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D-CAF/repl_unw(1).ipynb
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
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"text": [ | |
"C:\\Users\\chube\\anaconda3\\lib\\site-packages\\numpy\\_distributor_init.py:30: UserWarning: loaded more than 1 DLL from .libs:\n", | |
"C:\\Users\\chube\\anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.XWYDX2IKJW2NMTWSFYNGFUWKQU3LYTCZ.gfortran-win_amd64.dll\n", | |
"C:\\Users\\chube\\anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas64__v0.3.21-gcc_10_3_0.dll\n", | |
" warnings.warn(\"loaded more than 1 DLL from .libs:\"\n" | |
] | |
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"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"import networkx as nx\n", | |
"from tqdm import tqdm\n", | |
"import umap\n", | |
"import sklearn, itertools, random\n", | |
"import pandas as pd\n", | |
"from sklearn.neighbors import kneighbors_graph\n", | |
"from sklearn.decomposition import PCA\n", | |
"import scipy as sp\n", | |
"from statsmodels.stats.multitest import multipletests\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"import igraph as ig\n", | |
"from sklearn.utils import shuffle\n", | |
"import scipy\n", | |
"import leidenalg\n", | |
"import math\n", | |
"from sklearn.metrics import adjusted_mutual_info_score\n", | |
"from scipy.stats import chisquare\n", | |
"\n", | |
"df_1 = pd.read_csv('ReTranscriptomics.csv')\n", | |
"print(df_1.shape)\n", | |
"df_2 = pd.read_csv('ReProteomics.csv')\n", | |
"df_1 = df_1.iloc[df_1[df_1['BH Adj P-Value'] <= 0.01].index.tolist(),:]\n", | |
"df_2 = df_2.iloc[df_2[df_2['BH Adj P-Value'] <= 0.01].index.tolist(),:]\n", | |
"\n", | |
"df_c = pd.concat([df_1, df_2])\n", | |
"df_c = df_c.reset_index().drop(columns = 'index')\n", | |
"\n", | |
"\n", | |
"df_c = df_c[df_c['Period'] >= 12]\n", | |
"df_c = df_c[df_c['Period'] <= 36]\n", | |
"ids = df_c['Gene Name'].values\n", | |
"df_c.shape\n", | |
"\n", | |
"df = df_c.iloc[:,df_c.columns.str.startswith('Fitted')]\n", | |
"df.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((10651,), (2026,))" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_1_ = df_1[df_1['Period'] >= 12]\n", | |
"df_1_ = df_1[df_1['Period'] <= 36]\n", | |
"\n", | |
"\n", | |
"df_2_ = df_2[df_2['Period'] >= 12]\n", | |
"df_2_ = df_2[df_2['Period'] <= 36]\n", | |
"\n", | |
"tr_ids = df_1_['Gene Name'].values\n", | |
"pr_ids = df_2_['Gene Name'].values\n", | |
"\n", | |
"tr_ids.shape, pr_ids.shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"x = np.array(df)\n", | |
"\n", | |
"A = np.array(df.T.corr())\n", | |
"A[A < 0.95] = 0\n", | |
"np.fill_diagonal(A, 0)\n", | |
"A[A >= 0.95] = 1\n", | |
"B = nx.from_numpy_array(A)\n", | |
"G_1 = ig.Graph.from_networkx(B)\n", | |
"\n", | |
"A2 = np.array(df.T.corr())\n", | |
"A2[A2 < 0.99] = 0\n", | |
"np.fill_diagonal(A2,0)\n", | |
"A2[A2 >= 0.99] = 1\n", | |
"\n", | |
"B2 = nx.from_numpy_array(A2)\n", | |
"\n", | |
"G_2 = ig.Graph.from_networkx(B2)\n", | |
"\n", | |
"A3 = np.array(df.T.corr())\n", | |
"A3[A3 < 0.90] = 0\n", | |
"np.fill_diagonal(A3,0)\n", | |
"A3[A3 >= 0.90] = 1\n", | |
"\n", | |
"B3 = nx.from_numpy_array(A3)\n", | |
"\n", | |
"G_3 = ig.Graph.from_networkx(B3)\n", | |
"\n", | |
"E = kneighbors_graph(x, n_neighbors = 20, metric = 'correlation', mode = 'connectivity').toarray()\n", | |
"F = nx.from_numpy_array(E)\n", | |
"G_4 = ig.Graph.from_networkx(F)\n", | |
"\n", | |
"E2 = kneighbors_graph(x, n_neighbors = 40, metric = 'correlation', mode = 'connectivity').toarray()\n", | |
"F2 = nx.from_numpy_array(E2)\n", | |
"G_5 = ig.Graph.from_networkx(F2)\n", | |
"\n", | |
"E3 = kneighbors_graph(x, n_neighbors = 80, metric = 'correlation', mode = 'connectivity').toarray()\n", | |
"F3 = nx.from_numpy_array(E3)\n", | |
"G_6 = ig.Graph.from_networkx(F3)\n", | |
"\n", | |
"\n", | |
"E4 = kneighbors_graph(x, n_neighbors = 100, metric = 'correlation', mode = 'connectivity').toarray()\n", | |
"F4 = nx.from_numpy_array(E4)\n", | |
"G_7 = ig.Graph.from_networkx(F4)\n", | |
"\n", | |
"G_list = [G_1, G_2, G_3, G_4, G_5, G_6, G_7]" | |
] | |
}, | |
{ | |
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"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
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], | |
"source": [ | |
"pd.read_csv('Surprise_labels.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 76, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
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"metadata": {}, | |
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"source": [ | |
"def intersection(lst1, lst2):\n", | |
" lst3 = [value for value in lst1 if value in lst2]\n", | |
" return lst3\n", | |
"\n", | |
"len(intersection(ids[np.where(E4[0,:] == 1)[0]],ids[np.where(E4[5,:] == 1)[0]]))" | |
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{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ground_leiden = []\n", | |
"for i in G_list:\n", | |
" ground_leiden.append(leidenalg.find_partition(i, leidenalg.ModularityVertexPartition, seed = 1).membership)\n", | |
" \n", | |
"ground_surprise = []\n", | |
"for i in G_list:\n", | |
" ground_surprise.append(leidenalg.find_partition(i, leidenalg.SurpriseVertexPartition, seed = 1).membership)\n", | |
" \n", | |
"ground_rber = []\n", | |
"for i in G_list:\n", | |
" ground_rber.append(leidenalg.find_partition(i, leidenalg.RBERVertexPartition, seed = 1).membership)\n", | |
" \n", | |
"ground_sig = []\n", | |
"for i in G_list:\n", | |
" ground_sig.append(leidenalg.find_partition(i, leidenalg.SignificanceVertexPartition, seed = 1).membership)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"100%|██████████████████████████████████████████████████████████████████████████████████| 85/85 [00:01<00:00, 54.25it/s]\n" | |
] | |
} | |
], | |
"source": [ | |
"prs = []\n", | |
"trs = []\n", | |
"for i in tqdm(np.unique(np.array(ground_surprise[5]))):\n", | |
" cl_idxs = np.where(ground_surprise[5] == i)[0]\n", | |
" \n", | |
" n_pr = 0\n", | |
" n_tr = 0\n", | |
" \n", | |
" for j in cl_idxs:\n", | |
" if ids[j] in tr_ids:\n", | |
" n_tr += 1\n", | |
" elif ids[j] in pr_ids:\n", | |
" n_pr += 1\n", | |
" trs.append(n_tr)\n", | |
" prs.append(n_pr)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1152x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"xval = np.arange(85)\n", | |
"\n", | |
"width = 0.5\n", | |
"\n", | |
"weight_counts = {\n", | |
" \"Transcripts\": trs,\n", | |
" \"Proteins\": prs\n", | |
"}\n", | |
"\n", | |
"fig, ax = plt.subplots(figsize = (16,8))\n", | |
"bottom = np.zeros(85)\n", | |
"\n", | |
"for boolean, weight_count in weight_counts.items():\n", | |
" p = ax.bar(xval, weight_count, width, label = boolean, bottom = bottom)\n", | |
" bottom += weight_count\n", | |
"ax.legend(loc = 'upper right')\n", | |
"ax.set_xlim(-1,86)\n", | |
"ax.set_xlabel('Cluster Number')\n", | |
"ax.set_ylabel('Number of Rhythms')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"84" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"for i in range()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 255, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"pers = []\n", | |
"for j in np.unique(ground_sig[5]):\n", | |
" \n", | |
" \n", | |
" idxs = np.where(ground_sig[5] == j)[0]\n", | |
" \n", | |
"\n", | |
" \n", | |
" pers.append(np.mean(df_c.iloc[idxs,7]))\n", | |
" \n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 243, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"cl_df = pd.DataFrame([ids,np.array(ground_surprise[5])])\n", | |
"cl_df = cl_df.T\n", | |
"cl_df.to_csv('Surprise_labels.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sig_lab = pd.read_csv('Grouped_Significance.csv')\n", | |
"labels = np.array(sig_lab.iloc[:,0].values)\n", | |
"sig_ids = []\n", | |
"for i in range(np.unique(labels).shape[0]):\n", | |
" temp_idxs = np.where(labels == i)[0]\n", | |
" temp_ids = ids[temp_idxs]\n", | |
" temp_df = pd.DataFrame(temp_ids)\n", | |
" sig_ids.append(temp_df)\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 260, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"27.171632066196604" | |
] | |
}, | |
"execution_count": 260, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.mean(df_c.iloc[np.where(np.array(ground_surprise[4])==5)[0],7])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 261, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
" 38%|███████████████████████████████▏ | 16/42 [00:00<00:00, 76.63it/s]C:\\Users\\chube\\anaconda3\\lib\\site-packages\\numpy\\core\\fromnumeric.py:3440: RuntimeWarning: Mean of empty slice.\n", | |
" return _methods._mean(a, axis=axis, dtype=dtype,\n", | |
"C:\\Users\\chube\\anaconda3\\lib\\site-packages\\numpy\\core\\_methods.py:181: RuntimeWarning: invalid value encountered in true_divide\n", | |
" ret = um.true_divide(\n", | |
"100%|█████████████████████████████████████████████████████████████████████████████████| 42/42 [00:00<00:00, 132.58it/s]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
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" <th>4</th>\n", | |
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" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>17.0</td>\n", | |
" <td>173.0</td>\n", | |
" <td>24.341909</td>\n", | |
" <td>1.949010</td>\n", | |
" <td>1.071997e-56</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>24.0</td>\n", | |
" <td>161.0</td>\n", | |
" <td>21.852614</td>\n", | |
" <td>1.309746</td>\n", | |
" <td>9.463391e-54</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>26.0</td>\n", | |
" <td>160.0</td>\n", | |
" <td>25.026928</td>\n", | |
" <td>0.956654</td>\n", | |
" <td>4.954428e-53</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>42.0</td>\n", | |
" <td>136.0</td>\n", | |
" <td>24.122733</td>\n", | |
" <td>1.376914</td>\n", | |
" <td>4.119392e-46</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>53.0</td>\n", | |
" <td>123.0</td>\n", | |
" <td>26.446651</td>\n", | |
" <td>1.168155</td>\n", | |
" <td>1.072159e-41</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>66.0</td>\n", | |
" <td>109.0</td>\n", | |
" <td>21.151631</td>\n", | |
" <td>0.753585</td>\n", | |
" <td>4.298530e-36</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>74.0</td>\n", | |
" <td>103.0</td>\n", | |
" <td>26.256849</td>\n", | |
" <td>1.419319</td>\n", | |
" <td>2.660152e-35</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>77.0</td>\n", | |
" <td>86.0</td>\n", | |
" <td>22.745509</td>\n", | |
" <td>0.943387</td>\n", | |
" <td>1.004835e-29</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>78.0</td>\n", | |
" <td>86.0</td>\n", | |
" <td>23.256102</td>\n", | |
" <td>2.071003</td>\n", | |
" <td>6.417616e-08</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" 0 1 2 3 4\n", | |
"0 17.0 173.0 24.341909 1.949010 1.071997e-56\n", | |
"1 24.0 161.0 21.852614 1.309746 9.463391e-54\n", | |
"2 26.0 160.0 25.026928 0.956654 4.954428e-53\n", | |
"3 42.0 136.0 24.122733 1.376914 4.119392e-46\n", | |
"4 53.0 123.0 26.446651 1.168155 1.072159e-41\n", | |
"5 66.0 109.0 21.151631 0.753585 4.298530e-36\n", | |
"6 74.0 103.0 26.256849 1.419319 2.660152e-35\n", | |
"7 77.0 86.0 22.745509 0.943387 1.004835e-29\n", | |
"8 78.0 86.0 23.256102 2.071003 6.417616e-08" | |
] | |
}, | |
"execution_count": 261, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"clust_num = []\n", | |
"cl_size = []\n", | |
"clust_per = []\n", | |
"clust_sd = []\n", | |
"mwu = []\n", | |
"pers = df_c.iloc[:,]\n", | |
"\n", | |
"for i in tqdm(np.where(np.logical_and(np.array(pers)<28, np.array(pers)>20))[0]):\n", | |
" \n", | |
" idxs = np.where(ground_surprise == i)[0]\n", | |
" stdev = np.std(df_c.iloc[idxs,7])\n", | |
" mean = np.mean(df_c.iloc[idxs,7])\n", | |
" clust_avg = np.mean(x[idxs,:], axis = 0)\n", | |
" corr_clu = []\n", | |
" corr_avg = []\n", | |
" for j in idxs:\n", | |
" corr_clu.append(pearsonr(x[j,:], clust_avg))\n", | |
" corr_avg.append(pearsonr(x[j,:], avg))\n", | |
" \n", | |
" if (mean-stdev) > 20 and mean+stdev < 28:\n", | |
" clust_num.append(i)\n", | |
" clust_per.append(mean)\n", | |
" clust_sd.append(stdev)\n", | |
" cl_size.append(idxs.shape[0])\n", | |
" mwu.append(mannwhitneyu(x=corr_clu, y=corr_avg)[1][1])\n", | |
" \n", | |
"unw_data = pd.DataFrame([clust_num, cl_size,clust_per, clust_sd, mwu])\n", | |
"unw_data.T" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 233, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"1.1825398683531896" | |
] | |
}, | |
"execution_count": 233, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.mean(unw_data.T.iloc[:,3])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 223, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"unwT = unw_data.T\n", | |
"unw_data.T.columns = ['Cluster Label Number', 'Number of Analytes in Cluster', 'Average Cluster Period', 'Standard Deviation in Period', 'MW P-Val']\n", | |
"unwT.to_csv('unw.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 224, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
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" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>8.0</td>\n", | |
" <td>189.0</td>\n", | |
" <td>21.521255</td>\n", | |
" <td>1.082121</td>\n", | |
" <td>1.902621e-63</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>10.0</td>\n", | |
" <td>182.0</td>\n", | |
" <td>25.097162</td>\n", | |
" <td>2.031290</td>\n", | |
" <td>3.695504e-61</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>17.0</td>\n", | |
" <td>173.0</td>\n", | |
" <td>24.341909</td>\n", | |
" <td>1.949010</td>\n", | |
" <td>1.071997e-56</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>24.0</td>\n", | |
" <td>161.0</td>\n", | |
" <td>21.852614</td>\n", | |
" <td>1.309746</td>\n", | |
" <td>9.463391e-54</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>26.0</td>\n", | |
" <td>160.0</td>\n", | |
" <td>25.026928</td>\n", | |
" <td>0.956654</td>\n", | |
" <td>4.954428e-53</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>38.0</td>\n", | |
" <td>138.0</td>\n", | |
" <td>22.658500</td>\n", | |
" <td>1.950684</td>\n", | |
" <td>9.123871e-47</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>41.0</td>\n", | |
" <td>137.0</td>\n", | |
" <td>25.695058</td>\n", | |
" <td>1.519745</td>\n", | |
" <td>6.231614e-10</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>42.0</td>\n", | |
" <td>136.0</td>\n", | |
" <td>24.122733</td>\n", | |
" <td>1.376914</td>\n", | |
" <td>4.119392e-46</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>44.0</td>\n", | |
" <td>130.0</td>\n", | |
" <td>24.440504</td>\n", | |
" <td>2.678058</td>\n", | |
" <td>1.735288e-36</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>53.0</td>\n", | |
" <td>123.0</td>\n", | |
" <td>26.446651</td>\n", | |
" <td>1.168155</td>\n", | |
" <td>1.072159e-41</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>58.0</td>\n", | |
" <td>117.0</td>\n", | |
" <td>22.778977</td>\n", | |
" <td>1.404908</td>\n", | |
" <td>6.865606e-40</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>62.0</td>\n", | |
" <td>111.0</td>\n", | |
" <td>22.348697</td>\n", | |
" <td>1.214564</td>\n", | |
" <td>6.347735e-38</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>63.0</td>\n", | |
" <td>111.0</td>\n", | |
" <td>22.714284</td>\n", | |
" <td>1.542230</td>\n", | |
" <td>1.247022e-37</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>66.0</td>\n", | |
" <td>109.0</td>\n", | |
" <td>21.151631</td>\n", | |
" <td>0.753585</td>\n", | |
" <td>4.298530e-36</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>74.0</td>\n", | |
" <td>103.0</td>\n", | |
" <td>26.256849</td>\n", | |
" <td>1.419319</td>\n", | |
" <td>2.660152e-35</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>77.0</td>\n", | |
" <td>86.0</td>\n", | |
" <td>22.745509</td>\n", | |
" <td>0.943387</td>\n", | |
" <td>1.004835e-29</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>78.0</td>\n", | |
" <td>86.0</td>\n", | |
" <td>23.256102</td>\n", | |
" <td>2.071003</td>\n", | |
" <td>6.417616e-08</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>81.0</td>\n", | |
" <td>81.0</td>\n", | |
" <td>25.262112</td>\n", | |
" <td>1.536940</td>\n", | |
" <td>4.405472e-28</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" 0 1 2 3 4\n", | |
"0 8.0 189.0 21.521255 1.082121 1.902621e-63\n", | |
"1 10.0 182.0 25.097162 2.031290 3.695504e-61\n", | |
"2 17.0 173.0 24.341909 1.949010 1.071997e-56\n", | |
"3 24.0 161.0 21.852614 1.309746 9.463391e-54\n", | |
"4 26.0 160.0 25.026928 0.956654 4.954428e-53\n", | |
"5 38.0 138.0 22.658500 1.950684 9.123871e-47\n", | |
"6 41.0 137.0 25.695058 1.519745 6.231614e-10\n", | |
"7 42.0 136.0 24.122733 1.376914 4.119392e-46\n", | |
"8 44.0 130.0 24.440504 2.678058 1.735288e-36\n", | |
"9 53.0 123.0 26.446651 1.168155 1.072159e-41\n", | |
"10 58.0 117.0 22.778977 1.404908 6.865606e-40\n", | |
"11 62.0 111.0 22.348697 1.214564 6.347735e-38\n", | |
"12 63.0 111.0 22.714284 1.542230 1.247022e-37\n", | |
"13 66.0 109.0 21.151631 0.753585 4.298530e-36\n", | |
"14 74.0 103.0 26.256849 1.419319 2.660152e-35\n", | |
"15 77.0 86.0 22.745509 0.943387 1.004835e-29\n", | |
"16 78.0 86.0 23.256102 2.071003 6.417616e-08\n", | |
"17 81.0 81.0 25.262112 1.536940 4.405472e-28" | |
] | |
}, | |
"execution_count": 224, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"unwT" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 220, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"1.4949062871921686" | |
] | |
}, | |
"execution_count": 220, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"np.mean(unw_data.T.iloc[:,2].values)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 171, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"unw_data = unw_data.T\n", | |
"unw_data.to_csv('unw_data.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 147, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x1080 with 3 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(nrows = 3, ncols = 1, sharex = True, sharey = True)\n", | |
"fig.set_figheight(15)\n", | |
"fig.set_figwidth(15)\n", | |
"\n", | |
"\n", | |
"xval = (np.arange(24)*2)+16 \n", | |
"ax0_cluster = np.where(np.array(ground_surprise[5]) == 17)[0]\n", | |
"for i in range(ax0_cluster.shape[0]):\n", | |
" data = df.iloc[ax0_cluster[i],:]\n", | |
" ax[0].plot(xval, data, alpha = 0.15)\n", | |
"ax[0].plot(xval, np.mean(x[ax0_cluster,:], axis = 0), color = 'black', linewidth = 3)\n", | |
"ax[0].plot(xval, avg, color = 'red', linewidth = 3)\n", | |
"ax[0].set_xlim((16,62))\n", | |
"ax[0].text(-0.05, 1, 'A', transform=ax[0].transAxes, \n", | |
" size=20, weight='bold')\n", | |
"\n", | |
"ax1_cluster = np.where(np.array(ground_surprise[5]) == 8)[0]\n", | |
"for i in range(ax1_cluster.shape[0]):\n", | |
" data = df.iloc[ax1_cluster[i],:]\n", | |
" ax[1].plot(xval, data, alpha = 0.15)\n", | |
"ax[1].plot(xval, np.mean(x[ax1_cluster,:], axis = 0), color = 'black', linewidth = 3)\n", | |
"ax[1].plot(xval, avg, color = 'red', linewidth = 3)\n", | |
"ax[1].set_xlim(16,62)\n", | |
"fig.text(0.05, 0.5, 'Relative Expression Level', ha = 'center', va = 'center', rotation = 'vertical', fontsize = 20)\n", | |
"ax[1].text(-0.05, 1, 'B', transform=ax[1].transAxes, \n", | |
" size=20, weight='bold')\n", | |
"ax2_cluster = np.where(np.array(ground_surprise[5]) == 41)[0]\n", | |
"for i in range(ax2_cluster.shape[0]):\n", | |
" data = df.iloc[ax2_cluster[i],:]\n", | |
" ax[2].plot(xval, data, alpha = 0.15)\n", | |
"ax[2].plot(xval, np.mean(x[ax2_cluster,:], axis = 0), color = 'black', linewidth = 3)\n", | |
"ax[2].plot(xval, avg, color = 'red', linewidth = 3)\n", | |
"ax[2].set_xlim(16,62)\n", | |
"ax[2].text(-0.05, 1, 'C', transform=ax[2].transAxes, \n", | |
" size=20, weight='bold')\n", | |
"plt.xlabel('Post Shock Time (Hours)', fontsize = 20)\n", | |
"\n", | |
"\n", | |
"fig.savefig('Fig5.png', bbox_inches = 'tight')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def GaussianNoiseGenerator(noise, data, r):\n", | |
" if len(data.shape) == 1:\n", | |
" n_rows = len(data)\n", | |
" n_cols = 1\n", | |
" NoiseLayer = np.empty((n_rows))\n", | |
" else:\n", | |
" n_rows, n_cols = data.shape\n", | |
" NoiseLayer = np.empty((n_rows, n_cols))\n", | |
" \n", | |
" if noise == 0:\n", | |
" return data\n", | |
" \n", | |
" for i in range(n_cols):\n", | |
" np.random.seed(r*i)\n", | |
" scale = noise*np.std(data[:,i])\n", | |
" if len(NoiseLayer.shape) == 1:\n", | |
" NoiseLayer = np.random.normal(loc = 0, scale = scale, size = n_rows)\n", | |
" else:\n", | |
" NoiseLayer[:,i] = np.random.normal(loc = 0, scale = scale, size = n_rows)\n", | |
" NoiseLayer[:,i] = shuffle(NoiseLayer[:,i], random_state = r*i)\n", | |
" \n", | |
" NoisyData = np.copy(data) + NoiseLayer\n", | |
" \n", | |
" return NoisyData" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 244, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Starting graph 1\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [23:26<00:00, 28.14s/it]\n", | |
"100%|██████████████████████████████████████████████████████████████████████████████████| 50/50 [23:14<00:00, 27.88s/it]\n", | |
" 0%| | 0/50 [00:00<?, ?it/s]" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Starting graph 2\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
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"100%|███████████████████████████████████████████████████████████████████████████████| 50/50 [2:56:58<00:00, 212.38s/it]\n", | |
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], | |
"source": [ | |
"x = np.array(df)\n", | |
"ari_leid2=[]\n", | |
"ari_surp2=[]\n", | |
"ari_rber2=[]\n", | |
"ari_sign2=[]\n", | |
"num_iter = 50\n", | |
"noise_levels = [0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5]\n", | |
"\n", | |
"for i in range(len(G_list)):\n", | |
" print('Starting graph '+str(i+1))\n", | |
" m1 = np.zeros((10,))\n", | |
" m2 = np.zeros((10,))\n", | |
" m3 = np.zeros((10,))\n", | |
" m4 = np.zeros((10,)) \n", | |
" for j in range(len(noise_levels)):\n", | |
" n_ = noise_levels[j]\n", | |
" temp = np.zeros((50,))\n", | |
" temp2 = np.zeros((50,))\n", | |
" temp3 = np.zeros((50,))\n", | |
" temp4 = np.zeros((50,))\n", | |
" for k in tqdm(range(num_iter)):\n", | |
" N = GaussianNoiseGenerator(noise = n_, data = x, r = k)\n", | |
" NC = np.array(pd.DataFrame(N).T.corr())\n", | |
" temp_N = []\n", | |
" \n", | |
" if i == 0:\n", | |
" N1 = np.copy(NC)\n", | |
" N1[N1 < 0.95] = 0\n", | |
" np.fill_diagonal(N1, 0)\n", | |
" N1[N1 >= 0.95] = 1\n", | |
" N_1 = nx.from_numpy_array(N1)\n", | |
" temp_N = ig.Graph.from_networkx(N_1)\n", | |
" \n", | |
" elif i == 1:\n", | |
" N2 = np.copy(NC)\n", | |
" N2[N2 < 0.99] = 0\n", | |
" np.fill_diagonal(N2, 0)\n", | |
" N2[N2 >= 0.99] = 1\n", | |
" N_2 = nx.from_numpy_array(N2)\n", | |
" temp_N = ig.Graph.from_networkx(N_2)\n", | |
" \n", | |
" elif i == 2:\n", | |
" N3 = np.copy(NC)\n", | |
" N3[N3 < 0.90] = 0\n", | |
" np.fill_diagonal(N3, 0)\n", | |
" N3[N3 >= 0.90] = 1\n", | |
" N_3 = nx.from_numpy_array(N3)\n", | |
" temp_N = ig.Graph.from_networkx(N_3)\n", | |
" \n", | |
" elif i == 3:\n", | |
" N4 = kneighbors_graph(N, n_neighbors = 20, metric = 'correlation', mode = 'connectivity').toarray()\n", | |
" N_4 = nx.from_numpy_array(N4)\n", | |
" temp_N = ig.Graph.from_networkx(N_4)\n", | |
" \n", | |
" elif i == 4:\n", | |
" N5 = kneighbors_graph(N, n_neighbors = 40, metric = 'correlation', mode = 'connectivity').toarray()\n", | |
" N_5 = nx.from_numpy_array(N5)\n", | |
" temp_N = ig.Graph.from_networkx(N_5)\n", | |
" \n", | |
" elif i == 5:\n", | |
" N6 = kneighbors_graph(N, n_neighbors = 80, metric = 'correlation', mode = 'connectivity').toarray()\n", | |
" N_6 = nx.from_numpy_array(N6)\n", | |
" temp_N = ig.Graph.from_networkx(N_6)\n", | |
" \n", | |
" elif i == 6:\n", | |
" \n", | |
" N7 = kneighbors_graph(N, n_neighbors = 100, metric = 'correlation', mode = 'connectivity').toarray()\n", | |
" N_7 = nx.from_numpy_array(N7)\n", | |
" temp_N = ig.Graph.from_networkx(N_7)\n", | |
" \n", | |
" leid = leidenalg.find_partition(temp_N, leidenalg.ModularityVertexPartition, seed = 1).membership\n", | |
" surp = leidenalg.find_partition(temp_N, leidenalg.SurpriseVertexPartition, seed = 1).membership\n", | |
" rber = leidenalg.find_partition(temp_N, leidenalg.RBERVertexPartition, seed = 1).membership\n", | |
" sign = leidenalg.find_partition(temp_N, leidenalg.SignificanceVertexPartition, seed = 1).membership\n", | |
" \n", | |
" temp[k] = adjusted_mutual_info_score(ground_leiden[i], leid)\n", | |
" temp2[k] = adjusted_mutual_info_score(ground_surprise[i], surp)\n", | |
" temp3[k] = adjusted_mutual_info_score(ground_rber[i], rber)\n", | |
" temp4[k] = adjusted_mutual_info_score(ground_sig[i], sign)\n", | |
" \n", | |
" m1[j] = np.mean(temp)\n", | |
" m2[j] = np.mean(temp2)\n", | |
" m3[j] = np.mean(temp3)\n", | |
" m4[j] = np.mean(temp4) \n", | |
" \n", | |
" ari_leid2.append(m1)\n", | |
" ari_surp2.append(m2)\n", | |
" ari_rber2.append(m3)\n", | |
" ari_sign2.append(m4)\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"low_robust = pd.DataFrame([df_L[0], df_R[0], df_S[0], df_Si[0]])\n", | |
"low_robust = low_robust.T\n", | |
"low_robust.columns = ['Leiden', 'RB Potts', 'Surprise', 'Significance']\n", | |
"low_robust.index = ['0.95 CT', '0.99 CT', '0.90 CT', '20 NN', '40 NN', '80 NN', '100 NN']\n", | |
"\n", | |
"high_robust = pd.DataFrame([df_L2[0], df_R2[0], df_S2[0], df_Si2[0]])\n", | |
"high_robust = high_robust.T\n", | |
"high_robust.columns = ['Leiden', 'RB Potts', 'Surprise', 'Significance']\n", | |
"high_robust.index = ['0.95 CT', '0.99 CT', '0.90 CT', '20 NN', '40 NN', '80 NN', '100 NN']\n", | |
"\n", | |
"fig, (ax1, ax2) = plt.subplots(2,1)\n", | |
"fig.set_figheight(10)\n", | |
"fig.set_figwidth(8)\n", | |
"sns.heatmap(low_robust, annot = True, cmap = \"crest\", ax = ax1)\n", | |
"ax1.text(-0.05, 1, 'A', transform=ax1.transAxes, \n", | |
" size=20, weight='bold')\n", | |
"sns.heatmap(high_robust, annot = True, cmap = \"crest\", ax = ax2)\n", | |
"ax2.text(-0.05, 1, 'B', transform=ax2.transAxes, \n", | |
" size=20, weight='bold')\n", | |
"plt.xlabel('Community Detection Algorithm', fontsize = 20)\n", | |
"fig.text(0, 0.5, 'Adjacency Matrix', ha = 'center', va = 'center', rotation = 'vertical', fontsize = 20)\n", | |
"fig.savefig('Fig4.png', bbox_inches = 'tight')\n", | |
"sns.heatmap(low_robust, annot = True, cmap = \"crest\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_L = pd.DataFrame(ari_leid)\n", | |
"df_L.to_csv('ami_leid2.csv')\n", | |
"df_S = pd.DataFrame(ari_surp)\n", | |
"df_S.to_csv('ami_surp2.csv')\n", | |
"df_R = pd.DataFrame(ari_rber)\n", | |
"df_R.to_csv('ami_rber2.csv')\n", | |
"df_Si = pd.DataFrame(ari_sign)\n", | |
"df_Si.to_csv('ami_sign2.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"low_robust = pd.DataFrame([df_L[0], df_R[0], df_S[0], df_Si[0]])\n", | |
"low_robust = low_robust.T\n", | |
"low_robust.columns = ['Leiden', 'RB Potts', 'Surprise', 'Significance']\n", | |
"low_robust.index = ['0.95 CT', '0.99 CT', '0.90 CT', '20 NN', '40 NN', '80 NN', '100 NN']\n", | |
"\n", | |
"high_robust = pd.DataFrame([df_L2[0], df_R2[0], df_S2[0], df_Si2[0]])\n", | |
"high_robust = high_robust.T\n", | |
"high_robust.columns = ['Leiden', 'RB Potts', 'Surprise', 'Significance']\n", | |
"high_robust.index = ['0.95 CT', '0.99 CT', '0.90 CT', '20 NN', '40 NN', '80 NN', '100 NN']\n", | |
"\n", | |
"fig, (ax1, ax2) = plt.subplots(2,1)\n", | |
"fig.set_figheight(10)\n", | |
"fig.set_figwidth(8)\n", | |
"sns.heatmap(low_robust, annot = True, cmap = \"crest\", ax = ax1)\n", | |
"ax1.text(-0.05, 1, 'A', transform=ax1.transAxes, \n", | |
" size=20, weight='bold')\n", | |
"sns.heatmap(high_robust, annot = True, cmap = \"crest\", ax = ax2)\n", | |
"ax2.text(-0.05, 1, 'B', transform=ax2.transAxes, \n", | |
" size=20, weight='bold')\n", | |
"plt.xlabel('Community Detection Algorithm', fontsize = 20)\n", | |
"fig.text(0, 0.5, 'Adjacency Matrix', ha = 'center', va = 'center', rotation = 'vertical', fontsize = 20)\n", | |
"fig.savefig('Fig4.png', bbox_inches = 'tight')\n", | |
"sns.heatmap(low_robust, annot = True, cmap = \"crest\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 245, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_L2 = pd.DataFrame(ari_leid2)\n", | |
"\n", | |
"df_S2 = pd.DataFrame(ari_surp2)\n", | |
"\n", | |
"df_R2 = pd.DataFrame(ari_rber2)\n", | |
"\n", | |
"df_Si2 = pd.DataFrame(ari_sign2)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 247, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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xxhgTBBri9w+2hMAYY4wJhtBuILCEoCpbPmctoz/+Ha/XS8fTWnPKBR0PKLNw6nImfjsDAeo0SubC284s+4qGmI0L1/DX8N9Rr5dmJ7emdc/jDiizdtYy5o+aAUBSajInXdOzYNveXXv46YnPSW3XlE6Xdi2zeoeStimNGNC+Gx4Rflu1kJ8WzzygTOfU5vRp0wWAtVlbeHv6aFrVSuXy9vtjWjchibem/sxfG1eWWd1DyTF1GnF5ByfOk1YuZNSSA+N8fGpzLmjTBRTWZW/hHTfOl/nGOT6Jt6b9zOxKH+fQzghCLiEQkbOAV4AwYJiqPuOnTCPgfaAWkAlcoarr3W3PAue4RR9X1a+KeZ27geuB3cBe4DWgL9AEiHOPvcotfrOqTgnKCZYRr9fLqA8mceUD55FQM453HxxOy+MaUyu1RkGZrZuy+P1/f3Ht4L5Ex0WxI3tnOdY4NHi9XmZ9PYnTbjuf6OpxjH3uG+q3bUJi3f1x3Z6RxcKxf3HmXf2IiIli9/bCcZ3343RqH1WvrKseMkSEqzp257nfvidzVy6Dz+jP7I0r2ZiTWVCmTlx1zj26E0+M/4ade/8hPjIagMWb1/PwL58DEBsRyXNnD2RB+tpyOY+KThCu7Nid5yd9T+bOXB4+oz9zNq5k4/bCcT6nVSee8hPnR/bFuVokz/QeyMIqEOdQH2UQUlc8RCQMeAM4G2gNXCYirf0UfR74WFXbAY8BT7v7nwN0BNoDXYC7RSTBz+vcCJwJdFbV9kAPQFS1r7t8PTBZVdu7j5BKBgA2LM+gRkoiSXUSCQsPo82JR7F45qpCZf4av4jjex5DdFwUALGJMeVR1ZCSuTqDuFqJxCU7cW14XHPWzysc1+V/LKJF17ZExDhxjYrfH9fMtRns3r6TlFYNyrTeoaRpjTqk52azeUcO+V4v09cupWO9poXKdGvahnHL57Fz7z8AbP9n1wHHOT61OfPSVrMnP69M6h1qmtaoQ8a+OKuXP9ctpUP9wnHu2qQN41ccPM6dUpszf1MVibME+KhgQq2FoDOwXFVXAojIl8AFwKIi5VoDd7rPJwAjfNZPUtU8IE9E5gFnAV8X2f8BoLuq5gC4/34U3FMpX9u37SChZlzBckLNODYsTy9UZmtaNgDvP/IdXq/S/cLjOap9wzKtZ6jZmZVLTNL+uMZUj2Pr6sJx3Z6RBcAvL3yLepVjeh9PvTaNUK8y+7s/OPHqM0lbvK4sqx1SkqLjyNy5vWA5c1cuzWqkFCqTEp8EwEOnX4yIMGLhdOanrSlUpkuDFoxeOrv0KxyiDojzzlya1fQf5wdOuxiPG+cF6UXi3LAFYyzOISGkWgiA+oDvJ+V6d11Rc4F+7vO+QLyI1HTXnyUiMSKSDJwGFPop5rYYxO9LOg6XiAwSkZkiMnP8dyHXgACAN99LZlo2V//3Ai687Ux+eHcCu3f8U97VCnnq9ZK7OYse/9eHk67pyYzPJ7Jn5z8smzSfum0aFUoozOEJEw8pcdV5esK3vDVtNNd06kFMtYiC7YlRMaQm1mRBkSTBBMYjHurEV+fZid/ythvn6KocZ5HAHhVMqLUQlNTdwOsiMhCYBGwA8lV1rIgcD0wBNgNTgfzSqICqDgWGAnz+1ytaGq9xJOKTYsnZmluwnLM1l/ik2EJlEmrEUv+oOoSFh5FUO4GadauzNS2L+s3qlHV1Q0ZM9Th2btsf151ZuURXjz2gTM3GdfCEhRGXnEB87US2b85iy6o0Nq/YxPJJC9j7z168+fmER1ajfZ8Ty/o0KrRtu3KpERNfsFwjOo5tu3ILlcnclcvKrWnkq5ctO3JI255FnbgkVm1zWms6N2jBXxtWkK/eMq17KDkgzjEHxnnbrlxWZrpx3unEOcU3zqktmFWF4mx9CMrWBgr/ok911xWiqhtVtZ+qdgAedNdluf8+6V73PxPnKs7SIvvmALki0pRKrH6z2mxNy2ZbRg75efksnLqclsc1KVSmVaemrFm0EYCdObvYuimLpNqJ5VHdkFGjUW22Z2STu8WJ69pZy0ht27hQmfrtmpC+zHnb/pO7i+0Z2cTVTOSka3pywRNXc/7jV9Gh70k06dzKkgE/VmWmUyeuOsmxCYR5PHRp2OKA3ut/bVhBq9pO42FcRBQp8dXJ2JFdsP2Ehi2YurbQn74pYtW2dGrHVSc5JoEw8dC5QTFxrlV8nLs0bMF0i3PICLUWghlAcxFpgpMI9AcuL1rIvRyQqape4H6cEQf7OiVWV9WtItIOaAeM9fM6TwNviMilqpojInFAP1X9uFTOqhx4wjz0Hngqnz79A+pV2ndvRe0GNZjwzZ/Ua1KLlp2a0OzYBqyYv4437v4Cj0c4c8BJxMRHlXfVKzRPmIdOl5zKxDdGol6l6YlHk1ivJvN+nE6NhrVJbdeEuq0bkrZ4HT89/jniEdr3PYnIOItrSXlV+eSvidzTtY8zHG7VIjbkZNK3zQms3pbO7I2rmJ+2hmPqNOSpXlfgVeWrub+zY89uAJJj4qkZHc+SzevL+UwqNq8qn82eyF1unCevWsTGnEz6tDmB1ZnpzNm0igXpazgmpSFP9LoCVeWrefvjXDMmnhoxVSzOId5CIKoVrjX7oESkN/AyzrDD91X1SXf9Y8BMVR0pIhfhfKkrziWDW1T1HxGJAv5yD5UD3Kiqc/y8hgD3ANfhDDncC7ygqp+627sDd6vquSWpc0W8ZFDZLM0M8b/EELAq097GZcFjb+VS98HF/y6VKDe+4umA/khWf3p/hfq/HWotBKjqKGCUn/UP+zwfDgz3U2Y3zkiDQ72GAs+5D3/bJwITS1pnY4wxlV+op8whlxAYY4wxFVKF+r0fOEsIjDHGmGAI8YQg1EYZGGOMMaYUWAuBMcYYEwwVcLKhQFhCYIwxxgSBTUxkjDHGmJBnLQTGGGNMMFgLgTHGGGNK4/bHInKWiCwRkeUicp+f7Q1FZIKIzBaRee7kffu23e/ut0REeh3qtayFwBhjjAmK4DYRuNPtvwGciXN33xkiMlJVF/kUewj4WlXfEpHWOBP3NXaf9wfaAPWAX0WkhaoWe0M/ayEwxhhjgiH4LQSdgeWqulJV9wBfAhcUKaNAgvs8EdjoPr8A+FJV/1HVVcBy93jFsoTAGGOMCYYAEwIRGSQiM30eg4ocsT6wzmd5vbvO12DgChFZj9M6cFsA+xZilwyMMcaYIAj0XgaqOhQYeoQvexnwoaq+ICInAp+IyDGHcyBLCMrA4//ZXN5VqPT2JNrtg0tbzMpt5V2FqiHcGm5L3cWldNzgjzLYADTwWU511/m6DjgLQFWnunf1TS7hvoXYO88YY4ypmGYAzUWkiYhE4HQSHFmkzFqgB4CIHA1EAZvdcv1FJFJEmgDNgT8P9mLWQmCMMcYEQ5CnLlbVPBG5FRgDhAHvq+pCEXkMmKmqI4G7gHdF5A6cqxYDVVWBhSLyNbAIyANuOdgIA7CEwBhjjAmOUpiYSFVH4XQW9F33sM/zRcDJxez7JPBkSV/LEgJjjDEmGEJ8pkJLCIwxxphgCPGEwDoVGmOMMcZaCIwxxpigCPEWAksIjDHGmCCQII8yKGt2ycAYY4wx1kJgjDHGBEVoNxBYQmCMMcYERYgnBHbJwBhjjDHWQlDVnNKpOQ/c3BuPx8Pwn2cx7KtJhbbXrZXI0/deSHxcFGEeDy++N5ZJfy6lXp3q/PTev1m1fgsAc/9ex6OvFJ1S2wB0bd+U/17TizCP8NW4ObwzYkqh7XWTE3j+1vOJj40izCMM+XQ8E2ev4OR2Tbh3wOlUCw9jb14+z3wyjqkLVpfPSYSAk09qyX/u7kNYmIfvvp/Oex+OL7Q9JaU6Tz56GfHx0YSFCS+/+hOT/1hMeLiHwf+9hNatUgkL9zDyx5m898H4Yl6lajv5hJb8567zCfN4+O5/f/LexxMKbU+pU50nH7nUibHHw8tvjGLylMWc06sDA6/sXlCuxVEpXHLlKyxZtrGMz6BshXifwtBMCETkLOAVnLmdh6nqM37KNALeB2oBmcAVqrre3XY18JBb9AlV/cjP/tWAx4ELge3AP8BjOPeejgRqANHsv3tUH1VdHZwzLB0ej/Df287juv98QPqWHL5+/UYmTP2bFWv3343xxgHdGf3bAr788U+aNazFO09exRlXvgDAuo2Z9LvxjfKqfkjweITB15/N1Y99RlpmDt8/cx3jZi5luZtIAdx64Sn8NGURn4/9i6NSk3nvgf50u/l1tm3fyb+e+YqMbbm0aFCLDx66jJNveLUcz6bi8niEB//Tj0E3v0NaejZffvp/TPhtIStXpReUueH6Mxjzyxy+Hj6Vpk3q8OZr13PWuU/S84xjiYgIp9+lzxMVVY0Rw+/l59Gz2bjJ7uboy+MRHry3L4NuHUpaRjZffnQ7EyYvZOWqjIIyN1zbgzHj5vH1t1Np2qQ2b750HWf1eZqfxszmpzGzAWjeLIVXhgys9MlAZRBylwxEJAx4AzgbaA1cJiKt/RR9HvhYVdvhfJE/7e5fA3gE6AJ0Bh4RkSQ/+z8O1AWOUdWOQB8gXlW7qGp74GHgK1Vt7z5WB+8sS0e7lqms3biV9Wnb2JuXz6iJ8zn9pKMLlVGFuNhIAOJjo8jYur08qhqyjj2qHmvSMlmXkcXePC8//rGQM45vUaiMKsTFuDGOiSRjmxPjRavSydiWC8DSdZuJiqhGRHhY2Z5AiGh7TEPWrt/K+g2Z5OXl8/OY2ZzWvU2hMs572bktdnx8FJs35xSsj46OICzMQ2RkNfbuzSd3x+4yP4eKrm2bhqxdv4X1G90Yj53DaV39xdh9L8dFs3lLzgHHObtne37+ZU5ZVLn8SYCPCiYUWwg6A8tVdSWAiHwJXIBzRydfrYE73ecTgBHu817AL6qa6e7/C869pL/Yt6OIxAD/Apqo6j8AqpoOfF0K51NmaicnkLY5u2A5fUsO7VqlFirzxifjGPbMQAZccALRURFc+58PCrbVT0ni27duZsfOf3jlg1+ZtWBNmdU9VNSpEc8mnw/FtK3bObZ5vUJlXvl6Eh/993KuOvt4YiKrcdVjnx1wnLNOaMXCVWnsyTvozcmqrNq1EklLyypYTs/Ipt0xDQuVefOdMQx94wYu738K0dER/OumdwD4ZdxcTuvehvFjHyEqqhpDXhhJTs6usqx+SKhdK4G09KyC5fSMbNq1KRLjd8cy9LV/cfnFJzsxvnXoAcc568z23H73Bwesr5Qq4Jd8IEKuhQCoD6zzWV7vritqLtDPfd4XiBeRmiXc/yhgraoemO6WkIgMEpGZIjIza/1fh3uYMtf7tHZ8P3Y2p10+hBsf/Jhn/3MRIsLmzO30GDCEC296k2fe/pkh919CrPsr1wTmvFPa8O3EuZxyw6tc99SXPH/bBYWuPTZPTebeK3rw0Dujij+IOaTevTow4ocZnHH249x8+zCeevwyRIRj2jTEm6/06PUoZ5/7FFdd0Y3U+jXKu7ohqXevDoz4cSZnnPckN9/xPk8NvqzQ5Dxt2zRg9+49LF+ZfpCjVB4h3kAQkglBSd0NdBOR2UA3nGv9ZfZzS1WHqmonVe1UPbVjWb3sQWVsySGlVmLBcp3kBNKLNPFddNZxjP5tAQBz/l5HZEQ4SYkx7N2bT9Z251fUomUbWbcpk8apNcuu8iEiPXM7dZMTCpZTasaTnln4ssvFPdozasrfAMxeuoHIiHBqxMc45WvE89a9F3PPa/9jbbpd0y5OxuZsUlKqFyzXqZ1IekZ2oTJ9+3RhzC9zAZg7bw2REdVIqh7LOWd35Pepi8nL85K5LZc5c1fTpnWDsqx+SMjYnENKneoFy3VqJ5K+uUiMzz+eMb+6MZ6/hsjIcJKqxxRsP7tne0aNnVMW1a0YRAJ7VDChmBBsAHz/elPZ37GvgKpuVNV+qtoBeNBdl1XC/ZcDDUUkgUpk/pINNKpfk/opSVQLD6N397ZMmLq4UJmNGdmc0KEpAE0b1iIyIpzMrB0kJcbg8Thv4NSUJBrVr8l664R1gHnLN9K4bg1Sa1enWriHc09uw7gZSwuV2bQlm5PaNgagWf2aRFYLZ2vOTuJjIhn2QH+e+2w8s5asL4fah44FC9fRqEEy9evVIDw8jLN7dWDibwsLlUlL28YJnZsD0KRJbSIiw8nclsumTdvocvxRAERHRdCubUNWrc444DWqugWL9sU4yYlxz/ZMnFz4ymxaWhYnHO/GuHFtIiLCydy2A3Cm8e3Z41hGV6GEIMTzAURVy7sOARGRcGAp0APni3wGcLmqLixSLhnIVFWviDwJ5Kvqw26nwlnAvp/tfwHH7etT4LP/czgjFG5Q1T0iUgvorqrfuNsHAp1U9dZD1fnoMx+qMEHu2rkF99/kDDv8bsws3vn8N267ugcLlm5gwtTFNGtYi8fu7ENMVAQKPP/uGKbMWs6Zp7Tm9qt7sDffi3qV1z4ex8RpS8r7dArsSYwq7yoU6N6hGQ9d09MZ2jl+Dm9+9wf/d2k35q/YyLiZyzgqNZmnbjzHibEqz346nt/nruSWC0/hxr4nsXrT/rfiwMc/Z2vOznI8m/1iVlasBPDUk1tx7919CPMI34/8k3ffG8ctN/Zi4aL1TJy0kKZN6jD4vxcTExOJqvLiKz8yddpSoqMjeGJwf5o2rYMIjBg5gw8/nljep7NfeMX5nXbqSa24905n2OH3P/zJux+M55ZBPVn493omTl5E0ya1GfzAxcTERKAKL772E1OnOwlwp45N+b9benPFda+X81kcaP6fQ0rl67jJnc8H9Fm/6sW7K1RaEHIJAYCI9AZexhl2+L6qPumufwyYqaojReQinJEFCkwCbtnXQVBErgUecA/3pKoe0ONFRCKAJ3D6IewGdgAPq+oYd/tAQjAhqKwqUkJQWVW0hKDSqkAJQWVVagnBXQEmBC9YQlDlWEJQ+iwhKH2WEJQRSwhKXWklBE0DTAhWVrCEIBSHHRpjjDEVT4X6eg+cJQTGGGNMEFTEjoKBsLYpY4wxxlgLgTHGGBMM1kJgjDHGmJBnLQTGGGNMEIR6C4ElBMYYY0wwWEJgjDHGGAnxjMASAmOMMSYYQjsfsITAGGOMCQaPJQTGGGOMsRYCY4wxxoR6PmAJQVmI7V6jvKtQ6dWOCfU/xYovbefe8q5ClaCh3u5clYX4/zpLCIwxxpggCPF8wBICY4wxJhhsYiJjjDHGhHwTgd3LwBhjjAkCCfBRomOKnCUiS0RkuYjc52f7SyIyx30sFZEsn235PttGHuq1rIXAGGOMCYJgXzIQkTDgDeBMYD0wQ0RGquqifWVU9Q6f8rcBHXwOsUtV25f09ayFwBhjjKmYOgPLVXWlqu4BvgQuOEj5y4AvDvfFLCEwxhhjgkAk0IcMEpGZPo9BRQ5ZH1jns7zeXefntaUR0AQY77M6yj3uNBHpc6j62yUDY4wxJhgCvGSgqkOBoUF69f7AcFXN91nXSFU3iEhTYLyIzFfVFcUdwFoIjDHGmCCQAP8rgQ1AA5/lVHedP/0pcrlAVTe4/64EJlK4f8EBLCEwxhhjgiDQSwYlMANoLiJNRCQC50v/gNECItIKSAKm+qxLEpFI93kycDKwqOi+vuySgTHGGFMBqWqeiNwKjAHCgPdVdaGIPAbMVNV9yUF/4EtVVZ/djwbeEREvzo//Z3xHJ/hjCYExxhgTBKUxU6GqjgJGFVn3cJHlwX72mwK0DeS1LCEwxhhjgiDEJyq0hKCqObFpY+7u2R2PeBgxZz4fTZ1RaPudZ3TjuMZOH5ao8GrUiI3mtBfeLNgeGxHB1zdczW9LV/DcmPGYA3Vu1IjbunfH4/Hw04IFfD6jcIxv6daNDqmpAERVq0b16GjOfestjqpViztPP52YyEi8Xi+f/PknE5YuLY9TCAmnHncUD95wNh6P8M2Yv3j3m98Lba9bK5Fn7+xLfFwUYR7h+Q9+ZdLMZYW2//T2Lbz+2UTe/25KWVc/JJza8SgeHHQWYR4P34z9i6HD/cT4jj4kxEbh8Xh44aNf+a1IjEe9eQuvfT6R97+vAjEO8YygUiUEItIA+BioAygwVFVfcbfVAL4CGgOrgUtUdVuR/bsDE4DzVfUHd92PwPOqOlFEJgJxqtrJ3dbJ3da9lE8tKDwi/Oes07nl829Jz9nOx9cOYNKyFazakllQ5sVffyt4fmmn9rRMqV3oGDd2O4nZa4vr5Go8Ivzf6adz13ffsXn7dt65/HL+WLGCNZn7Y/zGb/tj3K99e5rXqgXA7r17eXLMGDZkZVEzNpZ3Bwxgxpo15P7zT5mfR0Xn8QgP33wO1zz4Melbchj+8iDGT1vCinWbC8rc1L8rP09eyBejZtCsQS2GPjaAHte8XLD9vn/1YvLM5eVQ+9Dg8QiP3NSbax76hLStOXz70r8YN71wjG++1I3xzzNp1qAW7w4ewOnXvVyw/f7rezFp1jI/R6+cQv3mRpVtlEEecJeqtgZOAG4RkdbutvuAcaraHBjnLvuzHnjwIK9RW0TODlaFy1Kbeimsy8xiQ1Y2eV4vYxctpluLZsWW79mmFWMWLi5YbpVSm5qxMUxbtboMahuajk5JYUNWFpuynRiPX7KEU5oVH+MeLVsybskSANZnZbEhKwuArTt2sG3nThKjo8ui2iGnXYv6rNmYyfq0bezNy+enSQvocWKrQmVUIS4mEoD42Egytm4v2NbjxFZsSMti2dqMMq13KGnXoj5rNmWyLn1/jM84oWWhMqpaOMaZ+2N8xgmtWJ+2jeVrN1NVlMa9DMpSpUoIVHWTqv7lPt8O/M3+WZ0uAD5yn38E9CnmMHOBbBE5s5jtQzh4wlBh1Y6PI337/j/YjJxcasfH+y2bkhBP/eoJzFjtTJIlwB1ndOPlcZPKoqohKzkujgyfGG/OzSU5Ls5v2Trx8dRNTOSvdesO2NaqTh2qeTxsdBMEU1idmgmkbckuWE7fkk2dmoXfy69/NoHzTm/Hbx/fydBHr+CJt51+WTFREfzrolN4/fOJZVnlkFOnZgJpm3MKltO25FCnZkKhMq99PpHzT2vHpA/v5N3BA3i8UIxP5vUvfqNKCfGMoFIlBL5EpDHOJAzT3VV1VHWT+zwN57JCcZ4EHipm21Rgj4icdojXL5iScvOMqQcrWiH1atOKcX8vw+uOYrm4U3v+WL6KjO255VyzyuP0li35benSghjvUyM2lgfPOotnxo5Fi9nXHNo53dvy/S9z6HbViwx65FOeu7sfIsKtA7rz0Yip7Ny9p7yrGPLO7daW78fNoevAF/nX4M8YcpcT49su786HI6ZVuRiHeD5QufoQ7CMiccC3wP+pak7R7aqqIlLsZ62qThIRROSUYoo8gZMw/OcgxyiYkrLTky9WiM/1jO251PFpEaidUPjXrK+erVvy7OhxBctt69elQ4P6XHTcscRERBAe5mHnnj28PuF3v/tXVVtyC7e61IqLY0uu/ySqR8uWvDS+cMfMmIgInr3gAoZNmcKitLRSrWsoS9+aQ0pyYsFyneRE0rcWfi9f1LMj1//3EwDmLF5PZLVwkhJiOLZlKr1Oac3d155JQmwUXlX+2ZPHZz/+WabnUNGlb80hpdb+FoGU5ATStxb+OL3ozA5c98ingBvjiH0xrk+vk1tzzzX7Y7xnbx6fVvIYh3ofgkqXEIhINZxk4DNV/c5nU7qI1FXVTSJSFzjUxcN9rQR5RTeo6ngReQKnn0LIWLQxjQY1qlMvMYGM7bn0bN2Kh0aMOqBco5pJxEdFMm/DpoJ1//3fzwXPz23XmtZ1UywZ8GNxWhqpSUmkJCSwJTeX01u25PGffz6gXMOkJOIiI1m4aX+Mwz0enjjvPMb8/Te/Las6HbEOx/ylG2lcrwapdaqTvnU753Q9hrueG16ozKbN2ZzYvinf/zqHpg2SiYwIJzN7BwPufb+gzK0DurNz1x5LBvxwYlyzUIzvHPJtoTKbNmdz4rFN+X7cHJqlJhNRzYnx5f/5oKDMbZd3Z8euPZU+GQAq5s/+AFSqhEBEBHgP+FtVXyyyeSRwNfCM++//DnYsVR0rIo8DdYsp8gTwNrDyiCpdhvJVGTJmAq9ddiFhHmHk3AWs3LKVG7qexN+b0pi0zDmVXq1bMXbRknKubWjKV+Xl8eN5vl8/PCKMWriQ1Vu3cu2JJ7I4PZ0pK50Yn96yJeOLDCk8rUULjq1fn4SoKM5q7fSFfWbsWJZvrjqdskoq3+vlsbdGMeyJKwnzePh27GyWr93M7VecxoJlGxk/fQnPvDuGJ/59PgP7nIiqct+LI8q72iEl3+vlsbdH8d5jVxLmEYb/4sZ4gBvjP5fw9HtjeeK287imzwmown0vjyjvaperEM8HENUK0ZodFG4T/2RgPuB1Vz+gqqNEpCbwNdAQWIMz7DCzyP7dgbtV9Vx3+XycxOE0n2GHd6vqTHf7LGD7oYYdVpRLBpVZbEyo/ylWfGm/ZJV3FaoE9dh7ubQt/XFwqQT5hGcD+6yf9p87K9T/7ErVQqCqv1NMkqaqW4Eeh9h/Is4dofYtj/Q9XtEvflU97rAra4wxppKpUN/vAatUCYExxhhTXqxToTHGGGMsITDGGGNM6CcElXZiImOMMcaUnLUQGGOMMUEQ6i0ElhAYY4wxQRDi+YAlBMYYY0xQhHhGYAmBMcYYEwR2ycAYY4wxod5AYAmBMcYYExQhnhFYQmCMMcYEQYjnA5YQlIUaSTbdQ2nbsdPuH1XaPHneQxcyR8zeyaHL+hAYY4wxJuQzAksIjDHGmCAI7XTAEgJjjDEmOEI8I7CEwBhjjAmCEM8HLCEwxhhjgiHEuxBYQmCMMcYEhSUExhhjjAnxfMASAmOMMSYYQv2Sgc2YY4wxxhhrITDGGGOCIdRbCCwhMMYYY4Ig1BMCu2RgjDHGGEsIjDHGmGAQCexRsmPKWSKyRESWi8h9fra/JCJz3MdSEcny2Xa1iCxzH1cf6rXskkEV06lBI246pRsej4fRixbw1eyZhbbfeHJXjq3fAIDI8HCqR8fQ7723AHjy3D4cXacuCzZt4OFRI8u87qGiS+NG/N/p3fGIhx/mL+DTP2cU2n579250bJgKQGR4NZJiojnr9beokxDP0xech0eEcE8Yw2fPYcTceeVxChXeKZ2O4oGbzsHjEYaPnsWwryYX2l63ViJP39OP+LhowjzCi++NZdKMZdSrU52fht3OqvVbAJj79zoeffWH8jiFkHBKp6N40CfO7/qJ8zM+cX7BjXN9P3EeXAXiHOwrBiISBrwBnAmsB2aIyEhVXbSvjKre4VP+NqCD+7wG8AjQCecmmrPcfbcV93qVMiFwgzgT2KCq57rrmgBfAjWBWcCVqrqnyH4DgfeB9qo6z123ADhXVVeLyGpglqpe6G67yN02sCzO60h5RLi162nc98N3bMnN5bWLLmPq6pWs3ZZZUObtPyYVPL+g7bE0S65dsPzN7FlEhYfTu03bMq13KPGIcNcZp/N/33xHxvbtDLvicn5fsYLVW/fH+NWJvxU8v6hDe5rXrgXA1twd3PD5V+zNzye6WjU+GXglvy9fwZYdO8r8PCoyj0f4763ncd19H5K+JYevX7uRCVMXs2Lt5oIyNw7oxuhJC/jyxxk0a1iLd564kjOuehGAdZsy6XfTm+VV/ZDh8QgP33oe17px/ua1GxlfJM43DejGzz5xHvrElfRw47x2UyZ9q1qcg9+HoDOwXFVXAojIl8AFwKJiyl+GkwQA9AJ+UdVMd99fgLOAL4p7scp6yeDfwN9F1j0LvKSqRwHbgOuK2Xc98OBBjn2ciLQ+8iqWvZa1U9iYnU1aTg55Xi+/LV/KSU2aFVu+e/OWTFy2pGB5zoZ17Ny7tyyqGrKOTklh/bYsNmZnk+f1Mm7xEk5tVnyMz2jVkl8XOzHO83rZm58PQLWwMCTUeyiVknYtU1m7cSvr07axNy+fUb/N5/STji5URhXiYqIAiI+NImPr9vKoakjzF+ceFueDCvSSgYgMEpGZPo9BRQ5ZH1jns7zeXefntaUR0AQYH+i++1S6FgIRSQXOAZ4E7nTXCXA6cLlb7CNgMPCWn0P8CHQVkZaqusTP9hdwEoYBwa156UuOjWVz7v4/2M2522lVJ8Vv2dpx8aTEJzJnwzq/241/teLjyNi+P8YZubm0qes/xnUS4qmbmMistftjXDs+jiH9+pBavTpv/DbZWgf8qJ2cQNrm7ILl9M3ZtGuVWqjMG5+MZ9jTAxlwQReioyK49r4PC7bVT0ni2zdvZsfO3bzy4ThmLVhTVlUPKXWSE9jkE+e0zdkcWyTOr38ynveeHsgVfuKcmpLEd26cX64icQ40iVfVocDQIL18f2C4quYf7gEqYwvBy8C9gNdnXU0gS1Xz3OWDZUpe4DnggWK2fw10FJGjDlYJ38xv/e9TSlr3CqN785ZMXrEMr2p5V6XSOqNVSyYuXVooxhnbc7n6o0+5dNgHnN2mNUkxMeVYw9DV+7R2fD/2L04b8Dw3PvQJz957ISLC5szt9BjwPBfe/CbPvDOaIfdfTGxMZHlXN2Sd48a5+4DnucEnzhmZ2zl9wPP0c+P8fBWJswT4KIENQAOf5VR3nT/9KXw5IJB9gUqWEIjIuUCGqs46wkN9Dpzg9jsoKh8YAtx/sAOo6lBV7aSqnVJPOekIqxMcW3bsoFZcfMFyrbh4thbzC7T7US2YuNxfA4k5mM3bc6kdvz/GtePi2Lw912/ZM1q25JfF/mO8ZccOVm7ZwrGpB23hq5IytuSQUiuxYLlOrUTSizRVX9TrOEZPWgDAnL/XERkRTlJiDHv35pO1fRcAi5ZtZN3GTBrXr1l2lQ8h6VtyqOsT5xQ/cb6w13H8fIg4L3Tj3KQKxLkURhnMAJqLSBMRicD50j+gR7eItAKSgKk+q8cAPUUkSUSSgJ7uumJVqoQAOBk43+389yVwuoh8CmwFqovIvkskB82U3JaEF4D/FFPkE6ArhbOvCm9JRhr1E6uTEp9AuMdDt6NaMHXVigPKNaieRFxkFIvSNpVDLUPb4rQ0UpOSqJvoxLhHq5b8vmLlAeUa1kgiPiqSBRv3x7hWXBwR4WEAxEdG0q5+fdZmZh6wb1U3f8kGGtWvSf2U6lQLD6N3t7ZMmLq4UJmNm7M4ob3Td6Npg1pERoSTmbWDpMQYPB7nkzg1JYlG9WuyPq3YTtdVmr84jy8S502bszixhHFeVwXiHOyEwP0uuhXni/xv4GtVXSgij4nI+T5F+wNfqu5vbnQ7Ez6Ok1TMAB7b18GwOJWqD4Gq3o/7y11EugN3q+oV7vIE4CKcROFq4H+HONyHOJce4otuUNW9IvIScB/7O3BUeF5VXp88gafO64tHhDGLF7JmWyZXHX8CSzdnMG2188XVvXlLv60DL/S5mAZJSURXi+Czq67jxQm/Mmtd5b8uGIh8VV4aN54XL+xHmEf4cf5CVm3dyvUnn8jitPSC5MDpTLi00L6Na9bg1u5dUXU+LL6YOYuVW7aWx2lUaPleL0+8/iPDnroaj8fDd2P+YvmaDG676nQWLN3IhGmLee6d0Tx2xwVc3e8kFOX+578DoFPbxtx+VQ/25uejXmXwqyPJdn/JmsLyvV4ef/1H3nPj/K2fOD/7zmge9xPn49s25rarepCXn4/X4nxEVHUUMKrIuoeLLA8uZt/3cUbOlYhoJb1G7JMQ7Bt22BQnGagBzAauUNV/iuwzEOikqre6y7cDrwBNfIYddlLVLSISCawCxh5q2GHPN1+unEGuQHbstBCXtsyx1lpRFuydXPoWj328VIbw9PnglYD+94245t8VaihRpWoh8KWqE4GJPssrccZ0HmyfD3FaBvYtvwq86rPc2Of5P0C94NTWGGNMqKtQ3+6HodImBMYYY0yZCvGMwBICY4wxJghCPB+whMAYY4wJhlCfXNQSAmOMMSYIQj0hqGzzEBhjjDHmMFgLgTHGGBMEod5CYAmBMcYYEwQhng9YQmCMMcYEg7UQGGOMMSbkEwLrVGiMMcYYayEwxhhjgiHUWwgsITDGGGOCIMTzAUsIysK6jfnlXYVKb7fd7bDUxWXtLu8qVAneyLDyroI5TNZCYIwxxhhrITDGGGMMIZ8RWEJgjDHGBIFdMjDGGGNMqDcQWEJgjDHGBIO1EBhjjDHGWgiMMcYYYy0ExhhjjMFaCIwxxhgDSIjfHcgSAmOMMSYIrIXAGGOMMdaHwBhjjDFVqIVARAao6meHKBMODFHVO464ZqZUnNK8MQ/0Pg2PRxg+awHDJv1ZaPt9Z3enc9MGAERXC6dGbAxdnnwDgLqJ8TzetycpCfEocMPH37ExK6esT6HC69qqMY/0OR2PR/hq2nzeHl84xg9d0J0Tj2oIODGuGR/DsQ++zglHNeC/F5xWUK5Z7Rrc9smP/LJgeZnWPxScfEJL/nPX+YR5PHz3vz957+MJhban1KnOk49cSnx8NGEeDy+/MYrJUxZzTq8ODLyye0G5FkelcMmVr7Bk2cYyPoPQcErnFtz37/MI8wjf/jiDYZ/9Vmh73dqJPPXgJcTHReMJE156ezSTpy0BoEWzFB65uy9xsVF4vcqlg15nz5688jiNMlOVWgg+EZHTgFtV9YDbnolIE+Ar4Dig3BICEbkDuB5QYD5wjaruduv3JVATmAVcqap7iuw7EHgfaK+q89x1C4BzVXW1iKwGZqnqhe62i9xtA8vi3I6UR4T/nteD6z4YTnrOdr6+cQAT/l7Ois2ZBWWe+XliwfMBJ3Tg6Lq192+76GzemTidKSvWEBNRDa/aHQaL8ojwWL8zuPLtb0jL3s7/7riCXxeuYHn61oIyT/xvYsHzq0/pQOv6ToynLV/HOS98DEBiTBQTH7iOyUtWl2X1Q4LHIzx4b18G3TqUtIxsvvzodiZMXsjKVRkFZW64tgdjxs3j62+n0rRJbd586TrO6vM0P42ZzU9jZgPQvFkKrwwZaMlAMTwe4cE7L+Bfd7xH+uZsvnr3Vib88TcrVvvE+erTGT1hHl+NmE6zxrV567lr6HnJs4SFeXjmv5dy/+Nfs2TFJhITYsjLq/x3fQ3xfIBA+kT+BlwLzBCR1r4bROQS4C+gE/By0GoXIBGpD9wOdFLVY4AwoL+7+VngJVU9CtgGXFfMYdYDDx7kZY4rev6hol1qCmu3ZrF+WzZ7872Mmr+E048+qtjy57Rrxah5iwFoVqsGYR4PU1asAWDnnr3s3lu5s/3DcWzDFNZs2ca6TCfGP8xezJnHNCu2/HkdWvHD7MUHrO/drgUT/15lMfajbZuGrF2/hfUbM8nLy+fnsXM4rWubQmVUIS42EoD4uGg2bzmwJevsnu35+Zc5ZVHlkNT26Aas27CV9Zsy2ZuXz6hxczntlMIffaoQFxMFQFxsFBlunE86vjlLV6SxZMUmALJzduL1Vv4fECKBPSqaQBKC04HHgaOBP0XkOhGJFJGhwBdAHnCeqt5VCvUMRDgQ7V6+iAE2iojg1H+4W+YjoE8x+/8ItBGRlsVsf4GDJwwVVu2EONKytxcsp+dsp05CnN+y9arHk5qUwLSVawFonFyD7bt28+pl5/PtzVdyd6+ueCriO7qcpSTGsylrf4zTsnJJSYz3W7Z+UgINaiYyZdnaA7adW0yiYKB2rQTS0rMKltMzsqlTK7FQmTffHcu5Z3Xk1x8e5M2XruXp50cccJyzzmzPz25rgTlQnVoJbMrILlhO35xNneSEQmXe+OBXzu3ZgXHf3s9bQ67hqZdHAtC4QTKqytAXruWb927j2su7lmndy0uVSQjU8QhwJpANDAXW4fzSngwcq6o/lUotS0hVNwDPA2uBTUC2qo7FuUyQpar7fm6tB+oXcxgv8BzwQDHbvwY6ikjxP60BERkkIjNFZGbWX9MCPJPy17ttK8YsWFZwWSDMIxzXOJXnRv/GJW9/SoMaifTt2OYQRzEHc26HVvw8d+kBl15qxcfSsm4ykxavLp+KVQK9e3VgxI8zOeO8J7n5jvd5avBliM8ncNs2Ddi9ew/LV6aXYy1D3zlnHMuIn2fR48KnuemeD3jmv5cgIoSFeejYtjH3PvYlV978Nj1ObUOX44pvKassJMBHRRPwNAqqOgF4Ded8koEtwOWqWu4X4kQkCbgAaALUA2JF5IrDONTnwAluv4Oi8oEhwP0HO4CqDlXVTqraqXrHEw6jCsGXkVP412qdhHjSc3L9lj27bSt+mrf/F2p6di6LN2Wwfls2+V5l3N/LaV23TqnXOdSkZW+nbvX9MU6pXrhVxtd57Vsy0k8rwDntWzJ2/jLyvN5Sq2coy9icQ0qd6gXLdWonkr45u1CZvucfz5hf5wIwd/4aIiPDSaoeU7D97J7tGTV2TllUN2Slb86hbu39LS91aiWSXuTSS79zjmfMhHkAzF24loiIcJISY0jfnM2suavIyt7J7n/2MnnaElq3KO43WOVRZVoIAEQkVkQ+A54ENuJ00qsFzBKRnqVQv0CdAaxS1c2quhf4DjgJ2ApUdy8jAKQCG4o7iNuS8ALwn2KKfAJ0BRoEq+JlYf6GNBrVrE79pASqhXno3bYlExavOKBck+QaJEZHMmfdxkL7xkdFkhQTDUCXpg1ZsXnrAftWdfPWpdG4VhKpNRKpFubhvA6t+HXBgTFuWrsGiTFR/LX6wDz6/I6t/CYKxrFg0ToaNUimfr0kwsPDOLtneyZOXlSoTFpaFicc3xyAJo1rExERTua2HQCICD17HMtoSwgOasHi9TRMrUn9uklUCw+jd49jmfB74ThvSs/ihOOcxtKmjWoRGVGNzKwd/DF9Gc2bpRAVWY2wMA+d2jdhxerK3xoT6i0EgQw77IAziuAoYDRwlapuEZGROJcPRonIi8D9qlpe3UnX4vyyjwF2AT2AmaqqIjIBuAgnibka+N8hjvUhcC9wwAVgVd0rIi8B9wHjg1f90pXvVZ74cTzDrr4Qj8fDd7MWsDxjK7f1OIkFG9ILkoPe7Voyav6SQvt6VRkyehIfXHsxAizcmM43M+eVw1lUbPle5ZHvxvHxICfG3/w5n2XpW7njrJOZvy6NXxc6MS6uM2H9pATqVo9n+op1ZV31kJGf7+WpISN4+9V/Eebx8P0Pf7JiZTq3DOrJwr/XM3HyIoa88gODH7iYKy8/FVV46LGvC/Y/rkMT0tKzWL8x8yCvYvLzvTz50kiGvnAtHo+H73+ayYrVGdx63ZksXLyeCX/8zZA3fuLRe/tx1SWnoKo8+NQ3AOTk7uKjrybz1bu3oqpMnraESVOXHOIVQ19F/NUfCNESDh0Tkd04LQoPquqQItuOwvmi7Qj8qarl1kYuIo8Cl+J0cpwNXK+q/4hIU7eONdz1V6jqP0X2HYgzQuFWd/l24BWgic+ww05uIhQJrALGHmrY4dEPvVD5u9eWs907LcSlLe73yv8LryLwRoaVdxUqvYWTnymVr+5///BKQB9Er5z370PWQ0TOwvkeCgOGqeozfspcAgzGGW4/V1Uvd9fn4wy/B1irqucf7LUCmYdgE9BfVacX3aCqy0XkRJxr67cFcMygczs+PuJn/Uqg8yH2/RCnZWDf8qvAqz7LjX2e/4PTT8EYY4wJeguBiIQBb+B05l+PM+x/pKou8inTHKdP28mquk1EavscYpeqti/p6wWSEHRQ1aziNrrX7P9PRH4N4JjGGGNMpVAKzQ6dgeXuD1pE5EucjvO+nTn+BbyhqtsAVDXjgKOUUCDDDrNKWO7Hw62MMcYYE6oCHWXgOzzdfQwqcsj6OMP79/E3ZL4F0EJE/hCRae4lhn2i3ONOE5E+h6q/3dzIGGOMCYJAWwhUdShOp/wjEQ40B7rjjKCbJCJt3R/xjVR1g9uHbryIzFfVA4c9+RzILxFZidNB4QxVXeUul4SqauWfgcIYY4zxUQqjDDZQeHi7vyHz64Hp7mX7VSKyFCdBmOFO1oeqrhSRiUAHoNiE4GCXDDxFtnso2dDKgCc7MsYYY0JdKUxMNANoLiJNRCQC5948I4uUGYHTOoCIJONcQlgpIknuaLh960+mcN+DAxTbQuDbo97fsjHGGGP2C3YDgarmicitwBicYYfvq+pCEXkMZ46dke62niKyCGcm3XtUdauInAS8IyJenB/qz/iOTvAnkImJGgJ7VDXt8E7NGGOMqbykFK4ZqOooYFSRdQ/7PFfgTvfhW2YK0DaQ1wqkeX8V8FQgBzfGGGOqiiozdTGQhXMjI2OMMcYUEepTFweSEEzD6aFojDHGmCJCPB8I6JLBYOBUEbm+lOpijDHGhCyPBPaoaAJpITgbmIjTa/Em4E8gDWeuAl+qqo8Hp3rGGGNMaKiA3/EBCSQhGOzzvAPFXz5QwBICHzvW7y3vKlR6sanVyrsKlV+et7xrUCVorL2XQ1VV6kNwWqnVwhhjjAlxIZ4PlDwhUNXfSrMixhhjTCiriP0CAlHiToUicpWItDtEmWNE5Kojr5YxxhgTWkph6uIyFcgogw+BPococwHwweFWxhhjjAlVVWliopII48BRB8YYY0ylF+qXDIKdELQAtgX5mMYYY0yFF+L5wMETAhF5v8iqPiLS2E/RMKAhcCrwU3CqZowxxoSOitgvIBCHaiEY6PNcgfbuwx8FpgN3HGmljDHGmFAT4vnAIROCJu6/AqwEXgZe8VMuH9imqjuCVzVjjDEmdFTqFgJVXbPvuYg8CkzwXWeMMcYYR4jnAwFNTPRoaVbEGGOMCWWVuoWgOCISBiQDkf62q+raI6mUMcYYE2qqVEIgIm2BZ3Dua+A3GcDpXBjs4YzGGGNMhRbITH8VUYm/uEXkaGCKu/gLcB4wF0gHOuK0GEwArHWgAuvWtgmDLz+DMI+HLyfN5c2fphXaXq9GAi/+6xwSYqII8wjPfDORCfNWUj02irdv7cuxTeryze/zefjTX8rpDCq+U5o35oHep+HxCMNnLWDYpD8Lbb/v7O50btoAgOhq4dSIjaHLk28AUDcxnsf79iQlIR4Fbvj4OzZm5ZT1KYSEk09qyX/u7kNYmIfvvp/Oex+OL7Q9JaU6Tz56GfHx0YSFCS+/+hOT/1hMeLiHwf+9hNatUgkL9zDyx5m898H4Yl6lajvl+Obcf+u5hIV5GP7TDIZ9ManQ9rq1E3nqvotJiIvC4xFeencMk6YvBaBF0xQG39mHuNhIvF7lkhvfZM/evPI4jTJTlVoIHgKqAcer6nwR8QLfq+pjIhILvAr0pvBQxVLjzpFwLpChqsf4rK8BfAU0BlYDl6jqNhERnBESvYGdwEBV/cvPcRV4UVXvcpfvBuJUdbCIDAbuBRqraoa7PVdV40rtRIPII8ITV/ZkwJAv2ZS5nR8eGcgvs5exbOPWgjK3n38SP/65mE8nzKZ5vZp8eOclnHz3W/yzN58XvptMy9RkWtSvVY5nUbF5RPjveT247oPhpOds5+sbBzDh7+Ws2JxZUOaZnycWPB9wQgeOrlt7/7aLzuadidOZsmINMRHV8KpN/OmPxyM8+J9+DLr5HdLSs/ny0/9jwm8LWbkqvaDMDdefwZhf5vD18Kk0bVKHN1+7nrPOfZKeZxxLREQ4/S59nqioaowYfi8/j57Nxk02p5ovj0d46N/nc/0975O+OYev3r6ZCVMWs2JNRkGZG648jdET5/PVyOk0a1Sbt5+5mjMvG0KYx8OzD1zMfU9/w5IVaSQmRJOXn1+OZ1M2QjwfCKiFozvwo6rO91knAO5wwxtwZil8PGi1O7gPgbP8rL8PGKeqzYFx7jLA2UBz9zEIeKuY4/4D9BOR5GK2bwHuOsw6l6v2TeuyOn0bazdnszffyw/TF9GzQ/NCZVSV+OgIAOKjI0nfth2AXXv2MmPZenbvrfx/1EeiXWoKa7dmsX6bE+NR85dw+tFHFVv+nHatGDVvMQDNatUgzONhygpnIM/OPXvZXcl/UR2utsc0ZO36razfkEleXj4/j5nNad3bFCqjCnGxUQDEx0exeXNOwfro6AjCwjxERlZj7958cnfsLvNzqOjatkpl7catrN+0jb15+fw8fh6nn3x04UIKcTHO1eO42EgytjgxPvn4o1i6Mo0lK9IAyM7Zhddb+ZPbUL+5USAtBMnAMp/lPCBm34Kq5onIBKBvkOp2UKo6qZhZEy/ASV4APgImAv9x13+sqgpME5HqIlJXVTcV2T8PGIozwdKDfo7/PjBQRJ5V1Uw/2yuslKR4NmZuL1jetG077ZvWK1TmpRG/8+ndlzLwjOOIiYzg8ue+KOtqhrTaCXGkZe+PcXrOdtql1vVbtl71eFKTEpi20rnK1ji5Btt37ebVy86nflIiU1es4cWxk62VwI/atRJJS8sqWE7PyKbdMQ0LlXnznTEMfeMGLu9/CtHREfzrpncA+GXcXE7r3obxYx8hKqoaQ14YSU7OrrKsfkiok5xIWkZ2wXLa5mzaHd2gUJnXPxzHsCHXMKDfiURHRXDd3e8B0Cg1GVUY+txAaiTGMmrCPN7/cnKZ1r88VMDv+IAE0kKQCfg2jW/Bma7Y1x4g8UgrdYTq+HzJpwF13Of1gXU+5da76/x5AxggIv7OJRcnKfj3wSohIoNEZKaIzMxd+ufBilYo55/Qmm/+WECXO9/k6he/5uVB51XITLYy6N22FWMWLCv4wg/zCMc1TuW50b9xyduf0qBGIn07tjnEUUxxevfqwIgfZnDG2Y9z8+3DeOrxyxARjmnTEG++0qPXo5x97lNcdUU3UuvXKO/qhqRzerRjxOi/OP2SZ7nxvg959v5LEBHCwzx0bNuIe5/4mituH8oZp7ThhI7Nyru6pS7UWwgCSQhW4FyX32cWcKaI1AZw+xFcAKwKWu2OkNsaEPDPK1XNAT4Gbi+myKvA1SISf5BjDFXVTqraKa5F50CrUCrStm2nXo39Va6bFF9wSWCf/l3b8eOffwPw14qNRFYLp0ZcDKZkMnJySUncH+M6CfGk5+T6LXt221b85F4uAEjPzmXxpgzWb8sm36uM+3s5revW8btvVZexOZuUlOoFy3VqJ5Lu82sWoG+fLoz5ZS4Ac+etITKiGknVYznn7I78PnUxeXleMrflMmfuatq0LvzL10D6lmxSau//TZRSK7HgksA+F/buxOiJzlXkuYvWERERTlJiDGmbc5g5bzVZOTvZ/c9eJk1fQuvmhVsjK6NQv/1xIAnBWOA094sf4G2gBjBbRL4B5gONgGHBrWLA0kWkLoD7774eMBsA37/6VHddcV4GrgNii25Q1Szgc+CWI69u2Zm7ahNN6tSgQXIi1cI8nNelNb/MXl6ozIatOZzcujEAR9WtSWS1MLZu31kOtQ1N8zek0ahmdeonJVAtzEPvti2ZsHjFAeWaJNcgMTqSOes2Fto3PiqSpJhoALo0bciKzVsP2NfAgoXraNQgmfr1ahAeHsbZvTow8beFhcqkpW3jhM5OH5kmTWoTERlO5rZcNm3aRpfjnX4d0VERtGvbkFWrMw54japuweINNKqfTP2UJKqFh3H26e2YMOXvQmU2pWcV/PJv2rAWkRHhZGbt4I8ZS2nRpA5RkdUI83g4/tgmLF9T+WMc6i0EgfQheBdYAkQDO1T1JxG5A3gEuBCn5/6zOL+ey9NI4Gqc+RKuBv7ns/5WEfkS6AJk++k/UEBVM0Xka5ykoOhdHwFeBGYQQnMu5HuV/346lk/uvpQwj/DV5Hks3biFO/ueyvxVm/hlznKe+HI8z15zNtf3PB5FuXPY/ptX/vH8TcRHRVAtPIxeHZtzxfNfFRqhYJwYP/HjeIZdfSEej4fvZi1gecZWbutxEgs2pBckB73btWTU/CWF9vWqMmT0JD649mIEWLgxnW9mziuHs6j48vO9PPXsd7z9xiDCPML3I/9kxcp0brmxFwsXrWfipIUMefEHBv/3Yq4c0BVV5aFHvgTgi6//4InB/fn+m3sQgREjZ7B0WbEfBVVWvtfLk6+O5N3nrsHjEb7/eRbLV2dw6zVnsHDJeiZMWcxzb/3Mo3f35aqLTwZVHnh2OAA5ubv56Js/+Prtm1GFSdOXMGnakkO8YuirgN/xARE9wg5LPrMWZuiRHiyw1/0Cp/NgMs5cCI+o6nsiUhP4Gqd/wxqcYYeZ7rDD13FGJuwErlHVmX6OWzCMUETq4FwCec5n2GGuqj7vbn8RuENVD/o+aDjwGesVVspiU6uVdxUqvfBRGw9dyByx/MTi5nwzwbJowlOl8t391tRXA/qsv+nE2ytUDnHEv25VNR/nC7lMqeplxazfCvTws14pQRO/75wCqppO4ZEUg4uUvRO4s8SVNsYYU2lVmZkKjTHGGFO8itgvIBAHTQjc2QADpap63WHWxxhjjAlJIZ4PHLKFYCDOsL1AzlNxOuIZY4wxVUalbiFw5QE/AJ8BdpcVY4wxxo8QzwcOmRA8ClwD9AN64fTeH6aqU0u7YsYYY0woCfUWgoN2ilTVR4EmwDk4tzy+EvhdRBaIyO0iklQGdTTGGGMqPI8E9qhoDjlKQh0/q2o/nJn+HgQicWby2yAin4hIt9KtpjHGGFOxlcZMhSJylogsEZHlInJfMWUuEZFFIrJQRD73WX+1iCxzH1cf6rUCGjapqumq+ox7a+EzcWYBvBgYLyLnBnIsY4wxpjLxBPg4FHfivzeAs4HWwGUi0rpImebA/cDJqtoG+D93fQ2cmYS7AJ2BRw7Vqn8k8yisch/ZOH0pQn1OBmOMMeawlUILQWdguaquVNU9wJc4NxH09S/gDVXdBqCq+24a0Qv4RVUz3W2/4MzUW6yAvsRFpJqIXCoivwJLgftw7oJ4nftixhhjTJUkaGAPkUEiMtPnMajIIesD63yW17vrfLUAWojIHyIyTUTOCmDfQko0U6GIHI2ThVyBc++AbTjNGO+q6oKSHMMYY4ypzAIdZaCqQ4GhR/iy4UBznHv7pAKTRKTt4R6oWCIyELgeOBHnssAknLseDlfVfw7nBauitR/eVwH7kxZPRAa5b1RTikIuzk+UdwUCF3IxDkEW4/0u7/jvYH/Wb8DpzL9PqrvO13pguqruBVaJyFKcBGEDTpLgu+/Eg73YQe92KCJeYC/wIzAM5/bHh6SqK0tSzlRMIjJTVTuVdz0qO4tz6bMYlz6LcekRkXCcy/M9cL7gZwCXq+pCnzJnAZep6tUikgzMBtrjzBo8C+joFv0LOE5VM4t7vZJcMggH+riPktASHtcYY4wxxVDVPBG5FRgDhAHvq+pCEXkMmKmqI91tPUVkEZAP3OPe9RcReRwniQB47GDJABy6hWAizhd8oCdxWqD7mIrDMv6yYXEufRbj0mcxrjwO+kteVbuXUT1MxWLXA8uGxbn0WYxLn8W4kjhoC4ExxhhjqgabTMgYY4wxlhAYY4wxxhKCSktEcgMoe6OIXOVnfWMRsYmnXCKSLyJz3Lt9/iAi1d31jUVkl7ttrohMEZGWfvb3LbdIRN4WkWL/BkWkj++85SIyUETqlcrJVSAi8qB7k5Z5bqy6lNLrjNr3/7Cy8Bc7ERlWdP77AI5XT0SG+yx/4R77DhF5TETOCF7tTXmz4YEGVX27vOsQInapansAEfkIuAV40t22wmfbDcADgL+7i61Q1fbu+OLxOMN5vyvm9frgzAGyyF0eCCwANh7ZaVRcInIicC7QUVX/ccdVR5Rw33BVzStBOcHpP9X7yGpbsRQXO1W9/nCPqaobgYvc46cAx6vqUUGpsKlwrIWgChGRZiIyWkRmichkEWnlrh8sIne7z49zf+XOxfnC27dvmIgMEZEZ7i+EG9z13UVkoogMF5HFIvKZ+4Fb2U2l+HnBE3Cm9y6W+8U1BTjKbTkY78Z1nIg0FJGTgPOBIe4vvf8AnYDP3OVoEXnGbWmYJyLPB/HcylNdYMu+mVBVdYuqbhSR1e4XHCLSyR0Sve+9+4mI/AF84rai/M99Ty4TkUfcco3FuYXsxzhJVYN9xxSRWBH5yX3fLxCRS919jhOR39y/lzEiUrcc4hGI4mI3UUQ6AYjIdSKyVET+FJF3ReR1d/2HIvKq27q1UkT2JQG+rYRjgfru++9Ud5995Y53953rHjve3XeyiPzlPk5yyxb7mVHMcfx+9phSoKr2qIQPINfPunFAc/d5F2C8+3wwcLf7fB7Q1X0+BFjgPh8EPOQ+jwRmAk1wpsbMxpkW04PzRXlKeZ9/acYUZ4KQb4Cz3OXGwC5gDs7NvjYBDf3s39gnnjE4E4acDfwAXO2uvxYY4T7/ELjIZ/+JQCf3eU2cmUP3jRSqXt7xCVKM49w4LgXeBLq561cDye7zTsBEn/fuLCDaXR7oxr8mEI3z5d/Jjb0XOMHntVbj3JvlQpz7suxbnwhUw0nYarnrLsWZFKbcY3QYsZvoxqCee8413PObDLzu8177xv0bbo1zh72i79mC577vT5wWnJU4rQfgJMTh7ns8yl3XHGciHSjmM+Mgx/H72VPe8a6MjxK3EIhInZKWNRWPiMQBJwHfiMgc4B2cXxS+ZarjfLFMcld94rO5J3CVu+90nA/c5u62P1V1vap6cT6QGpfKSZS/aPf804A6FL7D5wpVba+qzXDuR17c2Oxm7jH+AH5S1Z9x7hXyubv9E5wPx0PJBnYD74lIP2BnYKdSMalqLnAczpfAZuArce6pcjAjVXWXz/IvqrrVXfcd++O5RlWn+dl/PnCmiDwrIqeqajbQEjgG+MX9//UQzhdYhVWC2HUGflPndrh7cRIAXyNU1auqi3De3yXVEtikqjPceuSo0wJWDXhXROa7r+Xbj8HfZ0ZxxznYZ48JokD6EKwVkRHAO6o6vpTqY0qPB8hS9zr3YRDgNlUdU2ilSHfA90ZX+VTevim71Ln+H4MzXegtwKt+yo0EPijmGCuO4P9BAXWmNO2MM8f5RcCtwOlHetyKQFXzcX7VTnS/TK4G8th/iTOqyC47ih6imOWi5fa93lIR6Qj0Bp4QkXHA98BCVT3xsE6inBQTu5Ly/TsOxmW/O4B04Fic/3e7i3mtQ31m+P3sMcEXSB+CpcDFOBnzUhG5S0RqllK9TJCpag7OnbAuBqdjlYgcW6RMFpAlIvt+UQ3w2TwGuElEqrn7txCR2NKvecWjqjuB24G7xOkcWNQpOJcOSmoK0N99PgCnKRdgOxDvU65g2W3xSVTVUTgfvIX+X4YqEWkpIr6//toDa3Cauo9z1114iMOcKSI1RCQap2PmH4d4zXrATlX9FOcyWUecyzG1xOmoh4hUE5E2gZ1N2TpI7PaZAXQTkST3fXuoOJbUEqCuiBzv1iPePX4izi9+L3AlzqW2wzmOffaUkRL/klPVtm6nkEE4icEQnGz6O5xWg0kHPYApazEist5n+UWcL5u3ROQhnOa8L4G5Rfa7BnhfRBSnE9E+w3Ca9f5yOwBtpuQ3vKp0VHW2iMwDLsP5At93KUCAPTi3DS+p24APROQenLhe467/EqfJ9XacVoAPgbdFZBdO34P/iUiU+5p3HvFJVQxxwGvu5as8YDnOZ87ROJdHHucQt3AF/gS+xWni/1RVZ4pI44OUb4vTeXPf3V1vUtU9boe5V0UkEeez8mVgYfGHKXfFxW44gKpuEJGncOKTCSzGufR0RNxYXeq+djROf5ozcPoxfCvOkObRFNNCU4Lj2GdPGTmsqYvdP5CrcN5sbXCa5JbgXJf+WFUP2sPaGGNKg3vNvJOq3lredamIRCROVXPdX97f43SU/L6862UqhsMadqiq2ar6mqq2xWke/RhohPMrdL07HMXufmWMMRXLYLclawGwChhRrrUxFcoR39xIRFoAN+J0XknCGdrjwWk1+AG4Vg9xD2ZjjDHGlK/DaiFwO9j0F5EJwN84w6w241zHTMbp7TwGZ2KVN4JTVWOMMcaUloBaCETkKJx+AwNxxoJ6cYZYvamq4/yUHw70UNWkoNTWGGOMMaWixKMM3LG53XF6NG8CHgeGqjPXdXFmAX2PpILGGGOMKX2BTCBzGjABZyjJCHcCjEP5gUp8IxZjjDGmsijxJQMRaamqS0q5PsYYY4wpB0c8ysAYY4wxoS+QmxtdLM4tWusVs72+OLdu7Re86hljjDGmLAQy7PB6nDvh+e0ToKobcOauDmTKVmOMMcZUAIEkBG1x7kN9MDOAdodfHWOMMcaUh0ASghpAxiHKbMWZmMgYY4wxISSQhGAL0PwQZZoDWYddG2OMMcaUi0ASgj+A80Wklb+NInI0cAH77+VujDHGmBARSELwPM5ERr+LyO0i0kJEYt1//42TCIS55YwxxhgTQgK9l8G/cG5WFOZncz5ws6oOC1LdjDHGGFNGAp6YyL00cDPQBaiO02dgGvCWqv4d5PoZY4wxpgzYTIXGGGOMCagPgTHGGGMqqUDudgiAiIQBLYEk/PclQFUnHWG9jDHGGFOGAkoIROS/wB04UxQfjN9EIVSJSGNglZ9NCuwCNgFzgE9U9X9lVzNjjDEmOEqcEIjIvcCjQDbwCbAOyCuleoUKAWKAZu7jQhF5WlUfKN9qGWOMMYEpcadCEVkGRAEdVXVzqdaqgvHTQjAT+AonIWgMXAdEutvygTqqurUMq2iMMcYckUAuGTQA3q1qyUAxFqpqwQRMIuIFbnUXw3CmcLaEwBhjTMgIJCFID7B8pSciAjQETiyyaVM5VMcYY4w5bIEMO/waOFNEIg9ZsvK7WkQU8AKrgeN8tn2mqmvKpVbGGGPMYQokIXgE55fvcBFpUkr1CXV/ADeVdyWMMcaYQAXSqXAlUA2o567Kxv+tjlVVmwWldhXEQToVAtQBBgB13eX5wGnWqdAYY0woCaRPgAdnmOFan3Xip5y/dZVN0U6FbwPLcM69LfAAcFc51c0YY4wJWIkTAlVtXIr1CGmqukJEtgC13FWnlWd9jDHGmEDZvQyCQESaAsk+q6qVV12MMcZUHiJylogsEZHlInJfMWUuEZFFIrJQRD4/3Nc67GGEIpIExKnqusM9RghrIyJ3u89rA5dT+FLJ72VfJWOMMZWJe++gN4AzgfXADBEZqaqLfMo0B+4HTlbVbSJS+3BfL9B7GcThTF88AKd5XPcdQ0S64IxEeEhV/zrcCoWITu7Dn9XA42VXFWOMMZVUZ2C5qq4EEJEvgQuART5l/gW8oarbAFQ143BfLJB7GSTi/PJtg3Mjny3A0T5F5gOnApcBlT0h8JWHM+JiCTAK539Mlm+Bd6e9WrKhHOaweS3CpW6Pt7xrUDWUcOCXOQK3n3J7qXR+b9vxroD+7y2Y/eINwCCfVUNVdajPcn2c+wbtsx7oUuQwLQBE5A+cmXIHq+roQOqxTyAtBA/iJAMDVfVjEXkEeHjfRlXdKSK/AT0OpyIVmaqupmqMnjDGGFNG3C//oYcseHDhONPldwdSgUki0rboD9OSCKRTYT9gjKp+fJAya3AyGmOMMaZqkQAfh7YB5z5C+6S663ytB0aq6l5VXQUsxUkQAhZIQpAKzDtEmVwg8XAqYowxxoQ0kcAehzYDaC4iTUQkAugPjCxSZgRO6wAikoxzCWHl4VQ/kIRgO06P+oNpgtO3wBhjjKlagtxCoKp5OHfSHQP8DXytqgtF5DEROd8tNgbYKiKLgAnAPYc7U24gfQhmAOeKSLyqbi+6UUTqAr2BHw+nIsYYY0xIK4WeZqo6CqfDuu863/57CtzpPo5IIC0ErwA1gVEi4ju6AHf5GyAKePVIK2WMMcaEGhUJ6FHRBDJ18RgReRRnroEFwF4Ad8reJJzc6D+qOqU0KmqMMcZUaBXvOz4gAU1drKqP4gwrHAlsA/JxJicaBZyhqkOCXkNjjDEmFAS/U2GZCnjqYlWdgNNxwRhjjDGVxGHfy8AYY4wxPirej/6AlPiSgYj0EJH3RaReMdvrudu7B6tyxhhjTMioQpcMbgNaqepGfxtVdaOInIgzMdHEINTNGGOMCR0V7zs+IIEkBB2BXw9R5neg5+FXx5SGVfPWMP6z31Gvl7bdWtPl3OMKbc/bm8/PQ38lfXUGUXFRnHdzLxJrJbBpRTpjP3S7iyic1KczzTs1BWDW2LnMm7gIVGnXvQ3H9Tq2rE+rQlk1bw0TP/8dr9dL266t6ewnxqPfdWIcHRfFOTc5Md4nZ+t2Pnrgc07s05lOZ3coWO/1evls8DfEJcXS945zy+x8KqI189cw+fPfUfXS+tTWHHdO4Rjn783nl2G/snlNBlGxUfS6qRcJyQnkbMnhswc/JymlOgB1mqVw2lXdAfju2e/ZmbWT8IgwAM6/63xiEmLK8rQqnDXz1/D7F7/j3Rfn3gfG+df3fiVjX5xv3B/nzx/6nOpunFOaptDdjXN+Xj6TPpvEhiUbEBFO6HsCzTo1K+MzK32hfl+qQBKC2oDf1gEf6Rx6NsMjIiJn4cyJEAYMU9Vn/JRpBLyPc4vmTOAKVV3vbsvHuTMjwFpVPb/o/m65u4Hrgd04QyxfA/rizMYY5x57lVv85oo63NLr9fLrx5O4+N7zia8Rx6eDv6FZhyYk169RUGb+pEVExUZy/ZArWTxtGZO+nsp5t/QiObUGVw6+BE+Yh9ysHXz00Fc069CYrZu2MW/iIq545CLCwsMY/vwPNG3fiKQ61cvvRMuR1+tl/CeTuPAeJ8afPerEuKZPjBdMWkRUTCTXPefEePI3Uzn35l4F23/74g8at210wLFnj51HjXpJ7Nm1p0zOpaLyer389ukkLrjrfOJqxPH1Y9/QpH0TavjEeNHkRUTGRnLlM1eydPoypnwzlbNucmKcWDuR/o/293vsMwedSZ0mpfqxFTK8Xi+TPpvE+XedT1xSHN887sa5XpE4x0Ry5dNXsmz6MqYOn0qvG90410qk/+AD4zzzx5lEx0dzxVNXoF5l947dZXZOZaoCXgYIRCDDDrMpfJMFfxoAOw6/OgcnImHAG8DZQGvgMhFp7afo88DHqtoOeAx42mfbLlVt7z6KSwZuBM4EOqtqe5yhlqKqfd3l64HJPsepkMkAQNrKDJLqJFK9diJh4WG06tKcFX+tKlRmxV+raHNKKwBaHN+MtYvWo6pUi6yGJ8x5i+TtzS94r2du3EbdZnUKtjdoVY9lMw9r6uxKIW1lBtWLxnh2kRjPXkVrPzEGWD5rJQnJ8YUSCIDtmbmsnLuatl39vcWrlvSVGSTWTiTRjXHzLs1ZOadwjFfOXkWrk5wYH9WpGev/3h9jUzIZ++Jcy41z5+asKvJeXjVnf5yblTDOi39fXNCiIx4hOj66dE6gvAX/5kZlKpAWgj+BPiKSoqppRTe6nQ37AH8EqW7+dAaWq+pK9zW/BC4AFhUp15r90zhOwLn5QyAeALqrag6A++9Hh1nncrV9Wy7xNeIKluNqxLFpRXqRMjsKynjCPERER7Ardzcx8dFsWpHG6GHjydm6nd6DzsQT5iE5tQa/D5/GrtzdhFcLY+XcNaRU4V9YuUVjnBTHppXpRcoUjnFkdAS7c3cTVi2MGaP+4sJ7zmfmz3MK7TPx89/peulJ7Nm1t9TPoaLbkXVgjNOLxHhH1oHv4925zi/RnM05fDn4KyKiIjihXxfqtdjfN3rc++PweIRmxzWj03mdkBD/lXckcrNyiSsa51VF4rxtR0GZA+K8JYevBn9FRHQEXfo6cf5n5z8ATP9+OhuWbCCxViJdB3QlJrEyXpoJ7fdOIC0ErwHxwGQROV9EIgFEJFJELgAm4TSll+bUxfWBdT7L6/F/u+W5OLdrBqeZP15EarrLUSIyU0SmiUifojuKSAIQvy/pOFwiMsh9nZmTRlTYBoRDqtsshWuevpwrBl/M9B9nkbcnj5r1atD5nI4Mf24k3z7/A7UbJiOe0P5DKC9TR8ygY69jiYiKKLR+5ZzVxCREU6dx1U20giU2MZarn7+a/oMv5ZT+JzP2nV8KLsH0HHQmlz9+Gf3u68fGZZtYMmVJOdc2dMUmxnL1kKu5dPClnHzpyfwy1ImzN99L7rZcUo5K4dJHLiWlWQp/fF2avxvLUVVpIVDVsSLyOPBf4HtARWQb+6ctFuBxVR1dKjUNzN3A6yIyECdR2YAzqyJAI1XdICJNgfEiMl9VVwS7Aqo6FBgK8O60V8ut3TI+KY7tmbkFy7mZucQnxRYpE8v2TOcXmDffy55de4iOiypUpma9GlSLqsaWDZmkNKlN226tadvNacqe/M3UQr8qqpq4ojHedmCM44rE+J9de4iKiyJtZTrLZqxg8ldTnV9SHiGsWhi523awYvYqVs1dQ97ePPbs3suod36h9w1nlvXpVQix1Q+McWyRGMdWd2Ic5/M+joqLQkSIruZ0GqzduDYJtRPYlpZFnSa1iUty3rcR0RG06NKc9FUZtDq5VdmdWAUTVz2O3KJxrl4kzkmx5BYT57Aicc5Kz6JWo1qER4TTrKPTibDZ8c1Y9HvRRt1KogJ+yQcioImJVPUREfkDZwhiF6A6Tqe9acBrqvpL0GtY2AYK92NIddcVredG3BYCEYkDLlTVLHfbBvfflSIyEegArPDZN0dEckWk6ZG2ElQEKU1qsy09m6zNOcQnxbJ4+jLOubHwl0qzDk1Y+Pti6h2VwtIZK2hwdH1EhKzNOSTUiMMT5iF7Sw6Zm7aRkBwPwI6cncQmxJCzdTvLZq3k8v9eVB6nVyGkNKlNVno22ZtziHNj3LtojNs3YZFPjBu6Mb70gX4FZaZ8/ycRUdXocEY7AE69+EQA1v29gZmjZ1fZZACgTpPaZKdnk7M5h9ikWJZNX0bPIvFo0r4Ji6cspu5RKSyfuYLUVk6Md+XsIjIuEo/HQ3ZGNtnp2STWSnASs53/EB0fTX5ePqvnrqFB69RyOsOKoXbROP+5jDMH+Y9zylEprJi5gvr74rx9F5Gxbpw3O3FOSE5ARGh8bGM2LNlA6tGprF+0nhp1axRTg9BWEW9YFIjDmbp4LDC2FOpSEjOA5iLSBCcR6A9cXrSQiCQDmarqBe7HGXGAiCQBO1X1H7fMycBzfl7naeANEbnUTRDigH6q+nGpnFUp8oR56HHlqXw7ZCRer9K269Ekp9bk9++mk9K4Nkd1bELbrkczauivDLvnE6Jiozj3Zmfk6Ialm/j+x1l4wj2ICGdc1Y0YtzPQyNdGsyt3N2FhHnpc2ZWo2MjyPM1y5QnzcNoVp/Lt8yNRr3LMqUeTXL8mf3w3nZQmtWnWoQnHdD2an4f+ynv3OjE+5yYbnRsIT5iHrlecyv9edGLc+pSjqVm/JtO/n07txrVp0qEJrbsezS/v/son931CZGwUvW7Y9z7eyJ8jpuMJc97H3a/qRlRcFHv/2cvIF3/Am+9FvV5SWzegdbeq3YHTE+bh1AGnMvIlJ85H74vzCDfO7Ztw9KlH8+u7v/LJ/c57uacb541LNjL9f/vj3O1KJ84AJ150Ir8O+5Xfv/ydqLgoelzbozxP0xRDQq0Xroj0Bl7GGXb4vqo+6a5/DJipqiNF5CKcL3XFuWRwi5sEnAS8A3hx+k+8rKrv+XkNAe4BrsMZcrgXeEFVP3W3dwfuVtUSDQwvz0sGVYXXIlzq9njLuwZVQ4h9JIek20+5vVR+yrc+/cGA/u8tGv9khWpSCLl7GajqKJy7KxZd/7DP8+HAcD9lpgBtS/AaitNy4K/1AFWdiM3GaIwxxleF+noPXEC3PxaRuiLyhogsF5FdIpLv55FXWpU1xhhjKioN8FHRlLiFQETq48xFUAdYCEQCa4B/gKbusebgTGBkjDHGVC0h3qkwkBaCh4EU4CxV3Tdx/Qeq2gonIRgDRLN//L8xxhhTdYT4PASBJAS9gNGqesANjtz7BFyMkxA8GqS6GWOMMaEjxG9/HEhCkIJzqWCffJwEAABVzQV+wZlK2BhjjKlSqkwfAiAH8J1fdRsHThucjXMXQGOMMaZqqXg/+gMSSEKwhsKzBM4FTheRGFXdKSIeoCfO/QWMMcaYqqUCXgYIRCCXDMYBp4lINXf5I6AeMEVEhuDc5bAN8FVwq2iMMcaY0hZIC8F7OJcJkoFNqvqpiByHc1+Ddm6ZL4Eng1tFY4wxpuKrMvcyUNVlwLNF1t0hIk/hDDtcrarpfnc2xhhjKrvQzgeOfOpiVd0MbA5CXYwxxpiQVWVaCIwxxhhzEKGdDxSfEIjI+zhDJR9Q1XR3uaT+wRlt8L2qLjrCOoa82IiKOOLUGGNMUFXWhAAYiJMQPAuku8uBGiwi56vqz4exrzHGGBNCQjsjOFhC0MT9d0OR5ZKIAloCbwCPAZYQGGOMqdQ0tPOB4hMCVV1zsOUSWCIiJwO3HE7FjDHGmJAS4glBIBMTHY5PsYTAGGNMlRD82x2KyFkiskRElovIfX62DxSRzSIyx31cf7i1P1inwoaHe1BVXev+Ox+Yf7jHMcYYY0JFsC8ZiEgYzqX3M3E66s8QkZF+Out/paq3HunrHawPwWoO74ZMeojjGmOMMZVP8C8ZdAaWq+pKABH5EueOwqUyeu9gX9wfc2BC0AToinNXwzlAGs5tkdsDicAkYFWwK2mMMcZUfIFlBCIyCBjks2qoqg71Wa4PrPNZXg908XOoC0WkK7AUuENV1/kpc0gH61Q40HdZRFoCU4GXgEdVNcdnWwLwKHAVhU/OGGOMqRICvWTgfvkPPWTBg/sB+EJV/xGRG3BuPHj64RwokE6FzwDzVfUu32QAQFVzVPUOYKFbzhhjjKlagt+ncAPQwGc5lf1TAQCgqltV9R93cRhw3OFWP5CEoCvw+yHK/A50O9zKGGOMMaEr6BnBDKC5iDQRkQigPzCy0CuK1PVZPB/4+3BrH0jnv0ic/gIHU9ctZ4wxxlQtQe5UqKp5InIrMAYIA95X1YUi8hgwU1VHAreLyPlAHpDJ4c0qDASWEMwG+ovI66o6u+hGETkOuBSYebiVMcYYY0JVacxUqKqjgFFF1j3s8/x+4P5gvFYgCcGjwGhgmoh8hjOiIB2og3OZ4HKcSxCPBqNixhhjTEgJ8ZkKS5wQqOqvItIfeAenSeJqn80CbAMGqeq4oNbQHLHlc9Yy+uPf8Xq9dDytNadc0LHQ9ry9+Yx481c2rtpMTFwUF/27J9VrJbBz+26+eXk0G1Zk0L5bK3pf0/WAY38xZBTbMnK4eUj/sjqdCqk0YvzhYyPIzdpJeEQYAFfefx6xiTFlel4VSWnEOD8vn1EfTGb1og2IRzj9ki607tKsrE+tQrH38pEI7YwgoAmEVHW4iPyMMzFCR5y5B7KBv4D/qeqO4FexMBE5C3gF53rKMFU9YFSDiDQC3gdq4VxTuUJV17vbngXOcYs+rqpfFfM6dwPXA7uBvcBrQF+cuRji3GPvm3PhZlWdEpQTDDKv18uoDyZx5QPnkVAzjncfHE7L4xpTK7VGQZnZE/4mKjaS21++ggVTlvHr51O56N+9CK8WxmkXdyFj3VYy1mcecOy//1xBRFS1sjydCqk0Y9zvljOo16x2WZ5OhVRaMZ70/SxiE6K57aUBqFfZlbu7rE+tQrH38pEJ9ZsbBXwvA1Xdoaqfq+rdqvov99/PVXWHiHhE5ILSqCgUmsbxbKA1cJmItPZT9HngY1Vth3O3xafd/c/BSWTa40zucLc7h0LR17kRZ6rIzqraHugBiKr2dZevByaranv3USGTAYANyzOokZJIUp1EwsLDaHPiUSyeWXjuqCWzVnFs11YAtO7SjJULNqCqRERVo2GruoRHHJg37tm9l6mj5tK172GPcKk0SivGZr/SivGciX8X/AIWjxCTEF36J1OB2Xv5CAV/2GGZCsr/OfcX+fXANTgjDcKCcVw/SjqNY2vgTvf5BGCEz/pJqpoH5InIPOAs4Osi+z8AdN8334L770fBPZWysX3bDhJqxhUsJ9SMY8Py9EJlcjJ3kOiW8YR5iIqJYNf23Qf9cBz/9XROPKc91SKr8B+/q7RiDPC/d8YjHuHozs3o2vc4RCrgp0gZKI0Y797hDN2e8M2frF60gRp1Ejl74KnEVa+MTdklY+/lqu2w73YoImEi0k9ERgMrgAdxkoFfg1U5P/xN41jfT7m5QD/3eV8gXkRquuvPEpEYEUkGTqPwpA/7Zl2M35d0HC4RGSQiM0Vk5vjvKmwDwmFJW72Fbek5HH180/KuSqXW79YzuOm5/lzzSF/WLt7IvMlLyrtKlYo330tO5g4atEjhhqcvIbV5HX75rHL9rVYUVea9LBLYo4IJOCEQkaYi8jTOl/E3OE3rW4EngKaq2iu4VTwsdwPdRGQ2zgiIDUC+qo7FGb4xBfgCZyrm/NKogKoOVdVOqtrp9H4nlcZLlEh8Uiw5W3MLlnO25hKfFFuoTEKNWLLdMt58L7t37iE6PqrYY65blsbGlRm8fNsnvD/4e7ZuyuLDx0aUSv1DQWnE2NnH+RUWGR1B25NbsGFFRpBrHjpKI8bR8VFUiwwvSGxbn9CMTas2l0LtQ4e9l4+MSmCPiqZECYGIhIvIxSLyC87NE/4DJAHf4VwJ+Z+qPqyqa0qvqkAJpnEEUNWNqtpPVTvgtFygqlnuv0+61/3PdOu+tMi+OUCuiFSKn7/1m9Vma1o22zJyyM/LZ+HU5bQ8rkmhMi2Oa8zcSYsBWDR9BU3a1D9oc97xZx7DXW8N5P9eu5JrB/elZt3qDHy4T2meRoVWGjH25nvZmbMLcHrCL/1rNbV9OnZVNaURYxGhRcfGrF7kfISsWrChUOe5qsjey1XbQS8Ai0hz4F84QwyTcb5AZwEfAp+r6jYR8ZZ2JX0UTOOIkwj0x5n/oBD3ckCmqnpxJmx4310fBlRX1a0i0g5oB4z18zpPA2+IyKWqmiMicUA/Vf24VM6qFHnCPPQeeCqfPv0D6lXad29F7QY1mPDNn9RrUouWnZrQsfvRfP/mOF79v0+JjoviotvOLNj/5ds+4Z9de8jPy2fxzFVcef95Vf5Ds6jSiHFicjyfPvMj+Xn5qFdp0jaVjj389Z+tGkrrfXzGZSfy/Zu/Mvrj34lNiOaCGw/rnjCVhr2Xj1AF/NUfCFEteodjn43Ol73iTED0GfChqi70U2aYqpbJXQ5FpDfwMvuncXzSXV8wlaOIXITzpa44Eyjd4t4JKgpniCRADnCjqs7x8xoC3ANchzPkcC/wgqp+6m7vDtytqueWpM6f//VK8UE2xhhTpi7v+O9S+epufMXTAX3Wr/70/gqVQpSki7gCPwPfFk0GyoO/aRzd9b5TOQ4HhvspsxtnpMGhXkOB59yHv+0TgYklrbMxxpjKL9R/+R2qD8F/gbU4wwn/EJFFInJvkbsrGWOMMSbE5yE4aELgdsBrijMR0PdAM+AZYK2I/CQil5RBHY0xxpiKrzInBPuo6hhVvQinh/8DwBqcJOELnFaS9u7dDo0xxpiqqSrNQ6CqGar6jKoehTP/wHCcDnedgD9FZLaI3FIK9TTGGGMqtCoxD4E/qjpOVS/FmQvgXmAZcCzwapDqZowxxpgyctgJwT6qukVVn1fVVsDpOJcRjDHGmKolxPsQBPXONDYczxhjTJVVAb/kA2G3qjPGGGOCIrQzAksIjDHGmGAI7XzAEgJjjDEmKCwhMMYYY0yoT11sCUEZ+HlZedeg8jvIPbpMkGzJsiCXBc8Rj/0yh3J5x1I6cIi3ENhbzxhjjDHWQmCMMcYERQWcjjgQlhAYY4wxwRDa+YBdMjDGGGOMtRAYY4wxwRHiLQSWEBhjjDHBEOIJgV0yMMYYY4y1EBhjjDFBEeItBJYQGGOMMUEgIT7s0C4ZGGOMMcYSAmOMMSYoJMBHSQ4pcpaILBGR5SJy30HKXSgiKiKdDrf6lhAYY4wxwRDkhEBEwoA3gLOB1sBlItLaT7l44N/A9COpviUExhhjTMXUGViuqitVdQ/wJXCBn3KPA88Cu4/kxaxTYRXTNqURV3bohkeEiSsX8uPimYW2t6xVjys6dKNBYjJvTP2ZGeuXA3B07VQGtO9aUK5uQhJvTv2ZWRtWlmn9Q0G7lEZc2XF/jH/4+8AYX9mhGw2qJ/P6lMIxvqJD4Ri/McVi7M9xDRpx08nd8IiH0X8v4Os5hWPcr10HerU6Bq96ydq1i5cm/kJG7vaC7THVInjn0iuZunoFb/4+sYxrHzqOS23EDSc5cR6zeAHfzC0c575tnTjne71k797Fy785ca4dF89DPc9DEMI9Hn5YOIdRf88vp7MoO4H2KRSRQcAgn1VDVXWoz3J9YJ3P8nqgS5FjdAQaqOpPInJPYDUoLCQTAhE5C3gFCAOGqeozfso0At4HagGZwBWqut7ddjXwkFv0CVX9yM/+1XCyrguB7cA/wGPAYCASqAFEAxvcXfqo6urgnGHpEBGuPq47z078nsxduTx2Zn/+2riSjTmZBWW27tjO0Om/0LtV4fuD/p2xnofGfg5AbEQkz/ceyPy0tWVa/1AgIlzdqTvPTNgf41kbisR453beKSbGD47ZH+MXzrEY++MR4ZZTTuOBH79jy45cXu13GdPWrGTttv0xXr5lMz999wX/5OVxTut2XHfCqTz966iC7Vd1PpEFmzb4O7xxeUS4+ZTTePAnJ84v93XivC5rf5xXbNnMv7/7gn/y8+h9dDuu7XIqz4wbRebOHdw54ivyvPlEhVfjrYuvZNqalWTu3FGOZ1TxuF/+Qw9ZsBgi4gFeBAYGoz4hd8mgpNdUgOeBj1W1Hc4X+dPu/jWAR3CyrM7AIyKS5Gf/x4G6wDGq2hHoA8SrahdVbQ88DHylqu3dx+rgnWXpaFajDunbs9m8I4d8r5dpa5dyXP2mhcps2bmdddlbUNVij9M5tTnz0lazJz+vtKscckoU4x1ujDlIjBs0Z+4mi7E/LWunsCknm7TtOeR5vfy2YiknNm5WqMy8jev5J8+J3eL0TSTHxRVsOyq5NtWjY/hrvSVbB9OiVgobs/fHeZK/OG9azz/ue3RxxiaSY50453m95HnzAagWFhbqNwEsueB3KtwANPBZTmX/j1CAeOAYYKKIrAZOAEYebsfCkEsIKPk1ldbAePf5BJ8yvYBfVDVTVbcBvwBn+e4oIjHAv4DbVPUfAFVNV9Wvg342ZSgpOo7MXfubTTN35pIUHXeQPfw7oWELpq5ZGsyqVRpJ0XFk7vSJ8a4jiPFai7E/NWNj2ezT/L8ldzs1Y2OLLd/r6DbMXLsacD6DB53UlWFTJ5dyLUNfzdhYtuzwifOOQ8S5VRtmrltdsJwcG8cbFw7gowHXMXzOzKrROhD8hGAG0FxEmohIBNAfGLlvo6pmq2qyqjZW1cbANOB8VZ3p/3AHF4oJgb9rKvX9lJsL9HOf9wXiRaRmCfc/ClirqjmHW0kRGSQiM0Vk5rJfpxzuYSqcxKgYUhNrMj9tTXlXpdKqHhVDg8SazN9kMT5SpzdvRfNadRg+ZxYA57Y5lj/XrmLLjtxyrlnlctpRrWieXIfhc2cVrNuyI5dbvv2M67/8kB4tWlM9OqYca1g2gp0PqGoecCswBvgb+FpVF4rIYyJyfrDrH5J9CErobuB1ERkITMJpZskvqxf3vTZ05VevFN82XIa27cqlRnR8wXKNmDi27Qrsg7FLgxbM2rCCfPUGu3qVwrZdudSI8Ylx9GHEuGELZlqMi7V1xw5qxe2PcXJcPFt3HPjrs0P9BvTv2Jl7/vcNe93m66NT6nJMSj3Oa3MsUeHVCA/zsGvvXj6Y/keZ1T9UbN2xg+RYnzjH+o9z+/oNuLRDZ/7zwzcFlwl8Ze7cwZptW2mTUo8/Vi0v1TqXN/EE/9qIqo4CRhVZ93AxZbsfyWuFYgvBoa6pAKCqG1W1n6p2AB5012WVcP/lQEMRSQhivcvdysx0UuKrUys2gTCPhxMatuCvAHuwn9jImrIPJigxtksyB7UkI416idWpE59AuMdDt2YtmLZ6RaEyzWrW4rauPRg8eiTZu3cVrH9u3Giu+ux9rv7sfYZNm8y4pX9bMlCMpZsLx7lrsxZMW1M4zk1r1uK2U3vw2JjCca4ZG0dEWBgAcRGRtKlTjw1Z28q0/iZwodhCUHBNBeeLvD9wedFCIpIMZKqqF7gfZ8QBOE0vT/l0JOzpbi+gqjtF5D3gFRG5QVX3iEgtoLuqflMqZ1UGvKp8/NdE7unWB48Ik1YuYkNOJv2OOYFVmenM3riKJjXq8H8nn0NsRBTt6zWh3zEncP/oTwFIjomnRnQ8izPWl/OZVFxeVT6aNZF7u/XB4xF+c2N8oRvjvzauommNOvzfKecQExFFh3pNuLDtCdz3sxvj2HhqxFiMD8arypu/T+DJc/riEWHskoWs2ZbJlZ1OYNnmDKatWcn1J55KdLVqPHjmOQBszs1h8OgfyrnmocWrylt/TOCJs/vi8ThxXrstkyuOO4FlWzKYvmYl13U5lajwatx/hhvnHTk8NuYHGlavwfUnnIriNI1/O28Wq7dtLdfzKRMh3nlSDtabvKISkd7AyzjDDt9X1Sfd9Y8BM1V1pIhchDOyQHEuGdyyr4OgiFwLPOAe7klV/cDPa0QAT+D0Q9gN7AAeVtUx7vaBQCdVvfVQ9a0olwwqsxB8G4ecLVkW5LLgCcV22xAzatD/lcpXd9O7ng/oj2TlC3dXqBQiFFsI/F5Tcdc/7PN8ODC8mP3fZ3+LQXGvsQe413342/4h8GFJ62yMMaaSq1Bf74ELyYTAGGOMqWhCfb4Fa5wyxhhjjLUQGGOMMcFgLQTGGGOMCXnWQmCMMcYEQai3EFhCYIwxxgSDJQTGGGOMkRDPCCwhMMYYY4IhtPMBSwiMMcaYYAjxfMASAmOMMSYYrFOhMcYYY0K+icASAmOMMSYIQjwfsISgLPz5UWZ5V6HSU0+o/ylWfJ48b3lXoUrIi7aP5VI3qJSOG+IfQ/bOM8YYY4IgxPMBSwiMMcaYYLBOhcYYY4wJ+SYCSwiMMcaYIAjxfMASAmOMMSYYQv2Sgd3+2BhjjDHWQmCMMcYEQ6i3EFhCYIwxxgSDJQTGGGOMsdsfG2OMMcYuGRhjjDHGEgJjjDHGEPJdCCwh+P/2zjM8qmprwO+aBBAEQg8dVHpRrqCgolIVlCvYG36iKIogXkVFxYKNq6hgR6pYr9JRqQqJ9F6kI51QktASUMBksr8f+yRMJjNpTDKZsN7nOc/M2e2ss2bPOWuv3c43rm1eh4GPdcblEibMXs2oCQvTxd/aoRnP97yB2MOJAHz7y3Imzl5Ng4srM6hPF0qWKEZKSgrDf5zPzPkbg3ELBZ5rL6/DwF6dCHO5mDBnNSMneum4fTMGPNyR2CMnAKvjCXNW0/CiygzqczMlixfDnWL4Yvx8ZixQHfuidfM6DOx9Ey6XMHHWakaNX5Au/taOzXiu543EHrH1+LuflzFx1mqqVorgk1fvxSVCeHgY305byo8zVgbjFkKO6/51CS/3vJEwl4vxv61hxORF6eJva3sZLzzYgUNHnXo9YwXjf1sTDFGDR4hbBIXKIBCRGsDXQCRggJHGmI+cuHLAj0BtYDdwlzHmmFf+NkAUcIsx5mcn7BfgfWNMtIhEAyWNMS2cuBZOXJs8vrWA4HIJrz5xMw8N/JrYw4lM/LAX85ZuZce++HTpZszfwJvDZ6QLO30miQEfTGbPgaNUKleKSR8/xsJVOzjx1+n8vIUCj8slvNb7Jh56+RsOHUlk0rBHmbvMh44XbOSNL9Lr+NSZJJ4fOiVNx5M/7MWC1apjb1wu4dU+XXj4pa+IPZzIhI8fY97SLezYm17HM+dv4M3Pp6cLiz96knueHkVSkpsSFxTl5xF9iFq6lTjnJab4xuUSBvXqzIODvuXQkUQmD3mEucu3sj3mcLp00xdt5PVRs4IkZfAJ9S6DwrYwUTLQ3xjTCGgF9BGRRk7cC8BcY0xdYK5z7osYYGAm16gkIp0DJXB+cmm9auw5cJSYQ8dISnYzff4G2l/VIFt5d+8/wp4DdhvnuKMnOHr8L8pFlMhLcUOSS+tVY8/Bo+yLPavjDq3qZyvv7gNeOk5QHfvi0vrV2XvwbD2e8fv6bNfjpGQ3SUluAIoWCUNC/QmeT1xWtxp7Dh5jX+xxkpJTmL5wIx2uzF69Pp+QHB4FjULlITDGHAQOOt9PiMhmoBqwCegKtHGSfgVEAwN8FLMOKCIiHY0xv/qIfw9rMMwMqPD5QGT50hw6nJB2Hns4gUvrV8+Q7oZrGnFFk1rs2n+E/46cxSGn+yCVpvWqUSQ8jL0Hj2XIe74TWb40h+LP6uvQ4UQu86XjqxvSonEtdh84wuBRGXV8qerYL5HlS3Ew/mw99qfjjq0b0aJpLXbHHOG/I2am6bhyhdKMeLM7NauU470xc9Q7kA0iy5XioMez49CRRC6rVy1DuhtbNeSKRrZevz12DgePJGZIU6gpiG/5HFDYPARpiEht4F/AMico0jEYAA5huxX88Tbwsp+4JcA/ItI2i+v3EpGVIrLy+N5V2Rc8yEQt20q7HsO4pc9wFq/Zybv9b00XX7FsSd579jZeHDYVY0yQpAxtopZvpe3DH3LLk8NZtGYH7z6dUcdDnrmVFz6cpjrOJVFLt9L+waF07f05i9fs4J1nb0uLO3Q4ka69P+fGhz+iW4dmlC9zYRAlLTzMW7mNNo99TJenR7Bw3U6GPNU12CLlO3nhIRCRTiKyVUS2i0gGz7aIPC4i60VkrYgs9PCK55hCaRCISElgEvAfY0wGE9XYp6zfJ60xZr5TTms/Sd7Cv8GQWsZIY0wLY0yLMjWbZ1v2vCT2SCKVK0SknUdWiEgb2JbK8ROnSEq2LtUJs1fRuE7VtLgLixdjxOv3M+yruazbGpM/QocYsUcSqVyxdNp55Qql0wa2pZJOx3NW06ROlbS4C4sXY+Rr9zPsm3mqYz/EHjlBlYpn67FfHTtdAxNmraJx3ap4E3f0BH/ujqNFk1p5K3AhIPboCap4PDsqly/t89nxj1Ovx/+2hiYXV+F8QyRnR9blSRjwGdAZaATc6+OF/70xpqkxphkwBBiaW/kLnUEgIkWwxsB3xpjJHlGxIlLFSVMFiMuiKL9eAmPMPKA4dpxCyLB+2wFqVy1H9cgyFAkP4+brmjBv6ZZ0aSqWLZn2vV3L+mmD4YqEh/HZK/cwbe46Zi/alK9yhxJWx+XT6Xjusq3p0njquH3L+uzYZwdmFQkP4/OX72bqPNVxZqzfup9aVctRzdHxTdc3zViPy3nU41YN0gYcRlYoTbGitqe0dMkLaN64Jru8BsYpGfnjz/3UqlKO6pXKUCTcxc2tGzN3xbZ0adLV6yvqseN81GvgXQRXAtuNMTuNMf8AP2C7v9PwavReSCaN3awoVGMIxI4QGgNsNsZ4W0k/AQ8C7zif0zIryxgzR0TeBPyZuW8BXwA7z0nofMSdksIbw2cw+q0HCHO5mDRnDdv3xtOve1s2/HmAecu28kDXVrRrWR+3O4WEE6d4cehUADpf25gWTWpRplRxbu3QDIAXhk1ly85DwbuhAog7JYU3vpjBmDceIMwlTPzV0fH9jo6Xb+X/bmlJuyvr405J4fiJU7zw4VQAOrduTIvGtShTqgS3eeh48y7VsSfulBTe/Hw6Y97+P1wuF5PmrGb7nniefKAdG/7cT9RSW4/btmpwth5/MAWAS2pUZECvGzHGttDGTlrEtt1ZtQ0Ud4rh9VEz+fK1+wlzCRPmruXPffE8dW8bNmw/wNwV23jw5itpf0U9kt0pJJw8zfOfZPqILZTkdAiBiPQCenkEjTTGjPQ4rwbs8ziPAVr6KKcP8AxQFGiXQzHOllOY+igdF/8CYD2Q4gS/ZIyZISLlgfFATWAPdtrhUa/8bYBnjTFdnPNbsIZDW49ph88aY1Y68auAE1lNO6x/02uFR8kFFOMK8dE8IYArOSXrRMo5k1y8ULXTCiTbp7yaJw+MVu8OzdGzfumAZzKVQ0TuADoZYx5xzh8AWhpj+vpJfx9wozHmwZzIkUqhqnnGmIX4MdKMMUeA9lnkj8bOPkg9/8mzPO8XvzGmYAwOUBRFUQoAAbcz9gM1PM6rO2H++AEYntuLFboxBIqiKIoSDAI9qBBYAdQVkYtEpChwD7b72+OaUtfj9Gbgz9zKX6g8BIqiKIoSNALsIDDGJItIX2A2EAaMNcZsFJE3gJWOF7uviHQAkoBj2DFyuUINAkVRFEUJAHkxMMEYMwOY4RX2qsf3pwJ1LTUIFEVRFCUAhPpK2DqGQFEURVEU9RAoiqIoSiAIdQ+BGgSKoiiKEgBC3B5Qg0BRFEVRAkKIWwRqECiKoihKANAuA0VRFEVRQt1BoAaBoiiKogSEELcI1CBQFEVRlAAQ4vaAGgT5gaToZodK6BN+4kywRTgvCDudFGwRlFyiYwgURVEURQl5i0ANAkVRFEUJAKFtDqhBoCiKoigBIcQdBGoQKIqiKEogUINAURRFUZSQ7zNQg0BRFEVRAkCI2wNqECiKoihKIAj1LgNXsAVQFEVRFCX4qIdAURRFUQJAqHsI1CBQFEVRlAAQ6gaBdhkoiqIoiqIeAkVRFEUJBKHuIVCDQFEURVECQIjbA2oQnG+0bl6Hgb1vwuUSJs5azajxC9LF39qxGc/1vJHYI4kAfPfzMibOWk3VShF88uq9uEQIDw/j22lL+XHGymDcQoHn2uZ1GPhYZ1wuYcLs1YyasDBd/K0dmvF8zxuIPWx1/O0vy5k4ezUNLq7MoD5dKFmiGCkpKQz/cT4z528Mxi0UeK5pWY8X/nMLYS5h0s8rGPNtdLr4rjc1p/8TNxHn6Ph/kxYz6ecVXHH5xQzo9++0dBfVrMhzr33PvAWb8lP8kKH1lfV4oW8XwsJcTJq+gtHf/54uvluny+n/eOc0PX8/ZQmTptvnQpVKEbz+3O1UrhQBxvD4C+M4cOh4ft9C/hLiFkGhNAhEJAxYCew3xnRxwi4CfgDKA6uAB4wx/3jl6wGMBZoZY/5wwjYAXYwxu0VkN7DKGHO7E3eHE9cjP+7rXHG5hFf7dOHhl74i9nAiEz5+jHlLt7Bjb3y6dDPnb+DNz6enC4s/epJ7nh5FUpKbEhcU5ecRfYhaupW4oyfy8xYKPC6X8OoTN/PQwK+JPZzIxA97MW/pVnbsS6/jGfM38ObwGenCTp9JYsAHk9lz4CiVypVi0sePsXDVDk78dTo/b6HA43IJL/fvxqP/Gc2huAR+HN2XqIWb2Lk7Ll26WfP+YPDQaenCVqzeyR09PgKgdKnizBz/PIuX/5lvsocSLpcw8KlbePTZMcTGJ/LjF32IWrSZHXu89By1nrc/+ilD/sEv3cXIb6JYsmo7JYoXJeU82AY+1LsMCuugwqeAzV5h7wLDjDF1gGNATz95Y4CBmZTdXEQanbuI+c+l9auz9+BRYg4dIynZzYzf19P+qgbZypuU7CYpyQ1A0SJhSKjX/Dzi0nrV2HPgrI6nz9+QbR3v3n+EPQeOAhB39ARHj/9FuYgSeSluSNK0YQ32xhwh5sBRkpPdzJy7jnbX5vwveUPbpixYupXTZ5LyQMrQp2mDGuzbf4SYg87zYt462l7TMFt5L6lVifAwF0tWbQfg71P/nBd6lhweBY1CZxCISHXgZmC0R5gA7YCJTtBXQDc/RfwCNBaR+n7iPyBzg6HAElm+FAfjE9LODx1OJLJ86QzpOrZuxLThT/DRwLupXOFsfOUKpZk2/AmivunP6AkL1Tvgg8jypTl0+KyOYw8nEFm+VIZ0N1zTiJ8+681HL92VTsepNK1XjSLhYew9eCxP5Q1FKlWM4FDc8bTz2LgEKlWMyJCu4/VNmPzVfxj6Vnfrtvaic4fLmPnr2jyUNLSJrFg63fMiNj6RSF96vq4xk8f0Y9jr91HZia9VowKJJ0/z4Rv3M3HUk/R/3HahFXpEcnYUMAqdQQB8CDwPpHiElQeOG2OSnfMYoJqf/CnAEOAlP/HjgctFpE5mQohILxFZKSIrj+9bnV3Zg07U0q20f3AoXXt/zuI1O3jn2dvS4g4dTqRr78+58eGP6NahGeXLXBhESUOXqGVbaddjGLf0Gc7iNTt5t/+t6eIrli3Je8/exovDpmJM4Xez5gXRCzdzwx3vcNuDH7JkxZ+8/fJd6eIrlC9F3Ysrs2jZtiBJWDiIWryFjvcM4baeH7N45XYGv3gnAOFhLpo3rc37w2dw9+OfUaNKObp1ah5kafMe9RAUIESkCxBnjFl1jkV9D7Ryxh144wbeA17MrABjzEhjTAtjTIsyNS4/R3ECQ+yRE1TxsPArVyidNngwleMnTqV1DUyYtYrGdatmKCfu6An+3B1Hiya18lbgECT2SCKVK5zVcWSFCGKPpPekHD9xiqRkR8ezV9G4zlkdX1i8GCNev59hX81l3daY/BE6xIiLT6BypTJp55GVIojzaMkCJCT+nVaPJ/28nEb1q6eL79TuUubO30iyOwXFN7HxiemeF5EVSxObmZ6nr6BRPdvOOhSfwJbtB4g5eAy3O4W5CzfRyMezpLAR4g6CwmUQANcAtziD/34A2onIt8ARoIyIpA6irA7s91eI40n4ABjgJ8k3wHVAjQDJnS+s37qfWlXLUS2yDEXCw7jp+qbMW7olXZqK5UqmfW/XqkHagMPICqUpVtSqr3TJC2jeuCa7Yg7nn/AhwvptB6hdtRzVHR3ffF2TjDou66HjlvXTBhwWCQ/js1fuYdrcdcxepKPe/bFhSww1q5enWpWyhIeH0bn9ZUQtTD9kqIJHN03b1o3Y6TUQrnPHZsz4bW1+iBuybNgaQ83qFahWuax9XrS7jKjFXnou56Hnqxuyc6/V84YtMZQuWZyyEdaL2PLyizMMRiyMhLpBUKhmGRhjXsRpuYtIG+BZY0x35zwKuANrKDwITPNdShrjsF0PGTqAjTFJIjIMeAGYFxjp8x53Sgpvfj6dMW//Hy6Xi0lzVrN9TzxPPtCODX/uJ2rpVh7o2oq2rRrgdqeQcOIUL34wBYBLalRkQK8bMcZW5LGTFrFtd+H/g+cUd0oKbwyfwei3HiDM5WLSnDVs3xtPv+5t2fDnAeYtszpu17L+WR0PnQpA52sb06JJLcqUKs6tHZoB8MKwqWzZeSh4N1QAcbtTGDxsGiOG9iQszMWUX1awY1csfR7pyMYtMUQv3Ez3O6+hTetGuJPdJJw4xctvjU/LX7VyWSpXimDlml1BvIuCj9udwtsf/cTI9x7G5RKmzFzJjt1x9H2oAxu37idq8Wa63341ba9u6NTlvxn4jh2mlZJieG/4DMYM7YmIsGnbfib+siLId6RkhRTWPkoPgyB12uHFWGOgHLAG6G6MOeOVpwfQwhjT1znvB3wEXOQx7bCFMeawiBQDdgFzspp22KDTq4VTyQUIcz4MWAoyRRJ0+mN+YIoUNsdtwWNj9H/z5IHR7cuPcvSsn/rQUwXqwVWoPASeGGOigWiP853AlVnkGYf1DKSefwx87HFe2+P7GaDwd4opiqIo2aJAvd1zQaE1CBRFURQlXwlxi0B9U4qiKIoSAPJi2qGIdBKRrSKyXURe8BH/jIhsEpE/RGSuiOR6+pcaBIqiKIoSAAI9y8BZhv8zoDPQCLjXx0q5a7Bj2y7FLr43JLfyq0GgKIqiKAEgD6YdXglsN8bsdPbe+QHo6pnAGBNljPnbOV2KnVafK9QgUBRFUZQg4LmirXP08kpSDdjncZ7ZKrtg9+iZmVt5dFChoiiKogSAnC42ZIwZCYwMzLWlO9ACuD63ZahBoCiKoigBIA8mGewn/Yq4PlfZFZEO2E33rvdeXycnqEGgKIqiKAHAFfhO+BVAXWdfnf3APcB9nglE5F/ACKCTMeaclo/VMQSKoiiKUgBx9tXpC8wGNgPjjTEbReQNEbnFSfYeUBKYICJrReSn3F5PPQSKoiiKEgDyYsMiY8wMYIZX2Kse3zsE6lpqECiKoihKAAjxhQrVIMgPJFn3XM9rwk4nBVuEQo+cTg62COcFkqQ9uaFKQdzSOCeoQaAoiqIoASDE7QE1CBRFURQlIIS4RaAGgaIoiqIEAO0yUBRFURQl1B0EahAoiqIoSiBQD4GiKIqiKOohUBRFURRFPQSKoiiKoqAeAkVRFEVRUA+BoiiKoigQ8i4CNQgURVEUJQCEuD2gBoGiKIqiBALtMlAURVEURT0ESmjR+oq6vPTETbhcLibOXMXoH+ani+92w794rlcnYg8nAvD9tKVMnLkqLf7CEsX4ZUw/5i7azFuf/pKvsocKrVvW44WnbiHMJUz6ZQWjv41OF9+tc3P6P3ETcak6nrSYSb+s4Mp/XcyAfv9OS3dRzYo8O+h75i3YlJ/ihwTXXFWfAc92IyzMxeSpyxgzbl66+K7/voJnnupCXFwCAP8bv4jJU5cB8PSTN3Nt64YAjBj9G7N/XZuvsocS17Sqz4D+txDmcjF52nLGfB2VLr7rzS14pt/NxMXbuvy/CYuYPG05AE/3vYlrr3H0POY3Zv+2Ln+FDwLqIShgiMjTwCOAAdYDDxljTovIRcAPQHlgFfCAMeYfr7w9gLFAM2PMH07YBqCLMWa3iOwGVhljbnfi7nDieuTHvZ0rLpfwypP/pueAL4mNT2T8Z48TtXgzO/bGp0s3M3q935d9vx7tWbl+dz5IG5q4XMLAZ7rx6NOjiY1L4MfRfYlauIkdu+PSpZs17w/eHjYtXdjyNTu5/aGPAIgoVZyZPz7P4uV/5pvsoYLLJQx84TZ6PTGCQ7EJ/PDNf4j6fSM7d8WmSzd7zloGD5mSLuza1g1p2KA6d943lKJFwhk7sjcLF2/mr7/O5OcthAQulzDw+Vvp1Xckh+IS+OGrfkQt2MjOXenr8uxf1zH4/anpwq69pgEN61fjzu7DKFokjLFf9Gbhki2FXs8hbg9QqDbeFpFqQD+ghTGmCRAG3ONEvwsMM8bUAY4BPf0UEwMMzOQyzUWkUYBEzlcurV+dvQeOEHPwGEnJbmZEr6edY8Fnh0Z1q1KhbEkWrdyeh1KGNk0b1mBfzBFiDhy1Ov5tHW1b57y63NC2KQuWbuX0maQ8kDK0adq4Jnv3HSFm/1GSk93MnLOGtm0aZyvvJRdFsmrNDtzuFE6d/odtfx6k9dUN8lji0KRp45rsjTlMzIFUPa+l7XU50fMuR89JbNt+kNZX1c9jiYOPSM6OgkahMggcwoHiIhIOlAAOiIgA7YCJTpqvgG5+8v8CNBYRf7X3AzI3GAoslSqU5pDjQgWIjU8ksnzpDOluuLYxU0f25cNX76FyxQgARIQBj3dmyIhZ+SZvKBJZMYKDccfTzmPjE4h0dOhJx+ubMHncfxj2ZncqV8oY37n9Zcz4bW0eShq6VKoUwaHY42nnsbG+ddyh/aVM+qE/H7z7f0RGlgFg658HuOaqBlxwQRHKlLmQK1vUSYtT0lOpYun0eo7zo+d2TZn03TN88N8HiHTq8tY/D3LNVfW5oFgRykSU4MrmlxBZqUw+SR48Qt0gKFRdBsaY/SLyPrAXOAXMMcbMEZEKwHFjTLKTNAao5qeYFGAI8BLwoI/48cATIlInM1lEpBfQC6Byg86UqXZ5ju8nGEQv3cL0qD9ISnJz181X8N/nb+eh58Zy7y1XMn/Z1rSxBUruiVq0mem/rSUpyc2dXVsyeOBdPPzUqLT4CuVLUffiyixati2IUoY20fM3MmPWaqvj21rx9uv38MjjX7Bk6TaaNKrBN2Of5Nixv1i3fg8p7pRgixuyRC/cxIw5a6yeb23F24Pu4ZEnRrBk2TaaNKrON2P6cuzYSavnlMKv5wL4js8RhcpDICJlga7ARUBV4EIR6Z6Lor4HWjnjDrxxA+8BL2ZWgDFmpDGmhTGmRUExBuIOJ6ZrjUZWLE3skfQv+OOJp0hKcgMwceZKGterCkCzRjW5r1srfvu2P88/1omuHZvxzCM35J/wIUJsfAJVPFpCkRUjiI1PSJcmIfHvNB1P+nk5jepXTxffqd2lzF2wkWR9UfkkLi6Byh6t+shIHzpO8NDx1GU0anhWx6PGzuXO+4bSq88IRGCP1xgaxRIXn5hez5Wy0PO0ZTRqcLadNerLedzZfRi9nhyFiLBn7+F8kTuYhLqHoFAZBEAHYJcxJt4YkwRMBq4GjgBlnG4EgOrAfn+FOJ6ED4ABfpJ8A1wH1AiU4PnB+q37qVWtPNUql6VIeBg3tWlK1OIt6dJULFcy7Xu7qxqw03lYPv/fCbS/7306dP+AISNmMe3XtQwdPSdf5Q8FNmyJoWaN8lSr4ui4w2VELdqcLk2F8qXSvrdt3Yide9IP0rqpQzNm6Mh3v2zYtI9aNSpQrWo5wsPD6HzDv4j+fWO6NBUqnNVxm+sbpw2Ec7mEiIgSANSrU4W6daqweKl6YnxxVs9lHT03I9prxotnXW5zXRZ6Pg88XpLDo6BRqLoMsF0FrUSkBLbLoD2w0hhjRCQKuAM70+BBYJr/YgAYBzwPlPKOMMYkicgw4AVgnnd8QcWdksJbn/zC6HcexOVyMXnWKrbviePJB9uzYdt+opZsofutV9HuqgYku1NIOHGKF4dMCrbYIYXbncLbQ6cxcmhPXC4XU6avYMeuWPr27MjGLTFELdpM9zuuoW3rRrjdbhISTzHw7fFp+atWLkvlShGsWLsriHdRsHG7Uxg8ZDJffNqLsDBhyrTl7NgZS5/Hb2Tjphii52/k/nuupc11jXG7U0hI/JtXBv0AQHh4GF+N7gPAyb/O8OIr3+NWT4xP3O4UBr83lS8+fpQwl4spPzt67nUDGzfHEL1gE/ff3Zo21zWyek74m1fe+BFw9DziCQBO/nWaF1/933mh54LY6s8JYowJtgwBRUReB+4GkoE1wCPGmDMicjHWGCjnhHc3xpzxytsDO0Ohr3PeD/gIuMhj2mELY8xhESkG7MKOU+iRmUwNO7xcuJRcAHGd1tH4eY3rVHLWiZRzJ6ywOW4LHuuXv5cnr+6nfv4oR8/6j/79VIEyIQqbhwBjzGvAaz7CdwJXZpF3HNYzkHr+MfCxx3ltj+9nsOMUFEVRFCXkPQSFziBQFEVRlGDgUoNAURRFUZQQtwfUIFAURVGUQKBdBoqiKIqiqEGgKIqiKIp2GSiKoiiKgt3zJZRRg0BRFEVRAkBomwNqECiKoihKQAhxB0Gh28tAURRFUYJCXuxlICKdRGSriGwXkRd8xF8nIqtFJFlE7jgX+dUgUBRFUZQA4JKcHVkhImHAZ0BnoBFwr4g08kq2F+iB3aX3nNAuA0VRFEUJAHnQY3AlsN1Zeh8R+QHoCqRtO2mM2e3EnfPuUeohUBRFUZQAIJLTQ3qJyEqPo5dXkdWAfR7nMU5YnqAegnwg/OipYItQ6EkpWTTYIhR+dM/O/CFFFR2q5NRDYIwZCYzMC1lygxoEiqIoihIA8mCWwX6ghsd5dScsT9AuA0VRFEUJAHkwy2AFUFdELhKRosA9wE+BljsVNQgURVEUJQDkdAxBVhhjkoG+wGxgMzDeGLNRRN4QkVvsNeUKEYkB7gRGiMjG3MqvXQaKoiiKEgDyYl0iY8wMYIZX2Kse31dguxLOGTUIFEVRFCUAZGdtgYKMGgSKoiiKEgBC3B5Qg0BRFEVRAkGo72WgBoGiKIqiBIAQtwfUIFAURVGUQKAeAkVRFEVR1EOgKIqiKIp6CBRFURRFQQ0CJYS55ur6DHi2G2FhLiZPWcaYcfMypLmx42X0fuwGjIFt2w4wYOB3QZA0tGh9ZT1e6NeFMJeLSdNXMPq739PFd+t0Of2f6ExcfCIA309ewqTpKwGoUimC1wfcTuVKEWAMjz8/jgOHjuf3LYQcWpfzhmuuqs+AZ7sS5nIxeeoyxnwVlS6+a5cWPPNUF+LiEgD43/hFTJ62HICnn7yZa1s3BGDE6F+Z/eu6/BU+CIT60r8haxCIyFigCxBnjGniEV4O+BGoDewG7jLGHBMRAT4CbgL+BnoYY1b7KNcAQ40x/Z3zZ4GSxphBIjIIeB6obYyJc+JPGmNK5tmN5hEulzBwwG30emIEh2IT+OHb/xD1+0Z27opNS1OzRgV6PtSe/3voUxJPnKJc2ZC7zXzH5RIGPn0Ljz4zhtj4RH4c2YeohZvZsScuXbpZ89bz9ocZlyQfPPAuRn4TxZKV2ylRvCgpuvNdlmhdzhusXm+lV5+RVq9fP0XU/E3p9Aow+9d1DB4yJV3Ytdc0pGGDatx531CKFgln7IjeLFy8hb/+OpOft5DvhLqHIJQNmnFAJx/hLwBzjTF1gbnOOUBnoK5z9AKG+yn3DHCbiFTwE38Y6J9LmQsMTZvUZG/MEWL2HyU52c3M2Wto26ZxujS339aKH8YvIvGE3b756LGTwRA1pGjasAb79h8h5uAxkpLdzJi7jrZOKykrLqlVifAwF0tWbgfg71P/cPpMUl6KWyjQupw3NG1ck737PPQ6Zy1tr2+cdUbgkosjWbV6J253CqdO/8O27QdofVWDPJY4+LgkZ0dBI2QNAmPMfOCoj6iuwFfO96+Abh7hXxvLUqCMiFTxkT8Zuz/1034uPRa42/FEhCyVKkZwyMMVHRuXQGSliHRpatesSK1aFfl6bF++/aof11xdP5+lDD0iK5TmoOM+BYiNTySyYkSGdB2vb8zkL/sx7I37bPcAUKtGBRJPnubDt+5n4ugn6d+7M66C+NQoYGhdzhsqVYrgUOzxtPPYuOMZ9ArQoV1TJv3vGT549/+IjLTxW7cd4Jqr63NBsSKUiSjBlc3rEBlZJp8kDx55sNthvhKyBkEmRBpjDjrfDwGRzvdqwD6PdDFOmC8+A+4XkYy1H05ijYKnMhNCRHqJyEoRWXn08B/ZFr4gERbuolaNCjzc63MGvPgtg16+i1IlLwi2WCFP1OItdLxrCLc99DGLV25n8Et3AhAe5qL5pbV5/7MZ3P3YZ9SoWo5unZsHWdrCgdblvCF6wSZu/Pfb3H7vUJYu28bbg+4FYMmybSxYtIVvxvZlyODurFu/h5SUlCBLm/cEerfD/KYwGgRpGGMMkONOWGNMIvA10M9Pko+BB0WkVCZljDTGtDDGtChX4dKcipDnxMUnULlymbTzyEoRxHq0bAFiY48TPX8jyckp7D9wlN1746lZs2I+SxpaxB5OpIpHKyqyYmli49PrNSHxb5KS3ABM+mUFjepZu/RQfAJbth8g5uAx3O4U5i7YRKN6VfNP+BBF63LeEBeXQGWPVn1kpTIZ9JqQ4FGXpy6jUcOzbaxRY+dy5/3D6NVnJCKwZ298vsgdTNRDUPCITe0KcD5TR3PtB2p4pKvuhPnjQ6AncKF3hDHmOPA90OfcxQ0OGzbuo1aNClSrWo7w8DA63/gvon9Pv432vOgNtGh+CQBlylxI7ZoVidl/JBjihgwbtsRQs3oFqlUpS5HwMG5qfxlRizanS1Oh/Fk7su01DdnpDDjcsCWG0iWLUzbCVrmWl1/Mjt3pByMqGdG6nDds2OSl1xuaET0/vV4963Kb6xqzc5etry6XEBFRAoB6dapQt25VFi/dln/CB4lQ9xCE7CyDTPgJeBB4x/mc5hHeV0R+AFoCCR5dCxkwxhwVkfFYo2CsjyRDgRWEqA7d7hQGvzuZLz7rRZhLmPLTcnbsjKXP4zeycVMM0fM3smjxVq5uVZ+pE58jxW344MOfSUj4O9iiF2jc7hTe/vAnRr7/MC6XMGXGSnbsjqPvwx3YuHU/UYs20/32q2l7TUPc7hQSEv9m4H8nApCSYnjv8xmM+bAnIsKmrfuZ+POKIN9RwUfrct7gdqcw+L0pfPHJo4SFCVN+WmH1+tiNbNy8j+j5m7j/nta0ua5xWl1+ZdAPAISHh/HVKNteOvnXaV585Xvc7vOgyyDYApwjYr3qoYeI/A9oA1QAYoHXjDFjRKQ8MB6oCezBTjs86kw7/BQ7M+Fv4CFjzEof5aZNIxSRSGAXMMRj2uFJY8z7TvxQ4GljTKb1oOnl/UNTySFESsmiwRah0OM6+U+wRTg/0IGkec76le/niZKHL/k4R8/63lf1K1A/dki2bgGMMff6CT8CtPcRbsiGi99zTQFjTCxQwuN8kFfaZ4Bnsi20oiiKUmgJ9T74kDUIFEVRFKUgURDHBeQENQgURVEUJQCEuD2gBoGiKIqiBAL1ECiKoiiKoh4CRVEURVHUQ6AoiqIoCmoQKIqiKIqCdhkoiqIoioJ6CBRFURRFQRcmUhRFURQF9RAoiqIoigIIob1tjRoEiqIoihIAQt1DELK7HSp5h4j0MsaMDLYchR3Vc96jOs57VMeFh1AfA6HkDb2CLcB5guo571Ed5z2q40KCGgSKoiiKoqhBoCiKoiiKGgSKb7Q/MH9QPec9quO8R3VcSNBBhYqiKIqiqIdAURRFURQ1CBRFURRFQQ2CQouInMxB2sdF5P98hNcWkQ2BlSx0ERG3iKwVkQ0i8rOIlHHCa4vIKSdunYgsFpH6PvJ7ptskIl+IiN//oIh0E5FGHuc9RKRqntxcAUJEBorIRhH5w9FVyzy6zozU37Cw4Et3IjLasx7lsLyqIjLR4/x/TtlPi8gbItIhcNIrwUZXKlQwxnwRbBlChFPGmGYAIvIV0Ad424nb4RH3GPAS8KCPMnYYY5qJSDgwD+gGTPZzvW7AL8Am57wHsAE4cG63UXARkauALsDlxpgzIlIBKJrNvOHGmORspBPs+Kmbzk3agoU/3RljHsltmcaYA8AdTvmVgSuMMXUCIrBS4FAPwXmEiFwiIrNEZJWILBCRBk74IBF51vne3GnlrsO+8FLzhonIeyKywmkhPOaEtxGRaBGZKCJbROQ754Fb2FkCVPMTVxo4lllm58W1GKjjeA7mOXqdKyI1ReRq4BbgPaelNwBoAXznnBcXkXccT8MfIvJ+AO8tmFQBDhtjzgAYYw4bYw6IyG7nBYeItBCRaOf7IBH5RkQWAd84XpRpTp38U0Rec9LVFpGtIvI11qiqkVqmiFwoItOder9BRO528jQXkd+d/8tsEakSBH3kBH+6ixaRFgAi0lNEtonIchEZJSKfOuHjRORjx7u1U0RSjQBPL+EcoJpT/6518qSmu8LJu84pu5STd4GIrHaOq520fp8Zfsrx+exR8gBjjB6F8ABO+gibC9R1vrcE5jnfBwHPOt//AK5zvr8HbHC+9wJedr4XA1YCFwFtgASgOtbAXAK0Dvb956VOgTBgAtDJOa8NnALWAjuAg0BNH/lre+izBLAC6Az8DDzohD8MTHW+jwPu8MgfDbRwvpcHtnJ2plCZYOsnQDou6ehxG/A5cL0Tvhuo4HxvAUR71N1VQHHnvIej//JAcezLv4Wj+xSglce1dgMVgNuBUR7hEUARrMFW0Qm7GxgbbP3kUnfRjg6qOvdczrm/BcCnHnVtgvMfbgRs91Fn07571k+sB2cn1nsA1iAOd+r4BU5YXWCl870NPp4ZmZTj89kTbH0XxkO7DM4TRKQkcDUwwaMBX8wrTRnsi2W+E/QN9oUFcANwaWqLAPvQrAv8Ayw3xsQ4ZazFPjgW5sV9BJnizv1VAzYDv3rEeXYZ3I2dm93JRxmXOGUYYJoxZqaIfAPc5sR/AwzJhiwJwGlgjIj8gu1aCHmMMSdFpDlwLdAW+FFEXsgi20/GmFMe578aY44AiMhk7MtmKrDHGLPUR/71wAci8i7wizFmgYg0AZoAvzr/lzCsoVFgyYburgR+N8YcBRCRCUA9j/ipxpgUYJOIRObg0vWBg8aYFY4ciU75FwKfikgzwO11LV/PjAQ/5fh79uzKgYxKNlCD4PzBBRxPfWnlAgGeNMbMThco0gY44xHkpvDWq1PG9v+XAGZju1Q+9pHuJ+BLP2XsOIffIA1jTLKIXAm0x7bS+gLtzrXcgoAxxo1t1UaLyHrsWIxkznZxXuCV5S/vIvyce6dLvd42EbkcuAl4S0TmAlOAjcaYq3J1E0HCj+6yi+f/OBDdfk8DscBl2N/utJ9rZfXM8PnsUQKPjiE4T3Cs7V0icifYgVUicplXmuPAcRFp7QTd7xE9G+gtIkWc/PWcFsB5hzHmb6Af0F/s4EBvWmO7DrLLYuAe5/v9WFcuwAmglEe6tHPH4xNhjJmBffCm+y1DFRGpLyJ1PYKaAXuwru7mTtjtWRTTUUTKiUhx7MDMRVlcsyrwtzHmW2w32eXY7piKYgfqISJFRKRxzu4mf8lEd6msAK4XkbJOvc1Kj9llK1BFRK5w5CjllB+BbfGnAA9gvSy5KUefPflEYW3JKVBCRGI8zodiXzbDReRlbB/iD8A6r3wPAWNFxGAHEaUyGuvWW+0MAIrHPmzPS4wxa0TkD+Be7As8tStAsN0oORnZ/STwpYg8h9XrQ074D8AoEemH9QKMA74QkVPYrpxpInKBc81nzvmmCgYlgU+c7qtkYDu2D7khtnvkTWwLODOWA5OwfdTfGmNWikjtTNI3xQ7eTAGSgN7GmH8cF/XHIhKBfVZ+CGzM5X3lB/50NxHAGLNfRAZj9XMU2IJ1058Tjq7udq5dHDuepgN2HMMksVOaZ+HHQ5ONcvTZk0/o0sWKohQaRKQHduBl32DLUhARkZLOWINwbLfIWGPMlGDLpRQMtMtAURTl/GGQ48nagB2UNzWo0igFCvUQKIqiKIqiHgJFURRFUdQgUBRFURQFNQgURVEURUENAkXJgLMGuxGRccGW5XxH7Hr5JotpgwWeglynnL0FjIgMymG+3SKyO2+kUoKBGgQhiIg0EJFPxG7EkiAi/4jIAbEbtPQUkWJZl6LklPx6OYndoMd4HSdFJEZEfhO77WzdrEvK9vWinXUn8h2xmxMZZ8XLkENEaojdFts4c/wLDcGsF0pw0IWJQgwReRV4jbObgnwFnAQisZuGjAZ6YzczUXLHfuxCOOe8aMs5so6z08KKA5Wwm1K9AgwUkU+wm1JlueVvCPMi8A72NymIPIL9LxrgIRF5NQR/j+XY+n442IIowUUNghBCRF4CXgf2AXcaY5b5SNMF6J/fshUmjDFJ2FXcgs1aY8wg70ARaYtdtfAp7Lr+j+evWPmHMeYgBXRTIREJw+5OmQh8CzyB3bJ6cjDlyinOUtwFob4rwSbY2y3qkb0Du3TnP87RJIu0xXyE3QXMx7Z6T2F3eHvRT9rdzlESGIY1QFK39+3mpAkHBgJ/Yjct2QH09VFWG2zraRDWazHLkeEYdnnZGk66i7FL9cY714oCLvNRXrSttj7vu4dzrR5+7udC7Fr1e7Gbq2wHBuCsx+GlawOM8wgzfo7dTvwS7Pa6tf3I1t9J/2w2fuse3tf3kaaBcw8pwL98xLfELll7yKkz+4ARQFUf9+nriPYqrzrwKXZ72jPAEewmTlf4kS8Ma6gs8qhz27EerNQtuHf7u75HOeOcsAx6JXd1Olt1IJv/yS6ObCOxOyMaYGYm/1+fvyl2F8BJ2P/EX9i9LW7GT3128jR38sQ597EHu1RwFR9pU3V4MXaZ7D8cfUV7/0dzUi9yqlNPHQCXYOvnEeweHXNwnmtARUenB7HPlhVA25z+Pnrk/FAPQejwEM7+A8aYDZklNMZ47iSG07f5ItYl+D22i6EzMBi4UURuMMb841VMEez2vuWAadi9yu/Frk1+A7Y11BKYiX0I3IldgzzeGPOjD7GuwD4kfgdGYdePvw1oIiJdsdslbwG+Bmo5cb+KyMXGmJNZ6CY7FMFuklLVkTkZux76O9hW9utZ5H/dSX8Z8BFw3AlP/RwOtAIexRpK3vTC6mlcboT3xhizRUTGA92B+4A1qXEi8jD2gXoG+9Leh90u9hHg3yLSyhiz15H9deyLpxbpdbDbo7zLsQ/sclgdTgYqYPWxUERuNXaTpdT0RbHbMXd0rv09thVdG7gV+1v/id0boBtwPbbrK+2aWXEOdfpc6oA3vZzPccaYDSKyCrhBRGoZY/ZkltHjPhpgDYCywHTsy/pi7LLCM/zk6YI1BgT7Ut2DNRB6A11FpLUxxtfWwB9ht0ae7pTt9iPWcbJRLxxyo9PawDLsFuLjOFsvop3NpGZh68uP2Dp3DzBTROo59VbJK4JtkeiRvQOYi7WuH8lhvqucfHuByh7h4cDPTtxLXnl2O+E/49Hawj5MDHZjlBVAGY+4i7Et0TVeZbXhbOvifq+4MR7lDfSKe8WJe8orPJrceQgM9iFY3CO8Evbhdxwo4hFeGx+tOTJvrV6AfTkdBML96OC7bP5mPXxd30e6nk663z3C6jm/w3agmlf69tiXwJQc6DTcKes0cL1XXFVs3/5Br3oy2JHrJ7xa60AxoKLH+SAnbRs/18+gc86tTmerDmTjN6qGfflt9Qjr61zjTR/p/dWp1P91b6/wzpz93/TwCC+JbVW7gWu98gxw0s/xo8P9wEU+ZEutn4OyWy/O8X9l8P9/Pwp8Abg84h5w4oZl9/fRI3eHzjIIHao4nzGZpsrIw87nW8aYQ6mBxg586o91Ofvbme8/xsPbYIxZgF3/vCwwwNjtklPjdmLdw02cvlVvFhpjvvMK+8r5TMC2KDz52vls5ke23NDPGHMq9cQYE4f1fkQA9c+lYGPMaeBLoDLQ1Sv6MedzxLlcwwepA+0qeoT1xrbanjLGpBuIZ4yZi31J/1tEPLdVzoybse7dT4wxv3uVdwAYgr3n9pDWr/4E1iX9uPHyVhljzhhj4rN5bX+cS50OVB14GNstMs4j7HusMfawn/9AOkSkBtAOa3ClqxvGmJnAbz6ydcW2mn90/o+efIB9SXcUkZo+8g4xvj0H50pOdbqbjP/31GdBMeA5Y7dMTuV7rPHVLEDyKn7QLoPCz+XO5zzvCGPMNmeL5ItEJMIY4zmq/rgxZoeP8g4AFwGrfMTtx9apymQcFb7ST1lgB895uy9T81f3kS83JBhjtvsI3+d8lg3ANYZjX0iPYV26iEgFrDt0szFmfgCu4Yk4n8Yj7Crn8/rUfeW9qIR9kdXD92/oTWp5tfzMU0+d/tgQ21JsgH0RLHMMhrwgt3U6IHVARFxY70wKZw1XjDFHReRn4HasIfVTFkU1cz6XeL0AU1mI3f7Xk8zuPVlE5mNb4v/CelA8WZ6FPLkhNzr19X9PrSvbjDEnPCOMMW4RiSVwzwLFD2oQhA4HsQ/dajnMF+GR31+5NYEypJ9m52/KXTKA14M2XRy2hepNZukzxDkPN39l5YbjfsJTZciyRZcVxpidIjIb24d9iWNQPYht9QTaOwDWZQ92IGYq5Z3P57LIWzKb10gt785sllfG+czLaYK5rdPH/aTPaR24Edu3PtvbC4P1GNyOHV+QlUGQeh+xfuJ9hWfn3uHs7+DJIR9h58pxP+GZ6TSz/3tmz51APQsUP2iXQeiw0Plsn8N8qX+wyn7iq3ilK+ikADj7uXtTJn9F8clwbMv9Uee8F7b//Wu/OXJPW+fTc/pp6u8YYYyRTI7fyR6p5XXNorzUwWPHnc+cGq45Idh1OnUw4Y3eC0hhxzAAdHK6BDIj0fmM9BPvK/xc7t34CFOUNNQgCB2+BJKA20WkUWYJvVYqTB193sZHujpYN9wuz/EABZxjzqevh21eL8aU6ubMrCX5C9ZV+5AzG6MeMN4YcyyTPDnGGZ1+J/Yh/71H1FLn89ocFOd2yvR1XzktbwvWKLhURKpmkTbt2uTMQxO0Oi0ilbHTDROxg2J9HYuw9/Own2JSWet8XuV0Q3jT2kdYZvceztnfaXUW184OmdULpRCiBkGIYIzZjR2RXRSYLiI+X34i0gk7/SeVsc7nyyJS0SNdGPA+tg6MyQOR84rUftBHPQNFpD12WmRecsT59DVgCwCnL3gktq8+VfdfBFIIEbkeOzWrKDDcGLPOI/pTrOE4TETq+chbVES8X+6Z3dc07BoTfUTkJj/yXCUiJcD292LnwxcHvvBeRtu5vucgyCx16oNg1umHsV2t3xljHvF1cHaWSE8/L3oAjJ1CFw3U4ezAUyDtf+w9fgDsypVHgXtFpJVX3H+w43t+M4GZnpeb30YJYXQMQQhhjBnstAJeA1aIyGLsYL3UpYuvww7yWumRZ7GIDAGeBzaIyETs4iedsYupLMQuKhIqfIntH39RRC4DNmFb4Z2xc7dvz8Nrz3WuPUpEJmEXVDlujPnUK91o4FWs23y9MWZJLq/XzGMgXzHsb9wSaITtOhmK/V3TMHZ9goexL82NIjIL2Ibtf62JbUHGYwf/ed7XncBkEZmBnSGwxxjzjTEmSURuw841n+7UubXA31gvzRXYKadVnDCwc89bAv8GtonIL1hd1QBuwOpwnJM2yrmX/4pIExwPkDHmLX9KCVadFtvJnTp7YXQm8m0Xkd+xrfjO2Hn//uiD9Sh87hhcqesQ3I41xrridJM5ZZ90ft8JwO8iMgHrkWqO1e0hvIyLc8BvvQhQ+UpBI7/nOepx7gd2cOEnwAas6/If7GCimdjRz75WarsH+6A8ge3T3ohdQOcCH2l346zA5yMuGv9z1seRcc54G3zMcXbiapPJfHt8rJjnhDfGjmg/gTWGorGL2/Qgk5UK/VxjEF7z4DOTC3gGu6DKGTxWKvSRbooT3ycXv2/qfXgef2GnnP6GfeHWyaKMps7vsceR9ahTX0YA7bzShmHXDtiJ9S5k0DvW4/GOU8bfjt7/xC6M052May+EY+flL3fS/uWkH+ktu5N/LfaFYzzrl686lQd1OkMd8JOuo5NudTZ+w/uctNOyUacaYBd7Ou7oaQl2lsKzTp5uPvJc4dSxeOz/fy92/EpVH2n96jCz/2hW9SKnOs1MB5n937O6lh6BO8RRtqIoAcJxE2/HtuirGGMSs8iiKBkQke+whkUDY8zWYMujFH50DIGiBJ47sH25X6sxoGSGiLicgYre4e2Bu4FNagwo+YV6CBQlQIjIC9hV5HphXeaNjK69rmSCiFyA7fKIws7QSMZ2iXXEdgV0MsZEB01A5bxCDQJFCRDOPPQk7EDH54wxvwZZJKWA48yM+BC7hHF1oAR2T4z5wDvGmDX+cytKYFGDQFEURVEUHUOgKIqiKIoaBIqiKIqioAaBoiiKoiioQaAoiqIoCmoQKIqiKIoC/D9NX0s9aZDligAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 576x720 with 4 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, (ax1, ax2) = plt.subplots(2,1)\n", | |
"fig.set_figheight(10)\n", | |
"fig.set_figwidth(8)\n", | |
"sns.heatmap(low_robust, annot = True, cmap = \"crest\", ax = ax1)\n", | |
"ax1.text(-0.05, 1, 'A', transform=ax1.transAxes, \n", | |
" size=20, weight='bold')\n", | |
"sns.heatmap(high_robust, annot = True, cmap = \"crest\", ax = ax2)\n", | |
"ax2.text(-0.05, 1, 'B', transform=ax2.transAxes, \n", | |
" size=20, weight='bold')\n", | |
"plt.xlabel('Community Detection Algorithm', fontsize = 20)\n", | |
"fig.text(0, 0.5, 'Adjacency Matrix', ha = 'center', va = 'center', rotation = 'vertical', fontsize = 20)\n", | |
"fig.savefig('Fig4.png', bbox_inches = 'tight')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 131, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_L.columns = noise_levels\n", | |
"df_L.index = ['0.95 Td', '0.99 Td', '0.9 Td', '20 NN', '40 NN', '80 NN', '100 NN']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 132, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_S.columns = noise_levels\n", | |
"df_S.index = ['0.95 Td', '0.99 Td', '0.9 Td', '20 NN', '40 NN', '80 NN', '100 NN']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 133, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_R.columns = noise_levels\n", | |
"df_R.index =['0.95 Td', '0.99 Td', '0.9 Td', '20 NN', '40 NN', '80 NN', '100 NN']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 134, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df_Si.columns = noise_levels\n", | |
"df_Si.index = ['0.95 Td', '0.99 Td', '0.9 Td', '20 NN', '40 NN', '80 NN', '100 NN']" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.8.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |