Revision 1ed5899d22f225b2e03d53dd23d109d8c7b87dfc authored by Rick Gerkin on 25 April 2023, 01:00:55 UTC, committed by GitHub on 25 April 2023, 01:00:55 UTC
1 parent 1643707
co_occurence_rank.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "70bfeb06",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "663830f2",
"metadata": {},
"outputs": [],
"source": [
"custom_palette = sns.color_palette(['#E24A33', '#348ABD', '#988ED5', '#777777', '#FBC15E', '#8EBA42', '#FFB5B8'])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "111592ef",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Co-occurence In</th>\n",
" <th>SMILES A</th>\n",
" <th>SMILES B</th>\n",
" <th>cFP edit distance value</th>\n",
" <th>cFP edit distance</th>\n",
" <th>tanimoto distance value</th>\n",
" <th>tanimoto distance</th>\n",
" <th>POM distance value</th>\n",
" <th>POM distance</th>\n",
" <th>Carey et al. neural distance value</th>\n",
" <th>Carey et al. neural distance</th>\n",
" <th>Hallem and Carlson neural distance value</th>\n",
" <th>Hallem and Carlson neural distance</th>\n",
" <th>Chae et al. neural distance value</th>\n",
" <th>Chae et al. neural distance</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" <td>CC(C)[C@@H]1CC[C@@H](C)CC1=O</td>\n",
" <td>CCCCCCCCCC(=O)OCC</td>\n",
" <td>81.0</td>\n",
" <td>19017</td>\n",
" <td>0.951220</td>\n",
" <td>17523</td>\n",
" <td>1.318330</td>\n",
" <td>20023</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Spearmint, Mentha spicata crispa, extract, Men...</td>\n",
" <td>CC(C)[C@@H]1CC[C@@H](C)CC1=O</td>\n",
" <td>CC(C)=CCCC(C)(O)C=C</td>\n",
" <td>61.0</td>\n",
" <td>9893</td>\n",
" <td>0.976744</td>\n",
" <td>21593</td>\n",
" <td>1.065346</td>\n",
" <td>11574</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>CC(C)[C@@H]1CC[C@@H](C)CC1=O</td>\n",
" <td>COc1ccc(CC=C)cc1</td>\n",
" <td>67.0</td>\n",
" <td>12857</td>\n",
" <td>0.926829</td>\n",
" <td>13444</td>\n",
" <td>1.185299</td>\n",
" <td>15507</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>NaN</td>\n",
" <td>CC(C)[C@@H]1CC[C@@H](C)CC1=O</td>\n",
" <td>C[C@H]1CC[C@H](CC2=C1CC[C@@H]2C)C(C)(C)OC(C)=O</td>\n",
" <td>77.0</td>\n",
" <td>17650</td>\n",
" <td>0.822222</td>\n",
" <td>3476</td>\n",
" <td>0.878223</td>\n",
" <td>6736</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>NaN</td>\n",
" <td>CC(C)[C@@H]1CC[C@@H](C)CC1=O</td>\n",
" <td>CNc1ccccc1C(=O)OC</td>\n",
" <td>66.0</td>\n",
" <td>12498</td>\n",
" <td>0.930233</td>\n",
" <td>13996</td>\n",
" <td>1.167518</td>\n",
" <td>14915</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22786</th>\n",
" <td>NaN</td>\n",
" <td>CC(/CO)=C\\CC[C@]1(C)[C@H]2CC[C@H](C2)C1=C</td>\n",
" <td>CC(=O)OC(C)(C)C1CCC(=CC1)C</td>\n",
" <td>81.0</td>\n",
" <td>18954</td>\n",
" <td>0.883333</td>\n",
" <td>7444</td>\n",
" <td>0.886487</td>\n",
" <td>6901</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22787</th>\n",
" <td>NaN</td>\n",
" <td>CC(/CO)=C\\CC[C@]1(C)[C@H]2CC[C@H](C2)C1=C</td>\n",
" <td>CCCCCCCCCC(C)O</td>\n",
" <td>88.0</td>\n",
" <td>21022</td>\n",
" <td>0.940000</td>\n",
" <td>15431</td>\n",
" <td>0.790179</td>\n",
" <td>5106</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22788</th>\n",
" <td>Cedar leaf oil, China</td>\n",
" <td>CC1(C)C2CCC(C)(C2)C1=O</td>\n",
" <td>CC(=O)OC(C)(C)C1CCC(=CC1)C</td>\n",
" <td>58.0</td>\n",
" <td>8496</td>\n",
" <td>0.872340</td>\n",
" <td>6478</td>\n",
" <td>1.040808</td>\n",
" <td>10838</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22789</th>\n",
" <td>NaN</td>\n",
" <td>CC1(C)C2CCC(C)(C2)C1=O</td>\n",
" <td>CCCCCCCCCC(C)O</td>\n",
" <td>73.0</td>\n",
" <td>15765</td>\n",
" <td>0.973684</td>\n",
" <td>20907</td>\n",
" <td>1.250822</td>\n",
" <td>17712</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22790</th>\n",
" <td>NaN</td>\n",
" <td>CC(=O)OC(C)(C)C1CCC(=CC1)C</td>\n",
" <td>CCCCCCCCCC(C)O</td>\n",
" <td>85.0</td>\n",
" <td>20267</td>\n",
" <td>0.956522</td>\n",
" <td>18537</td>\n",
" <td>0.927156</td>\n",
" <td>7736</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>22791 rows × 15 columns</p>\n",
"</div>"
],
"text/plain": [
" Co-occurence In \\\n",
"0 NaN \n",
"1 Spearmint, Mentha spicata crispa, extract, Men... \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"... ... \n",
"22786 NaN \n",
"22787 NaN \n",
"22788 Cedar leaf oil, China \n",
"22789 NaN \n",
"22790 NaN \n",
"\n",
" SMILES A \\\n",
"0 CC(C)[C@@H]1CC[C@@H](C)CC1=O \n",
"1 CC(C)[C@@H]1CC[C@@H](C)CC1=O \n",
"2 CC(C)[C@@H]1CC[C@@H](C)CC1=O \n",
"3 CC(C)[C@@H]1CC[C@@H](C)CC1=O \n",
"4 CC(C)[C@@H]1CC[C@@H](C)CC1=O \n",
"... ... \n",
"22786 CC(/CO)=C\\CC[C@]1(C)[C@H]2CC[C@H](C2)C1=C \n",
"22787 CC(/CO)=C\\CC[C@]1(C)[C@H]2CC[C@H](C2)C1=C \n",
"22788 CC1(C)C2CCC(C)(C2)C1=O \n",
"22789 CC1(C)C2CCC(C)(C2)C1=O \n",
"22790 CC(=O)OC(C)(C)C1CCC(=CC1)C \n",
"\n",
" SMILES B \\\n",
"0 CCCCCCCCCC(=O)OCC \n",
"1 CC(C)=CCCC(C)(O)C=C \n",
"2 COc1ccc(CC=C)cc1 \n",
"3 C[C@H]1CC[C@H](CC2=C1CC[C@@H]2C)C(C)(C)OC(C)=O \n",
"4 CNc1ccccc1C(=O)OC \n",
"... ... \n",
"22786 CC(=O)OC(C)(C)C1CCC(=CC1)C \n",
"22787 CCCCCCCCCC(C)O \n",
"22788 CC(=O)OC(C)(C)C1CCC(=CC1)C \n",
"22789 CCCCCCCCCC(C)O \n",
"22790 CCCCCCCCCC(C)O \n",
"\n",
" cFP edit distance value cFP edit distance tanimoto distance value \\\n",
"0 81.0 19017 0.951220 \n",
"1 61.0 9893 0.976744 \n",
"2 67.0 12857 0.926829 \n",
"3 77.0 17650 0.822222 \n",
"4 66.0 12498 0.930233 \n",
"... ... ... ... \n",
"22786 81.0 18954 0.883333 \n",
"22787 88.0 21022 0.940000 \n",
"22788 58.0 8496 0.872340 \n",
"22789 73.0 15765 0.973684 \n",
"22790 85.0 20267 0.956522 \n",
"\n",
" tanimoto distance POM distance value POM distance \\\n",
"0 17523 1.318330 20023 \n",
"1 21593 1.065346 11574 \n",
"2 13444 1.185299 15507 \n",
"3 3476 0.878223 6736 \n",
"4 13996 1.167518 14915 \n",
"... ... ... ... \n",
"22786 7444 0.886487 6901 \n",
"22787 15431 0.790179 5106 \n",
"22788 6478 1.040808 10838 \n",
"22789 20907 1.250822 17712 \n",
"22790 18537 0.927156 7736 \n",
"\n",
" Carey et al. neural distance value Carey et al. neural distance \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"... ... ... \n",
"22786 NaN NaN \n",
"22787 NaN NaN \n",
"22788 NaN NaN \n",
"22789 NaN NaN \n",
"22790 NaN NaN \n",
"\n",
" Hallem and Carlson neural distance value \\\n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"... ... \n",
"22786 NaN \n",
"22787 NaN \n",
"22788 NaN \n",
"22789 NaN \n",
"22790 NaN \n",
"\n",
" Hallem and Carlson neural distance Chae et al. neural distance value \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"... ... ... \n",
"22786 NaN NaN \n",
"22787 NaN NaN \n",
"22788 NaN NaN \n",
"22789 NaN NaN \n",
"22790 NaN NaN \n",
"\n",
" Chae et al. neural distance \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"... ... \n",
"22786 NaN \n",
"22787 NaN \n",
"22788 NaN \n",
"22789 NaN \n",
"22790 NaN \n",
"\n",
"[22791 rows x 15 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_df = pd.read_csv('./data/essential_oil_molecular_distance.csv')\n",
"data_df"
]
},
{
"cell_type": "markdown",
"id": "94b18d10",
"metadata": {},
"source": [
"# Figure 4"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f6cd8b77",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Co-occurence In</th>\n",
" <th>metrics</th>\n",
" <th>original_rank</th>\n",
" <th>group</th>\n",
" <th>rank</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" <td>cFP edit distance</td>\n",
" <td>19017.0</td>\n",
" <td>non co-occuring</td>\n",
" <td>7622.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Spearmint, Mentha spicata crispa, extract, Men...</td>\n",
" <td>cFP edit distance</td>\n",
" <td>9893.0</td>\n",
" <td>co-occuring</td>\n",
" <td>-1502.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>cFP edit distance</td>\n",
" <td>12857.0</td>\n",
" <td>non co-occuring</td>\n",
" <td>1462.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>NaN</td>\n",
" <td>cFP edit distance</td>\n",
" <td>17650.0</td>\n",
" <td>non co-occuring</td>\n",
" <td>6255.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>NaN</td>\n",
" <td>cFP edit distance</td>\n",
" <td>12498.0</td>\n",
" <td>non co-occuring</td>\n",
" <td>1103.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136741</th>\n",
" <td>NaN</td>\n",
" <td>Chae et al. neural distance</td>\n",
" <td>NaN</td>\n",
" <td>non co-occuring</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136742</th>\n",
" <td>NaN</td>\n",
" <td>Chae et al. neural distance</td>\n",
" <td>NaN</td>\n",
" <td>non co-occuring</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136743</th>\n",
" <td>Cedar leaf oil, China</td>\n",
" <td>Chae et al. neural distance</td>\n",
" <td>NaN</td>\n",
" <td>co-occuring</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136744</th>\n",
" <td>NaN</td>\n",
" <td>Chae et al. neural distance</td>\n",
" <td>NaN</td>\n",
" <td>non co-occuring</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>136745</th>\n",
" <td>NaN</td>\n",
" <td>Chae et al. neural distance</td>\n",
" <td>NaN</td>\n",
" <td>non co-occuring</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>136746 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" Co-occurence In \\\n",
"0 NaN \n",
"1 Spearmint, Mentha spicata crispa, extract, Men... \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"... ... \n",
"136741 NaN \n",
"136742 NaN \n",
"136743 Cedar leaf oil, China \n",
"136744 NaN \n",
"136745 NaN \n",
"\n",
" metrics original_rank group rank \n",
"0 cFP edit distance 19017.0 non co-occuring 7622.0 \n",
"1 cFP edit distance 9893.0 co-occuring -1502.0 \n",
"2 cFP edit distance 12857.0 non co-occuring 1462.0 \n",
"3 cFP edit distance 17650.0 non co-occuring 6255.0 \n",
"4 cFP edit distance 12498.0 non co-occuring 1103.0 \n",
"... ... ... ... ... \n",
"136741 Chae et al. neural distance NaN non co-occuring NaN \n",
"136742 Chae et al. neural distance NaN non co-occuring NaN \n",
"136743 Chae et al. neural distance NaN co-occuring NaN \n",
"136744 Chae et al. neural distance NaN non co-occuring NaN \n",
"136745 Chae et al. neural distance NaN non co-occuring NaN \n",
"\n",
"[136746 rows x 5 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"viz_df = data_df.copy()\n",
"random_rank = len(viz_df) // 2\n",
"viz_df = data_df.melt(\n",
" id_vars=['Co-occurence In'],\n",
" value_vars = [v for v in data_df.columns if v.endswith('distance')], \n",
" var_name='metrics', \n",
" value_name='original_rank')\n",
"viz_df['group'] = ['co-occuring' if isinstance(v, str) else 'non co-occuring' for v in viz_df['Co-occurence In']]\n",
"viz_df['rank'] = viz_df['original_rank'] - random_rank\n",
"viz_df"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2a8daa44",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAATwAAAFfCAYAAADTZXDyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy89olMNAAAACXBIWXMAAA9hAAAPYQGoP6dpAABJMUlEQVR4nO3deVgTV/s38G9YEtaERSBiwQ1kE3GtjVpFRaPFBbVVkeKGVqtYcUHlqVUe2z5Y3Kpt3aoV25/Wal2qoGiUxYqIiCIuSN0QXMAqkggoIJz3D1+mRJBFhcTO/bmuua5kzn3mnAnJzWRmco6AMcZACCE8oKPpDhBCSGOhhEcI4Q1KeIQQ3qCERwjhDUp4hBDeoIRHCOENSniEEN7Q03QH3gbl5eW4e/cuTE1NIRAINN0dQkgljDE8fvwYtra20NGp+RiOEl4d3L17F3Z2dpruBiGkBtnZ2XjnnXdqjKGEVwempqYAnr+gYrFYw70hhFSmUqlgZ2fHfU5rQgmvDiq+xorFYkp4hGipupxuoosWhBDeoIRHCOENSniEEN6ghEcI4Q1KeIQQ3qCERwjhDUp4hBDeoIRHCOENSniEEN6ghEcI4Q1KeIQQ3qDf0jaQFL8PGrW9TtsONmp7DS0zMxMtW7bEuXPn0L59e8TFxaF379549OgRzMzMNN098paiIzyeGj9+PAQCAQQCAYRCIRwcHLBkyRI8e/aMiykrK8OqVavg7u4OAwMDmJubY+DAgUhISFDbVkREBAQCAVxcXKq0s2vXLggEArRo0eK1+tutWzfcu3cPEomk1ti4uDgIBALk5+e/Vpvk34cSHo8NGDAA9+7dw9WrVzFnzhyEhoZi2bJlAJ4Pqjh69GgsWbIEM2fORHp6OuLi4mBnZwdPT0/s27dPbVvGxsa4f/8+EhMT1dZv3rwZ9vb2r91XoVAIqVRKA7CS10IJj8dEIhGkUimaN2+OTz/9FF5eXti/fz8AYOfOnfj999/x888/Y9KkSWjZsiU8PDywceNGDBkyBJMmTUJhYSG3LT09PYwZMwY//fQTt+727duIi4vDmDFjau3L6dOn0aFDBxgYGKBz5844d+6cWvmLR223bt3C4MGDYW5uDmNjY7i5ueHgwYPIzMxE7969AQDm5uYQCAQYP348ACA6Oho9evSAmZkZLC0tMWjQIFy/fp1rIzMzEwKBAHv27EHv3r1hZGQEDw+PKkk8ISEBnp6eMDIygrm5OeRyOR49egTg+ejYYWFhaNmyJQwNDeHh4YHff/+9jn8R0tAo4RGOoaEhSkpKAADbt29HmzZtMHjw4Cpxc+bMwcOHD6FQKNTWT5w4ETt37kRRURGA5191BwwYABsbmxrbLSgowKBBg+Dq6oqUlBSEhoZi7ty5NdaZPn06iouLcfz4cVy4cAHffPMNTExMYGdnh927dwMAMjIycO/ePaxevRoAUFhYiNmzZ+PMmTM4duwYdHR0MGzYMJSXl6tt+/PPP8fcuXORmpqKNm3awNfXl/uqn5qair59+8LV1RWJiYk4ceIEBg8ejLKyMgBAWFgYfv75Z6xfvx6XLl3CrFmz8PHHHyM+Pr7G/SGNgy5aEDDGcOzYMRw+fBgzZswAAPz111/VnpMDwK3/66+/1NZ36NABrVq1wu+//w5/f39ERERg5cqVuHHjRo3tb9++HeXl5di8eTMMDAzg5uaG27dv49NPP31pnaysLIwYMQLu7u4AgFatWnFlFhYWAABra2u1CxwjRoxQ28ZPP/0EKysrXL58GW3btuXWz507F97e3gCA//73v3Bzc8O1a9fg7OyM8PBwdO7cGWvXruXi3dzcAADFxcX43//+h6NHj0Imk3H9OnHiBDZs2IBevXrV+DqQhkdHeDwWGRkJExMTGBgYYODAgRg1ahRCQ0O5csZYvbc5ceJEbNmyBfHx8SgsLMQHH9R+tTo9PR3t2rWDgYEBt64iYbzMZ599hq+++grdu3fH4sWLkZaWVms7V69eha+vL1q1agWxWMxdSMnKylKLa9euHfe4adOmAID79+8D+OcIrzrXrl1DUVER+vXrBxMTE275+eef1b46E82hIzwe6927N9atWwehUAhbW1vo6f3zdmjTpg3S09OrrVexvk2bNlXK/Pz8MG/ePISGhsLf319tm2/SpEmTIJfLERUVhSNHjiAsLAwrVqzgjlCrM3jwYDRv3hw//vgjbG1tUV5ejrZt23Jf4yvo6+tzjysuklR87TU0NHzp9gsKCgAAUVFRaNasmVqZSCSq3w6SBkFHeDxmbGwMBwcH2NvbV0lMo0ePxtWrV3HgwIEq9VasWAFLS0v069evSpmFhQWGDBmC+Ph4TJw4sU79cHFxQVpaGp4+fcqtO3XqVK317OzsMHXqVOzZswdz5szBjz/+COD5FV0A3Hk1AHj48CEyMjKwcOFC9O3bFy4uLtyFhvpo164djh07Vm2Zq6srRCIRsrKy4ODgoLbQrHfagRIeqdbo0aMxbNgwjBs3Dps3b0ZmZibS0tIwZcoU7N+/H5s2bYKxsXG1dSMiIvDgwQM4OzvXqa0xY8ZAIBBg8uTJuHz5Mg4ePIjly5fXWCcoKAiHDx/GzZs3cfbsWcTGxnLnFps3bw6BQIDIyEj8/fffKCgogLm5OSwtLbFx40Zcu3YNMTExmD17dv1eFAAhISFITk7GtGnTkJaWhitXrmDdunV48OABTE1NMXfuXMyaNQtbt27F9evXcfbsWXz33XfYunVrvdsiDYCRWimVSgaAKZVKTXfljRk3bhwbOnRojTGlpaVs2bJlzM3NjQmFQiYWi5lcLmcnTpxQi9uyZQuTSCQv3c6qVatY8+bNa2wrMTGReXh4MKFQyNq3b892797NALBz584xxhiLjY1lANijR48YY4wFBgay1q1bM5FIxKysrJi/vz978OABt70lS5YwqVTKBAIBGzduHGOMMYVCwVxcXJhIJGLt2rVjcXFxDADbu3cvY4yxmzdvqrXJGGOPHj1iAFhsbCy3Li4ujnXr1o2JRCJmZmbG5HI516/y8nL27bffMicnJ6avr8+srKyYXC5n8fHxNe4/eXX1+XwKGHuFM9M8o1KpIJFIoFQqaZpGQrRMfT6f9JWWEMIbWpPwli5dCoFAgKCgIG7d06dPMX36dFhaWsLExAQjRoxAbm6uWr2srCx4e3vDyMgI1tbWCA4OVvs9KPD8Lv2OHTtCJBLBwcEBERERjbBHhBBtoxUJLzk5GRs2bFC7/wkAZs2ahQMHDmDXrl2Ij4/H3bt3MXz4cK68rKwM3t7eKCkpwcmTJ7F161ZERERg0aJFXMzNmzfh7e2N3r17IzU1FUFBQZg0aRIOHz7caPtHCNESDX5GsRaPHz9mjo6OTKFQsF69erGZM2cyxhjLz89n+vr6bNeuXVxseno6A8ASExMZY4wdPHiQ6ejosJycHC5m3bp1TCwWs+LiYsYYY/PmzWNubm5qbY4aNYrJ5fI69/HfeNGCkH+L+nw+NX6EN336dHh7e8PLy0ttfUpKCkpLS9XWOzs7w97envsxd2JiItzd3dV+qymXy6FSqXDp0iUu5sVty+XyKj8Ir6y4uBgqlUptIYS8/TT6S4sdO3bg7NmzSE5OrlKWk5MDoVBYZbBHGxsb5OTkcDEv/jC94nltMSqVCk+ePKn2zvmwsDD897//feX9IoRoJ40d4WVnZ2PmzJnYtm2b2m8otUFISAiUSiW3ZGdna7pLhJA3QGMJLyUlBffv30fHjh2hp6cHPT09xMfHY82aNdDT04ONjQ1KSkqqjFqbm5sLqVQKAJBKpVWu2lY8ry1GLBa/9HeRIpEIYrFYbSGEvP00lvD69u2LCxcuIDU1lVs6d+4MPz8/7rG+vr7a7xYzMjKQlZXFjaQhk8lw4cIFbiQLAFAoFBCLxXB1deViXvzto0KhqHU0DqIdWrRogW+//ZZ7LhAIqoy2/CpeHFA0IiKC5srgAY2dwzM1NVUbgwx4/mN2S0tLbn1AQABmz54NCwsLiMVizJgxAzKZDO+99x4AoH///nB1dYW/vz/Cw8ORk5ODhQsXYvr06dzoFFOnTsX333+PefPmYeLEiYiJicHOnTsRFRXVoPvXP2x3g27/RUdCRtQeVA/VDaXevXt3nDhxokq5WCxG27Zt8eWXX6JPnz5vtB8vunfvHszNzQFUnejndYwaNapOQ1kBz5NjUFAQzZnxFtL4VdqarFq1CoMGDcKIESPQs2dPSKVS7NmzhyvX1dVFZGQkdHV1IZPJ8PHHH2Ps2LFYsmQJF9OyZUtERUVBoVDAw8MDK1aswKZNmyCXyzWxS2+VLVu24N69e9xSMfz7i+UJCQlo0qQJBg0aVOtgn69LKpU2yFBLhoaGsLa2fuPbJdpFqxJeXFyc2tcXAwMD/PDDD8jLy0NhYSH27NnDnZur0Lx5cxw8eBBFRUX4+++/sXz58ipDHXl6euLcuXMoLi7G9evXuTkO+Ky8vBzh4eFwcHCASCSCvb09vv76a7UYMzMzSKVSbqkYSfjF8rZt22LdunV48uRJlWHfKztx4gTef/99GBoaws7ODp999pnavBj379/H4MGDYWhoiJYtW2Lbtm1VtlH5K23Lli0BPB9pWSAQwNPT86VtHzx4EG3atIGhoSF69+6NzMxMtfIXv9KeP38evXv3hqmpKcRiMTp16oQzZ84gLi4OEyZMgFKp5GZ9qxg09ZdffkHnzp1hamoKqVSKMWPGqJ1uqfgafezYMXTu3BlGRkbo1q0bMjIy1Ppy4MABdOnSBQYGBmjSpAmGDRvGlRUXF2Pu3Llo1qwZjI2N0bVrV8TFxb10v4k6rUp4pPGEhIRg6dKl+OKLL3D58mVs37691rknalJxAejFwTQrXL9+HQMGDMCIESOQlpaG3377DSdOnEBgYCAXM378eGRnZyM2Nha///471q5dq5YwXnT69GkAwNGjR3Hv3j21o//KsrOzMXz4cAwePBipqamYNGkSFixYUOP++Pn54Z133kFycjJSUlKwYMEC6Ovro1u3bvj2228hFou5I9+K+TdKS0vx5Zdf4vz589i3bx8yMzOr/ef6+eefY8WKFThz5gz09PTUxg2MiorCsGHD8MEHH+DcuXM4duwY3n33Xa48MDAQiYmJ2LFjB9LS0vDRRx9hwIABuHr1ao37Q56jEY956PHjx1i9ejW+//57jBs3DgDQunVr9OjRQy3O19cXurq63PP/+7//g4+PT5XtFRUVYeHChdDV1X3pvA1hYWHw8/Pjfivt6OiINWvWoFevXli3bh2ysrJw6NAhnD59Gl26dAHwfIrHl82rAQBWVlYAAEtLyypH/pWtW7cOrVu3xooVKwAATk5O3MQ/L5OVlYXg4GBuTD9HR0euTCKRQCAQVGmzcuJq1aoV1qxZgy5duqCgoAAmJiZc2ddff829TgsWLIC3tzeePn0KAwMDfP311xg9erTafaAeHh5cn7Zs2YKsrCzY2toCeD7/RnR0NLZs2YL//e9/L90f8hwlPB5KT09HcXHxS+dmqLBq1Sq1X6lUzO9QoSIhPnnyBFZWVti8eXOV30NXOH/+PNLS0tS+pjLGUF5ejps3b+Kvv/6Cnp4eOnXqxJU7Ozu/kSun6enp6Nq1q9q62q7Sz549G5MmTcIvv/wCLy8vfPTRR2jdunWNdSpmXDt//jwePXrEDQuflZXF3TUAvHzODHt7e6SmpmLy5MnVbv/ChQsoKyurMrR+cXExLC0ta+wbeY4SHg/VNC9DZVKpFA4ODi8tr0iIEomEO9p6mYKCAkyZMgWfffZZlTJ7e/sqM6BpWmhoKMaMGYOoqCgcOnQIixcvxo4dO9TOp1VWWFgIuVwOuVyObdu2wcrKCllZWZDL5W90zgxdXV2kpKSoHXkDUDuCJC9H5/B4yNHREYaGhi+dm6GuKhJibckOADp27IjLly9XmevBwcEBQqEQzs7OePbsGVJSUrg6GRkZNd76Ud3cFdVxcXHhzvdVqMucGW3atMGsWbNw5MgRDB8+HFu2bOHafbHNK1eu4OHDh1i6dCnef/99ODs713j+8WVqmjOjQ4cOKCsrw/3796u8hjV9pSf/oITHQwYGBpg/fz7mzZvHTSF46tQpbN68ucHanD9/Pk6ePInAwECkpqbi6tWr+OOPP7iLFk5OThgwYACmTJmCpKQkpKSkYNKkSTUe8VhbW8PQ0BDR0dHIzc2FUqmsNm7q1Km4evUqgoODkZGRge3bt9c4JuKTJ08QGBiIuLg43Lp1CwkJCUhOTubOJ7Zo0QIFBQU4duwYHjx4gKKiItjb20MoFOK7777DjRs3sH//fnz55Zf1fp0WL16MX3/9FYsXL0Z6erraucY2bdrAz88PY8eOxZ49e3Dz5k2cPn0aYWFhDX5f6b8FJTye+uKLLzBnzhwsWrQILi4uGDVq1CsdkdRVu3btEB8fj7/++gvvv/8+OnTogEWLFnEn34Hn9/XZ2tqiV69eGD58OD755JMa743T09PDmjVrsGHDBtja2mLo0KHVxtnb22P37t3Yt28fPDw8sH79+hpP8Ovq6uLhw4cYO3Ys2rRpg5EjR2LgwIHchYRu3bph6tSpGDVqFKysrBAeHg4rKytERERg165dcHV1xdKlS2udiKg6np6e2LVrF/bv34/27dujT58+akenW7ZswdixYzFnzhw4OTnBx8cHycnJsLe3r3dbfERzWtQBzWlBiPaiOS0IIaQalPAIIbxBCY8QwhuU8AghvEEJjxDCG5TwCCG8QQmPEMIblPAIIbxBCY8QwhuU8Mgb9+LEO2+j8ePHq4395+npyY3lR95eNDxUA9myPqX2oDdowtROtQdV4unpifbt2zdIYkpOToaxsfEb3+6LBAIB9u7dW+2gpG/anj171IZ1qklDvrbk9VDCI29cXYaLetu8OJ8HeTtp7CvtunXr0K5dO26ia5lMhkOHDnHlT58+xfTp02FpaQkTExOMGDGiyoTaWVlZ8Pb2hpGREaytrREcHIxnz56pxcTFxaFjx44QiURwcHCocVggvhg/fjzi4+OxevVqbiKazMxMlJWVISAgAC1btoShoSGcnJywevXqKnV9fHywfPlyNG3aFJaWlpg+fTpKS0u5mOrmkt2wYQMGDRoEIyMjuLi4IDExEdeuXYOnpyeMjY3RrVs3XL9+Xa2tiqHZhUIhnJyc8Msvv6i1AQDDhg2DQCDgntdWrzplZWWYPXs2zMzMYGlpiXnz5uHFMTVe/Eq7du1aODo6wsDAADY2Nvjwww8b5bUtLi7G/PnzYWdnx72nKw/rdfHiRQwcOBAmJiawsbGBv78/Hjx4UOP+84nGEt4777yDpUuXIiUlBWfOnEGfPn0wdOhQXLp0CQAwa9YsHDhwALt27UJ8fDzu3r2L4cOHc/XLysrg7e2NkpISnDx5Elu3bkVERAQWLVrExdy8eRPe3t7o3bs3UlNTERQUhEmTJuHw4cONvr/aZPXq1ZDJZJg8eTI3EY2dnR3Ky8vxzjvvYNeuXbh8+TIWLVqE//znP9i5c6da/djYWFy/fh2xsbHc617bP5Ivv/wSY8eORWpqKpydnTFmzBhMmTIFISEhOHPmDBhjahP67N27FzNnzsScOXNw8eJFTJkyBRMmTEBsbCyA51+bgX+miqx4Xlu96qxYsQIRERH46aefcOLECeTl5WHv3r0vjT9z5gw+++wzLFmyBBkZGYiOjkbPnj0b5bUdO3Ysfv31V6xZswbp6enYsGEDN9pxfn4++vTpgw4dOuDMmTPcOIEjR46s8W/DJ1o1PJSFhQWWLVuGDz/8EFZWVti+fTv3n/PKlSvckcF7772HQ4cOYdCgQbh79y4329b69esxf/58/P333xAKhZg/fz6ioqJw8eJFro3Ro0cjPz8f0dHRde7XqwwP9W85hxcYGIicnBz8/vvvAJ4fhcTFxeH69evcMOMjR46Ejo4OduzYAeD50VdQUBB3RCQQCLBw4UJuQMxTp05BJpNh8+bN3MQ3O3bswIQJE/DkyRMAzyf9dnNzw8aNG7m+jBw5EoWFhdxgl9Wdw6tLvRfZ2tpi1qxZCA4OBgA8e/YMLVu2RKdOnbgpISu/Xnv27MGECRNw+/ZtmJqaNtpr+9dff8HJyQkKhUJtrpEKX331Ff7880+1f+i3b9+GnZ0dMjIyqsyF8W/x1g0PVVZWhh07dqCwsBAymQwpKSkoLS1V+6M6OzvD3t4eiYmJAIDExES4u7urTS0ol8uhUqm4o8TExMQqbwy5XM5t42WKi4uhUqnUFr744Ycf0KlTJ1hZWcHExAQbN25EVlaWWoybm5vanApNmzatdfDQyhPXVPzN3N3d1dY9ffqUe63T09PRvXt3tW10794d6enpNbZT33pKpRL37t1Tm+RHT08PnTt3fmkb/fr1Q/PmzdGqVSv4+/tj27ZtKCoqqrFfwOu/tqmpqTXODHf+/HnExsbCxMSEWypmXXvxdAFfaTThXbhwASYmJhCJRJg6dSr27t0LV1dX5OTkQCgUVpmxysbGBjk5OQCAnJycKvOoVjyvLUalUnFHEtUJCwuDRCLhFjs7u9fd1bfCjh07MHfuXAQEBODIkSNITU3FhAkTapyEBnh+pFUxCc3LVDdxTU2T2WgzU1NTnD17Fr/++iuaNm2KRYsWwcPDo8b5N97Ea1vb5EsFBQXc3LuVl6tXr3JfuflOownPyckJqampSEpKwqeffopx48bh8uXLmuwSgOeTVCuVSm7Jzs7WdJfeuOomoklISEC3bt0wbdo0dOjQAQ4ODho7MnBxcUFCQkKV/lWe7lBfX7/KPtSlXmUSiQRNmzZFUlISt+7FyYSqo6enBy8vL4SHhyMtLQ2ZmZmIiYkB0HCvrbu7O8rLyxEfH19teceOHXHp0iW0aNGiyiQ/jXGb0NtAo7elCIVCbhrATp06ITk5GatXr8aoUaNQUlKC/Px8taO83NxcbnYmqVRaZSaqiqu4lWNevLKbm5sLsVhc439LkUgEkUj02vunzVq0aIGkpCRkZmbCxMQEFhYWcHR0xM8//4zDhw+jZcuW+OWXX5CcnIyWLVs2ev+Cg4MxcuRIdOjQAV5eXjhw4AD27NmDo0ePqu3DsWPH0L17d4hEIpibm9ep3otmzpyJpUuXwtHREc7Ozli5cmWNR2uRkZG4ceMGevbsCXNzcxw8eBDl5eVwcnLi+tUQr22LFi0wbtw4TJw4EWvWrIGHhwdu3bqF+/fvY+TIkZg+fTp+/PFH+Pr6Yt68ebCwsMC1a9ewY8cObNq0qcrUjnykFefwKpSXl6O4uBidOnWCvr6+2nR1GRkZyMrK4iZQlslkuHDhgtq5I4VCAbFYzP03l8lkVaa8UygUtU7CzAdz586Frq4uXF1duTlUp0yZguHDh2PUqFHo2rUrHj58iGnTpmmkfz4+Pli9ejWWL18ONzc3bNiwAVu2bIGnpycXs2LFCigUCtjZ2aFDhw51rveiOXPmwN/fH+PGjYNMJoOpqelL558FADMzM+zZswd9+vSBi4sL1q9fj19//RVubm4AGva1XbduHT788ENMmzYNzs7OmDx5MgoLCwE8v/iSkJCAsrIy9O/fH+7u7ggKCoKZmRl0dLTqo645TEMWLFjA4uPj2c2bN1laWhpbsGABEwgE7MiRI4wxxqZOncrs7e1ZTEwMO3PmDJPJZEwmk3H1nz17xtq2bcv69+/PUlNTWXR0NLOysmIhISFczI0bN5iRkRELDg5m6enp7IcffmC6urosOjq6Xn1VKpUMAFMqlW9m5wkhb0x9Pp8aS3gTJ05kzZs3Z0KhkFlZWbG+fftyyY4xxp48ecKmTZvGzM3NmZGRERs2bBi7d++e2jYyMzPZwIEDmaGhIWvSpAmbM2cOKy0tVYuJjY1l7du3Z0KhkLVq1Ypt2bKl3n2lhEeI9qrP51Or7sPTVjRNIyHa6627D48QQhoDJTxCCG9QwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9oLOGFhYWhS5cuMDU1hbW1NXx8fJCRkaEW8/TpU0yfPh2WlpYwMTHBiBEjqkysnZWVBW9vbxgZGcHa2hrBwcF49uyZWkxcXBw6duwIkUgEBwcHRERENPTuEUK0kMYSXnx8PKZPn45Tp05BoVCgtLQU/fv35yYVBoBZs2bhwIED2LVrF+Lj43H37l0MHz6cKy8rK4O3tzdKSkpw8uRJbN26FREREVi0aBEXc/PmTXh7e6N3795ITU1FUFAQJk2ahMOHDzfq/hJCtECDTxpZR/fv32cAWHx8PGOMsfz8fKavr8927drFxaSnpzMALDExkTHG2MGDB5mOjg7LycnhYtatW8fEYjErLi5mjDE2b9485ubmptbWqFGjmFwur3PfaF5aQrRXfT6fWnMOT6lUAgAsLCwAACkpKSgtLYWXlxcX4+zsDHt7eyQmJgIAEhMT4e7uDhsbGy5GLpdDpVLh0qVLXEzlbVTEVGyjOsXFxVCpVGoLIeTtpxUJr7y8HEFBQejevTvatm0LAMjJyYFQKISZmZlarI2NDXJycriYysmuoryirKYYlUqFJ0+eVNufsLAwSCQSbrGzs3vtfSSEaJ5WJLzp06fj4sWL2LFjh6a7AgAICQmBUqnkluzsbE13iRDyBuhpugOBgYGIjIzE8ePH8c4773DrpVIpSkpKkJ+fr3aUl5ubC6lUysWcPn1abXsVV3Erx7x4ZTc3NxdisRiGhobV9kkkEkEkEr32vhFCtIvGjvAYYwgMDMTevXsRExODli1bqpV36tQJ+vr6OHbsGLcuIyMDWVlZkMlkAACZTIYLFy7g/v37XIxCoYBYLIarqysXU3kbFTEV2yCE8EjDX0Op3qeffsokEgmLi4tj9+7d45aioiIuZurUqcze3p7FxMSwM2fOMJlMxmQyGVf+7Nkz1rZtW9a/f3+WmprKoqOjmZWVFQsJCeFibty4wYyMjFhwcDBLT09nP/zwA9PV1WXR0dF17itdpSVEe9Xn86mxhAeg2mXLli1czJMnT9i0adOYubk5MzIyYsOGDWP37t1T205mZiYbOHAgMzQ0ZE2aNGFz5sxhpaWlajGxsbGsffv2TCgUslatWqm1UReU8AjRXvX5fAoYY0xTR5dvC5VKBYlEAqVSCbFYrOnuEEIqqc/nUyuu0hJCSGOghEcI4Q1KeIQQ3qCERwjhDUp4hBDeoIRHCOENSniEEN6ghEcI4Q1KeIQQ3qCERwjhDUp4hBDeoIRHCOENSniEEN6ghEcI4Q1KeIQQ3qCERwjhDUp4hBDeoIRHCOENSniEEN6ghEcI4Q2NJbzjx49j8ODBsLW1hUAgwL59+9TKGWNYtGgRmjZtCkNDQ3h5eeHq1atqMXl5efDz84NYLIaZmRkCAgJQUFCgFpOWlob3338fBgYGsLOzQ3h4eEPvGiFES2ks4RUWFsLDwwM//PBDteXh4eFYs2YN1q9fj6SkJBgbG0Mul+Pp06dcjJ+fHy5dugSFQoHIyEgcP34cn3zyCVeuUqnQv39/NG/eHCkpKVi2bBlCQ0OxcePGBt8/QogWaug5I+sCANu7dy/3vLy8nEmlUrZs2TJuXX5+PhOJROzXX39ljDF2+fJlBoAlJydzMYcOHWICgYDduXOHMcbY2rVrmbm5OSsuLuZi5s+fz5ycnGrsz9OnT5lSqeSW7OxsmpeWEC1Vn3lptfIc3s2bN5GTkwMvLy9unUQiQdeuXZGYmAgASExMhJmZGTp37szFeHl5QUdHB0lJSVxMz549IRQKuRi5XI6MjAw8evTope2HhYVBIpFwi52d3ZveRUKIBmhlwsvJyQEA2NjYqK23sbHhynJycmBtba1WrqenBwsLC7WY6rZRuY3qhISEQKlUckt2dvbr7RAhRCvoaboD2kgkEkEkEmm6G4SQN0wrj/CkUikAIDc3V219bm4uVyaVSnH//n218mfPniEvL08tprptVG6DEMIfWpnwWrZsCalUimPHjnHrVCoVkpKSIJPJAAAymQz5+flISUnhYmJiYlBeXo6uXbtyMcePH0dpaSkXo1Ao4OTkBHNz80baG0KI1miEiyjVevz4MTt37hw7d+4cA8BWrlzJzp07x27dusUYY2zp0qXMzMyM/fHHHywtLY0NHTqUtWzZkj158oTbxoABA1iHDh1YUlISO3HiBHN0dGS+vr5ceX5+PrOxsWH+/v7s4sWLbMeOHczIyIht2LChXn2tz1UgQkjjqs/nU2MJLzY2lgGosowbN44x9vzWlC+++ILZ2NgwkUjE+vbtyzIyMtS28fDhQ+br68tMTEyYWCxmEyZMYI8fP1aLOX/+POvRowcTiUSsWbNmbOnSpfXuKyU8QrRXfT6fAsYY09TR5dtCpVJBIpFAqVRCLBZrujuEkErq8/nUynN4hBDSECjhEUJ4gxIeIYQ36MZjQhrIzJkz8ffffwMArKyssHr1ag33iFDCI6SB/P3331VufCeaRV9pCSG8QQmPEMIblPAIIbxB5/AIqYMUvw/qXafk7+JKj3NfaRsA0GnbwVeqR6qihEfIv5AmrxBr89VpSniE/Atp8gqxNl+d1tpzeOPHj4ePj4+mu0HIK5PoCmCuA5jrPH9MNI+O8AhpINMshbUHkUb1Wkd4JSUlb6ofhBDS4Op1hOfp6Ym2bdtCT08P//d//wd3d3cMHjwYW7ZswY0bN2BhYYHBgwcjPDwcJiYmAICIiAgEBQXht99+Q1BQELKzs9GjRw9s2bIFTZs2BQCUlZUhODgYP/30E3R1dREQEIAXR60qLi5GcHAwduzYAZVKhc6dO2PVqlXo0qULACAuLg69e/dGdHQ0FixYgCtXrkAmk2HHjh1ISUnB7NmzcefOHQwaNAibNm2CkZHRm3j9CGlw/cN217tOmbKIe5yrLHqlbQCAr3mLetcpeFyi9njL+pQaol9uwtROr1SvJvU+wtu6dSuEQiESEhKwfv166OjoYM2aNbh06RK2bt2KmJgYzJs3T61OUVERli9fjl9++QXHjx9HVlYW5s6dy5WvWLECERER+Omnn3DixAnk5eVh7969atuYN28edu/eja1bt+Ls2bNwcHCAXC5HXl6eWlxoaCi+//57nDx5EtnZ2Rg5ciS+/fZbbN++HVFRUThy5Ai+++67+u42IeRfoN7n8BwdHREeHs49d3Jy4h63aNECX331FaZOnYq1a9dy60tLS7F+/Xq0bt0aABAYGIglS5Zw5d9++y1CQkIwfPhwAMD69etx+PBhrrywsBDr1q1DREQEBg4cCAD48ccfoVAosHnzZgQHB3OxX331Fbp37w4ACAgIQEhICK5fv45WrVoBAD788EPExsZi/vz59d11Qshbrt5HeJ06qR9mHj16FH379kWzZs1gamoKf39/PHz4EEVF/xxSGxkZcckOAJo2bcrNOKZUKnHv3j1u4h3g+fyylSfYvn79OkpLS7lEBgD6+vp49913kZ6ertafdu3acY9tbGxgZGTEJbuKdS/OdkYI4Yd6JzxjY2PucWZmJgYNGoR27dph9+7dSElJwQ8//ABA/YKGvr6+2jYEAkGVc3RvSuW2BAJBtW2Xl5c3SNuEaA2RMWBg+nwRGdce/wYZGUpgbGQOYyNzGBlKGrXt2rzWbSkpKSkoLy/HihUroKPzPHfu3LmzXtuQSCRo2rQpkpKS0LNnTwDP55dNSUlBx44dAQCtW7fmzhs2b94cwPOvycnJyQgKCnqdXSDkX0m3y3CNtS3vM01jbdfmtRKeg4MDSktL8d1332Hw4MHchYz6mjlzJpYuXQpHR0c4Oztj5cqVyM/P58qNjY3x6aefIjg4GBYWFrC3t0d4eDiKiooQEBDwOrtACOGR17oPz8PDAytXrsQ333yDtm3bYtu2bQgLC6v3dubMmQN/f3+MGzcOMpkMpqamGDZsmFrM0qVLMWLECPj7+6Njx464du0aDh8+TBNqE0LqjKZprEZxcTGKi/8Z6UKlUsHOzg5Nmzblvrq/TMeOHbF//361dUOGDMHZs2drbXf27NmYPXs29/zx48dwcXGpU5//+OMPtQtKkZGRmDp1aq31TExMcOXKFbV1wcHB+PXXX2ut6+3tjQ0bNqit69y5M3JycmqtGx4ejjFjxnDPMzIy0Ldv31rrAUBycjJ3DycAbNy4Ue2q/8u0adMGMTExauv8/PwQHx9fa11vC0N84u6otu6DvTEviVa3pJsHOttYcs/P5D7EopPn61T34LA+CGn7z7eY68d24k7y0Vrrmbd0hfuoILV1ZzaFoujB3VrrturzEd55tx+A5/fh5Ssf4MulY+vU37kz16KptAX3/NTpaOzau6bWemKxJRaH/KK27tS5jYiKiqq17vDhw/Hdd9/VaZpG+mlZNcLCwvDf//63yvp79+7VWtfOzq7KMECZJxNx52F+rXWvbFmHlJR/3swFpaW4c+dO7R0GkBYSCFiZcx+O3Asn61RXV2RY5abUS3HncLcOdfedTMPNSnV9zVvgxvVsPMqv/Sq44mA6ilX/3JB65+71Ou/r9ohzsDD/54MbczS9TnUlkqon0B88eFCnusYjZ6HTypVq6+4L6vb72BbBS9BJLv+nzcOHcX/AgDrV7bTtII5Uej777wSsOpb30vgK7WyMcDhkhNo6t/9bhMuq2utOer8NZs/+p+7t27cxe0Hd7mwY+pEz3NzcuOdleuewcUvtdY2M9avcaHzwo7w6/W0qn/6qDSW8aoSEhKgdadXnCM/KygrAM7V1ZgZCWBuKam3XWF/9zyGAoE71AEBfV71fOvpCiMQWtdbTFRpU3ZahcZ3q6huaVlknFltWE1mV8IV2dXR0YW5mXae6Ojq6as9FIiM0a9as1no2NjZV1jVp0qROdatLlnWp97x/oirP61q3un7UpW6TJk2qrLOxsYFSqay1bsWvpCro6urWub96eurvYSOjuv1tpFJplXUWFhZ1qmtmZlanvgH0lbZO6jOzOfBqg0W+KZW//jS2V/kZ0pvSED9DIm+H+nw+tXZ4KEIIedMo4RFCeONfn/BoIFFCSIV/fcIjhJAKWpvwaHBRQsibpjUJz9PTE4GBgQgKCkKTJk0gl8uxcuVKuLu7w9jYGHZ2dpg2bRoKCgq4OhERETAzM8Phw4fh4uICExMTDBgwoMb75ZKTk2FlZYVvvvmmMXaLEKJFtCbhAQ0zuGhlMTEx6NevH77++msaD48QHtKqG48bYnDRCnv37sXYsWOxadMmjBo1qgH3ghCirbQq4VU3uGhYWBiuXLkClUqFZ8+e4enTpygqKuLmpKhpcNEKSUlJiIyMxO+//05XbAnhMa36SttQg4u2bt0azs7O+Omnn1BaWtqAe0AI0WZalfAqqzy46HvvvYc2bdrg7t3aR3qoTpMmTRATE4Nr165h5MiRlPQI4SmtTXiVBxe9ceMGfvnll1caXLSCtbU1YmJicOXKFfj6+uLZs2e1VyKE/KtobcJ7U4OLViaVShETE4MLFy7Az88PZWVlb6i3hJC3AY2WUgc0Wkrd0GgpRBNotBRCCKkGJTxCCG9QwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb2gs4e3Zswf9+/eHpaUlBAIBUlNTq8Q8ffoU06dPh6WlJUxMTDBixAjk5uaqxWRlZcHb2xtGRkawtrZGcHBwlYEB4uLi0LFjR4hEIjg4OCAiIqIB94wQoq00lvAKCwvRo0ePGueWmDVrFg4cOIBdu3YhPj4ed+/exfDhw7nysrIyeHt7o6SkBCdPnsTWrVsRERGBRYsWcTE3b96Et7c3evfujdTUVAQFBWHSpEk4fPhwg+4fIUT7aGzEY39/fwDPB/qsjlKpxObNm7F9+3b06dMHALBlyxa4uLjg1KlTeO+993DkyBFcvnwZR48ehY2NDdq3b48vv/wS8+fPR2hoKIRCIdavX4+WLVtixYoVAAAXFxecOHECq1atglwub5R9JYRoB609h5eSkoLS0lJ4eXlx65ydnWFvb4/ExEQAQGJiItzd3WFjY8PFyOVyqFQqXLp0iYupvI2KmIptVKe4uBgqlUptIYS8/bQ24eXk5EAoFMLMzExtvY2NDXJycriYysmuoryirKYYlUqFJ0+eVNt2WFgYJBIJt9jZ2b2JXSKEaFijJLxt27bBxMSEW/7888/GaPaVhYSEQKlUckt2dramu0QIeQMa5RzekCFD0LVrV+55s2bNaq0jlUpRUlKC/Px8taO83NxcSKVSLub06dNq9Squ4laOefHKbm5uLsRiMQwNDattWyQSQSQS1b5jhJC3SqMc4ZmamsLBwYFbXpZoKuvUqRP09fVx7Ngxbl1GRgaysrIgk8kAADKZDBcuXFCbllGhUEAsFsPV1ZWLqbyNipiKbRBC+ENjV2nz8vKQlZXFzUSWkZEB4PkRmVQqhUQiQUBAAGbPng0LCwuIxWLMmDEDMpkM7733HgCgf//+cHV1hb+/P8LDw5GTk4OFCxdi+vTp3BHa1KlT8f3332PevHmYOHEiYmJisHPnTkRFRWlmxwkhGqOxixb79+9Hhw4d4O3tDQAYPXo0OnTooDYz2apVqzBo0CCMGDECPXv2hFQqxZ49e7hyXV1dREZGQldXFzKZDB9//DHGjh2LJUuWcDEtW7ZEVFQUFAoFPDw8sGLFCmzatIluSSGEh2gSnzqgSXzqhibxIZpAk/gQQkg1KOERQniDEh4hhDco4RFCeIMSHiGENyjhEUJ4gxIeIYQ3KOERQniDEh4hhDco4RFCeIMSHiGENzQ2WgohFQ7HrEXREyUAwMhQAnmfaRruEfm3ooRHAABlyXuA4sLnT0TG0O0yvOYKb1DREyUKix41WnuEvyjhkeeKC4GnjzXdC0IaFJ3DI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb2jktpTS0lIsXLgQBw8exI0bNyCRSODl5YWlS5fC1taWi8vLy8OMGTNw4MAB6OjoYMSIEVi9ejVMTEy4mLS0NEyfPh3JycmwsrLCjBkzMG/ePLX2du3ahS+++AKZmZlwdHTEN998gw8+0NxEOw3pSMiIV6o3Zsxu5P7/21JsJEbY/orbeRWK40IUFj1/bGIqpAl5SIPRyBFeUVERzp49iy+++AJnz57Fnj17kJGRgSFDhqjF+fn54dKlS1AoFIiMjMTx48fxySefcOUqlQr9+/dH8+bNkZKSgmXLliE0NBQbN27kYk6ePAlfX18EBATg3Llz8PHxgY+PDy5evNho+0sI0Q4aOcKTSCRQKBRq677//nu8++67yMrKgr29PdLT0xEdHY3k5GR07twZAPDdd9/hgw8+wPLly2Fra4tt27ahpKQEP/30E4RCIdzc3JCamoqVK1dyiXH16tUYMGAAgoODAQBffvklFAoFvv/+e7U5cAkh/35acw5PqVRCIBDAzMwMAJCYmAgzMzMu2QGAl5cXdHR0kJSUxMX07NkTQqGQi5HL5cjIyMCjR4+4GC8vL7W25HI5EhMTX9qX4uJiqFQqtYUQ8vbTioT39OlTzJ8/H76+vtxEujk5ObC2tlaL09PTg4WFBXJycrgYGxsbtZiK57XFVJRXJywsDBKJhFvs7OxebwcJIVqhURLetm3bYGJiwi1//vknV1ZaWoqRI0eCMYZ169Y1RndqFRISAqVSyS3Z2dma7hIh5A1olHN4Q4YMQdeuXbnnzZo1A/BPsrt16xZiYmK4ozsAkEqluH//vtp2nj17hry8PEilUi4mNzdXLabieW0xFeXVEYlEEIlE9d1NQoiWa5QjPFNTUzg4OHCLoaEhl+yuXr2Ko0ePwtLSUq2OTCZDfn4+UlJSuHUxMTEoLy/nkqdMJsPx48dRWlrKxSgUCjg5OcHc3JyLOXbsmNq2FQoFZDJZQ+0uIURLaeQcXmlpKT788EOcOXMG27ZtQ1lZGXJycpCTk4OSkhIAgIuLCwYMGIDJkyfj9OnTSEhIQGBgIEaPHs3dqzdmzBgIhUIEBATg0qVL+O2337B69WrMnj2ba2vmzJmIjo7GihUrcOXKFYSGhuLMmTMIDAzUxK5rLSsrK9jY2MDGxgZWVlaa7g4hDUIjt6XcuXMH+/fvBwC0b99erSw2Nhaenp4Anp/7CwwMRN++fbkbj9esWcPFSiQSHDlyBNOnT0enTp3QpEkTLFq0SO1evW7dumH79u1YuHAh/vOf/8DR0RH79u1D27ZtG3w/3yarV6/WWNuVEywlW9KQBIwxpulOaDuVSgWJRAKlUql2nvFlUvw09yuOTtsOaqxtQjShPp9PrbgthRBCGgMlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8IZGJvEh1Vv7sATKsudTjEh0BZhmKdRwjwj5d9HYEV5oaCicnZ1hbGwMc3NzeHl5ISkpSS0mLy8Pfn5+EIvFMDMzQ0BAAAoKCtRi0tLS8P7778PAwAB2dnYIDw+v0tauXbvg7OwMAwMDuLu74+BB7ZzoRlnG8KgceFQOLvERQt4cjSW8Nm3a4Pvvv8eFCxdw4sQJtGjRAv3798fff//Nxfj5+eHSpUtQKBSIjIzE8ePH1aZgVKlU6N+/P5o3b46UlBQsW7YMoaGh2LhxIxdz8uRJ+Pr6IiAgAOfOnYOPjw98fHxw8eLFRt1fQojmac00jRVTrR09ehR9+/ZFeno6XF1dkZycjM6dOwMAoqOj8cEHH+D27duwtbXFunXr8PnnnyMnJwdC4fOvfwsWLMC+fftw5coVAMCoUaNQWFiIyMhIrq333nsP7du3x/r16+vVt4aepjHsfjEelT9/bK4DhFiL6r0NmqaR8M1bN01jSUkJNm7cCIlEAg8PDwBAYmIizMzMuGQHAF5eXtDR0eG++iYmJqJnz55csgMAuVyOjIwMPHr0iIvx8vJSa08ulyMxMfGl/SkuLoZKpVJbCCFvP40mvMjISJiYmMDAwACrVq2CQqFAkyZNAAA5OTmwtrZWi9fT04OFhQVycnK4GBsbG7WYiue1xVSUVycsLAwSiYRb7OzsXm9HCSFaoVES3rZt22BiYsItf/75JwCgd+/eSE1NxcmTJzFgwACMHDkS9+/fb4wu1SgkJARKpZJbsrOzNd0lQsgb0Ci3pQwZMgRdu3blnjdr1gwAYGxsDAcHBzg4OOC9996Do6MjNm/ejJCQEEil0irJ79mzZ8jLy4NUKgUASKVS5ObmqsVUPK8tpqK8OiKRCCJR/c+fEUK0W6Mc4ZmamnKJzcHBAYaGhtXGlZeXo7i4GAAgk8mQn5+PlJQUrjwmJgbl5eVc8pTJZDh+/DhKS0u5GIVCAScnJ5ibm3Mxx44dU2tHoVBAJpO90X0khGg/jZzDKywsxH/+8x+cOnUKt27dQkpKCiZOnIg7d+7go48+AgC4uLhgwIABmDx5Mk6fPo2EhAQEBgZi9OjRsLW1BQCMGTMGQqEQAQEBuHTpEn777TesXr0as2fP5tqaOXMmoqOjsWLFCly5cgWhoaE4c+YMAgMDNbHrhBBNYhrw5MkTNmzYMGZra8uEQiFr2rQpGzJkCDt9+rRa3MOHD5mvry8zMTFhYrGYTZgwgT1+/Fgt5vz586xHjx5MJBKxZs2asaVLl1Zpb+fOnaxNmzZMKBQyNzc3FhUVVa/+KpVKBoAplcr672w9+Pr6sj59+rA+ffowX1/fBm2LkH+L+nw+teY+PG1W3/vwXtWYMWO48402NjbYvn17g7VFyL/FW3cfHiGENAZKeIQQ3qCERwjhDUp4hBDeoIRHCOENSniEEN6gEY+1iJWVVbWPCSFvBiU8LbJ69WpNd4GQfzX6SksI4Q1KeIQQ3qCERwjhDUp4hBDeoIRHCOENSniEEN6ghEcI4Q1KeIQQ3qCERwjhDUp4hBDeoIRHCOENSniEEN7QioQ3depUCAQCfPvtt2rr8/Ly4OfnB7FYDDMzMwQEBKCgoEAtJi0tDe+//z4MDAxgZ2eH8PDwKtvftWsXnJ2dYWBgAHd3dxw8eLAhd4cQoqU0nvD27t2LU6dOcXPNVubn54dLly5BoVAgMjISx48fxyeffMKVq1Qq9O/fH82bN0dKSgqWLVuG0NBQbNy4kYs5efIkfH19ERAQgHPnzsHHxwc+Pj64ePFio+wfIUSLNPikkTW4ffs2a9asGbt48SJr3rw5W7VqFVd2+fJlBoAlJydz6w4dOsQEAgG7c+cOY4yxtWvXMnNzc1ZcXMzFzJ8/nzk5OXHPR44cyby9vdXa7dq1K5syZcpL+/X06VOmVCq5JTs7u1HmpSWE1F995qXV2BFeeXk5/P39ERwcDDc3tyrliYmJMDMzQ+fOnbl1Xl5e0NHRQVJSEhfTs2dPCIVCLkYulyMjIwOPHj3iYry8vNS2LZfLkZiY+NK+hYWFQSKRcIudnd1r7SshRDtoLOF988030NPTw2effVZteU5ODqytrdXW6enpwcLCAjk5OVyMjY2NWkzF89piKsqrExISAqVSyS3Z2dn12zlCiFZqlBGPt23bhilTpnDPo6KisHr1apw9exYCgaAxulAvIpEIIpFI090ghLxhjXKEN2TIEKSmpnLLyZMncf/+fdjb20NPTw96enq4desW5syZgxYtWgAApFIp7t+/r7adZ8+eIS8vD1KplIvJzc1Vi6l4XltMRTkhhD8aJeGZmprCwcGBWz755BOkpaWpJUFbW1sEBwfj8OHDAACZTIb8/HykpKRw24mJiUF5eTm6du3KxRw/fhylpaVcjEKhgJOTE8zNzbmYY8eOqfVHoVBAJpM19G4TQrRNI1xEqZMXr9IyxtiAAQNYhw4dWFJSEjtx4gRzdHRkvr6+XHl+fj6zsbFh/v7+7OLFi2zHjh3MyMiIbdiwgYtJSEhgenp6bPny5Sw9PZ0tXryY6evrswsXLtS5b/W5CkQIaVz1+XxqdcJ7+PAh8/X1ZSYmJkwsFrMJEyawx48fq8WcP3+e9ejRg4lEItasWTO2dOnSKtveuXMna9OmDRMKhczNzY1FRUXVq2+U8AjRXvX5fAoYY0yzx5jaT6VSQSKRQKlUQiwWa7o7hJBK6vP51PgvLQghpLFQwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb1DCI4TwBiU8QghvUMIjhPAGJTxCCG9QwiOE8AYlPEIIb1DCI4Twhp6mO/A2qJjJUqVSabgnhJAXVXwu6zLjLCW8Onj8+DEAwM7OTsM9IYS8zOPHjyGRSGqMoYm466C8vBx3796FqakpBAKBprvTYFQqFezs7JCdnU0Tjv8L8OXvyRjD48ePYWtrCx2dms/S0RFeHejo6OCdd97RdDcajVgs/ld/QPiGD3/P2o7sKtBFC0IIb1DCI4TwBiU8whGJRFi8eDFEIpGmu0LeAPp7VkUXLQghvEFHeIQQ3qCERwjhDUp4hBDeoIRHCOENSnikQQkEAuzbt0/T3SBaYPz48fDx8dFoH+gqLWlQOTk5MDc3p1sjCJRKJRhjMDMz01gfKOGRBlFSUgKhUKjpbhAtUFZWBoFAUOvvXBuD5nvAQ+Xl5QgPD4eDgwNEIhHs7e3x9ddfAwAuXLiAPn36wNDQEJaWlvjkk09QUFBQ6zbj4+Px7rvvQiQSoWnTpliwYAGePXtWpzYB4Pbt2/D19YWFhQWMjY3RuXNnJCUlAaj+q0hQUBA8PT25556enggMDERQUBCaNGkCuVwOQP0rbWZmJgQCAfbs2YPevXvDyMgIHh4eSExMVNv2jz/+CDs7OxgZGWHYsGFYuXJlgx4VeHp64rPPPsO8efNgYWEBqVSK0NBQtZisrCwMHToUJiYmEIvFGDlyJHJzc7ny0NBQtG/fHr/88gtatGgBiUSC0aNHcyPtvExCQgI8PT1hZGQEc3NzyOVyPHr0CABQXFyMzz77DNbW1jAwMECPHj2QnJxc6/48evQIY8eOhbm5OYyMjDBw4EBcvXq1zu3W9F6Ji4uDQCBAfn4+t63U1FQIBAJkZmYCACIiImBmZob9+/fD1dUVIpEIWVlZVd5HdXndr1y5gh49esDAwACurq44evToa50moYSnASEhIVi6dCm++OILXL58Gdu3b4eNjQ0KCwshl8thbm6O5ORk7Nq1C0ePHkVgYGCN27tz5w4++OADdOnSBefPn8e6deuwefNmfPXVV7W2CQAFBQXo1asX7ty5g/379+P8+fOYN28eysvL67VfW7duhVAoREJCAtavX//SuM8//xxz585Famoq2rRpA19fXy45JyQkYOrUqZg5cyZSU1PRr18/tcTcULZu3QpjY2MkJSUhPDwcS5YsgUKhAPA8AQwdOhR5eXmIj4+HQqHAjRs3MGrUKLVtXL9+Hfv27UNkZCQiIyMRHx+PpUuXvrTN1NRU9O3bF66urkhMTMSJEycwePBglJWVAQDmzZuH3bt3Y+vWrTh79iwcHBwgl8uRl5dX476MHz8eZ86cwf79+5GYmAjGGD744AOUlpbWqd2a3it1VVRUhG+++QabNm3CpUuXYG1tXW1cTa97WVkZfHx8YGRkhKSkJGzcuBGff/55vfpRBSONSqVSMZFIxH788ccqZRs3bmTm5uasoKCAWxcVFcV0dHRYTk7OS7f5n//8hzk5ObHy8nJu3Q8//MBMTExYWVlZjW0yxtiGDRuYqakpe/jwYbXl48aNY0OHDlVbN3PmTNarVy/uea9evViHDh2q1AXA9u7dyxhj7ObNmwwA27RpE1d+6dIlBoClp6czxhgbNWoU8/b2VtuGn58fk0gkL9v919arVy/Wo0cPtXVdunRh8+fPZ4wxduTIEaarq8uysrKq9Pv06dOMMcYWL17MjIyMmEql4mKCg4NZ165dX9qur68v6969e7VlBQUFTF9fn23bto1bV1JSwmxtbVl4ePhLt/nXX38xACwhIYFb9+DBA2ZoaMh27txZa7u1vVdiY2MZAPbo0SNu3blz5xgAdvPmTcYYY1u2bGEAWGpqqlrdF99Htb3uhw4dYnp6euzevXtcuUKhUHtP1Rcd4TWy9PR0FBcXo2/fvtWWeXh4wNjYmFvXvXt3lJeXIyMjAwBgYmLCLVOnTuXqyWQytbH6unfvjoKCAty+fbvGNoHn//E7dOgACwuL19q3Tp061SmuXbt23OOmTZsCAO7fvw8AyMjIwLvvvqsW/+LzhlC5TxX9quhTeno67Ozs1AaAdXV1hZmZGdLT07l1LVq0gKmpabXbqE7FkVZ1rl+/jtLSUnTv3p1bp6+vj3fffZdrc+rUqWrvh4q+6unpoWvXrlw9S0tLODk5cfVqare290pdCYXCKq9pdWp63TMyMmBnZwepVMqVv+57gcbDa2SGhoavVT81NZV7XNcxzmprs7ZyHR2dKsNnV3w9qqxyoq6Jvr4+97giSdf36/ObVrlPwPN+1bdP9d3G674XlixZgrlz59a7Xk3t1uW9AKgPp17de8HQ0LBOg+W+ide9PugIr5E5OjrC0NAQx44dq1Lm4uKC8+fPo7CwkFuXkJAAHR0dODk5AQAcHBy4peK8iIuLC3eupnI9U1NTvPPOOzW2CTz/L5uamvrSc0NWVla4d++e2rrKifdNcnJyqnJivi4n6huSi4sLsrOzkZ2dza27fPky8vPz4erq+srbbdeu3Uv/Jq1bt+bOh1YoLS1FcnIy16a1tbXa+6Gir8+ePeMuOAHAw4cPkZGRwdWrqd3a3itWVlYAoPZ+aMj3QnZ2ttrFodd9L1DCa2QGBgaYP38+5s2bh59//hnXr1/HqVOnsHnzZvj5+cHAwADjxo3DxYsXERsbixkzZsDf37/Gk8bTpk1DdnY2ZsyYgStXruCPP/7A4sWLMXv2bOjo6NTYJgD4+vpCKpXCx8cHCQkJuHHjBnbv3s1dPe3Tpw/OnDmDn3/+GVevXsXixYtx8eLFBnl9ZsyYgYMHD2LlypW4evUqNmzYgEOHDml0aH0vLy+4u7vDz88PZ8+exenTpzF27Fj06tULnTt3fuXthoSEIDk5GdOmTUNaWhquXLmCdevW4cGDBzA2Nsann36K4OBgREdH4/Lly5g8eTKKiooQEBDw0m06Ojpi6NChmDx5Mk6cOIHz58/j448/RrNmzTB06NBa263tveLg4AA7OzuEhobi6tWriIqKwooVK175NahJv3790Lp1a4wbNw5paWlISEjAwoULAeDV3w+vdOaPvJaysjL21VdfsebNmzN9fX1mb2/P/ve//zHGGEtLS2O9e/dmBgYGzMLCgk2ePJk9fvy41m3GxcWxLl26MKFQyKRSKZs/fz4rLS2tU5uMMZaZmclGjBjBxGIxMzIyYp07d2ZJSUlc+aJFi5iNjQ2TSCRs1qxZLDAwsMpFi5kzZ1bpF6q5aHHu3Dmu/NGjRwwAi42N5dZt3LiRNWvWjBkaGjIfHx/21VdfMalUWutr8Kqq6/vQoUPZuHHjuOe3bt1iQ4YMYcbGxszU1JR99NFHaheSFi9ezDw8PNS2sWrVKta8efMa246Li2PdunVjIpGImZmZMblczl0QePLkCZsxYwZr0qQJE4lErHv37txFkprk5eUxf39/JpFImKGhIZPL5eyvv/6qc7u1vVdOnDjB3N3dmYGBAXv//ffZrl27qly0qO4iU3UXLWp73dPT01n37t2ZUChkzs7O7MCBAwwAi46OrvV1qA7deEy03uTJk3HlyhX8+eefmu4K0bCEhAT06NED165dQ+vWretdny5aEK2zfPly9OvXD8bGxjh06BC2bt2KtWvXarpbRAP27t0LExMTODo64tq1a5g5cya6d+/+SskOoIRHtNDp06cRHh6Ox48fo1WrVlizZg0mTZqk6W4RDXj8+DHmz5+PrKwsNGnSBF5eXq91zpC+0hJCeIOu0hJCeIMSHiGENyjhEUJ4gxIeIYQ3KOERQniDEh4hhDco4RFCeIMSHiGEN/4fKuQDtl9mo90AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 300x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"YLIM_SIZE = 5000\n",
"\n",
"plt.figure(figsize=(3, 4), dpi=500)\n",
"ax = sns.barplot(\n",
" data=viz_df,\n",
" x='group',\n",
" y='rank',\n",
" hue='metrics',\n",
" order=['co-occuring', 'non co-occuring'],\n",
" hue_order=[\n",
" 'POM distance',\n",
" 'cFP edit distance',\n",
" 'tanimoto distance',\n",
" ],\n",
" palette=custom_palette,\n",
")\n",
"plt.axhline(0, ls='--', c='k', lw=2)\n",
"plt.yticks([-4000, -3000, -2000, -1000, 0, 1000, 2000, 3000, 4000],\n",
" [-4000, -3000, -2000, -1000, 'random\\nrank', 1000, 2000, 3000, 4000])\n",
"plt.ylabel('')\n",
"plt.xlabel('')\n",
"plt.legend(loc='upper right', bbox_to_anchor=(1.45, 1), facecolor='w', edgecolor='w')\n",
"plt.legend(loc='upper left', facecolor='w', edgecolor='w')\n",
"plt.ylim(-YLIM_SIZE, +YLIM_SIZE)\n",
"ax.set_facecolor((1, 1, 1))\n",
"plt.gcf().set_dpi(100)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7eafa029",
"metadata": {},
"source": [
"# Extended Data Figure 11"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5b94e075",
"metadata": {},
"outputs": [],
"source": [
"carey_viz_df = data_df[data_df['Carey et al. neural distance'].notnull()].copy()\n",
"for c in carey_viz_df.columns:\n",
" if c.endswith('distance'):\n",
" carey_viz_df[c] = carey_viz_df[c].rank()\n",
"random_rank = len(carey_viz_df) // 2\n",
"carey_viz_df = carey_viz_df.melt(\n",
" id_vars=['Co-occurence In'],\n",
" value_vars = [v for v in carey_viz_df.columns if v.endswith('distance')], \n",
" var_name='metrics', \n",
" value_name='original_rank')\n",
"carey_viz_df['group'] = ['co-occuring' if isinstance(v, str) else 'non co-occuring' for v in carey_viz_df['Co-occurence In']]\n",
"carey_viz_df['rank'] = carey_viz_df['original_rank'] - random_rank\n",
"carey_viz_df = carey_viz_df.replace('Carey et al. neural distance', 'neural distance')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "87698af7",
"metadata": {},
"outputs": [],
"source": [
"hc_viz_df = data_df[data_df['Hallem and Carlson neural distance'].notnull()].copy()\n",
"for c in hc_viz_df.columns:\n",
" if c.endswith('distance'):\n",
" hc_viz_df[c] = hc_viz_df[c].rank()\n",
"random_rank = len(hc_viz_df) // 2\n",
"hc_viz_df = hc_viz_df.melt(\n",
" id_vars=['Co-occurence In'],\n",
" value_vars = [v for v in hc_viz_df.columns if v.endswith('distance')], \n",
" var_name='metrics', \n",
" value_name='original_rank')\n",
"hc_viz_df['group'] = ['co-occuring' if isinstance(v, str) else 'non co-occuring' for v in hc_viz_df['Co-occurence In']]\n",
"hc_viz_df['rank'] = hc_viz_df['original_rank'] - random_rank\n",
"hc_viz_df = hc_viz_df.replace('Hallem and Carlson neural distance', 'neural distance')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "72391ce2",
"metadata": {},
"outputs": [],
"source": [
"chae_viz_df = data_df[data_df['Chae et al. neural distance'].notnull()].copy()\n",
"for c in chae_viz_df.columns:\n",
" if c.endswith('distance'):\n",
" chae_viz_df[c] = chae_viz_df[c].rank()\n",
"random_rank = len(chae_viz_df) // 2\n",
"chae_viz_df = chae_viz_df.melt(\n",
" id_vars=['Co-occurence In'],\n",
" value_vars = [v for v in chae_viz_df.columns if v.endswith('distance')], \n",
" var_name='metrics', \n",
" value_name='original_rank')\n",
"chae_viz_df['group'] = ['co-occuring' if isinstance(v, str) else 'non co-occuring' for v in chae_viz_df['Co-occurence In']]\n",
"chae_viz_df['rank'] = chae_viz_df['original_rank'] - random_rank\n",
"chae_viz_df = chae_viz_df.replace('Chae et al. neural distance', 'neural distance')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "bff251ab",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 10000x2500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def _barplot(df):\n",
" sns.barplot(\n",
" data=df,\n",
" x='group',\n",
" y='rank',\n",
" hue='metrics',\n",
" order=['co-occuring', 'non co-occuring'],\n",
" hue_order=[\n",
" 'neural distance',\n",
" 'cFP edit distance',\n",
" 'tanimoto distance',\n",
" ],\n",
" palette=custom_palette,\n",
" errorbar=None,\n",
" )\n",
" plt.axhline(0, ls='--', c='k', lw=2)\n",
" plt.ylabel('')\n",
" plt.xlabel('')\n",
"\n",
"plt.figure(figsize=(20, 5), dpi=500)\n",
"plt.subplot(1, 3, 1)\n",
"_barplot(carey_viz_df)\n",
"plt.title(\"Carey et al.\")\n",
"plt.yticks([-80, -40, 0, 40, 80], [-80, -40, \"random\\nrank\", 40, 80])\n",
"plt.ylim(-80, 80)\n",
"plt.legend(loc=\"upper left\", facecolor=\"w\", edgecolor=\"w\")\n",
"plt.subplot(1, 3, 2)\n",
"_barplot(hc_viz_df)\n",
"plt.title(\"Hallem and Carlson\")\n",
"plt.yticks([-80, -40, 0, 40, 80], [-80, -40, \"random\\nrank\", 40, 80])\n",
"plt.ylim(-80, 80)\n",
"plt.legend(loc=\"lower right\", facecolor=\"w\", edgecolor=\"w\")\n",
"plt.subplot(1, 3, 3)\n",
"_barplot(chae_viz_df)\n",
"plt.title(\"Chae et al.\")\n",
"plt.yticks([-4, -2, 0, 2, 4], [-4, -2, \"random\\nrank\", 2, 4])\n",
"plt.ylim(-4, 4)\n",
"plt.legend(loc=\"lower right\", facecolor=\"w\", edgecolor=\"w\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c15d7997",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Computing file changes ...
