsbYUL70VRDzItt82nFBoOCjPcXy6sGOl1oh/Zw4jgSmIbBoTd7xZcvzcU9D7JEGahwmDGl4swol+OkAROgG1kUY4IuwFfBftlPYPjvUZ8Ffn+E2Q7CK0fr3BOc7Nc12nBfm4i4z7v8j2OmAyWSn3DWEjkQeAP6H38J9kJTrLTHPwIhYUFkNej6z3iX2PclywfAbn/pGzRyQDHBKkKV7AUHerY4JvJyJyCGGsme6ou8jd6CCejym3Fxr0FHQg7BHUvXyMc7wowltocNzjCC2O1wyRAai7zFJ0Vot+qNvLOYhcnTNgZrQnfF9ioyLSfkg4Y8gp5LpE9SK05pkR2b4rKvCOQPtyUTf1aZH1MnTWk1p0EDX6vMwL8tkfdT38mwgPA7sAp4jQs8C0rk1IaiPHtwOQlcHAv1DxYgo6FfgStOzYDg1AbbQQHUnA8C4kuSZsztUisgitYPoSVjKrCP0gPR8Gy1Kn0CokNvg00QCeaQJG3AIj7Zh9KA0vYNTTVOTxFhMDgqUXKOLn9nn01+vzGhcwooppD5oKJkYrUazY0KodE5G+aAMb4EGcSwumtLZ5CrgNbWg9Q1b+girzY5ukzLiZZGU8cDNBY20t5rN0RAYB+wXfHsS5JBPOs9B3+1rUTPOOzyMSAAAgAElEQVQUNHjbr80KY53gZFSAr0dHpy4mFPZ/g8jdOLccdYk6FO1s7O6cNu5EKCM2ctYm4qUKDL9GO1ZJnbPL0dlFPguee++2OYZc18g3UIHmAHJHhr+C+vwT7B8LvBjZ7wWM93PO6twKRD5BG+ebO8dDItyHmicfDwwX4Um07j4MnQXleb0kvo9aVMxFrSpeRdtXowhNmyG8/4WCFfq6d3Zs+92ooPMTNJCpkUTGTSMrD6AiQA2F4itkZSj63AxF/6PFaN3xNBm3hNwA8vn/u4xbQFamEj6DaXyGvsPPkJUytA1Xg/7nlwMv03TQrBC7Eg5UDQ8+UY5FnyH/Tk3DuSdyUqiF7cAgzYuoALMTcIgIZ6P1SwVwNDDLuZItREAtBWvQd/AHwbbZaBv1O2j5YLQ/nkXroMNE+HkBIeA9VFxPog9hX+7T2L5ozIyogPEZWvf5eIPlkfXGGUcC64/7UYseaCqeDCE2o44IW4E7DxgoE/gFWmY/4lyjsFcsE1Dx4l9AhowrSSgxSqMjChjxzrnf5gUMb30xNcF3MBQwSovdkCxgqCneKrRya2kBoyciZbGo0fnwAsachOv2AoMXMApZlMQtMOLXErfAMNoZrdYx0WjlD6GjnouBcxHZFec+zP/DtUDGObJyAtr5ORbt8HVFxcxniavfGTeRrHyMNqC2QCvHj4AHyTVXbFtEhqLTR3ZBr2c6Invj3KxIms7A99FR36txbhYiE9FK/BzgvLWdbaMF0f/3V8G3X5Hb6Psh+j6eE+zzFoave/ECIGhsltogazZuAuejo16TuSG6wznghkaRdXysWAqkUXeDE0S+EWz9BOdyzddFHkUFgv2B30X2eBP6z4BhwIl4AUNHqP39SSqzPiQQMILvF6GCQT+0c7hrJO2ewPOBxYvvcJ3mHPdE0sSj71+JCi7jAxPrR9BR6N7AAOcap2udhLo+HE5WLiGzHgmQWt6p2bVza/K8noMGpUxvo2SlO3AjKka9hVo1LUTFh3GoKwqoMOU79ruTPgOC5wkKCRjO3RKc3wcCDd2GJzIZOJiMm1bgPHGODpZ3kSvaHIi6pRwSTGG8dbD9zYRjvIlep0/z78ixrkGf4XLUousyYiJk4G7TH22Pl6H3c6ZzwWxDIt1Q6wvQ9rAfDPGTCnwfkaua/d+rpVoZ4JoRP8TIz1NoO2NL4A8i/BR1j9oCGB0pvyDZus4THaCNDzRHaXx3naNWhOmou1Gc+JSpfyMUMOKMIhAwRKgJ0h6fkO5s1IqrFHww0QdyxIus3I223X5Ipt0M+HV4OqKAkTTyOBdtdPRFxYx3gKcT0k0mHKnpk3KsJPzLkaSGL0AL+56E4kQDNJl2LS5gpFl1+I5TGWrOV6zZoxcnkqwh/LaBiFSgL1I0Tx5/fV2DdD6eRz4LjG4Y6wfa+M+iCvyJ6Gjok8BDiIzFuSRxsdhjD3HwVWBlTmfH7y7SokQmkdZgGQXs6jI0+rynHHNr4CjgRpeheYKPyM7AP9Aggu8CxzXbJFakH9qoHoA2nPujAsujiOwROe7JhGXk6+gkBX6099uIXGrB0To0X0WDNk4CfpEjvmvcpJ8DuyBSBe4oNHDgJSIcgcZuqEPrqOVooMjWHRkSGYGKKRXA4YjcjnNvNONIPdDn/YnAt7gb+lwvQzt9GwArG8V+LaOOCn77fVTMPBqRHwSdGUcwKr05kzu/L5yBCho1wKzNefdvt3Hct7bi7eUAzjFdhJ1RIeNEtOPWgHZsnwjOU0MYMDRuMZGDczwtwg6oe9cRaEeuM1r3vi/CY84xDw1Qtx9q6TGZrDyEthXyxS3o+IicT2hZ8iQiB+Jc81xUM+4jsrI3GtTcdyymox157yd/MSpePAPs2eiWk5Ue6MCU+qs76gPf/B8CvxZhISo+ObQzt8K5HCufu4BT8+ZP45k8gVo6zERFuJlorLTNyN+xa4p23P10w7fj3OzIvn+jbpNd0UCJ2wR7kqZpfQsVBX2ax9FyZ6/ge00kbePsDyL0QgPGH4O6Fb+Nljv9gE9EODmIRfAt9L1+DdihsSwTqUKF2YFABu1YlobIQLRNsgmwBJH9cO7FAr8yAgLxqTf6nNQB82JWCA+i/9EItIN/FjpA1AntX0UFjOfynCoqYMQtMKLExccpFCFgOMezIvwLHciK0zmyfjUqXixAy/hX0b7Z3mjw21KZhFoAn0xW7iLjfD9wXJDHuNBSNCL0Q+suH8h5MTA9qC/WSzqigJFmgaFpnLtQxsvvgC0ZL2fmpIqO7EQRKXNwD2om9yUTpBvORTvtaWIDaMNjILkWGEsSrDtCAUPnvvaVQHykN+6WUqyA4S0w8gkYA8i1EskX06MHYeER7/hEA1KZBcb6w8WoafqSYAnaYN8IuA2RA5o14qEBxe7FN4ZEjsC5u6NJirUoKcXypFWsVET2QCv591Az71uBx4Mgi6VZdehI2b1oY+wjwpkUvkDN6e9CZH/UpPn7wb4suUGsvomOQn+TcIYWo6Ph3N0i3IN2Du5D2BptaK4KAu1d4hx3ATgV6Q88U67rchoTLllEj5ErqVl2Dd//9SPs/36ieCEy3PnG3gTpnip2iWzttONRwQS5AvhJiiXjeWj74nW0g3YhoW++XlIx759zfyQrHwHfQ4MoLkXrzC5MpBoYR8ZFn/fd0HruddRU3gcE3RV4KrBonCPCT9CR70pUGFoMDH2PLZZvzVsbOxdOneocHyNy5SK6j5jFgKoaVt4w3E3/e2T/4uC/ORz4lQjfdE4b5SJ0Abo4FwobzvEGcCYiP0atLGqBk3CR0faMqyUrXwP2r6svP3xlbc1m9Q3lG4i492oqV95bVVH7WMI979iInIiKF3eigsJVwC2IHNPEElWkF3Au2k6ZB1yV+Mxm3KuI3EkXuuGoYzVHUOuiwVh9Z2YR5LwXN6FiwMVop5xguTuwIzoLW5RH0E6/53+EYkQa30bfjVnAGDIl1g9N6UwYAPPBnD3OLUPkeLQd/SVqUVF1BHd2v1vdQjYMfr9sMybPuoILxh3OvbP0pzgRjkVjVRwdOeoqcq0vbkXvwV+BM/OIpFXAdfWU3V1B/SCEwbrNrZjCxhePZOo2ElpSKyLjgvNXoRYi34q10UGkO2plORwVMa8DHkRkN5zLZw2w3iPCjmgZPQ6NJTYDLRuHiHCpcxr3xTlWigR1kA6mlBFOHjBShK7ONQ7evkkYQyhOVMD4HH2WqhPSxfsXr6BifpwkYeBEdJD6u8H3ZajQ/0Bwzf3Q2bwATnaO+yO/zX1/iudMVFw4DphBVl5HZ2MpbqA3wTNAhFPRgLcOdQv9HLVQ64MOkN0fP8z6wroiYMyNpmlGx+RMtPExHVWdfw+cHtmfzwIj6nbhxYEk0cFXrj3IDdAZP2ZcwJiWJ99RQheSpvjG0wByX/R8AkZP0oJ46kjXEvSlNAGjJRHZgHCWnKdxrmn0ck1XHVgsCBNkaM5MNs0/d59GY854QSryVbQDMRP4GqEpuqB+f/uilcMvmnHmH6LixZ3oiON1iDzR4QJ56QwRD6CNrxdRkeFV/DR76vYRt2bKxw/QkZCrcC4M+KcjbTej1iJnoiMfm6Hv7/ggDoJPuxgd2TsLkT+V4JJmtD9uQuMxvIM2aKagjcfRBLEYGhHpfJ1aKOyLvpMXHMRDWwH7Q8wdQS2G7kMbrcOBLxA5COc+jaUbhrqPlaGja+ej9fFvY+n6oKOsy/AWBDoDwsiSp3vNynFox2gWsBuZyOxaWakk4+LxCI4MlvcGMzDcj/rUH0kwnZ4IX0NdPpYB+zin1prB6GOfqHgRXE8X4D89WLxRDxbPQ8unV2IuLeNRIeJQYJpI48BEb5p2bgmCK14JjQES/xO44jWOdsoJbg+0k74H+t/MQWM07AT8xWUS71c12smrA1a2xPShawWRsagrxwrUZWEpGh/hKMJ4Lz7tOFSonYGOmv4R+AYiGZyLvwf7AJeyjA9Qt6B/IbITzq0KUlyKWhQeDDxIVh5B22pNghQ6x6IDtv7vbrV1lSdMnzf8iOWrOw8U3OqaypUfNbiybM5PMm4VWbkU7URHeYdwQGmPYHlfjniRlU3QttXnZNRNUIQ+aJt0b3BvA0tlAs+jbfg/OEcW55aidXF4+dH2b2RQIDCd/wcqKr4R3PN5QI/32XzE17jnWud0oErGi2tsF3yxB8wfA9ULYMij1XSacxU4L6x70WFRPgsvwV2DTnN8E9q5ewq9591H8VE/4BvORdqxIkeh//fjaBDj24EnggGTOUGacrSc2BqtG1eiFhwXAPevsYXoOowIQ1GL9WpgnHN5ph3NiriJLJk2Z8Q559965ZGTZ2wxCnBDe3/+6ZE73nnz+Ak3NFqeO0eDCA8RuvRFqYykqxXhHZKn9Y33L9KsabqIUOGDKjc+sw5YPApW9oFe73ahaslVwFXgBBUPy9By+6HUa9br7osKjnu7vZiCCi61gUBxLRl3IwAZtxDIkJXvo23a/sERrkOFh1z3EY0HdUFQSNcCkxA50g92iVCOurF0Ar4Wc09c71lXBIz5sTTFIzIEVf3no9HDn0ID303EOe+/6gWHJGEiOvVoPgEj6kISVSTziQhhOi2g/+58RPkJcioueGmUh1CT/qQpgl4mnAIseo/S4nRAroCRNBq3mLUhYOgo9OmoP2kDcOs6aRIoUo0q4OehQbJ2BYYhchbO3RtLOwzt7A9FRbdNEDkB55qoxiKIb3yI0BtY5hyr4ukQ2Rj4n5vQqJhfj8iZkQ7vlK2OQObWMPiLLrwU/WmvlTB0Gbx1F3c047qHoY3Q+aiN1MWoNcElqIlix0BkJKraV6KNbi8oPYR25r4N3IHIobgmna5knLtchJeA0xCmoI291eDK0XJgb+eYg8jIx9j7+L9zyub/5KSLEJajDbiyQczofDU/+NYx3DEN7distRgI6zprc8YeEbZExQuAg5zLCUL2ZCxxZ1RI2xMtJ2aijf5TgacQ2bNR8NQO3r2oyH0qahp8K/AsIvvggtFqLYfvQkXwfdGG5IvAlYhMxrnoVJKnow2u/8O5zxG5GR0F+x5hwL5i8VMCvxYTLy4FjiQrN5NxVwZ5FFRcBXg5MCd/CRUwjkDknECU9V3/W714ATrSTLJb6W/Rzu8FqGXHw8CtiOzYKDicJjpIUF8F87aGVX17I3XQ6Uvo+f5XiWoiIoNRN4aFaGyCC4J7c4W/PyKMRV3H6oC9nAvNsUUob4wnkJXeaPm5d5C399EBh3KgK1m5m0xk6vf2iApe/0bLpz8Tui7ci7ofXITIC+jo+jno//EW2lbbDS1j90ef7bNx7rrguN0JO8mHo2LQ6aig9xPAB3MeC+zIUvZgBrtSRjm9eYI+3Ij+B5CVcuCi/57PmaiQ9ADa6StD6+EVCZNY/ZUv2ZeBHIXDUc+dVPBtMo0Cs4/5EK+Pr0Xdh84FrgqseF5HLenOAa5t7KhpYN7mlD/fQsWLqcBOTUS7CE0GBAc9lVbmnYL+fz8IZuR5C733PdG+RiaYJvgH6DP7JrBj49TBSYgcg4oX5ejg3tfQdu52aGdvr0DE+AUaq+Y5tO7dFW0v3o8Gcr01cEfycTj6oc/RFuggwX3AJakDRu0RdfM+Ah28rAPuwrkv8/8okYbg99Xkulfkom5VzwKjN+j36Y//dfZx56Htthq0rllNdoLERNMr0PI2+rwsRd/3KK+zZgIGaH9kASQ8sz2mJD2zXkRpIN8MdFrGvoUGx/0hcB2ZoNxXwbgpGTcHeDhvG0Hrq6vQ9+FitDx7EC3H9sW5LwPXtf3Q9/5KEb6J9oEb0Pv+dmSGq/WOjiRgZNEHNOkBfghVr75oxnF/jxZgP0Mrkl+jyu1fENkm6GyUKmAkdfijAkY+C4wl6MNZ1phOH/TrUZOo89BRnhsQWYZztwHgXE6BEFPep+IDwGmDFdS3czm5xAWMtBgY0W2tFwND5DB0dKUBLTgOBp5HJAucGwti2ANtgI9BK805wPUtYpnQ2oiMRjsNw9DoxXPQind/4J6gA3AWzi1BZHu08dQLLdRmoX589wcN9GuCkcSzUd++pUxwP0cb5scAPUR4zTkejZx/Q9QXtwI1jz0VFVPKERmPcw7nPnkrUgkV1XkTqXBaeXVjghwG3Jdgbn4FWmk+hJov+lHN7yByPc5NJit90Ip6DDDH7cXZqPp9Bvoc/5NMM/2kSyTPdc/sdRJ96wSWVuVOs1fWAN1rYcEtHE8JU7WK4EefZwB7Ohe6hkQ7MYKrQ02ay4FtAxP1gMHkuqW2PCXPeKMduKPRCrgBbXh9lPDTdYK8064VT9SkOh5fKXIyqUJFiz3Rum1SsOcu1LXocuB/iOyOWm7cjzaIJhL6z1+Llh+TENk9qD+uRhuYC9H4DKAihU5TKbItzk0LGtXedXNB4Bbg68NvIvKzYKS4WK5FOy0HkpVr0HJiEdqB2YLc6cO3Ipx1IW5WOzzY/yZhbJg6CqH15ZnBOaej9fe7aNyDiwk6wkVbfWpdfgNq/vskcFJwbIcGL7wH5yahVgHlqAVmjlVBo3ihjETbBZ3RUe1X0efj62gHeCfUCqZtUGuxo1HrvA/RZ24ycHFk9qqdqOQ/bMRSLuJltE2hI6O38jseZRCrGAO8SBc+Zwcu4WSWUUNf9LpXsZg7uJHFvMIXiPTAuUVo3TIMFZw2R6c0PA04D5E7cE5nh8k4h8gK1K2iDq1/9wZOwbnJQR4PQjvdy4FhZAILjqyMRtslI4nGXdNg178HDmEIlzOXQ1jFjsDWZHg8SPUCKqwcSlZ+Esx2kkQNYZvxg+jUvWsQy8bP3uCgZeLhOMdUGS/7s7orLB2xA6v67EBDBVQthq7ToNPcrwcj358EP+kHbEwk2GN0FB2RbQniEqyi6rgJnLZkGhtUVVDnLuGiEyupOw34IyLfaUBqp7HBn07ilheeY9cq9B13vZg/7SEO/GInXpoRnOuDoF3pLVXOQSvJXwFHIXIizr3QEvej1dAy5Gg0z/VoINVjgKsQ+SPw6+D5LwrnmBl0kn8I3CzCPLQvVYb2A/7hHH9ALdbuQduJ+wTnno927H0Q40rIeT7fEeF2cmNR/Mi5Jq7zrxIGc42SI2A4xywR/osGQo7yDqXP2OPLn2pUKH82Jd0Qwpl97oiIF7ugQswCwim/iyNXvJiD1k1boeLcaNTteBzOzXGOZ9EBhW2Aa1ZRNQxYWs3qs3HuzfCQlKHuxsPRcnEF+n6XBetPt3rsq7WMFD8RR/ui2NGvAo2J3SGPuZR2Gv+MTis1AMjgXG5gF5Hr0dHVR1EV8cfAQzh3UCzdUejD3oA2yO4FluFcV+KIzEcrrNNx7gZEfooWUm+hSnMf1JTOAfviXJOApanXHeZjPs71ie0rQwsfQRtAV6OjCyfi3MRY2hfR6ekux7kLm1xDPkQ2RRtuo1DFfB9UmJoYNILL0EbjcWgDfFLk193REbWVqJgzG22ofQdtWE5EBYwM2nj7F3ApzpUWEGttIrL7/gfw1Lu9YEau5ydjZ0PP1fDwf9kMbazfh4pH3yd3NP1ctNPyqz2ZdPGT7Pm/4PvvgFtQAcOhHaFVjSO4Iv3Rglsrd22kCzqyVQP8Fud+3CTLhd4/tay4LTju/6Hm5g+ivqsLgjQ7oNZBq8md1qo72ri5H+cOJStXBL+fhI5CzyDjGsjKZagZ4I1k3J2peZzAsEJCVouUJ81Il/cYwo/QUaK3gR3yjZKJsDcqePVDK0Gftgx4Lq9ZaAtSoLzdFi0f90afudvRsnBvtAFzJfBkSkyF9oXIlmgZWYY2QG5OazQWJWBoHJi90MZHOdqof9aPGAaNkxdQgfFBtPM8BW1MbgTMcI6ZiFQPymi58KWXFyL0Xw6zsgxGRYWxi+je6yyu7fRPTuqLWudVAiu+xY3Vl/GzNwbx5VS0gX8bWjbsmCNAiPwKbYQ9hzYqD0FjT6TxbZz7a9o9Srw/WalBO5Bj0YZkJTrYMB+N9v54kBdfT6bxM5z7lQgno+bz84HdnMvpQFU2jgir1cnbaOf0EcLYT4J2WsuA7aONyILXooLOLejI922RPcPROvETYEvBVaOxRjZAB1Sy6HNWE2x71Dkdbdxk4Icb7bPlY8cO7jVz08G9ZrpOlSsaGlyZW7aqS33XmqUvnPDniTfluSeth7rU/RntANyDlvU16L3bH/0PfsJEjkbj+3yAxur5FK3b9kBF64fJuDfIyqZobIw+aAfuMfQ57oGKa/PIuNeDc49F35fl5A569UU7Ci8BXwncYQ9Ey6JyVARaij5H/VGB6kom0hd9BrZBYwndidaph6OdtzfJuG2Cc28B/Ce47odQwaYz6sY0Mjj2L5lIV/Q/3gi1nLkpOOZ5qEvguWTcVXpIdkHLzl3R99DXl72B/zoXmXZUg90OBobJJBW/3F7siNabXwTHq0FdMr4S3Iv/BOfuHOTxN85FBgS1w3UC2sldHPw/PyZlCvVCZZ4Ih6Kd7h3Qd9m3OwFOdI73gqCgv0EHNh5E30VvXdQNeMI5nUlIhIdRl9o/oWXjwiB2RxVQ7hwrghPrNVTwBqO4l87BKPxyhCmcRh09gAtxzotM7QsViL+Dtu3+B9HBCnqjwbznoW3e0mYu0jrtu7VUbDSTwe92Y8nuPViULafhpibuvJ1lR2r4JVWUUU8POnMD3+UWfhxalzY+Ayt7wfPXwrxtYIs/webXg8REX42D8hmhVZLnauc4JzebHIK2g6Oc4VyjsB5NPI7QVev2RovC8FiPoe2PaWg99ipaRo0FXnQOdXnMyg8IB7nvQAeVRqJ9v3lkXKL1f55+2FfR93n6Jfz8exdzSXdUSKlbTLdju7H0wCAvFwSukONRMf8uVHT7G9peOAvnJgTXouKs1mu/QeuLerSNUAk8m2h93YFZfwUMLZCfRzu5F6IWDp5DUD+6ucDGlPM9BjKUw3mXXVmEFt51QBk3symPUIl2CHdEH+jbcS43+q3IfmgFCKPpzQUci7AvwgK0IboSfdgqqecFTm6sdA9BxY5paHAkTw/0BZiLNqJy5zVOv+5N0Rd2Gc7d3PSGyXj0gX8crdi6A4cnuDH4F//POHdWk+MkIdKF3ozHsR/DeY8efAbUUkcFs9mAzxnKSu4B/h3xUS10PUO3PJLPFlY37fz3Xw79VsI7dzKqI43wpl3rL+UX5b/mJ0fUU35QPRXd0YbMKkCEhopuLPnLInpOQ6cPcyIM25dHx+3Cc4eupKZTHRWrH2Ofx95kmzed47lAKPorsMsqqq6vYdVEtBCVs/hT56v44d8rqOslcA7OPdyYkayITFIl1+1FJVCfYzYosita0PZFG0afohXC7ugo8KE49z46DeK+wGU49/PI74cG6aqB3XHuGbIylAZG8yZ7MIfROKA3n7MdL1HO82TclMjvK9DO8DmoqLgFcAbO/aPUey7SWD50Rxvji9D3VKdpU3GgifVHEQKPoJ2WzdAGYW/0//wA51YH565EBYxjgnM+HaTthAqL33OOyU0OvRZdG/SE0gd1mzkcLcemoQLYc6hY+hxQtfNh2rF+szesjNj+VdbDtvPgxXv5CvBuiXFC1i4im6MdkCPRZ/sJtBzujo6oXIVzS4P/d0+0Q7YtOgq8B/r83IyWcSuCRuN4VMSdjL433dByfxO043cDzn0kQn9UwD4AciKxrwIuc65p5z1fR0KEcWjHrRLtuL2Edvi8a+BjQSdA0FH8o9B3ehr6P0vw2+uc493goA+gYsNf0Q6Z5yS04f0qzu2Qls81HJB4Du2Q/Qy13PP8Au14PYdzuwadmjuCa6pHG4rzUfFvBDDKORYi8j20A/sSP+UottCyEajnRC5EvayfA44mnElhK1R8L0dHvf7UWPeoG+gEoB+b8jcuYgo+cN1KVvM9fsJyuqH/9z0iWvdWsnq/bizZsI6KLiupWbSa6unAX4NI+53QgY2N0fLu3+gzJmg5sSo6lW6LoNNgHoRagg5GA+vtjDbq70ctBBehQksZMAvnlub8dyKD0M7yEnRo5CTUqmUaOihRh5YhQ1ALu7+TlQHogMQ4tFx8DB393Au1tviIjBsV1Gte7PsRzv0+kvfOqFAyFB3xnYF2Bj4Dzl1Jdd0KOpVVsZouLD8ffZ7+gHOXk5UyYCyfcRAL2IFKynHUM5B36M3LZNwdwbmPRd+hSbiceqkctYrsjAaUfZ+sDAzyfjS55vtLgTOCqb77oy5G2wMvLljWc87UWSPLK8rrGkb2n1rbrdPSR8i4aYFw8SN0cGMOKnp9gT7jvVABo9GHPnivx6JlTz+0Tbk8uBd3OseUIOEQND7J/qgv/8OoJdcoVLy5LMctUmPGnIAKQLVoe/gTIhRjtSdCZ7Ss3Q39P98nV5h/3TleBtio/8dD+nabezKwRf8es2u7Vi9d7ZD6uvoKt2BZr48mTd77j87RQFauRP/311A31XnB/TkVtTa4goz7OHIt/dBnoDfa1h6EPu9v41xhC65WpkWs+/Qaz0Gfg3vRgcB69Jr3RMuW69B3ryvatjodFU/+hA5CHIa2T07HuffT8pkvjyI8iLrURRnr/+NIOi/wjwo2vQVsH7VMCtqAv0LfBz/QtS/6bkzw5bUIG6P9sqSZTX7jHOcH6Tp3rVny1b22mLTvyP5TB/bqsqC+rqHCLVzWs3bF6k4v3TBp/J+CdP6d8mL7cvRelqPv9F+cY7UI1Wjdcgxahj2NWpBUo+/NH53jg6DMuAq1iPTB4R1avm+Hln3XoBbp9ZE8VHBK59U0VMDNi7sAK6PWFyVbzbZT2l7AUJPXLdHgOwPQEYhhaKPsLeCNxpGtbOMUoDUySdVhtxeD0UJyfjAquwna+OuKdsL9A9QvOP4rZNwHiPSdwsZnv89mw07lxhfn0P/T4JxUs7LsGXbbcwdenQs8zER+glawd6Ij3XODY16KVgzXkHFvIXIc+qK8gnO58QA0OKOa1v6Qm9iee7AsB1QAAA1sSURBVNEXcDxhx2Rr1OphIRm3MyLCjlxBNSPZgmcZx+PBtTYAI7meHXmZxazkNcFNRRvSG6Lm5L5gBi3sX/UjNjnZShcGotYY+zRRpEXuQQutW3DuZLLSJbjn1TJJI7C7vRiGvmyzyLg6sjIE7QwORUdfZgbn2BAdWficjPtdUBEfHNyPuWhn1l93N/RFfzH4vzuhDf2+wLLIiMPWwbnfzwn0po2QKpmknU63F92C+1RLpm0qpMB876Tg63/Rgq4Bvfer0I5EvQgHooXYMmCQc4muPf6gG6IN9ww62n0rKq5tiXagLsG56YFqewnaaLwUHb1fhTamqtEOuiMrx6OF/2q0ET4vWN8RbWReR8a9w0gZzgL+QBVdOJir2YeP8T6Gf2Q7XuUo6phNDRexH+fRiw3Zjpfpx9uEjZM+3M4AHuBT6vgkEDt2QivOndECfQVqlTEVrQgeCpTqrmin7EC0cfUf9J3aHW0oXhiIO9sH2wRtGK0kNLdbBLwWdN4qKqgdsydP7LY9r27VhWULK6iTalbVPM9X3nyY/f+92HVfEHQ2fo+O7t0a5Ms/d2XAu87xafBebXLCnry3ugymd4U5NdC1FoYvg0HL4Z1e8Px9dGYihwHHNDTI3P++dcCTr36yff2sRQOq9tvy0R02HfxBwwb9pv2p5hsrw8aW/+sLiyc9gM3kNBpNZd0E9kQb9rOC+yOotU4NWvn6KSglWC5wjoYnZdzgzxn6/c8ZOuhR9ntJcLPKqa93iOzHo8O/zr9Xb8CnbwLPCq4TKtr05DQJzeInuK3REbO2sZLSBtx2aEOtM/oulKN1xnLU9P01DqA/MzmPTtSwB7fQj3k46imjikfYhhcZwGKmALc/wn5nAju/wTZTFtLz7SpW1wnODWBW9/14dMsN+WRqGe62riwZupKaUxso6+coexJtzDQAUk6d25BPHp3CJsuIBV+Vk3s6arvBbZ8NAOammYYWEDB+izbwHgf2Sz2GsCs68l0P9E8w//UJh6JiZRmwKc59GNm3IVq2AGxLbErVFhiQ6I122sqArXNGhkX2Cq6xAejHRKS2vmL0lfedv9u9rx62+RcLBw1uaCgr61S9YnHvLvPffX/mZr9dvKL7ArJyFDpTST1qyebf6YNRM98/k3FPBOcYgJYv30A7eLego2FbotaSFzORRWjZcAhqfXErKpw0oKLUctSabHnkmn6Adrj+jY4+n46WaVcQzFoignyTv207hrePqWbVxtPYYOYQZmw4gyFvPMp+97zutn0l3z0tCW2vfQWoWU6nN3p+c8WXAD+76eddT2NCjwHMGlNOw2rgeSayC/peLYHGGD4NaLmyDK3Dm8xalUdMLgNO2rDfx9sdst39S3bc8OVlXWuW0uDKGpau7FpbWV77QebP2QcQkXLqjnfIKcB8R9ltwb11gFRQu/wI7nrudo51ghuDWn8MQeuX2Wj9V4GWAc84x6KgU3406q6zDG2zvYbGqhgbbPsHGjw2J6ZDUc92ViqGP0dtVRl8tDMDgLlkgnc+K5uhI6pbEE4BuwK1ONC4Nhn3VbLSGa2Xa4DDyQSDTuqCeVdwpsOCQINF3fPAkvJqKujJaG6mPysoowyH4222ZRa70cDTqKuHoCLlT9F38TeoFe2+qJh5cZJVwBq/+1npibqGDUfflxvJuKVkZTD6DjaQCYJgZ6VyzEusHloNNWWwskEfyF4VUO/g6UXw5Z+d/FHOHryK6nOHMGMjhzyxjC4fOKRhIF/22IBpG27AtNU9WPw/cgP5Nh+NgTYm+PhpMr9ErXOWo67CbwAfCW4w6hJVxWkSuspNcNugz+HUIJ5P87KS/ixUoR3pYWgZFLU8G4SWTbWo4PdlIOJvh4qd8yLX9SA6UBGfbeMYVCTxPOpc4owjyHEjHM/cADVzYOoJg2PWQn1QgXocWm+9gNYLh6N9rhuB7/iBouvljD4vMfa777Dl3vPpXdWVpbXL6fzMp4yYsMpVfxK0hd5Dp9s+D7gqRwwQxN9vEX6NtkcfBw7zgXAT0vm2/HKgn3NN3Pn9j3rsdBgLGwRe7Rs4YAWUN8D2c+HFe9kZeL+xnywyKrjnK9A2zIfAwwSzNIkwAK1TNkA9B75Ey2YhmOWnUfTW/3xI8KkmFPqXoOLvzLYU8koSMETyqzaGsT7hXMuolPZeGUZIS7xX9k4ZRojVVYbR8th7ZRgtT7HvVdtbYBiGYRiGYRiGYRiGYRQgHjDFMAzDMAzDMAzDMAyj3WEChmEYhmEYhmEYhmEY7R4TMAzDMAzDMAzDMAzDaPeYgGEYhmEYhmEYhmEYRrvHBAzDMAzDMAzDMAzDMNo9JmAYhmEYhmEYhmEYhtHuMQHDMAzDMAzDMAzDMIx2jwkYhmEYhmEYhmEYhmG0e0zAMAzDMAzDMAzDMAyj3WMChmEYhmEYhmEYhmEY7R4TMAzDMAzDMAzDMAzDaPeYgGEYhmEYhmEYhmEYRrvHBAzDMAzDMAzDMAzDMNo9FaUk7tu3rxs+fHiT7VLqWV1Dqb+AhrqUHSlnr12Zcpz65M0rVqSeevXS5H0NtcnHquhUlbi9auDg5BNI2h0s+c5CWZomlXystH/CpR0/dUc6aZdX6tWlp0/LVL4zpPzGpWxPuIhPp09n7tx5zfiTcunbs4cbMbj/GuUlb/rmHCuNyurk7WUpRcmKJamHql+5PHF72ntV2TfhHgFuyYLk7WnXnPq4pN8LqShP3l5eWdqxUvLk6muT09cn3wsA15ByrIbktzrtfkhaXsuSt4uk6971K1clbq/olPLclDd9bqbPns/cxUvX6L3qk1JXpZF2snw1VXnJZUjyfZPVye+BS6snq7um5iktv2nXV5fyg8q0vzil/mxWxZCWqxLrsDTS7kXKa5OXlio+y1PrwjyZSnmfcSn/RUJZ/On0z5g7b83rqt59+rqhw0p4r1LOmO8/KE/5+8vTnr2U56XOJZ+8tj755HVp9xlIe/Y6pbwoFaSX28mHT65f0o6SL6v1KQ9rQ8r2upQ/oz5le1p9kZY+HylVDGUp50i7hsqUhya1DZDnN2nXkXRfZ8/4jEUL5q95G7B3Lzdi6JCmO1Ibz83pM5TYTm6hcjg/zWm7F3+UNErvS5Be96W2M5NfUim1/5unknFpNgipj0cL/af5Kr6Uc5TSNpk+fTpz584tmKmSBIzhw4fz1DPPNj1I2mnS/sCUBls+ypYnd1JSX7IZHyRubli2OHH78vfeSj33zGffTty+ZObSxO39xyQLFcMuuCxxu0t7qMqThZD0hxAaqjol70jpYK52KZV/CYU45H/8y1NqqaqU7WmVWuqLnyZu5blPkvabtM5fQkdr1z32TD1+KYwY3J8Xbrk6IS9pDbbkxk565wJc7erE7VKZ8oylIP1HJJ+624Dk8771v9RjLXsv+b1a9sW8xO2DTv1e4vYVT9yZuL2+Nvk/dvXJ/3F5VXpxWNGzd/JvevVL3C4VyffV1SX/D/UL5iRvX7wwNU91K5OPVbc8WbytX518P9Kuu7wm+RoqUrYDzH/v08TtfUZvmHyOhPu627m/Tz1+sQwfPpwnnnqmyfa0xndambM6pbMD0IVksSa1DEl5Jiqnv56cfnXy/1i3ye6peVqVkt+0MnjByuQyo19Nyn1asSj5xKWWzZBav7mUOsyVWB+uSLkXy2vTG5DlKc9HbUp9mPbcpNGzOrnsrqhPGXABpDb5OZMVyWVDQ9emZdIue+5TRO4KM3TYcO5/7Kmi06eJEfneqx4p96jr6uTrTXteFjYkPy+fL04uN+cuT94O6R3qrQZ0SdzesyG5bZiGq+qcuH15Q/K9WLo6/RlevDr5nV6eMjAwe2nydS9JqS/SOv4LVqSI8HnoWpV8fTUpAwYr65KvYVC3msTtq1LS5/vNklXJ1510feccs3/q8UthxNAhvPjgHU22u4rkARKXNmCUVkZCelmc8pvUvkSednXJ6dPylHZ9KdSX6EyQJiRTn6cMSKn7JOU3qeV2bYn93zz3wlUkP8MupY+Q1gYh5Tip503rg5Belq1qSOkHJvwZu+66a1H5MBcSwzAMwzAMwzAMwzDaPSZgGIZhGIZhGIZhGIbR7jEBwzAMwzAMwzAMwzCMdo8JGIZhGIZhGIZhGIZhtHtMwDAMwzAMwzAMwzAMo93z/+3bsQnDQBQFQV0Rjt1/WY5dxFesTEYyXsNMfIhLHgcLEjAAAACAPAEDAAAAyBMwAAAAgDwBAwAAAMgTMAAAAIA8AQMAAADIEzAAAACAPAEDAAAAyBMwAAAAgDwBAwAAAMgTMAAAAIA8AQMAAADIEzAAAACAPAEDAAAAyBMwAAAAgDwBAwAAAMgTMAAAAIA8AQMAAADIEzAAAACAPAEDAAAAyBMwAAAAgDwBAwAAAMgTMAAAAIA8AQMAAADIEzAAAACAPAEDAAAAyBMwAAAAgDwBAwAAAMhbM3P+8Frvbdte37sO/JXnzDyufsSu4ODyrmwKDrxVcD+7gvud2tVHAQMAAADgF/xCAgAAAOQJGAAAAECegAEAAADkCRgAAABAnoABAAAA5AkYAAAAQJ6AAQAAAOQJGAAAAECegAEAAADk7XDtOS01QT30AAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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h9fjMWMZVlftDzhtnNSQUXzgSE7HeBe5WXaZw5+iBEQWMgYhUFMzZZjna7gon0gvV+lUonWXCBYzS6B+2H6sWVYKhsAfGmoh0QHVBqOQQrUD/q/ffS0cUMBr9TVVREWqwgSk/n4DjNMTgsP2W+iWDl5WtwvY+4HhgMCJt0bpyptuSeBidV+dxYeLJxanjxAlPKffoJmH7VKho4DjOisIqcMUcULVYKMeXwMHkJuyL93SugJGVIZjn1mdk9P3UnnwPjM/yXodE6CwlVt9xljc7hu2rJALGjrQOAaMpHrtxHC0mgG6cevxQI+2a4v0RcxG8rppbFVDVk9WvjojwQyxRbDoM6mIRtlUtvdRv6oA9SHIbvoB5yrfHxpZCYUrDU493xxLGO82ICxilEdXi+mUYC5O2An2FxeK1w6xA72JZlqN48FrznGKdQt2hhLZVoV0pbZ1VnBIrEUQvpNeXMVykELH06eNYJYCemGteTMQZ3fSqqF/JJ01Di53jgauAV8jovkFAjPfoqzhOC7ISVAJZHuxHIiQcQkZtIZOVi8mtPBInn/lhlWdiCTevAc5KvR49LT7L26YFjLgw8jLiTmsgeg+8hnkhgnk8tgbS90hFg62MOActJnTEEM2vVfmykXbpfrFYHxirB/l47iDCdsAo6l+LPSmejLYhovD2EarViEzEcsBtQmEBY7fU411xAaPZcdeq0ohiQ6lxuAPC9jNUlSQeP06u0vH+zVXvOw4elSJFhaloeerWTO/trPrEEmnLI8ndFmE7jiT55hap/QPC9k0y2lgisWhpyV8QVmLn3zn1PLqmu1uf46x4dg/b9+vEC4CM1pDR91LtSl0URUoRMGJ4insgOssXkY6IDEBkrUZaRQHj9fAHsCUirSHEN+0aX+x+iW2LnXc0CBbLU5V+72LiSfx+i5ZbdVYLLiYZM+4HLsXKak9YhkTNUcCIYkUMNd6kXkuRfuRWntytXhtnmXEPjNKIHXLx7MpWUWFAeJaeRA0kmVylB4KlVQPzSbvDdge+bqTtLCwOuGcjbRwnTWG366ycjYV43EtG/9Xko4p0xywyS7ABYRywB0nVHyjdAypWKcivLZ9POrt58nmy0hE4OTy7kYx6gj9nubPKJecsjRhL/FiRdvGeLr6YE2lP0ldcjcgiLKcOQB9E2qO6EJgbXvPkfs7y5jLgJ8BiRNZFdVrOXpHe2HyxCqt+tQQbk7phIv4rK/JkC5D2wOhUYtuOjbZKPH+LLSTTAkY7Gk9uH8+tsXmv0wIEg+p2mOf5p8C4dCGE5fB+fYG9wtMrVTk3ta+hSnalEAWMiXnbQQXa7hy2T2AJa4cg0hXVOQXaOkuJCxilEb+nUmLp1sQ622ogDlZx4VVIwJhb9ygr22CxwHPI6M40jXTH3ZvGO/LZqXZFCdmhTwT2wSaEHwB3qDZb/g6nBSlxARVjYfPvgZ2xZEUfAE0XMJLY1QmoLkEkZmvePNUmTniKdf5xsdOlSLu051l6ktQJuDI8/hu0fIWC1TS8wFn1iYk0JxVpFz2uSvEWXDf1eHiB/etg1rNoQRtcoI3jNA8iXbGcTmBhSydjiWvTxPLh4+pyPom8iV2/29PyAkY64WGPBlsZcbwsNv7G+W+xsshpb8sueefS0DFLKeHqrCBE+C4WypH2QHpfhANUl5u3zG5YyNES4HfpHUuV+yIhChWlCBg7he3T2Fi3GZbX5j/L8P5OHi5glEbsSNs22soYELZTgE6IQCImxH3pxEjpBUpHbFI1i6aTFiz6Y7k2GiIOBEXLRYrQE3iKXJf+nYATROiVqtntrNrEyUnXRls1nShUjAvbd+teF5EQghUnJ3Nz/jMr12HK/nVkNEvizdSFrLRLVTLIJ23JaRE3chcmnNWcaKXNtcJm5XTMg+puMvoFyVhYitg+oIT9E0j6mE1E2EC1eDUSEdbFJqA9sH7obZazJdFpXSxFn30sdp2PwbwKT0Lk0ryKBbHi1kBEYs6ndfP2teR4MRvqkr4X81j6KmxLMoxRPK9Feh7ck8SjuRDRKOH3YytBhJ2AB6kf/rMJy9c4FHOmvbWMFUfyyRcwPsp7PU3MYfMqVkp1s/DayitgiPTF5v8zUW0Vnk4uYJRGVIo7N9rKiIPPOtTPch73pRdQHchVmpeWOZjXRxvshmrMNTfe1PmlXQvxFxLx4lNgKiayfO7ixWpF/K3XbbRV04kCRox7jxUFegJ9MSEwCn75k5ONMStV3/B8emrfeqlj5bMQ8yQpI3E5dxxnxREXHPnl5y7CvC1ewTwX4z29HlkpK1IeeUCR94z70+L+1SIcqkp1cHX+nir3xJ0idANuAQ4rcLxDscpJTiukRUViCyU+KTz7BXA9VjL4IHI9FaNI0YXcsElIvDNaDFVqRfgKG2OLjf1RwGgs3wck8+liSeS/Sj3uB7zZSNv8sstOCyKCAH/CxIvZwC+x+dhgYDdVpjXy78tKr7Cd1GxHFGlDsl66BJF5JCJ8d0R6ojoztG1Pkpj+DSx9wI9oPYl5m471Z2OwteXTwHda9oQMFzBKIwoRpcTMDmhkXxwA0lUSetMM5dxCedQZ2IJs6yLNo4CxsQjtVQvHFoowiGTidjnwizCgtSdx/XdWD6K73xZFvBuaSnTj3geROEBEi89gTMCI71VswpMeFLegIQEjozVk5UtMZNwEeKDpp71iWE3zIzirPvOBNSju0RUFjEps8tSQKAnFF1hx/0fAZGyhdRDwrgjjsQVjZxHuDeOpAPdgMcwfABdgHhw9MS/Eh4u8n9OCNHff2cTjbYuNXxMxMe5ObF52AoUFjEIMQqQTqvNaeByIAkb9ZIX124Et2BojWt/XaKyRKlUizMK8njYqcsw4RygW5uKsGLYgWcQfo8qj4fEzmJiXgwhlwCFYGe21sWvkVeB21aLJXvOJ88TmDCdal8STZJcC+wcCL4XHW2Jr6wmozkEkVprcDpEytFERvrUyjMTTZDgiA1Cd1HKnY7iAURqTwnYDEaSI22hjk6ieiHRidE7lkQ1JstkuK19jAsZwEcpi/euQw6KNKvNCuyhgtMEG0LpcFiL0SamjB4XtFOBX8XhB8PByVasXY8O2A5bz4u/LfERTdaO7384kiY8ig7HSqlHwKyYgTgttO2KLjrsbafsxJmDsiSVaW6HEyWfaSujChLMaMQ0bK4stTCamHu9JaQLGc5jrcuQobPG4LoAqNSKMAn4d9g8kd9G1FvAlFp62J+b5ta9qjkXv2SLn7aze/DBs78XCFB/GSv7ug0g/VKcEl+zoAXgmSY6ntsBNWIjFFsALK+qkGyAKE8UsyLHdeiJ0UW0wQf2ksF2/hPn0VEyUyPdOyedLzOuyaFi0s0KIi/wvKRI2EdYn/wa+m7drf0zIuLLePzVOqQavplBsnEoLGNuHbawoFJPzdqG4CL9CWArvtGPCNgqKR2OVXVoUL6OaQgQJVpd8YuKX7pjg0BjFrEDrkNG5JPH62zfWuInEuKT+2M0f+Tm5niHpuLBD4wMRNgCOS+2L7v1jVOu5+jqrF69DnQB2FVkZSlaE4uXNGqM/jSf8it4Zk8O28XvP3Muje/jhZKUxC8/LYfsdslLMY8lxErLSm6ycQVbuJCsPhO3PyUopIXmOEUX7Qsk203xCEmI5kqw0Vk41jr2PoHpV3Z/lcErvB7iCJGwtn7gIiv3PZ3nihbMKISNFG/tr+gGlLXBEePZzTFT/GBMkyjBBDWCrsJ0DXIfq7eHvZpJ8D61hbIrCxKYiyUJOhHYidZUZIPGWKsNyfpBum3oacwd0onD+gDTRmLZXsNKnj5k2wMZjbonTGoh96PgS8gRdgokXC4CzMO+lvbA+urARSuQCRB5D5JZgCEsT10HNGe5cTMBIz01j6NcARC7DwiKjEW67ZjynFYNIBXB4eHZO2GZa6GxyWO0FDBE2EuEmET7GJkrVInwmwrWpZunMtT/I+/98L5ZiCnDcH5MWHhYWgs1BuszkzSKMFOE64EJyEyulc1ccL8KmIvQCsuRauaM73vKMV2s+RNohckT48xJ5zUlGFwP/CM/6Am9hqvIBy3DUTUvcH10INyMrxVzO3wjbLsC/ycohFBYJn0g9fpisnEViNauHCOuIcL4IfxfhERFGh+d+na1OZOUgbLJs1lTrL7fE6s4vS4m21Y3nw3YrsrJ3g60yWg28E54NAW4nK/tTeOETJ6z55ZY/z9uPKvOxyeQoktw6HwP/p8qL4XlMGtyjwDjvOA2xDzZ3mo9d5/EvehPlCxhvh2TVad4O2yYvyJtdkMnNRfHrYOgrA64lV2BJtxtRdz5CFywPSOSj1OP8+XT+XDjOPftiIQax3T5YtYn8Y+4UEs87LUv0fmis9G0Utn4cnp6hyjWqvK7Kk6qcp8qXBf5pCCYK7I1dZ4fntYhzwKEizRZSFAWML4FHUn+f5+2HJCxsJ+D88Nctb1+LoreoxL/GXgvsgYV7vQLchaU82BSRzSiEyAaIHI3IoQXEpWZltR6URdgRc1HviJUvfQqLv98QcjKTf0ESl3+uCPeo8mFYvPyJ3E44ChTnkhtmcS+WXCbufxW7wDfFVMerm+EjjU097gPcnHqeFjDSn61L6v/akGuViskTS7Kyi1CJXexDsdjm+VjM8JPNnA24Ia4ETg2Pn0FkT1RrGvsHp0n8AcusHqvxNGYNLYXYAY4lcVEDU+OvwDpJYXTdZK4cs2ylr+t8ngBOCY8LhaVEnsVcWQdg90qD958IPwL+jMXhv4cNYpti8Zp3NnIuzqpEVvphoVMdgJ8BV5IJ/UtWutMMuYxWdprgmvowSdLpe8nKnzBhvVBVoCdJJn7HkNtXhDeWCpLSrPkx0/F5P0QqYhUIVeYj8vtZdP9gFj1q7+KYa36jv0mf/3+xMawL8DMRLo3WxDDWVavi48tKznLIL3Fk2P4N1VPqXhXZBBs/tkZkI5KwiHeozzvY+FIsdKIey+HzTEg9PhqbH3fGxsD0vsmpxweI8FvM0/E35Hr9fo15IHcBzhHh36qMC4vNa0X4vxiuTG7lkZuDONEbE0ROSe2LAkZb4CIRTgt5bNYA9lP1cbokRDpgpUc7Ai+gevtSHil66xYTEIaQ9Pn3lnjsyzHj+2XYOHwZIvfXlSGGmHOiAvhtvBbAvMxLqTpVgOhhcSeqv6x7VeQizEC8YXjejca9NVo8Me9SEPMg3o/qEkQexTwwDie/2qVIGSZy7BBe+R5w//I6sZXTA0NEEKkMf8vSMV+J3ahXqfIjVUarcrcql6gmMf4hfCLGM3UF3hHhbaxzPVwkZKO1ut/RJf4xVJ+r+0vi/qKA8UjqPK4iK5+QWLiXlrGN7EsLGPk5N9qQiFndU69PDdtiSZkQYTgmjPwHG1h2woSdu0r5/2VGZB9MvHgW+x53x4Qhp7nI6IfAiRQuVTa9wGvFiB4WY1EdX/dnWY7BJklrYdaoODhdQlaGBK+lQgLskySDZ8NYuMnPizUTYRNMMKkEfqDKZqrso8qWwBqqdfeIs+pzACZeTAH+kBIv2mLXZ2XLndpKRkanAKPDs87YguRqCn+HD5VwxLVIyjLml1uMAkYZicgRObMHs6/ckI+v/g0XbZXeEWL4LwhPLwY+EeExEZ7HFmHL4n3mrIqIVGKeAXOAf+bsU30fW1zNAQ7ErMg7YQuyfG4I+04qsG9F81be8+1Jxu60B+KH5CZO/BU2z9023S4sJqMHVmfgTRHewwSQY8i9R19LPe6JjcWXYP1w3wbanQo8J8LfMa+Xo3CKY2up24EzsCoTtyFyUKP/0zDRw3zLIPY2RLqyY0M5U9LnuBOwL5ZX4peYwWo9rMpH5EuSPBOnAmNEuEaE/wLj88KZSiUKGPniR0xuv1H4/qLHVBVwR+rv8fD65qGiycqBSDmJ59OLiPQiuXcPLfAfR2DiRawYdGUIqVsutB4BQ6QNIg8gMhWRDxBZu5HWP8M6ykXA8cvwrjF+75US2qYFh0osuVK8MaPrcDp8pCErUHRjfRZy3KPWo7QqJ43xOmbVKkSdgKHKN+S6+6VJK6bPhe3uIvUmfnWEfQ9ik8iTgQGq7KrK5kBX1ZK+30LHLRdhaxGOEeF0Ec4W4UQR9hdJWf9FOmOl7qox8eRMrDND6J3ZAAAgAElEQVS8JFg6nOYio3dgbqNXY15LvwG2IqN/WYqjxazm+UmNJuS0yehCkrLAvTDr1ALy4mzD+c0Fbivx/f8B/L7A6y+TxCwehHl+vJUurwig2qxZrp3WTyybNpNMjsv3OZhodk/9f1m9aMgNtQHX1J+S607eEC9R2EqdJo6rtdQPefyiQLtYGu/I1L6j8w+qyjWYF9f12JgyEDNSPIp73Dj5qFah2h/VbqiOKbB/u7DvalTfkRG8ICP4sl6oxwimyQheQLU1JEsfR/1yx5G0MJEO92qwXSDdV7bB5gJxYZmeszX2+esEDFU+JdeAtzN2b3djRRjQVg3Owqzqo0hEuL8hUizvXyFikuMuWD9fh0hO5al0X11KDqmYePkObL1xV3j+i7hQDgLZRan/2Q0TZfbBrrGmhWXZOBHXePkCRnzeBRPYYkjV26j+sO7P1kVg3ibFqvm0JnYgKUv7LLZu/HN4PjhVOTB6QV4Snv0QGyM3AEYur5NrTUrQ77DFwn3A94H7ENkZ1aqcViJbAr/FXPH6ANch8gyqn9B03sKSiO1J8cnnbZiiXCicYn1MEYwCxlxU5+S1iZMoE2YyWk1WLsIW3g2TlTLsxvsu1hFXktTRHg+cH6zJqPKtCM9SuEZvr7zn72CfO5+0gDEGs7a3Ax4S4WzMk2QgsIdqXVzjntjkfgpwczppT/4iLwgPx2DeGUPC+ylmwb9RlatCu72x77wSCycYj1k5uwKVea67v8a+1zlQl7tkEdap/BmRvQvEmDpNpBH38N8wRprmpmpqdezIP8jZpzofkS+w33QTTGUfhVmtIo2p6Bdh6nB+PfpcUTGjKsLvTv7OjbOHrvv2bouWtJO3Pxv6VvbFzB1VSyqjgBGFspWx9JXTVES6kMRWP4tq2ioUhdjNyMrmZLTYoroJb8tWwAmgLwNdZBTPhve7SnWpvJtaPxmdSVaGqfKLmtryPWu1rLxMaj9oU15zD+nKCxlVsvJTcvPWRGKeihosk/0cVPNF/NnY+N6G3Pt4ODYuTsJCyY5A5Jz8MneqvIDIR9ikeTpwFaqP4awciGyl5ua9hFHSpsD10fxv2fQs/60WVRaKMAbLOZBPvjDxPIUTFfZKV8bDQvEuonDOuI2wuSeqTBHhLQovOvvmPf8j5kGQzwAR2qrWeXE6+YhsQ+IJ9A3m0TAeE4LuRmTHVIhGUVT5QoTXMO+bS0XYJRxvbWBfEQaEsPL3MS+G9YFfiHBCKtxDgLK6ub6d417hLa4If5G1sXXFbeH9/yHCAMzAlp4rzqZhI29DrE2yVs5fZ6YFjQ1IrtN8r6VJ2Pqka2gzjpWDg0vY/8fw+P+w3/F+VMchcimwHyYu3Ypqsxv8WoeAIbIfljPiBWxhew3wE+yGOjPVrg12gbbBFK1BmABwMyJ7LcUi9ULMTe9EEdbFXNersIVPlSq/ig1VmSzCz6lf0qeWJClm9BrJTyKWfi3tWXIrpnCdkNc2HTM0GlOSHwBGklHz2shKG6BTFC9S/JPCAka+8PIchQWMuhCSMHjcgoUNbIXVcK7bLcLVqswgKf/VBessGkvcczcWU/UYdnF/gHkCrUtunOSZ2O9wnSp/aPBoFld6Bva7xS2YO/F14TN+n1B7XYS+mOV+g3C+tcBM4AXVFi9XtjrRGRvQSG3T3I/F/8aJ3kPY9bd70SNndNbiO9vuvqSm4ta25Ys3r6qunFZVXXl7z06zcvJciHAYcMtfnjqlW+rl/YDjwgBbi3kWXQpsLcJ3Vflv6v/LPQZ+FcLcvx/AJm3lWB6dfVMi+ktYzpPjgOfIyu3YxKRQXfgmvC1nYh5NgnkfTcXcqE8isWiscojQGfQczO00evhtjIkJj2uGWXWNM/okWTkZmxu0w8aK6zDDB6haosSsrE1WrsX6/TWB+YzmPeBmMvrvvFOIyd/+CJyNjUE7krjIprkIMyQArIPI4BWxEHaWEbMK/o0k5GEBdt0sV0rNQ7E0+Sp0FL2BdoySLnkC6/LkfkoTMB7A7qV8yjFj1QwAVapEOBDzbO6favclSQhp5O8UFjD65D0fjc19j817/R1ak7d5a0OkPXaPtMHGoWjo+ScWqrM1Zrz9FTRJnPsxts5ojxlg02VSdwUeCHlKbgCuwrzph4YQvUqsL76KRJQ6L2zvItfL9kDMe+RcRG6PArQql4cwoqOwijcfAg+qkm9cLkb0QFlCbp4XMA+SRdiYtAHpxLxpVBWRseFzb8XKkzsthkmejBkRI38ETgv7/xjW5jEke2tEYiJVxcb2mEeuWWl5AUNkDZKLsQK7aTqF52cg8giq0fJyGraoGY91nHOxicx3sKQiMaa2JFR5QYShmLvLbuH4tZiV5dX8BYoqV7WVxVVLqLgWpAx0EshPUlnLo5qcf5FDEi6yNiJlqNYGy9JI7mE2fdge5St25AKO07RFOrq/xRjByHSgO1nZg4yma9L/FVvIpys8LMEmfmn+18DXkp905wzsIvwRuSLIV5j1agY2CE3ElPN/i/B7LA65fTiPZ1WZEVzHYkKYX6nmLFwnksuZ4f1OCOLSeEyc6IgJD+erMhcToO4GXhD0Luy66AgsWEi7n7Sj6gBgcxHuw5JQno2F2tyAddQxLnoWTqM0abKVlTWB3XUPfgl0JCsXYp3982T0vTDx2jUcZyIj8w4zou49dwWiFfYH2AQpXY/+qfCanZep9j+Exb/EBhQwN9LLgI6a4cLQblsshKSMJBxmAbaAqrMUqTJehKux6+Y/IryO3ctdsMF2b9W6rNeIsBaWnHRNbFCrxfqpt1Xr5Z5xWgvmEXQjJpCdgbmDXgjciMgJqGq4Bo/HhLTjMYtDJ2wC8wGlhSLmvS2bk4gXR6kmZeNE6BbyMCx/RDbUmDNolHRDtX54RFZ2AQ7TPXgCaE9WHsEmhX8hoxPqtW/07WiPfY9bhWP8EuuD18Zyy9Tvj4/maSqYTlcqmcPVLNYrcvZbOeSnMCvXHBJxfA8saWj6BMpJrEsPYZPU0zDPrefz2m6A9UhfYALTnpiIVWqomtMEROiAzR2WAHPTHp1L4dlwIjYHeRBbQP0WkdGozizwxttorGAwSo5H9a/L8jmWCyIDMetuB+A9RLZBtdFKDw0fij6YKLEx1FXuUMyg88dgnIrciVVTyC9Nme8V9SKJRT3NEkhVGMlKDx3NoLc/2+Lun9192d4z5/XsOKjvhMkXHHLJwxv3m/BlXpqtG7HQ4PwqTzmCpI4WFldXXLXPZY+VvTlpqz2B2vV7f/L8pT/45cX7/eHRVS/c08S58zFDbhVwMar5+X9KYQjWB94O/CHHECzyJDbWlSPSDtVF8R5L34sFxTnl9bC++hlmmO6IrWEeIjc06Bqszz4DE6rSYtW2wO2I9MUEjWnARagmoYcib2P9djfMmPBs3bmNoB4ysskeUGOAjiO5uesoRv4IYXvqhDud3o/JP55M/39g1/gaQBk78QpZGR6eCzCbzbiNd/k3uVUtWy8WHhK9pB/NKYhgiTxPA3YJXqsHYPf8ZHJz/3yGJfI8F5Gbm1v0lxb3rBcZTSI+/C21ZzssVORzrB57B2yi0wWzhMUTb4dNgqYCA1G1BH5WbnEg1jFXYOEHs4EJZPLCO+wHeAjryGcD+6Ja/yKzJJ3/nkunHb6hW/u+TB3VhppT6n4UkZOwCfDzgmYxF7f2QPUdHNfzGO46sQxV4ERU54b/+QG2kIpZmU9D9fq698xKb2xiuRc2GZuGuUDtii2MvkdGXydFSKj5KKZi1gAnquZOtkSowESD/AHpHWBofu3mp2X4ac+z8yELaV/2Dpvf9ij7/1O1ztsBEdbBrGH7YDdtpAo4VZVbw+LyOczCeRdwpiozU+fTPj1hl5Gi1LSF+WvB4q5Q2xbaLIAOU6FyJjoqdKRWTeaC8N3PxBKsdcY6mWGqvBsG65hwcXPVlcaFa/mSlQ5Y7PdwzONlPnavtMHc3H6eF+8PNCJgWMjTVVjn9iFmPZmKWWDWB/5ORnPV6WLHTNNGRjKAC+hEGXO4h0n8ND3ginAO5lpoOVBsURlz1jyuajG6IsR+535VvtfINwRAu4pFO/ToNOvIqurKbWpry9oB3yypqRg7v6rTLap8IEI3TMjbEeu3HsKuxXKsD/ooXuvh/QVYmxGSTDhG6S6YMDixXu10kXVJMjs/j2ohkdRZWqzv/gu2SL0Q62uvwATdU9C8HC82uGexcell4OT80IPS3pbfYCFwL6myY6ONbSzYFVtsd8XGAcWEtywZzc+7VOpJdMMmlP2x8eoxYP+6CYvd03/FFu1fY+EYU7DxagvgODL6VXI4NsEMAuuRJLWeA7ymWucJdzoW7vclsFlRocYEpscx8WABNincpG7Cbkl938UmXPcDx5Kpmwt0BmrI6ILU8XbFYnrfRXUwInuHz/0ZsF7eJP42bBJ/Fpac7FlsEjooVjRpFZiL9fXYQuFLYCSq9csQtjJCX3gc9h33xeYgs7G5XQ/gXNV6eZKKjxeWG+tjbGGzIWbBPRW4GtWf5rXtgQkD3TAhrR+wI6pvkI99z9dg3/N04MeNhTCX6llRwucpx7yUt8fmd/sB16BaP1m5VZN4AhuPFgH7hGTyYTcHYlUfZmCeSK+rslisXHAP1fo50kQ4iJSxABN7dlVlQV67fcP5pblMNVhos/IjzIA0FZu3jce8drsAHchoPeNaeVnN7rVa9hjEhIB6C8jJdSEpWTkbSwQ8G+uXp2Bz3zWBsWS0TsAUYW1sPj2QpLxlNFxepVpCEvCWRqQ71g8Pw67p87A8d99P/86ptpdilZwqMJHpAlTrPJ6XJuSpmIAR3rscuKEWObaWMmlDzVXAhYW85UfL0b2n0eeP01mz6yx6vH8rI0YBH9aFlCxlWFbJlXhsDCnHxoqc9xJhD8yLuzMm5sWksesCY+sMD1lZD/M02Ce0GYtd272wtdAJdV7zWanAxKP1Mc/38tDmG+A5MiayLtdwNJHtSDymHssRbUW2wubI36L627z/64DNc8HmTfdgzgVnonptql1HbA3fA8ig+neakZb1wBDpBLxKZ8ZzHu+xPn2xQaGWWj7hYn7Ph0zHPBtOxzq4LKpHp45Rhk2+tgbOJyt/w8JKtsNKnL6GLfQrgc3Jj2EyFfNfmHL3Cyxm6nFEhqE6I9WuBzYgbNyZeXt1Zt62mBtNd0SOQnWJoLdiHeY5mMfCf7FFTNv/484+/8edl6mmXIvMsnMr1tnuhC3ur0bkZdRECTlaZ2ILyfUw61RN+HsWu9DHayYcLq06ztkQpu4Ga75YTvf3b5WR3JpT81dZIsKV4TtK84ecxZN9v5cNh3OHM+ZyTGm7DvgcEs8PHS29gc9rVV76cOrAbnMWdK3p3G5uzfprfjKzXUXVQ6AEd7Hvhe/nEGCyCN9ik/COmCdFnWZaisVfhK3Dd1EL7KOahLmIUBEqyIANTjdjFpmbRPizfQYEW2BOXtpkoys5z2ID2zXA8WRCnFpW1sEWcVH8K5W9Me+ZRcD2IalmLEE5hKQ+eNMR+SlwJR9zIyZQnA9UInIaqrUhu3RM8nRS2ppNfUtRLOH6HI2RlTWASxfdweHY4uZNktKK6wPRWlRLkvizG4knk2BW+l5QJ9adHc79E0bpsXYMasMxy3I8NWwCcDbWL92KTVJGIfIL4IalWTQ7eVhd+Wux3++vJKLujVho4zWIvIiGnBciPbG+vQ+2WB4Z/ndpqh7FkL0ZjbbKyuHYxHwalivqHTJaQ1YGYhar7tRPHF2cJPP8RlgM8XBs7Po1JuSAhTAehy3shpDRBnNyiHAn5sJ9H9R54inWx85NNY1i3GMlepkchIkXT2KVrq7CwjljGMgQEmvRT+vEC6CuD6p/PIAnw2TsNWyiuS42TxgbPtA64fN8g7nQzsc8+LbBvpe/0RoQOQq7dp/Arsf7gTcQORjVl1v03IpzAHYNzgH6N+MC8jSs3/0bdu3egLlCn4rIVahOAeI98BdsnjkSM+w8A/wdkS1RnV93RJETsAXKA5jL9D3Am2EO+J9mOu+G+AkmXtyBLVo/wLyU70Y1mbvYnG00Jl6cjVnAHwxz2igEzcYWSx2wueVMEeZjZUh7ifBNfs4IRV68mZEv3M2RG/bi6wlPM3y/r7VXjnhBVtrraObs8OuXHnnlox32Bxjcf9yTT/9y+D2mfQLWl7QD7iWj2dT/ZoENycqFZPS/QTgdARxXcxdrjfti8P/+8fIRnbZd/7V5B2/94PrAZqDjyMr6WH8AsGOolgZZ6YuFMWxH8MAS4XjsPp6ILc7GhblwWyzh/MogXvTDxNbBWF+0I3YtWL4wuxbvC233xz5vLP3dDhMzvo/ICFQfgaUIZRIpV+sX1wKqCnrt2dzlb8BRZeiIMmo2wwSrzoiclScS9zja+vWNMIPAOaMY+QmaePYVOsei59kYdn2ci639oof7QqA8hOhfT0ZjktFbsTH2TFWuLXS4wD8wr5Eryei5qffqic0Fy4FasvI9kvHkLMzrbwE2v+tPKlfTciiLHA4mB4XzfQ67H25DZBDwc1QV1TdJqonkvrfqAmwdByJtWIORHMjODKM/WbkN61uWMJpyxnMNl/MAtTkpApqFlhUwRrMIEx6OxgaEO7EbsZYyevJr/k5GzVJ+utxNf6roQQ+ycg62gKlhNMJX/Jnf8RhfU4XFQ+2KxSZfVTfZMoX2FOymPzN1FtdgE6PrsUFUME+CfyGyJ1b3tgvWYWyFiQnnhP+dirku3YVIBnRnLFa2Bhisynwawm7uu7DFzY3YYmg01smMDgPnAqyzOR9baO6Vr3anqXehd/2o2IV+Wzh2jEH8DzZJTp/jzSQJfb7CLMvnA48hchiqD5OVH2OTgwlloods3G/ChOBu3QFbzNkE1Qa347Df4H81tWV3TP2mL0Bt325Ta8vLah8vXKGzUbbHruOP0uIF1JW/jY8VOEmEyzvz7V7b8er+VVR2WUj7hW+x5Zu1lK96LoalETvKMnLjRKNnwOY0LeHQdOxHrMBCOKJgNxwbzMayFLXtETkNW7DMwa5DDdsfA9WInAm6Fkn42UtFjhjvo2J1ym/Ewp5GY1Zdu0Czsj1mBe8OzFPlWxkpe7G4C3yzyelUdTud6g4gtdBmPnSeBEyM92IfzEvpDWzQnIJZ09tDTnWd/tj9uB22IJmKLWA7Yv3WQYgci+q0VSlpXLMj0gdbuHTD+oq7Q86EyNa05xaG8iU/4SPsdygDqriBK3mFdtSwNfAOFuv5D2yidRg2bq0DnInIu6im40RLId5b24nQoZH+/U2s7x2GibBjycoCbAF/ACb+Lk25wJOxUIqxmJB2H7YwvwCRJ4M1L7r0vpEjXlg4zb7AU2T0pvBqrHP/FvBmKmlfvkAT3d67UQz7zmOCuV9iFvqzgcPCouwlkoR+NaRddLMyDPPE+oqMpr+fGNt7RvhLsz9JRYMzsWumE0nCtlj671xE7lqaBNHB66ASW1AIdv8vaCynTvgftL531pmYMeVTbJX4E6xvGQ6MQeRQVPMt4q2Jl7Dz3Rq4TITHsQV2G2xC/6JqXl4xkQ3UBLJ2jJJLgFty3OfN+yJ6WRxLbl6EcmwOE3/3I7D7aDb2Ow8lCYn9PXB6EDkuxUSLl7Fx7nTMeNYReBiRU+t5ajUX5kJ/cXg2AXPJfxnrg25EZNuUi/eFmIHoHsw4NxsTtx4I7eao8nyoHrfNtrz6nXX57NAqKis+Z51PxzJ0PDbOpL/PDsAjJ3LL0BO55QnsHjkX9DdAtF7/DvtOx7580bDb//36Ifd1a//Noj02e6aCZFwG678uA04hK4NJwoP3wsbFGM4yArgJm8sPHnL+uPlD7L02xsIm2od2n2F98hHANWTlJqwv2whbMNeSiLFfh/fqHPYvFGEhdi+uIcKsVp3XyiptXABMozsX80deQ2iHotzHFTzMhdQyEpH3sfnXGdWU3/dvvnffZNbqsISKNp2Yd9RR/P0HXfj2rDIRQRPvlBLPYWNsrdQHEwDMICNyEqoPhjaCGZKPwn6LrbAxdQF2jSwk5kywe/W/2H13BOZl9ACWgL8K1eUVqncYJh68D5xDRk1hy8qZYd9c4PLQ78YqjsU8X+N1nj/efYSNdbthgkF1+CvDruN4Lf8Cu3evYekMIqUhcgQ2p12MpROown6n8zGB6Sclj2ujqcHWsoOw++wCMloVBMg9GEw5f+OjHA/I5voYLRpCYqrU55g6uB+ZoGBnZQMSi+kgMrqErPwOG5hfxBYy07HJyvXYAvxMMmGQtknLvlSzEbNoSw2L6UQHOlGD8HhdyUeRYzHRZAq5pRvXxQQFczU0a+d3gIcZzZ3ECcxUFnMuF6MMAG4R9J/YBOsobIH1NGZ1bYN1yg+rhnKsIudiORkmkVtGclD6vUU4JpzjJEyAGYt1Au2xWOF3C321jSl1OYudBX3grQug86ew6fXQpsr+xzqg6zDx4u/he450w6wAXYBDGU2cJL4BfJdM8FzJyt1Yh3QpGb2ArGyOxSh3xybNb2CdxF7Y4PwJGa2f9VakvYywiX0BD4we2CJ5bcyKksUGqXZYMrgxdUl7zDJxDDYpeTV8r7/FBrizUX2q0He5SpOV9tiCZTeqWYfFLAFqaE9nhNnAqWS0XlLaRpXgrByIdWRbYJbNadg9tTXmzjk01XYAuUlVFRMp3icT3M2ss70bEzePJ8kiXYYJZ9sAvxD0ekzUaAfsr1rPjTU5f+Fn2HXwJbCtalLOKydbelYuwe7pV4EjyOik8PqL2GLy5NTirdTvp8+4Lwbv9/LEHbadNGNAu9nzu8uS6grtULmgZnF12/f/8tQp16pSPVX67vgvDt3zIQ7s+jj7TMP6kmqg7Hhu6/d7fv7emnz1eVDKS3vv1QkLjfgFZon9HJsU7B/+ngbOQ/UNsnJdaPMItmCdhsWzHoH1K/fW5XiwzNq/IBHSwKyW/bHfZhiq+RnIGzlFOmF9e09s4nYVNknqgQlXlwXX7gqs79qlT9ep8zdY8+PpHSoXVC+ubsuMuWvUzFvU6aFJXw/4oN7xG7NUWXm8d7AFXdpDqRM20ZoEDGE0h2ELoK+Bjcmo5aewZJmnA6PI6MjweXoDx4MOKy+r6di2fPH8WspqF1e3rVUt+wDLfaQi7INNWhcD+6omiftE6JRjCTWr9yisVO2/wqs7YGPls8AejGYLkszv69T1WVk5ABN+Piej64bjbUDj5VtfQnXHYLj4EhvvrydJVi3Y5LI9sHcqR1dRRDgNm8dMxXKfzMTGn7Zh+4IqtSJsifVPfTFxYhbJhFeAZ1SZi8jaU+lz1kds2ONI7h4zhbW+wr5TOY471r6YXw1dhy++QvXSUs+xJRBBBvDpoOE8fXxn5m7yDd2ops2CF9lxzKesP6bOK02kNzZXOAFbCNyBLYgGY+P/RajORCSGEr4OddXSwBatN2ALqAHYHPJ9zFPjZhJhTTBvjHaYd+yntcjuT/Gdfgfy0Kwq2vUjeAuvz8fVV3M2B/PgBODhujDmeKDmCCERuR3LufM+ST41MHFxDeAkVC2ZvRnbZpGbSLAvlgvkXuAHIalgf0wYPBCbB7XFxrpHsL5xUnhvwcbfH2CC51+x73574ChU7yYrvUj6wx3IBI8Qs3LfGl7/HplUVcGslHMFR7OIwxCgH/fyI/4LzCCjtWRlO6xfikn7n8LuwV9hC61/kdHDUsfbENiJzxhGFb0op4r1GE8ZX5FJhGUROq/PxzsN46XvC9q7mjbtZtN98vPs/OJ8Oj2sLVD1KYwDl2IC8H+w8NvoAdMGy6E1MYQdXIUlpn+VJFRVsWt4OvBoqLC2G7ZW6ouJSxOxhWol1sf/V7V+wv0i1+Hx2P3zAdZ/z8OMVTtjhuAbsb7xfExoeRwbW+M4VIkJaxsTxw7zjtkH865L56YZjo2LB0VPkfxzbPA8S/w8U//cd+sps/t9H9ho7sLOUlVdqZ3bzW1fWVFVW15W8++hP3/7dvvYXBw+zyeYaPMGNkfoA0hdHjS7Zu/E+pl/Yeu1xVifVQnsRiaE+GSlnJlsxoscwQK2oIIllDGPLfkv6/IyGU0qnFikwA+wtWX0trkLuLcujDErO2Jh9G2x62chNqaUYf3Bc2RUETkw/AafYfkf04UPLsV+x2uAc8V+tvWBjRghtj4fpSOxNeh7dREFWbkc8wp7HftNJ5M7rxhU5xmVfKb1sTGc0H5cU40ByyRgNMtE2Tqd4zGFbh7WQbXDXLxnA3uTsRwTZSNF+7SFNSqgXbAVVyssqoXPFsH8m1SC18Ce2A+zJSZ4fIAp7OVY4p87wvtkgY5sya85h6nYjVjLg3ThXi4POuwpjGZNTC0chMX2fYb96J2wC+RyMqZ+191Y1e0sb8OSTlBWDW2/gbZzLG+DyJrYANAO2E/QD7CLm6/otW4vZvwHu+H3QfVDEdbDbuZB2CKvEnPR/wq4XjXxzYs0W9xlKW1NfT8IOJhaBlLFIpQlVNKTcmqBG8noHaFtG2AzPmYbJvBdoJJyFjKUp1mTD8nk1U4X2Z3EBXQTTEz5SV0OESDkHzgUE5l6h++oCrspblDlf8Ht+ypsMnIr5HxnQzGL3GjgkuVR7qdVI7IWFkN5MDaJG4Z1Wn8ARhdKvFPSdbOJ7EAtv6ItHRFmM4Qr2J836iYxycLxGWygnUSSCGleLFO5h4wZ9C6bnTSXzhssov0zmLpdA0hnvi0/iZuevILzvkV1ngh/wao3TME8pV7FOuaBwPQ40IjQCxuE1sY8hB7H+oS1CYtHVTRc2/sDh1LLpiyhHFhCBR0p41vgYjKpkopZqQT6yBgmAegebI65CU4no/PJSidsMd0dc6W9K3gr9cLCRADOIqOLRTgSu1anY+6un2PXdRtsUfVpjrXI3N2HhX2TsUH0HeDV4M21+mDjwBHYpO5pVMel9nXHvs8y4F5Go1/M7J9ZtKTdllO/6Tt/4eL239ZqWbXlH6cAABHjSURBVPVGfSYOblNWXdGh7YLLep/y1bOIDMMmW98AOwg6IxxDFTkZG/w/BHZrSh8iVkL1FpIM5mn2UeXxYC19KLQ5FVuszyUJUfqyzkpt4V8bAh1lDA/GA+ke7AhMIRMs1SJ/AXannL9yJ7cQxiAWsYQTuYkaNgNuYjR/wjwzDsRyhPwdG3u+j7kvm4Bh98pJmNBSid17cXLdA/gvGZuIilCG9eshAJIPsD65F7awXE+VacHiOCG89ii5laq+j4kIwxnNs9h3vwG2SDuWjC5qQMA4DRPnx5EklQabL9yNjem9Mc/Qa7GF4FZ5Ls+jsEX0w6imyzs3SnBV32IXnttuZ57ftj0L53ZmbvfPWPeTuznylWn0fTy4tFcAw9qzYOO9eGKjLRjbAaj9li7f/JMfjJ1Kv+dVmSZCJRYGOhSb27wFdZ6HAkxtyMjRarB+68fYHO0t7Peag80pdsG+/z8Bb9UiP55Gn7Wv4Nyxz7C7VtOmEmAfHut2EjetvxEfvY9Z7R/B8lj8VNCHsLlW+YZMrJrIwAewvjFWpTq6FnmpnNrLsL6zAqj+gv5H9mPK/mXoO4KeiSXzG4aNi7dh/bJg1/Ys1cIu0ss8F7NY9NexBcmGqE5N7TsaW8h8hc2PbgH60JfLuJJx2GIGXqENN3AdNbQnqRZwCTaWZkkWmNHIswbwG1SfQORsbO5UjS3gNHxP/bCFzHaovktWDsMWd2tjIspkzNh1ajh2BzKphKN2H14bvst+WPjpyJw4/Kx0B/anmqHMZDOEtlQyl658CfyPjP4jdbwKTJA5AxNZjsZ+s2PrkraKbI1dazth+bEewOaLB2L3v1n+bS4yDJt3r4ON4dOwULUZ4fd4orlyUQUr/yHAtmvwdfV3eErbslgX0W7R4+z96Ry6TVDl7TC/+Ct2b/wznO9MrN+8LxyuOxn9RoSNMLFnICbYTyHxuC0H7omGm5BUeYfQtgfJ9VCNhfmNQ6TyfTbe9np+suudHNdzHp2FIOoKteU/5PZFt3GC5RFSnVGSV6jIttjcfQZWnjrdx25D2hMCHYIZcTfFxoQ54TzLMYHn9oLfbcPh5xtino2dsHwyz2H3WBl2fX8bDVlhvDoS+D/QTbFUAWUgX2Pz10wQ5tuXl1Xvfui2/xq+48AXe/brPqW8TGp14eL2i2fMXePrYRu9dOX2F74yO3idnEJiXPlH+A6OCr/Do5iX0kR7Ty7A7vGHsbFyaDjnbpg4ciejiYb28VTzPFUsRqmlIxcjLAGOJKMTwlzzpPA+U8Jx0+Fi14Xrpy02Rx6MCVJZbB0m2D0zLxRSQIQ+Xdt/c+COA1/cZot1xlb16vJ1NaDzqzrWVC2p/PqArR7+0w4Xvrwo9PUZTLD6FusnFmFz7H7hu8zmzNcaoUkChggbYzd///AFxw/eBuv0n1ZlTlik9gkfskrGmLVD96B/+PAz6mLt08cvoqqFi6g30I0RYl4Lo3QodtFNUmVxmJz2Def1sYwI1QTsZumKxWzV8Gdm0pV7sB/xYsyNZl44532xiZ6V28rKq5gyegkZrSutSlbuxDqOC8noa6nXOwDdZYwp5boHG2ALjxlx8SbCFVhW7FexziVad9oDnzeUj6G5hYmS2tnEtELGmFKne1AJLKlzpzdx4GDsouyOTULmYJb1Kiy+6z5UPwziza8x98DnscH3LGzi+Sfg96h+E1T/c7Cb+D1s0N0eu5EnAAen4+OW1/fTmnhRduw2jT57dWf24G58I8C3S6hY0J3Zay6mbVUfpo3vyaw3gCl1A4FImYywRa6OoicwO7VPgMMUzlhEu4mfst5b8+gktZRJd2Z3GcCk/StY8lEZ+qv8JGVFVPpYUulCbJC9CpsUDMbcDW9hNGXY/dYOs8xY6WDzCIki1vfJ6JQwEP8cW8Q8glkva7G+pAzzsplib00HbHGSIXHLizygyiHJaUYXSD0YJFYsmYldlz9U5RtEBmBZlHcK5/oiNmAOwxYKdm2PpjdmfVgHu54nklj5tgSeJqPPhM/YHdiJuWzC+wxmPmWUUcYmTKc3X2Cxl0vISv/Z87sd+NakLTd/+7OhC2fN67Fk0ZJ2UtFmSW37ioVz7331sJve+XzzGZwtA/mYk5jDWrTlOToynVpqELoxi/X5kHlM5zFM4a4NH767jEgqPego+gLTU9dGBbBe+OuODa6V2MA+A3On/zwnM3Wp2HUXwzQsCWVzuwJmpRxb/AzAFhpfkSS97EiS0FlFGIZZINthfdA0kgmcYJOjb0XogonfsQzai9jkKrqBvhdFhJD0a1dsgv8u1g9qON4c4I28XEMDXmXbn45hj/WqadOxLYs/n8Ea116u5+d415wh13bfhf+d0oVvd5lFjzkVLKl4he3vvoLznlNlekhYeR6wAQt4gtepYSHQna5swRZU8g0ZPSd8R7/FLJvvYvfol9g1fRr2O/+aTMj2bmPAPizgCBYzhDLaUsZ8OvAhZfyLjD4Y3MHjxGO9lLfSpthEel701AjfkYTvaH8sVK0tdm29DdyqynREfoSJeBOxpJ1pwS4KoGNQHU5Wdsasgh2xidZ4bCG2KbkCxiPY5O9yVH+WOl5b7P7vhE1W3911f8ZN7gifdCGH3gtg0Bx47hF2OZx/vngvhx+CTSonY6Eci8PvXYaJCB+E634XbELaBQsBeD2c445YP/EIJuy0p4xjEfamLRNZg+cpZwlfswtVDKaGl1DurMvLEj/CihjXrOzihpjI3RG7X/ph/fmnwMRlEUwbWXCUYx59W2LzgDtIJtSdgfmpCfX3MU+XckwQmYaJ3rHM+z2q1ARPlxvC57mQpN+uCMf8nypzglD0OHa9Xh/eO4ZLdsUm85+F9x6CiWu9sGtwLsm1MBv4Tyq0qujn5nIZQifOo4J+dOKWcAyz/tYwiM95i/9v715i7SjrAID/59xn32nvLa+2txGpMWgiURMk6EKMRIjxFTcWFyYsNEZjjC5QiSwUV8alGxN2mBijYgwL6wsUfCEEExESQOyLSmm5tLS9r3PPuJhzKfV+/9Oe9hrG+PstvzPnm2+++V7znzlz7owH4vZYiJviB9E8PXVP/7hP9o/lw9GMO9855ymI8+27uYhc+X3+dVG/5kXBVfXFaG48PBER10ddz0VVTcdEfDK2xgdiezwWr8R10Y3nYjnuiedf80LUqvpaNAGUf0XzhNFYNHP8hnjtiwCbp2Y/EU1w+LFo7tLf1S/THVHXT/e32xpN4PKmaO76/iyatf3eaNrkB6Ou/97/ecCHognE3B/NxdNyxKsvUP5u7K2Pxt3V22NjfDom4orYHD/v9arjy/XI8khn+U2dhfrqOBS/jLviF1H6N5uL0bzs8OZo1tBVNGvop6K5o/7GaMbm+6N5Omy5P79d+bY/x8GJTtO4HnlnXBcrfXDv6ndjDehXV0Uzbm/r182+uv+C/v56amHlRklVxcP9uro7+k/TXdDhnf9f60YjYkv1m/7f7L63/26NiJOxt3nCoKri2WjGnM/X9TlPhP9nXrdFU4/Hopmj56OZ+3f38/xh7G3eazNZze96Rzx6y8449K7NcbJ7JtbPXhZHL38mrjnwdOz58VP1mx/v/yHEN6L/DycR8fRyr3NmpNMbiSaA8JeVtV1VxeeiCaI9Fc3cdCSavjoezRrhybqO3perb7/lD3HDZ47ElTuei6vv65e1GxGda+OJDd+MO//x0bhvNr4SvZiKr8ZYXBPb4t7oxAv9/DZFL/bEk3EwvhW/iuamyhXRXKfuirN/ejEd/Z85R3OOH4174+vR/LzuwWgeEFjs19uXolnX/mjl6eeqiltHO0sfWzc+t2X75hefnRhdWKqj6s0vTfYWlib+9vzsVSsv5b4jmiDH49E87XM0mn41Fv2bGXUdvfh+dWNdx23zS5NbDs/ueGT21Nb5bm+0NzN14K3rxuc2LnQnvnflZ4+c7+ffrxoygDE4ogb/T+p6bRaJ+hWctRb9Sp+Cs8xVsPb0K1h7F9qvXv+/UQUAAAA4j875NwEAAAB4fQlgAAAAAK0ngAEAAAC0ngAGAAAA0HoCGAAAAEDrCWAAAAAArSeAAQAAALSeAAYAAADQegIYAAAAQOsJYAAAAACtJ4ABAAAAtJ4ABgAAANB6AhgAAABA640Os/G2qal6x66ZVel19oX0g9xIpyqmL9flzMay7XtZ/sOXKbO0XC7T6Ei5TL2kTL3k2KKcTZY88NOkmtJ6zc5dt1f+ID2GiKiqpD4GfGcYy0mZsrJGRIwlDWEpaTgTo6u3P3r4UJyYPT74dFyA6alt9e6dO1Z/kNRbbsD2WV7JOag7I2uz5zpp9Of7rKDXKQ9XWV/P2lc2xgyq7iG7aCrbRz4sDegjad9NKiQ9iGTvnaxUA466tzxcXoVBcf/Bg3Hs+EuX1K+mp6frmZnVc1XmYnY27OiVTBcxWnfLHyR9sL6I0s51y21iPBkHkyksql5S1qxtpW0oIqry8WX1lB72kCdi0ObD7iKrp2HbRmfQWJj0qWp5qbx9YZD55+Ejceyll9dgrpqqd8/sLOwzOc/DjjnNl8rJy+W2l9VDncwXWf7VgPXI/MhEMf30YvncrBstt+2J0WR9trxY3nG3fGzZmqrJrFy3dVbnST/Mx5+yAcut9LPsMIYdf6qkbdSL83mZFuaSMiXrgy3Tq9L2Hzx0yXNVRMRUMl8NOx4NKkj2WTdbRiTpY50hvzBonZ+Me72RsWJ6ds2VrenSdpSXKJUdxbDp6TlNvjCoX62VrB9mZc3qdbALr5H9Bw7EsWPHzruXoQIYO3bNxE/2PbgqPZt6sxOSXjRHxJaJ8qB5eqm8l+3ry4dwYqE8sWT5D5JNtc+fKg+al28ol+nUYvkYsmPLgi2Dpv6sI48nLS7bd3bxPztXPuZTi8nCNiImksn81EL+nZJOcmwn5suT/PEzyQIvIq7YVF6QHD5ZnvD2TG1YlfaFj9+c5j+M3Tt3xB/3/XRVerrgyIyMpx/VyYRQJYvjpckt5XyS/LOLsGopX0BUS+UFRDapnV5/WTE961dnkra9abxcr5OFINWKxSxYma3bk3wmkk49Hkn9ZReMEfmCvrtQTk8WyfXoZDl9fN1Q20dEdOZOFNN7SV6dhdOr0m543y1p/hdqZmYmfvfQwxe8/cVMyNnCL8trdr7c16a7LxXTe+uSPjign2f++kK5r71ha3kc3DCWtNNTLxTTq2whOr563FxRj68vpr+ynAVV1iYQnvXliHyeTOI/6ViymMyf2TFMdM+kZerMl/tU5+Uj5S+Mrl5/XP+RT6X5D2P3zM74/a/3FfaZtMnkrk2dbR/5mNc5M1tOT+qh3rAtKVN2EZwEESLi2Q17iul/OlQ+N9du31hM37OtPHauO3GwXKbZw+X0QTcY1m0qJmd9sZ7cXN5+spxPN1mBZkHSiIj5ZLDMbkBumUjGgFfK48/I6ePF9O7+J9MyzT1T/mxkrLx+n7j19lVpN7z/g2n+w5iZmYkHfvvQqvRsPEqWNgPnsZHkSu1EskzOxsnt41lAdbj1SEREtVQe905tvKqYfvR0eR/ZOJxd72V1Meim2nKV3EAb8mZvFizIts+u0SLy+SSTTZXZOjZrfxsHRQ6S65aqW74WKK1nbnz3ewbs4Cw/IQEAAABaTwADAAAAaD0BDAAAAKD1BDAAAACA1hPAAAAAAFpPAAMAAABoPQEMAAAAoPUEMAAAAIDWE8AAAAAAWk8AAwAAAGg9AQwAAACg9QQwAAAAgNYTwAAAAABaTwADAAAAaD0BDAAAAKD1BDAAAACA1hPAAAAAAFpPAAMAAABoPQEMAAAAoPUEMAAAAIDWE8AAAAAAWk8AAwAAAGg9AQwAAACg9QQwAAAAgNYTwAAAAABaTwADAAAAaD0BDAAAAKD1BDAAAACA1hPAAAAAAFpPAAMAAABoPQEMAAAAoPUEMAAAAIDWE8AAAAAAWq+q6/rCN66qFyNi/3+vOPA/ZXdd19svNRP9Cs5xyf1Kn4JzmKtg7elXsPYuqF8NFcAAAAAAeD34CQkAAADQegIYAAAAQOsJYAAAAACtJ4ABAAAAtJ4ABgAAANB6AhgAAABA6wlgAAAAAK0ngAEAAAC0ngAGAAAA0Hr/Bl3k5ixffBeiAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x144 with 10 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Plot Max Activation PWMs and Correlation maps\n", "\n", "n_filters_per_row = 5\n", "\n", "n_rows = int(pwms.shape[0] / n_filters_per_row)\n", "k = 0\n", "for row_i in range(n_rows) :\n", " \n", " f, ax = plt.subplots(2, n_filters_per_row, figsize=(3 * n_filters_per_row, 2), gridspec_kw = {'height_ratios':[3, 1.5]})\n", "\n", " for kk in range(n_filters_per_row) :\n", " plot_pwm_iso_logo(pwms_top, r_vals, k, ax[0, kk], ax[1, kk], seq_start=12, seq_end=44)\n", " k += 1\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:aparent]", "language": "python", "name": "conda-env-aparent-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }