{ "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", "from keras import backend as K\n", "\n", "import tensorflow as tf\n", "\n", "import os\n", "import pandas as pd\n", "\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "\n", "import aparent.visualization as vis\n", "\n", "from aparent.predictor import *\n", "\n", "import urllib\n", "import urllib.request\n", "import pickle\n", "from time import sleep\n", "\n", "from scipy.stats import ttest_ind\n", "from scipy.stats import pearsonr, spearmanr\n", "\n", "from sklearn.linear_model import LinearRegression\n", "\n", "from scipy.optimize import minimize\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jlinder2/anaconda3/envs/tensorflow/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (305,306,308,312,313,315,319,320,322,326,327,329,333,334,336,340,341,343,347,348,350) have mixed types. Specify dtype option on import or set low_memory=False.\n", " interactivity=interactivity, compiler=compiler, result=result)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "s.shape = (15106, 50)\n", "m.shape = (15106, 50)\n", "l.shape = (15106, 50)\n", "intron_mask.shape = (15106, 50)\n" ] } ], "source": [ "\n", "df = pd.read_csv('../../../aparent/data/polyadb_features_pas_3_large.csv', sep='\\t')\n", "\n", "save_dict = np.load(\"../../../aparent/data/polyadb_features_pas_3_large_no_x.npz\")\n", "m, l = save_dict['m'], save_dict['l']\n", "\n", "s = np.load('../predictions/apa_polyadb_data/aparent_all_libs_resnet_no_clinvar_wt_ep_5_native_scores_large.npy')\n", "\n", "#Mark intronic and a-rich sites\n", "intron_mask = np.zeros(m.shape)\n", "a_rich = np.zeros(m.shape)\n", "for k in range(m.shape[1]) :\n", " intron_mask[:, k] = np.array((df['pas_exists_' + str(k)] & df['site_type_' + str(k)].isin(['Intron', 'Internal_exon'])).astype(int).values, dtype=np.int32)\n", " a_rich[:, k] = np.array((df['pas_exists_' + str(k)] & df['wide_seq_ext_' + str(k)].str.slice(175-70, 175-70+205).str.contains(\"AAAAAAAAA|AAAAAGAAAAA|AAAAACAAAAA|AAAAATAAAAA|AAAAAAGAAAA|AAAAAACAAAA|AAAAAATAAAA|AAAAGAAAAAA|AAAACAAAAAA|AAAATAAAAAA\")).astype(int).values, dtype=np.int32)\n", "\n", "print(\"s.shape = \" + str(s.shape))\n", "print(\"m.shape = \" + str(m.shape))\n", "print(\"l.shape = \" + str(l.shape))\n", "print(\"intron_mask.shape = \" + str(intron_mask.shape))\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "s.shape = (14666, 50)\n", "m.shape = (14666, 50)\n", "l.shape = (14666, 50)\n", "intron_mask.shape = (14666, 50)\n", "a_rich.shape = (14666, 50)\n", "# non-a-rich proximal sites = 13683\n" ] } ], "source": [ "#Apply filters\n", "\n", "min_total_l = 1\n", "max_total_l = 1e9\n", "\n", "min_l = np.min(l + (l == 0.) * 1e6, axis=-1)\n", "max_l = np.max(l, axis=-1)\n", "\n", "temp_dist_index = np.array([np.nonzero(m[i, :])[0][-1] for i in range(m.shape[0])])\n", "\n", "keep_index = np.nonzero((intron_mask[np.arange(m.shape[0]), temp_dist_index] == 0.) & ((min_l >= min_total_l) & (max_l <= max_total_l)))[0]\n", "\n", "s = s[keep_index, :]\n", "m = m[keep_index, :]\n", "l = l[keep_index, :]\n", "intron_mask = intron_mask[keep_index, :]\n", "a_rich = a_rich[keep_index, :]\n", "\n", "print(\"s.shape = \" + str(s.shape))\n", "print(\"m.shape = \" + str(m.shape))\n", "print(\"l.shape = \" + str(l.shape))\n", "print(\"intron_mask.shape = \" + str(intron_mask.shape))\n", "print(\"a_rich.shape = \" + str(a_rich.shape))\n", "\n", "print(\"# non-a-rich proximal sites = \" + str(int(np.sum(1. - a_rich[:, 0]))))\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "\n", "l_prox_cumulative = np.log(np.cumsum(l[:, ::-1], axis=1) * m[:, ::-1] + 1.)[:, ::-1]\n", "l_cumulative = np.log(np.cumsum(l, axis=1) * m + 1.)\n", "l = np.log(l * m + 1.)\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "\n", "prox_index = np.array([np.nonzero(m[i, :])[0][0] for i in range(m.shape[0])])\n", "dist_index = np.array([np.nonzero(m[i, :])[0][-1] for i in range(m.shape[0])])\n", "\n", "prox_mask = np.zeros(m.shape)\n", "for i in range(m.shape[0]) :\n", " prox_mask[i, prox_index[i]] = 1.\n", "\n", "dist_mask = np.zeros(m.shape)\n", "for i in range(m.shape[0]) :\n", " dist_mask[i, dist_index[i]] = 1.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#Proximal-most vs Distal-most PAS scores (3' UTR)\n", "\n", "s_utr3_dists = []\n", "s_utr3_dist_means = []\n", "s_utr3_dist_medians = []\n", "s_utr3_dist_stds = []\n", "for k in range(0, 30) :\n", " \n", " s_d = []\n", " for i in range(s.shape[0]) :\n", " if dist_index[i] - k >= 0 and intron_mask[i, dist_index[i] - k] == 0 and a_rich[i, dist_index[i] - k] == 0 :\n", " s_d.append(s[i, dist_index[i] - k] / np.log(2.))\n", " \n", " s_utr3_dists.append(np.array(s_d))\n", " \n", " if s_utr3_dists[-1].shape[0] > 1 :\n", " s_utr3_dist_means.append(np.mean(s_utr3_dists[-1]))\n", " s_utr3_dist_medians.append(np.median(s_utr3_dists[-1]))\n", " s_utr3_dist_stds.append(np.std(s_utr3_dists[-1]))\n", " else :\n", " s_utr3_dist_means.append(0.)\n", " s_utr3_dist_medians.append(0.)\n", " s_utr3_dist_stds.append(0.)\n", "\n", "s_utr3_dist_means = np.array(s_utr3_dist_means)\n", "s_utr3_dist_medians = np.array(s_utr3_dist_medians)\n", "s_utr3_dist_stds = np.array(s_utr3_dist_stds)\n", "\n", "#Proximal-most vs Distal-most PAS scores (Introns)\n", "\n", "s_intron_dists = []\n", "s_intron_dist_means = []\n", "s_intron_dist_medians = []\n", "s_intron_dist_stds = []\n", "for k in range(0, 30) :\n", " \n", " s_d = []\n", " for i in range(s.shape[0]) :\n", " if dist_index[i] - k >= 0 and intron_mask[i, dist_index[i] - k] == 1 and a_rich[i, dist_index[i] - k] == 0 :\n", " s_d.append(s[i, dist_index[i] - k] / np.log(2.))\n", " \n", " s_intron_dists.append(np.array(s_d))\n", " \n", " if s_intron_dists[-1].shape[0] > 1 :\n", " s_intron_dist_means.append(np.mean(s_intron_dists[-1]))\n", " s_intron_dist_medians.append(np.median(s_intron_dists[-1]))\n", " s_intron_dist_stds.append(np.std(s_intron_dists[-1]))\n", " else :\n", " s_intron_dist_means.append(0.)\n", " s_intron_dist_medians.append(0.)\n", " s_intron_dist_stds.append(0.)\n", "\n", "s_intron_dist_means = np.array(s_intron_dist_means)\n", "s_intron_dist_medians = np.array(s_intron_dist_medians)\n", "s_intron_dist_stds = np.array(s_intron_dist_stds)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "\n", "s_dists = []\n", "s_dist_colors = []\n", "s_dist_names = []\n", "for i, [s_utr3, s_intron] in enumerate(zip(s_utr3_dists[::-1], s_intron_dists[::-1])) :\n", " s_dists.append(s_intron)\n", " s_dists.append(s_utr3)\n", " \n", " s_dist_colors.append('deepskyblue')\n", " s_dist_colors.append('lightcoral')\n", " \n", " s_dist_names.append(\"-\" + str(len(s_utr3_dists)-i-1) if i != len(s_utr3_dists) - 1 else \"Distal PAS\")\n", " s_dist_names.append(\"\")\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "f = plt.figure(figsize=(8, 4))\n", "\n", "sns.stripplot(data=s_dists, alpha=0.05, jitter=0.25, palette=s_dist_colors)\n", "\n", "plt.errorbar(np.arange(0, 58, 2), s_intron_dist_medians[::-1][:-1], yerr=s_intron_dist_stds[::-1][:-1], linewidth=3, color='blue', linestyle='-', label='Intron')\n", "plt.errorbar(np.arange(1, 61, 2), s_utr3_dist_medians[::-1], yerr=s_utr3_dist_stds[::-1], linewidth=3, color='red', linestyle='-', label='UTR3')\n", "\n", "plt.xlim(-0.5, 59.5)\n", "#plt.ylim(-8., 4.)\n", "plt.ylim(-11., 5.)\n", "\n", "plt.xticks(\n", " np.arange(60),\n", " s_dist_names, fontsize=12, rotation=45\n", ")\n", "\n", "plt.yticks(fontsize=12)\n", "\n", "plt.ylabel(\"APARENT2 Score\", fontsize=12)\n", "\n", "plt.legend(fontsize=12)\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpearmanrResult(correlation=0.3358648988111347, pvalue=0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Correlation between distance to next PAS and wildtype PAS score\n", "\n", "from scipy.stats import spearmanr\n", "\n", "lf = l[a_rich[:, 0] == 0, ...]\n", "sf = s[a_rich[:, 0] == 0, ...]\n", "\n", "print(spearmanr(lf[:, 1], sf[:, 0]))\n", "\n", "x_vals = lf[:, 1] / np.log(10)\n", "y_vals = sf[:, 0] / np.log(2.)\n", "\n", "bins = [\n", " [2.5, 3.0],\n", " [3.0, 3.5],\n", " [3.5, 4.0],\n", " [4.0, 4.5],\n", " [4.5, 5.0],\n", " [5.0, 5.5],\n", "]\n", "\n", "colors = [\n", " '#2f22d8',\n", " '#9c00b8',\n", " '#ce0091',\n", " '#e80068',\n", " '#f20041',\n", " '#ee1919',\n", "]\n", "\n", "bin_names = []\n", "y_dists = []\n", "for i, [bin_start, bin_end] in enumerate(bins) :\n", " y_dists.append(y_vals[(x_vals >= bin_start) & (x_vals < bin_end)])\n", " \n", " if i == 0 :\n", " bin_names.append(\"d < \" + \"10^\" + str(bin_end) + \"bp\")\n", " else :\n", " bin_names.append(\">= d < \" + \"10^\" + str(bin_end) + \"bp\")\n", "\n", "import seaborn as sns\n", "\n", "f = plt.figure(figsize=(8, 4))\n", "\n", "sns.stripplot(data=y_dists, alpha=0.1, jitter=0.25, palette=colors)\n", "sns.boxplot(data=y_dists, showfliers=False, palette=colors)\n", "\n", "plt.xlim(-0.5, 5.5)\n", "plt.ylim(-11.5, 5.0)\n", "\n", "plt.xticks(\n", " np.arange(6),\n", " bin_names, fontsize=12, rotation=30\n", ")\n", "\n", "plt.yticks(fontsize=12)\n", "\n", "plt.ylabel(\"APARENT2 Score\", fontsize=12)\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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cJGlusfxzwL0RsbLY9BpgkaSpxYnfU4GlVbXbzLZflYdIi0gF788CTiq+XhQRa4G5wOeB9cDhwAml7c4lnfTtB34CXBwRP6yw3Wa2nRQRrW5DFr29vdHX17fVPB8KWbdo9SGSpLsione49drhHIyZjVCn1E5vh6tIZtalHDBmlo0DxsyyccCYWTYOGDPLxgFjZtk4YMwsGweMmWXjgDGzbBwwZpaNA8bMsunaZ5Hu2uiHG23H0o7PJ7kHY2bZOGDMLBsHjJll44Axs2wcMGaWTdsEjKRlkp6VNFBMvy4tO1FSv6RNkv5B0rRWttXMmtM2AVM4LSImF9OBAJLmAN8A3g/sBTwNXNbCNppZkzrhPpj3AbdGxL8CSDoHuF/SrhHhAmxmbazdejBflLRO0k8lHVnMq69dvQp4Dnh1/cbl2tQ85drUZlrWeKpKOwXMp4H9gFcAS4BbJe3P0LWrt1KuTc1urk1t1mptEzARcWdEbIyIzRHxTeCnwNsZuna1mbWxtgmYBgIQqQ71wbWZkvYDJgIPtKhdZtaktjjJK2l3UsnYnwDPA8cDRwAfJ7Xx55LeCPwSOA+42Sd4zdpfWwQM8DLgAmA28AKwEjguIn4NIOnDwHXAHsCPgVNa1E4zG4G2CJiIWAscOsTybwPfrq5FZjYW2vkcjJl1OAeMmWXjgDGzbBwwZpaNA8bMsnHAmFk2Dhgzy6Yt7oMxs2pVVeLEPRgzy8YBY2bZ+BDJzIDBB6IazaGTezBmlo0DxsyyccCYWTYOGDPLxgFjZtn4KpKZDWk0ZU7cgzGzbBwwZpZNRwSMpGmSbpG0SVK/pBNb3SYzG16nnIP5Oqlc7F7AIcD3JN0TESta2ywzG0rb92Ak7QLMBc6JiIGIuAP4J+D9rW2ZmQ2nE3owrwZeiIhyJcd7gDfVryhpIbCweDnAUfp1Be0DmA6sq+izquT96ixV7tfMZlbqhICZTCp2X/YUsGv9ihGxBFhSRaPKJPVFRG/Vn5ub96uztON+tf0hEjBAKnZfNgVw6VizNtcJAfMAMEHSAaV5BwM+wWvW5to+YCJiE3AzcJ6kXST9KfAu4FutbdlWKj8sq4j3q7O03X4pIlrdhmFJmgZcDbwZeAI4q6hXbWZtrCMCxsw6U9sfIplZ53LAjCFJcyV9SlInXP5vmvers7TVfkWEp3SYeBrQB2wGltYtOxpYCTwN3A7MbLD98cB64G7gGorDz9LyLwMPki6vrwTmd8l+XQQ8AmwA+oHPdsN+ldabBqwF7uiG/QKWkh67GShN43Ptj3swWzwGXEA6mfwSSdNJV7HOIf2w9QE31K1zDPBV0knoI4D9SL94ZZuAdwK7AScDX5P0J2O+F9vKvV9XAbMjYgrwJ8CJkt499ruxjdz7VXMhcP9YNnwYVezXRRExuTS9MOZ7UVNFKnfSRPrmLi29Xgj8rPR6F+AZ0i8VQC+wCnht3Tr/DHxyiM/5J+AT3bRfwCuAXwFndsN+AW8Afg6cQkU9mNz7RerBXFDVfrT+GK39zSE9+wSk+3IkrSrmr4yIPmD/8gaR7t05erA3lLQzcChwWZYWN2fM9kvSWcAi0g/0Q0ArbyEYk/2SNJ70FP+pwGtyN7oJY/lz+FFJHyV9r74QEf87V6N9iDS8pp+FGoErSD8s/2cU7zFaY7ZfEfGlYrs/Jt0AWf++VRqr/ToduDMi7hqTVo3eWO3XJcABwJ6kw62lxc2rWThghjemz0JJuhg4CHhvFH3WFhnT/YpkOanb/tejbNtojHq/JO1LCpjPjmG7RmtMvl8R8cuIeCIino+I7wPXAdnOmTlghreC9OwT8NL4NPuzHc9CSfpr4G3AWyJiw5i1cPuM2X7VmUBdV71iY7FfhwH7APdJWgN8DThM0pri0KkVcn2/AtAo32NQDpiCpAmSJgHjgfGSJhX3EdwCHFTcWzAJ+Bxwb0SsHOH7fwY4EXhzRDwx1u0f4nOz7ZekcZI+JGmqksOAvyKdWMwq8/frB8As0uiJhxTvsRw4JHJecaGSn8P3SJpcfO/eApxEuuCQR5Vnxtt5AhaT0rw8LS6WHUO6/+AZYBkwazveP0j3NpTvPzi7k/eL9Afqh8B/FvvzAHA2g9xT0in71eCzFlDdfTC5fw7/jXTuZgPpPOAJOffHzyKZWTY+RDKzbBwwZpaNA8bMsnHAmFk2Dhgzy8YBY2bZOGA6kKQrJJ3T6naYDccB02YkPSzpGUkbJT0p6WeSPizppe9VRHw4Is5v8r2OydvikZF0pKRHW92Oes20S9JSSc9JGpD0n5JukzS7bp0FkkLSextsf7akh4rtH5V0Q/063cYB057eGRG7kspzfgn4NGlgJ2u9iyJiMvAHwP8nja9SdjLpzuaTyzMlnUyqp35MsX0vFTxS0XJV3P7saUS3cj9M+iEszzsMeBE4qHi9lGLQIFI94u8CT5J+sP+N9IfjW8U2z5Bu4z+zWP9GYA3pdvF/BeaUPmcpaQyU75Ge0r0T2L+0fA5wW/E5j1M86lB83lmkAY+eAL4DTGuwb7VBkl5ky+MS+wITSSOxPVZMXwUmDvL/swC4gzQE6XrSmCZvKy3fjRTGq4H/IA3cNL5YdjlwU2ndC0m/5A3b1eCzX/p/L17/BTBQej2zeI+5wPPAXqVllwJfbfXPV9WTezAdICL+HXgUeGODxZ8ols0A9iI9CxQR8X7gd6Te0OSIqA2d+AO2jAfyS9Lj+mXzSMMtTAV+A3weQNKuwI9Jzx7tC7yKLX+BTweOA95ULFtPCqr6/dhEepr8sdgyXONjpGERXk96sPBgUqAuGuK/5HDg16RwvQi4SlLtieBvkn65XwX8EfAW4IOl/6vXFocxbwQ+AJw8RLsGJWky8D7SQ5A184G+SAM43V8sr/kFML8YjLu3hU9lV6vVCedp64kGPZhi/i8oBtRm6x7MecA/Aq9q9r1Ky3cnPUy3W+l9/660/O2k0dIgBc/yQd7nfuDo0ut9gN8DExqseyTwaN28VcDbS6+PBR4e5LMWAL8pvX55sQ97kwJ2M7Bzafk84PbS68NIPbB+YN5Q7Wrw2UuBZ0m9xTWkp5DLPbwHgY8XX38GuKdu+/eRQnoTWwoItvxnLufkHkzneAXpF6PexaSexo8k/bYYvrIhSeMlfUnSKkkbSAEEqSdQs6b09dOkkdQAXkkKgkZmArcUJ6WfJAXOC6Rf+GbsS/qFr+kv5g3mpTZGxNPFl5OLdrwMWF1qyzdIvbXa+v8O/JY0Bsp3mmxf2ZcjYveI2Dsi/ntErAIoRoX7Q+Dvi/W+DbxG0iGlz74uIo4hBfuHSeWQj92ONnQMB0wHkHQoKWDuqF8WERsj4hMRsR+pasEZkmrjsNY/Kn8iqa73MaRzFbNqH9FEMx5h8IGkHiGdB9m9NE2KiP9osG6jx/cfI4VDTU8xb6QeIfVgppfaMSUi5tRWkPRXpHM+jwFnDtOukTiZ9P94dzFI1Z3F/Pn1K0bE7yPiRuBe0uiGXcsB08YkTZH0DtJfxWsj4lcN1nmHpFcV5yA2kHoOtUGRHieVrqjZlfQL+ATp0OILI2jOd4G9JX1c0kRJu0o6vFh2BfB5STOLNs2Q9K5B3udxYA9Ju5XmXQ8sKrabThpM6doRtA2AiFgN/Aj4m+L/bpyk/SW9qWjXq0knfU8iXdE5s9TDaNSuphQDQL2XNPL/IaXpY8D7ikGkFkj6i+L/bZykt5FOmt856Bt3AQdMe7pV0kbSX+TPAl8hlc5o5ADScf0AqcTGZRGxrFj2RdIv7pOSPkkqxNVPurpyH+m8TlMiYiOp3s47SYcoDwJHFYu/Rjof8aOi3b8gnYht9D4rSYHy26Jd+5J+6ftIf9F/RTr5fEGzbaszH9iJtH/rgZuAfYpR4a4FLoyIeyLiQdIJ8W9JmjhIu5p1HOkq1DURsaY2ka5mjQfeSgr/s0kn3p8knZz+SERs0yvtJh5wysyycQ/GzLJxwJhZNg4YM8vGAWNm2ThgzCwbB4yZZeOAMbNsHDBmls1/AZYao7/ar1XAAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Distribution of distance between proximal-most and next PAS (intronic sites only)\n", "\n", "lf = l[(a_rich[:, 0] == 0) & ((intron_mask[:, 0] == 1) & (intron_mask[:, 1] == 1)), ...]\n", "\n", "x_vals = lf[:, 1] / np.log(10)\n", "\n", "f = plt.figure(figsize=(4, 4))\n", "\n", "plt.hist(x_vals, bins=40, range=(1.5, 5.5), color='deepskyblue')\n", "\n", "plt.xlim(1.5, 5.5)\n", "\n", "plt.xticks([2, 3, 4, 5], [\"10^2\", \"10^3\", \"10^4\", \"10^5\"], fontsize=12)\n", "plt.yticks(fontsize=12)\n", "\n", "plt.xlabel(\"Distance to next PAS\", fontsize=12)\n", "plt.ylabel(\"# Genes\", fontsize=12)\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpearmanrResult(correlation=0.32224283360945594, pvalue=4.746817787025723e-190)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Correlation between distance to next PAS and wildtype PAS score (intronic sites only)\n", "\n", "from scipy.stats import spearmanr\n", "\n", "lf = l[(a_rich[:, 0] == 0) & ((intron_mask[:, 0] == 1) & (intron_mask[:, 1] == 1)), ...]\n", "sf = s[(a_rich[:, 0] == 0) & ((intron_mask[:, 0] == 1) & (intron_mask[:, 1] == 1)), ...]\n", "\n", "print(spearmanr(lf[:, 1], sf[:, 0]))\n", "\n", "x_vals = lf[:, 1] / np.log(10)\n", "y_vals = sf[:, 0] / np.log(2.)\n", "\n", "bins = [\n", " [2.5, 3.0],\n", " [3.0, 3.5],\n", " [3.5, 4.0],\n", " [4.0, 4.5],\n", " [4.5, 5.0],\n", " [5.0, 5.5],\n", "]\n", "\n", "colors = [\n", " '#2f22d8',\n", " '#9c00b8',\n", " '#ce0091',\n", " '#e80068',\n", " '#f20041',\n", " '#ee1919',\n", "]\n", "\n", "bin_names = []\n", "y_dists = []\n", "for i, [bin_start, bin_end] in enumerate(bins) :\n", " y_dists.append(y_vals[(x_vals >= bin_start) & (x_vals < bin_end)])\n", " \n", " if i == 0 :\n", " bin_names.append(\"d < \" + \"10^\" + str(bin_end) + \"bp\")\n", " else :\n", " bin_names.append(\">= d < \" + \"10^\" + str(bin_end) + \"bp\")\n", "\n", "import seaborn as sns\n", "\n", "f = plt.figure(figsize=(8, 4))\n", "\n", "sns.stripplot(data=y_dists, alpha=0.1, jitter=0.25, palette=colors)\n", "sns.boxplot(data=y_dists, showfliers=False, palette=colors)\n", "\n", "plt.xlim(-0.5, 5.5)\n", "plt.ylim(-11.5, 5.0)\n", "\n", "plt.xticks(\n", " np.arange(6),\n", " bin_names, fontsize=12, rotation=30\n", ")\n", "\n", "plt.yticks(fontsize=12)\n", "\n", "plt.ylabel(\"APARENT2 Score\", fontsize=12)\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpearmanrResult(correlation=0.3358648988111347, pvalue=0.0)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Correlation between distance to next PAS and wildtype PAS score (smaller bin sizes)\n", "\n", "from scipy.stats import spearmanr\n", "\n", "lf = l[a_rich[:, 0] == 0, ...]\n", "sf = s[a_rich[:, 0] == 0, ...]\n", "\n", "print(spearmanr(lf[:, 1], sf[:, 0]))\n", "\n", "x_vals = l[:, 1] / np.log(10)\n", "y_vals = s[:, 0] / np.log(2.)\n", "\n", "bins = [\n", " [2.5, 2.75],\n", " [2.75, 3.0],\n", " [3.0, 3.25],\n", " [3.25, 3.5],\n", " [3.5, 3.75],\n", " [3.75, 4.0],\n", " [4.0, 4.25],\n", " [4.25, 4.5],\n", " [4.5, 4.75],\n", " [4.75, 5.0],\n", " [5.0, 5.25],\n", "]\n", "\n", "bin_names = []\n", "y_dists = []\n", "for i, [bin_start, bin_end] in enumerate(bins) :\n", " y_dists.append(y_vals[(x_vals >= bin_start) & (x_vals < bin_end)])\n", " \n", " if i == 0 :\n", " bin_names.append(\"d < \" + \"10^\" + str(bin_end) + \"bp\")\n", " else :\n", " bin_names.append(\">= d < \" + \"10^\" + str(bin_end) + \"bp\")\n", "\n", "import seaborn as sns\n", "\n", "f = plt.figure(figsize=(8, 4))\n", "\n", "sns.stripplot(data=y_dists, alpha=0.1, jitter=0.25)\n", "sns.boxplot(data=y_dists, showfliers=False)\n", "\n", "plt.xlim(-0.5, 10.5)\n", "plt.ylim(-11.5, 5.0)\n", "\n", "plt.xticks(\n", " np.arange(11),\n", " bin_names, fontsize=12, rotation=30\n", ")\n", "\n", "plt.yticks(fontsize=12)\n", "\n", "plt.ylabel(\"APARENT2 Score\", fontsize=12)\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpearmanrResult(correlation=0.32224283360945594, pvalue=4.746817787025723e-190)\n" ] }, { "data": { "image/png": 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KuoTcOi178cxiR+sjZ2k1aWwCiOyITnguw+flsPANauNuDPzoBVUWnxUxY+YDSQr+2vGwLZnBKklQs10FaB/i3M9dz0RQAFrvyGrMQiA4t9tbilUPm+sVmXXObHfeOMJRbGnc/nQMWSupaZzs/G6SwlyqQHiVlL4Y66ScjkoJDUr1wvm8tlRS43y8FCIbvZO9eN94L/hglEmo69znG/GNIzhXj4+UIBcjhvo3lyLi6wnhCHSt7VVgLF6QeBW9IO7LiYet9i3B37OTcuthe1kWk/rzdUzEBuprUAMVq8yycch1EXlwMOoVoZHpQHrLcSA3XwIigs1nDKZ145jPDsTmK0JEiO0DtCTAJg3NCyzNnX/lV1CXROaLotzSwZjpjUmr+8CLWkmtiziTelKjkpujMOcsrYgukEtBEGbS4MTh72GdwTkeNt2drSiApJckoH6+vhjL0LDOiVyu3k81YxkjiLGerBe6EFiE/VXGsirDVGXpXBVoLkPgpAksNRBdTWPKqiQf0OC5mITG0TlOmsioutPnQNXedHve6Pw0vdt6Qc1NombhJDqyQV8MNWNQI4hgziNa6IvxoL1beNqXm4qs2pKzvYyut42goVZbrmttbldgrscwlGKMW+g6Y0wQvBEjk7D4yjl4TLV4vk/4rnrvmNWu+Is/O0HHKZrBDBsFKwYZ3Mxws/sR50pw2FK49AJ4vh11s/KiYqytR5bPf19k0tiQptpOfLE4+W3Bgdx8ScilERb22omNaYY81rOD31/J+1XC+TcoTe4l4V0kXztDi7h7JTY/DyJCHB3qjOO4pJEqEjyJSxoXWefa6mt9w8J3FKvp1/EeqmPPaWzMOEsDaWqXRHE35OQzHxg071pacx8xjLmPpFiFuR90c8KepqlGVc7HKn4eS9WufNC2OBGOYmSbC2rGeUrMgic3DeqvRrGTKqMq+Zp2wTAGVSzBQ4l7SxAXqbqZVVZmQTgSx1EjJIWLpPTZaNyk8/Hg8ohT5bhxr23s+3Z1ZRivqjkiVWR8/RBJuVYchtEwFUYFESMloWkMnYZSTe/nnCf+dt3zznsxkzk6da7LFqRRrJ/MEUvdYF1rcA8tNBG5s70kIph3dXJ3Qr4rzfP637g7qj9vOQ7k5hosl1obVYMYoLnfSYyXgZWE9WdXpccwQHfymlf1i40mLDBTiiaceJp7cPz9KnAqtNe0P04cizBjcU27dJZWuwms6AInYXmvx/6gZUdsAJIpKToEYZ1HZj7yMHaMWhi1khkvjmTKzFfysy+yADXcs2Ccj1V4vc0Fh/B+27AIgegcq5Q5ioEgDhPBRG6MdldiePWenaWMquGjcJoSJzES97Tm1guNczsX4k1WNrlWbPqipKnLkM3wJeFMOfqcVoOZETAu1PBSH69x95d6rnpFbOrzVyfimshRKa6ZUYqx3YBzRtsK0kodt++v1rVYPD9h+aoQiXgCWqw6Yaqg/dVqrBjlAnSsZMm1hntVMRczDwNVTBwcI+nn/sm7hgO5mWBm0A9X5bxxch1u3tDKQtrwp3/yJ/zwBz/Y3bTWBr31Rf8iScuvImX5FwEijq55MwmmmdHrSLZClEB3bZR+1MQ6b9mUHsVoXaR1DbN7MEvMqmxKYlsSxWznebPNiRIDviibksmmnMSOUZV+SolWU1oXaJy/s8X1shivOQvX57NdLlTjHPPg0VT1PrV0UFtpZsZ2mpoMztF5x7oUMFgEXwmNQV90b+QG6hW6s6kFNV2YX2qQfrwuLLwwCw7BCGl7p95mlZRnQ6Ev0DjDnGPZCIt71FzcpVU1q1EMOa9BHN4b/baK0XMCE2OxEETqBJBaPTXb5+j07htmRiszWplh/WUVxXYC+Hqn+rou33UdQIK9kqiDOuwSaouszyxlhqJYMeQV2wG8LhzIzSVUn//WlcKdaXRvEd64pOUD7h2DJralRxDUGU6FVdnST5NfPQPFyq5ykzXf8MHZloFN3u6d3BRTTlPP1NTlIg+chBbvHKMW3LUyem3x3CQ2Z+OId4koDsV41MxYhmYvRGfmPWfXEhwb5yYDv1LDJ53DGXza92xyIXctkjLHITCY0vlaVRqy0jnHo6bhtkps31vKNhubXEXA22y0vm76q2S1XRWl5jW5MMUwVAxZWRVjyLXKM2htrQ0Kjb/ycrsvVI3NzdPtlcjYEIScpFZsYhUQa4ashZxkFzmRBUJ4tZUbU8MmX5kbVhaTPscvQDfUNlSp67pBJl7xEJL1eTc27nDYNkE7vdnviFnf5+FAbi5x1zfuTR7tjnP+w9/8zWttqQa5oy31JiUtH7BfbMvAqAmPY+ZbnDiyFc7TanefsVUkG0/HM1rX7CINeh1ZMJtSokfO0gVm0LhI6+NzCcj7wKhld273IhyHqhNrxPMgdje2KHdr1msoBaO6Beep2nOWqlfSSXz5mOjoHF+btXw2tRWyGutSCE44HRPLGDhNIwFh7iuL8KY45xhT5smQKKp03rNxjqOpBZWmio6I0O3R3KWYsb7mbRJcHfN2UkXPM183rnVSclzgtHA6KE6M01HZZOVitN1jPeouc7/uf/8VEdq2hmXaLddi5xqc68iluhIXE2Kss2lpnPZprQNJxWD2alwhALBsXHqNaoIgkd42SAQE/FzwncNmNabBsmH56igWxyutmlhWuEhgxlxakiXsPCGX3XIRbPH2m/V9Hg7kZoKIYF0Dw03NzZsK8RFrl9CvwAesOXoz/RgOuBes85aLvOE0XXCe1mDGg+aIKJGZb/DOkzSTYh3BHsrIoIkHk5bm0o34PK9ZlQ2jZYaSWGC0PtLdgzGeu0WY6knVGK1QzEihXmCs88hxaLnII6NmhDqqXg31CmNWnNRqy6W53j6qN5XgdGxz5rNhxGN8shkYTWm9sAh1I4hTOyjFjp9utpzm6mDcOk+2zIMmkrRwMmVMGUbj3F5baUOpo9tDMbJCF+A4Oo6iwybic5GUi1ERDGdV8LwalU/7wtOhNrDjpK1ZJWUWHEGgu4fE7TJNJntfryFTroLby2vKS/iwxLkGAcZcPVrCTJi1Qs7gMMwbaQBKbR2a7acCYVbDMW0SM0s7RS5M0JGrcM0ADU1VCDmQOI2QlyoedlEg1sBNy4CAe9V5VH0BL9hoLKRF6GAoWHRI5+sHkqZy3TuIA7m5BgkBQvhcM7P7MDn7qrCSYFgBVj3CN08w5zEtSGigPXphoKNpgTzUb2Z4OyetfpHRl5EnwxlP0xmrtOU8X3A8HjH3Lcsw51fmHzJMZh2KTfqRkexnNBKZh1klCpoophz5BVEGvNQqUGB/J7w6Yl3qZjqJggGKlV1S+GiF7Ks53iYn1jnxS92CxgVWqbbTCsrTcaCZjmuPY+biXkm9mvF4GPl429c2mDhOYpymtgoeIZuSQoOzDHUPY6WGTT4inXMkMy5SDQzt/P41QpXUGKtU2yOjCa03Hjjhg1lgXCfMjGVwiCaKjxQ1PuuNdbIp86quqXG1IhIme5N9khszo++tzmlobd000XYxJpekp+vq+LeTiEio1acOigqL+TQqrtXU0QqEUFtuWPXEafZAHGxkF5xpStXSLOo539Qo28n/xoH42pQSkdqmcopu3c52xs8qyUEMacDd42StqcFQ6kW5d9BOz2UGrce2iZYACOZAsmLF32n+/i7hQG7uwO2N3kqBfkDHull4burGXgvSthKcPEyXQj3WHtWKTh4RWUN7hEfpJKPPfgyhwZppCqY/g2nkV9IW5g/vZZlaBkraYCjez/Bxfi/Ps08UzRQdcOIJ/qrlkcuAWcHfcQlmZqSymSalAk2Y32ta+EZ7noxnXJQNz8YzektEaWh95EI3bMtYDe/EkACjJcyUZgrY9OIodtUyaX2kcYHGRZZhjt/TiHXWK50N1ETtBxOZvsjV3A/gYujpFxGXCz8b1rQSOI4trasxE3MfOPItY1CepS1L37DWtNPk7AOjKj9ebzgdR0yNsRhqmc47HjSRdmozZTVMatthUwpDqelnnRfmsY58PxtGvNScpzMSD5rIMuyvBVCsPt/K1cmoPht9MT7ZZN5vhc4JX5t5tqXmTqkL1VHfG75Uc7+xwMMofH3WcDwFLz4ZlGyZh42n2QPJKQrDwJWHjcJmhPm100CVOxo5T+eIsGBddcW0sZBTAIyhB0Qp2eGDsZgLzrkbCTgvg9uxCxg7Qz4dYFd4VMhbKCSSDbhWKGtw8+ni16CsDS1g05i4myvh6J40Ln25GvuefKOk83UcPCuiMFLIFCQb5qpZZr2wfYOlFy+Jt4rciEgL/A/AbwCPgL8E/isz+z/u9Yn7ET1bcZkA93Xf8vE1W/7XASu5EhTAVGFYId21VOiSMC3MXWLuEtqfYeMFmCGhhTBDYoe0R5NfzlBv3+catZDG893Pu0mIawngqhktAxh4lz93+sFM6/0Q3D15+uTcs+o/Y8xruniC94GiI208ZkgX5HIpzt6A6O7qE2BIK7bDY4pVclPiCfPuftyJzQwxCM7j1VEmqu3FEV1gGeY0LuDFo94o3liXnkYCK+15/7LyMVVpimltYWmmdZG573banJfFoLkSm2nyqIgw99C6mrOUi1JU+VF/Qd8GQgh8ut1wEhu+oUvU+XpsiMOcElx1OY4uTGPLVYzcvmT4T9bqYdOXsovtmXmhL4antqyieI6agBNhtt0wdB1FlW1WVjmRtfBtX5O/k9YJqlXJLL3fRfw82FOrOzqh8cI8COeD0nlhLNBn5ekwkS0nqMLomtrOQZg54ycjuMms9jwbn2wTMTQ07vK9gFVWHu1JI1RukYbqMWe7XC6bqi+breHDnOqtrVgRipMa52dG2wmCI4UqMFaFoobfU6iluFt6I2FHaKzUFpVJbTNJgWFiLtcn7Havua+j4bvXvAVrQF5eHnYDZvb8G5wnRjbz2Eqx6EiWSZQ6Io7A3EP0r2Ry63XhrSI31PX+GPg3gR8Bfx34X0XkXzGzH7zsg5tqHQEvCsHvfG50SHBt6qgVx+KOmt7OGVJegQpdhMuAEXEO8/6mGNo3UBJBas+dcQ1TLs/l5ohzWEnIPRnpqT7vrWDXrrS1jKTxDDSThnPmTU8qkTScEduTa39TGLaforkHHCEuibP39voep9JztvkR/XiOamLMF5zMf4XMgPcjufSoFcqOYGU0X1Vw+vEZeXLzKjayGZ8yax/dy3FgGK1v+Fr7Hq1EshY+HZ4QfaBzXb3NCl4colJLjapkV3gynPMgHNH6BpnGiLPV3sDctwS/f4FhUeU8jbvpktYHWu+Z+4ia8emwBVXEIHthW0bi5LrqRVjGhuj8bsx5UAUKznk2JfHIXn7HSKZgTAGdheAcM+dJBt4JY1bmTa2ONN7hp+kunRx2HzUt0QmDGTY5P49aTRFHqxqhrErS/YyDLwKcj8an28JPN4XjUMe+j5oaE+GAj7eZZEK/eEQ7bkhF2RbhIimIEDFOGgETtqkmXze+ipPV2IuWybvaNhlG6oWVNxZz8D6Qc3UfNi08fgqYUkrCuUDK9WjJGUSUVKoE0jvwQVC5/B3Muv1MTElTSZ9OmhvXXlXxxU9aHC/VtdgZURrManiq625JFmSarMrT6LWXe4lrkslvCTO0KKwzpoakAt4hBuIcW6vfP2kCLAOufdu2/i+Pt+oVmtka+PvXbvrfReSfAf8G8IOXfoJ+uGLB4/Rv21SDpmso3JFqXApshx25sa6914Rw8RHrTqreRgTaY0CgP8ecr+TGxxoIK1N91awSMC9I7qFdAIq4sPeqDbDLgTIzNG0oeUNoH+JjzWgqk0NuyX3NjRJDMFRHVPPu79NwRuqfcdkkVh1xcUGI+xuVGMdz7FpdWjUz5DVdXFI0o1ro0xmX13YuZjRH1Aq59Ay56p+uHIkNQ5E9alcuUaMSHJ1rOIoLGhf55e4DCkqyDNKy1QFB8CoklK2NzOgwlB+sf0obIpvcE8Qz6EivI51veY8TPO7GZNXLoPOBT7ZrVnlErQprz1KPQ4hOeJZ6zvLIRUmo1C0qiOdRnNM5TxTHPFYNxrZk5i6ylpGiSghhb5M9bjKOa0Q4Cp6xGLENfLtb0orjImdGVcQJY8oU53CTb01QrTECXAUUzrzjIhlJlXkItHuevBy1RiaAsIinmgD2AAAgAElEQVTC+Vg4S4XTAc6TMI/CMJn6qXjGOOdHq8RJ6zlpHEbNpWp9JTSKsU6ZLgQEIcjdAadfFjlD08JmKPSbOsLtnSNGpShsNoWziyocFoQQTsj5GWOqI+HilNNTR9Ma0XsUcFojF9q2Oh/vizSICNJx55ygNIaOoBtD1XBBKFaqSF5sGgGvhMx1QDLSY2ByVnZHNplO3sNFb+exTYbTERurlsq2fc23Om6hEbw4ehuRRagt1U2eouvf3erNW0VubkNEPgT+eeD/vXX7d4HvAnzzm9/8Qo9ltcZ588ZcoAU5WmDrba2dOkevSq8FG1NtJjuH5VL7mFAJzjBAuEd9SZwheYBJGyE+1n6rD/XrU0bEeUYLBDOQiLkEeawT776tJ4/Ze7CHUdq7IC4QwoJ+/VPGzWdIiDA6epTYnJD6p5QyommFlkzwiVQmMjC9l1pGhs2npOEcEYdvltOv96e1ABDxqBYcHp3cPNUSKW8RcZxvPiaVDU4Cwbdg9cTbj6eoFlAY8jltc4yTQBuO7i16YZN7no0XnOUVT8dzjvyCk2ZBXwYaN+NhPOJZuuC0nONGwzfQSsNJWFQnYjKbsSdZZiwjgiNT8OI5z2taF1HTvZCby4HuII6BzON+w1kaWDUj65xwAquc2OSEOUccC8exZREDoyljHmsSt29Qq5NHfSlscmKjia91z6ehfxVEJ/SqbEshiGPROsRs51y8znXk5b3YUJxRfERKps+Fj7dbjmPDkdSNY+nrv0Hq0eS4DN30ezPxy2o8GZSxVCffp0P1gQkIXXScjcY6G4JSfEOJgX96mvmgKzTesS01H09E+aAV1kk4T8ZZKnzQKb9+sp9qbinGtje2axiT4RzEXtluBHHG2alRatGsmvKR8L6bvGxqlSxZbUGFqKg6ihqL1u0iHV7FLIQOVWNV9Y11Pa10bG2N9nXKChEkVp2NmOBnVkXKgETuj0RI3b8Mq941CpasXs+mgiwiaxvqgEFwSD+dOwvV1OiOvKl3AW8tuRGRCPxj4H8ys396/Xdm9sfAHwN85zvf+WK8XuQOn5vJeyEE9MP3YdtDUZ5pwoQ6Ng6YJnS9ReYt7rL3r3Yv01WWemxcV0Gxj0gzR3xbCdbm2c07l0RvkbEE5Ov/Mv7iE2zcAAZxXglSvN9JKR/nIB7fnexGejcXPyLGY0Q8Ja1J6QwtieALbUiIhF3mVE6rWlUaBbPC2D8lhEX9Mu/p/TVTsiXWw2eMaQ3iOZ59jejmKInV9lPSpBcKvq2CYlF823Ox/ZSiA14awKEls1x8ja45/rnP+9XWajweT0mWmbkWAVZlzZHV6adaozNGzWzKln5hSIHONyhGkMhoI0kzfR7odeToGgl3CMV0b/lSl22YZIWnY89p6onZEcTxw80Zj5oZrfe813RIUUJWjmPDUAqf9RvUjNZ7frw5Y+FroOY6J1of8OIYiqJ7qN8MUzbUKqcpeLJwOiQGVZSqufloOWeVMkEcqQlAw6YUjkKs484YuRiL1vP99ZrzIaGi+CI0yfGo3d8ssE66ldVY+MG6cDEqQYyHEUYzuunclQukZoFgXORCTI5f7TxHjWcoSuvgdITTUXnQOJwYJsJpMhZ72PNyNsYBoAZjaoa1K2hyhFg1MylDjLWmIeLohyccLQNpUMAIwSEO4lQJN9hlS3lfJ6fuE2WrlPNJVHyZmz4JpAMNZVXHxkUqqTDqv+IEdzRVhOLuT/cKU4NNQcq0rr5g0de9S26eHzPlKhxz9wCGFX3tOYn3gbeS3EgdQ/lTYAT+kz09ZvW56cf6geskypo+eBcDTAnRA8ZiajfYmLBND+sttu3R+QxZzJAY6uPw/PTVV4VpxoYLrL/AyjARnBZ3/HWYnYA4bBrvFudhIgiK4ITamw0dxO7edDZ3wYnbxUJY7tE8QLRaGRnP0TwQ2oekPJ0B5KqdVcqAc4HQnJD7J4gZoXuA2UhJK0Lz8vlNufTkvKELJ5QaO1xDD9MZ3keKJoom1v3PiHFJDHNcTGiKjGmFWmbQKjjOZUvXPGDWPnjpdd0FpWpkVAsbHSqhMWOTtyQKQTyb0k/xCkJIIOZ41BwzaKJ1kT739GXgXDcULbTW8CAuiRI5CnMetfsjZl6EZHXCqGghlUxwgUETSZWn/YZ5jDweNmBGGBOt8zwbe56OW0BIJbOMLX2pbsHReYIIy9BwFONe9ozzIfG4Hxm0sMqZT9c94io5U2ARIptUmDnPp8OGMbao9/xgvaJxnvfbyAdNg4jw/YsLPhkGshrbUj1nFseedS60exDpDkV5vM2c98qP1oWzob4vijAglGQcdY5FgCfTZhvGLcvgcCacj8bX5zUaQoC/2mROh8LpqHzYeRZRpsTul794EKkaGSd1UzWMlFzVIOWqXVEVtBjqDUwJbsl2nckqtI2jaWxHYEKQSoRcbU3dDuTcNywbO+mgTKPi3hCrz+vFIc3VOV6H6feeWs2xifiEWr3ZO1IlgEQHTYBUBcbS+Zr07QQJVXOjTNbOt0d931EbkLeO3Eg9iv4R8CHw181sb4lgEgK28Ni2r1txLpC32KytHjjXYNgUcT9iw4AFV++TElZacAVZb/erv9Fc/Wl0hHGzc5Wy7bNa8tRShcNWsDjDmjm1Sw1l9QRbfwabc6SZYQ+/he+OEXGVbGxOq+1md4zr9lt1CN175Is1OW/IwxnOz6sWIK0qYUPriKdOTQzLDP1T+vMfk9MKHzpUM6VkYlvbPSX3dTPcA7lRU9QySTd4H2orbDyn6Miiex9wrIbPyJYJpgzjOS4MoMKYN+S8IemGNpzgfWTIF2yGpyy7D156bbfhpXr3fjI8m+TkVbAbXWTh5lV2VRLReeau6qjUGXPXVduLEDnN50QX+MA/JCC0vmHp5zhXU8zjHs/CoxbGUkhWdoLarQ70m4JgZIEnacu61LbU2EXOhp7znBg01YsO4IHr6HyYTNsyTmDuA52PNHsYW0+mteOgxiYXVmUkqGMWqsdNM22i21z4dDuwXh6TvOfj9UD0wiZnzOAoRD7rB56kkU2u013JPH1R1jnzcA9hvE96ZZUhUwM0o6//znxthUUHKsJ7rSBW3xsHnMSqtZn5Sd+C8SQZp33h8VBrfo2Hxeg4OnF7uSiLUegaCCeCBKNfQzOJb1erKmxeLGtNtyQI4ZjYPGJMNVohxsJ84ekaR9NcVRe8v39iA6DFpsqL7aSLOMEvYa3neAm4BsqgWBLK2ogn4BaC86Cj4RqQUP1wZN877vQWiAgsAzLzaHS4y+rNFLGQLxlNM6WFX6bXtwfNzZuE/xH4F4DfMLPtvTxDLlipXzzxDsZ8Pfyk2rOboqpVi7Ppka5BVGE+Q0x3J5W96m+utwouLydcqARqe440c2iPsO1T7PwTZFjxwPcUBC4+QTRhscHygKQNcvKN+hpOf3L1eOMaFYdrly+/3gmxWaDdI9zY4ONsyo7ZgAhhqoapJtqQGEtk/ewvGTafUPJ2GmB1dEe/jHOeUkZS/xQXZpXs7eHqMriGVHrGtGbIG3JZs2w/JLqWoiPgaNyc4DPRd9RpKcWc0YYl/XiBiKeJC5wEvAuUMtR212QZEHy7F9+bpBkxcCJcpDUgLH0HAjPf0krkidXx+8/Gp2yOFZ+Ev1j/mEfNMUdhTict4gQvdUR5lTfMpOVRc4J3jnXZ0rqX34QBes203pO0EJ3DO6nSMBG6EEm5Vp6Wvj7f0EV+sj2n8ZGkmXXJHPnIWAonsSM6zzLEXd7Tw6bbhW++DDrvWHjH06GGYnoRzlJinWsEQ+ccF3nkNMFP+5HiPKVt2WhmKcImOx4PiaLGWUqMk35Hs+LpaCatzT7e02xwlhQ3pXRhgmaleM/D6Pj20nORlXWGo9YTxzUIHDeOQq3kbkthnWs9NRnMHATvwOp4+WJPrZ4Yhdnc6HvHLCl5VMYRUlLSCD4YzQz6vlZLDcU5zzBUV2Mt1Sw+pULoJ88eM5rG0QdhNofmHkI+L92KdQAbDOlqBYpu8rMJgpMqENYMlqbT8xIkOMjg5gLOkCg1MmILdFbdi/e1zkvdEdOx1XrC/AXbulGN/Zgmv97Rqg28ZeRGRL4F/DY1zP2Tax/Mb5vZP97Hc2jOsNlexdaHgMyvpnIsZRbiqxxn29exOy9TE1yxlGu9NdfZRZlyaPZS4nUBN3+AlbG2ppzDhQ5Ch2iuraqLx9hwCmnEfEOUAiZYWiM+1naV88hk9sS4viI29RXCcA57JDc2+ayH7phgSh7XOJ/xzTEhLjArDKtPGHKkaGDsH5OGs1qBslpKFXFInGNa/XsEh/MtWoYbvjlfFbP4kNRs2Q6neIkUy6BGSgOCQ1FavyTGBVkzJVWdhZFZtO8x5DOyJlrfkNKGWfuI7fhsN4GVyoZZ8/ClCU6vI+JqtUVE2OSelfY8shNa19DrwNy3mMJWR3wS/KicjResy8DX2kcgxtm45sjPeZpPuUgbNmXAec/7U6p5QffiUly0Tgx1LjCW2pb5pabFEAYrbDVxltKUiWQU5zlPCcn1tnWpQt5vh4gTR18yD5uuTqWIsM6J4/jyk37HIfJD3SDUqn10geiqoHgRm1ppVFhPYubiquDYU8lBNmOdEkGkanJKBupr35bE6TjyQbeficSZr1YmCcEjxGkC6f3W8eHMMYuO81zNBQNGO6xQF5nHGrUA8GwwzkbFqZFUmEVh5oUPZ76Ouu/pal5EmHWCajXf63sjpSlWoanVkJyrgZ5qFfaXMu4cjZ1znJ0pIRqzmZKLoCocSZ2m2mwgHNleqzhmRjmv7SgJdUTcEviZ1HHx6EjnmZaOkYSL9b5uXj8H7akHkdpzrSjL7CWL2cxgW5BpCMYEZBZeqJ1pCdh51YlKdDAL4KfHSlM1J7hKzt4BvFXkxsx+yL3M0oGqwvkKVhtsSJWYRA8515bT5R2HOm0UcYhaLf+1CxgT6gMuSJ0Kyhn6AZt3SNzPVTCAhA4W1RxO+jNMAs43WHcMZx9jk2cJGJRMlEIjiqYtThWJLfgWaaYpk7uuevfYltCSKHlLTtuqcRNPaJbE7hFgmCZEIs38A4ZcBbJW0uSRY2hOlLKhLLf4OMe5iI9HhOYIeUnjtksYSgwdDxffwuFY9T9jGE8R5zETHix+Ge86im7JuWfWPECHDsRQVVLZIBZZ94+xWGibI7bDU6JfECfiVas4PfElK3i1KSV4E87GFYIx8x1naUW2Mo1Rn5AlsQgznMGwMD4ZHzOWwiqt+cbsAx42R5wO55yNKxTlZ+MzHMIyzFiGOWFPk16XFYtZ8JznShB+lrfMfajeMuKqT0+/Yn1URcXrMlDUWDYNrXNEL1ykgW/Ojnky9uRpkkvNWOdxLxcOKvD1+Qxn1d23aliMR03DSVNHuX/S96zHwjpPHiIpEb2nFWE2hSQ9GwdaHzhqAkNf/XK8wOmQyZetgJfESeN4vxG2Bd7rHO/PHTMHx13AFH66LXy8KpynOuqd2xlh3HISHc9G43QsjMXYlkqScs6ss3HSOuZReM/2HxeR6p6KDw6RzJAMrF4DLsUIXuhmHtVM8POaz+QhtsbQG30Pm76SIOfqMMFyDrOZUIrsLePYzNANu4BMy3W027WCmwECm7/KpJ8p3wgfoShprUjxUECi4OaG8yAd6ObW+7ivtzXfNO+T6ZR/47XkaQwt1Cy5B24Bfa1221YwU/yyqQ7HudoZsM5Y45BFfOvbVW8VublP2OkFXKyxVKsYVjI2a+qI99kKYsC6FneZwg1TRUHqDKPI5CMO5n29vZQr5du+1lky2p9Xb5qjr9WqSDPHxQ5tqm+N5aGOJWyfcuR7thqR2XtY2kBc4OIMm9UrdIkz6B5gffVwEd/CfD9iWC2JNDxDS2Jc/ZScV8TuEbE9oWnfx2xErRBch3SPEKkeDS4cofljVBOaN7i4wLkOH2ak4RTnO9J4RggLXPf+S6/TuxaRNbmsGPMaRSdvmxHBM5YNDs+i/ZAY5zxcfovUL4iLc3LZUsrAs/WPyHlLnveceEGSkMuIk/fwfn9TMt3U3kpTzlFN7xYWrrb7tnng/97+BYswY1O2DL6Aq5UFh2OtW37WP+VXF3+NT/QJKmAmaClsyoCY4yTur2q3CA1z3/O4z5QC52moI91iDKVM7SjIGCk6PEJRY60Zn4ToHJ0PfDZs+bi/AIQ0FI6ahtYFWh8oZoSX3IwNaMQxi57vr0YeDyPrnHmvbRjVOE0DF1PWVPUvMtph5F86XgKOVArnpRB9YOaEs5xxIpzESJAatrkpZS9ErPGObywjbayp32djbaPlAkM2Pl5lzsfCswSYMYYlPiW64GhyIVu9/TL2YDQhG/QZzgZl21XX5dker+CdB3J9vmGonXqhykLGERYPDbHqxTWmpzx6CKa1hTlcRhgotepjEJwRvBGjsMew9ZpdNWVgXbpNaDK81PXkTSZ9Vn83d0fV2PMcmveuBm1dFFw3tYkmfxyoW8HewjPVKnkpk2/ZpfPiBNvkK/IjQkPA4ep0VV+woWCrRHlYcCJI669iHPLklTP3b/UU1YHcAFoKXKyglJovMvQ1yW21gc0WuhYLEUkZm+zT8+VIoA9XE1bLeb3/kODBEa6JsJjtta+p68fY2cf1+eIM5g+R/hw0Ib6B5gjXn2PJo2ldTfxMYVwBUr9h7RGSenR7jjkHJWPtMW52jMTZ3jKR0vCMcfuUYftZbX2JJ/WnaEqM/TNic4T4ZrqiVRzg/QhihO6EPJxXMtQsUNtiGvG+xfkOFxrEt5gV5CVVeiJC8DMGLgh+hksrUt6gKGbKZ2fnNH5Gnm2Z6ft08XhS8gaca9kMPyFrT7HMtn+CF0dYRKKfUXTE+wYRdyOn6qvCi+NhWHIWl5ynNSLCumyr3sYiT9IZp+mCZ+MpzhzZV7fcR+GILMZYRgrKjzef8Gw8n8bHhdYHGvF80J7srWoDEJyjL8ZWE9tSycG6jPTbjHOOz/o1DQ6H4LSeqLMZpsa5jQjCecmcxJY2OH55EsGvUiK2ntaFnXPxy6B1jk9S5uPVhk+3A8mM1sGnw8CjEJjHQOsdgxpRhOwCOuvYFuWDWeTTTaoVJTxHMTLzgWeScM4RRWi9I8p+RLoA77XCKgnPCqQC56WwiI6LpBSDrQqbVFAg+8kEMdcUcVPjYkrYrqSmTtyM6uiLcp6MTdkvuZnPKkmJAYKvBKVoJThmcHEOywWkdIrZwGzm2WwK/Xa6RqSSoJTrteQwQjMqTeP2O+wjdbzatJISs5rN5hpBt5CfTfELTsg24qhTsX4hVce24CpoczB0qEoiH6tBoOypxHRJUqBqgsxJbTWZVcJzrapjqfz/7L1bjGVZmt/1+9Za+3IucclLZVVXd1fbM/SMxRhhIQsEFrIQwg9owEjwhARICFmDJV6BEfAAQox4wAIhw2APfkIWljASeEAWFkjINw0IoRED456eco+7um6ZGZERcS5773X7ePj2iYzsqe7OyjjVQ7X5pMiM2HFin3X22Wetb33f/8IJC4J6o4qnAvtsbamrRG2MyCG3yRCAmlLk4v9Pbr7ckQvqHLofrJVUqgn0NQ0iiowT2plZHsGTVC25aQOuEXRyqFb08oYaJyRVZJjgK4+OWt6tOcI4s5pQdIqQ9ujqMTreoAiaR2tcrB4i3nPuI9EF2D41i4Z2CdMN2q6p22eQR6RdmKJxCC/bVfcda82UPFA0ktOOPL1Aa0ZcTxx/kxAW9Cfv0a2fQIXQrUGgazJlujKrBRFK2eGyx/mOhOB8i3PhJc5GC0e5jbUa6BdlSDfs0zVtWKBVGacb/OptUhmI2++S655muadkofE94hrasCTWLUphSltSiaxcoNRCqZnlEfA2hxARetfy9cUTxhLZuYGkhZbAWCJDGQFLeqal4ovy4ficIJ5YI5u0Z+0X5Jr5dHyB9840OXBs057OtzNY8v5xMQ1cxD3XceQ7+2tizYzFbAmCF6ZS2FWlcw5XoLRwkyccwplvSap4Vcac2EyRrZ84bXuWwdOKUcKPAnwuhakWrnOmdcKYCw6hq2Zv4hFOQ8dVHPk4Gqg7pMxVTFzFhJ/xQY04Ph4mToK1pnJRlt6x7hreOWIF183g7OCExguL4KkIC2cJzJhM80gQcwVvOj7aJ07bwKPOsc+ZTVZqtTbbPgvrUMjqebLIBDme+jeA90LfKTmDDyb8vrX9JLkBP8J6rSgFkcawjCK0jd5CGOvMZA7BzuE8NO1xQbHiBS0KVXDtrFujBgYWr9AYswtMqb6S8GtTt5YMZQdIhSqUvVJNmQNZzeyuI+mlSlG0D2gsMBU0CBIrZEW7lzCKssno9chDtyJR0cnaT9I4pPW30m6a9GXH7ADQ/nJ3pT7fqjDry7ytqh9/QeP5PQlxDmkbs7mvJmJF0xiavKiVcHcjMky4WjmTwEYzrp2ptlopH17Afo94jyKI9OgwobKFk9VxMvYy1zfbtflEVdOMkZsP7TmdQ6c9LB8aeFgP7IwKOJBZvVgrdbiG4QLEUeMWSkTHa1Ra/PLsB4/hNUNrxoWOvN2Qp2um4bklZzLvwmqiXP9tStqCOPrV2/RhovWJlDaUNNsCi1DySGhOcL430PasoCU45Eh1XucaNvtPuB4+YpguzM3ctXjf0HUrHMJufIYC3je4ZgLxdO2aNixNMbkRiua5zRXYDc/o2nPzn8Gznis4943ed4AYGFMNMO5F2OfIJu/Z5JGkiX0eKSGTvfBsekEulfN2xVXacikerTCWCa3K4/acWgvf2v4d/qBvOD8Cxb6oOYLHknk6jUwlMxVLbhY+sAotDzx8MO4YUqI6qHmW5JvlODY50oqj8ZXv7a/JqnzTB570K07b7mibh7EULsbIdc5scuFyGokVlt7RJE8rVlG6TolcrdJRnLDJGe8cD9rAMFWu4o4HbYtS8Vlmb6qGpXM0Ry7xVzXfqk1WSlViqZw1QtVKUqV3ymkX+E7JFN/xYqxkrSxcxSH0XtkXYZdNP2lXhRZoxNEfwRH8boyTJSlTnOckUUqeE5ZsScuLK2iaE1BlszV7hmFvrji1WLF0ubDEpmTD4YxDpu8a/JHGq9XYTHqoLhWQKKizRAWB8BjqTska7TE7pUwZH7A567COqGlMIVYBaoJHu+MJu0oQKM6qNpPCLqHBoY3hZfI2UZ/uYF9YOgM/24ovMw4Uwzb1Hj1rbzVzDGsj0Hxx9kE/jnit5EZEzjE37n8OSMBKRP5p4B9U1X/7CxzfjyeCN42avplZRArOGTBYiuFvpgjrFSomiHcmgbrbA4IOgyHmUkFzRfoOHUa0MQdhdc4o4ved3EIPOAPS+jWaPHr9KVUTmqN5StVinkzeo2nPrgTGGpCTt2ZxutkBR7MxQ0pBhksAtF2j20/Qtr+315RzAS2JMu2tLaaFEjektKPpTkGEmvZQEouTrzHtn9I1o+FutOJCb7tOFwjNmnbxkKY/N18p3+J9hw/Lo00UtRZuho/ZDp8ypY05bccN2izJ2Wa1mG5wrmHdPiZ0E/RK6094cvZzbMen3Ow/QlVZ9ucM8dJ8Z5zhYnLZsWhPCUdgdnlxnIUlv7H7mI+n50zV6CaPu3NOfM+zeMk2DhTNxAWAMpaRTR7ZlS2ZSutaegK7OlGoOO8gCx+OT3mre8BJszqK/cLFtOeTcYcTpRFPFxyPumDPifA0DlRVvHic2u5xHVpitURoKBEJDalY0uPHPW/3Ky6CMZve7u+fhAEMqfDxsOfZOPHpfuBZjKy9x3vPZTIBtD4EvrLoidkWqNK0PJ0i31j07KMlbVEr+1IYS+GsCZy2HV4821y5SonH3XGqN7kql2Pmg00iFquMDBm2MdI74bT13CRlGyupP0VzZJuUXcmMxWaBqkb/Vkz+ZOEdAThpKu0R87BSKsNgmBWZsT4CtL1Nm01n66oXEGkodQvA9Y0hBEqFIKZJGrwVa804U7m6Edq+crI60kI8r+virFXjnAHL641NY4jQPBaz4CDRSE+5Aa1GcddQ8QJlAFma7qtrHHUAPdejVW/p/C04mFihdYb5GQq0jtp59JO9saOmQjcv9dJ4e7PTDCBeeKQLuIVHlsFwPAfW1N8lgOJfBl4A3wD+n/nY3wT+I+BLn9yIiAn17VtqMZdXnRJVK7Jo0dpZCyp4JGfWLpiCJyDThEwJt1yiwfA3mmcX8a4xEaimMcVif8+EwQfq6Tvo/hLNRommTJSbT5GaqZpxD38f1QVcGtCSiTUAYk7FIkZr79Z4rVTfoJ/8BjptoV3jwwJB0TTdO7lRoGqmlB05b3GuBd9Rdh+hZUJLJvRrQneKbxZWeVKIqaHtH5HiDaE/J7RnhqlwHhDa7iHd8u1be4ZjxT5e0oSFUcxdYNo/x0lg4TyL7gzBEXGkYpYL4hO1BKZ8zaJ9yJiu6dszxviCYbpgP17iQosCq8VDco0UTYQj1aWzFhJ1Vv/NbPNA1sJpOOFJ8wCP5+PxGdkZ3XaT9hSt7Kqizv6+SEssiUzhJm4pJfP1/gmKVXRW4X6tiaJG1zVTVHP3XoTAUgLbPDGWgqiV9/dlInYBLZXLaTeDRo0ZVmwLPIOnKx+ONzQiPOnWJC2zhs79FrdNzgylIFUZa6V3jqVzxKhkySy8Z0yJE+95q2+slA8sUFKFdhYbXLoGKmxLxlK1RAWWKVFq/eGDeM1ItfJ/XkQ+3GSej3VmTQleK9/ZqWlwKeRSCY3D54SUZFimIsRq9gytN6p+7x2lKNWDIgzFMxRleSStm4O/VI6WNNwl9tT6EotzuoaS94jr2O5gv7N2VMlQAvTOfnYenAopwWZT6Vo9WnJzcPg+qAu7xsD2+WrG2nTAlUOjUtTaqXVS0s7o4uKA3thWXqA6YF1xC4c7ojexNA51s2dFnJfxIVuVaHTwfDQwlj2anpZMRT34xsEyzBmlQ05fsnl/Umjg8PrJzT8OvKuqScQsslX1mYg8+eKG9uMNA9YqjG/SPt0AACAASURBVJNVZGKGrkXOTqDvcMGsATQrZ+K5kYSoouJg0VuWu5+oMRvAGJDtiJ4EZLNF2wY5Qs9dujU67dDtU/TiO5TtM9g+h7bHSbDEBHMFdycr9hpYuYh2a2T5EDShuwt0+QjizpKY0ILzaL3la957nLWMpm0xXjHtn1LiQIrXKJ5cI845SqmIBOJ0jZaI85laG7r1uzTlEc51lDpScpzF8wq1jKR4ZZTwsDpakuPE0folFWUYXzDlLV04o2gkuJ5UB9pwynb6lCG+QEKmTg278YJhumKfrvE4cp2IacN+vKJpOigFEXh48tNH27WpKjd5zy7vSSWxLTuKVqZauMlbPhqekSksWJj8ewWPY1dGVJQH/pTWeRNDCwuqGCupmQUI+yOxu1RNMffEt1zFwdygEVrnOG8XfDptSTWjtZKzUoHiTefG43nQdjQBiiiNWhVMEfLMpjoskdMRkps8e1h55+gxLyPmVlSuiU1ytM7zvSnRihLiiNTKeydrS2Gq8pW+ow+ebc64rFQqUykQFfrjJeOXY+GTfaYCXXCMVdmMhX0uXE5G/67qzNyxWiqRuzXPxoLWxEnnmKrHOccqKGetY5sKqyA87ISlF56NlW+s73+/1qqMk5CzGm4mKY0Hb8Vs876arP0zJfBhSQhrxsESBbVONt7BYmE8j5ztZ+8FVJhGe55jad24IMjKslfXw3RplG5FrW+RFZziCXYL6izWN2dstWCO3M4E/3zj8GuOKt4Hhg9yqxlOsctWkTloro0FvMcFRQskEtd1i3NzG8sLZIFYjFm1CD9RiQ28fnJzDTwGbrE2IvLe3Z+/7CGlzNYGao3hyRzAKQU3RUrf4WqFaSCpMqnaY2I0dNxiYY89WaKns4u4YJzBerzepcY9dbik3nxMGa5huDQaeqno2WMcBYnXtl+WFUGsBM3+krp9ipYDVqhC2uMWD6BZQEkQB3j0ANcew83csXvxW+QyUFO0xKYmfOgAjw8dvulJ8YoSdzT9KU6gcZnQntD271FqJo+XsPBoicThEpFAGq9xoafpz+lX7x6lNeWkoVKI0w0x72h8T9cscZiap2pBKfRhDeLwbQKFm90HpBJnl/LAZvwIrcVwNzgQR+N72mZ9FLYUwL4YaLxq5Vl6wU3a8bg5RynsSiZqomglY8Dd7GFfR5wInfT00tL7wL4kPMLj9pS9jizcglgnxhJnXM/9QlUpWtiWRO9bhpL4cNxz6huGmvh02PIiTkQK12kii8NpRUQJgoH5BVazS3kQj0OJJXPuO3Ylc6r1SGwpuJoS25IpzkwenQidF7oKQ6nc5MJYMgvnGJqWBsO5rNuGRiovYqLHc+Ibzn1grEoXHAvveatb3Pqr3Tdmkoy1JGrh+ZCYMrTBUVH2RWkoRpopc4tdlXxo7YkgVQlUlsHz1aXy0R7WjbAIjnXrSEfS5DkkIo2HOFVygpgVJ6bou2jt98yUcO9WiFpFB53Rgs72X4slnJ4Iu53SNo7KnPQs5RW/42OE4YIgbypSMb8oAbIJEoYTiAyzx1SlWUPpbMw6zsLxMzvKnUBYH48p97vGuQwGJE7FAMNVzW+jmXGWC8/H9Yob3UPjkFTNLfzQg5vbWXUFonPi8xMQr5vc/ArwF0Xk3wKciPzDwH+Atau+9KGq6G5P2ezg6sYqL6VCnKhTQooiOVlFwzsilaV4tGTDsTQNoop0nWXxJUObZxaWh9XyON5SgKbJmFH7K6t+qELTIr7HtT0SlsjqMVImNO5YS2QZEvn6Y6TG2avnCb5mtGRjRy3PoGbENbiT4xTjFKhxi7gW3zT40lOy4nwLovjQ2b5bvenJuJ5cPcEXahpoTn8/pGuKCDWPpOlm9qXqCN0pNUbrf3fnhOb+DK+qmeA6mubEcEkzcFnxVJ2oVUl5wLtg1PNq7ImUB3JNbKcLYrxmShtrT3QPWMj5LCmv9M0Z7kgU66FOPB+u+HB8TqkVrwZifLJ4wFBHLuILY/6kDcwbuc53cwuokCXjZcE3Fo/YlYF9jTQSOAtr3ukfoyi55nvr8xSsr9+K2TdfjHuGPHE1t52u4kSikou1ndRBVWcMo1YoAiKOdeisAqCJ1je81fZclZHHeUUQT38EB/OisGwC61yorXITlYdtQ+eEi5jYlWLsWhW2uZLbhuIb/vZ2y8O+YyFGoz44g3vnCA5OpOdnTk84acLvEll70zhvHV7h7+wqV1PlcoR1AC+zZQGzY7aD7gAgLRHnIKnj06HysPOcOrNiOG2FWJTrDGNWbpLyZHGcwYrMrR6nphNTKrXYFOu96cl0HtLcyTc7lnywcKINVgFpZ13UGJX1CrxXwNG1sFq5o4n43Y06zSBib8ypMhS0mCCeaxyDbpl0oH3HWEc5muZNEUsgfQ/+VAmdx/dfTMJQc4GpUkUhVURBY0aHgi48rhW08dzUPcF5YwIrSCxo55FuZkylAjcGfNI5Yfq7BXPzHwIj8Kcx8eg/B/wXwH/yBY3rxxq6G9D9ZFuHg05NE6xmOkVk0RvAqtrOJ6nSi5vtD8xZl+0eVgtbyoYRnUW8pG2sstMepyxda4btc7Qms07oz8xOoT9FXYd4b8q69JCe4V1lqoKrE5r2qARqHnGK+VBJtQzeNcjJ28dD8iO0y7dQKjWdogitPiD0Dxl3n5idZ87kco3zDWm6pvWZWj05bRi230NVSGkgDs/JwwVpuqLpHgNqeBZdW7XtCBHTjt34nFJHvLeWmdZCtzjjbPUe07RhO31CySNKAXU4Crt4yW5/yXb62LSHMFHCnCei7PCht7ZW3lHbk6MkOLs08FF8RqwRFHrf8rA7ZRl6mtJS9AOS2hg1gM+YlQSZhe+Z1PAfxRVWbskwRRa+51F3yjqYLlOcrSTuG433dCGwnRKbMnEZR27SSK4QS2bpA5X6Elc12xbscyKp8qRf4cWsGs6ankYcNyWy1I5EMVzcEe7Zoia4F4sJmC28pxPovafNlVgruRb2OTOUjLY9pVauUyZWcFrpm8AwZFQcT/qWlWu4TEYVX4bA2ZHmgFUjnHeOsxbGLJx1jkagodJ7GBS8EzpnCQ95ooYW1AC9U1G2SYlVWYVM5wygXFUoavv5YxVCQrCkJBWrck1JaT00jU23Mb4k5eTEXO2299MFWJpCBUXtV1XNKdx7aDuha4XV8rh0cFVr5ZS9YaScF7SDGk3A0QWrdhgOb0Ka2YMKCKfQtrMZZRGkglvI0RMFVaXeRLieNdZStaw2OENde2vTiTftm1NZ4sQh+4J6oYqNTeL8GUrAKhxODlMxHZwvcfzI0YuIB/4l4D9X1f/4ix/S70Ec5DKbZt7yeOgaUxZe9ciThzCMSEq34kheBZ0ydd0g42SJUJysBCxA06InK9xitl84goymasVNN9R2ievPLUFolrNScou2S2rN6MVvg2upCKkKpz4bTVzVKO5xS4lbfG+VhXr9MXQrJPTUdo0L91/UnG/o1183UPNwaT487ZmxYnxDiVvAEUJLSQNJn+Mlk2sA8cTxgpL3jNuPSHEgjxfkNDCNF3TpCf36q7TLrxwFc1NKRClsx08oNeOlBedomhWdPyOmHeJgvXibcbom1YlaHc5XUhoY0gU57/G+x4kJDaY60rJEayaVPblOlJpwR7gPhjLxIl7z8ficXR5Zhp5F7Pna4m0mNpz4JVOJprI8l/z3dTJoQEkIsGfAT46M8iCsWYSORhqu057TZs3iCKyuIJ5H3ZKP91s+nbbsUmSXIjfRhAQ9wjTzvhsXcNWEHLsQ8Cr0zlO0cpMmBCWpYyiJzjfGtpHAdZp42C3uzew6bxvGkrmKkV1KXKXMO13HriSqKm8vFnzKxE02e5Mq5neWUiaWghdHQkilEIIw1soJZj+hKOsmcKyUoarwoHU87AJVQVAuo3lEWa0RqMplhn2B2J6CMyBxtI0+uRS6MIOOHeyTWRgsvHCTCjfJlJ/v2/ITEbwvjIMyTcp+B88Hm2bbOXFpG6vcNAts0waWAHVW+fHORHObYEzV/aj0vXC+ELx35Fd9je8VB/uFGpV8bcdcJ+RU8f2hbeMoe2u5LmRF2Zg2jmZBg8OtBa2zloEVmO6lTP3Lv/zLvP/++68c62l55Nb0YnN1rx4VYdAIKCu3YKijyWxIw8Wnz2ldw5/9lV+hI1C0stWRIrP3nWYiLzeKhcpep981lp/+6Z/mF37hF97odfy440feEqpaRORPqeqf+3EM6PckvEeqWkKz7KEpsF4g52e4szW+M+M8LQUdI0GFSEVzQi4matciqnC5hdMlElqTaNFqkuIpAUcQxcpxruOuTXS/P0GHGwgtotUsFOI1NRekJGh6RCpBlCoN2p3gFOT0XQMS55E6bGD7MdIuUSqUCX38TTPYvEc4F+iXb6E1UUoitKeUMpomUBnREikagTUuBJr+AUNsASVN1+TpCqRh3D0nxku8b9EyGiA5boytUifTvrnvZa2Rrjkl+IVRQCXQ+sAUdyy6wZKvNNI1p6BC41sT9qqAOJbNI9tVUqilMsUNvmlIZcCXjpvdR5ytvn60ttQ0A7/3eWAoE7FEVtLz7d136VxjoGDX4dweVzFH4lrx3tP6wCL0mO/eiHeBSGIz7kg1E5xncSTtoM57EzHUeiucmqviqGai6QJjzCxa+/wokJ0Qc6HzgYySqzE8SjEGkHeOZbCKkKK3574vnOWk8bOCMOxKxQNPY6QXQQSGUui8Y9U6RD2uVqoIe6001aG+msmnAjnju4Zcld453u57OucYSuWHGTa/bjQO+sYRvLXtFt7zsC2ICptc2ETYFbs/k0L1jVm/qiU7qVryUDNso9I1MCRlEWCblKtYGdJxsExgjKYpKWkujO8HazcdWme5gmsM9ldKAiqLJXQd1CqMk1IzJK+kDLUoJ2ewXjkWvb35pehRtG40GuW7JpAW6jizw1Woqoh6AxqLo5VZ52yolGnmgC3m9FIFGnCnQBEDRr8hjO3999/n/d/8Nu+dvHN7bOGX5ODIPuNxqG9RVbxmSq3sneHugniqZFyBXBM8G4kiJM1MZbZCwWQapEbirCE2lUg6+E/M8d3NJ2/2An6P4nU/an9JRP4pVf1LX+hoXiNE5CHwXwJ/DHgO/KKq/vl7nXS9pN7szF7BW+VAnLOSXttAE+bJVyEXvAgJNeQ51hsGMWfWMRpF/KiGJ3PMFSHBoaGhDiMybXDaU8cNdXwBfjnPGBGahqXLRPXI4hxXItIukf4Ehi05D+iL75qqsRPUtYTQo2mPdPfXDxHf0PTnNP0pKd2g00jJIzUlY6OkTEnXiDyiW7+D89D6ic2LbyFVSemaFK/QksnSQE24Zon0HueDJZs1I/es3jjxOHEsugdcbz+gMlFVcBJI+YZF+4SxXDOxZdGeUTXeKpQrmdC29O4RVSOljJRSaXyPc0ZdzhqpWvHuOG0JQbhOe5zzhOIYNfIi3bDXgbWs2JcRlWptiAII9E1LS0PjzOygcw1Tnag1s4s7RgqnrHjYnt1Swdf3NPkEmKq1cVIpjDlyFfdkDOtxXRMtQk7ZlGFnI819NjzV+Zy4tiqob3BigpnbGPlk2PC4XfDe8oRwBMDFUEz4rhYTYLtO2TRZ2kDjPK2a1srj0PFcQaiIOkShdYKqCeBVcThRNlPGI2RtibVwnRLnR2pLiQiPOsepF4aguCo87j2Xk7JLhX2xJKaFeWU2ltkmWWKTzPeTndmOsZ/MV2qqUDVx0sJZ8/mrTJ9VYQBhdfIH6Bfv0vgTXDjBu8Z84zST0w3Od2gZSWXPxfOPSXHDX/7L38G7Du8XNM1biPd4t8SHnlIGUrwkTs+Z4lNq3pPzDuvLWLxxheHuyxaQ3sC5rgXNzgTRC8hC2dUbTtw5ZTaolGB08DoVwsLh14Lv7d7Ue6oAvHfyDr/4D/3LLw9U89oSg6vdgq/Vz6+hwOFbjFRmHQV9eezwn8qdY/NjP2uz8Eu/9uWqb7xuctMD/42I/E3gA+7cAqr6L34RA/sh8aeBCLwN/CHgfxCRX1fV//tNTygKslpYQnB482cUuaiiTUCagF/05JjIKBVr8eg0oqXCyQrS7LjqHFLq7Q19NPMx3yGhR5veFI+HG6oP6OYSlWJynuk5LM7sBt2MOClkGqsaLM5Md8R56uZD6vVHcPMJTFu0W1NLoXRrEwE8QhiZYyLFa2oZKKqkeA1lRxU/b2Xsk5R2F3RhonGFafccHwJ5vDYbh7Q3uXnfIq5BJODEE9oltUz3bk0F3xPTjtYvoDoat6So7cJzTkzuGkWJZU+bF4jHbhr1LJtzKoq4HZp72u5tnGvYxwu6Zo33HZ1fs+4eHeOSWpsm70gkOho2dUfVyk3a8tifs9M9WZQWT3fAgzlonWflehauJ2mmUq31RsOoE700oMpluubt+vBoY92lxFUc+XDY8sm0Z6cGrPCmL20VQoFdKUb9FVAnlJoZkvmMrRdrpDrGaviALpjOVNRKd6R7NVclqTJQcQJTrTiFlcJUCq5WFm2g9QJRrEUdGkJwTIddPeDEKlKdg6lUPtgN7Evhp9ZL/oFHx7muMLN9s3KdKruk7HaJpMJQLaGe91s0DlyJVB+sc17nRa7Y77xa9+SQH7YObpKBoj9vvP/++3zrW+/z8NF7t8dCWCBNhw89Ih0+K0UKOU0mms6a/X4zbxZaLCXriNMprulptCelRNWB1XplgPOkTFNDKedst1fsdy9I6WUL5fLiu296WSEoZWNfNYJ0iuvAL4UaK5qwikznGNnTswTE6NhJDY+DIK1VgbIUSILrTJvGHUk76JCEqICUOSGZ9VllVnzmgFOa/+QANAebmw8j0e8f0pcbR3wbrzsz/Mb89XsaIrIC/lngD6rqFvhrIvLfA/8C8G++yTlVjfrtnIPlkioOHSakDcZ+2o8mMNc21HGEqnjM5Vf3A2idPZ8m8AFpvElvn5/gDwypI6HzTGzwIbq/QvOAxgGJO0jzriXvTCgw7S1Rw7GWSNRKyXt8GdHuFDbPqdMGph1MW5PTnASd9tTp+t5ig4fQms3GIN4Q9y+Ydh8aNTkbxsm3Z4SwpJSB3eZ3OO33lCqojuTRGEw6+ySJD9CsaJo13eItfLPENyccyzWvUsg5M+QXDPEKJ4ZRynWkqlXpvDjGfE3QlVXnisOFnoDS+CW1yWa8KY5aC845lu05j8++Sdfe39ICjAa+cC2nfsmFuyb4BleEbq5yBPFUCr7ILQ3cVXB4Usls6xVL1/EgnLB2DWjFqdD7joXviZopWo9CBY+1sHCB7+1vuBh3TMXK3BWdHc0N01Gq4h3GUnNG8VVVtjmy8A0noeViGii1ouLw3tM4x8oF9iVzjLSxccJ58OZjVSseRVUZS6XznhFw82f/rOvwijkzVxAy9q8QMtxQ2ORMVDhtAqkWVt7zO9st7y6P49n08T7znW3ku9vMi6iMGZworTOade9N8qRxUNSRmp6ruWsmWLtq3djjiprYXHDW7jtvHPENP1YPH73HP/nzL3VdjeHkXnsK/NrneC4RCP6PEIK+wpb6H3/13/8cZ3k1NAl1KsRdhcmsIcChtVKTosnUPfS04GlosFY6M/NLGpkfY6aZ5bkireA6S466J0dU/p0rNsrLafDQSdI7yY0zbgHqLcE5bHjmPwe41ejRwz8/AQnOayU3qvrvftEDec34GaCo6m/dOfbrwB+9+yAR+RPAnwB47733+KFR1dJYL9QpUrcDTBPq1rilQ3JBp0gZJupmiw6TTR7i0HHCnZ1S91szRmkb5OzMWi6lwHoG+x6Tp1hGXBmp4wbRZNYQ3sO4hXaF1VKxhrtCi4Krlrh0J1aVcQnnAnVxDtMVlAZ8D90Kr1DTDneEtpTWCC7g/BKk2HWoswI0jjJdI1qIk1GW2xCJOUDJSDjFVaHWiPceHxa07QNzPldBXDdbMRwDc2PCe5vxI5RKqRNZK8EvqLXinMwCf9XAxz7hfYE2klMkNA3eeWqJpLIjuJ7z9dfpmhVn629wuvwqbTiOISnAUBOd7wgSCOIRL5w2Nr4gngf+hA17fHY0BxiIVoooQRydb+h9T3CBpWvY1YkTv+K8W/F2+4Cv90+O4gzuxXFVJp5PA/sZmDtDgGayrwFwPYI71MbtdqWKcpMSU8r8trwAFFXhvOkY08TzWrmYBp4sjnNdT9uGpIIXh3eOjBl7iihTLTxuGmJVXqSEaiWKh2DGqN4FqlajgmulpJdYhSllplrpg+etRceQM4vPgX797FYPXDz8/Vw8/hmm0JEXZ2QCaMbXCpoJNePTiNTMVB3EyubFpxRmsEsauNA5iauVGhb4tONqvOaj8QW/sXnKX7j+4JXnfJNWTz2spkfWoWE+rTsoHqt+rn3OD7quZ/KIJ+FrtHR4CVSNvKiXLGVNK60RMNRu1Hf2P0Wuif/1f/qrtL5jKDuSRkRgU65xEmjEM+nIqBNK5Vn5kMirQN3PfV0VYzrpy6SkHr6vGBP2TmXmcO39TKhiJhmo57a9BbxsVelnVHO+hPHanzIR+cewCslXgQ+B/0pV/5cvamA/INaYoODduAZeWYlV9c8AfwbgD//hP/xDP1biTbFRt6Y4SuPREZhGykZNnvomol0LVxsoicDs41ELGidrWsdkKr9qqruS8ssE+JiGeeMNWivqPBqWSBfRzWBoPNdaPVLEVK9UmPA0ANsL6jRQ0wD9GdKskJzR9swSnO4Ed/YO0q1tgjxCiDPUovMtZFMXVjXKby0RaiWna6Ag1SoNTiAs3sI3C9J+wktLKRGCp9aROk2kdkWermi6B/NW5X4LsdbMGDekNADgXUsuhkdpfMd2eEbXJvpmhTjPon1oE0ZVhvgcSR5PoGtXs7ZLYbV4wqOzn+XRyU/h7gnOvhtL15nZpVoVoRVH68wpvVXlcfuAbd6zKxNZy+1kVksmiJnBVoVN3rL0C5aup3MduSY66fjG6iucHMkZXoAPdxsTbBPHNPMxZgIJDkfjPb0EIga+1wIOZaP2+YkI07BjGTyr0LPLkX11tD7zPO25jCNjzvT3pMvYtYTOOVKuNGJtM+88S4FtLVxNkV2xdpV27Zw0Cqkk8z9ydm0NEmvtnqlW/H5k23VsUrFK8eeI999/n//rW9/GP3r3leNDV6mnanzpolZ2KfYttJZgVW9K61IhR0qeRWNKsQ1crWSwkkPZknFcjZmby2uaF8/xmz23DtgXH73ZdfWQ8o9+3JuEc3N75Q0qDe+//z7f/s33+erZq5vf874lddWo5r5DFfp8wr4MJGcMv2U4YelP0FCJNVL2hYGBsWSmOrHwK9q6vlUkrzmDFqYyMI6VsaTb5/vw+s1aaAecze21OGwM5HavPvcbzYfr8DcHrODtDH/A2xzO9RMkUvy6xpn/Ciba9yvArwHvAX9eRP4dVf2zX+D4vj+2wOn3HTsFNvc5aW3MOl6nhMZsWhuXu1nj26EuwMU17PegsBSxm2M/2T1RZ7MxBGKiNq2ZAA6jGViGcLQqn2YT8SMPsH9BHa5s8gqL2TU8zPXRAs3KpMulGDUiXiP5xlhVJ2+h7QpOvmIu4t0Kv3wLHn/z/ui3OXxY4VxPjjfQNLh0wrT9gFozgse1p9Qygii1JhAlV0/TneHDwsYh19TxAjSSo1V9pt0zvO9AK4uTd7lv7uBcSyo7fGgJbkEtL8g1YbBxq9bM2QzB9ezGp0iTEZ8pJGraMUwvbrFKq8XbBNfZ4u0WLPtHtM1x2hHevWQJJS20vsUjnPqe82ZNVeW6bNnmHdu0Z+rt9nw2XdGEhk6N+de2Z6x8z9N4YWJ/wLN4xTv9I76x+MpRdEO2KTHVTCvuNv0UoLV3n957ejHJeDczz0CZyEwcvOyVTIKsNJKpTmhdwwMfiKXydNxxnUZTjr5HxFpogidpZZMSQy0EcYgmblTpvSerEESYUqTO1dh9rcxq+7d+c/Yq4GAQcQVcx3hbtfy84R+9y/Ln/+Ttz3YnNkx46t0p/C59f/H90+T3Rb/mJSLjsKJVwukjmq/9PSwouDuayvtf/c8+97i/yHDuVWDsm8RXz97jX/sjv/jygAJRrJdb5RZgi68v+zzq7I39rDhkD3cvKWLHPTZPt/WVMf+nf/2X3nj8InZKuIO7mfe2WnkVGFxt6LfgYiwJcrMStMxjrnWu6PwExOtud/514J9Q1V8/HBCRvwD8ReDHmdz8FhBE5Juq+u352N8PvDGYWFWRKVm5cYrw9NLujKKmLiViLmgHvmktnEjgWhOgJnakFc5OOQguSN/izta4dqbUloqWehxgsXiYlYZv72I/r2DF2kC0p0hwaJ4IUhEtxml0LVptF6dxMsr66jFu9RAJLb4/Q9qlCU4cIZxvaPoHtMuvEOMNJe5xfokLARETvMO1BNdRXaYUT65C059Spi3iG0K7QPOSNN1QpeDEJoucH5HS9igifiLCqn+by80HFB2BgpYELpDSRNUJ7z2hrJjSBV1ZIj4RmkROI2PcEvMOJx7vGzbDJzgJTGlLqYn14i3eefD3sejO7z3WTd4jCEMdyZpJNYMLjBr53viUsUSej1dcphtGnagNUGCvE2faUHMhkkgkRIQPx+fsyp4Gz66M/M/P/je+tnybd/pHn0s75rPK/GPr+fQrp2xPFgzLhtiY0d9B2n/jBLJVQqHaxkKE7XY/bz1tnYhAjJVdvkCq0qjwyZj57X2kTYW/8mzDYnp1xflhpf7PGmv2nsvzBzz9yteZ+gWlMTaeUwwsLIYFul0sgmliDfv9S8BDybbJOWAqfCBjoPRvP3/K5f/+a/wfH36Av7N5eKNWj/Elb6sqr/MXL4EUd7/g1a36IS3jzv/3D+9u5cGOEk4subkFxB5rqIcy54FSPtsu3JaGqr68jJ/1nIeswXGnNDLfD1VttT0GnkUs9/Jz+0h1TnTuPsbdaS3Nv3/lbVdMuE/tPBWMCfbl1u17JV73pTzipRv4Ib4FHA/+/xqhHB840gAAIABJREFUqjsR+W+Bf2+uJv0h4I8D/8gbnzQX+5L5LsnZ6qhdYzd1riadGbzVWL1jmPv/5ieVYUjQNcjDc9zpCs5Pf7dYm76Szr9xiICs36buLpHuFHYXMN3cKrsyvLDsvTlDQ0/UgCMbeNgNmHjDNQwv0MUZ9FtYnVnrKLRIf4YcQcTvEFUTeXqBnxlNvn8ENVpFZHqBlx4X1nhxTOVDUIf3PYRMnUZqHpFmQRkvoGQ0tGjNlBppFw+Pgmdy4mn8gr5d0/ole2eud7mMiHiqJobxhlyyWTLoKc4ZZ26M10xxi1JQEUrZ4dzADULfnuB8IOYb2rDi7fBzhHsCdacc2ZaBXE1q/SbtyFrp3Q25AiLc1B1Rze37cMs5TExOvKNQGXPk0+kF1/GGqJFGWpx4NnnPR8Mzzpv153IFt/bJ34JHL4HTpW2YTqA0OifgxRaOw5Y7J1BH9jJ74fhZnCVhFUj3cr0VtaSoVqJWdnnkerMh7CaePr3E3+19XHx/5/qzxvot5OHj22M1BIamN5KAzFtY5yjzhka92OefeUWRO6uEgT5m4MO8kDnmbbBCqaRc+WS74+biElcsIdfL5699fe+GKZM45HYV/VGfgVdWW2YLSF6u0neXxXq4UzhGguPcPGfJ8ZKQqnMbZj730cR/bxf/AxL3gNI1O5bbns8ho7h73fw8MHgVsHK4TzzcO6m5G25+Rw9VFz8Xug8YnLvtKPnsYrxTAxvLIf9yx3jH/78Tr5vc/DXgT4nIv6Gq+5m19EvA3/jihvYD409i9g9PgQvgX70PDRzBetAK0nfo+SlsNoCb+9ViUppunmWL6d2svIfrHcRxfkyAvkUWvbGs8p3J1h0mxiNEdwK7S8Q703dpGrO612Spt1MYr4zqK60Z6Imfk7hrS4K8N9WsOKDjhtKd4t4+wS3Oj5rYAIw3H5CmF6TxCi0T1IgTT6mZpj0H19MtHiACqQQaX0jjhlIjKe4Yh4uZVm8YDFczzhkVvF++a+2re4aIw7uAaiHVka5dUTUxxWiKpbWidSSWASeelEd8mxBRSkkUNUFCLxXVaP4zvsPnjlomxnTDGK+JeX/v5KZoJc2JbFFl0mjYqlKZ1Cw/XDUDxUp92XenUrWSNHHmVzgRxjygVc35msmYSX7JUCbGGll9XuHJR2f4n/9HX15XIAZ+yCzzmveaYIlPc+czdLLCv/WItlrX4O66UX71r/7oUz58TPPzf/z2ZwWq90y++ZwT/J0V5Acl2t5D1xH+3p+j+dk/cJuKpF/97z7XMx3C4eaqjfL6eLOXY9MfmhDJ56oJvU6IVFSPC+aoZoNko5XPByb+4TG/cid3Vnq1lf/QdvJ3EtlD8n1b8DrcD3eOfxE4FrGcS27pT9ZOmn08zav57tju5OKH1pm7kwwJM6tKXp779hdf0njd5OYXgP8auBaRS6xi8zeAf/6LGtgPClW9BP6ZY51PQqAGj04TXG/nDN2YECzWlvgcjE12e8gFQTklwIsX883uIRh7qp4scVptl5oKdHPCcyzPpu4UWT6kptH0VvoHcPMU8mStJ4LdofkZxIG13zNqa15ZLMDNXMZsFGu8oJtPKKfvmujTPWTCvz9yGknxGh9WJLmi6U6pxQTttE6IX6BlS5wEoeKloEXZvvhbqAg1bS0hEqEWM9c0+nfD+vSnWZ39vlvQ3n3D+w4vLaoVLx2NW5J9NJCmi6g6U1smUdKIhIQWoWikVmPQZAYEoQlL0IZc9mzGZyzbRyY2eISZIngzirxKW67ill0aDQwbWsQ5ci7Eajo2tzv7DN1Mvm5njSBFycCj/gFPx2dkrbS0nDUn5i91hLHq3Qn+2JOkmEGh1uOd2tgnBT2SkvT3xwx5OELojId503v/7t+9OqKCo1hd9ShjVTVG0w+K+1Z0atUfmFO+eRxKOLMokLp5DXC3WjI2Wc5Alju4lh9Y8LqThBxzmAd9m7uFJA28+hYfGFRz3FZx9M4Xhnh4pSD5JU5s4PWp4B8Df1REvga8C3ykqt/7Qkf2YwzXdxSVl5Nx28ByAasFjAm2WzPTrAqLng5H59zL6oybG5zbPdU5XBWr4nTzzvRQpj5GaEHTSB2uqMMGVwq1XUGZIBZLcpyYg3kt9K5SD+ynbmlbns1T08TJ0R6/fATbT6jxm3gXoLsfOPMQIkqNO+L+U+J0DVopat48JQ2UaQ+uofUrcwZHaUJiGp6aQzmeWjPOvCyo+ZpSAo2cIE1vn8YjRC4jKe+pmigFUr4h+J6lf4uc9mhRkm5n3Z15l1g9TiDnEQmNscEU/Iy7CcGT0oB3e2p7xli29jruGad+yZgTsSRSTeSaiSiueFrXkMg04vC3ql6AwqpZ86A5YV9HdmUgqKMh0PjA2+1bRCJn82POmjXdsdSUj7eif9+JbXdaKoRynKcIWkkqt+X8Y4aj4ms9yjjdnC1ajaXOLaTPe+YflHHqfN7j5aT6Q87yxomN2B70QA49TohlAVqsUgMz7W2+EodEoFT7aAWdq/5zBcfLSxT53SgH5C7H/yzcZYzdeRmHsR4o48wAY9E7BR13SD7nl3qYnu5Uc77MCc7rsqX+GPA7s77M9+ZjPwu8p6p/5Qsc348ldIpITmiemVK3i4Iiiw4d9jPepsL1DecuEEQsUZA5q1fs+2Gilku0a3EPTnGLDinFMDv3HaeqqQrvn4FW9OYZOl3ZIq8YmFjiSwxR02IwBRMZu8UFuAASZgxEa583F2DzMTT31405RM6JcXzBsPuEPN2Q0paSI0Kh5IyQ8GFBTj2qmUU74dzsUo45/TrnrfWTIiqVmgZSnNhffYfd+uucPPzm/cdZJl5sv8NuvMCJksqAaqVrTvDNGd737LQSU6JqJPgFqKLekjWNGRwz2LkYVV/VLDycEFwHCjHv6dofwWK5E58FfK2ifPpkz4vHA7s1TAG0geu6o5kBglWgeGx3mQeo8NGnn/Bp/ORlOXuek+tc6JMM/y937x5ry5add/3GnLNqPfbrnHvOvbfv7nYb+/oaO8GWEiwjg8EdYsUoIIwSEZBIAJvICSgEIyEksHgosWWk8IdRFCMFbF4xQgEsNWk5sXk4wi+6bUOwTfzq6+6+7Xvu6zz3Y61VVXPOwR9j1nrss9+79r0+HtJ+rFW1Zs2qVTXnmN/4xjcmnfA7T/8+P/Pe32HrODyH3lyV/Jp1Dd6+JUuu3MY3bEewCF4aLG1/0zUQVfxgzFcLLTmsMn3iOo7o6bOWK67NkF9bT1/Jw50+qFG2qmF88JVJ+eXUHJXTiCh9DvqSx+KeX8Cu06GG9cBO7fNGF3vtmhM8ctcjPQVF6hWLNdtp9pSi/jMvsmMDlw9L/TXgnzjx3mF5/2sH7dGHbKpKblvybAGPn0EsrPbgLZTjsqE47TN4dgg5MxZvg2lVZoZRWUKkDoIjHxxAl0izGfmlO/hXX77x4AtY+90RqZ0jh+9ZHw+PzSFzwZYyWiRps1XOG/ls7nvXGC+nbS185Uf2umtQHH58xwi7DLe4SO1TvAv4aot29j65OySm1mDRNAcyMS7QFCGM8dKRswfn8WGEw5PahhxbRCNQmdPAgqyRxdGXGE1foR7fTP03aeRw9oBnx19m3j4xNKYSnK+IqaPrjqj8hLpuyMkj4pCSg1mHMV3XEFNH5WuCCyjQdYcgQkwdKUW6E7VvLmNGfP01uL/ipiiwmASa3WBxmYDNytlUZ5eH6AfaCmigS3O6fgaP5WdUGiyExK6BQ8k8OfiA+umJvj5sr9T3vq9Xvpeu+qGBQNEEROeH45r0KSz2wgrrDsSq7XEb+4YuM7KcdlFPI2L0ZGVZUoqHMbXQVB7WwREpONMVBfzOblBXzoyy4tScfGwVW0H0s7/Cinulm3ydJahWvIrbCNGuHz6Vn1yyqda733f3hBPWZ70vb1FefMcGLu/cvFJCU+v2DvCx03Z+4axpLUSTMiwWdnNOFxC81Y3SDEdzc2YWC1pNjPDm9tYjSwPXBE8OLLsqJ3uKFy26iGQR5OOv4m4oNIZzqFRw9AHaHSOptXIK4uH4PWgOrU9dgtzCZI+UbX5jcQjjifUzJahqcCNL+x5tk7XDi6ADFEvsLaeOmBpSd0hKczR1aGpXwV2VEo9XSAuT4C9aIM6PcW5Ce/ye1aJStXPyYs7C4qklonSHcEPnxiEcLR4xax7RpQUxH5OajuCmQMa7EXW1Q85K9gvaOEfVQ3TU1R7oIWRhXO3iXEUbD8sY5ki5oYkHxJwYVddIBb9fI9/52tobinMdPijpsrP6+m133uA6BV6C/BWCxoBbJ6F++uTjf7F5rFCj81dw6/rV7mUH14Emy8EH9LUQpLBauQ8xt2Wk5DRdNhx12j5y6v+W1KNYcYGbq+/1mVIm/XBWX65uqrYwHSxTCsq9pKt4TY92F8cMWKUo9Q7MUiKokFTWc7KX8Z8SN7pmXx88eMDs8OjUwpW+5LYpytSPuRO2eWV0l6mrCXimfsxCI21qOYjHNNpymBYEcXQ544DtYEKetQscdsc8jkc87J7POPzS4TtMH9xIUu5DtcvOtr8jIv/kCUXiTwFfGL5LH7JpSeuOaunfMdrP4wOrFzUZGzKiWGhqPCY4VwYsZ1lSsbFQ0MGR8V5SsvdHFTRz8sER7s4u7N2spIG4gFQTS6stKxbqLStnsKhXHBRfQ24AoVPH2CV73fkSdispqlv3jV8zfckGyq37SHtoYYtw8/CUarSKve0RqV3QZcW5EWhLFo/zNSIeFUGzkgAUvJ8CnrZ9hstzYo4lBAhRR4yrCaEakeMMf0Vn7LRQj/iOrVfeptqeEUYz/Mjk0VP8XTR7cqzQWOP8AhcS4hMpJvCJL37ptw3Klw7yE2vQgRQOlyDE9h0Wj97ib77/q5wc4a4a6rEVtRgScB27YIBVB3qNoomnmcMyMLqrOCvLUsaXMB0uDdgW37dDEFJYKjMPYb1zkxCGYfGsYAaTOlljmV7BHjx4wMHh7LnaTuPxS0wm9wnVFqHaQlzFzvRV6vEuPljx3BhnJQHhiJQbvB8T/AjFUY+mRZWjQ4AutsyOf5dnT36Htj2g7Y5Zz3V+9OhLdO01Fmn9pVzWH+gJKmsIzToRZY3bsowMruvbQAlJlbdcHox7KcDUj638ithckFFqFxiJZ+rGVN6Tk1I5R5OVRCaVDh+mOUEcSTM7TKmcJ2qi1cjUj6i7QDuAc/tR2mWdm/8Y+HER+RHgTeB14LvKz4ttIridKXk8gsdP7Z5skxF0uwiLttyg3pyY4t3Pcwc724aELFqYLexvXBPyajvj40S1/29oqoqEEfnuJ8hPv2xFL31taE63WGndKBaMDmOCCEkd5GgFNYlQb4OvYLQFW6/g2kMIY7Q5tqnThU2102tYzpHYHlFmelw1ovYBkUBODZIj4is0taTc4cQbAuwzmhOaj2hn75Fis3x4LZgcCKN7iJviwhbV6PIcFrBQz6//xq+ws6bQ5EJmN7dsv9SxfTdRFVoSmkypfjY32RMP42kZR0t3kmuMf6gQfLL9+qeqDHzz2YInTxuePn5IiqvR7fDxNa+tZNJtwsbFKbupKQYkVlhJgqsc/zLmThIpb2AqK/WX2zABcrmPh/jqUmHdXM4uwos2t1nFqZuPV33b4hzV6A4hjEipYXtyD/EB5y3Eq6o4VwFzfKiJTUPKHeIcTjzt4pCcO1yoCVKVs/Z4XxPjglNFXC6wBw8ecPxstqEQXLmaO/U9Kmc8xJyVl6r7TKopldQ02epDAQRXE3PLJGyhWXnSfcBW2EbwBAn4UpT2WfeEw+4Zj7tHZI0cx03k4+1nX2KL8x2x/f19unzIv/ePfPfqzXWycP9W8Z36sNQyTdyt8aOdMRd6x2yjHhUsK42rY6lo3NsPfvZHqfZvXnPww7LLZkt9upCKvxv4p4EvA9+hqr94m537MEyW0o0FNpwvCgM+mzMTihT3tIJ6CgeHxIyVPmtbQ3NiMpRn0ZiDIc7eb6NJy5PIdXVz0qMIcfEM9+RLqK/Q0Y7xZkZbMB8B29bnFK0cg/PMsjPy8/iOOUMumLrq9itlUCjqye0xef4I8R5N0ysNwKeiISgf2/uAaT1nEmZsj2eIT8znNT40ptkWEiLgndClwNFsgRfht3/71whimVMhZCu+V2D4o4cf8Juf/yXaFHj32X0Om7/zXH8uQkN2XoJv/o7N3lIKip72JU13eZ7LcgWb7MJLr2T4g5uT5+d+8uptwWrwuS2zmqt6cwdnjbw4YB70RvMwTKjHAz5nooOhsvA2TIToPPUV67Y9ePCAdHi8Uf6g3XuN7rU34M5rMNmx0HKOtmDRVFDmYOhsbFjKW/jKzs3BKsW5hXZWdLAW6PyQdnGAvvsF9OkqITY9esCD9vyaY/v7+1QPu42q4KbJKOSSgnY+5+blK1yZN/AO6jo/lwr+E5/5fl6+f3WmccyRkRvjyvc/rUY8i49ZaMNWtY3mROXHOBEO2ycE5zmcP0M10WrDIjYE79nyO7RdY7WpSORSby4PVNYGWDo3G6/7f/0aFtc/e7AUUD4tRpz7fdfb6wGsF9QuTQJR1c8Bn7vFvnx0tlgYetPswFFBQHywQaFp4e4ujEd2Z8xMQj7gIRR0RhXaxtLFNdtVrQJMRiAe3d4iTAYI8+REPnqMLp5CdwztkfFmuoWhMc5D2irp4BWMt2m0os0C2y8bP0h9SQkHtIWDd1Dnye0hEir89CUIVxOae/PNN/nN3/hV7m9QSpRxXjC6k2hiImhGAqS8IPQF/rQIezp4fNiZ6nlQNJuGT+pszHYO2pg5XECMc2ZNS7NwPH50wMFs8xZ++PQ6V1ZWaNtZ1sfPr2VFC0N0kNjE7eEL1rgfCMXoeSzLIn+35NwM0lapWC4yIKl48wglhXuAlvrMS1m7Z10ZryT06nbmsPhQvojiZQprxOZkKUcpFkfIHB2nOkh2J/SOstyISHwWD1sVchacu3rj+/v7zOg2a0tliniSK3FEWdWVOkkiFiCswSO9+l2ijCVrHpdX0ytwz/Nu/urP/SDT/eunfC2RG10jBgurUg+6og31p9hH09aW9ct91x2cWx1nPgQ717kRkX8KOFDVny+vXwf+W+AfAn4B+K5TiMYvnsVkaIt4qD3MyoM+Hht3pgr2fxdhe8pRjgQx1VG0hWcHJRQU7GmugqkaF60cd3fvWsJ4JxGRShL7/glfNXrCjm8YS8IJPOrGdOIYidKqw2mmK8vltx8uuFMl/q9f/nsEMiOfEM2MnBZCXkYEjroR76TP8oXmFd5PO8/lSlyEhty/A3/ij2y6/kHA29AGrB6s067E7jnIrAKjWtiZhkKdMxWtP/AGRjReg1N+/Kev80j2uKw7fxK+7myqGTQMsgySMkEtB6UhTUtdv6EEJ3uoG7u8+TKVAq5gfdrqYKwTGVaZd90yimq+cvv7+/s8fXi8UTizwSEEIoF03gWtz1GA7i/apC5FNhV4laqweUZv/GFq4nK32Wd+mP37V68Wr3q6Y3KW+ZJV3U+0+ZzPn7ft+tZ7Ut6uUSqrmt7BWRKIsYzDirXt5W9e27ePE53i2AxiK7qUXa8TgYgsqzVVPnmrrF2/PktqmXXFLYwvH7JdhNz8ZeAvrr3+UeAZpkz83cB/CvxLt9O1D9G2pnA0s0yn2cKypkSgaczZSWoITgggwrb3VDg4nNl7PeYeApDLfv1EqaWg5tVXQm+++Saf//Vf5RO7dsepy7idhno3Mh1HKgeLBHFxxCIKzyJE8cSUmARPykJIMM8dh08fgfNsh8zdUSaWSXyrtiicj3Oq2RGHDw+Yt5uD4u8eXOc217IYMMdmDR095xMs9z35fiYgPZm2gL0wVAUcbncAEkxxbqDGXV8K7bQLehWE5IwLbkJfA3khWmL8Q4bRSr97+ZAhQKEogg4vdbtmYrV8BmjJowRyeQqGwIPsCp5k3gxxt7qiqXTxc6p4J885NheZqm5m3d/IepixODa5h0PWVhP9zeaxfXPvUayJ/q1nSfUno7cztpxERksSqgFK/f3W6weuH/8UJ2b5/3q89wW2i5yb14FfBBCRV4B/DPhKVX1bRD4L/Mot929wO40fAvAJN+IP1TtMnbAl5rw0JGaaiShPYsfE2QTbHS1AlPn/+/eIwFQcU3F4PJGMKjzTjgblKCW+mOa8nVriibvlMpkyn9gVvvdbzNkQTdS0BNySGqLAV2LTfMSjOBwBR1puB08vzZWBcIpCxj3gkzi+8ZPeRMHWnoQf+oWra5xQ8BW42lx7+uAva8OvlnMUi2UP8gRmliy827AlnD3M6BbU0+g51dAvO9uf3EegE/ApPzfVXcf6sFTWqyr8XGA9xF4G8Kv29MGDB+jB4UZtp+5j+8RPfAK2dy1D0nvj0KlaOLe3vhx115X/exXBsNE3C3VGWxS1LRw+JT54QPf+e6u549FDHnTNlU/fFecGxMqBcNJ7vKq71++vZXwYrrpUP4yc1pqUX1pm1NxHeMr2HsU5C52xCNuAGIOorRj66t/rs77kEtspjk5mTZxPNm/w4h8t94UVsjOUg1MWN27tuMu6UOUwrj+H/nTUghO6dl79viqlrTUE57YFOG/briK88i3AF1T17fL6ETCMTv+HaG+++SZv/vpv8Mm9u8v3BJju3IWtgFQ1OCWEgGaFpHSaaNpI7VNxIhKzrmOycKSktM6jziHiaHJHzMpB7Ig5k4BRM8fND+nSKgPhrWdPrtz3nuKpRXK9X7PZuiGXZy5hU5ORhf1adFWIS17nyeHAQUFDhnr6XHnGLz+tnfUsCYonlQHXrY07vVD8DU3y5hJnaNNqDfe9mS2djrPauuHlUKFoCSX8DSnww7lzZx/ADzWvpQj4UuC2PCVVxRKR7Um5OZlj471Bnrmky6ZUOtRXDteVI9QukJiREFC5QRp/MYctUDoEwRegIKLPlZ6+HAvesNBc/svL0WIop8F7Jefn3SVd/lrrdR/KVC3Izel3kGCXug97DSYA3H9vWQoxsO9U//zmcmO7tdVYDzWt+r8aStW8cIe1OdQNi7Xf82z610tnf63rriwunBY0zG1G2XqAaVl+qAejbvXhvX27yLn5ReAvish/CfxZ4G+vbftq4OFtdew27ZN7d/m+b/1jy9cSI77tkKHT+gtambxH6wpdI6z+wM/+1LUaNNTTUVRhyv3XDxz9Gk4LVtPLfJk71A9x68/futSYrrU2lD5pJuAuqZdw1nrTzqEfqBMOJVORhgpLLRs4TY70pubWUJshAih9yOgc5OYmbQtEp4T1gfqatkRubmsFeM3+7e/v87h69FxV8FiPL/Hth00k5yKbTGF3j5Aztb5OlVYFKbvPfJr9l+9drfPFWqRwbsBQUiERCWU5k9YWNZR9nsdGFejwVvmKVXhqyAnYjh+CURaf27zWs5NbLtOLQZEbBdZHSS+ghY+5Li4pxaPqvbNe0E9YwSLrr3sIqn89xNDaH1JW/wOrjCgHGle+VO/8CZuOS79/j95QQOaB1mIfqV3k3PzbwN8C/grweeDPrW37M8D/eUv92jARGQE/DHw7VpH888C/r6p/+9wPXsZyttLvV+oQK2jyPFuLhepAE5vii6viyeQN9nuvWdrvedrRbH3pluX2TAhM6cvwnf3Jq/dUceXnelGSs/ezi+8KnnNz65/oW0Bu8i2MFKrLGn1D2xJUuCK68ODBAzh8RvrMzyzfy07I9/fg674C9rYMCRFKLbZc0A5WqtqprHK9g8qVUI+uRnEt22OC+YL86Ij0pfeQw9lmZx495UF7tf4LoDkZOnMtO/suFwSnGbliGvhZZhU0wjIM3b9nR+8LKLgTz3H//4rW78llJLA23NJJctRDOfmqyzHAuRJKXN/M6qu9UrMUQMSVchFDlGBYhmt6B0RKKGotXnNSOqT/K2oPpFA+o6WdtTiP5BU8MtSwVdCrnrwvWHeXj7Fbcx7XurJxvuuX4PcBYtPbuc6Nqv594HURuaeqj05s/iHgOmSM61jAtHW+DXgL+OPA3xSRb1DVLw5yhEs+y8uHEZbFYM+buM6DVq9uuubcaBnE0nIoO7kmWwel+x7Y0G2BK4O1basFsUKBtoew/qiXJyZe1gnSZftX+dR5FkoVvgGaOs0G5tzcKL36tAX8mjks9n7TkFR/qO6VO5a1I24VP+jni6XEPSvxy1C4LikYc7q3ICuJ+6aFowZ3OEMG0g5RhEpMbPDqfmhx1s7Qx3E54VWRAUJS5WhE3HMifkofjnZnLKbsHnRl3PBLx6bvt2GiPdY7hBlQYSrwZ/p2N7gkOQve52HCUg77HtUVJ0ZXG3rUJa4dyGv5TLLPhDLmaVHXW4a612CToU1Zivkt/ab+/5ILszyssMGjkbXHTylru1QoCrcg9fRh22VF/E46NqjqtRRFrmOqeoypJPf2GRH5AvAPA1+8UeNiyIW7ZERiHb67TBjLmu3jrjfH5+3+td92b7plyEaXP3ac/rHKJwjEuvztipsjhZ1TFfxmiLCUgeNyC+ET+8b66zAMyrSxIhvMijRoXsuoG8C0fPfXaq7PtDq9YUiU0MbVRPz29/d59FDw/8w/vnwvA9Q870h5KdyUtRF0tDYU7UzOP9jOmHB3l/oTr+JPqQiePvMz7N9/7dSPnmVOBJez9e3KOU3Cei2p59rWwmMZLG/5rNCRK8+6LVHSicBzb0YatqfTlWWQXUMtn02DLXFEQJyQL+C/X8d6vk3W4TSEbMDsERa3cqjTmrO4gc6wivn07Oelp5Wfb3v9701NbSEiJ69t72Ot7YeU8PBpt2l/Wnk1DLq8mQT2ItoL2XUReRWrRv7/nbH9e0Tkl0Tklz744IOLGgOuHop57oa6aP8h7mjpnREj1/q1Xi/DwUDvzvQaGEY7XO+L2SrHYvXJ4ab3tNG/y9jl91UcbVm1D+E89aPEwFHm5UA3TEiyt0S6fNHMjf7YYrPKm1kWvfVj31BX4drjR8SRAAAgAElEQVSyPhd1oMwhQ/qhTjOiFpa5mvUX8qyQFKvJbsD+yhkrMQtX+3NKM5gzY0gtZCriyl0mLJMQhrGcV1ltQ1u/VnRDPbeCsW69lhpn2eI+y1n+xPe4UUJbVsOo5DVZiTU4Zfl3oO72X6LafORTea6T/Uh/OFcQmxMP95JAXBY162tF0dPHiBfJXjjnRkQq4MeA/0ZVf+O0fVT1r6vqN6nqN7388iUkvYvGhV5yuSKlCt6lhkGl1JMZzl3vIWUpMfP1L3EVTtUSlT9dCcPuY2Os9IGpYavr9Lyea4H8l2hdEUnXav/UI94G30bKqOPyYO3309B1HQcN0ParuPVL1y86GW78zXC9Eeaic9O+ejWDpav2561X5sVclIm0CswORdRVhACEU4Jofa6TudOnh4R7rFeLYIQU7porY0p/jCGs9+1volB8VruqRpEaVMhvA4nh9IqnS5C3bFgSjNe8g/XXfWoSXHLSuEpfV/fusp5ULs9HzyXVNUfnCpZvI4z2IdpVUsFvzUTk72J8mtPs51T1W8t+DvjvMK7PXxiuByUe7pwJ+A1pQRCR6620T5rmMmDZ71V+w8p6HMPhy15nn8/Kce9DUz1zZ4i7uicoXz0D6bJHtzNMKNeXL18e8TzdmBuZK6NKqflzhdneSLot+umVCHiuIb3q4RM13AH6qh7CcsVmNS0wgmPPrymDdFY2n/o1Rro2EJ8m3Fsd4ZluXpKHLQ+aB1c6c89af4Y0WYWHRU9m/V27yZJluGKzDWEZqIrnONRcISXsVJWFTtzAWlZYrpLxxILg9hNvXnN57Kr1S5pY8jAzVpTTDUDXXxdZHBq86TPtb8WUIrx5zg4+G8qzXGnk1WcdK6dGPUtVPfK1bta3Dt/lBz/7oxvvTdyIXT/lq7f22XIjMpnjtGAWG1oii9RSOVN1f+voXY7SnL3RDotsVNltP2Hi6mViykthBy+2KE2a+fL8PeLa2P3W4bu8zu+zwpm3bar6qYv2Ecv5+xHgVeCPq+owZWuL+59zWsbGNzbDJrfsqs1HLUSzm5uga3lOskQU+8fGl0i7uTbKRWLvtmqz9nowOtOT6W7eW1RWqYm3YhEd5BYWG4BuI726X1ItR7wbmhdbkSVFs6xWlr0fWWNOTU+s6Gf+3v87LUK2Dk1PPLqX4fHNc7F6Rd4LXdv++GsL33NN1nN+BjQFJ7YsGCoTzZFxOS8r2w+Eh2CU31wWJP3VeI7ctJYSDkKkQmifuxel7JuLP5wR0mCTg7PmUS3i76yQl6sMq/04LLL6cUMNVxtWro/n+ZTE/jK7/PwNvg57LuseuDU0SA0yXUIql7PXX3/91PcTVoojecdCtLiiNSF7Ii0TGRHwdCSOjhtan5H9KRUjKjzbMqUW+5ajJg5JJDpQ4ZgGYWtj2fg6O2f25feiXVRb6mPAfwX8oxi/5d/p60yV7Qequnu7XVzafw58PfDtqjofvPUzHJge1ru2echeBiET69oMoEtkRIs7YwJ+Qh+6OD3q3p/KKgzer1cDwxF0y7HEMWRA7qTJ0tG7eUvkEejsFjyxPovm6h7y/v4+jx4dId+5IscKGfEdrjrHFbsukDWFfA/SaxPkG+uNb04//Q779/av1JxgtQXbi8BAOfH3EhaLLxqutxA+vRsCkhISBI+eX7fpsm2q4q6T63yOmcqVYMO3K7pHp+U3rYLU/dKoz1ZeBaDXL/pK19wvQ1s37KuDnC0rqy/g2A+FvbNz1ufWIz+65gArphZgl1VXjuMQz+46zFScso0HLejKqRFK7OYEkUVZhaWWedp68uu4tJ2nYp9TRt+dkY+i1eIpFcH97gicoG2EceD7f+g/odPID/yVH7QuHHdozDCPq+7v1Ljtm6Lgv3fsIuf8PwMeAJ/CwkZ/S0T+TVX978v2DyUqJyJfiWnsNMC7a4X9/pyq/tgNG7eVShfPJgnfALmRDBpjyQ65mVlsPCBL9pcNaqFo3siam3OWm7IOSPc4VQ9E2/bMMOngWn73jB9zp4a8YSIeuSL98cGDBxwewOd+cvP9UAfufKzipU90jMcgrsTzs9VQFQe+WpOEF8gtNmb1pWhK5EmTDdo5w+EH0LUQG+Xp+471zOXDx/AgXi3UAyWzJ+mtpWu6ATUCAyZnky4aaa54Y/Sr/r68wxAOznLZcFGF+Mv1EJANgvKQYanEauGQzp0t10cCWUNzT59ppbQ5NCpWRlk7ompRF5ZTnZveqRFnX0Muui2ufNferbYPWF2uwOC9c1IyplwPE/YOzZqzss6pob8J165vfyI9eSWzSh8fyJx35L0RfuTRnNEsuNqZo5cUmY6QSeBYF5sfFEGcoNMA0eAw2fo9EcgZzC46m09htaQWwP8jIv8H8BMisqWq/wXDh1FPNVX9ErfoSElWq8NxZgdu0Lja/ZwGSAW3R8qTGKE0y8faUBqhF83riYTrXIT1Iax/36gZmYpcSvC5Ilw0zKy5IlAOV6tms/XBElbRrMSFoz2CUFk4HS2acR2EUXFsymCc4mqARYoe3Vp0wCnMjyEnR2yFrvEWRrpxTwWXHeITlZouy5BPRsjgB2ISCubc+57KNmT6gisOeh7mbu3vTg9kTag6ztKtuWT3sNIMhcemw0ouSlmQbJZcWNNUOTPOd/ZrKZjvSnrz6vb40Vv8xGe+f9WmC+ztfiXjyX18qEGF+fwRTfuMqpri3YjJ5C5VNUWzcjx7hGoulS4amvYI7wLj8T28qxhPX6LrWjR3zOYf0DbPOD56h5y7jT68fP/i8Mnbz97ir/7cDy5f127ES6NXqN0Ih2O3ukubWmpXs9A5XZyDcxzHA1B4snhC7WruTV8hSGCejjmOR2yHbUDockdwgbGbgAhJEx/M32Gejzf68Mb+zUI9shWgcogq6gVZlMGrn91Pc9RHDmYF7aoEao8MH9/7SO0i5yas76OqvyIinwL+VxH5sMJRt2uqiOrgWcDL5sXWb8PB0qZl4Uus3Vyania4Suw+aevD34qvYK4S9HlTiYCjG6RYyypv43YCU4rqSRXWi21/f58cHvLN37HZlsXBHbgALm5cxMkah66f7i4D3m7dkdWqLT4fm/ncT8L+K1cL9aznsy1Dple5BOvKjifMqaWT+sumDV7mUCW84HVzETuEdRRZmgHN0CDBS49yXOcAauiE8yZXIKbFMhznpn9+1/OhMo5Yljb+En23ZVFfr62w7ZYVx/0ZmVbn2Wl8jBD2GE+2qOoJztU4N2J7u6aZZ5J2eJdAHyF6jK/GxO6Atjvm/r1dQBmPhBCmOJ/xPuB8Sx2ULi4QWkZhzriG9Sfy5fuvX8gNOW37RCbsuKn1m4CTzBY1WZSJ1ohGMpmp1tQyRd9PtNqxfW9CoGasgT128ARLUAGEQKSl0RlRO+7c2cZpt3yO39i/uK8XmYjAyNv91ZZiwkkRLyWcp3hc0T0CzYp4h26L6fc4Q3H6bfYeiH/hkqk37CLn5peB7wD+5/4NVf18cXD+d2Dr9rr2IZkIqnmVUTJ088EtlYxvnIclQta+VEIPyeblX3vHLZGZPtt3HbiVEsjZHLgsGp8JDAcDWL0aIRXa49XtvOE5IYWjN1CgXUosfVB4oScXMtAN0If0FXJp7gqnvyycd9pnCsJIz2MY6D5YnrIOcvob1lMbBklExJ6eBGTniBc6BnDmhcT4ZhFAHCHnG+XzpUcPmH3mh5evMxBf+jjdq6/DZM9gRTK5XZA1w3jLvuh6At3Mijq5YOUvXOGB5ATN3EpOkGF+CKkjtwvaoyekg/dxOW70gftvnNvP07ghx8eJ9z5IPHqYWbRKLl3Z2xVevheMFJ2EpsvkBH/jb/zXoFP+9T//3aRe1VgSi7mymCkxO7xTqiC89JLj7t1AXV/9Xj2tr/E40b5XzrdN5ENgqjjnIYN2GZzgp3YNf+xH/wcE+Of/5L9gWXuS0MYcijBxqGSIDje2z7gg+D2h2ls5E4PazFS+BcAXrWoBusyOTIiayM8aC0eJwMTb/KSKNgntEjQZqUsWXeWR8YsrVXyRc/MfAHdPvqmqXxKRbwP+tVvp1YdsfYj1VkC5LqNByUNkTGlP+c30lOKVK9PzT3qZvxVqEoubsEr4ft6shUzsJWyvYD2P5cd/eoUqBK/sTpVX7sLWWJmMYFTZj/eWQCYlnt7GEuKmRHUCy+LLSSwEFIJ9VhVmM2ii59ks8ttfjiRd3cYPn0KTr85jsaP3mjTX+Php1tOiREvc6uZp9oqizrgcqY/zXzLk01c7OAvaM9X4vh70MA5O73/qUAoD6+Y2k8VualkgOk8qTJkVSrZaUNiOiqX0nqzCzamvkyvZiz1KfIU+nbaqV+Bgd8qTrQnJZ9qgxLCFr419l6TCxwVJOoJ0HB2+j/jA9p2XIIGPHSlUuKBIsnCO395isnjGSCKVC9SjHUJaq65z/41rIQyTiWN7W3n0KBGjPcuTwreZN8lGJAVNDk2KEwcyJguMgtB0SjN3NG0mRkuUiFmoa2vf+6G+fXBjQXyme6alCkNBr3ImJ0VbkBGAIN4xy0eM3Ni4Lgj5WMCDVJCjWtjaZyyrpPCGajXJkYFNU94QE1JVpMkw9miTmUhNTUCfNmjtka0KmSfYdkZEjhnmRhZUVWTkoUvoyL2w4aqLnJt/RVX/jdM2qOrbwF8avksfgVUVOXf47vy15XnrtTNtYGaeFO0K0x9OrMT3egKvTUtVD0GWsFUsORVnmQ3XPRPn5haT0ETr2SgkqgBVsOcvlxmp57Ao0CYrK6Ra/Is+xTPB4ZGJLG6NEiFYP7NCyp4QhHRjUYA+LJUYRGxvOd6WL34ZP7r5QGzDuykUL0M8lxkrlZXg3VkR0oIKySBomFlfVuu2BMGyH5h3I71zV5DPbPlF6npPlcKdc8UbvMyJSeGfypXD02dlyvzW04affXfOlw8j7zWJLsHdGhBPyrA9EhZdpnbK7/z0/8Kkfca/+s/+c3QJOlXeWVjo7EmTmcWMd/CJaeD13cDX7I2YBsdWdfNJ2Dnhzp5jdt+TSbSLUvizzZYW7ZTYKW0LIDg3BhKahCYpXWeX2AtoZWR6CY4QhBAc3TC5GgBoK7gd8EnIC3O4RByqGV87cnGkcgsuKB0d5IyfeuJxQgJoFKgUcbaUDHt2f/g98KOC+tyGrd2HmhVtky2sKwezSMAxdSPo1Oq4OYFpIOeMxBNjXswwKhd1ON/xQ7eLnJs/DZzq3Lyo9uDBA2bPDviBn/2p5XsB+Oa7r7FX1dytazzmrT5rG3wp9HfYdTzuFmz5wMR77lYTnBO2fUXKSpsTC01UztHlTO0c8xQ5jB3vNXOedgvemh8tj/mlZ0+YXiMO1qsSW+J2XPJaXAkASQlGnVyk+2WBzdNNS9HM65B09/f3eeQe8Sf+yOZTIAhBbjDxTAEcr9yjoAgrBy2VK/GNb/ThObMf/2nl3seuxmNZZjYM9RCvDwiSbBKkHqRp0eImXXXekTP+XzPFxkgdKDTV+3S3WmlYzvbVrmIKpBOqcLmUYxCR09PCSyFMvcDBEfKNtLJOs9emgY9PPW8ddkt/6TiVZG6Bg4XNY772pHpCpwlxnnmXOYome9kBbYZZBheVt3JikeDOKPBVuwOiCyrcueM4nmVmmCMTM8yazLj25pwUhHYFd1qKd0wWS80qaBaSCFuVIwTbN0ZgNFA3E0gWW4GJoD4bZyoLbtuI/KoZbbWEhzNBJtApkgWVjEyMAyMe3FjxtUcC+IngJ3JrKIg4QStnTs08GiLmHfJogWbYkTG67lhnQ5accyunOxTmf9/H4G4nfPYh2cAJmi+m3anHRE2EIuClCF1OPEstKWcmIdDlzE6o2QoVXkw+boIjpsQ8RxpV2hxpsyOI5RokhWN7YvHnFNY7yx48eMDsQPmhX+jhYeUrtlre2O342DQy8VA7W9UcJ5viZzERE2wFqINBwNYP6DrlpVKTsHarlMqHc/igyXzhKPH5g0RzIj/zdw+UqVw91CPXYGmfXCiYduaKPt2LFPY6P3op2OIiGwix6a2fyJbFOK8CsZxvrrixt7GiSoWkVS29nJu1t3Swb3EUkQF1bgBWfDYKfHieGKZcivK13GVArZtpEKrguDMOtLnlcQcxWeJL8MIsKbs1TLyQ/YTFtMYJ7I5sbFKfeNzA0yZyHJWJN3mBSKZNyiLCUHQL520BsrNtz/HCZ8SZk6OacALey1ImIecG74W6ghiVprV514+ERZtZNDBSYd7CZDLczaWaSceQF0qaF0JuJasaViPQJEbA3c4sdMaO2zO9vqmSjwQnEHZBnMPvQNiyJYLfuT3HRlXNS1VQJ8gogBdcm8leUFFm2uHFqsXLqLILOinT/8ivNHJGzjKnag8DIHcfpV3k3NQicm7oSVX/wwH7c+u2v79Ph+f7vvWP2Rs542JGug63DqQIfG0wL971o10Zm87hZFr2aAnJ4+xmUx9IQTbw0x/42Z+i2n/1ir0XuqQkhZSFRnSl1FkOOQqGlFTBHJi+XlAQS3FWtW4kNTh/1sFRhC45dFlJbcAB44oz5Mkj9+KEsKr8a7+T4dSDTG1uBYUMcepCSUnL1u4SZhkmH1r6e6s/1oAmAlkyPg/Qz/5vKeI3UBLWhoU0lHMjpVBgMhq886hmpOT6X98tUTRlJCdOY+hcx2JWDjpl7BxTD9tVKAqzytTB2NtD77CsrxgCVbbnZxoctXM8XChjb7rkMStHan+ftcqjJvPa1nC5+95ZeK+NptCDCDEKXVTmM+PT1TVMpkqMh6g2bE1N9C8EpYuCVEqOSghG2G1bRTXTTYebgLUncNUKc5boC9ky3VxwyDZoCxo9d919xjIxEq94/Cjjt4Rq20EFos70sW4RsQGWRGLAQkxqyRZ5EZGoSO1o6XAqMKmKpqgsFx1SOXLOMEtIcIbY+heXa9PbZZCbrzhn+4BA60dkReHyOdxYWSpG5ZQ3KqSe9ZWLlAckmBOhDvu851oaN/v7+yz0Md/7LauQhtdMhZa8JkvxWh96+/9OHm3dZVlXw9gCXiYQCXwDNVqEAteX2z/0Cy3j/auGeuygQzwgrm+smEWzr54GfrYVUogrBI4+zaxsupb1X4A4hsnoWm9bDBW7abOn+LFLetAAJphT48QyseLJmgnrNCQ55fUF1mtTXccd18cP6T7z6eXrXFWkO/dga0Le2kbHE2gbUlXDeFL4NeXGqGtoGoPwq8q2k4qMQCGSNY116vgYOToiHx/TPH1MODzY6AMv37tiz2EWzRHZDoLHEzVTOdjxjrsjoXIOiZkuGZLgEeiOOeqUiDKPSpuVh4uEc4FpiDxrlbFTagkcxcyjReaVyZW79pyllHn3vUyz8LRNYr6wZIMklsSV2p53tyJva8nSihG2po4q2KVuFg6aTBuVxUKJnfDBIxiNIuPxzQToNFsY1o2hqgpS3Bh3xo2NbBzugKs83eNMziueo3OCVIImh68wIb2suDHIUOuvs/pdwnZL8wKtmqySGMpEsBmi0YSMfZEnEfSwQ/cqC6O1uioTpApNgumLLep3Ue8XqvpdH0pPPipzjqwZdwpkLAJJFe89quniyEU/3+R+TnMWx/d+QGzeFTWaVVG7ngLpS7w6L0XUN7q2SQVZbln91xfNE4YpHGgtna+4cdHEdNr2Ve+G8q17QjEld3IAx2GtaXNuhhnh1IFXh+ZkmUIn0ZCrzPQnHRs1nZvzqefXMCmEUNbLftg/vQCsK5HBLJydWbV2bo6S2u4KV+IK3TkrA+l4e0IzGrGoA4vKkyd7aMqk4KgWjT0fLtB1LQeaYTxiGoLd4dm+C9e2qHcwqnBJGY1qRrLNJAjjStgdryWFv3zvWhlIWWEelXHl+Lq7gblahqRTS/GtRNgdCQeLjHeOevaEkObMkhKcUjsL5nYKd8eOrc4Qnp1R4LWpZycYb7AvbXATO55lFnOljYY2eyc4p1TiEM34UBIJco8qTwClaZWUEjEKKSspKoczyDEzW5iwZlUp6uDxU9j/2I26abS7YAiRKhCMvBy2inaYN0VyTdm0GVVpteFJemixQAdSKRI8uVVSA5VXpHXkBH56w/6d0++NlyKw1Tswim4FJCqNFuQmZWiSif0VPqnuVLZvzBbeAhh55Pe5c/Ni41KXNZHyhKUNMQ6J4LwCl3Bs1m2pVGvigDqIKN66OeLSwbE6xo6MLLOoCkESQ3fckrkiyJrbYt3U4gz1VRafV8G5tokdX84hTl90pNO290iViBaS3E37W2I8vaz6bZgqQ4WkssubJN3TvdYr9M0+53MJ/skwhOJllJPV5d0IpbnyuBW/MvvnQ23LxULJpO8LNUvp83V6eFYG0pOm4cG84eFswW8fHzGPkZEL1B6cCpMQeHc+56CNfPazv0AMnq/5B78WhxCcrfa3qwpFqZyjSZnaO16qa75qe4uvvbPLV2/fXBqs9qthahwcr+/UNFlJ2RYSd0eF27Jlda3+bzFH8P44kHLmUaNGLO6gcsq09ngHr0wcn9wJBBFqN0xYIiVDaCyxzL4055TgLRzVE841gXdSQoGB+Twxnyuxg5gUESV4oY3C0bE5Z86DZCW2SkoZfwPRORHBjfoHQZGJWlE0KeGpStBGoSqoqbcSB602jF5xiAq5E8QL0mKagiVFUBNoVCTcwnTaZdPfiRlqhwRvjomANtmek1ps7BeHHnVwHG21sVOVemplubhYG6dTCae+wEJ+Fzk3P/Oh9OKjNDHClTpvugaiGyqu58H0506rajcNks0BGczB6fOGpISlemJtLAUU+hTwPktJl6vlzGblqPX50AJcJdQzUAW6Hl06oRIySMubgbgb9lcG+G4S5YKvhzelQAsyGOHEdG7K/zdxaNZNMORBjcDttb+3bmZL0Aq7xLlXljx5eDE9o1MgOsg9wXkVKXZlX3cDB+c026oq7iXLkHm/qZlHy3aMneIVtkNkFjPOCaPYMjpoGftAp6b9OnKeaXB83d4OKSfennfEDMEJ85y5G4YpSjgNjrs1PGkTzsFrU2GWhVrhIEIlyjh4siYeNZlYjSG1LKIyi8rjxp7LvVrpMuxUgZ1gC6AvH0U+vuV5bTpMXycTh3OJrlNigpgzIw8721BXwsGBWrjSQ1U5VFtEauaN4pzD+8zxTMEpk7EwnjhG84QXqCrBeVnJRtzQjItiaJXzAfXmjadGyccWhvJTZ1o3rTk2c50RdgoC8hSgOEbJDXdjnmHaJmgTUjlDC1XJE4fMIxzHor+jSAKPN0LxvCD+SUsorlgtUPVaHGJCflGHUgb5SOwi5+bPi8gnz9tBVd8asD8fjRUHJ8sJ5f1Sn1K8bMY1+4+VX8sB98QuGYo+xnCWi1uzatUQAbcU8gMpSI2N/X1kOBSEx2YXtw5RoShd2Weo/tqMKSc4QcO0nIv68fr53cBUNmGGa33eW6lqn4FyE2UpszqbPs8NzOFwOZNFcUUq5EZWeKNOWBYKVR1G60bUwrMZc16WBZRPNH3WoUTs811X+rYGOfb1C8OAquK1c+xWFb9+cMj7iznvLxrmyST95ilRO8ulnIZAV43wsWPqHduhNuxTzEE6ahNPug4RI/hPQ+ArpmOGXATfGTmCg+NOaVXZ8spRK7w6djQKs0553GQOukx2Fd3kDg/nHfvbgTYLD+eZ4BxOlJwzY2+Ij3fCVvCMhxAdBUa1cO8+vPtORiPUFTgJ+ABTZ85DzJYqXweHiEe1o/JCSpTwlOJcQcAVdrZMfXc0Esa1sLPtcAMI4+UWyLKkVgHkLqNze0+jkBeKc4IbCQudMdcjxJsujlQY2TipoSYj0OxwldwOahPXeIgO6NGXRYZkuaXaKLhe4lUsC0qLI1eVhzM4KxY7OnENh65t8iHbRc7NFzmL9rD6+6EG5kTkDeBXgf9JVf/0QI1aCp1ziNsMTaEXYAPOQgXPTV5lYL5pscyTpsW1WRXIVCCSSojKFkGbKsR9YCgTikMQ15CdXjdXsPKZat77jZdCqYTKNtuxxbj1/fpXxloZllB8DfIGFMcm2E2gvSNT0C+hrIR0rXLkzfvsVDZQkZvYUqFgPYSkvRTkFQ/w6BnpMyuwNzshv7RH3psQtyawNTGPJGWLSTgAB+OSxpdLDKOqoWnRpkHnLWQlTcb2LAkGwR/OkA+ewqIlN91z/eD+a1e+Fl3OfPH4iA9mCw5j5GHTEmOm8kJUpUmJSoRGleQDKo6dusJRsmkKpeEwJdqcOewiI2/J+184nPPx6YTdehi9IzCHdLuC9+fw/sKykJxkjqPytE28PcuMHUiOuBzpEJxaqCp4x7Y3LswHjRIEkiReGVmsqImZ0QDqeCLC9tSxuyc0CyVGJany5LHxgRRhPHJ4LzivxLRA85ytqfL+B0rT2I2pEWQMda1sbQnjseC9owrC9vZAY+zJxUcCUcGV8g5O1BJGElBBUypt9zVRXWXFMdMTkFqhc6hXZAtuBcbxcqJkkNhzVKgQukhGGq4dXjwBC6Ut072Dg+3KtGycoLVfcW4qZ9tfYLvIMTkNmxxjwn7/LvC5wXt0sf014BcHb1WKzu/JqIzCMp/6tJV3r9Z/YpsWWEdSQgd0cARI6PKL0eKJuTUMo3d/8lJGvv+ko0MNogS0hI0MY+k9ul7xeICVO89zWOyIfb58v61PZL+cGSrlMNHBga6t9MG5q+rdFHaTy/Z3nVoj5VwzDDm4ZSmhxus22V/2XLKYCirisNNw4k+/18+xs0i6z+5MON4ec7RV0Y4rW6k7BbWBtspKl4RYC22TIML2KCC14KsRbFk9tR5BNSHpzLZW3OkCW/N2I5MRgPuvXZmo26TEB03D5w9nPO5a5ikRBOYoMUa8OJIq2Tsm2RGdY9I1fNV0i7cXDW2MbNc1/QJ6t6o4ih1HMTGtAsEJD2YLXplMTBh0AFskpc3QaWYWEw+OE6MAqoJ34FSJ2gevM3uVo/aOykOTIoukHDeRh43VajqOykGXuHh6jlUAACAASURBVDeZUg+4andOqIPSOiEEmC0STaNsTczhj1EQl0mtI7gxGUeMjuk0LTlZwJK3Nhq74qAJW1vmGA1h4tko3q5JyQm0VSSU+69W/Ba4MSSrHkZurTRDzorOrA03tlpSxrfhdiCA2lF0QWysGXnjzwTgIC05NNKZrvmchO4EZBRwwRlHZ13LpnZGNO7Jxi+4nXvJVXXpF4qIB/4s8H3A54HvVNWfv93ubZqI/IvAU+Dnga8ZtPFCoFx+p2WSUinIzFmDfSHEncwklwwq1mbWbLj6MB0tiEsuqsNaJvneMglfnJWVRkcmrL1jehM9ImXTs7vOWv0c64NRmxcuFFcqbrBmruZKmQtiaqHDBYXPQKsukvsQ2GCbbzRRbiIp4amBonMigtcTmUcnD3vWBdW1bvpVenZ/GuJM+uCq5OezSLq/9vR9fvnxO7z57BHvdXPmscOpMg41wTlq53EizGLHm7/5W8g48MbXfz1tbAk4qipAzBymSO2ESajY8hXfsPcq33z/NXbrMXer8Y0H48dtx2EbaVPmSduZ5L4TgghePJ1Cq8ool5RacSQXcCJ8cntCzJkKz/vtnKhFTM95trxjL1i6badKmzOTgeoFeECz8jvPWt6bZd5fWP8rgb1xwAFNUhpXUeVMExPH0VGJ8LGJ46jLzDtH7S3IG1U4akE0MxrQuQlB8EFJnWn0oKbD1UUlBBPpaztlb8/GJXGemIQqeMZ1ZnYsxAS+UqZe6NoS5sxQVUYkHkRyol6hRDkZAdhlSE7JLfgJ+C2xGlTleCOxfPm0ULQzfo6IoJ055ZpAZuAqEwUc0kQEnXjAL/ujQVflE1KpERWsXE1LxN2bmGNzwrQtRTMxjoVOwgutTgyX8CfFrtqfAf4j4APgu1X1f7vtjp3Sj12sltUf5TYKdqpCtrjw8ivt586zFvMFBVxGck7ZjjhLWR2om1JowUKHKy5JX4rAbs1QglZ9lpRuODYUnd/eqbGfzZymYebgHkk62Zpdif6yurU94XL4Rk9QHo6mbKG951LiEqeTqa7UdBq0sFIuTtJpqM16stdZyVnL7718XkqimObyfWjGZTeYm7vjRxzFlqe5pUmRo9RRi5BTR0gCoebOaExGCZ1dq6m4Jfm96Vq6pHSaUC3hH+Dt2TPeW+wy9hUxZCq5mcPQ5kSrmak3kbunGUbiuDetCF446pQP2oXVsXIWxNXgedh2/MG9bYJztFlJZA66li5l9nwgFpXumDMj5wdDbXJJ005AVKFN2fRKnDBPShWVLe8YOcs+ggXzMg7t1cJxJzjnqEJmki07qvbw8sgxqjyLtBKwvXFfM4Tg2NlRjmd2/WK0+nM5C94rVQW9V+5cTbPI4M0B6ilxVYCuhdgpVWXXcb6wUFX/+iam0RwUzaAdSDAEhspQHKkzZE9esMys8pgTILVxW4IXu09bc2xcZUhImoPfunlq/bKvqquClyLoyCNVcfKmwcqCTCtYGLrUEJlp85xjo9myolik1douq+ncDHUDfER2bu9F5E9iDkUL/Fuq+pkPpVen218GfkRVv3zRDSIi3wN8D8AnP3kuH9pMFZcLRfXEClt4HpVZfe6CyTiXnQbFQzJ9zW/ouRERoVoep9e96fOmbJ5L5X3b1ieu9JlHFlSp6NVybu409Inmp7sgfU/6/lgl81WQ6fwrVs7b8uyH4d44ZxkOLq15AJ6bpYcXjs01CiaeZZbYJQQ1sbiuP3UpBDg1xzFRUJkTDs4ywlo+t+xVT/xNEEqK/RAOTkdk7DwpK13MaM5EJ2yLx3mh8g4vwicnu3yxibTjCu889yZbPJ4fM0+KaqLyni1f0eaOSgI44YvHz9itRrwyvnl69dh7mtSw5QN7IaAj5Th2OGc6NjsjYeQnPGw7YlY0m7N12La8PV+wP6lZZOFOVSHA3JnY5lFKBGBSOe7UgXqAEHWXlYPW0r5zNr6M844QI4uszKKleG+FbBNtjmTnOI6ZZ01HcBXewcdHgbsjx2887RCUncoxDp5t3y83hhm3UoIqCGkEOdvkf3gcLWzWKm4sLBrIKVKPXkbE0cYMSWgbJatlnKUs+GSOTF/HVDBHqbphcpeqkhasHohSEk5G4LwV5+1J9hpZjq39B5yXpT6OBCEdKYwM7RFnD6dGTNRvCGtL+rd1HhYJDbJ0cLXyNqJOK4iZZzqjI240YWhNMmdmltCJX6FLA6HMH6Vd5Jr9j8Aj4CeBPyUif+rkDqr6L9+0EyLyd4FvO2PzzwF/Afh24A9dpj1V/evAXwf4pm/6pvO/JlWkFBEjP4+v3Ghuy4Bm8g1XlZvWB5b6ukp9aCoXF6FXLTY8J+NxRFgSkIHiDvTcFXunL5o5lCO2QlfOuoC6PB9zr2TJx1kG2QtvqMSO11o2wcFen+em1sdqvPVHS8BHdKVYfOXmCpEle3OSltfhitf3YYt++p3lSwHYFth26K6zooGT8heBuRIPEnnPwba3y9mxqtv5tLMMvmmwS1dOmQx6rMjThD7J6LvGf1nvB1cU081Fg6jygZdGE5rUQapIatd26iru1COmrrIVMMYT2Q0VXjwHrmFMIiKGjGhCcES1grHz2DHrWtwAq+GdEEDgYdtQe8fLfsQ0GuKZNaMKWyPPtAq8O1+AC7jYsl2Z8/Pm0Zyp9+SsNJppcmbibFWfBe6UMFzMSrgh3H8czfXoslJ7x72x59Eic+zsi7wzgqkXdipPEzO5HiEaeNooOSt7debeyDMJjl0V3B1l3il1EF4de1SEesCQRC/aXFdCTJmutSyqnKycAmoOSnCAJgsJekdMtkAKzsjGxrGxEH9dCaEMq4NE+U6M81IblyZ3UG6CUoqj7F5g7lab8nELXbmROTDVPeM0aC4p186KaQ5m6eSYqkVRvywZxx6tSxaUl+cdG1VobJwVJyYv0WYrRgiW+veC20Uzw1/iQ/DhVPVT520Xke8F/gHgrYLabANeRP6Aqv7hmx5/Wd/xDHTm9A+ds623wsscUsjP5PrC2oTvisviSnipLymZixxfxhRnDO3pcY4MJV/JLffuFYqHUdPtU8hOD8ith8nWFYf7LJ1Mn7ZuDo+cYJj0qM9gGVPa/+qhjXx2clMRlDt127KLuTAU5YwdL7azSLFtnZlPOo7qyPFWS5zYvZVV0Z1M3gKphZyVQzeHGqZuYiJ9OxOyg1hDdBaWEsB1FqbfrUdM9wJ7sWLUrQ0P987uz1kWNbPlK+5WY/aqEYt6inRzHBb6qcUj6ljkjEpD9A7pErthRJMid+sJOHjaLmz1Lpmms/veleK03flduLSlrNQIo+BosvC47bhTm0MyEjjsOnCORUzUOH4rdqDwLEYeLRomlefIOw7bhApshYBo5GkXGQdHPj4mi7I/GXPTBYQqHHdGIn5/numy8tVbpvr78qiiDmJ1EEX4/9l7sxjZsjW/6/etYQ8xZOY5ec6pU7e6q/t23zbQdjcS6geEBG5ZskAgLB4aGQnUmEFt8WCELLdAAiEG8YBkGgRvjcCWLRBmHmUBD7gxFm3LEmbypDbXd6hbw5lyioi991rr+3hYOzLznFtVp05lVN2u2/1JpToRGRG5YmfE3v/1ff/BiSE5IaYsvNB6IZmwdELnjEUQMoHFCtL8VW2d3BmA3a6cjSkZ41Cdh5sG2s4zjDU0U6SCnbZxpHSFiBEbQYcqwQ5ecFE4WgrHxwHEkec/fIgcZCT10qyeesGXOPMNAqCCJsPNv2sPVDIJCYYrgjvh+mvvF0K+MHRXH3dtEHioCgIFdNLKrYnfn+C9V0F9ct26gHV+9rVxEGbJ+Fe8Xkco/le+pHW8rn4V+E9u3f4jVLDzz9z5lc3A5mj7fe0/5P4Wl+ZjgMxrP67eV1fIOy/yphTB3RJ76/VlPs9gwK4BToUpOhv3uVvxk/t7bObkOIx4DYvsQHPhT3oVu17HDTTZd3Hc9brrK9gM3OqtPWCSmVD8+YHD963U5rmMV67jiT/xpcPcs4aXwNs1ccjfkLHc/HqfQ9r0SSTdZ+MZ3xk+5Mlwxv/x/C/z3fEJK78gaaJgbMoWJ4G16/mLf/UvoQF++if+VoIEkiVGzTgRxjKSMcSM4AO9a/m77v8M31i9y08f/yTH8W7jniCO4BzfWN/Di3C/6RhT4kUeGbV+LoMTxlLYlcS4bIhj4X7TUuiI48i6iXzgPGfTSO89OSqTKpMWOh9qt2SWN9+lNiWzU8VL7YiqwaiFVQictg2982QgBWOMBZ8V88LZNOFF2E6Fo9hU5werzuRnU/17NFLJvZcpsy2F9R1HU8EZV6nw4aA82xWSGasQ+clj4TIVOi9sS3Wtej56cPW70njjuBE6UXZF2BUICRpnqDkaV8c/h1QA52KUUr8OakZRKEVY9HB85Njtqgt8msDEKGWLcwFn0DRC09RzRYzgg9C2gvdCmTuRIXAQHouI4HtDx/nr7w0S2DRvu/Zj5Vg7MK699WS71ZWZG89W5lyqhV2/vk0g3Z2XOq/DoRcJLubOUReg88hn5MmISDX+KzfdG9bhhwLU7Ot1nJs/YmZ/9Nbt32tm//Ot279iZn/4i1wggJltge2t33tFzb16cucXF5lHTzPKvWWMdHOxorb71L4P5HwiwHH1tW3+HYerCmMaAuV6sJRn5kyZJeF6PbjSa3CgOML1ivf9mxvAsM+qOtSZ7ZPJvteUluu13YCxfcdGr2/vQyOqy2YFa3v4dijC2x7Bzomn36ct/pjHawDNdQd13ZWzWwzdGXiJVC7P9Tu/e2UrNBI5n67Y6EQ25SJvyVY4CUuK6zCMiUwstbux8j04R6OB4BMdDVd4RjLehOAjR3EB4lj4lnW4e2qiE2EVGp6POx52C6J4SqeUzRlZC9uc2JaJnSqdc6CGinBVMg+7JccxUkSqpDpNjKp4g9Ow4N1uxeN+zSq0BwE3WZWrlPHiOfLKOY5jF1iHgGo1bls4zyYnLlXn6A+dpwFG5x2XKREQOu+4yjViuvOO3nvuxUjrPOljzEDftHpfFXgOYREco1ZSaR+ExkeGorRUzt06gi81/yCp42JSjptA52AdHGrGVao8q4SwdrA8JLqZJ7s5g2kdPKtWO6OuFcQZaXT41vBRMB2Z8hmnDxzjUK+9ZSbN7nk1Ijf2YYeULIuX6wwoVaNc3Ly2iCCB6kb8ajmuycgYyK3T0u31HYh2d1Njrp0WN6t8N+nNSMC9h2m+roVXZOE/BPW6I/EvA3/01u0/Bdy/dfufBr5wcPNqHbSjZHOnwLn5sl+uW5TX0yqBvZz3mm/s64XLZp6OlRv2yH6qUQfJ4eb5B1jrvg+k8zAp3OrU7H9DXYe9dK/OfZoKFQp7hVSm0FJVHpk4d0TcQdb7SYTUeS8z/9turWv2GmIPfMJLjzfs2hpwn4t+sNqTq+QznIGu6TO+nhik3Jqz6TzrmX9WE+w+V+fmk2oVFnxz+z2eTxd4FxATBh0Y80QrgT70XKQrHIpLjsXOaLxnWxJ9aGm1QZyjDw0XZUvvWtZ+wYP2mLe7B6ziYVL+zIwn45YildMWvbAZc+WwYAQRsiphlqAXQBvHs3FHFxp+dvWAp3nHg6ZnKImrPNVmmAN1jsZ7jpuOcACSbu8Dy+D5cBg4S5k2VJO4znsW0XOVHI0Thpy5Spn6WfE4ceBqSnf1uDGucp4J0IF1rK7HixhZBl+5PXes4Cqoia6CrmDCKghvLwJdEF7sEh8MsM2QLRCnS8SMBx2sorsWE3RBuExGNxO7o6sX40Nu3r2vX4ei1e/GO8PPROB+ISydMo3u+rGlbChl4GjtmVolJdgN1ROpa4VpgnGs77s+x2jbw/NDROYQzenmPnfrT2dqtNLXc5zVx1175Lh5v7On7+1f84DiIxv2ZOD9et7cdE9mb5wf1nrT4MzX3f7KlgGUcuPY6mYqrNkcoVDBjIjV677UkLdrQFNtBSqfa/5gq/P1uQd1KVb2wm9/3evYD3X2gEHYZ3ErN4ELXN97A5LirdeszJbE3iDvbuXn6/1eu7NffSUv1yNaB2Xzfo69gB32bJ0006DteiRe3+XL4RFvWpfP4S/8jze3RYSjh9CvlP7I6JZ1d6m52hO5OJsMG0w7MC2kVEiDw/lqGS84fDMRGwCjpISp5/yJksZ637gxcpKX1sGjN1//MvSchDVRHKqZ1jeMmpjIbPOO3nU0+NqEKpUIqTgaiazDAjM4bY45CgvGkrgsW1ZxwTos6HzDwvdzd+hun9uzNHKZJy7zxKSZp+OOxgVa8XyYRiLVEv68DDRis0mfzTwXRxLlrXZFsYLIMc+nHWPJFKrhQRDP8kB5TctYx0/bXBATJjMa55hUaYojYGyzMlkNxey3G8auYxX93CHxTFZHbU/HRDAjOFjHjtOu4UHX8k7fEw+UwfCgEd7fgDflygyy0oZ9vJlnGcucg7VPDM8sY2AVhLHAZqj5TAIcN451rBuh6DiYXB3qd2vRV/n2MEBsKg+o7hKFkl0FQB/zO5vGUTTjBMIsc07ZMIW90XMpUIodzMjv9rp9B+rtGqi4VirJeIKyNTp6EqnGNgi4fr5eTEI5A9fNwb5F5tPvAY9rseooPBv12aiwljoO+4rHJhyqXgduPoaS/am3v3rlHIhWixM3D0z1ZthkYuBCTavdb8Rn28xXk4n9jXELiJsvzNwaW9y9Kgi5yWuSmTcT2Pc2mBfgMAJ2y+rPXbNsXk4Hh71ncH10Psif1VAiSg0O3Q+i3Lzyff4Vc+9JrsWVen0I64dz7+Czf197yrNcj6feBGN/PCnWaNbntMdn+HZDiBNQkM6RxgYbwbeFpkl0jeKCsLkcKa0n8mCWXxriE+INiiPTQA4095bkscE0oIuI5lsX40dvTtK9fmp3j7f7h3xn94StDow64fAMZN4fn9D7jiiecQFQ2JaBpe9oXUsx5TxfYQZeHEkLm7Sl8y0rv2C0RDiAtKOYMpTCJk9cpolNyTSuqp2KKWpCGxpWZjSzXF7m/+/jDh71Kza6QGcQlHKhdYGjpsPEuEzjtRHgXarznsd9x3c3uwqezNjkghfhQdsyCKAZVWMqhaHtMAInMZKKsm6qv9R5SvTzZmiTCs9k5G87WvFW29GFA+6SneOtThiy5743eg/no7KKjkGNVCpHdFIQrZ3aKELjq5lgK0LvPcHXyUb0rsr/RW6y8g5UqtC0RkpKLpXQvOjrMTKrwZkOm0+7DptbILudcrURphHcZHTtrDp6ZW0HH/fM5XrqgZhJwnhDdxVAoBCkqQatzJ37RrCBuoMLADVzyvdz93wCMNyBOk2yjlgQbFdTviU42CasCz90I6bPU6/t3IjI17m5erhXbn/1IaIZ5lzlr4jg9mGZ+2umAVYQrQBI9mzXfTPi1SOxN/4zO+Qk4qXaew672Yt4f8o0IFMdKyuU8DNwqPIeIeNnmGOvyKuhko/TK6qku6yyuuuEGYzdgJcKbWTuJd30ZWSGV0q+Zv68bNWyh241gltmP5Y3+Rh+HEnXzPjwxf/LNz/8Xzm7/BbDdA7O0bolTXdEpOds+A7b4SljuqBGKjyndB1/x8/8zPx+MmoJJw1dc8Lx8h08npOjH2fRnNK3x8SwoAl392QBOIlr3u4fcRS/ydMpYNJxxiWpGF6EhNJJg8+G+dp5EhxFC2MZUbSqqcqWPkSEnlzy3LEJnzhSfJNa+IhaIRVl0syLccvFtAOFpIVuDqJ03rH0LU1WyjwezlQlzXFs2ObIi2HHkDPFamfno3HDaduTzMimNAcAY533LELgfEpclEIqhZPGcxQ8UmCTM5NWHg2+ysTPcqKXeaRWlKHU7CSHksSRrPC9YSB6x6m1nLbNYQiwwKDCqqnfnaTGh5vMU+9opKZ/DwUedpFuvECs0AVhLMqkcByFZSMcRVdHhq6OsQLG2VQditcHuEBOkzEMxtVWGHYOtYKqUJIj9WXuzijiHKaGk4jzC3IuDINU0OqV3Vhfq+/A+3nNEcTJYaTgH1P77s2+dD+iunVYvPhKHG7quelaixDr6ArlWgoOcOP5f8dqHDLabNgHRH8D+qZS/6CfsfZk6R+GyIXb9Tpws6RGLdx+13/j1r+/+p0buO6qiFH9DNhfhKkzfuzG634PbGYelqvNhOu65tyYzajeH6xrU+W+tbcSrkdS+34GVFCzJw079snZRpwN8vbvqrw07nn5a3BD4L1rmTlM3DwCsxnOQAVmdWWOvdnf3ulGru+tK/t+se9eAbYfsd11rWaFojWg8Wp8SikjTVgQmg4ngaRVvhxdR2FCndaTVVF20wuacEQILaqJ4ANNXJHzjoRxsX2PopkmLlj4w3BZoHZFVqHlRxZvcZE3fLd8VM39xBOkKp+ieByOjLIpEzsdOJ/OaELESUNriaSFmB1t0xBCYKvDwbYsixB53K14MQ2Ywb3Yc5FHMoWlD4xqjDnTeE9yissFAqxCU8dVeeKvXzyjdYFRM1/r1hRTrkomqzLmjBch3HF8tq9dKXXs7Go3Y1vgfEp8OE0chcAieFaNR4mEccBcmD/HUkc5zrGOHi+Oi5yICJ3zXE2Zj/xI6zxHTaxdqjtW52t+VDbYZWUz1QTwB52QBK6S1iBPA/MNphNJjWVw5NmgcchK54R1rOZvqoVJqlx8LEbv7+7JkzOkZJRUPXbGqR6rQY2isw+MCb6z6lYcFvi45sVZHTfFIKBC9EbJlRsp1UIGNVi2X95FeY+fRWZHYqgjU19jGfYnY9P6GLP6WXpJon2ghoo0HvNSjfyUzz2KsiHPHgCCte63jlrKzH74e1simBa8Gq7MZFDV61akFngpP+EWkJlVn/uXmWOEqjkV0SEzA81UD8i7ubHqq7cqRLgZ9Ow7M3PblxrSUB+5JxL7+efTdXOq9kP85wYLT8/gv/xfXn6miLBoHQ+OlPXC4Vxh2Rl9C5hSFFIWnl0KpcCUHaVA3zuaoPSdsmyEvrG6O5vbOLsRXlxlvvfUcbmL7EZ7aR2nj99s7YaxGZ6QdcL7QNEBc77Oz61UGX0ZmdIGZSSPEyaZvR+P957gImYLck6kvAWf6ZtTtGRy3lA0HewkPGriIl0xWeHt/iHPhkt2eaRMylFYEpzHm2OympHkVFiEhqGMeBcBz65sSVp5IgJcTBuKKmu3xNlhsnoA7rcLVqFhkxPFG0e0OAeXeeJ8mlj5gHdVMt4NBV8Sq6bBi/Bk3HGeBjrXMGodb5lU/xyoaqz+ACOpfY1F2ZbCJheeD6nK5dUYcuZh17DUgNmEd2DOo9HXOIZGmNS4mOpIqnXCkfcM83jtMhf6lNnkhNhhtMDBCV9fBa6miSyV1lHDPSGi4IRWhE1WivO4LNdMt9Vs3LjNxiIY55Py3qaCo+DgtHW8tQgcQNh1DZRFapRCymBO0QKxqeepEGEcmfmM4bqTkIoyjjWmwbvqZyNSeQDt7DfjDjk/e91b8VJ5NFMdQV3oczIJv7hZg1+CjtREcSfQ3lJROXCHC4VHvEP8bImRbrWEPmPXxpJemxtZVuxiquOtxsM64OJXG+jcib8tIv+Amf0Ph1rMD6xEan6JVc+Pa9FMnoH2/LkxeFlM4wA3z2Bnl9e9bzBqFCnVyVTnTKC7noSv1VJ7JVQA8tzJ2IOcvdOvUL9TfoZCeX6WzjCnet3sNUd23TV58w/0p/FGVt0Vy3ZD12xZNlu0gG8y3mXMHK4EHrYN26nl8vw5Cpzev49owXlFfCIx4V3G+frumi5w7BqSv4e/usei3JhOnD5+cx6LamYzPsf5yLJ7SJAOnCeGtsrnheusJk+HRkNMUIssmlOcOLJVK1PvW7xEimVUMot4AsCUrt74uH5SDWWkWDUPyar0oeHt5UOOmhVDmdiVkXvNEds8UAKIGkkrSOt8w162vpSWXZk4S1c1q8iEpBNXZYvZ/cOMT8wYtIa0BnGoV4aSEXWsYsPKR0Soa9tNDE0kaw2tTKWQVRidEhEuUsIJLGLDW21fYxcOvGvv5IaW74BVrEnmDcKijTybAruUyDHCPN41c0yaORsnVose7xxXJROdEPyNdtE7/5LL7V1rMli3dcQbJjhuYVBjU4RGjGUUxvmcFMrAMsIyCN4Juwz3Wkfr4DtXytlUcCJkhReTchSNt/q7H9sYIEdhSIqY1TDSIPhQPWyappKCp2T4+WpkVlVxQWpoZSl1BBXni/b+T35QncZnLBdlr8IgMX3fz18dZYFgzXxN+YKAmHQeC3KtaPnMqqnZ5dgMbJthl6GdpV6m2En3lSYnf5bgzJ8Cfhb4DTP7P+f7fh81SPNH+Vx6j99kNYdm7oHNJ7UuXvozGzdW134mye4BjKv/d1ZdYw97ArbrPoy77szsnW3cdQ+nYESEaQ7NDECZGTeeGy+ccgsM2XX35s2MBz/JbE7LxMXTv8Lm7K+xPf8W4+4JZhnv16TpGSWPGEbXPSC09/gzv/brhAC/++f/nrqLM2GaLij5kpIG0IyEiA8r2uVbrO79Do4f/u10y7fudESLJtq4YkznRNdAsyK6Fd5Hgm/ZDs+qLNidgBmxLCjTDnKkjQuaZk1JE0l29N09HI4hXVLKhFohSEM8ENcGIGni29sPSZbn1GrhSJY8Xtzn6XjGB9MzmhCYrHJnsje2eQBnaDIetMcz8T2Qy8iQBxRjGXs+GJ/xU/pjjJoqELpjbUricbfEIWzyxMVupPWeJsAmp8oPUq2K1BlAbnNGnZFU+XDasPQN95uWkxjxzvFWv8SL49m040F3mFFfMeMyZ1Yh0szmgw4jl8LWCR9NiSCwCtU0ME4jJQSOY3UxXsdA7yNeYCqFZQw8iC0PutqpWvjIOvqDOf+OxRjLHpDW+0SEo1Bl1/c6T5zVXjHtCJbpg5tDP41i1WBvl+EiK0OB+61cO/gvDmS/H6NQitEkYX1UScsxVM6MUTvjToTlshr5lbJve1CNB1tHiBUAySx9j/OkvzlgF+SLrH236dBlOks4wwxo3rRVjPbf3AAAIABJREFUEaRO/dWuzfyumeRlvu+LIjR9CfU6E78/APz7wHPgVET+MPB7qGDn3wL+wy96gV94zW6i1xlSn+WqPqMLVUOCr0qqW4qf+rrAPthx7zH+Oeq7F8a/87/f7BDuN5kfWSaOG+XxotQQP4SiSheUIA4zZSiO55Py119kpuJ5uBRab6yj0ftck3kLjOrICl6Ub20C55MyaWIs8tIavvHOm6/dzMjTC8bNU6bhGSVtqnJLjdAcIbJFtc7/TDe0zcRYGkLoSemCNDxHdQAFF7raWxKHC00FdqYH2Ql7F+jbY1Qr12Y7viD4jqIJszzvuw0vHUgGdA4AdKy6R5ysf5zzq++yHZ+TyxZHN8PFQAw9q8U7rPs3nJV9Sl3mHef5iqSZbRmYNFHM+NbwAR7PMiwoptWxWIzcgFpG8HgXaGnBhmrdhCLe04jH0KpS0ukATKZafuYBPe6WfLBVjpuOe6Hh/WmDN2GXE5Mq25wYuogryknb8XzczWOc+joZow8NnfOoCcWMoSQmPQxDc5vrd2k0pXG1u9GI46IU3Dxq+pubLZMqT6aJ3HbVAK8UeoN3es8yVgeZrMa2ZO43kXVTt/mdd5w27acv4g2qmLHL1V+nqM0bGOHra08yIc50DIcjjBucwDoKC183RNFVYrEI9F6YZrC0bBzLIKwOpLbJpXJpFt3e5AFiNJyv7dCilZtSisN7Q3XEdEJkHmFRuzbB14iG9dpdmyr+IMrMXlU5/GDWsQ+9BEBq6OXHdGwsV/XvnmN5uyQ4rPWVgBxcFdLsj+troxt+89frsN4/D/w+M/vTc7fmvwD+XeAfNrNDxbr8YGuffrxn1r7uXDn/vU2YXfat9keLosWuW6WmijqH+s//Ifm48cpI4cxf8ah7jrotIjUtN8jcr3EVqLgirLqW+9MVl8mxPH1M7yZO/IijxtsXa9lMLXl+M7FvWFpDKt18ea71jXc+p2TZCs4vKOmSknbkaYOJUFxB/BIfF5CuyOMT8hRZNCOSjN32KZa3lDLN8gNHCB05XSI0RL8AHyEP+Lj+XMf2dnnfsmofgQk2fMi95j674QU5P2c7PMfEiOGIlK8Ypw3OVUajFoc4Ty4DQzpjOz0jl4EYeu4t3qV1C2JYs2wfHGznZmYMOuEQkmae7F6wsZGTsOLIHWGmZM08m8640h3OICY4blaVaBxaGh/o4glPxudMKB7PoBNJM52PdK6hcYfxj1mEBj8NXObElVYV3FYzqRTO08g6REJw5GLkPuBSIeCI4uicYxU6lr6pEmCDQQsNxkloeNytMWDSQuPutsPcpMQmJ4aiXORC711N+K4tWbIquShjKfhZ0WXO1wiyYCSrgSbRO4LAvRg4biLjHP540gaaA3ncADROSEXZFKMJjpVVh+LoqrOUzmrNve2CWb0WTmpEB6et8MHO2BaldULn95FpxttdYHEgcGO3ukqxMXKiBnNGwTlhGIxxlOvHYNW4om0cOVcScUqwWMjsIfXl8mxeei/F0KG+J5uH+uWVQMovZR23Qi/ne6rm/xVwc0MWhoW07OxjxmiNr+TkLmDn483rLMIbmwL+ZqvXgZuvmdmfnv/931E////CVx3YfPv8Bf/G//Y/AdA6x4Om551uRe8D95oWL0IvEZE6I55UCQLPxwnFSKXgHTyfRrxzbEvNlQkI3tUT82WaeG93xZM0cFW+/3B9+/wFP/m1Tx+nfNK4J73/lynf+0voxYcQPGaCWMFCD8MLuPoAfA++I//5/4tLbfmFX/ynKOfvwcX30DKBb5DY4haPYHEf5wPSrpDuGP/wGwfpiBhGu3iACz2lXGE2YWoUy0QSmibEFJUAWhApRMkMl9/EhaaSX72vUnwfiXKPEJfE5phm8YDYHiMHkAA78XTNMakMTHnL5e4DduNH5FKqzFM8TVhSdKKJPcG3iAguZNTgwxd/hfPNdyg6gjm0JFI3EiUxTRfsxud1Wil+JvTe7Zh2EtnkkRfjOe8PT2rMgnqOmiXOR2JY4IyqnNpB7oXe9ySbGDSxcoozo3GRFcZkE1oEzcrCdbzd3scfkBuyCJHoPJ3z/N/nH/F8GLjME9uciC5wP7Zc6njtCfXBcMlVSqgojQaywVGIrLqGKI5RM61bsJ79+A9xqdsVJSs0zhGckM3Res8mF5IWzqbMJhcUJYhASljb0gXHOjasYzOPUqtvVus9z8bEkJWTJvLBMJERfmJ9mPFkcMIyOs6S4QQed3UTFV39mYjjbFIWkdoZdRV0LaLDSeXYRa8sxfE0VwD2Vu952Hmck2vPm7vWbV5M8DXJu+u49TtefqxZxrmA95WTo752G7yvERuHWtfnKZ1As2Fz/tSxu8+ZPvuBrOX2iOFP/Ik/yTe/9U02c0I5VGON1a0gq29/69tkK/zyL//yp77qN37iJ/mlP/gHvzB+0JdZn9mh2MxMRLZfdWDzagdCAVyk+AYVT5aACIwIRari4LJkBlN2vWchkenyClPj8elD/LxDysBQFFz995KWrx+vObLEB3ni3Arl1gfyJ7/21ufqhpRxg168h+WEtYv6jRs32PoxrlmgaQPLr82WuoqXumuztIXYY0dfI+QJzVvUFB03yHiBLe4hOmFpix49xndHdzrOUDsiCHTrd9id/020pNkFusO5jkLESaUwp+kcAZqYZr+YDt8cg2VKGQi+R2KVtBojzjcg1evmEBVCT4xLdJMYpnOSJtQySQfEQF2qHCo8WRPmM5ix2X3I883fIOcB58I8QnMohTFvyPm9WeauBN/dGdwIwmSJq7zhN7bvsUlbgo/sbEdnkZUsWIUezBgt412AqX7ynDoSmY0b6KTQEsHB2vWID9zvTvj68mtc6cjxQY5qVTYF5wnO03hPuBCGkilWiDie7Wo0QHQepwquOiu3zjPMXgs1uylyv+kBQ5NykQaeTYG3+zXxjl0bqCZ2fXCMRemd49k0kYtyEgNJjW0pBCdsUjUX1BCJ40jnKwH56W5iGR1tqECpZmQloquKtIDj2TDyo4uOeCAew73OcZWr2uksKevGEX0lBT/fJT4YjMZDdgE/22nG+aI1FGMdhMvqgEAbajfyKhnHzY2lxV2rghQjpToCC+Gm8yIi9P2Nz8r+ftV6iWmbGrI5pQpschZyhhgVM8E5CAfiBn2mUmrMwnWurqM9WBLmZy8RwYKrc8e5Jvv0DlLXtqTPYLJjt0dTX/F6rc+NiHz71u3jV25jZu8efllfXH1cN0RzoXz4BP3oDC7O4WIzdwyqpJIQ54AyD6Xw53/t1zCDv/N3/Sxsd1USsFrWx8cG0Bsy1r0j3DuP8Kf3cXfctZkpvPg2kna4psE2G2waoDtG4gIdN5UINp6BJog9C0kU7yi+wy8fIptnpPEKxsuqEkOxy4/QMhGsIN0xjFdwAHAjLtC0p7T9I5rVY1IZKPkF2EDKZzTxHj62SGgoOlDdSSG4FsuZ4rc43+H9Chd6QntM3j6dow0m2uVjtAwV6NyxvARyHsizl3rKG8yM1q+YykiVOyi5jGTbEWNtSF9sP0TMzQRtB2I4Al4C03ReVUKxww+RZXtKe8cx2qYM7MrEi3TJUEaSFDZpqLELNLzTPmLlexa+x3tHMzlyEE6bIy6mKwLKwle+yMRUE6ubFQ6hcw1qhUkPt3+J4tnNrfuiylSqcguEPkYm0wrENBPHatzXh0gQRzKlFcejbskyNIxW2JXM2TSyisY2J8pB9MqwDp6pBC7ScG3mZyIsQuBB2/LBONSTpVVDtm63JaQJJ4IqXNjEYI63XEcQ4TIlhmJsNUGsHWI54FgKapep98pHpfrRJDUuEmxT4aOdcplqZySHiMuJxlVPnKHU95HmXL1+jo4Jbq/DdAeT10MFIJ8UqeWcEKMxjJXDqDqhOtWcKRWCq/yc/XpyNsapAh+oz2maL+5ifNvgTgIvWYHo/J3/gXSTOg+pmv384i/9Ex/rSGy7/BIAov/qj5repF4Hbn7Pl7KKH3C54OHeCWStdtbiYXNVYWzXUtsPbe2bTiPJlKULYHlOC9c6GLbqHVMJLVrv3wzYZsTWE9UT8Q6VJ8wKNEuk5NmTRnDeI2VHGc/r1iL2sJtge0kBgihuuqidnW6NTFfYeAmhhXED01UFOs0K4rKCqANVdUJWnAjOB4oTBI8zBy4irgELhLBgmOoo0MUlmur7cb1H/Io8XeB9T+zu0SwfEZsjStldn3zuWmpK0YkxXeCALh4x5Q2KsYgnZN2RfSHGrnZAUsCmhuADaoEuHM+jPM+D47+Fvj1hownE1W6NKqns7rzOsUwUKzUewYQhTzNfzEhkBiasGE4cR35NMzraER53p4CRrIY6ejxWlKXv2ZQdO53YlB1PpnMedfdft4zPXK33rIhscmKnhbe7BS/ywJArGXgdI/e7nuA8JvUTvfQNyWpK/To2PGyX9D7w4bDhyW5DNkVEeDYO3Isjx0175zHaKkYmNZph5H7bctI0FKtE3VGVIStb09p9mp2VVeroqhVh5RqCuJovZXOQphlP5tiJy5L5ncerg3Vt9lUM7s12/k6E7aSVg+SF41kdLHh8vqTzwmVW/NxpNq0RumrCKlbeTXTCvS8QLLxaORulCHF/JZKq1tiHYarCMNx+PEAlGwvcOBUfEFyYGTrO/Bqr8m8Xa2yC9IbVfRij7eqm5gcwJhMRXptw2nnI7ib1+yss6/489ToTv1/7pJ9JPZP/fQdf0aeUiPwjVAn6u8AHwB8wsz97kNemmiKZlyqRy6X+FwPcP65AQhW0EhuTGcSWa+mU9xXo9B0MqT7XBXAOGxN2CFMGoQKb7hicQ4bzOvrpjrDdc7h6Bj5AGmvnplmy1VAzmHZnFC1YGWfPlgi7C0iX9QwiHsu7KghvDsMLyGnL7uLbmGWa7pQ0bQHDh64qqdI52EjT3sPFFWNuACHEJVkczkVic6/ygVxEyw5xPWl4Dqa4uEQOMJJQKwzTC0Q80fcMnIFVab2WCZVI25zgtSfJFSYF3X4P8UbwPYv2Pj40WMk0YcVbJ7+TlHdYKcRmxaK9R3ARd4BY4NZFBp2YdGLPVffiiBLxvsGZ0IeaH+XFV468wP3miKs88HR6gUNYhZ6V71iEnovUsilbVmHJvbhCxM3PP8wur/fxJlNsdY/zPHGRRy6mxFEMeHEEHKEoPivL2BCAwQqtBLyr5NP7Tc+H4wZnVf5eUHYH6jJ5EY6byGnbVBWsGRdpYlCj9Y53+57/5+KcPEtm1TtCqRlv66au96ooOSud96yDr6lqroaFHMeI4ChmBwumNKtKqVSqPBoAETrvGLUSd6ODmHc0ace6qVLwbVZyMaKveXjFGUXhPBsnrWdbYOkOt85Pq/zKNMVJg3jHdlvFGU0zp8DP+y01Q5Vr89SisDzwOnUHZeA6EVzN6vkgGGEtaFP3tYXMdIvn8putRATiby1Ac7ve+GwrIj8L/CLwj1Gv7F+Kz42I/F7g3wR+P/AXgLcP+fqmClPGrrZwflnlcW2o377LDdZ3MGUIwqUVelO4dwzbbbXMFYH1qoIbP0AbgcoZYNkj3QFkoL5F4gL8ORZabHEfyyOiqbpUdmskD1i3rIg99AjQugLjFQVBLj+s4CdtYbgCG8B10K1BHNIe4drVnZdqpuTxRZV/jxcgEJs1kPFxTRrP0bwBt6bkLWYOtcqhCe0S51eobil5IJeM8z1eGsQ3aNkiBBZHEefvPvNWzQzpimG6wLtK+k22JfgF6vI8coI+nFQnIQMzD2osu1OOlj9K4zsQYd0/xixhokTtCOKIriXGBcv29O7HFVBVTptj3ts+xUv1V+l8y2W+IvOQPvQ8H89pHMhouAa2ZWARWu7bEU4cK7/k68u3uchboouc2IrT5pjj5ogD0ZiuK2m5Jo4eNS0/sb7P5TRw3ky1tT8bnDVjphkTnXga7zh2PcEJvYtMWvjecFlVQNSRSucCjfMHA2ECOHFc5olmThw/dQ5EOMuVNNLHUBVTWYlaOAoNT3YDSaEPgWWovJfHbcfTcWR0nkaERjzJtBoUHqh7c54qp2YajWGOVnjUC5N6nk2ZsRjBC6IZV1IlQmPziKd63ShCF4QXQ2abja3WUBc1z0n7JXicvHLtdb5F9wBSYZqgbetp2KySkcfh5knOHTYV3NRq/tPt5nUG4sxS8DcmfaPdvRP72/XF1WcCNyLyEPhHgX+c6nFjwD8L/Adf3NK+r/5V4F8zs1+fb793qBc2MywlrBQYc5XDdQFCA6KVBRd83SYEx7kVzgvwtUeQJtjs6jfRBBY9LHvYbOqWuQ24cDg7e5zHmgW6eVoByjTWrYZvcct7NUpiPmmZg4THq2I5gVYOCGWAPNSuDR4WDX5xD4k9rB5xCCqhaQbx5FSjB8BRbMDHI5xzxLik+EAIc/dFJ4o5pinSrb6Opit2V98hj2fMFrEgBUkBHzrECaqpkngPUCltGdIZUxnJOVVindSZtvMREc+iO+HY/2jlBZQ/h42eB8ffoPGLyvsxJZeBohOqyrJ5hPOOEBacrr9BCHcHYqNOeOe5F4/4Xeuv89e23yaY4H0kSgA1ng9ns8ekozS1ZzJo4iQsebd/i2SKocTQ8NBFWt/wnc37PBnP2JWRn179BO4An4GsykUeKVYDTptZQv24XXI/9uzKxIe7Lc/TFqfQTHlugjoWoWHUzCYrWAUO0XlaV40oV7FhHVve6e4OxAFSKbw/1LV2rtJvH7YtT4aRISlPxmHmJYWqRrI6dlaZDfGsMJnwVqzREZtSmFS5TIlFCEyuYBYOBsSmUkdfjXf86BIGhVUQ7neBZ0PhYeu58rMbuY+kZkFSYxH2Jn6CWZWGb7NxlWtHZCrGxWS0zjhq7KDcm4+rGG7ZtQCvJkvqnNM0C+OqhencvakZYAdeXzWoQmbWQf2dViMVqPe59oeHdPvDXK8z8fsFKqD5e4G/CvzHwD8E/Drwn5t9OT05qXrfnwP+WxH5DaAD/mvgl82+Hz6LyC8BvwTw7rufznc2M2w7wMWmjnvbCIsGxsQcgFIf2HY478D7GnVg4NZLdAwVEJUMOBhG6FukX1ZGTBNwbVPvv2v3Rgt29RR78f9hL76DDhswRY4eIj5ivseVAfER150gzvMs/VkexR3Oe3S8xHxbR1J4iB2EZf2/b5EHP4VfnVbi9B1LxGOaafpTNA+UMrBc/zgmQmhWlLRl2nxESpdoGuuxm40P83RWFRMu4OICLwFcg5ARB+3ycY05iAtM83WG1+ctM53xnDKMLyg6kMoOLRd4iXhRcqlmjU3sGdJImVqcM652TxAJNH6JD542HHG2/Q6lDCyaU06W7xBDlY8fovYxpOIc63bFj/EYJ4G1a0mWUZSdDqhBIpObugVt8BSqR07rG1KpCh4vQtFCHzqSJdSMjQ5MlmnlbsquSv4deD4NGLD2ka/1a4ozVJVBM95DyI4n05bNqsXnwpBHstZAkW1OdK1nmm8fxRofsQwNp7GnC4fx43k+JYZcL6w7rYZ+QTJnU2JbSuXc5MzWZRrnyCFQvONyHq2N5sEqP+d+0xIEHnYtwTtGrSO+47Y5mEPxSyXCIgjN3L0os/XWMjguk6KhRcctu2Kso+O0C5xSR2/nY+E3xswu19siNh/rw2V2fVp5L3TdDFYEStm9ZO/w6qkoBihZriXmznGwrg1UIOVijXwwrIKZYMicvm65NnV8f7Bf+dv1BdXrrgr/KfAM+P1m9l/t7/wBEKjeoiZ6/ALwd1NNo/8b4F8C/sVXH2xmvwr8KsDP/dzPfXqTvZTa8wwBhgmJAVv0swulVJfhNoIWtGlw3pHMuLCMhYDf7mpGdTFwc1y4GTYz3mTRQVEs391J1Uyx7VM0JyjVxbNG0HqIa7xlzFfyql18D1Vj4RODRSyuETfn3JjMfd40b3+a6nC6PMV1R4fJFHIeH1f4uKHp78/KLI+VmhvjmyP8tEG1gNWcK8RY9zvS7ll9rBZMU5Wlu4hzHi2Okgdie0yIi5mAeOfVEkNXxx1lx5S35LIjlS2OwEn7LsE3xNgRXERNCTGhCpe7Dyp46SOigd30vO7oNTPmSzbjc0JYUDQdBOCsQs+9sKJoBjV617HLIy/0CidVuXGVNyzCgpwK6sAXCD5ylXcIQrLMqT/m6XjGRbriO9v36cOC1tcuzkW5qs7Rdzy0Q5l4Om6vAxiflR0icNL0OHE8n0aSFhJK5yLmBVXHZc4YE2ZCcI7vTVe8JYvKBaJU7hjKZRl5Pu04be8ewZBnEodinE8T26IIxlYLSY3eOy4SXAwTD/qWUArFe8QJyxCw+fGOarDXOCE4zzIGkirROY7iYbqMUPcB26xcTDWHq3HCYlGRwF4dPUcHIark2LLJSpRK8obKM1pHR+8dR43W7EUBNeF+98WpalSNad477nk1e0l3KTv8PPdxHppXsKtzFQyV+XT6SSqsu5Q0wAi+FViAbl8+H75Gdf3b9ZukXvfR+Cep/Jr/TET+IvAfAX+K2w5CBygR+TPA7/6EH/854B+c//3vmdn783N+hU8AN29UVnfBBvWs0DRIjJh31d1x0UJJSJqwuMSyoaZ4AxnGeuJ2rrLPMjPTreZJibgZOPn63x1LTKFZIZun9QRvNW3chos62nEN5iOmOzRPkLYcuQlw0Pa45buIjuTNOZZ3dSxVJkArKOqOkAOMTvYV20rEdr5Ddc7bco40XoALhHZFiCvUEmn3FMxTis6dmExwPVkLOW9xLuKbE5p+RYgdISxwvjuI2aBzAYfHE1EtmCVyTohEuvYY73qasKhgZngfLdVF1cdE0QmnwsXmu4gYTThh1b9FGSZUC1PekMvEmK4OAm4aH3l38Xi2UhdaH3lv95Rt3vF0OqNxgVEnel3gxRNH8LmGgyxCz9vNKU+nM76VPuQyb7jKW56MZxzFgUfdfZJd8Ih7B8mVUuSlZOlihSfDlmxKIx6PsJll4V6YyfpGI55BlckKHZ4oDp2N/F5M9aoWxLPJmauUWMe7OxQvvGcshRdT4sWUCTiyQUQ4SxOr4Cma2ZXCJmXEjG4YOIkNyxhZxcoDetC0HDUBcUIU4TIVGlelzEcHuhJPxbhMSrmOXqkhmbti9N5YxurXc651HKg+4ktiLMalGG1QHHWkowgPekcxz3kqmMHjztF/gcqaNAMbuOHVdNenHaOUHYvFx/9+sxq98EWGZlqZvWS8Qak8HE03HaID+Ib+dn0J9Tq11B8H/riI/BgV5Pwh4FfmH//9IvInzT6DM9Brysx+/nWPEZHvcmBQBVTQ4QR1oFc7uLiaOzWzV82YqiV44+sXqokYsPCh8l2mCXOhAqFcTepoIsQWi9Ql9wukPUDKm4+wuAfn38G1R+h0ieFxy4e4e+/C1Udw9SG2O4e8gzTQuMxGG1xJuG6NNI+J7QXT7gx2L2ovuFnhSkbHLdw9zeC6RITQnmAYU2xRLeR8dT2qUtdiokixerGWStzN0wWYAyeIizTdvZnD4wjNGvE94tuDuBNDzZbyPiLiaON6Bo0BMWjcgq45Rm0ilw2CY8obXCyIM3LeMeUNXgJNs2a3fY9iaVZGFUR8BW9lSy5LwgEI0Ku44KeWP8I35XvsdMK7wPu7J1yWLSKeVVgSgmPte/pdQDKs/AI15aJsGUg8mZ6TrXYXl76jqBIlsA4L3m4fHqR7dxJbViEyamEsmSe7LUqVKleZdf17tyIkMwQocQ58tErCFecoQCpVhj2U+jkYNLP0kXwg24J1DIyqbFNmGSqgkjkxbhUjgQrMvXckjKHrWW6v+LFFxyJGGud50DYo1fMkinCZc01CB45joDkQkXjUfZep5sXVgIXKoVGg9QIi7PdnQ7sih5Znu8wQhBejow+1a7P0MietC10IOIEuVrVV9wVdxMsrf7Kqfvp0rxhVY5r2HByjaQ47jrpdIpW0Xy6o4MbVbCZrZ8+dN9ij7AnK4vgtJ8X+Qddnwr9m9i0z+9fN7HcAPw/8MeDfBr79qU88bP0x4A+JyCMRuQf8c8B/f9cXFZlJwPvxVBuow/NMlZvILPP2uL6vignx9Ejl6owT+04NsalS7D0pxwfoF7hVjxygJS3O42KHNCvwDSwe4denSAj4dgndETrusN0LuHoOeaITJRUHx+/A6i3c6lH1nrFcCdO+r6OtvMGGSywNr1/IG5aVjA8daKGkHePmfRCHCx2mA2aJpjlGrNCGVE/SNqFlIIQFsVkhrmUazyjjJVZGpuEJqofrD7fxmL45Zt2/Td8e0foVy+4RR8sfoWuP6JsT2nCCE4eTiLgMJkS/JJUNANEtWHanFK2hlEbBiWNMF7Ns9/uzXT73ekPLOi7pfcu9sKZzLY/a+yx9y1FccD/+/+y9W6hm65rf9Xue9zDG+A7zUFXrvI/dbURUBGkQJWjnKngjKAiidCciadqAUcG2b6KCiRceQI0SMBfxEDAJUfFGsI1glO5bTYIQSNq9u3sf16q1atac8zuMMd7D48U75qxatdfeq/eur2qtffjDotacNec3R33z+8b4j+f5H874wvA2/egJRalSGW1ktIlqlTO3JmjrkbroNrzVP+Dnhvf4+zZf5FF/eZpjdJ63+w1G5fF0JJsxuMj7056bPCMo7wwbvHre6je4MeFSIzHV4JgTVgu9OG5L4mgFJ0qthWPKpFobNz+BRsyrsnbNKv1GF4mqQGUVPA9jx6EUgirv9j1nPuCqkZzjaSrcLIRorrXpc0qhApcxctlF3uji/SroFLgvoNQmxt0lY6yNKDoRcjWCCtuwnJbyBLXy/rHw9V3h/UPmO4fC42Nhl41hKQbtnLDxStD2GKdGzsY82/dkUzVD2g++8Kf0zA5u1qY9rwripFUsJKizUQ7LxCgYbi1/YJJSk1H2UEcoh/ZYP8Prww99xTWz3wZ+W0T+NZq4+HXhzwCPgL8LjDQ90H9wige2aUZ2x5bmeBd/qQKxa38ud4c1JZYevaW2wSEmBV2FAAAgAElEQVRKa1Y92yAlYcm31OLa/IOCYTGgJxhJW0lQU0vL7Da4Ordm7GlHefoNLE0twM8HKK2vqZrgnaG+a/UKssHSiKjDfN/s4Nkj3RdQJ9TjFerfOsm6B6CWI/P4hPHwuGlpqgEFF9f4sEE1YPWur1aZi2fYvNXG6TU1vYplat5R84HD7deJac/m8g+dNGww+IEYzlB9H+9W+GGNiBLjmk33kJTHpsOpI2O+bo3wCCFesCK1Mk9LQKQPZ2yH9zjMTwhuRRe25HJEOF04XrXKuV+TLNNp5Kvr97jJO0qtHOvEyvV8dfMew8Gx3xgr1zPmqX29BLbDCjcp0bWs/aCOPnSs/cCgJ5gy0izgJrDSyIOQeQItQLDoXToUYymMJWHapgYVCKK81a95mkaCOGYK7/ZbzkJ7rTxJY8uPqZWVO42gmOV4vDrWonhtJCWocF0yoZl0iEF5GALddKTSCjWnXPhwnBi8o3eOYsZtaq3gryIrZvDC3PTVS25Om4bcEZI7zfJUWhFmdpEUVnzzUFtBZlS6Sgv1S8Z5bC3gz19644mFz+NYmdPSNWVN2+SW9VL8lJdbzsbx2I7urr7B7NOnPT8qrBp/9a/9Fb77+4/pZaC2u1Vu6hU7u8EWn/jXvvY1AH7913+dKB2egGFMNlIpDLJGUL7ylS/zy7/8K9QZTvTW+hn+APg0t9TfT5uY/EPA/0MLzfs6wOKU+quv/AgXLJ1Wf3L575SPCze7JaCvtDTH4zK92B/a2ip4ONs0YbAVHG2HLl5bKPGY4Dg10XBYJje5tj+n1B77FCgzlDbZIB0gj1jo0e4c0wAyI8MW20fQPUwzuoz+zQriByhzs0+fv0fRgMljWD2AN/4Q6gKksT0PJ4qKL3mk1Iky78hp3yYffrWkOYNoYJ4eY7UiCkoT46pGnI9LeN+EiG8iZb/FRO71O6eC04iI4rVj6C4oORH9QN9doho4zt9t/46cKDW3rpvZE73i9Q1UHGYFU2Ho3qDWqRVYaiT4FU4D+sPMs38Appq4TftWTCoR05ZcvPI9V+mWrR94GC+a20mACh9OT7lOOybLvNM9YOPXXPgta9ejqvS+Z60dTh27cuRcX95iPS6qT6faco5EEZM2FTFlcI5UC/uSybVSg1LUcZta6nI2Yx0cubb33VSV2zKDNFv54D1I6546ibNHhLPoGfOSRCyJXSn0okiIzBWCtFC+2XvUjKuUGBerz1sqFG0ONDNjqi2tGJqI91RER0W47IRsxttOmIoxVeM6VdxYuOyaZiZXOBRoJofS2sJpQuPrubD2d11TyjYoh2Jg0D/nvDoFUqrc7ow5twPoelj18n11Nc8jl7aOQpohtVTou5Zr88qMLQKVgiILsWkfFwoOR14+1y9CoUDEE5dvFXoZONj+Ex/6syz+/GnDp40T/gvga8CfpeXc/Ke83mnNK4eV0txNPnCf7zJNsNk8C2EoFU0z5hRRx3VNBBw1lUaEpJXO4fVZ5ObQt0ebE3a7b+F+L3usopAndH1JLjMcr9tkaLhEVxfYeAW3H1JcbGEMvbI3pZpgecZuv4ts34bhHBUF9VT1bSX1wd8hxzVy+VXk8ssnKc0DyOnI8fab7K7+buuv6s7p45Y0XuHjljQfmXbfbDkoLuGkkNMB2BOHR4h2UMalYqIRHIXF6XU6q4SIw7tA313SYxyna6Z0Q50Nh28X56UXalBHSS1xtvNbVt1DnHaM8zWins73TLmRxFonSpmI/Vv4E00ZdvmALffZXh0fzdft5G+VqSRu6x4TuMk79qvM3LU7z6ABKvfVBpuw4o3ugrE0MnFTDkgRVq5n61ftNfISEFlSdM3Y58Qhz6xC5Oe2l3gR9iVzNY14hKlmsglF4TqNOKdsNXJIM2bwQT2wrpHbNLfOLHFsQiSVcrLXau8cc6msF/F/tcqxGHVp+X5vNfBGH5lKIaaZ6kOz3JfKVDL74phrI1rR6cdI11haO/hJO5sEbnLlamrN4CvfSNUxG5ugdE64CBmxghqsffueQ2nur21oq6ipwkU8LaF5HjkL82z3isnjof2/9/ap1QllOZ3ebfVrWWSCr3ACIiL8yp/4ZdJNpR4AAbdphbg6gL5Q1lmO9j0Oqrttf30uLEX9Z+I0/qnFp10d/lHgC2Y2isj/RVsJ/URBnKNqE9VxtqLkHsbYlHjzcqswp+b6MINVR7R24uA4NRGx90uGjcGcYOXQbnlqS+ZU0n7xPVUU0hHLE8w3SNgg6QbKiuo66v4JooJpD+ZZa8XLTN1/hNRCWT1EcNi8g7RrF+Bpj4x7yuoSjRtsvIHVxUsfb553jLffYNp/m1pGSp6oeY/6nhAvWshfvqHWRClzc9+bong0DAS/xa8eMu0LNR/xYYW6QOgfELoHzVZ+Iqg0N4ygS+hgq1bwroPa7siqZcDIeUREqMmxGd4h+IFcZoa4xUSZ054579kOb2BWGPMN2/ryUQB3eFGzcMitG+qD6SP2qRXiOGlW+v0qIw7UhGwzIsrWDxiVsU4Uq+zKgf1iE3fiKLXwVveAl91M9Op5Uo58OO2be1BZqh+6RgDUo9YajdNcmVZhIW3GXAp7S2QMv9AXw1h5j1fPZIVDzjyKq5NdMKIqUZWnaSaKsvEtsO/JOGNA75SLGJiKI8yJbNZkedZWLL1zTKVyzJmuCKM6Bu8YnGtFpbVVM5wKdSEy1YxqYNamGUZzVL1/zFzNLQE6zDu20XPImV6F3gnV2sTG7NVecEu1VoSZF2FwbqnDKbWOqPUPmOC0BOJGCmIAQnNW6YnXZt/zc6MQLoXatdO+iCDhe4kNtHvbepdsrMvXuOVPteaida2j6md4ffg0chPNbAQws53IZ9Dv/oohIuj5GWWcoBQkKnY8wvG4NINba24bWrw+T264cJ4CbVIzL4QmL+WZ0MaakyB9gGHADadZR2AV0UipFTk+AQQLA8Qz6rRDh3Nk+w7lemrrJRdJ5hEqtv+QCsjj30Hf+HmQ97D9FYwHRANQwRKSRhivXprcWM3kfGi6mCUNVdXjlpWUcwOW51aQWWcEw0vL4JGuiY9zOcDRUPX05z9PmW+AShgeIC6Q51vi8PAk+qAxXRPdmuqbpb/zZ3jfpm9TvkUlcHP4BqjQ+aGlpArkMlKtkPIepy1grpS56XPSSIxbnDpyPZ1Qu3ORsTy7JTzkmat8TbbKd8YPceqoArflAFqRLNyUA00lBFfzLUSh045cM3PNHMpE5yLFKivpKFQ8L3ch9tomLILQq7uPGbhJI+8OW749HXmSRqwugWmulQhVWrDggUyuhU4cyQphdvTecxYigrLy4aSam0POPJ5mSq1MYghGUOXhEr55FjznMXI1z3TziBAZvG8dXyi7nFipx/uWbQNwLIXOKbo896c71jax8dI0Nr1r+ptSK947PpwKt8kYgmKiFPUcckJVWTlhE9qq2onjVRdFBw8hCE6NaWqnUpVnhZhWK6tViw1Q7XjegOt9Izd3m/07zc3rgDpFtyw6wY+nEtfcpjUiYFKx1AL+EMDb/TlJvfwIytaXh+XabtCb4v6nMlH50572TkT+/ec+Hl74GDP7d09/WK8XEgP67lvY1Q16u6eob1WzGKBtRdW1vBuCY6WOgy1Wcaewn8Dntkz2/l6ATOyQszVygpUUsIiUDbGKuNiaXi3DMnaWmrG+x8o7lHnPorprb7g0IXNzRFUnyOoRlH07kZi1x8kJG5tY9mXvL+93y1ZbF5RCyRkpI7VM1HKg1EJtuwuQiHeZMXU4N5DzU7wI4hxSIXQbYn9GnvfE7gJ1HeKaHsf5l4sLrTVTayKGFUZpK7Kwwmkk50QuHzHNN3i/AivMdWr1Bi5Ra8ZpwGmg1gmnfctNssyYrqhkohuI25cPmrvDxg2YVYpVUk3L+StwLBNBA14cDmXQQPEgJmQyU04MrscQppqYLTFawolj61akmnGq5Lq0jp8Aq9BqE2RJ71URvChjycxWl+4tRzYjTBlXjMF5bmvBWSWzlNSWynfLjl+Il6ycZxM61j40Pc+J8HTOpEUnNJXCWCvvdh3OCVsf2C67ka0PxGmiivBoSSNuzeHGKImL4ImuZc04aRft4Bat0QmQl8oEpzAt17BxSR8uSKuDKE1o3Dofheo8Y1FW0rqvDgWCW6rvPmEacUp0nVKtME/C//g//TW+8Y1vfOyGpOQjJoaY8Y1vfgeA3/iNP019fqdzL0FvROPnf/7n+bVf+7VXetx3eJEY1NQaw1mOpiZBO4HlHtaykY+tLVzj669qsFzh+NyeLFds7X/qVmKfRm7+e+CLz338V174+CcGooqteuru0Nq9t5vmhgqCzRnxoeXdrHquayaoe5YOvGkWcem7thQuimxW6MMLZOiXZOATwAWo89J9ErF5h9WC5Ak2b2Fph5UZ6ddI3GA+cF0jG03top1GzHfUm++g6djITDXwETGPhB5WD5AT9PWoa86WUuel3HIPzIT+IT6uyXnE8hGbdwgeH3rGFDlMPbF7hPc9LqwZ1l8gpRtqOYI4ahmBVuGgroNT3A+LUGpiznuO0xWqjujOcC5ys/sdVB1DvOCYnnJ7fEytE75L1Coc5yuKTQzhIZO1gsjo1231V2cEYdU9pAunCRAqVrlOO4oVihWejDcttM91ePWUWuk14sThqlKVRcwbOO/PmGtCBQYX6aVjLM0avqtH3DJfUHEnmzJsfceb3YqnubXRB3WchZ6n0xEvwtoFpqVaQa1QneNmnvCurYjKQjYGDQw+oAbnsWPtOxQ5iQ0cGhm/TYnrlBHgWDOlwlOn9OZRhMG1Vu95sV1348h5FzimJjCnVnoVJqtYNg65ieQfdIGLEE52cSmLU2jOlY+Ohf/lr//vfPidb9MfnuDL3BK/NZBCx7E/5/H1AQs9f/03f5Oqjjjd4sSIxxs2N9/BL4KRV0EYzIxpBqvammxsRykHvG/nGFviHII/p9aJ1eqMUiZUQ6tguSc0p3NG/rB4UQRsLxbRZzBnTQ5QGvFZdNqUDG79mkXE+YXnyqy9aBZNFvx0aH8+LcTvX/5Bfy+n8gt/HnCckNsDWjKl1FZ8aYp5hcsLkJYGqs6zr4U1wGpAhx5Soe4Pbc5qNHGytDsmSQmbE/JijviPABHFVo/g6pstqdj1MO+pcYVzjro/tsgddbjt21Azk4TWYD6cId3DplOZbqlh3azlAvTnuPUDLJ7hz99dSMPLo9YJRRnOvoKGc0q+bjbruKKW5jpyvkOlBfLNuVUwtFoJpR/eAqBMN0z5Fuc2qO8p+Yi6DhV/kmNtOpvcHGVIm+RgRO1QF5ZE4sKcd+SSgIpVRV3mMD1G5G2im1iFSxBQDaz7NxaStKaLWzjRyeRYRoq16dJNPnBT96xcz/vzE8SEoI6ogW1YEUugP7aspk4iT9MtsyW2bsW533Ie1+RaMDGs3nKwmQvd0mlgrvkkKcUiwpfW51zmiblUoiq7ktiVme+OO+ZaOfORqA5/LIgH7xznoeMsdnww7anFuOwGvDq2sQdrIZq98ycT6B5LYXCOnSZyMT4cExvf6F6ulW8djoBxkzIr7yhOMWvloLe5/T68Nh3R05T44Dg1jU4XuU2Z83g6vU1QeDoVvn2opGpk8WgaW19BafowaqLKCtNAEIH5QMhHsu+pLhDmHWoZ8xHSq+sTeD6NGINf+ZV/hb43jsc7LUur3cu5NZgDON/W012UFrkgd+uoVtPwui7Md0Sl3cMa2i9TmBd/fOT+c5abz+F+WmPL5063Pf10fNLzI4KNhdaxARYU6T+DfdlrxI/0rxORf5iWWPwvAe+e9Ig+A5gZNqd2x+ObfNGgTXBCaK+VoYfgqRWCKgerSK7Y/thycUIA79okpNTGlG9uscsLZJob+z9BSrGGFfXiC8jtBxCMGlcoIPMOxbDQ3zd7y7xjnyPONceXiUHssTJRd99FxhuQiGwD1p/hz95D+i2ElycMtaQmZOwv0HxENDDdTsThzVYjwYz2HaRAmW+xPNMFI9RErYnQv8E8fkSpiTQ+QRDK/D7q1ohV9OE/gI+n6cGqVoh+WNZLkVzG+/OXU4/RcZz3gDbCEs6oOaAmxLCh9xtW3QO8HzhbvUe1wjg/xWsg+PViMT+NvaMsK89shWqVTiITM1INUeUXNl+k1Pa7/srqHVYHzxwK1Qo3adcIsh14mm7Y+J6pJp6mWz6cn9JpoLiWnZNORG6gaW8uY1sd7tLM1fGGqWQ+Go8kq9zmmTfjitWYQDK/sL7AFHoNlFp5ynFpKbfmCKuFsGh5ToVirWG7U89NGvECnSq7XBqZ8o5ja1Pko2kmLe8Rs4oqpGzMBtM8U6gMi+MqlcpYGgk5VeJvXW7Ekfbc/tE/8kuswh/hnZXnLAiptpZvDG7myneO5T6f61gqj6LnslPeGBy9Ey6ivppCT55pZT4OYRgap8rJ8IsmJy3+gHluKoBqTaOTs6HuWa/U8BoExcA9sQGw0obmrm9ZNaVw7/7ygzxrEVdeLDY/Tf3dD4OoSxTJcoB3IU3puQNLFXMVCT8584kX8QcmNyLyBvAv0lrC/xHgt4B//RUd12uHqUDKyJypTluAX/BocJiTpSPJUXPCGazFY2kG75FpbqfZvsN516Y2qUDXI3fv7pQbCXpJiPOtdmD7RsvPuX2fOu9RHzGNbX1WE2KFnEfeDnvErH1ePVKNisLxFpv24I4wb5qOJ66Q/hzxp7ljV9+hfmgTkbyjP/siTiPz1Fq/RQMiDlFPyUem5FGt1Hxo4WRxS8m3VKtY2rfOKR2pGGneEbrzlz5OaE4pEW01DLoluAHVQB/PGdIlT26+Tq0z0Q1kPzGnHWaFUpRVfMRm9Tar/q2lr8e1yga/bZobywQdThaK2KYqCaNSlzPvVGaqwKCeYpWZjDflJrcsnKrCsY5ECXQ+cO7POAsbnDqspvvnIFOpYjj0JNu+F1HNuEojY8nsSwKFYMqgjqjaagvmwnm35IeoY+0Db5cNh5JQaZOp2zzz7XHHZhEUr07QDB5VeT9POGlTId+1CoXBKckq/VLJsKuJMdf75+eQKyt11Ni6qUYqQZSRcm8lv6CJjk+Fu36lh50yFmu5VyKcR8XJ3VbCGEtb5rzRC7cJzqOyCUo1x2VsNnDgpV1xPwjOvUBwpJEsEWn3hP6ZsFi71g4eaBOalFqacc7tQqXSkjZSauTnVcLM7onNPRZuIE5w6+dqFZYnUBxIhHp8RnAkvP7aBRGBdcBKXVyKgs2f4NZ8BSnUnyd8WohfAP4Z4I8DfxT4HeAvA18G/nkz++BVH+DrgIggTrHlnSfOYwPIao2U1Io0xSHStAEb51GT5qgSj23XSN+3F/E0YzFA9IhV7C6H41SjVFFQR00ztvuQfP0tqAXZvoG4DnQLEihhQK6/icOImlt68dYhfkCcIuMTrHbgOlQMSSOyfoicyH0i6lthZkmUfGzhXZs3QQXXn5PHWwwjq0fEEDylKipGSXvSvEenW7CW4JXzEe9WEByqHTUfThaIJSJ04Yw57doUJ6yJftvawfPYCBieMT0Gq0S/tJEXxbsOJ57rw+8zxEvmwwEnAVGlD2dAc1SpeMJLCp+hCYdzzVynA/sykmshusgFG1LJ/P7hu2zDmo0fmGuriCi+pQB77wFlru05dShBHE6UTRjoNHIZNgy+w52IjKVa2OW02JWbrduJtFyYlOm9Y/CB2SpFhGDGF1dnpJK5zjOd89wwsZsTWx+Ya2FYOqUM2Je0BOS93PFGVXpVam3t3pfBUxAG7+kwtqEVfTpZSj4RihPmWnmSZnppWUilwiYqUyl8MGVWweNUmGqlP1HYYHCtyRtaI7gZvDkoj3rHbap4baucsugrttHxqBcMYXCCCPfEZuVeCY+9h/eL5OO5fJq796wtFnZVo1ZBVfC+tdak+eOnzLuNntAe71VDRBB9geC4F/7+E66eIoJbtZUW8vrFxB87lueDWJ1yz87u8Kptcp8xPm1y8z6N/P83wL9nZv83gIicNCX48wABOG8pxHKxgZsdYoaJb2+yPrYX65iYamWjrinSXQKn2GbArVZUGcE71Ls2X9Wln6o70dJVtK2OjrfY/iPUCna8ahkxZ+8hdYYakDJRakEl4alQE5iim7fQuKdMtxDXkJpFuPqBU5/mrBZyusbKTCkj483vE1Zv4uMaF/rm8pILQjznuPsGTiuGkOc9ad6125/lBKPi0O4S788xS5R0IE1PCPGiNaK/JJwGhu5Zp9L++JjD/BHH6Sm7w/vM+ZZU9njtGeIllj01O87XX2LOt6gotc6kPC/pph5F8a5H1VPqTODlyc2xTOzLiIqwdj1X5Ya1DGzjwPvjEzAI4ii14rwyd5XqoPcdhzwy2czZsGJwkbkmmkJDCTiieLw4Nm7FcII0ZTPjJs3clWskK8y10Ktn4yND8ESUWmHoPD4XTISpFG7TzHWe8EuB5cr5+1BAzJY1VUNdKgheBrIE7x1LEynva+UyeC67wHkIpNqExO8MPYecEau4IvTeMZcmej0PgRpasvLKe76wcmxDIKij1JZYPJxId/POynE1NdK0cspF1y5UQYVJhK1XSq1Q4Mwrw7KaeNA3sXiqxqEYhwK7VFARet/yb065ohKRTwzcq7Vye9smMY30VIZBcK4p4AVbft9tHSlLTtJS8/daoEML4bPSdDQ/zFvi81aSKU6wwdN6O4Cgn7tjPDU+jdz8beAPA/8Y8PdE5OtmdvXqD+szgCpSDZtm9DC2MLEuwuUK8YrWZb9+DkerXBJaQFNtQRNaKnq2huhg6R2yLjYdTh9P0i0F7WRhvkfSDYI1B9XZW4A1K3q3RboNHK+w+ZZOaBOp6bZxl26Lrs6hzuSn3wIXkc2buM0jbLyG1eXJVih5vgYzSplBHLlMSNrjuzNC/4Bp922c69GuwwRSjqTi6TdfID/9/6g5IUVwzhHXX6ZfPWhB0GGF84sdOh/x8eXdXc+j1MSUb5t9Ne/J9cCc9uQ64eMAUrHqMFNUlFLnJjquhnMeQUjlyM3xfTq/xvuBTf/mSY7tWCbyIiieaqJgmBi5Vo5lpkjlUCbmumvTDAEEetfTS7vKvNs/oneR23RYrNiKSWSlPQ/iGRfxVM4uuyc2d7iajyQzLuOKTejItQXbb0KPmpGD4/F0YKqZq3nCMDYu4lQIohxrYbRCXzNzdQyuWc1PAUf7fa48rHCsvOMyRpwIQaGz5pbqnLb3nsF5aDctc6n3gX3HWogSOeR2p1yX8f8pJw5ehTcGBy+ENvROMFOmYryz0jYdoYUnroLeT46yGbm239FNMozKmSlTaeutV6XBucNxfBbmbgbTJHTdM+LiveC90HWVUoWUGgnyTgivKQxPVHAvfz/yuYF4/Ymf1jyPT3NL/ZKIfJkmHv63gD8nIv8bsKatRn9iUGulXj2F2wPSR6qBXN9iu/1Sd9/BusfWPbNVjlZgs2pC4q5Zksv+SJ2mJu7sA+oiOHcysgBtGkJNrcotdJiPaB6bniZuUd9BWGFhBRJIpmRTWL+FaEC7DW7zCNm+g/m/CYcrpFstNsYZKQn8aRba4kKb2qQDtUyA4cMXm1ZIMmH1Fk5dq1RwA7tphUhrLHfqMBeoecaKUNM1pQy4sEZdTykToWZwp7WItl17WyWWPCJoE0dLRcUzlz06O0QMM2U/PSblIyqO/fQ+vT8n1ZFUjpSa2A5foI8rVt2JmrYXYfKhjMyWieIZtGurqbrB6pqpzlStHPNE9gXDcKLMUlhrx9atGPPM07xrExuNCJXJZrIVppro9OXf3k5k6edpK6nbPLMJXSvUNEMkcMyJD1Nhn2emVcTqXUZxWwElqzxJR3oNbH3gQdez9R2pVkqtnJ1SfCFwHj5+Srx7546lsLtzFQn4aQYV1t6TzBhcYy77XAjaOqjuIpz8oifqTtTX9mkYvDC8kF3TajCe2ZrLQrSmYmR7lsdjwFztlZObTxIaP/+5WpuYuKUut/tM9xM+afgZTotPHSeY2e/RGrn/jIj8YRrRqcDfEpG/aGb/9is+xleOuj8itwekGLUU6u0BdQ7b7Zt+po/YtARK7Y7MGE9rasRGDHKhdtaKNm/32Dwj3mMX5+jFFj3lSW3eQcnI6hEyHdt9cb9FVo/QB1+CNGHzHikj4jtSVZxWZN5Tx1tsPmDzvtnA512rcrDSdt+ub3bSEyF2D9irp5RxKQ8tHG5/l9XmS0i3RiXi/JaSDsyHx3g/48UQv8IPDyn774BTnPgW2GeG1ETJewTHPN2w7h+e7HhTPjDnA2DkMnGYnzKXPXWZS3unVKuo9KTjCqsCJqz7t0llT60zN+MHnPVvUuqM8x6kEP2GOe9YdS9/rNuw4iyvuU37Rmx8x9aveH98Qip5ceoMbFm1C2t2VFrZ61vxgj703OQ9qm09cT3v+ChfcxY2DBrx4tn69UnIjYiwDZFdnplrIUoTCN+kkV1OeBzZKlHakqkaFO+IouzrtBBNY1CHA25SazU/Dz1nseXc+BOG+HWq92Wf/91f+kt842tfw+eEASl2z+y+wO9+59ugyp/+j/5jtLQwSrUlYNOakFNL4Utf+Sq/9sf/2JJk/NlcnOdi3OZ6b70+C4oKfDQWrudKrsbghfPQxnynzVL+ZMQA8wsZfeG5l9w8P5t0mbWPh9c8RXnZTBgza2utvEglu8/fuuonGT/UrsTMfgv4LRH5U8A/SyM6rwUi8hXgzwP/ODAB/wPwb5i9WFn2I2CcsboM0OeEWKVK18L3lhOVpYLM+3Z3p47Ako6WC/gER4HDdZu1OsFyRdIMKZ20CdZKwtIBFaFuH0HJuAc/h/ZbxEeq77GblvKJ7xCxprlRaY6ptCfvwW7ex3aPIR1hsfwaTQh8Kriwolu9TS0zNU+k6Skl7Sl1xMZK7B+grmM+PKZSmibIJWJ3hnMddd7jrBD7B3TDg0Ywum1rNXdu8Vie5nmtNTPn1uRr1kSQb3oAACAASURBVKYHq/4RiJLLRCpHxASoDP15ExsaQOX2+B2Ci3TxEsMhLuBtAAyreSFEp3te314IXVni8x/PVyQyVe56hir7OnO+BKXVAMkyY51Z2YpCZa09537N35m/zlQyxWWqRvb1SDlhD1ZUx4M4kGvhKk1gLS8qiMNpK8/sVBlroXjFp0oxQ1E659razyp9cEgRjqXy/nHP28Oai3jaNpi1d6gskwuruPxcWttzL7PiA3G1wYInhQhacRRsCc/L6vC10h/2DLWwCa9uyJ2rMdfWcfX9iN5uITbQiMJuriRrUxsBcm2EZq7C1snJLOs/CDEK63Wbzog04qLPHf+dkadWuxcjd5197GteJepoLPmCaDQ0/vDnGZufBf5ZadZytz7hQf4MPxA/0hl36Zv6y8t/rwt/HvgAeAe4AP468CeBP/eyD2y1wDiiQBZpeeYrh5xv247aKzJOkA0JnmwtSgCvyLBqoX1Pb9rtRWkiPjrHve+xlGYbOAXMGiEBNAzNldVtntm3j0+hzKg6LK4Zq2+9nZu3Ueep+4+wq29S5z2Wx6VhuyC+Q7rTaC2eh49r+s27TPvH5LxH8NQ8UeyAqkdUKGWizHuCqzit7K9/D6szONdC/8Ia118iud3OqXpcWOPjhlpn9AQOr/ocR65WEBGGcEbnzyh54jg/wblArYVSZsRlfCg8ufk6mQlBORveowtnTQtUZqaypwtrVAPd4pw6BVSU87DhUEbGMpFrYe0G1m7gtrTXxtZd0Llwf00uVukXRWSbeLQr2OAH3pVI5wNePFEC3p0+3MurY+sjV/NINWMVWobN4Dw387xogwSxyiZEHvQDGOzyzIfjgVwrvXqiNMeRE2V9gsiC5yEirLxnBfypX/1VYEkCrpWnKd07da7ndsX69nFkrhVFOJRE1Pa8HnMmquMrmxUPX6Fn+XYufDBWptIIzqNeeaP3906oO7zo+J1qcyn1vomIz7s2gN54uRcmv2qICH0v9N+HnzptxZp3A3NRmOfv//WnRE1GfY7X1qmF+P2wU5cX826sglX7qex5+izw4xRR+FXgv1yI1XdF5H8F/sGTPHJs8Zc2zqh6bB2R9RpC+xxAdR5xggQlY4xW0c0KUYelRPVL7W0WCE1kbGaQM3YYYbM6TQ2D70Fblo2VgpUR+ejvwfAA6y/aOyi0UkpLBzqtJFNcnci7GTceMZuwcQ/jU2ocENdjcYV2p7+t8PGc483vYeWAC1tqPpKm2+aWkmZPrXVe0oErXifG/bcI4QxRh6DkvMPnEXCU4wdYuUDEI91Fy/w5AZzexYxa+5lLLUFwKy43X+bc3uM4XzOl2+aOcjPazYg0QauZkcuBdf8mu/F9KpnOb9j2byIi+BMrE9d+oHOR23ygYhyXIs1L3TZrt1txWw5oFUJS3u3eoPMRL8pb3SW6TB6/0L3JVbomLtO787CmP1Hg4POYa6GacRE6nLSU2V2euQz9fWO2S5VuzEw18WQe2fjAxgcOITKVRhhW3tOpZzjVzcKn4DpljjmTalvfdF5RFawa8+ITVmmEMVUj1cLiAuaYCx/aRFAhOncypxS0ic3V3MIB98kwjA+PlSCFy84Rn7sQRxXm5xhO79rH92GlQOeF9WsKdLubxkC753t+qp2SLUJjI+dnLqngoZT2fa9ce/MJg0srLcfmh8KL7utF3P8zvB78OJGb/xz4F0TkbwCXwD8N/Duf9IUi8qvArwJ86Utf+tQH1hip51uQHRYcMhekFCxNyGpAnWtpxPMEKRNFSGZI7BEv2JTau3SzuHZyhhjRLrYSMzNkmlvK8UtCQg/9GVYLdv2t1uzdDdRakDIjcQ1xjezex1xs4kwRcjE4fEhZPwT1MN1isrQVq2Io1IyVdLKsm1oSJe3w3TkqsXVEqZCOV5gKKd3el2v6sMW5Vn8Q4gZ1ERdWGEaMl3Srt0nTh5jrqJZI4xWxf4Bbv32SYxVpuTRT3jOmD0j5SLUbJrkhhi3b1TsM8QHfufrbzTUXCi7OTPmadf8I5yIYeNdxvnqPusyju3iGE8ezy8jp4MVx5tdt7YUy1UbEH3WXpJq41C1xckiBN/vL5d8peAlchA3HMvFW94A3u0uOdUTF8U73ED1xpOouzxzLs8mYimBAr57qjC+sthxyph9nqnM8nZsF/KPpwD4HvrQ6Y6qFXZ4Jqm26csI28O+HqVRu58SxFMZa+HCauQies9D6sAZRZlqtggCr4DikQjJrU+BqHCgL6clUM9YnImVGm8jkpVEdmhCy0tZqz5ObTRAOGbK1+66VF3a5CYzH0pydj3r92Pe8KtRq96F90E6Vfd9ITM5Gup+YLELi7pnmpq3WbFlhvcJj9cAL/VE/ylZZu/Y7+pjm5qeg0+nzgh8ncvN/An8CuKH5H/9b4H/+pC80s78A/AWAX/zFX/z0q0rwSEotkThnWEUkRuzJDHbAQkC8o3qP9T3vl5mAYMHBqke6Dr09IDlDKS0if87U/QF12iY7bzw4ia1QXIBugx2ewO79VtwyleZ08h019JgoaMDFFVe5x0lLNLVug9QCpelAJK6Qs3fQJXOmTnskjTBcnITgtLJLEHFoXCN1pM63jXAtRKrWhO8ftP6oFDBvOLduKc9mOBeJq7faycwMdT0u9C3dWANW88l0Qs5FXB3Ji7OrlESR1sTO8Dar/iFDd0EpE1Y8NgVSOeI0ENxAHy9Z9Q8Z5yvqnV7DDCf+pJqb51GsEMSjqpRSMat8NF1jtALNOCrRhG1Y83S+pZPWHv407draSoRzv2YdLsk1c6wTJpxEUAwtg+Y2zS3cbDmxe1E2PlIx3mRFqoVbl9BqjL2ycgETyFbJtTIvRbUqQrZKEId/DZn2ZsaxFirG0zmRq7HPhY0PnEdPp0pLZgKVSKeOKzdxyJVuCadc+2e3+2OprE/0MvDSJjD7bCRrQ4KtE7x8PHG4rdXa5zbPZdhsQwv0qwZOjKnCbapEle9Za50CZsY8wzgapbZJjHNyH/DnfdvoPw/nWs1ETksPlWvkYJ55pesp9QKd3etl5Eds9hZpVvJTai5/hj84PhfkZpnG/FPf569/G/gngd8E/ivgnwA2wF8E/kPgpd1a4j3WD+SrW7jeoc5RQoBacNWBGXV3xFKG1cB72nGgoOMEMSAxYJsBplZE6eYZm3PzNgowjm01dXaiPBYX7y3LLULTsHSgXH8btYqV1mzM5g28gmBYTpjlNkVKx6Z0C31rCs8zIgGb9y0nJ08tP+elIY3YaGDaP+b49Pfaisn3zHmHVfBhEQ+ro5qAKb7bYpaJ/Zuszr9M7C9I4zU1H6k1ob7Dua4RsBOtpaCdhFIeyeXINO+a48kFxK/I5UjwA6qOPp5jJuR54HLzVYb4gL675HL9ZRC7iyDDLNPFczb9W6/k5Hab9jxJN+zykanMBG3t1VfzEzZu4FAmplUhjo3A3BGWD8YrbsqerQ149XxQEg/D2bKVK8w1cRG2hJckjdWMq3nkJrWVWe88vXNtsiFyT1CezEc+mPYk56hOuEmNYAVxiMBUCt8e92wXjc3jqQnqz0J3suLMT0LUuzTluqjtuW8hLwZfXA+YCNWMqIoBm+w55kYSblK675iC09YciAgPOmGfICyvuaDNwj08R05ukpGWldQR4ywqQYVdalodpE1/7r5lKoah9CcmOClxv4qy2j5WXS76y49S+fgWR1UYOmNfAc99seYn91WdFhqlFWJ+Amo2yIAD/QNk7vyM2Hw2+FyQGzP7pR/09yLyCPgiTXMzAZOI/NfAn+UE5KZOM/XpNfLkGhsnqnMtZaoadTO0tdP+2FRuY9uhb3CtWiEXzC3FZDndl2hWo9UilIp08eNR2C+L8QbyDP0Z7J80B5UZEn3rSPKRXCscrgjSxuGmDieRqgFxHbp5A+vOkXRoQX5eF+dUgBNpb9QP1DJhVhEXMTHUD0Btk6J6RHwgzzdoWFPxHLNnOPsyznWsL3+e2D+kpCMlH+hW71LKAYAQzgjdxUlPHCLCnHeIBFKdKOWA6HYhNR6rGSWwH9/H+ZlalT4+YLN6h03/BjGsUfV4N7HqHrRJ0IkmIC+iWuWD6Yqn6ZabvKfUiopysQQa7vKegjHHSnHKt8bHPAitaHRebknvRppjPnKQyOC7++dzrumlyc2xtHb1Tj1TzVynkV1SzmPPk/nI1kc+GPf8v9ePyVbZbyNV4PePN9Ra2frIu6sNj+cDN8tKSkXY5ybuzVbZ+o7uFUTWmhn70vJfSjWiChHHsISgRW1urhdffzFGNq45LzfeteJNAGmdVafCMRsfTZUCnC29VjczKIVDbmupuqQQdypE11aBx2wU19ZRAKUa13PlPChuYV9jsZOTm1qXMEO5cxm2qY1zSzMAbXpT6zMSFAI4p8TOeN7A97oSij8JdW72bgBSq1lw/c/Iy+cRnwty82kwsw9F5OvAvyoi/wltcvPHgL91kh9wu8MOI1IzRN+mLG1uijkHV9e04pgEqRIRZmiTnOOIBo8MPTUExIwiIB8+WUoz2wtfTmQHtZrbKib0zd1khZpy08uow9KxBV9N16Tdh4v1VtF+s4zPHWoFtu+Aj0jat2NUj6UJ7Q3CacSvqh7fXZDzEVczzq8o8027K49bNGzxYY2KI41X7Y5saRKP3WUT6c478nxNNSP0WwLnqIuE/gHOn3Y2XWrCaaQLa86Gt9hPHzF0D1jFh6g4prxnzjucW1GrUqsS/YAumpo57xi6B3ThtInJ3w9P0y2zZVSUiUStM45zhMRcC5k2OTQxrtMOgMuwZe175jnhxTGWFty3r0emnDjzK5y8fFcTPGswX4dAKML1YWQVItUq1ZTH04HfPVxzLJlUCtOqw0+JgFJUma3yZJ7pVInSXEh1mfpEdRhwKDPdK4iRPZbCVApBFa+KM6V3ytZ71sHzMMbvITbVjOuUKMukZOUdl10kL6F4p8q5KWbscyXXlmFznWobEouxPxQedIsQl/a5VIWttIlNM4M+29TfaVyzPcs6fhULv7tQvjvRvjqj6+RjgmIRWTQ2H8+XiaFJYObUijVVWf58/aTC0vd+bN2Pz9rJzFoFQ9tHthqGH5Nj/2HxY0FuFvxzwH8G/AZtevl/AP/myz6ombU+KXWYuqZwq4bGgHUDLH03LW5UQSoBYVdrS/WthVoKjtD6pAA3zdSHD2C3a2ugGE/YLeWaZdYF0KUJPDjEraHMkJW6f4rtP8KFgIqgGCqKDhewuoR5D66D0DeHlwrUtsqy7vykglJVj/MDNR8J3RYsYQYmntX2K4TujDRdN1u7KaKVEM9QddQ8YjUxT0/J8y2iHisJF7c4v4IT1QQ8g+Bdh6qn81u2q3cBiGEDCDeHbzOlG1LeLVqitnoSacTIu46U99TlNjP4Ae9ejThARQnqmUsmags4jOK4DBtIMJbEXBNF2lXrLp5trpm3u0dsdM2u7MmWeRAvEBWmMnMsEw/i+X0S8sugTWzac1GsYiJ4EY4lk82YS0ZpRCWVgkkL8eucJzq3OKSUtQ8MznMomVSNB7FnWJrA78ohT407AnDIpU1tNLAJjt55HnRLLpTZvQspqnAs5Z7YPPted/Jk4jttSqfCVW0X/LTk3TgRHo+VzgsP4rMcqLRMn/pFZzMtkxuVuz6p9piyCI5fBdQ1iaCqEAKE7+POevFi2wo1jVIEtxCbcYKh/wxIxYs/7seNF0ylRZ1AW61VeC3BRp8BfmzIjZn9TeCXTv24IoLFiNSKrdeNkHQRug59cEbdH2A8tknO7R5KYbRKxijDCs0zXO9aem6/BP+p4oLDLp5lm4g/zQtIRCBuKIeP2tTlThujoZ09JIBVrNui6f9n783DJMmu8u7fufdGRGZlLd09M9Jom5FGiMUCswkLsYpVyMhmE7sQssFYGGObzRibHX1sBoNtbAQ2n8ACDIjN7BYyxmL7+IxsdrMKSSBppJnp6a4lM2O59/iPczMrK7t6m86srOrO93nyqYrIiIwTJ29GnDj3Pe/ZB0w1lXKA7DwFNBpNp7+DxBot+tZs0/dh8wKiceEEuFBs0Y0v4cttUmxNHdl5IBEbCwCLcpthW1H4FtVEwuFCILUj4+0QiM0I5wvLlIi1R1hk9qbrxozbXVQTpd+gCD16xQ7OBepmD/A03ZC2G+F9d4QAKeJJmmi78dR3dbuHSMAvUBhxFk/o3c3bxo/QamTHb3BXdZ7N0Kcfelwotnhz/TApKCRFVSnE0/MlfV9h3YQinUYabdmWAf2ionCBnQVlnirv2aZknDpGCHeVPaJqnqKqqcQx6loGhfXjcl2kN2opxFGnyLmyR+UCG77kXNnjcc7hEdLM0OwtQZMHoHCOJreJAKzlwkzQr6pcmsnSeCfHZjzShKyzUNssCCm8BSZ7bSKqBTtdfiBXVdoE9/QcUY18vFO5afYoqjCK1oD0cf2AF+MRFY4l8ZiEqjyyeFPo5suz7ZmUBV1WbxhSgo5mlovFf79LRTv3MNCmdXBzO0O2B+AcrijgrnMkD9J0yCjXLDqxRwUENvvsaWRXI340gsIbQ25c22TwzhZiogxIjLZPr7TPXpS9Rc84KtU2op0pEjdDa3q5eTeut4W7+HpSNwaEsZZIObDkUzNEqoG9ZIs0fBTp3XvYWduUphZK1PWhouhdIBERFbp2D++DTQOpUlQ7iAsEl/CipHZEM76Ecx7veygR8YEQdnC+IJQWNOq8StYtYNxcYn/8dlOZ1UR0HX2/Ydyb5jJNPLAqKU0kOsQnSFD6TcpiizJsoJpo4xjHIRcjpWZpwc35chuPo04tpSvYKQYMs95NL1Q8Se7BdyAqlL6k1UhUq/5pUkvlS8pk01Lj1LAVNthYcKapdOaL1ptg317b8PZmzCh17PgepfOMY0fPe7YvD1EVNoqCKiUq8QyKkr4PVM6aZI5iy6O18d4ulH0GSyoJ73tH1EDhIlE1qxcLZdaqqlM6kqWJSa+YJhERiiUECiLCduG43CTzQ+UZd8pem9guhUHwdKpUXvBO6Dlhu5AjDywbwRqEzmKZNwMfLEk8PdZVLi8pKU2bMzzepqSckyvIxrBYgvaNwgVBBmqKw42ijRAbcIXizgL3ZlbcCJYzB3lKsA5uAPEe2dkkxYgoVr59MDSi8P7QmG6tQj8gGz1GmihxpnfiCtOvEUGrwvg3RUCdQ5sWgkeqxYuiEWsTCtx9GBUPqYGU0PElZPtJaL2LU2UvFlxse7jBXVYJpQokIw+XA+PuzPSTEheOLC8Kodymay7TpBrnHOJKRBOKlXfHZpeqaPASidqR4piuHlKUO7mxZs8CUF9ZQ1LA+cWov6oqo/oSmjkiIo6uGzGsH6FLNSm1eClp4xBUrVfUwQaprSjLTbb695JSy3B8kbrbRcRRhi28CwsTGTwOQTwXqp0jmbYiRXbj/lT7pKoDGI+Th+pLJE2cm1FL3gobjGODE8dW2KC3IJ+CTUVdbmuiKq0mXvmD38/r3/xmxv2C5B1OFaLiNBFi4m1/8hdQlvzwd/4HXBdJ3uGjUo2NQFxXgbYMPPnJT+aFL3whB7Flu1iOArD1xQoMgmfYRTq1aZ2JEN+86q9p4VidnBNhMwT6Pixt2qTIJdvnKrNn3CW2OmG79IRcgLRduaxGvfqbblmYvumEM3O1zt5Nc1gNlSI0QK/KpeLx8L0QVsO5AXKTYWU2hZhakKDIkqb0Foaeh1FkWv5X3Z5ZG1gHN1No05rQHljON2UuznCMJEVLlwm7kUKEGoVQoFV52O9kVqArBznLuLipJuhqtKtJbW0E494OvhpYd/BuDNUmuMAj3SBzhpzxikIF3Qhih9b79nik0fbzJZTLaX7ifKDs30Nb7xI7q3hyoYeTgHMlEUdSpec79h/6PVQghC2c36A/uNd4OL4kxXH+vJ71mFoAVKMFdDPTTE13QK86R+qMiDvu9kiqdNNMjEBylGFAjC1tPMD7gqA9umjl5GW4O5ONl4tplkgTl7o9Hm12qbUlpYTrlLZQ3lZfREQYpB5vHT/MuWKLLpORB6HPdjGgXHBl1zh2U05M4RwhCU4TPprwigrEKlDU9khfbm1mArTgFXyXcDFZU02gm3vcH3bdVPdmWXAibBZXjrPKO0bRVMhbTYxjpB88o5gy/8mxueSr6+yVpRes2qmXtWx6XihOQVAzgYhwI8nr+TLvSZWUtWvIFVesLrCZ4phydE2nc4JKUyYRa5533Aw2B+nl5DlLJ4h1cAOktoVLe2jsMDGLIuvTNIh3aOHRg9akJr0nqjLSDjewKg3rzF3hevYUqV0HY5PUVO+hVy6m9cIEsSEhMN7FEUmN3YB14xwial3By8G0IWaQhLYj0v5DSDVAiw0kNqhzpsnStUivh/QW1/9ogpQ6YrNH0g7nTJCvbR7NlRwB1Y569BApjvGSqMqaevQw4sBvbQKd9b4S8KG38AopMNJzGQaoRsb1ZSId3gW6WHMweoRxs0vd7VEG4+EIDlRIyVOEPt4Fms6udmUYUPg+bRwTU82oqXMF1vbCLiRd1qJxOHr5O+40crnZ51KzizjHsKkZdiN2z9njbiRRSEFMkTo1BHFshE2iRkpXEJYQIMyTfV/84s9g2DVcbmsuZv2bgE0vbYTSSquBwns2Q4lD2CkqRrFjFFveMt4zPcU8FSXCQqq6Hgu8COfKwrqIR9gqArttN035H3Qd/WDtIpaFfhAOusQ4c2d2SsvcnGVMKqFml4++fzpuxhKwtNL8ulMGVYVhN5F3NlGjfjDpj9scp/DrOFmoqnUF7zqo66xX06FVaSTisaKTLtSAnNu0J2BMRZWkSNXDeQ9thxZhGtgAlkttWsutLgriod5FfICNCzgpSd2YNL6MLzethYIzJeMOD+QJ7HZkU2kbF1BfIuNdJo8gGmu0t7PwSL4ePkzX7gJYA8zQJ4R7SdrR1ZdASmJ7QFNfpAoNTRfw5QaooHQ4Z+rJLmws1K559IptYmooipa+K4kx8sjun1J3+wxHD1N3+5TFJuc37mfU7eJ8ixIJzjJI3pXE3P4gaTryBBdTk0UAb/0c2tRxuT2cdqpTQ+UKLrX7XGr2uNju0aXIKOV2y3nKqpDAZujTYi0uBMmifstrY9Dzh9VSYAHB48oBTUo8oRfYCSWqcE+vjyJEVc6XPQa+IGFaMk2KjJNlaESFR+oRg5DYDgX39DaXKuJ3PXgRBsGUih+q6yNcBsEUied5LYtEl4wyUYiVeKdTmTe4OZTl4dSUc7Z8GiFecL3rqxhrzjStrFlm1MN70QRtgnVwcwcgp701WdpOk1qQ4z04h2wMkKJGuo60uYGLkR0XiKropV2kKk2ltAhwMEYHJS5xNFOzYElNyaq5WlvQIP1zyMHbTYenG4EUaKyR1ENQkjrrnO0Lq6ryBTQjI+SmDsTbj6+rrTx8QejaA+rhm0md3fRje0C18Tj6m08ixY623qOrLxLbMV2zT3CRqI6qfw/iKnzRw4UKcRUp1ohcKZq2KJj4Xm86jZR0n5giSRO96jwh9OlizX7zUCYde3xI7I0fJIT7qYotmm6IasSJJ81NmSVdzBgYxvE0sAET27vc7rHbHrAXhzw0ukhDx1YY4MVRRAdJKXNwXoifVlQtG6Xz7BQVdYw4sWDHi+N+v8NB15JSn1qTkW5FqJy/gkPTqV2c99s2l2H3aGOkFwKtJtoUKZbAEbsW6miCTBNRweAc54qCgy6iSalTok1WJxWcsL3AYoJZjKMFrpNkTZd0qqlzNUyyaYvS3Fk0rExcc+uV0z1t4gq55rNBHM8EP8WKxP6O898pyX4tG+vgxue6yl6FxgTNGMpMdk1YpVMZTAhPE5qELqnph6iaSvHuHpr5NZKidZvZqJCJlOYSJDXl3BNNMyZ2iHNIN4L+eXDeOEDOw+Y9HKSSnsyUKeQbgRYV7D9ofBs8Wiw+MxK7MRoPn9xTrK0M3CxAU02XA7Si3KLuSpJ6qo17SXRZhdiECtvRI6RijPOVBRC+xIfFirc58SRaYupo2iEpGScluBJIOAKQ8L5HigFwNN0BbXdArzw3Fe9TTQzri8w+yocldNpuszbRXjtkP44A4ULvHA/Xlyhd4FyxRaiFWDjuDheofME9vfNshY1jtYwmonuLnOopnacQa00wybKUztO6xFAThThSUnZCSe+YKZzSOXYz8RygVWVQlCS1Muv9ruF8uXgRP4A2JfY74w1VzjEIgb3WOoSTz2enLPAi9EPgvsEGbx4OudhGSucYx8Sw66iymvGicdwt6lqxwN6k5QJQeWEr68wYl2xSYr7aG99wlBiPjb/inLK1pYQzmGVInR4R/NMWktcbatewSIgXtHCH2jZiwn13Au744EZE0F5pVUTjGjYq0/2WrFvhrdpJQyDVli/d1YjDMijaReOd1y30K2PSTyaOi2Ak43LxT24uVOiFp5FGu4AivkJiPX1ffIXzBbWGXO3ncplCHyk2cLFBe+dy40kH3djUXxetcVMOiO3IjiMFPgcAsRuimIJzSg3OeQ6aPuDobz0FcYEUW1I3RLHzqodvp7/9FBBHSjb15xcYlBVhg7rZZW/0VrrUUoQ+46YmupaN8gIhDIipo+v2EQHxLTKT8VVN1O0eMbWAycwnbSkWSH7u+4o6Nlzu9oma+IlX/Rh/8eY3EctDQ1wnhNamnt76trcgY3j5t3wHAoTO4WPWOnGJtlQkwdPufyov+szPAKB0BdthsJBxcJA7gk+6gG8VJUmVUTy88jsnNBrpHXM5KpznfNFjmOuI+97Uk4ucGe2WJOKnquy23VTnpo6JNrWkmeMlVcYxTjt9x5QYdVaeXean41FMbC/HRDaC0DaHebyev7oKch11GthMlktny/ttolNFBM6XfmVE5BiVOgc2YJfQ0Qi2Fq3VeRI4LlF7Aj2xjoP0Alrk6alTng1bJO744AZAQkC2AqksYDiePhLp3oH973tIWSCbfWRU86i2nKdArgunCwAAIABJREFUikn1UWtzm73KLoYpmZhev7dYIvE8UkQmnJmcRcI5qAa4jbsBaNXTqkPuegBR496ICzCs0f6OEYvrA0CRehdthybwt4CbcSgGxGJzqpnjQ98yMdleJwXFxl2k5gDVRBcLuhRwuUFiN7pkZdihj6aIaiTFBpenVFKsFxrcCJKnp/oE36cMA/rl3XjvrHdU2GJv9CCX9v8in4NVoXnXI2mk7Q5meDfRKq6KbZJGRs2j9MvzyC1mRUpXZH2aAo+nTAGfBO3UlKsVysZT1IKPwqCrIBw+5Uev+Ch0LjEemCpwEni0NyKp9adqUkudmlsuC29SnAYlAOPUUUaHz5mcWaS5IMW6gUe8CMF57io3GKfWsj8K/SzeVy1pSsqoCmaTqk01NZooxVlFl1oF2MTsJiV2W8ukdVFpU2S7ELzqwhWKJwhOOF852tz1+1pByXFKzlGVUVRropm5IU2EJy+qdflNwh4Gjq6L6Wx21Z4SjnVu3Yog3jTK7ySsg5sZSFkYmbiNMB5bxqUoICq62cM7h4ojqjIkolWB7/cte9M0uV61s4yNKgzHaH9mempBsP4gB6Tdt9qyK0xlWATKDcSVc/2hBOcDR77u0LMpNBcsle0qu/FqgjaXkt8ifOjR23wSsbXS71BYmXnX7pO6Ib4YIKlE/QbiPKO2ogqHN0Pn+zSjR/LUmUN8nxSbXNZeXFlKcYswXoyV95q6MHhX0CseR1Xu4CXQr3bw7p1oDzZQhOBL6nYX6YSuGxHyVFkXTR9HNSFimkhdaigWIJInyFRs78Wf8eLpxX8UaxyO7WLAViYvP9JcPsLRMbG/TR4cP8Kldg+AOrYM05j9dshWYRmbuACO0HGf0Wmi8oFCHG1+f9i11qBSlb4PBOe4nDuJtynSpMgglHhx3FX0cU5oUyKItWZYBrxM2msoB12kSYnSOR5qGgKmvjySyE4uE29iwuX9Bt5R50zIPb1qqfwWJ3JDUiWlE4ZzIWUhcKnTaWADRoKuowkAnjS8t9es2F9ZrG6qTJM1ydRoz2euunFisDjB95SUE5SumAQYa5wU1sFNhqZk1U4iKJNO3ocEVm0tta4poQIHRNzWJjqurXdUGdC6BlfgJgGNKrTd4jk37Yg4vATNPrgCHT+EihhpuL9jvJrYQLj6k7eUG3bOw4uAg3ImA7Ig8isYUddVWVE4RerRw3TNLl2zj6aaausphKLEe5uSOmKjWGdx8T1ASN2IlAJdPbKy8u2nLcxOIJd/jxl3l2naPQTBF3109CDeFdOppSJUpK5EfIebITlH7XCpwzlrJ2AE6MNzWtSlrfIldTqsQ/XOTzt+g5GMd7sDFCU4T5u6fPzDoEhmrHEi7HdDelISSQxCn3PFrc8FFOJJ2nDQtXRqHbY3czCynUu8LzVjxrGl5wtr4BkVOhjGlqiJS01Nqx33lAM2QsEjsWGnqNgIxdJaL8BEBTiw27aWsfHORPyio1Ol5x2lc9NpsYi1Y0gKUWDLB+7t99haEpn4ZmHEZscoT031vVB4wcvRgKfMQeYqnvJFhK1NZTiyjE0ZoLdC1d9Um/oH2N+k4PNlUpOSxjnwCccHPhKEJQ7RNa6DtesnGNWQcjFl1CPMPI25vYJz0Hb0xTGaqNkmhRhzo80e1M3CMzXz0PElpN23QGv8MNo2FqyEHlLvo/1z05tqIdF0bsa7OatjX3nqGnR8OeuiizXTnOjcLKmSJqWGrrlEO76Mqk0zNfsPMjj/jvhJVice+k5TR2/weOvbFGuiCII3fpRG2vpRqo3HLcy+Lo7xvqQKW9aCITY4dXla6RIb1QVEHMFX2NyEy001DUXYYNJhqAwbBD0MLp0EvFuMHEDlCnq+4qAbUbmSrWJjGth0GqcdwCfYChuIOArxUyLxTjHgYrOLotSp5ULYmn6OiFuI7k1wppCrajoslfPUMVK5QBMjo9jwaDOiy7+lNkV2yh6PNiMU2Otq/vJgF++ctTcQ4XzZp06Rto0IPaol3j0K57hQlpbvUMs6ORE2vLtCv6aLyabbJNETTz+EUxPYgDXOHHZKRKmcTDmld1VCk6wnVRDoBzflC60C3ju2FtPa7JYx391ldnkS2EAOfLD2fGucHpya4EZE/iHwEuDdgP+sqi+Ze//DgH8H3Af8JvASVX3jIo6tMR0p11YnsD8yTo1zaBHytA7grXnfkUv/JJjJXcKpGwjBmmUu+AJn3Jr8OFFuQDdGQkJ6W0ioAEXEZbLzOFdKKakZIrGFjQuAwt5brQUD2NSUD8bHqbas4/gSoKpWQZU7g8d2BKp0zWU01jhaFEcod6zBZ57SAVAU7YZoVloGiHFsHBy/mEokq47ybFQXiLHGS6CLDarKuLmEkqjCJoPePcQ24IvEqL6IcyW9YgvvCvrlhcNsnyox2fSKd9XC0usH3YhxrPHi6LSjS5GQx2CT2iu2j5oYzPBn6tSy3404X2xxkMZUrmQz9I5UUCUUv4CndyfCdnl47GFsaVPkoOt4pBmiWPlyUhiEgnHX0g+BYdex1zZUzhOzPftty2Yo2M2n2CXlif3NhU9bRLVS5OAcIsKGN3uCOErvqCbToWIEZ1Wb+NsuwpSY604Rv8HI0WnKDxpHtcapapWflXcMxIjdfX862jWcBog/zNxMlmFyDT667QLb3K2xIJya4AZ4C/Ay4HnAkRhYRO4Gfhz4bOCnga8Dfhh434Ucee63LI1VPlEYE3M2cyvOUWsiqf2vg/7h7qMa6eWn+pTQsodbAplQir61DOga6xflz8PG3aZzI4JW26SDR9DxLpuuRlAYX7IeVEUfQad9lAAkdVBsINW2BTlLgvMVsRvT1ntobEja4nxJM34UjTUXBntE9Qwv/wVF7zzOFWjqQATvSzT0SXmKBRGcL4+cx63Cu5I2jgi+olfu0LT7hLBB2x2ACF1sEQ4YNZfxocP5aGXj3RDVxF1bDxy50YoIYcGNKFWV0UxVHMAojqdKxf6YjMv8uv3OggrvHNtugzq2RwKbIH5h5eDBCc0Mp6NJiSJ46tThEGpN9LynSZYVOVf0qNW0ay42IwsoXKDwQqeWvelSok7W0HKnqNgsFldmv992pjqMdfreKQo2gqd0jqiJ81VJl5RxisSk7HUdfe8pvaPJbeL32o5ChEcbYSsYh2iVOE7H7dFapwKDLgc258o7o0T4RuEqm4qacm7yT1lEEH80wDmBLivHQicsbHdjVVDaJWiztIJzNpUWbs8KqlMT3KjqjwOIyLOAJ8+9/fHAH6jqq/I2Xw08LCLvrKp/dKvHFufQsoCmnVZIUIbDrIFk0nvTQi793tOIbG6YAGCM1iSzKpHZYGbB4n2QyXUTsnCJKdC6zIR3PZst2X/Q2i20NRuuJeUmnwLQja0tQ+hDd0jnFx+WEthoinTtPppaYldTDh4HGqmHb7MyHXG0zWW6+jLeR3quZv/iH1ENHk9v80mEYpNQbFrX8GKbevR2wAIlJ8XCsjYA3peUukkbR/Sr81TFFjF1DBHQbkoM3hu+BVeOc/BSEnyJiJA0Zi2c5WKWIDyPyZTVOAdAlSungc90/7k7Xc+X9H1Fk1q8eAYL1A/aDCV7bUOrmQCcs4JehJ4PtF2i5wObwfGE/iaDUBJiy37X8rhqwMPNiK2iwGP7dsm0bZxziMDFZkQ/hIUEY11K08AGrNP3OEY2QiA4IeR8rTjY65L9dBT2U8cgBJwXLjYNpViDzUnwc37FMrteuKIZtEwaJ2Z082VKaxgp+CrFmK6Xp6bSIdn4pKExWRPMzJHSvr9mWwXtEozyw+HI2rLoRrD730ZYnYryknBqgpvr4JnA70wWVPVARP48r7/l4AYwLZsiIKrWc2nmBiBFsAtD20FZ0KH0Z0J18R5KgW4uN7mkaFiqTVMZThHx5TQo0dShw0et5QOA83jRw/L03sCIpKGHdGO0twNZ50YG9yzF1q7dN00asKaXmuhv34fzFV2zRwgbdN0+KTaIKM4l0Ggcm/YA5wvEWVsIX/TpuSfk5pmCD/1bLq2eRxH6fM9//D7+/M//HFBwCR9afNkhLiI+klrPw4/+JV3t+PZv//Z8bp7YVOgMZ+jpT386L33pSxdqn4jQ99WR7E1/rmR7K2ww8D2U4wX5Kl9Ogx+w4GYQ+gxYPGnAi+Nc2bMmns5x0LUMY8sgFOy1LXdXfTZ8wU5R0c9k474vKJ3nXFFxb2/AKHVUztP3gTeP9qzvWOY2hdyiob+ADGk85v5+3Lo2Jebjy6jKZhGoUzoSPMakKy9lFhE2C8dBZxnn0gm+cEfObT0VdXO4VuBzYhjHmZSc2vLmNX4Huf+ddtYUGsj8UjWRv9usQ/hZCW42gYfm1l0Gji3pEJHPAT4H4L777rvhg0w1aTaMGExMELxlZIZjm6bK8HJUf8EabAYLgCALTyyxmuO4SqjJQPcBUoM4T50cjXpkcLdxVUIOhno71j0cB0VvaRdfnXBANBG7MV2zS4jncL6k7N+Nc31UoFSdPl2KBNzkhq0w+4TpfLnQbM21IZA8qRPER7xLaOcBh6YeVW9yag6NDk0nk9bfDBsECdOml8UxmkTHKRBP9/d9vDja1FG4QH+Jj51tiux3DZ0qhbhcLRWIzrMdKkrnp9yWWXhxeDERvwGH3/e5sk+sTSCx5z2F8zgW4/cyp/Zng5PymCklwcQDw4zN3k3Ul+WIWN5x57YKVF6oMj9IckXUpToRVSm9YzOs3sY1bhLzgbdeJ5A+bv1t/LWfSHAjIr8MfPBV3v41Vf2A63zEPjDfsnob2DtuY1X9buC7AZ71rGfddL5VnIP+Ua6EOjmiMHmcMKr0KrQoLFfpl9cH6apwOcUYetA16N6DBMm9s/Yfgu17kSx6J5NeU+SMTzO0OdgFV0qJK9DUGHnYOXyxiThn5dzFAKWlqi5A726aLtBFoezfRai2rPVBuYNqpKsPO4vbNNXynjKOy7Z0ccylgzdNOT5F2MThKHOVV+H7+LmgK6aOLlpX8EWPhfmpppuBkWR7cAIPantdMxWQ2+9aLrVjm3oSYVBUNzyd1KZo5eFJ2fAFPgcdlfMLa20gYhybUexICj3vjgjwdSnx0Lhm2EUSShDHZmHH72V7TK24o0lK4WSqXnxaMAls9rKysRehdOvMzZlEcNDGI8vXvM6UzrI3nky0kkyjuD1bMpzIL09Vn3uLH/EHwGdOFkRkADw9rz8ZVKUJHySrOhhrOnYg2WBZzUCxVhLncO2I1I6Q/o71lnIR2iE63gPnj5SKa9dYA85JtBZqpLezMJtCsUnX7tFpxLkCX1nLB1BCuWmCfGrlx8Omj3eR3vbT8KFHKDfxvqQZX7Qmn+Ry8nafolqcjTd0Hr7HVv8JjJvLOPE4Fyh8/0gpeNJoDf9coG736aJVo4k4esXOwlownBUk1Wlgo6ocxGZaRdSpctC1VzTKvNrnXG7r6YOqd46+8/R8sXCybnDClruyWlBVeaRu2Gu7I9tuhHAkgHEip6oE/DiMOp3q8ygw7JTK66ltprnGVVCZWjbR2ipwHUK4iMCggJjQQUCi2gAo3G3Ht4FTNC0lIhMJXQ94EekBnap2wE8A/1JEPgH4WeArgd9dBJn4hu1zDgZ9NCX2T3HdnzgP1SbSDqEbESRhYvfGZdEUka4+JCV3oyNpKO2azMNZzNAQ5ymqc7ziFf+Jv3zTnwHgXYcXpYkBEIKLqMIb3vhmAL7+67+RuiuZ0CB7xaFg3f33P5UXv/gzrzzQCaAqtvCuJKV22kV8AmugaUrMKCTitMO4aqKNIyp3FpvkPHY4EYJYlVMCUI508D6uJcBxmHTYnkWCE61CapJO9XgmsJLxEzNhYTiOR5Ty/XGNxUI7y5CJX7zSsog8Jp6M+PyIcXtRbK7AacpFfTkwAv4Z8KL8/5cDqOpDwCcA/w/wKPBs4FMWdWBVNQXi2Wqpq2CpvaIWCCkHR+sTpTzk6azgipwo6KJHVehioE2eyYSvoER1VFVFVZV4F/FZnweEpHPKnyvMgARfURabRwIb6ys1nC5H7eji+Mh+iyxZP0vYChWlcxTi6HlPb2YKqbzK1KJ1qT7013EZhUV2Lr8ReBFr1ilH15VL6hu1TMy3VsjVwGssGHGkxBGkEaThlVWKaywXpyZzo6pfDXz1Nd5/DfDOSziuNcucXEzbFl12w8sTgJQDZPsJ7KeSDdfB5l1I0bc61lkycuibPk7+4UkolxI8vPSln3tkOcWa2B0GACk1kCJtvQtOKKpzOAmE6hzopJy8Q1xBKE9XBmQ+cPEuTBtoTrBovZuzguAcO65ngny+YBxbCnWcK/tsHCM9MIotB1075YNsh4rgHBu+YBRtfencsfsu9zysdURSGMWIE+HuqjyWcHza0fOCqqNOihdrxXAaSM+3E7TTIwKAmkAbkBWUjN+pODXBzcrQxaN6NElt3RkQtJo8CVztwuSqTS7FDS5HxW1cMF2bomcBToaEEtw5e28JhOKrwfnqsCIK6NoD2voS4gt81llJ2qGpwfmKojp3InY9FjgJUw2cCTZ796Cacn+n6gqy8Z2EOnaMU4cXYRAmYoOS+0dZhUfCMjbj2FLmwCWqMowt265iEAr6Ppj44AlnbSbYCJ6ed9PA6yyjH4Q+QpuUOipRr8zonDa0rZrKRS5E9afY3mOTNEtK3GiXbK4xyFGdNUCjmhDtbcipuR7Wwc1xOAPpQ20O0Ny+gKKHVFfPZghqjTRRaIbWdrd/SMgVF6xL3QphHcOV2I1WasdjgYjQK8/RZqVi76uFdP++XTDPVQG41I7x4ogpcbmt2QgFhTj2u5YtcTYFhAU8EzjJYpUrhDvjQc0ETVQuNon9NlE56ynVJGHrlFTNdFFpG7u8hQAiStse+r6O0O+vVj/oWpBgz5DToS8gS+CZax2hyRzQBrQXkMLlGYnc7RPQ0iO3mY7N9XA6RvIqEbxNOk8gy9WnWQQ0tla6Pal4aMdoN75yuxQRlFLSUdJwbNB4ZQ+iVcP73pFu1SIecWcj45FSR8pEc1Gh6Q4YN5dpz2CwtmjMc2ui6vQpts0+q1PEO4cXoUvxqvuucetIquy1iWGbSKqMomVv6qhHgslVQVVp6sNLVtdBXV+5XTylNDbjcAJekUJxhTXVlAVnmlQVmjknTAOdNA1sJuv1DlOhPt138ROAiKAb/UPxveBPP98mdVeui3H6baoq1Lto17DpmlwtdfohLlBU54lxjIjD+cU1m1wmYmqp293p8rC+SBH6OPHE1KAaj5SM32konGc7lAxjhwCbPnAQmyMKypMS8a2ixOMI4qi8p7+kJq53MtqJwPJMT4Y2KT0vp0LT7Ua61mjuM3baoEmJQ6YOFgeysfhKqeviuEAm96C6U3DHBzeQB1556xdRzb2nEKAsr5j/XBjyBf+Vr3wlb3zDGwAYpoKYE3GFxNwNHN74pjfhRfn6r/ta0kRjBMcoHZ7vMtoEPFaI8wQ3WLUZN4U408pg0gncxYALlnXoUk3JnRvcAFQ+UM2QgBXlILYUzrMRAkWu7NvwJVvXaYQ5ii11jHhxbCyor9TVMCn3vp1E7ibth3pO2M83Qev1dTqIxcc9W5ZlpkO2StuC89A0UJaKO0XfjU6KPCfLydYtY0pKRNDSHWZrAMqc6Qxu2m4hb3zH1fqvg5sFQdvOWjZMEMfWMXwJFwtxAXrbJBwJoVE/DWyAI5maqjLS7lgDipCATk95ZuqMQVyAfH0REQQ31bgBkPXs7xXYCAWV90RV7i4Pe1pd7/cyyk01AVpNdG3kfLn4nlhg3b3r3KetcI7tIpyKm/8iMBFc3wqCd46dQqiu0XTxJCEilNVRzk1RWOA1TEoptk1K1su4dwdXIEnlUS9XEIqlcCjB0nQCVCtQzF8x5HavvX/Ws56lv/Vbv3XD27/85S/PTROvjte//vUAPPDAA9N1PXEUM4Pn/vufyos/5+8h4eQ5AxpbdHTpcIUI0j+/1JYFN4PYjYhZF8b7Pr5YdQe6W4OqUre7M+XfjmnLaIResX1HV0stEpeaMe0cQfl80Vu4oF+TErvNUV7aoAj0F9TqYVWIqlxqTGXdpnbgfOVP5RTPcRgOr7xfbWycHttV1TRt8hAVB24V01InBBF5nao+a9V2HId15uYxoNe7shIm5RvZEawoXSq+gN4WtNY9m6J/agKbFFu6dn+63HUHiAtXbYapamTo02L/cbBqqZ0podiJRzWRUodzYeGdy+9keHFHghthORVMxxFrY9Izr+pax0NVZRFBMe5p74ycl3NHOTmnLdYUEdxGJhRLrppacWAzIRLfaeXg6+BmDi996UvRrrP+G8K0ekedQN2gbYTC48rSyMd54Ka2g4MhKEgRoAirJya7IncBXz0pU1VJcUxsDnIDzIDGlpQaBE/Zv3BkO9Vkr1ijKM4VON9HtZ12DV/1RWOCmDq6bkQbD1CEKmxSFoMTyda0qaNJ7ZSQm9Bpp/CkiXFqSJqYjOTKl4SZKbNOI3VsLEBz5TW7iS8LqkqdIk3qTNkgN8Osu45HmjFe4J5qgHNC0sRuUxOy4vF2WS0luJmqESuMY2QUI+fKgp53OBHGMQFK5T1ehDpGOlVTYz6h332XlCZZ5ZmIcVJKLxTXuIntNcqlJtLzwiCXDNdRiUmvu+8y0LaJ0chuvlXvsJu9c6Zp03U2LRWC4JxQljYV1XV23qGwqatlXAs0zQQpxdFjaFJSo6ROIYELgusJkjvLS3l0u+M+4ySg486mpgANDukfveVrl9Cx8USl55fHE10B1sHNHLRuYNKGYTRGTS0KvbyPOoc0NTiHbm8h/Qr6PbRpkbqx7TShweOq1U1DaL2Htrk0vB1CtYUUq9Vd6ZpdUmrQ1NE1l3GuNFVirHN41+5bk83mMim11gl8fJlQbiM+0DX7JL2U9XDAp4ZQzjeKP3nE2DBqLrE3fjttu4dzBVWxxWbv8fSXLDxYp5bdnAXb74YoylYYMIxjBr7PKNXEFLncHaCa2C42GcWac+UWQTydRi41e2jmaI2l4XyxdeIX4L2uYRQ7a46pymYo6TTx0Phg2uDx7eMhj+8PGMaOThNNivS8JywpGPO5Q/jD45qLdYMX4dG6ZRwTZS5ZBxjGSMBNtXxGRLaKsLBO5VdDm5TdxvLFe6393S4co6hsFe5YQb63jToebSL7rXK5gQtJc/uIRCtyzX2Xcg5t4uKjStdagNtdgnM7ieCFupnIBQgiUPWUfg+cE4qgpCgg0LWQIhyTTL8lHK16AmnBbZiuzuS9OFTigcXA0lN8A2H7MENyrc84CWiXpoENAF1C24RkLSOtI7rbTInHOnawXU3fP+u47Tk3IvIQ8MYlfPTdwMNL+NxlYG3rcnBWbD0rdsLa1mVhbetycKfber+q3rPgz1wIbvvgZlkQkd86rUSqeaxtXQ7Oiq1nxU5Y27osrG1dDta2nl7cHvmnNdZYY4011lhjjYx1cLPGGmusscYaa9xWWAc3jx3fvWoDbgJrW5eDs2LrWbET1rYuC2tbl4O1racUa87NGmusscYaa6xxW2GduVljjTXWWGONNW4rrIObNdZYY4011ljjtsI6uFljjTXWWGONNW4rrIObNdZYY4011ljjtsI6uFnjVEBOS6Oo2wxrvy4Ha78uB2u/Lh53qk/Xwc0ZhojcFr3BRMTrGSzbE8Mp60t8iLPo19PuU1j7dVlY+3XxOIs+hcX4dR3cnEFMvnRV7URkQ0Q+XkTefdV23SwmwZmqRhF5ioh8sYg8T0SW23FyARARp4YoIg+IyPuJyBNXbRecXb+eZp/CFX59soj8HRF531XbdT3M+fV+EXmmiOzk91b+VL/261JsO5M+hcX5dR3cnEGoagQQkfcD3g58LvDLIvJlIvLUFZp2U1DVDkBEPgT4Q+B9gX8L/BsReedV2nY9qGrKTxf/GPgT4KuA3xaRDxaRasW2nUm/nmafwhG/fhjwF8DHAD8lIl8rIvet1LhrYMavXwn8MfAdwG+IyDudhqf6tV+XYtuZ9Ckszq/r4OYMQETc3PIFEfl54POAT1TVjwA+C3hP4LNXYOINYT7NKCI7IvImzOaPVdUXAp8BjIBvXIGJV8XkO5g8OeRM2Y8D7w48oKrPA/4T8IXAh56wbWfSr6fZp9meeb8+QUTeAHwC8IGq+rHA5wBPBb7opO27Gmb8Ofn7PsC/B56O2fq3gf8NfJuIPHMF9q39unjbzqRPYXl+XQc3pww5Yr0gIl8kIo8Hi2TnNwMuY1/6b4uIqOqPA78MPENE3vVEjb4KROTxIvKVIvJcOMw4TaCql4FfAT4VOMjrfhP4PuBeEfmAk7X4ECLyPiLyqfn/MPkOZp4c7gWeCTxVVd+U130Fdh7PWWam4az69TT7NNv0FBH5EhF5p2zXvF/fCvwRFii+Ja/+L8B/BZ6+ikABQESeLSIfmv/vTfw549dnAR8LVKr6oKruAX8fuAB80AnYt/br4m07kz6Fk/PrOrg5JZhErfkLHgBfC3zYzPtfJiKfKyLvqKqPAN+EfX/vPTMo/js2BTE+UeNnMDmPjHPA+wMfkt8biMh3i8hXiMjH5W1eCjTAAzP7PQhEzA8nhjnb/zrwAyJyT+Y2TbgrzxeRPvBq4BXA00TkPICqjoBfB/62qtYLtm32t3pm/HqafXoMHge8BHi/bPu2iHyriHy+iDw7b/MlQB94crZPsdT5fcD8Q8hJ4fnAz2V7xiJynxjH4v3z+z+AZcQeLyLbebt97Eb3omUYNPe9r/26eJxVn8IJ+XUd3KwYOVMjkwAlR7J/CXwz8Lki8oEi8n+AD8RSjN8rIp+hqv8b+HfAv5z5uD8FHgF6J3sWVwRn5P//GPhJ4F1F5POA1wBbwN3A94jIP8pR+dcC3ySHfJC/xG7AD67Q9u8B/hfwMhH5QA65K/8aa0D3VCwT8ofAV8983OuBt+Sb9SJtS3m5yH79CU6xX0+zT2ftm4Wqvg6UPruiAAAdv0lEQVTz6wtE5FOA/x94EvBc4IdE5ONU9feA/wh8l4hMgsQ/x24WzaLsuxm7ga8H3iQiXy0iz8r2fAzwEyLyMqDAbhhDbGpigrcCfyYLrPaZ/97FMnRrvy7YtrPg06vZzkn5VVXXrxW9ADfz/4cBP4RlYibrfg+LYL88L5/HeBSPAhvA44E3YfORLwX+DBvwGys8p4/BUqHvM2PzK4BfBF42s90nAW8Gnp6XX5/P61/k9T8EDE74O/gHwMuAnbz8ntiF4BXAh+V1zwb+A/CjefnFwD7w8vwd7ANfuCDb/Mz/nwb8GvC8vHzutPr1NPv0GFufD7wAeEZefjyWAf2pyTEBD/wj4CJ24T2HBYh/BPxj4GHsJlKdoF8/D/gnM8sfC3QY+fI5M+u+H/jmvPyV2e4vx576LwOfvUD7Zsfrp2cfTq4D96z9eueM1dPg16We3Pp1QwPg3jw4LwJfkNf5/PfjsAh79uZVAP8N+Nq8/HfzgP0CjDy6qvPYwlKNb84D9DLw9/N7H4RF59+blyfd6P8/4Nvz/38Tu+l9MvChJ2z7+wK/BfwV8JFz38F3Zrved2b798OelN4H2AFeiWUk/jnw4Qu27d2A12bbPmnuvedhVUWnzq+n2af5eOewG8NfAT+DPSR8XH7vk7GA8Ovm/PonwJfk//8eNsX3AnKQdsJ+fQvwEXPv/TD2tHvfxG4syPh5LCv2TliW75eAfzO//wLH669m+z4xr3P576djmeW1X++Asbpqv66npU4QcmXV0xOwC/rdqnpBVb8NDslhqvoT2Bf7eBG5a2bXPwC2c8rvFzDy6Luo6k/mWa5ViEo9HSixjMGLsKeHzxKRF6nqa4EfBfoi8u6aRzIW1D1DTNfg5zBuxQtU9ZdO6jxE5Hn5uL+oqk9W1VdneyYEvS/heO5KB5xTI+++Cgswf19VXyMixfx3/RhtK7Eb/DDb9iMyI9yoqv8V+Gmgt0q/HjOuP4pT6tMZvDdwkO17AXbx/GYReY6q/jD2AHFeRJ4y49fXAPfn390rsOmzD1bV/5btW+p4FZFPw/z6C6r6RFX9xbm0/9dhv8F5jsVTgFJtOvOngbcBP5T3D4vyq4jcC/w28KZs36vy9z4hjv8AFqifW6Vfjxmvp9qvnMGxCqv36zq4OQHkG8r0Ry7GFn8KplHzg8BeXv+pIvJvReSzReQ5efevAT4C+GgxPk6L3RT+NA+Gt2JPws8TkWfndcrJ432wKpdxPtfvw542XiAiz8BKejewgGc77/Mc4Of0sBrss4BPFZHnqiHOH+Sx4ipzv2AZs5/CMkuIyBcAXyoiHykiT1Qjsn0T8A1ylLuyATyUl38D+E3gH0y+I72ywu1m7fWq2mDz0+fzui8GfkREXpYDCLCnn5X4dYZfMRnX75nXvZ1T6NM5PBvjKCAioqrfggWSf09ENrB0+XsBL5y5mL4L8BvZhx1WUvuPReS+/LtciH3XGKtjzK+/nLf7POCzReRviMhAVX8f+B7g5fkcwL6DjsNrws8Bl4DPEJFKVbtF+VVVH8zHv5Dt+0KMA/ZPxDS5wKYfV+rXmfE6Ca5HnGK/corH6sSmq7y12vGqJ5iiuhNfHJ13fB8sRZeAd8vrnoFlYvYw7szXYlH3nwFPytv8eyx99wosS/P7wDvNfO4WxqX4riWeh1zn/XfF5nVnpxreGfhZ4KV5+QuwYOLngf8B/E/g/vzeZMriVcB3LMt24CMxXtDE/xXGEfoLLFPwGuwC/FvAj8zsNyFr/3MOuSubM+9/EHZDvqmpwav5dc7mh4E62/a5GOn2UeA98/tfeNJ+nRvXn4Q9Xf1hXu6t0qfz9l3l/b+JPfH+tZl1z8q/wQmv6V/n3+X3Z9t/bfKbnNnntcDXL8mvz82vyXe5hZXGvy77+7/n7/V3gW/I25zHpi/+EPh8DjkWvZnP/cy87wcvwa93Y6X7u1jW+Uuxp++Hge28zb/J76/Kry/M4+5XVu1XbCrmTI7V0z5eF3aS69c1B8AF7ML9KPDFWBAw4aNMbq7zvJofwlJxAHdhpMovxUpijz3GkmyfJQn2rrHd/XlQ/uu59f8K+In8/33Yje4rgA+Y224yL3/NIOoWzuMZ+Qf/Z8CP5e/i+fm9dwS+Bfg7M9u/G3ZjfVFe/mgsKP14ZjggM3b3gacs0q9AyH8/dP6iBPzIzPhYiV+xp8Vfw4KYr8ayL++Q33uHk/bpMfbddbVzx24OryLz3GbW/yjwA/n/d8rj5R8xw1fiaOC5cHJ2Pu6vYyn6V2MPPxNi7gdiwe2nzWz/MViZ7Ifn5Zdmv/4t8s1vzq/nyaTURfs1r/804Cvm1v0q+eFrhX59zzxe34A9MP4vDh8gn3PSfuXoNeCJwL1X2e7UjtXTPF4XfqLr1xVffJV/UD9KrmLCppG+aTLwgG2gP9k+//1SjDx2Li9/KFDMfG44wXNwwLdhZd2fz2HGwM1t93ezzZ80s+75WKpxcu7vMbePX5bdM8d4XPb/t82s+xrgT2aWJxe5yQ/qXP6hfv7M9/TCRdp+o37N6waTsZL/fk6+iEzGzYn6FXgPbPppQmS8C3tSf+7MNk88aZ/OfM5L8gXzQ672uViW9D9PtpkZw78y8zucDxaX7denYqn4b5nx63cAr53Z5oFZW/I+/xP4W3k5MHMzWYFfAzlgJ2fisMqXV6/Qrx+OZQUm4/XdsOvy/av0a74GfCc2FfNB19ju1I3V0z5e15ybJUNNeOz5qvpCVR3m1QPgcaqqmZ+yqyZWNtkeTKn1tap6Ka//JVVtJ3OqmnuHLBsi8kKM6f4A9uP6aODLsg2TuevJnOvPYSnRl4nIe+V1H4VlboZ5n9/O+0zOY2G8mmugw0rkv23m2D8NvF1E7s52vHn2nLB5+E3gdZp/bar6o3n/ydz9Y7b9Rvw6C1WdKA3v5lXvB/ynmXFz0n79E+zG8BV5eYjN89+V7RBVfUu25UR8OocJAf9fzX/uDC/h+7HpkX8qIk/P6z4Y4yvVeb9fnd3nBPwq2FP6N+Tli9hU49skKzSr6uvzexO/7ub/35Df71T1B7PdJ+bXCfLxx/n//bz63YEfW6Ff/wCrypmM17/CMo9PnbH7RP0qIp+ITSXdhWU8X3vMNqd5rMIpHq/r4GYBuAahCrAbUiYVl3nVzwAfJlmCPr/nReRJIvIBIvJr2JPFzx7zWSemLClWofV0TFvgY9SY+Q8Co1nGeg7SRI1Q+C3Y08R3isifYRyXV85/9qLP41rfgapexC6sb5o59kS2/OGZzxiIyL1iKr+/D7wRuyjOf57eoq035Ne5fQoxRd9PF5Hfw6bSfvwY206CKIiqDlV1lMdtkYOsV2PB7NRHJ+XTObsdliX6VGBTRL4or590Sk55vP4J8K1Y0PUqEflTrDLlJ4+xb5F+vdZ19w0YL+mRbKNi1SSbMw8+iImy3S0iL8CI179PJnDP2X1ifp3bthTrRv3CPF7vxio75+07Eb+q6ltVdZjHa8BusD9LVvid+YwT8auIXMB+K3+uqp+kqm8QkXeQmarY/P1PKs1WNVblrI7XpaasbvcXR8lU81M0V+U4YCnSXwSeObs9VtXy2+TU6Qmfy+zc7Oz014X8924saEkYZ+W9gfPz28/sdy/WsG3Zdt8QJ2j+e8JIjf9y7r27MNXnPwZecpr8iolzfRTGXfgHp8mnM9v+Kywl7SfnjfHNFurTY/wa5tdnOz4H+BSsjPbI9z/3WQEjvy9c9+Ua9l+TtzJ3Lq9iTsSQw6nW159Gv2LT8S/GMrmfd5r8Onkfq+T5yln7MbHBhfr1GteA52IPul+GVc2+DuOufCNwz/z2Jz1WuUFO0CrH6zXtOalBdzu/gH+CNSX7CuCj8rqrMuAxcusjwDvn5Qlx9B5m1IU5gTnTfJxt4J9l+5/JUab65Ef/gRhPaAD8NYyQ9+q5z/lEjiGALvs8uDnuysTXrwY+eWb/p+X/33FRti/Qr5+EBYt+UbYt2KeTc/k87El0sn5ysXvG3Pa3ylO4ll89duP6txwSxn8DI7t/Cnn+P69/HpnTdsLj9SVch7cyux7jhrzfzPcyUXt+r1Pq1+djFXNbp9yvX4VNkc6P13dflN3X8el5jIs0zH6dKNC/Cptynv2cVY3VG+IErWK8Xtf2ZX747f7CpgZ+HYu4Px3TcvldDoOW46o0JjeCXwW++BoDailVQ1c53idi0wU/ms/ntRjDvT+zjczt80yMUPrueflvY0/oWydldz7uC7Epnf+CqXX+AjPlxlfZZwMrLbwL+Dv5gvhVc9vc8g9vWX7lGoHzqnya93tHLPP4169ybositd6IX7+Lw+D1qzCF1t/mkOD6EuB7uYnM1AL9+0V5zP3vG9h2IrFfYUqzCfinZ8mvi7JvkX7N2z8fqzKcKuQu2q/X8OmkwOKdgfef2+fDsQDhKascq9n2A6wy86k3uM+Jjdfrva6YK13jxiCm8Pi+wC+r6j/P634Je9r9EOCPNH+Ts1Cb79/EBI5UTKxtvl39ifBqZuZIH8D6+nxRnht9D2CsmayabdK8T6U2l/okjJS3l9//KSzNe2KY4678TF73fPtzKJp4DD4CE8b6X9hT04eq6i/PbjD/ndykXUv16zLHxy34FGyK7QKmOsr8+L8Vn2Y7ruvXzBNyWPr+HhF5DZZS/xUsQNzPtnwvdsM4UczxVl4mIl+kqt+a+XfHFQm8ACth/l0skFjoWM02LdWvt2rfDZ7DzfoVTHLjvbCsxELH6w34dFJc8seYTydNk8cYZ0WxFjYrGavznKC87h2AR1X1kbws8z7jBMbrDeMkIqjb9QX8DXKWJi8H4He4AdExToCPMne8a02T/Q/m+hZdZbtJ2vYcxg95BSaTfUPHuUX7F8YJwjITb2Rm7he7cN+07WfZr4v06cy+z1uQbY/JrxxmRr872/2V2FPkXZia99NO2K+3ygf6QqyX0N+91bG69uuxn/lxqxqrV9l+J//WvuFmjrNAv94qJ2ih4/WWzuukD3gWX1hn42/H0nRPvcqgEGxe+lewssf5FOcLyA0E59af6JeeL0YT3onHpkF+h+uQxfL2H8uhuugrOIHOsvm4i+Su3MPc3DWLST+fKb8u0KefCDz5tIxXDm90A+b4X4v4nm/RrzfLWwmYQKMs+hzuYL8+j6wVteqxOrfvB2OE/D3g/2Xu4WZFfr0ZTtBSx+tjOrdVHfisvLAmXr+D9fD5SayE7TVkBca8zeSHfz9WGnfv3Gfch8ljv8sKz+NjsGzFf8Wi8Xtn3nvaDX7GuwL/gqMy4EsPzlgcd+Xfc1TefxFBzZn06wJ9uhSe1SL8epVzWDYBc1G8le9jJshlQaKda78unruyoGvAu2GNJGcraFd5bb1ZTtBSxustnduqDTjtL+CvA78+s/xE4DlX2fYLOWw18ETg5RzDcF/BObwD8H+wNg8PYI3MfpCjapc39UPiBFKNHAaNXwp8a/5/ALw/8N5X2Wei1vmRGKfmgSXad+b8etp9uiy/Lvt1I37lMLv7PcA/xB6S/jCf3+tOwMa1X8+AT0/TtTX7tsj/T1SnX4IVxCwlA7ao11rEj+uK8D2fLDqWCZVvUdXfuMq2TwB+RkS+BhvwAdidiCBdRwzpljFznPnzeTbwl6r6SjW1yBdjhOYXicj5vI3exHFEVZMuWYBL8y8Jaxz3m3ndgar+mqq+7ip21SJyDvj7WMbtr653nBu17az59TT7dHa/Zft10bgFv4oamTJi05CvxciXnwA8UUSedr3j3Ix9a78uzq9n9RqQP/MxXwfU0Ob/xyKyg/WA+hU9VEu/6nFWiVNlzCowy/gWkaeKyFb+34lID+vp9HNwQ1UqH4d1P35/bNrqs2cH6iIH7FXOY/L5/byuyMv7WFUA2Y43YVNs57CU6v9t7/xj5aiqOP45/RUq0Da0FNBKq4LyqzEKaKNYtKUhlYSqhBiIRiiJP1J+SAwEMfw2EsGUSNAYogFLUDAqjUYrlSACMSoRsZEmYEn5oYiA0CJKWkqPf5w77HTe27fv8XZ27pk93+Sm+2buzJz57Oz27D33nlN+2HtqIn0ncM6ilMPclEGUlE30yGTniNTko2iViFyPTWh7CatGvnO064xXnrnmyjTZMTCu/dYkuBY2n4+VrrhSVXeorT5ZoKpbR7vORBRc+8/V83dAOuekvwdE5HgRWYv9sNmOhf1GvU4uGnrnRlVVRI4QkU1YOvt709LXfdSW5Z2rqnf0Ok/6ZbsBG448QVUfTQ/QQBin+1gqIpux+CeFx02qhCsia0qH3I0Vkjs8OXGNSkRWicgT2JDuehE5UFVfU9WHsdVnz4zjNFuAfwFLVPXMNOIwKf6euebKFIaTa/EfV/qF/FR5FEBVXxNLLzEpBdf+c/XMFPr2PfAClvNmiaquVtWduY3UjJBmEBtrsmEO3s+wuh0CXJv+vrjURxgjqV51X+o/0FniwFLgj9gD/CillVlY0roLsDjp3NL2LwIPZPAeZBu39so1Z6bBtVb7gmswrZVrP78H6mx5e1591Cix0kIHY4nHbld75y7EZr2fKCJLU58pad+oKu8Tm5ejOqhERR29gFVmvRAbgbq8ZN//sCyzL2JOXKGtwFPSKehZq5zGrbPm6pQpBNe6FFz7r6yZguvvgfrUtHc1iMaeBS73SD6ExRxfBI4p9VmIrev/ftO2T+Aep9Gp7XEE8GcqBeuw7JgvALdiiZi2UXMRxtK1y7kPimWGxXuwCni+0v9kLJnVGcG1XUyDa3D1xDVnpp651t2GYuRGreTBIhH5DZaHBlV9VUSmq+o24BfAV0v9n8CSQM0WkcVN2DxRqeou7YwWbcEmNp8nIrPgdY/7IWz11/3AIuAUVf32gOxzGbfOmatXphBc61Jw7b9yZprsc8m1djXtXQ2iYUu078C86keAtWl7kU3yWGwWeDmWuhh4jAkkthrAfYw7zonVJ9lYuteumUcnct5J2J5t3Nor15yZBtfg6omrV6a5c22yNW7AQG4S9sWG4hYBy7F8CAtK+6djIzd/p1OefS/gAeDQpu2v3MtU4LPj6DcFW5L+OJYu+2kqSdoG8cErXesobKn8AmzY9neV/YuBnwM3l7atwmLctaci98g1d6bBNbh64uqRqQeuTbXGDRjgA1AuCHYHqUYOe8Yr78GG8a7HJoT9kAHVT+phu6S2D1ZC4E/A3uM47stYkbtfAu9q+B6yi1t755oj0+AaXD1x9c40V645tMYNaOhhOATYAawoHo707/5Y3PR6MpxshWXc/CmlGkRd+knq+zxwcml7Y0XMKvbNwIqRPkpK4U0nHfj7gS8AtwHLg6tPpsE1uHri2gamOXJtlEXTBvTxTS2PwPQs2gVcA2wp+gP7denX6EOLDYEKsBob/jxrPHZRKhA5qPvAUdzaC1dPTINrcPXE1QtTb1xzaY0bUMNDcAZwVI8+hSf7JJZVeAdwfqXPoOLQPScsA/OAG0gVbyv7ZvY4dqDVWckkbt0mrrkwDa7B1RPXNjHNiauX1oql4EV6bRFZDVzRq7+qqoicgE00nocNL15X6VN7kiIRuRr4uogcMkafBcDtWLhsu4h8UkRuFJFrReRp4JyxrqGqu/pq9Og2FtoHyw/0ORHZu4ddu7FZ/gdj1Wg/opXCjW/0PWgD19yYJpuCa3DtZl9WXNvANNmYFVdPaoVzo1Y/5J3AJ4CLVPWvY/UXkQOAm4FvqOqxqnpneoAGwkPk9SyS64EDgeOkU4itqndgXviTwElYifqtwDNY/PSm0vkakSYBJ2L382lV/W+3/on1KcCXsNomH1XVR2SSNWDaxDUXpsW508vgGlxHVS5c28QU8uHqUk0PHU2mkYbWgCXAJsyz7VoDarRj0+uBDy+WXl8NrKOUIbnSdw5wPDabP5ucO2WOZBK3bgvXnJgG1+DqiWtbmObG1WPLeuRGRA4XkX3T6xEetHaG1pYBP1HVc1RVS8cc1O3calmLp6bXtQ8vVq79GoCInI49wO8DVhTDjeV7VdVtqvpbVX1ZVbem/VOr/eqSiLxtrP3pPZgLvBebt/S9tL24x5ldjns57Z9W7j8ZeeHqiWnlusGV4FpVTly9ME3XcMPVo7J1bkRkBTbR62TYszhlqc9MEbkOuAx4RURWiMg64EoReQj4rojM73aNpt50EZkhIj8GLgUexoZBVwPHJLtG3GtZhd29+vXBTldxaw9cvTFN9gRXgusYfbLh6oFpstMVV4/K1rkBfg/8DfiAiCyCUb3pN2Fr95/FPNxLsId5E/A1rALqvwdj7oS0EFuut0RV16nqh7GZ7avE5gMN5JdDNzmOW2fL1TFTCK51Kbj2X9kyrVzbG1d/aiIWNlbDHK4iqd5yLKPi2WP0fzcwG0vA5yKVNPAWzOk6rLRtJfYQr8rAPpdx65y5emUaXIOrJ645M/XM1WPLbuRGVXer6i4RWYnVvzgIOElEjoCRXreq/kVVt2Nl3XfKgFY89VIPOwT4FXB66ivAfcBM4CwRObJ+C7tLM45be+WaM9N03uBag4JrfAeUlTPXtikLR6AqETkXq3D6APAHbHTm4yIyXZNLW1WxXRtevy+mqYUdkiZ9VT6Q/8BqWH1IRE5Ltn8QuBcbQn1+sFbvqRzj1t655sg02RVcx9HvDdgVXMfRb4I2uWYKeXJtrZoeOqo2rEL3bcCnStsuxopdrmjavh62Tyu9nocV3rym0kdK+88DnsM+eC8BJzR9D8m2Q7E5T3NK234NrAUOKN9HcPXJNLgGV09c28A0R65tbo0b0OUB2AScV/p7//SQXgfMzu0BoJJHALgKq8B6E6V5QKPZjBXxXFnp12hqbDKJW7eJay5Mg2tw9cS1TUxz4joMLcuwFHALcIp08tA8B2zHqrGemrZlMyynnTjqaSLyODYJ7DhVPVNtHtCybiE1Vd2iqhtSvyIvwSBKP2Qft/bG1QNTCK51Kbj2X96YJluz5zoMytW5WQ/sAm4Qkeli6/23YaGpBxu1bBSJyHwRuQub/X6Bqi5V1c0icrSIPIgNOb6513l0cLVKXMStvXD1xDTZFVzrsTe49t9WF0yTrW64DoWaHjrq1oD3AI8Bd2NVuy9s2qaKfeXyDfsBZ5b+noXNG3oRuKRpW0t2ZR+39sbVA9PgGlw9cfXG1AvXYWuNGzCmcZaY72hgQWnbQGOmva5HJbcOcDk2yvQDYFZpe2P1ParXJoO4tXeuOTINrsHVE1fvTHPlGs1a4UlmrzT/Zrc2ZLCIzFHVbSJyDOZ07YUlGbxfVX+U+nwLc8bWaCox37TdZYnIadjw7pPA51V1c9q+DLhPVV/tcfw07X8Ketdcc2Sazhtcg+sI5cjVO9NkS3Zch15Ne1e5N2AxliX5FuAeLP31d4DNwO70et/Ud37puClk4oUD84G7sJjuqaXtR2NzmB4CFgZX30yDa3D1xNU701y5RrM2jVAv7Y0lW3oEm+m+HkuH/Rlsifpl2kms9CzYLwptuBKriEzRzsqAXcCtqnpT2jcLuBE4EVirqlc1YKI7rg6YQnCtS8G1/3LHNNmQO9cQxMjNG2nAGix78sr0d5P5KNzHrXPj2iamwTW4euKaC9O2cR3GFiM341Txi0FEPoblKPiKqm6EZks+aGfZYde4NVCNWy/XkXHrRn4N5cjVO9PChuDafwXX/itHpuVre+U67ArnZpxKH75F2BK+21R1o4gVL1PVxia0ichi4CJgt4i8FVgI3AksBQ4DZojIBlX9D3CFdoZ3p0AnSVZTypGrd6aFDcG1/wqu/VeOTME/12GXm9VSTSt54d8EUNWzGzbndYnIEmAZ44hbl45pPG5dKEeu3plCcK1LwbX/ypEp+Oc67ArnZgISkbcD/1TVV0REmvxVMZZEZA1wBnCpqm6oTIDLTh64emMKwbUuBdf+ywNT8Md1mBXOTUtUiVtfgA2TbmzaLs8KpvUouNaj4FqPgqtP5VpbKjRBdYtbF7Hr0MQVTOtRcK1HwbUeBVefipGblijXuLVnBdN6FFzrUXCtR8HVp8K5aZG8xK09KZjWo+Baj4JrPQqu/hTOTSgUCoVCoVYp5tyEQqFQKBRqlcK5CYVCoVAo1CqFcxMKhUKhUKhVCucmFAqFQqFQqxTOTSgUCoVCoVYpnJtQKBQKhUKtUjg3oVAoFAqFWqVwbkKhUCgUCrVK/wcKEduBBuxdyQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Correlation between distance to next PAS and wildtype PAS score (smaller bin sizes, intronic sites only)\n", "\n", "from scipy.stats import spearmanr\n", "\n", "lf = l[(a_rich[:, 0] == 0) & ((intron_mask[:, 0] == 1) & (intron_mask[:, 1] == 1)), ...]\n", "sf = s[(a_rich[:, 0] == 0) & ((intron_mask[:, 0] == 1) & (intron_mask[:, 1] == 1)), ...]\n", "\n", "print(spearmanr(lf[:, 1], sf[:, 0]))\n", "\n", "x_vals = l[:, 1] / np.log(10)\n", "y_vals = s[:, 0] / np.log(2.)\n", "\n", "bins = [\n", " [2.5, 2.75],\n", " [2.75, 3.0],\n", " [3.0, 3.25],\n", " [3.25, 3.5],\n", " [3.5, 3.75],\n", " [3.75, 4.0],\n", " [4.0, 4.25],\n", " [4.25, 4.5],\n", " [4.5, 4.75],\n", " [4.75, 5.0],\n", " [5.0, 5.25],\n", "]\n", "\n", "bin_names = []\n", "y_dists = []\n", "for i, [bin_start, bin_end] in enumerate(bins) :\n", " y_dists.append(y_vals[(x_vals >= bin_start) & (x_vals < bin_end)])\n", " \n", " if i == 0 :\n", " bin_names.append(\"d < \" + \"10^\" + str(bin_end) + \"bp\")\n", " else :\n", " bin_names.append(\">= d < \" + \"10^\" + str(bin_end) + \"bp\")\n", "\n", "import seaborn as sns\n", "\n", "f = plt.figure(figsize=(8, 4))\n", "\n", "sns.stripplot(data=y_dists, alpha=0.1, jitter=0.25)\n", "sns.boxplot(data=y_dists, showfliers=False)\n", "\n", "plt.xlim(-0.5, 10.5)\n", "plt.ylim(-11.5, 5.0)\n", "\n", "plt.xticks(\n", " np.arange(11),\n", " bin_names, fontsize=12, rotation=30\n", ")\n", "\n", "plt.yticks(fontsize=12)\n", "\n", "plt.ylabel(\"APARENT2 Score\", fontsize=12)\n", "\n", "plt.tight_layout()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:tensorflow]", "language": "python", "name": "conda-env-tensorflow-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 }