From 564d9fdad973cd49681ebec0611e70cef6124e14 Mon Sep 17 00:00:00 2001 From: peidli Date: Wed, 22 Feb 2023 15:17:00 +0100 Subject: [PATCH] Fix multiple testing correction in etest --- package/notebooks/e-distance.ipynb | 464 +++++++++++++++++------------ package/src/scperturb/etest.py | 16 +- 2 files changed, 288 insertions(+), 192 deletions(-) diff --git a/package/notebooks/e-distance.ipynb b/package/notebooks/e-distance.ipynb index 9a97bce..4286668 100644 --- a/package/notebooks/e-distance.ipynb +++ b/package/notebooks/e-distance.ipynb @@ -22,7 +22,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/fr/z238tpm931s466144gcdpdj40000gn/T/ipykernel_7751/1644390834.py:12: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n", + "/var/folders/fr/z238tpm931s466144gcdpdj40000gn/T/ipykernel_20016/1644390834.py:12: DeprecationWarning: Importing display from IPython.core.display is deprecated since IPython 7.14, please import from IPython display\n", " from IPython.core.display import display, HTML\n" ] }, @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "e5b25320", "metadata": {}, "outputs": [], @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 5, "id": "3a8eee9e", "metadata": { "ExecuteTime": { @@ -113,7 +113,7 @@ " var: 'ensembl_id', 'ncounts', 'ncells'" ] }, - "execution_count": 19, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 6, "id": "d2a01b52", "metadata": { "ExecuteTime": { @@ -148,7 +148,7 @@ " sc.pp.log1p(adata)\n", "\n", " # high class imbalance\n", - " adata = equal_subsampling(adata, 'perturbation', N_min=50)\n", + " adata = equal_subsampling(adata, 'perturbation', N_min=200)\n", " sc.pp.filter_genes(adata, min_cells=3) # sanity cleaning\n", "\n", " # select HVGs\n", @@ -170,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 13, "id": "c9a80da0", "metadata": { "ExecuteTime": { @@ -183,18 +183,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 41/41 [00:00<00:00, 236.90it/s]\n" + "100%|██████████| 31/31 [00:00<00:00, 101.70it/s]\n" ] } ], "source": [ "# Compute E-distances\n", - "estats = edist(adata, obs_key='perturbation', obsm_key='X_pca', dist='sqeuclidean', correction_factor=True)" + "estats = edist(adata, obs_key='perturbation', obsm_key='X_pca', dist='sqeuclidean', correction_factor=False)" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 14, "id": "dd7d08a9", "metadata": { "ExecuteTime": { @@ -235,16 +235,16 @@ " PTPN11_2\n", " LAT_1\n", " ...\n", - " EGR4_2\n", - " NFATC1_2\n", - " NFATC1_1\n", - " RELA_2\n", - " NFKB1_1\n", - " RELA_1\n", - " NFKB2_1\n", - " NFAT5_1\n", - " NR4A1_2\n", - " RUNX2_1\n", + " NFAT5_2\n", + " EGR2_2\n", + " DOK2_2\n", + " FOS_1\n", + " LCK_1\n", + " PTPN6_2\n", + " NR4A1_1\n", + " ZAP70_1\n", + " RUNX2_2\n", + " JUN_2\n", " \n", " \n", " perturbation\n", @@ -275,165 +275,165 @@ " \n", " control\n", " 0.000000\n", - " 2.585194\n", - " 2.251415\n", - " 1.400401\n", - " 4.202431\n", - " 1.954976\n", - " 1.032806\n", - " 1.900575\n", - " 1.568601\n", - " 2.791151\n", + " 1.559498\n", + " 1.034070\n", + " 0.457109\n", + " 2.387216\n", + " 0.093598\n", + " 0.478526\n", + " 0.147876\n", + " 0.966684\n", + " 2.915173\n", " ...\n", - " 1.047000\n", - " 3.095798\n", - " 3.549262\n", - " 1.156113\n", - " 1.060724\n", - " 3.082550\n", - " 0.808675\n", - " 1.014798\n", - " 1.023041\n", - " 1.063325\n", + " 0.084596\n", + " 0.409577\n", + " 0.408293\n", + " 1.485413\n", + " 2.091806\n", + " 0.789556\n", + " 0.974710\n", + " 2.145795\n", + " 0.758200\n", + " 1.447004\n", " \n", " \n", " LAT_2\n", - " 2.585194\n", + " 1.559498\n", " 0.000000\n", - " 1.636080\n", - " 1.484497\n", - " 1.074950\n", - " 1.307969\n", - " 2.646275\n", - " 3.358118\n", - " 3.729703\n", - " 1.045631\n", + " 0.208348\n", + " 0.209601\n", + " -0.023980\n", + " 0.708662\n", + " 0.452281\n", + " 1.825731\n", + " 1.490014\n", + " 0.449166\n", " ...\n", - " 2.405204\n", - " 7.212530\n", - " 8.444816\n", - " 1.430158\n", - " 2.737679\n", - " 1.158624\n", - " 1.984190\n", - " 1.987574\n", - " 3.198198\n", - " 1.927341\n", + " 1.070097\n", + " 0.305448\n", + " 0.536589\n", + " 0.180564\n", + " 0.451558\n", + " 1.298964\n", + " 1.198401\n", + " 0.631421\n", + " 0.385143\n", + " 0.227437\n", " \n", " \n", " LCK_2\n", - " 2.251415\n", - " 1.636080\n", + " 1.034070\n", + " 0.208348\n", " 0.000000\n", - " 1.713793\n", - " 2.487309\n", - " 1.401762\n", - " 1.755705\n", - " 2.201855\n", - " 2.533658\n", - " 1.300335\n", + " 0.279249\n", + " 0.482864\n", + " 0.392875\n", + " 0.208821\n", + " 1.072727\n", + " 0.527004\n", + " 0.466840\n", " ...\n", - " 1.324872\n", - " 5.222429\n", - " 6.002597\n", - " 1.955219\n", - " 2.416309\n", - " 1.840114\n", - " 1.709011\n", - " 1.637329\n", - " 2.258767\n", - " 1.480398\n", + " 0.831114\n", + " 0.157476\n", + " 0.168842\n", + " 0.027802\n", + " 0.197411\n", + " 0.488675\n", + " 0.449946\n", + " 0.270434\n", + " 0.382162\n", + " 0.063383\n", " \n", " \n", " JUND_2\n", - " 1.400401\n", - " 1.484497\n", - " 1.713793\n", + " 0.457109\n", + " 0.209601\n", + " 0.279249\n", " 0.000000\n", - " 2.580478\n", - " 1.214535\n", - " 1.458916\n", - " 1.938713\n", - " 2.229318\n", - " 1.705092\n", + " 0.563902\n", + " 0.163302\n", + " 0.162876\n", + " 0.840525\n", + " 0.894459\n", + " 1.068079\n", " ...\n", - " 1.316863\n", - " 4.737066\n", - " 5.854374\n", - " 1.337543\n", - " 1.757871\n", - " 1.868193\n", - " 1.221825\n", - " 1.247909\n", - " 1.942955\n", - " 1.292363\n", + " 0.343155\n", + " 0.005827\n", + " 0.100997\n", + " 0.482070\n", + " 0.805015\n", + " 0.777133\n", + " 0.756772\n", + " 0.873154\n", + " 0.167000\n", + " 0.378704\n", " \n", " \n", " ZAP70_2\n", - " 4.202431\n", - " 1.074950\n", - " 2.487309\n", - " 2.580478\n", + " 2.387216\n", + " -0.023980\n", + " 0.482864\n", + " 0.563902\n", " 0.000000\n", - " 2.709996\n", - " 3.829415\n", - " 4.842300\n", - " 5.230898\n", - " 1.260527\n", + " 1.270412\n", + " 0.823802\n", + " 2.481305\n", + " 1.769164\n", + " 0.214835\n", " ...\n", - " 4.011385\n", - " 9.446788\n", - " 10.876389\n", - " 2.205488\n", - " 3.964081\n", - " 0.836523\n", - " 3.750425\n", - " 3.395529\n", - " 5.146000\n", - " 3.137892\n", + " 1.723271\n", + " 0.680284\n", + " 0.991922\n", + " 0.283429\n", + " 0.313448\n", + " 1.629477\n", + " 1.420656\n", + " 0.445501\n", + " 0.622884\n", + " 0.297467\n", " \n", " \n", "\n", - "

5 rows × 41 columns

\n", + "

5 rows × 31 columns

\n", "" ], "text/plain": [ "perturbation control LAT_2 LCK_2 JUND_2 ZAP70_2 FOS_2 \\\n", "perturbation \n", - "control 0.000000 2.585194 2.251415 1.400401 4.202431 1.954976 \n", - "LAT_2 2.585194 0.000000 1.636080 1.484497 1.074950 1.307969 \n", - "LCK_2 2.251415 1.636080 0.000000 1.713793 2.487309 1.401762 \n", - "JUND_2 1.400401 1.484497 1.713793 0.000000 2.580478 1.214535 \n", - "ZAP70_2 4.202431 1.074950 2.487309 2.580478 0.000000 2.709996 \n", + "control 0.000000 1.559498 1.034070 0.457109 2.387216 0.093598 \n", + "LAT_2 1.559498 0.000000 0.208348 0.209601 -0.023980 0.708662 \n", + "LCK_2 1.034070 0.208348 0.000000 0.279249 0.482864 0.392875 \n", + "JUND_2 0.457109 0.209601 0.279249 0.000000 0.563902 0.163302 \n", + "ZAP70_2 2.387216 -0.023980 0.482864 0.563902 0.000000 1.270412 \n", "\n", - "perturbation EGR3_2 EGR4_1 PTPN11_2 LAT_1 ... EGR4_2 NFATC1_2 \\\n", + "perturbation EGR3_2 EGR4_1 PTPN11_2 LAT_1 ... NFAT5_2 EGR2_2 \\\n", "perturbation ... \n", - "control 1.032806 1.900575 1.568601 2.791151 ... 1.047000 3.095798 \n", - "LAT_2 2.646275 3.358118 3.729703 1.045631 ... 2.405204 7.212530 \n", - "LCK_2 1.755705 2.201855 2.533658 1.300335 ... 1.324872 5.222429 \n", - "JUND_2 1.458916 1.938713 2.229318 1.705092 ... 1.316863 4.737066 \n", - "ZAP70_2 3.829415 4.842300 5.230898 1.260527 ... 4.011385 9.446788 \n", + "control 0.478526 0.147876 0.966684 2.915173 ... 0.084596 0.409577 \n", + "LAT_2 0.452281 1.825731 1.490014 0.449166 ... 1.070097 0.305448 \n", + "LCK_2 0.208821 1.072727 0.527004 0.466840 ... 0.831114 0.157476 \n", + "JUND_2 0.162876 0.840525 0.894459 1.068079 ... 0.343155 0.005827 \n", + "ZAP70_2 0.823802 2.481305 1.769164 0.214835 ... 1.723271 0.680284 \n", "\n", - "perturbation NFATC1_1 RELA_2 NFKB1_1 RELA_1 NFKB2_1 NFAT5_1 \\\n", - "perturbation \n", - "control 3.549262 1.156113 1.060724 3.082550 0.808675 1.014798 \n", - "LAT_2 8.444816 1.430158 2.737679 1.158624 1.984190 1.987574 \n", - "LCK_2 6.002597 1.955219 2.416309 1.840114 1.709011 1.637329 \n", - "JUND_2 5.854374 1.337543 1.757871 1.868193 1.221825 1.247909 \n", - "ZAP70_2 10.876389 2.205488 3.964081 0.836523 3.750425 3.395529 \n", + "perturbation DOK2_2 FOS_1 LCK_1 PTPN6_2 NR4A1_1 ZAP70_1 \\\n", + "perturbation \n", + "control 0.408293 1.485413 2.091806 0.789556 0.974710 2.145795 \n", + "LAT_2 0.536589 0.180564 0.451558 1.298964 1.198401 0.631421 \n", + "LCK_2 0.168842 0.027802 0.197411 0.488675 0.449946 0.270434 \n", + "JUND_2 0.100997 0.482070 0.805015 0.777133 0.756772 0.873154 \n", + "ZAP70_2 0.991922 0.283429 0.313448 1.629477 1.420656 0.445501 \n", "\n", - "perturbation NR4A1_2 RUNX2_1 \n", + "perturbation RUNX2_2 JUN_2 \n", "perturbation \n", - "control 1.023041 1.063325 \n", - "LAT_2 3.198198 1.927341 \n", - "LCK_2 2.258767 1.480398 \n", - "JUND_2 1.942955 1.292363 \n", - "ZAP70_2 5.146000 3.137892 \n", + "control 0.758200 1.447004 \n", + "LAT_2 0.385143 0.227437 \n", + "LCK_2 0.382162 0.063383 \n", + "JUND_2 0.167000 0.378704 \n", + "ZAP70_2 0.622884 0.297467 \n", "\n", - "[5 rows x 41 columns]" + "[5 rows x 31 columns]" ] }, - "execution_count": 22, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -445,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 15, "id": "055c8dc2", "metadata": { "ExecuteTime": { @@ -456,7 +456,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -477,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 16, "id": "562d3794", "metadata": { "ExecuteTime": { @@ -488,7 +488,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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EGR2_12.0221060.001True0.030539True
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" + ], + "text/plain": [ + " edist pvalue significant pvalue_adj significant_adj\n", + "DOK2_1 2.049532 0.001 True 0.030539 True\n", + "DOK2_2 0.833573 0.002 True 0.030539 True\n", + "EGR1_1 1.537348 0.001 True 0.030539 True\n", + "EGR1_2 1.635644 0.001 True 0.030539 True\n", + "EGR2_1 2.022106 0.001 True 0.030539 True" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "id": "b7b2a957", "metadata": {}, "outputs": [ @@ -574,43 +671,43 @@ " \n", " \n", " DOK2_1\n", - " 2.185220\n", - " 0.011\n", + " 2.049532\n", + " 0.001\n", + " True\n", + " 0.030539\n", " True\n", - " 0.249927\n", - " False\n", " \n", " \n", " DOK2_2\n", - " 1.468166\n", - " 0.173\n", - " False\n", - " 0.977607\n", - " False\n", + " 0.833573\n", + " 0.002\n", + " True\n", + " 0.030539\n", + " True\n", " \n", " \n", " EGR1_1\n", - " 1.361279\n", - " 0.314\n", - " False\n", - " 0.996600\n", - " False\n", + " 1.537348\n", + " 0.001\n", + " True\n", + " 0.030539\n", + " True\n", " \n", " \n", " EGR1_2\n", - " 2.100216\n", - " 0.018\n", + " 1.635644\n", + " 0.001\n", + " True\n", + " 0.030539\n", " True\n", - " 0.353340\n", - " False\n", " \n", " \n", " EGR2_1\n", - " 2.318189\n", - " 0.007\n", + " 2.022106\n", + " 0.001\n", + " True\n", + " 0.030539\n", " True\n", - " 0.178554\n", - " False\n", " \n", " \n", "\n", @@ -618,14 +715,14 @@ ], "text/plain": [ " edist pvalue significant pvalue_adj significant_adj\n", - "DOK2_1 2.185220 0.011 True 0.249927 False\n", - "DOK2_2 1.468166 0.173 False 0.977607 False\n", - "EGR1_1 1.361279 0.314 False 0.996600 False\n", - "EGR1_2 2.100216 0.018 True 0.353340 False\n", - "EGR2_1 2.318189 0.007 True 0.178554 False" + "DOK2_1 2.049532 0.001 True 0.030539 True\n", + "DOK2_2 0.833573 0.002 True 0.030539 True\n", + "EGR1_1 1.537348 0.001 True 0.030539 True\n", + "EGR1_2 1.635644 0.001 True 0.030539 True\n", + "EGR2_1 2.022106 0.001 True 0.030539 True" ] }, - "execution_count": 26, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -636,7 +733,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 19, "id": "17024e96", "metadata": { "ExecuteTime": { @@ -647,7 +744,7 @@ "outputs": [ { "data": { - "image/png": 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79iwWLFiAixcvQiaTITQ0FAsWLIC9vT0OHTqEFStW4Pr16xCLxWjcuDGio6Ph6+ursc7Fixdj48aNuHDhAvz8/DBjxgyEhYXhxIkTmDp1KgAgKCgIAPDhhx8WO4NS9N4V/fvzzz/j+++/x61bt2BlZYUWLVpg2rRpGpfbHzhwAF9++SUePnyIRo0aoVevXuo+BEHAiRMnim3ri+sUBAFKpbLYZ0Wbz45RhZv09HQ4vzD2wMnJCQqFAllZWXB1dS13XwkJCbour0r6rgn8RWJAoYCojDtU5hUUIC89HeLS5pFIIFcoIZJpBl5BUQiIxRA9H4RVKojMSr+1uEgqAwoLISiVgFnpPzIiMzMIEgmuXr2KvLy8Uud7npuVFeRr15Y4LXvvf+Hx+ef/Czf/yPrxR+TY2ODJkycv7d/HygqPpk5TB5si+X9dQPaJE3gQEGC0t6bnz5lxqqr9ZmZmhry8PKhe+KMlLS0NEydOxNixYxEREYGcnBycO3cOubm56v9Qc3NzAQBz5szBmTNnsGDBAjg5OWHFihVITExEnTp11PMIgoB169Zh1KhRGDRoEH7//XfMnDkTISEh8Pf3R35+PoBnjzDw9vbG3r17ERkZiZEjR6JLly6wsbHBxYsXAQB5eXkwMzPD1atXMXjwYLz11luYOHEiJBIJTp06hadPn0IqleLRo0fo378/6tati7y8PKxYsQKjR4/Gli1bIBaL1etcsGABPv74Y0ydOhXLli3DhAkT8NNPPyE4OBgTJ07Ev//9b2zbtg3As8vmi7bpRUW/z54+fYqRI0fCz88PmZmZmD9/PiZPnowlS5YAeHbjxDFjxqBPnz7o27cvEhMTMX/+fI1tKygo0Hj9ooKCAhQWFuLKlSsV3PPPGFW4AYpfJlaUKLW9fCw0NFTnz8pQKpVISEjQS981ierRI2SnpcG++5vIOXSo2HSLhg1h6+sLe3t7ZA8ahIeffVZsHruuXWHl6wPVoPeRPHmyuj0v4SJqDR4M204d1X0LcjlE5uYQWVhA+OeXgppEApmvDxT/nBoyc3Z6FnD+OU2lJpVC4uAAy2bN4BwYWO5tVWZmIqm0IFRYCIhL+FzL5QgICChX/wUXLiAjI6PEabm//IL6y5ZBVEZgq474c2acqnK/5efn486dO7C0tISFhYXGtKdPn0KhUODNN9+El5cXAKDRP0dCJRIJJBIJrKys8PTpU+zatQvz5s1Dhw4dAABz585F27ZtIZVK1ffQEYlEaNeuHQYPHgzg2ZGQTZs2ISEhAQ0aNFCv38LCAra2trC1tYVIJIKjo6P6SIu5uTkAwNLSElZWVti4cSNCQkLwxRdfqOsOfe6IcI8ePTS2KTY2Fq1atcKDBw8QGBioXuewYcPUQzbGjx+P7t27Iz09Ha+88gocHR0hEonUNZTkxTsUv/vuuxrTP//8c/Tt2/fZBRjW1tixYwd8fHzw+eefQyQSoX79+rhz5w6+/fZb9ba9uK0vEovFkEqlqFOnTrF9V/QZKg+j+q3m7OyMtKLxB//IzMyEmZkZHLS8SqXoQ6wP+uy7JpA4OcFjxnRk//YbHN55G4/if1BPk3p5wjM2BlJHRwCATbu2sHuzG7J/2a2ex7xePbiMHwczKytYt3wV9pG98bjo9JVCgbzzf8G65asafWd+vx4es2Yhefp0CP+EDZFMBo+5X0H6yiuQ1KoFZVYWsuI2wf2zT5Ey50sIcrl6PrfPPoXIwgIyX1+t9r3Y0RH2b/VE+tJlxaZZhocj//LlYu32kZHlWociLU0dykoicXSCxMwMIiP9rPLnzDhVxX6TSCQQiUTqr+fVq1cPLVu2RM+ePdGmTRu0adMGr7/+Ouzt7dXzikQi3L9/H4WFhWjUqJG63c7ODv7+/up5iv4NCgrSeO3s7IyMjAyN9b9Yy4vTnm+7cuUK3njjjVL/aE9KSsI333yD8+fPIysrS/1H/sOHDzVqef77ojMbmZmZCAgIKLbushTVlZiYiCVLluDKlSt49OiRxnrr1KmDmzdvolGjRhoPvmzcuLFGH6W9Hy+uq7KfE6MKN40bN8Yff/yh0Xb48GGEhIRU6jbNVP2YBwTAoXckFFlZcIiMhCIjAxJ7e0i9vDQGwkpdXeH++edwGj4champMHNwgNTDA2b/DFiTurjALSoKju+/j8KUFJjZ28PM0xNiGxvIfP1gHxkJRWoaJHZ2kLi6wG/TJihSUgBBgMzbG9LafhBLpaj943+geJAMVUE+pL6+8P9pB+R37wIKJcxcnCG2t4fUxQViS0uttlMkkcC+d29k7/4V8ps31e1iOzu4TvwE9z7SPAdu16sXLEo4MiSoVFCkpEJQFEJsawczB3vI791D3tmzsAwLQ965c8WWqdW/v9EGG6KKkkgkWLduHc6ePYsjR45gw4YNWLhwIX744QeN+Uo7K1DSGJ4XT6+IRKJKXXX14hGLF40cORIeHh6YPXs2XF1doVKp0L1792KnmJ//f7FoO148TVdeubm5+OCDD9C6dWvMmzcPtWrVQnJyMoYOHaper66vNKsMg4abnJwcJCUlqV/fu3cPly9fhr29PTw9PTF//nykpKRg7ty5AIB+/fohLi4OMTExePvtt3Hu3Dls3bpVfU6PTIvUwx1Sj5df0SOxt4fE3h4WwcElT7ezg8TODhb/DJxTt9f2g1Lpjcvnz6Nx48b/+yuhXvF+ZF5ekP1zCLuI+T9/wVWWzMsLPmtWo+BSInJPn4Z5YF1YNmoEQSSCz6qVyL9yBcpHj2DdvDmk3t4w++eoVRFFejoe79yFjJUroXz0CBaNGsH9889QeCcJWfE/wDM2BhnyAuRfenZVmcjCAq6ffALzunV0Uj+RsRGJRGjSpAmaNGmCDz/8EB06dMC+ffs05vHx8YFUKsWFCxfg4eEB4NkprTt37qBZs2Z6rS8oKAjHjh3D2LFji03LysrC33//jVmzZqFp06YAUKHLuaVSqVYDdG/evImsrCxMnDhR/X4UjRUqUqdOnWLv419//aV1bbpg0HBz8eJFDBo0SP06JiYGANC7d2/ExsYiLS0NycnJ6uk+Pj5YtWoVYmJiEBcXB1dXV0RHR/MycDJ6Mg8PyDw8YNupY7FpliEhpS6nksuR8f33yPx2tbot/6+/cOe9gfBevgxCXh6Sp01DrfcGotbAQc/G8ZhJIHvlFUhsbPSyLUTV2V9//YVjx46hdevWcHJywl9//YXMzEy88soruHr1qno+Gxsb9OrVC3PnzoW9vT2cnJywZMmSUk+n6NKIESPQo0cPzJgxA/369YNUKsWJEyfwxhtvwMHBAQ4ODoiPj1c/ZLIif+B7eXkhNzcXx44dQ1BQECwtLWFZxpFnT09PSKVSbNiwAf3798e1a9eK3eywX79+WLt2LWJiYvDOO+/g0qVL2L695Cta9c2g4aZFixYaH6YXxcbGFmtr3ry5wd4soupGkZyMrO/XF2sX8vIg5OVBVrcu5NevI2PlSvU0mb8/fL9bV5VlElUbNjY2OHXqFL7//ns8ffoUnp6eiIqKQrt27fDrr79qzBsVFYXp06dj5MiRsLGxwbBhw5CcnKweFKsv/v7+WLt2LRYsWIC+ffvCwsICDRs2RPfu3SEWi7Fw4ULMnj0b3bt3h7+/Pz799FMMHDhQq3WEh4ejX79+GD9+PB49eoSPPvqozJvpOjo6IjY2FgsWLMCGDRvQoEEDTJkyBaNGjVLP4+npiSVLliAmJgabNm1Cw4YN8fHHH6svm69KIqE6nSSrAkqlEudfPA1hBH2Tfhj7PstLTMTtyD4lTrN69VW4z5yJjNWrkb1jBwQA9j17wnnUSI3HUxgbY99nNVVV7rf8/HzcunUL/v7+Lx2/oo3c3Fy0bdsWU6ZMQd++fXXWb3UlCAJyc3NhZWWls6NVhw4dwvDhw3HhwgX1E8CfV9a+0+YzZFQDiolIk8TWDmJrK6hyit+fwrJhQ8i8veD+aTScR40EAJg5OUGs5786iUxFYmIibt68iYYNG2rc3K9jx+Knj+nl0tPT8fvvv8PPz6/EYKNLDDdERkzq4Q7nsWORGqN5CldsYwP73r0gkkggkkgg8/Q0UIVExm3t2rW4desWpFIpGjRogLi4ODi+MKjfFJw+fRrDhw8v1i4IAkQiEc6VcMWltkaMGIGcnBxMnz690n29DMMNkRETmZnB/q23IPXwQPrSpVCkpsG6TRs4jfw/yGrXNnR5REatfv366jv4mrqQkBDs2LFDo+35m/jpQlW+lww3REbOzMEBdl26wKppUwjyQkgc7CHW4TgDIjJ9FhYW8PPz02h7fsyNsWG4ITIRL97/hoiophK/fBYiIiIi48FwQ0RERCaF4YaIiIhMCsMNERERmRSGGyIiIhO1bds29QM2axJeLUVERFTNRUVFlfhcxb179xa7hJsYboiIiLQmKJXIPX0GirQ0mLm4wKppE4j0/Mys1157DTExMRptpni3ZF1guCEiItJC9t69SPkyBoqHD9VtZu7ucJs2FXZduuhtvTKZDC4uLhpt69atw7Zt23D37l3Y29ujQ4cOmDRpEqytrUvs48qVK5gzZw4uXrwIkUiE2rVrY+bMmQgNDQUAnD17FvPnz0dCQgJq1aqF9u3bY/LkyaX2V11xzA0REVE5Ze/di/vjxmsEGwBQpKTg/rjxyN67t0rrEYlEiI6Oxs6dOxEbG4vjx49j3rx5pc4/ceJEuLu748cff8S2bdswfPhwSKVSAMDVq1cxdOhQdO7cGT///DMWLFiA8+fP44svvqiqzdEZhhsiIqJyEJRKpHwZAwhCCROftaV8GQNBqdTL+v/880+EhYWpv8aOHYvBgwfj1VdfhY+PD1q2bIlx48bh119/LbWPBw8eoFWrVggICEDt2rXRtWtXBAcHAwDWrFmDHj16YPDgwahduzbCw8MxadIk/PTTTygoKNDLNukLT0sRERGVQ+7pM8WO2GgQBCgePkTu6TOwbtFc5+tv0aIFZsyYoX5taWmJ48ePY+XKlbhx4waePn0KpVKJgoKCUp8JNWTIEHz66af46aef0KpVK7zxxhvw9fUFAFy6dAl37tzBzp071fOrVCqoVCrcu3cPAQEBOt8mfWG4ISIiKgdFWppO59OWpaWlxpVR9+/fx4gRI9CvXz+MGzcO9vb2OHPmDKKjo6FQKErsY8yYMejevTsOHDiAgwcPYvHixVi4cCE6d+4MlUqFfv36YeDAgQA0nwru6empl23SF4YbIiKicjB7YTBvZeerrIsXL0KpVCIqKgpi8bNRJmWdkiri7+8Pf39/DB48GBMmTMDWrVvRuXNn1K9fH9evX1cHqOefCi4SifS6LbrGMTdERETlYNW0Cczc3YHS/qMXiWDm7g6rpk2qpB5fX18oFAps2LABd+/exY4dO7Bly5ZS58/Pz8esWbNw4sQJ3L9/H2fOnEFCQoL6dNPw4cNx/vx5zJw5E5cvX8bt27dx4MABDigmIiIyVSKJBG7Tpv7z4oWA889rt2lT9X6/myL16tXD1KlT8e2336J79+7YuXMnJkyYUOr8YrEYjx49wpQpU/D6669j/PjxaNu2LcaOHQsACA4OxoYNG3Dnzh28++67iIyMxPLly4tdfm4MRIJQ0rBv06VUKnH+/Hk0btwYEh1/APXZN+kH95nx4T4zTlW53/Lz83Hr1i34+/vDwsJC5/0b6j43Vc0Qp6XK2nfafIY45oaIiEgLdl26wLZjxyq/QzGVH8MNERGRlkQSiV4u9ybd4JgbIiIiMikMN0RERGRSGG6IiIjIpDDcEBERkUlhuCEiIiKTwnBDREREJoXhhoiIiEwKww0RERGZFN7Ej4iIqBoLCgoqc3rv3r0RGxtbRdUYB4YbIiIiLSlVSpxNPYu03DS4WLkg3DUcErF+Hr9w+PBh9fe7d+/G4sWLsWfPHnXbi89gKiwshFQq1UstxoLhhoiISAv77uxD7MlYpOSmqNvcrNwQ1TwKnfw66Xx9zz+V29bWFiKRSN127949tGnTBgsXLsTmzZtx/vx5zJgxAw8ePMC+ffvw008/qZf97rvvsH79euzfv1/dtnXrVqxevRr37t2Dl5cXBg4ciAEDBuh8G6oax9wQERGV0747+zDhzwkawQYAUnNTMeHPCdh3Z59B6vr6668xcOBA7N69G23atCnXMj/88AMWLlyIjz/+GLt378aECROwePFibN++Xc/V6h+P3BAREZWDUqVE7MlYCBCKTRMgQAQRvjr5FTr4dNDbKarSvP/+++jSpYtWyyxfvhxRUVHq5Xx8fHDjxg3Ex8ejd+/e+iizyjDcEBERlcPZ1LPFjtg8T4CAh7kPcTb1LJq5N6vCyoCQkBCt5s/MzERycjKio6Px2WefqdsVCgVsbW11XV6VY7ghIiIqh7TcNJ3Op0tWVlYar0UiEQRB8wiTQqFQf69SqQAAX3zxBRo1aqQxn1hs/CNWGG6IiIjKwcXK5eUzaTGfPjk6OiI9PR2CIEAkEgEALl++rJ7u7OwMNzc33L17Fz179jRUmXpj/PGMiIioCoS7hsPNyg0iiEqcLoII7lbuCHcNr+LKimvRogUyMzPx7bffIikpCXFxcTh06JDGPGPGjMGqVavw/fff49atW7h69Sq2bt2KdevWGahq3WG4ISIiKgeJWIKo5lEAUCzgFL2e0nxKlQ8mLklAQACmT5+OTZs24a233sKFCxfwwQcfaMzTt29fzJ49G9u3b0ePHj0wcOBAbN++Hd7e3gaqWnd4WoqIiKicOvl1woL2C0q8z82U5lP0cp+b50VGRiIyMlL92tvbG1evXi1x3v79+6N///4abSNHjtR43aNHD/To0UP3hRoYww0REZEWOvl1QgefDlV2h2LSHsMNERGRliRiSZVf7k3lxzE3REREZFIYboiIiMikMNwQERGRSWG4ISIiIpPCcENEREQmheGGiIiITArDDREREZkUhhsiIiLSqW3btqFp06YGWz/DDRERESEiIgLfffedocvQCd6hmIiISFsqJXDnKPA0BbBxA/xaATXg8QtKpRIikQhicfU+NlK9qyMiIqpuEn8GFoUA33cHtg599u+ikGfteqRSqbBq1Sp07twZISEhaN++PVasWAEAuHr1KgYNGoSGDRuiRYsW+Oyzz5CTk6NeNioqCqNHj8aaNWvQpk0btGjRAjNnzkRhYSEAYODAgbh//z5iYmIQFBSEoKAgAMDPP/+MZs2a4Y8//kC3bt0QGhqK+/fv4/Hjx5g8eTKaNWuGRo0aYdiwYbh9+7Zet18bBg83cXFxiIiIQGhoKCIjI3H69Oky5//555/Rs2dPNGrUCG3atMHUqVORlZVVRdUSEVGNlvgz8MMgIPuBZnt28rN2PQac+fPnY/Xq1Rg9ejR2796Nr7/+Gs7OzsjLy8OwYcNgb2+PH3/8EYsWLcLRo0fxxRdfaCx/4sQJJCUl4fvvv0dsbCy2b9+O7du3AwCWLFkCd3d3jB07FocPH8bhw4fVy+Xn52PlypWYPXs2du3aBScnJ0RFReHixYtYsWIF4uPjIQgCRowYoQ5LhmbQcLN7927ExMRg1KhR2LFjB5o0aYLhw4fjwYMHJc5/+vRpTJkyBf/617+wa9cuLFq0CAkJCfj000+ruHIiIqpxVEpgzxQAQgkT/2nbE/VsPh17+vQp1q9fj0mTJqF3797w9fVF06ZN0bdvX+zcuRMFBQX46quvEBgYiJYtW+Lzzz/HTz/9hPT0dHUf9vb2+PzzzxEQEIAOHTqgXbt2OHbsGADAwcEBEokE1tbWcHFxgYuLi3q5wsJCzJgxA+Hh4XjllVeQmpqK/fv3Y/bs2WjatCmCg4Px9ddfIyUlBfv27dP5tleEQcPNunXr0KdPH/Tt2xcBAQGIjo6Gu7s7Nm/eXOL8f/31F7y8vDBo0CD4+PigadOmeOedd3Dx4sUqrpyIiGqcO0eLH7HRIADZ95/Np2M3b96EXC7Hq6++Wmza33//jaCgIFhZWanbwsPDoVKpcOvWLXVbnTp1IJH8b1yQi4sLMjIyXrpuqVSqPk1VtD4zMzM0atRI3VarVi34+/vj77//1nrb9MFgA4rlcjkuXbqEESNGaLS3bt0a586dK3GZsLAwLFy4EAcOHEDbtm2RkZGB3377De3atdN6/Uql7pN1UZ/66Jv0g/vM+HCfGaeq3G9KpRKCIKi/dObJQ4jKMZvw5CGgy/UCkMlk/+v/hb4FQYBIJNJof/F7QRBgZmam0S4SiaBSqdRtpf1rYWFR6vQX11NUx4vzllfRskqlsthnRZvPjsHCTVZWFpRKJZycnDTanZ2dkZaWVuIy4eHh+PrrrzF+/HjI5XIoFApERETgs88+03r9CQkJFarb0H2TfnCfGR/uM+NUVfvNzMwMeXl5UKlUOutTLHWAZTnmy5c6QJWbq7P1AoCrqyssLCxw4MAB9O7dW2Oaj48Ptm/fjoyMDFhaPqvw2LFjEIvFcHNzQ25urjos5D5XV2FhIVQqlbrNzMwM+fn5GvMAzwLH821eXl5QKBQ4efKk+ujNo0ePcPv2bXh7eyM3NxdyubzYcuVRUFCAwsJCXLlyRavlXmTwS8FFIs0cXJT8SnLjxg3Mnj0bH374Idq0aYO0tDTMnTsX06dPx5dffqnVekNDQzUOz+mCUqlEQkKCXvom/eA+Mz7cZ8apKvdbfn4+7ty5A0tLS/VRB50I7ADBzhPIToaohHE3AkSAnScsAjvo/LJwKysrDBs2DIsXL4a1tTXCw8ORmZmJGzduoE+fPli5ciVmzpyJjz76CJmZmZg3bx569uwJHx8fAIBEIoFEItE4dSWVSiEWi9Vt3t7e+Ouvv9CrVy/IZDI4ODgAePb/9PPLBQcHo2PHjpgzZw5mzpwJa2trzJ8/H25ubujatSukUilkMlmx5cpDLBZDKpWiTp06xfZd0WeoPAwWbmrVqgWJRKIx2AkAMjIy4OzsXOIyK1euRHh4OIYNGwbg2RtsaWmJAQMGYPz48XB1dS33+ot2tD7os2/SD+4z48N9ZpyqYr9JJBKIRCL1l+46NgPe+OrZVVEQQXNgsejZKas3Yp/NpwcffvghzMzMsGTJEqSmpsLFxQX9+vWDlZUV1qxZgzlz5qBv376wtLREly5dEBUVpd7+F/9VV/3cezRu3Dh8/vnn6Ny5M+RyucbRkxeXi4mJwZw5czBy5EgUFhaiadOmWLVqlfr0WWnre5mieir7OTFYuJHJZGjQoAGOHDmCzp07q9uPHj2Kjh07lrhMfn5+sY0teq3T86pEREQlqd8TeHv9s6umnh9cbOf5LNjU76m3VYvFYowaNQqjRo0qNi0oKAjr168vddnY2NhibdHR0RqvGzdujJ9//t+l7IIgoGfPnujXr1+xZe3t7TF37txS1xcZGYnIyMhSp+ubQU9LDRkyBJMnT0ZISAjCwsIQHx+P5ORk9Rs5f/58pKSkqN/ADh064LPPPsOmTZvw2muvITU1FV9++SUaNmwINzc3Q24KERHVFPV7AsFv1sg7FBsLg4abbt26ISsrC8uXL0dqaioCAwOxatUqeHl5AQDS0tKQnJysnj8yMhI5OTmIi4vDV199BVtbW7z66quYNGmSoTaBiIhqIrEE8H/N0FVQKQw+oHjAgAEYMGBAidNKOow2cOBADBw4UN9lERERkZEy+OMXiIiIiHSJ4YaIiEwSLzQxPrraZww3RERkUqRSKQBofQM5Mjy5XA4Alb5dgMHH3BAREemSRCKBg4MDUlNTATy7AZ5O73dTQwiCgIKCAojF4ip5/1QqFdLS0mBlZQUzs8rFE4YbIiIyOe7u7gCgDjikPUEQUFhYCKlUWmXhUCwWw9fXt9LrY7ghIiKTIxKJ4OHhAVdXVxQWFhq6HKOkVCpx5cqVYk8T1yeZTAaxuPIjZhhuiIjIZPExHRVX9BRuCwsLo3sPOaCYiIiITArDDREREZkUhhsiIiIyKQw3REREZFIYboiIiMikMNwQERGRSWG4ISIiIpPCcENEREQmpULhZseOHejXrx/atGmD+/fvAwC+++477Nu3T6fFEZFpElQqKDIyoHz0yNClEJEJ0jrcbNq0CbGxsWjXrh2ePHkClUoFALCzs8P333+v8wKJyLTI799Hxqpvcee995D0wVA83vULFOnphi6LiEyI1uFm48aNmD17NkaNGqXx/IeQkBBcu3ZNp8URkWkpTE7G3ZGjkLZoEeS3biM/MREPJk5E+ooVUD59aujyiMhEaB1u7t27h3r16hVrl8lkyMvL00lRRGSa8hMvQ379erH2rE2bUfjwoQEqIiJTpHW48fb2xuXLl4u1Hzx4EHXq1NFJUURkmnJPnSp5giBAyVNTRKQjWj8VfOjQoZg1axbkcjkA4MKFC9i1axdWrVqF2bNn67xAIjId5mX8ASS2tavCSojIlGkdbvr06QOlUol58+YhLy8Pn3zyCdzc3DBt2jS8+eab+qiRiEyEZbOmENvaQvXkiUa7RVgYpB7uBqqKiEyN1uEGAN5++228/fbbyMzMhCAIcHJy0nVdRGSCZL6+8Fu/HskzZyL//HnAzAx2XbvCZfw4mDk6Gro8IjIRFQo3RRz5y4iItCASiWBRLxi+/14BRVYWRBIJzFxdIbawMHRpRGRCtA43EREREIlEpU7//fffK1UQEZk+iYMDJA4Ohi6DiEyU1uHm/fff13itUCiQmJiIw4cPY+jQoTorjIiIiKgiKh1uisTFxeHixYuVLoiIiIioMnT24My2bdvit99+01V3RERERBWis3CzZ88eOPAcOhERERmY1qelevXqpTGgWBAEpKenIzMzE9OnT9dpcURERETa0jrcdOrUSeO1SCSCo6MjmjdvjoCAAJ0VRkRERFQRWoebjz76SB91EBEREelEucLN06dPy92hjY1NhYshIiIiqqxyhZumTZuWeeM+4NnYG5FIVOITw4mIXkZVUADFw4coTE+HxNIKZu5ufCQDEVVIucLN+vXr9V0HEdVgiuxsZG/fgdSvv4ZQWAgAsGjYEF7zv4bMx8fA1RGRsSlXuGnevLm+6yCiGqzgyhWkxMRotOVfuIDk6TPgvWgRJHa2BqqMiIxRhR+cmZeXhwcPHqDwn7+yigQHB1e6KCKqOVRyOTLXbyhxWu7Ro1CkpTLcEJFWtA43mZmZmDp1Kg4ePFjidI65ISKtKBRQPnpU6mSVXF51tRCRSdD6DsVz5szB48ePER8fDwsLC6xevRqxsbHw8/PDihUr9FEjEZkwsZUV7Hu9VeI0Mw8PDiomIq1pfeTmxIkTWL58ORo2bAiRSARPT0+0bt0aNjY2WLlyJdq3b6+HMonIlNm0bg3zBvVRcCnxf41SKTxjvoTUzc1whRGRUdI63OTm5sLxn7+kHBwckJmZCX9/fwQGBiIxMfElSxMRFSf18IDP0mXIu5iAJ/v3w9zHFzZdOsPcz8/QpRGREdI63Pj7++PWrVvw9vZGcHAw4uPj4e3tjS1btsDFxUUfNRJRDSD1cIfUwx12nTsbuhQiMnJah5v3338faWlpAJ49imHo0KHYuXMnpFIpYmNjdV4gERERkTa0Djc9e/ZUf1+/fn3s378fN2/ehIeHh/p0FREREZGhaH211MmTJzVeW1paokGDBgw2REREVC1ofeTmgw8+gLOzM7p3746ePXsiMDBQH3URERERVYjWR24OHjyIYcOG4fTp0+jZsyd69OiBb7/9Fg8fPtRHfURERERa0TrcODo64r333sOWLVvw3//+F926dcNPP/2EiIgIDBo0SB81EhEREZVbhZ8tBQA+Pj4YMWIEgoOD8c033+DUqVO6qouIiIioQiocbs6cOYOdO3fit99+Q0FBASIiIvDxxx/rsjYiIiIirWkdbhYsWIBdu3YhNTUVrVq1wrRp09CpUydYWlrqoz4iIiIirWgdbk6ePImhQ4eia9euvPybiIiIqh2tw82WLVvU3+/atQsRERGwsrLSaVFEREREFaX11VLP+/zzz5GRkaGrWoiIiIgqrVLhRhAEXdVBREREpBOVCjdERERE1U2lws23334LNze3ShUQFxeHiIgIhIaGIjIyEqdPny5zfrlcjoULF6JDhw4ICQlBp06d8OOPP1aqBiIiIjIdFb7PTdFYmwsXLsDf3x9OTk5a97F7927ExMRg+vTpCA8Px5YtWzB8+HD88ssv8PT0LHGZcePGISMjA3PmzIGvry8yMzOhUCgquhlERERkYrQON0+fPsXMmTOxe/duKJVKAIBEIkHXrl0xffp02NralruvdevWoU+fPujbty8AIDo6GocPH8bmzZvxySefFJv/4MGDOHXqFPbt2wcHBwcAgLe3t7abQERERCZM63ATHR2NK1eu4N///jfCwsIAAOfOncOcOXPw6aef4ptvvilXP3K5HJcuXcKIESM02lu3bo1z586VuMz+/fsREhKC1atX46effoKVlRUiIiIwbtw4WFhYaLUdRcFMl4r61EffpB/cZ8aH+8w4cb8Zn+q2z7SpQ+twc+DAAaxevRpNmzZVt7322muYPXs2hg0bVu5+srKyoFQqi53OcnZ2RlpaWonL3L17F2fOnIG5uTmWLVuGrKwszJw5E48ePUJMTIxW25GQkKDV/NWlb9IP7jPjw31mnLjfjI8x7jOtw42Dg0OJp55sbGxgZ2endQEikUjjtSAIxdpenPb111+ra4iKisLYsWMxffp0rY7ehIaGQiKRaF1vWZRKJRISEvTSN+kH95nx4T4zTtxvxqe67bOiespD63AzatQoxMbG4quvvoKrqysAIC0tDfPmzcPo0aPL3U+tWrUgkUiQnp6u0Z6RkQFnZ+cSl3FxcYGbm5tGuAoICIAgCHj48CFq165d7vVLJBK97Sx99k36wX1mfLjPjBP3m/Exxn2mdbjZvHkz7ty5g4iICHh4eAAAkpOTIZVKkZmZifj4ePW827dvL7UfmUyGBg0a4MiRI+jcubO6/ejRo+jYsWOJy4SHh2PPnj3IycmBtbU1AODWrVsQi8Vwd3fXdlOIiIjIBGkdbjp16qSzlQ8ZMgSTJ09GSEgIwsLCEB8fj+TkZPTr1w8AMH/+fKSkpGDu3LkAgO7du2P58uWYOnUqxo4di6ysLMybNw99+vTRekAxERERmSatw81HH32ks5V369YNWVlZWL58OVJTUxEYGIhVq1bBy8sLwLPTXcnJyer5ra2tsXbtWsyePRt9+vSBg4MDunbtivHjx+usJiIiIjJuFb6Jn64MGDAAAwYMKHFabGxssbaAgACsW7dO32URERGRkeKzpYiIiMikMNwQERGRSWG4ISIiIpPCcENEREQmpVwDirV5tMHUqVMrXAwRERFRZZUr3CQmJmq8vnTpElQqFfz9/QEAt2/fhlgsRoMGDXRfIREREZEWyhVuNmzYoP5+3bp1sLa2xldffQV7e3sAwOPHjzF16lSNh2kSERERGYLWY27Wrl2LTz75RB1sAMDe3h7jx4/H2rVrdVocERERkba0DjdPnz4t9rBL4NkDL3NycnRSFBEREVFFaR1uOnfujGnTpmHPnj14+PAhHj58iD179iA6OhpdunTRR41ERERE5ab14xdmzpyJr776CpMmTYJCoQDw7HHo//rXvzB58mSdF0hERESkDa3DjaWlJWbMmIHJkycjKSkJAODr6wsrKyudF0dERESkrQrfxC8tLQ1paWmoXbs2rKysIAiCLusiIiIiqhCtj9xkZWVh/PjxOHHiBEQiEfbu3QsfHx9ER0fDzs4OUVFR+qiTiIiIqFy0PnITExMDMzMz/Pnnn7CwsFC3d+vWDYcOHdJpcURERETa0vrIzZEjR7BmzRq4u7trtPv5+eHBgwc6K4yIiIioIrQ+cpObm6txxKZIVlYWZDKZTooiIiIiqiitw02zZs2wY8cOjTaVSoU1a9agRYsWuqqLiIiIqEK0Pi01efJkDBw4EBcvXkRhYSHmzZuHGzdu4PHjx9i8ebM+aiQiIiIqN63DTZ06dfDzzz9j8+bNkEgkyMvLQ+fOnTFgwAC4urrqo0YiIiKictM63Dx48AAeHh4YO3ZsidM8PT11UhgRERFRRWg95qZjx47IzMws1p6VlYWOHTvqpCgiIiKiitI63AiCAJFIVKw9NzcX5ubmOimKiIiIqKLKfVoqJiYGACASibBo0SJYWlqqpymVSly4cAHBwcG6r5CIiIhIC+UON4mJiQCeHbm5du0apFKpeppMJkNwcDA++OAD3VdIREREpIVyh5sNGzYAAKZOnYro6GjY2NjorSgiIiKiiqrQs6WeDzZPnz7Fvn378Pfff+u0MCIiIqKK0DrcjBs3Dhs3bgQA5Ofno0+fPhg/fjx69uyJ3377TecFEhEREWlD63Bz+vRpNG3aFADw3//+F4Ig4NSpU4iOjsaKFSt0XiARERGRNrQON0+ePIG9vT0A4NChQ+jSpQssLS3Rvn173LlzR+cFEhEREWlD63Dj4eGBc+fOITc3F4cOHULr1q0BANnZ2XwqOBERERmc1o9fGDRoECZNmgQrKyt4enqqnwR+6tQpBAYG6rxAIiIiIm1oHW4GDBiAhg0b4uHDh2jVqhXE4mcHf3x8fDB+/Hhd10dERESkFa3DDQCEhoYiNDRUo619+/a6qIeIiIioUrQON1OnTi1zetFjGoiIiIgMQetwk52drfFaoVDg+vXryM7OxquvvqqzwoiIiIgqQutws2zZsmJtKpUKM2bMgI+Pj06KIiIiIqoorS8FL7ETsRiDBw/G999/r4vuiIiIiCqsQgOKS3L37l0oFApddUdENUxhcjIU6ekQmZnBzNUVZk5Ohi6JiIyU1uHmxQHDgiAgLS0Nf/75J3r37q2zwoioZhAUCuSePoMHkyZBkZYGADAPrAuvhQthHhBg4OqIyBhpHW4SExM1XovFYjg6OiIqKgp9+vTRWWFEVDPIk5Jwd/hwCIWF6raCa9dxd8T/wW/TJkjdXA1YHREZI63DzYYNG/RRBxHVUDnHjmkEmyKF9++jMDmZ4YaItKaTAcVERBWlSEktdZqQn1eFlRCRqSjXkZvevXvju+++g729PXr16gWRSFTqvFZWVqhTpw5GjhwJDw8PnRVKRKbJunUrZKxaVXyCRAIzN7eqL4iIjF65wk3Hjh3VT/zu1KlTmfPK5XIcO3YMkyZNwsaNGytfIRGZNPOAAFi3b4+cP//UaHedMAFm7u6GKYqIjFq5ws1HH31U4velSUpKwptvvlnxqoioxjBzdobHrJnIT7iIRz/+CLGdLWq9/Q5kdQIgsbQ0dHlEZIR0dp+b5/n6+uLo0aP66JqITJDU1RXSjhGwad8OEIvLPPVNRPQy5Qo3Lxtn87zt27cDAGxtbSteFRHVSCKJxNAlEJEJKFe4eX6cTUFBATZt2oQ6deqgcePGAIC//voL169fx7vvvquXIomIiIjKS+sxN9HR0Rg4cCDGjx+vMc/ixYuRnJys0+KIiIiItKX1fW727NmDXr16FWvv2bMn9u7dq4uaiIiIiCpM63BjYWGBM2fOFGs/c+YMzM3NdVIUERERUUVpfbXU+++/jxkzZuDSpUto1KgRgGdjbrZu3YoPP/xQ5wUSERERaUPrcDNixAh4e3tj/fr12LVrFwDglVdeQUxMDLp166bzAomIiIi0UaH73HTr1o1BhoiIiKolPjiTiIiITIrWR26USiW+++47/Prrr0hOTkZhYaHG9JMnT2rVX1xcHNasWYO0tDTUrVsX06ZNQ9OmTV+63JkzZzBw4EDUrVsXP/30k1brJCIiItOl9ZGbpUuXYt26dejatSuePHmCwYMHo3PnzhCJROV67tTzdu/ejZiYGIwaNQo7duxAkyZNMHz4cDx48KDM5Z48eYIpU6agZcuW2pZPREREJk7rcLNz507Mnj0bQ4cOhUQiQffu3TFnzhx8+OGH+Ouvv7Tqa926dejTpw/69u2LgIAAREdHw93dHZs3by5zuc8//xzdu3dX3yGZiIiIqIjW4SY9PR2BgYEAAGtrazx58gQA0KFDB/z555/l7kcul+PSpUto06aNRnvr1q1x7ty5UpfbunUrkpKStD5KRERERDWD1mNu3NzckJaWBk9PT/j6+uLIkSNo0KABEhISIJPJyt1PVlYWlEolnJycNNqdnZ2RlpZW4jK3b9/G/PnzERcXBzOzyj3QXKlUVmr5svrUR9+kH9xnxof7zDhxvxmf6rbPtKlD64TQuXNnHDt2DI0aNcKgQYPwySef4Mcff8SDBw8wePBgbbsr9rRxQRBKfAK5UqnEJ598gjFjxsDf31/r9bwoISGh0n0Yom/SD+4z48N9Zpy434yPMe4zrcPNxIkT1d+/8cYb8PDwwNmzZ+Hr64uOHTuWu59atWpBIpEgPT1doz0jIwPOzs7F5s/JycHFixdx+fJlfPHFFwAAlUoFQRBQv359rFmzRqsBxqGhoZBIJOWevzyUSiUSEhL00jfpB/eZ8eE+M07cb8anuu2zonrKo3LndgA0atRI/RgGbchkMjRo0ABHjhxB586d1e1Hjx4tMSTZ2Nhg586dGm2bNm3C8ePHsXjxYnh7e2u1folEoredpc++ST+4z4wP95lx4n4zPsa4zyodbipjyJAhmDx5MkJCQhAWFob4+HgkJyejX79+AID58+cjJSUFc+fOhVgsVg9kLuLk5ARzc/Ni7URERFRzGTTcdOvWDVlZWVi+fDlSU1MRGBiIVatWwcvLCwCQlpaG5ORkQ5ZIRERERsag4QYABgwYgAEDBpQ4LTY2tsxlx4wZgzFjxuijLCIiIjJSfLYUERERmRStw03Hjh2RlZVVrD07O1urq6WIiIiI9EHrcHP//n2oVKpi7XK5HCkpKTopioiIiKiiyj3m5vfff1d/f+jQIdja2qpfq1QqHDt2TD0QmIiIiMhQyh1uPvzwQwDP7igcFRWl2YmZGby8vIq1ExEREVW1coebK1euAAAiIiLw448/wtHRUW9FERFVlvLRIxSmpECVkwMzJ2eYebhDrMXz74jIeGl9Kfj+/fuLtWVnZ8POzk4nBRERVZb8/n0kf/oZco8dAwCIzM3hOmEC7Hr3ghl/VxGZPK0HFK9atQq7d+9Wvx47diyaN2+O1157TX10h4jIUJQ5OUj96it1sAEAoaAAKTExKLiUaMDKiKiqaB1u4uPj4e7uDgA4cuQIjh07htWrV6Nt27aYO3euzgskItKGIjUVT/67r8RpGevWQpWfX8UVEVFV0/q0VFpaGjw8PAAAf/zxB7p27Yo2bdrAy8sLb7/9ts4LJCLShiCXA4JQ4jRl1qNn0y0sqrgqIqpKWh+5sbOzUz/v6dChQ2jZsiUAQBAEKJVK3VZHRKQlSa1akHp7lzjNrkd3SDjmhsjkaR1uunTpgokTJ2LIkCF49OgR2rZtC+DZ1VR+fn46L5CISBtSV1d4zJkNSKUa7bJXXoEt76JOVCNofVpq6tSp8PLyQnJyMiZNmgRra2sAQGpqKt59912dF0hEpC2r8HC8sm0bHv+6G/Kbt2DbqSMsw8Mh8/Q0dGlEVAW0DjdSqRRDhw4t1j548GBd1ENEVGkiqRTmdevAte5YQ5dCRAZQoaeC79ixA/3790ebNm1w//59AMB3332HfftKvkKBiIiIqKpoHW42bdqE2NhYtG3bFk+ePFE/RNPOzg7ff/+9zgskIiIi0obW4Wbjxo2YPXs2Ro0aBbH4f4uHhITg2rVrOi2OiIiISFtah5t79+6hXr16xdplMhny8vJ0UhQRERFRRWkdbry9vXH58uVi7QcPHkSdOnV0UhQRERFRRWl9tdTQoUMxa9YsyOVyAMCFCxewa9curFq1CrNnz9Z5gURERETa0Drc9OnTB0qlEvPmzUNeXh4++eQTuLm5Ydq0aXjzzTf1USMRERFRuWkdbgDg7bffxttvv43MzEwIggAnJydd10VERERUIVqPuRk0aBCys7MBAI6Ojupg8/TpUwwaNEi31RERERFpSetwc/LkSRQWFhZrLygowJkzZ3RSFBEREVFFlfu01JUrV9Tf37hxA2lpaerXKpUKhw4dgpubm26rIyIiItJSucNNr169IBKJIBKJ8P777xebbmFhgU8//VSnxRERERFpq9zh5vfff4cgCOjUqRP+85//wNHRUT1NKpXCyckJEolEL0USERERlVe5w42XlxcAzdNTRERERNVNhZ4KXiQ8PBx3797VVS1ERERElVapcCMIgq7qICIiItKJSoUbIiIiouqmUuGmZ8+esLa21lUtRERERJVWoccvFJk5c6au6iAiIiLSiXIfuRk+fDiePHmifr1ixQr1YxgAICsrC926ddNtdURERERaKne4OXz4MORyufr1t99+i8ePH6tfK5VK3Lp1S7fVEREREWmp3OHmxSujeKUUERERVUe8WoqIiIhMSrnDTdFzpYiIiIiqs3JfLSUIAqKioiCTyQAAcrkcM2bMgKWlpfo1ERERkaGVO9z07t1b43XPnj2LzdOrV69KF0RERERUGeUONzExMfqsg4ioSikePYL81m3knTkDkY0NLOvXg8TFBTIPD0OXRkSVVKmb+BERGSNFRgZSFy7C4x9/VLeJZDJ4fPklhIahMPf1NWB1RFRZvFqKiGqcgmvXNIINAAhyOVJiYpB/8SKUz92wlIiMD8MNEdU4j3b8VGK7MiMDQkEBFJmZVVwREekSww0R1ThimbTUaWYuLlBmZkKRkVGFFRGRLjHcEFGNY//C1Z9FzDw9UXDlKu70fxf3xo1DYXJyFVdGRLrAcENENY4sIADOY8cAz92YVOLgALfJk5C5fj0AIO/0GWRu3AihsNBQZRJRBfFqKSKqcczs7eH4/vuw7dgR8jt3oMrNg1CQj9R586BITVXP92jLFji+9x6kvDycyKgw3BBRjSSxtoYkKAgSO3vc7N0bqkePis0jyAsBPiSYyOjwtBQR1WgSZyfYv9mtxGl2PbpD4uRUxRURUWUx3BBRjSaWSuE4eDCktWtrtEu9POE8ciTE5uaGKYyIKoynpYioxpP5+MBv3VoUXLuO/GtXYV6nLiyCgzjWhshIMdwQEQGQenhA6uEBm3ZtDV0KEVUST0sRERGRSWG4ISIiIpPCcENEREQmxeDhJi4uDhEREQgNDUVkZCROnz5d6rx79+7FkCFD8OqrryI8PBzvvPMODh06VIXVEhERUXVn0HCze/duxMTEYNSoUdixYweaNGmC4cOH48GDByXOf+rUKbRq1QqrVq3Ctm3b0KJFC4waNQqJiYlVXDkRERFVVwYNN+vWrUOfPn3Qt29fBAQEIDo6Gu7u7ti8eXOJ80dHR2P48OFo2LAhateujQkTJsDPzw/79++v4sqJiIioujJYuJHL5bh06RLatGmj0d66dWucO3euXH2oVCrk5OTAwcFBDxUSERGRMTLYfW6ysrKgVCrh9MKtzZ2dnZGWllauPtauXYu8vDx07dpV6/UrlUqtlylvn/rom/SD+8z4cJ8ZJ+4341Pd9pk2dRj8Jn4ikUjjtSAIxdpKsmvXLixduhTLly8vFpDKIyEhQetlqkPfpB/cZ8aH+8w4cb8ZH2PcZwYLN7Vq1YJEIkF6erpGe0ZGBpydnctcdvfu3YiOjsY333yDVq1aVWj9oaGhkEgkFVq2NEqlEgkJCXrpm/SD+8z4cJ8ZJ+4341Pd9llRPeVhsHAjk8nQoEEDHDlyBJ07d1a3Hz16FB07dix1uV27dmHatGlYsGAB2rdvX+H1SyQSve0sffZN+sF9Zny4z4wT95vxMcZ9ZtDTUkOGDMHkyZMREhKCsLAwxMfHIzk5Gf369QMAzJ8/HykpKZg7dy6AZ8FmypQpmDZtGho1aqQem2NhYQFbW1uDbQcR1SyqggIU3ruH3DNnoHr6FFbNW0Dm4w2Jvb2hSyMiGDjcdOvWDVlZWVi+fDlSU1MRGBiIVatWwcvLCwCQlpaG5ORk9fzx8fFQKBSYNWsWZs2apW7v3bs3YmNjq7x+Iqp5BIUCOYcP497YccBzAxwdPxgC5xEjIOHVm0QGZ/ABxQMGDMCAAQNKnPZiYNmwYUNVlEREVKrC5GTcnzhJI9gAQObadbB7/XVYMtwQGZzBH79ARGRMCh8+hJCXV+K0J7yhKFG1wHBDRKQFURkDK8UWFlVYCRGVhuGGiEgLUjc3SGrVKnGaTSWu4CQi3WG4ISLSgpmnJ7xXLIfYzu5/jRIJ3GfNgtTX13CFEZGawQcUExEZE5FIBMtGjeC/bSsKHzyAUFAAqbc3pO7uEFtaGro8IgLDDRGR1kQiEWTe3pB5exu6FCIqAU9LERERkUlhuCEiIiKTwnBDREREJoXhhoiIiEwKww0RERGZFIYbIiIiMikMN0RERGRSGG6IiIjIpDDcEBERkUlhuCEiIiKTwnBDREREJoXhhoiIiEwKww0RERGZFIYbIiIiMilmhi6AiMhYFKakoPDePSizsiD18oLUwwMSBwdDl0VEL2C4ISIqB/mdO0gaPgKFSUnqNrsePeA6eRKkLi4GrIyIXsTTUkREL6F88gQP58zRCDYAkL1zJ3KPHTdQVURUGoYbIqKXUKSnI+fQ4RKnZa5fD2V2dhVXRERlYbghInoZQXj2VdIkhQJQqaq4ICIqC8MNEdFLmDk5wTIsrMRptfq9w0HFRNUMww0R0UtI7O3hPnMmJLVqabRbNW0Km3btDFQVEZWGV0sREZWDRWBd1P7PDyi4cgXy+/dh0aABzP38YMYrpYiqHYYbIqJyknl7Q+btrdd1KLKzUXjvHvLOn4fE1g4WoSGQeXtDZMZf10TlxZ8WIqJqQpH1CBnffovMtWvVbSKpFN6rVsK6RQuIxBxJQFQe/EkhIqom5LdvaQQbABAKC3F/3HgUJicbqCoi48NwQ0RUTTzZ81uJ7arsbChSUqq4GiLjxXBDRFRdlDWuRiSqujqIjBzDDRFRNWH3xusltkscHWHm5lbF1RAZL4YbIqJqQubnB9fJkzSO0oitreG9bBmkHh4GrIzIuPBqKSKiakJiZweHd96BTbt2KLh5E2JLK8j8fCH18oKIp6WIyo3hhoioGpFYW0MSEADzgABDl0JktHhaioiIiEwKww0RERGZFIYbIiIiMikMN0RERGRSGG6IiIjIpDDcEBERkUlhuCEiIiKTwnBDREREJoU38SMiqkbkSjlSclOQr8iHTCyDAAFWUiu4WrnqpH+lSon0vHRky7OhUCngYO4Ad2v3Kr0Dcm5hLtLy0qBUKeFo4QgHC4cqWzfVDAw3RETVRGpOKtZeWov/XP0P5Co5fGx98H8N/w8H7x7EW3XfQjO3ZrCUWla4/8y8TCSkJ+By5mVsSNyAbHk2HMwdMDZsLLr4dYG9hb0Ot6Y4sViM5NxkLDyzEPuS9kElqFDfsT5mtJqBYMdgPmKCdIanpYiIqoE8RR6WnV+GuMtxkKvkAIC7T+5i+tHpeN3/dYzbPw43Ht+ocP+CIODI/SO4nX0by84vQ7Y8GwDwqOARZh2fhZMPT+pkO8pi6WSJTw58gr139kIlqAAAiZmJGPLbECQ9SdL7+qnmYLghIqoGUnJS8NPfPxVrVwpK/HH3D7TwaIHvLn6HAkVBxfrPTUFGfgY2X9lc4vQl55YgIy+jQn2XV444B4kZicXbC3NwJuWMXtdNNQvDDRFRNZCryIVSUJY47WHOQzhZOiHpSRIKlBULN4XKQtjIbJCck1zi9Ac5D9RHjPQlV5Fb6rQ72Xf0um6qWRhuiIiqATuZHWykNiVOC3UOxfWs62jp2RLWUusK9W8ttUZGXgZCnUNLnN7YtXGp69cVB5kDRCh5XE0TtyZ6XTfVLAw3RETVgIe1ByY1m1Ss3cnCCcGOwXiQ8wCRdSIhEUsq1L+jpSOauTfDe/Xeg5lI81oSqViKCU0mwFZmW6G+y0uSJ8G7we8Waw+uFYzAWoF6XTfVLLxaioioGpCIJejs1xleNl5YnbAaqbmpaOnREi08WiAxIxEbu25EbfvalVpHfaf6sJHaYEnHJdh2bRtuPL6B+o71MSRkCAIcAnSzIWXIe5SHYaHDEO4Wju8vfY88RR561+mNjn4d4W7trvf1U83BcENEVE3YymzRwqMFQp1DUaAsgEwsg1wlx2ter8FMUvlf1xZmFgh0DISvwhf1HOtBEATYymxhbmaug+rLp5Z5LXSp3QUtPVuq77PDS8BJ1xhuiIiqGSupFaykVgAAa1RsjE1ZLMwsYGFmofN+taHvU2BUs3HMDREREZkUhhsdMzevusO7REREVJzBT0vFxcVhzZo1SEtLQ926dTFt2jQ0bdq01PlPnjyJ2NhYXL9+Ha6urhg2bBj69+9fhRWXIP8xkHUH4lsHEKQSQZwuAmr5AzIrw9ZFRCbh/tP7uJJxBTce3UADpwaoW6su3KzdDF2W1qxcrHA27SzOpZ6Dp7UnGro0hI+tj9GNucnMz0RSdhJOPTwFF0sXNHJtBB9bH5iJq+6/1EcFj3A3+y5OPjwJe3N7hLuGw8fWB1KJtMpqKKmme0/u4UTyCdjKbNHUrSm8bb0hk8iqvBaDhpvdu3cjJiYG06dPR3h4OLZs2YLhw4fjl19+gaenZ7H57969ixEjRqBv376YN28ezp49i5kzZ8LR0RGvv/66AbYAQH42cGoN8PtMiABIAWAfgF7/Bhr0AirxHBgiotuPb+OD3z5AWl6aui3AIQDLOi6Dl42XASvTTlpeGuZfno8TD0+o26yl1ljTZQ0aODcwYGXaSc9Lx1cnv8Ke23vUbTKxDCs7r0RT99L/MNelrPwsLDu/DPFX49VtZiIzLI5YjFaerSp8u4DK1rTirxUad8CWiCT4psM3aO3VukqDH2Dg01Lr1q1Dnz590LdvXwQEBCA6Ohru7u7YvLnk24Nv2bIFHh4eiI6ORkBAAPr27YvIyEisXbu2iit/zqMk4PeZxdt//hB4fK/q6yEik5FbmIuFZxZqBBsA+PvR39h6bSsUKoWBKtPe6ZTTGsEGePbYhamHp+r9sQ+6dDnjskawAQC5So7JByfjYc7DKqnh1uNbGsEGABSCokpreNHt7NvFHu2hFJQGq8lgR27kcjkuXbqEESNGaLS3bt0a586dK3GZ8+fPo3Xr1hptr732GrZu3YrCwkJIpeU/HKdUlnybc22Jk46VfL9NlRJC5k2oar2ik/WQfhR9DnT1eSD9q0n7LCMvA3/e+7PEaT/9/RPeCXwHzpbOVVtUBeQp8vCfa/8pcdqtx7eQnpcOB5lD1RZVAQIEbLu+rcRpaXlpSMtNg4uFi97r+O+d/5bY/rTwKVJyU+BupZt7Bmnzs/b7nd9LbM9V5OJhzkN4WHnorJ7yMFi4ycrKglKphJOTk0a7s7Mz0tLSSlwmPT0dzs6aP8hOTk5QKBTIysqCq6trudefkJCgfdEvkEqlCBbEKO1solwp4OL585VeD+mfLj4PVLVqwj6z8rCCRCRRP0H7eTKxDJmZmbiXVv2PENs42JQ57qIgrwDnb52vuoIqyNbWFuaS0i8aKSwoxHk9/863srKCVFT6H/KFct3X8LKfNSsrK0hRek1KuVLv78uLDD6g+MWBZIIglDm4rKT5S2p/mdDQUEgklT8vKc6QASIx8OIvH6kVZG5BaGzvW+l1kP4olUokJCTo7PNA+leT9plcJUevOr1KPOrxXr33EOgVCBjJsJsBsgE4nny8WHu4azh8nXxh624c973pa98Xv9z6pVh7bbva8HH0gaOHo95rUGWpsC5xXbF2F0sX+Nbyhatn+f/QL4s2P2tCloDViauLtTtZOMGnlg/cvCo/AL6onvIwWLipVasWJBIJ0tPTNdozMjKKHZ0pUtJRnczMTJiZmcHBwUGr9UskEt38YqzlB/zrO2DbMED5zxN1ZdZA/y0Q2fuY/C9fU6GzzwNVmZqwzywllhgWOgxXM6/iQvoFdXuEbwQ6+XUyqu0PdQrFu4HvYtO1Teo2b1tvzGw1Ew4WDoYrTEt1HOpgTOMxWHp+KQQ8++PaxdIFC9ovgIuV/k9JAYCfnR+iW0Qj9mSs+kny9ub2WBKxBB42lT/986Ly/Kz52fnhs1c/w5cnvtSoaWnHpfC0LX6BkL4ZLNzIZDI0aNAAR44cQefOndXtR48eRceOHUtcpnHjxvjjjz802g4fPoyQkBCtxtvolNQSCHoDGH0cwqMkyBVKyJxfgaiWH2CAEetEZFo8bTyxOGIxknOSkZWfBRdLF7hbuxtVIAAAB3MHvOX6Fv4V/C+k5KbAVmoLDxsPuFrp5ihDVbE3t8eA+gPQya8THuQ8gJWZFTysPfQSKkpjI7NBrzq90MKjBR48fQBziTk8bTzhaVP1IaKItcwaPQN6orl7czx4+gAyiQwe1h4Gq8mgp6WGDBmCyZMnIyQkBGFhYYiPj0dycjL69esHAJg/fz5SUlIwd+5cAEC/fv0QFxeHmJgYvP322zh37hy2bt2K+fPnG3IzADNzwCkAKofauHj+PBrX8TPIpXhEZJqcLJ3gZOn08hmrubxHeQiqHYS6teoaupRKsZZa4xWHV/CKg+EuGLEws4C/vT/87f0NVsOLLMwsUNu+dqUf8KoLBg033bp1Q1ZWFpYvX47U1FQEBgZi1apV8PJ6dhI5LS0NycnJ6vl9fHywatUqxMTEIC4uDq6uroiOjjbcPW6IiIio2jH4gOIBAwZgwIABJU6LjY0t1ta8eXNs375d32URERGRkeKzpYiIiMikMNwQERGRSWG4ISIiIpPCcENEREQmheGGiIiITArDDREREZkUhhsiIiIyKQw3REREZFIYboiIiMikGPwOxVVNEJ49xVWpVOq876I+9dE36Qf3mfHhPjNO3G/Gp7rts6I6iv4fL4tIKM9cJkQulyMhIcHQZRAREVEFhIaGQiaTlTlPjQs3KpUKCoUCYrEYIpHI0OUQERFROQiCAJVKBTMzM4jFZY+qqXHhhoiIiEwbBxQTERGRSWG4ISIiIpPCcENEREQmheGGiIiITArDDREREZkUhhsiIiIyKQw3REREZFIYboiIiMikMNzoSFxcHCIiIhAaGorIyEicPn3a0CVRGU6dOoWRI0eiTZs2CAoKwr59+wxdEr3EypUr0adPH4SFhaFly5YYPXo0bt68aeiyqAybNm1Cjx49EB4ejvDwcLzzzjs4cOCAocsiLaxcuRJBQUGYM2eOoUvRCsONDuzevRsxMTEYNWoUduzYgSZNmmD48OF48OCBoUujUuTm5iIoKAiff/65oUuhcjp58iQGDBiAH374AevWrYNSqcTQoUORm5tr6NKoFO7u7pg4cSK2bt2KrVu34tVXX8WHH36I69evG7o0KocLFy4gPj4eQUFBhi5Fa3z8gg707dsX9evXx8yZM9VtXbt2RadOnfDJJ58YsDIqj6CgICxbtgydOnUydCmkhczMTLRs2RIbN25Es2bNDF0OlVPz5s0xadIk9O3b19ClUBlycnIQGRmJ6dOnY8WKFQgODkZ0dLShyyo3HrmpJLlcjkuXLqFNmzYa7a1bt8a5c+cMVBWR6Xvy5AkAwN7e3sCVUHkolUr88ssvyM3NRVhYmKHLoZeYNWsW2rVrh1atWhm6lAoxM3QBxi4rKwtKpRJOTk4a7c7OzkhLSzNQVUSmTRAExMTEoEmTJggMDDR0OVSGq1evol+/figoKICVlRWWLVuGOnXqGLosKsMvv/yCxMRE/Pjjj4YupcIYbnREJBJpvBYEoVgbEenGrFmzcO3aNWzatMnQpdBL+Pv7Y8eOHcjOzsbevXsxZcoUbNy4kQGnmkpOTsacOXOwdu1amJubG7qcCmO4qaRatWpBIpEgPT1doz0jIwPOzs4GqorIdH3xxRfYv38/Nm7cCHd3d0OXQy8hk8ng5+cHAAgNDUVCQgLWr1+PWbNmGbgyKsmlS5eQkZGByMhIdZtSqcSpU6cQFxeHhIQESCQSA1ZYPgw3lSSTydCgQQMcOXIEnTt3VrcfPXoUHTt2NGBlRKZFEAR88cUX+O9//4sNGzbAx8fH0CVRBQiCALlcbugyqBSvvvoqdu7cqdE2depUvPLKKxg+fLhRBBuA4UYnhgwZgsmTJyMkJARhYWGIj49HcnIy+vXrZ+jSqBQ5OTlISkpSv7537x4uX74Me3t7eHp6GrAyKs3MmTOxa9cuLF++HNbW1uoxbba2trCwsDBwdVSSBQsWoG3btnB3d0dOTg52796NkydPYvXq1YYujUphY2NTbByblZUVHBwcjGp8G8ONDnTr1g1ZWVlYvnw5UlNTERgYiFWrVsHLy8vQpVEpLl68iEGDBqlfx8TEAAB69+6N2NhYQ5VFZdi8eTMAYODAgRrtMTExGofQqfpIT0/H5MmTkZqaCltbWwQFBWH16tVo3bq1oUsjE8f73BAREZFJ4X1uiIiIyKQw3BAREZFJYbghIiIik8JwQ0RERCaF4YaIiIhMCsMNERERmRSGGyIiIjIpDDdEJurevXsICgrC5cuXAQAnTpxAUFAQsrOzDVyZ7uXl5WHMmDEIDw832W3Ut6ioKIwePdrQZRDpBMMNUTUTFRWFoKCgYl9Dhw6tVL9hYWE4fPgwbG1tXzqvsQWh7du34/Tp09iyZUu5t9HYvRheieh/+PgFomrotddeUz8SoohMJqtUnzKZDC4uLpXqo7q6e/cuAgICynz2jVwur/R7aIxq6nZTzcYjN0TVUFEQef7L3t6+zGUuXLiAXr16ITQ0FJGRkcX+on/xaMz9+/cxcuRINGvWDI0bN8abb76JAwcO4N69e+rnbjVr1gxBQUGIiooCABw8eBD9+/dH06ZN0aJFC/zf//1fsQeQBgUFYe/evRg4cCAaNWqEnj174ty5cxq1nDlzBu+99x4aNWqEZs2aYejQoXj8+DGAZ0+N/vbbb9GxY0c0bNgQPXv2xJ49e0rd7oEDB2Lt2rU4deoUgoKC1M+eioiIwPLlyxEVFYUmTZrgs88+AwD89ttvePPNNxESEoKIiAisXbtWo7+i5SZPnoywsDB06NAB+/btQ2ZmJkaNGoWwsDD06NEDCQkJZe6P7OxsfPbZZ2jVqhVCQ0PRvXt3/PHHH+rp5anj3//+N6ZOnYqwsDC0b98e8fHx6ukdO3YEAPTq1Utju4tOL61cuRJt2rTBG2+8AQC4evUqBg0ahIYNG6JFixb47LPPkJOTU+Y2EBktgYiqlSlTpgijRo3SapmcnBzh1VdfFcaPHy9cu3ZN2L9/v9CxY0chMDBQSExMFARBEI4fPy4EBgYKjx8/FgRBEEaMGCEMGTJEuHLlipCUlCTs379fOHnypKBQKITffvtNCAwMFG7evCmkpqYK2dnZgiAIwp49e4TffvtNuHXrlpCYmCj83//9n9C9e3dBqVQKgiAId+/eFQIDA4U33nhD+OOPP4SbN28KY8aMETp06CAUFhYKgiAIiYmJQkhIiDB9+nTh8uXLwrVr14QNGzYIGRkZgiAIwoIFC4Q33nhDOHjwoJCUlCRs3bpVCAkJEU6cOFHitmdlZQmffvqp8M477wipqalCVlaWIAiC0KFDByE8PFxYvXq1cPv2beH27dtCQkKCEBwcLCxdulS4efOmsHXrVqFhw4bC1q1b1f116NBBaN68ubB582bh1q1bwvTp04WwsDBh6NChwu7du4WbN28Ko0ePFrp27SqoVKoSa1IqlcLbb78tvPnmm8Lhw4fV7++ff/4pCIKgVR0bN24Ubt++LaxcuVIIDg4Wbty4IQiCIPz1119CYGCgcPToUY3tnjJlitC4cWNh0qRJwrVr14SrV68Kubm5Qps2bYSPPvpIuHr1qnD06FEhIiJCmDJlinp9FfncEVVXDDdE1cyUKVOEevXqCY0bN9b4Wrp0aanLbNmyRWjevLmQm5urbtu0aVOZ4aZ79+7CkiVLSuzvxXlLk5GRIQQGBgpXr14VBOF/4eaHH35Qz3P9+nUhMDBQ/Z/yhAkThH79+pXYX05OjhAaGiqcPXtWo33atGnChAkTSq1j9uzZwnvvvafR1qFDB2H06NEabRMmTBCGDBmi0fbVV18J3bp101hu4sSJ6tepqalCYGCgsGjRInXbuXPnhMDAQCE1NbXEeg4dOiQEBwcLN2/eLHF6RepQqVRCy5YthU2bNgmC8L/3umj/FpkyZYrQqlUroaCgQN0WHx8vNGvWTMjJyVG3/fnnn0JwcLCQlpamXo7hhkwFx9wQVUMtWrTAjBkzNNqKTkt9/vnn2Llzp7r93Llz+PvvvxEUFARLS0t1e1hYWJnrGDRoEGbMmIHDhw+jVatW6NKlC4KDg8tcJikpCd988w3Onz+PrKwsCIIAAEhOTtYY7xIUFKT+vmicT2ZmJgICAnD58mX1qZIX3bhxAwUFBfjggw802gsLC1GvXr0yaytJSEiIxuubN2+qT+cUCQ8Px/r166FUKiGRSIrV7+zsDAAa2+fk5AQAyMjIKHEc0+XLl+Hu7g5/f/8S66pIHSKRCM7OzsjIyCh7o/+p9flxNkWfDysrK431qVQq3Lp1S72NRKaC4YaoGrK0tISfn1+J08aNG1fsyqmikKGNvn37ok2bNvjzzz9x5MgRrFq1ClOmTFGP3SjJyJEj4eHhgdmzZ8PV1RUqlQrdu3dHYWGhxnxSqVT9vUgkAgCoVCoAgIWFRan9F23HypUr4ebmpjGtIoNinw97z/f/MmZm//vVWFR/SdtUWn9lbWNF6yhab3mWLWm7i2p+UWntRMaMA4qJjIyTkxP8/PzUXwBQp04dXL16Ffn5+er5zp8//9K+PDw80L9/fyxduhRDhgzBDz/8AOB//5ErlUr1vFlZWfj7778xatQotGzZEgEBAepBwNoICgrCsWPHSpwWEBAAmUyGBw8eaGyjn58fPDw8tF5XSf2fPXtWo+3s2bOoXbu2+miJLgQFBeHhw4e4deuW3uooaR+Vpk6dOrhy5Qpyc3M11icWi1G7du1yrY/ImDDcEFVDcrkcaWlpGl+ZmZmlzt+9e3eIRCJER0fjxo0bOHDgQLGrb140Z84cHDp0CHfv3sWlS5dw/PhxBAQEAAC8vLwgEonw559/IjMzEzk5ObC3t4eDgwPi4+Nx584dHDt2DLGxsVpv24gRI5CQkIAZM2bgypUr+Pvvv7Fp0yZkZmbCxsYGH3zwAWJiYrB9+3YkJSUhMTERcXFx2L59u9bretEHH3yAY8eOYdmyZbh16xa2b9+OuLi4YqfBKqt58+Zo2rQpxo4diyNHjuDu3bs4cOAADh48qLM6nJycYGFhgUOHDiE9PR1Pnjwpdd4ePXpAJpMhKioK165dw/Hjx/HFF1/grbfe4ikpMkkMN0TV0KFDh9CmTRuNr3fffbfU+a2trfHvf/8bN27cQK9evbBw4UJMnDixzHWoVCrMmjUL3bp1w7Bhw+Dv74/p06cDANzc3DBmzBjMnz8frVq1whdffAGxWIyFCxfi0qVL6N69O2JiYjB58mStt83f3x9r167FlStX0LdvX/Tr1w+///67+hTM+PHj8eGHH2LlypXo1q0bhg4div3798Pb21vrdb2oQYMGWLRoEXbv3o0ePXpg8eLFGDt2LCIjIyvd94uWLFmCkJAQTJgwAW+++Sa+/vpr9ak5XdRhZmaGTz/9FPHx8XjttdfKvLuwpaUl1qxZg0ePHuFf//oXxo0bh5YtW6ovjycyNSKhIifriYiIiKopHrkhIiIik8JwQ0RERCaF4YaIiIhMCsMNERERmRSGGyIiIjIpDDdERERkUhhuiIiIyKQw3BAREZFJYbghIiIik8JwQ0RERCaF4YaIiIhMCsMNERERmZT/B9ojZsHhHTUXAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -658,17 +755,18 @@ ], "source": [ "df.loc[df.index=='control', 'significant_adj'] = 'control'\n", + "df['neglog10_pvalue_adj'] = -np.log10(df['pvalue_adj'])\n", "with sns.axes_style('whitegrid'):\n", - " sns.scatterplot(data=df, y='pvalue_adj', x='edist', hue='significant_adj', palette={True: 'tab:green', False: 'tab:red', 'control': 'tab:orange'}, s=30)\n", + " sns.scatterplot(data=df, y='neglog10_pvalue_adj', x='edist', hue='significant_adj', palette={True: 'tab:green', False: 'tab:red', 'control': 'tab:orange'}, s=30)\n", "pl.title('E-test results')\n", "pl.xlabel('E-distance from control')\n", - "pl.ylabel('E-test adjusted p-value')\n", + "pl.ylabel('E-test neg log10 of adjusted p-value')\n", "pl.show()" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 20, "id": "96ac50fa", "metadata": { "ExecuteTime": { @@ -679,7 +777,7 @@ "outputs": [ { "data": { - "image/png": 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", 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zmW+//RagaK6Cj48PERERrF+/nm7duuHv709gYCCNGzeuULyhoaE8/fTTPPPMM4SEhLB69Wr++OMPxowZU7TKJCEhgZiYGN555x0URcHPz49ffvmFHTt2lLhfXFwcP/30E0uXLqVNmzZIklTmu8Phw4fzv//9j4cffpjhw4fj7+/PmjVr2LhxIy+88AK+vr4Vek6XGz16NI899hgPP/wwjz32GAaDgaVLl3L06FHef//9YnNanHX27Fl2795d4npQUBBRUVFl1pNlmWeffZZXXnmF4cOHc88995CTk8Ps2bNLHZK63N13303Pnj2Jj4/H39+f48ePs2rVKtq3b1/0fSsc6lywYAE33HADsiwTHx/Ptddei8FgYPTo0TzxxBNYLBa++OKLq1ry+8gjj/DDDz8wbNgwhg4dStu2bTGZTGzbto2ePXvStWtX+vfvz5o1axg6dCgPPfQQbdu2xWAwcO7cObZu3UqfPn3o27evQ78HZYmLi+P7779n7dq1NG7cGHd3d+Lj4xk8eDArV67kySefZOTIkTRq1IiNGzeydOlS7rvvvnIT28aNG/Pkk08yd+5cTCYTAwYMwNfXl2PHjpGVlcXIkSPx8/Nj2LBhvP/++7z44ov079+f7Oxs5syZg7u7O88884zTX9OK/K5fd911dO/enWnTppGXl0eHDh04fPgwM2fOpFWrVgwcONDpOISaQSQ1gksUzp8wGAz4+fkRGxvLkCFDuPvuu8tNaMA+QfKPP/5g1qxZpKen4+XlRVxcHPPmzaN79+5F5d566y3eeecdnn76aSwWC3feeSdTpkypULwtW7bkrrvuYtasWZw6dYrQ0FDGjRtXbEdgnU7Hhx9+yBtvvMHEiRNxc3Ojf//+TJgwgaFDhxa738MPP8zRo0eZPn06ubm5aJpWooenUNOmTfnyyy95//33i+ZyxMbGMnny5ErdEbZz584sXryYWbNmMW7cOFRVpUWLFsybN49evXpd1b0/++wzPvvssxLXb7vtNqZNm1Zu3cJlugsXLuSZZ54hIiKCJ598km3bthVNmi1L165d2bBhA5988glGo5GwsDDuuOMOnnrqqaIyAwYMYOfOnSxdupQ5c+agaRrr168nNjaWWbNm8cEHHzBixAgCAgIYMGAAgwcPLrGM3lE+Pj4sXbqUWbNm8dVXXzFnzhz8/PxISEjgnnvuAew/R/PmzePTTz9l1apVzJ8/H51OR3h4OJ06dSpKwhz9PSjNiBEjSE9P55VXXiE/P5+IiAg2bNhAUFAQX375Je+99x7vvfce+fn5NG7cuGip+pU8++yzREdH8/nnnzNmzBh0Oh1NmjQpdszAk08+SVBQEJ999hlr167Fw8ODzp07M3r06CvOcyqLs7/rkiQxd+5cZs2axfLly/nwww8JCAhg4MCBjB49WiznrsUk7UpLTQRBEARBEGoBMadGEARBEIQ6QSQ1giAIgiDUCSKpEQRBEAShThBJjSAIgiAIdYJIagRBEARBqBPq1ZLuwpOCZVm+qj03BEEQBEGoPpqmoaoqer0eWS67P6ZeJTU2m419+/a5OgxBEARBECogISGh3H2E6lVSU5jdJSQkoNPpXByNIAiCIAiOUBSFffv2ldtLA/UsqSkcctLpdCKpEQRBEIRa5kpTR8REYUEQBEEQ6gSR1AiCIAiCUCeIpEYQBEEQhDqhXs2pEQRBEOoHRVGwWq2uDkNwkMFgqJS5riKpEQRBEOoMTdM4d+4c2dnZrg5FcFJAQADh4eFXtY+cSGoEQRCEOqMwoQkNDcXLy0tstFoLaJpGQUEBFy5cAKBhw4YVvpdIagRBEIQ6QVGUooSmQYMGrg5HcIKnpycAFy5cIDQ0tMJDUWKisCAIglAnFM6h8fLycnEkQkUUft+uZi6USGoEQRCEOkUMOdVOlfF9qzXDT7NmzWL27NnFrgUHB/PHH3+4KCJBEARBEGqSWpPUADRv3pz//ve/RZ+Low4EQRAEQShUq4afdDodISEhRR9BQUGuDkkQBEGoA8aOHcuwYcMq9Z6pqanEx8dz6NChoms7duzgtttuo3Xr1gwbNoytW7cSHx9PTk5OpbZdE1z+3Krjudaqnprk5GS6d++Om5sb7dq1Y/To0URGRjp9H0VRqiA6QRAEwZUURUHTtKIPZ4wfP75C9coTHh7Ob7/9RmBgYNF9p0yZQosWLZg/fz5eXl54eHjw22+/4ePjU6ltl2f58uVMnjyZbdu2VWk7hc+n8OuamJhY7nMtLKcoSonXaUdft2tNUtO2bVumTp1KkyZNyMjIYN68eQwaNIjvvvuOwMBAp+61b9++KopSEITqpGkaR48eJT8/v8Rj0dHRoje3HtLr9RiNRlRVdape4XSGgoKCSo3H29sbi8WCxWIB4PTp09x55534+fkBYLPZ8Pb2xmg0Vmq75bFYLEV7w1Qls9kMgNFoRK+3pxvlPVez2YzVaiUpKanCbUpadaWGlaygoIC+ffvyxBNP8OijjzpUR1EUdu/eTUJCgpiPIwh1wG+//cakSZNKfSwsLIwlS5aIlTD1iMlkIjk5mZiYGDw8PEot8+OPPzJnzhxOnz6Nh4cHrVq1Ys6cObz++uvk5uYyZ84cAPLy8pg0aRLr16/Hx8eHxx9/nPXr19OyZUvGjx8PQO/evbnnnns4ffo0P/74I/7+/jz11FPce++9gH346cYbb2TFihX4+vpy4403Fovl7bffJiIigkceeYS//vqrKNHZuXMn77//Pvv378fNzY2EhATef/99/P39+e2335g3bx5Hjx5FlmUSExN5+eWXiYqKKtbmzJkz+fzzz9m7dy/R0dFMmjSJ9u3bs3XrVh555JFicQwfPpwRI0aU+7VdvXo1n3zyCSdPnsTLy4suXbowfvz4YvsBbdq0ibfffptz587Rrl077rjjDsaPH1/03Arb/vdzvfz7d/LkSaKjo0t8/xRFYd++fSQmJpb7+l1remou5+XlRVxcHKdOnXK6rk6nE0mNINQBu3btAkB190V18ym6rss7x/nz5zl//jwRERGuCk+oZjqdDkmSij4ud+HCBcaMGcMLL7zAjTfeSH5+Ptu3bwf+WU5c+O/UqVPZtWsX8+bNo0GDBsycOZODBw/SsmXLYmUXL17MyJEjeeqpp1i3bh2vvfYanTp1IjY2tli5Ro0a8fvvv3PLLbcwcuRI+vXrh6+vL3v27CkqI0kShw4dYvDgwfzf//0fr776Kjqdjq1bt6KqKpIkYTQaefTRR4mLi8NoNDJjxgyeeeYZVq1ahSzLRW1+8MEHvPTSS0RHRzN9+nTGjBnDTz/9RIcOHRg/fjwzZ87kxx9/BHBo52Wr1cqzzz5L06ZNycjIYPLkyYwbN44FCxYAcPbsWUaMGMGgQYO477772L9/P1OnTi323P799SitvcLrV/MaXWuTGovFwvHjx7nmmmtcHYogCC5y4MABAMyNO2ILiim67nVwDbr8dA4cOCCSGqFIeno6NpuNvn37Fv1cxMfHlyiXl5fHypUrmTZtGt26dQNg8uTJXH/99SXK3nDDDTzwwAMADBkyhMWLF/PXX38RGxtbrFzhQhdJkvD19SUkJKTUGBcuXEibNm2K9UA2b9686P8333xzsfJvv/023bp149ixY8TFxRVdf+yxx+jZsycAI0eOpH///iQnJxMbG4uvry+SJJUZQ2n+85//FP0/MjKSl19+mbvvvpv8/Hy8vb354osviIyMZPz48UiSRNOmTTly5EhR0lNdak1SM3XqVHr16kXDhg3JzMxk3rx55OXlceedd7o6NEEQXMBoNHLixAkAFJ/QYo8pPqHo8tM5ePAgN910kyvCE2qgFi1a0K1bN2677Ta6d+9O9+7dufnmm/H39y9WLjU1FavVStu2bYuu+fr6EhMTc/ktiyVFkiQRHBxMRkZGhWM8dOgQt9xyS5mPnz59mhkzZrB7926ysrKKJtyePXu2WFLz77gKk5fMzMwSyZajDh48yKxZs0hKSiI7O7tYu82aNeP48eO0a9euWA9MYmJihdq6GrUmqTl37hyjR48mOzubwMBAEhMT+eqrr8S7MEGop/bu3Yuqqqhu3mhu3sUeU3zC4PwBdu/e7ZrghBpJp9Px3//+l507d/LHH3/w2WefMX36dL766qti5QpfsC8fIiltCmrhBNhCkiRd1SqmsuYCFXrqqado2LAhb775JqGhoaiqyoABA0ocLWAwGIrFBDg9ebpQQUEBjz32GNdddx3vvvsugYGBnD17lscff7yo3ZoyPbfWJDXTp093dQiCINQgO3bsAMDmV/KNjc2vIRpw6tQp0tPTnepmF+o2SZK45ppruOaaaxg+fDi9evXil19+KVYmMjISg8HA3r17i06MzsvLIzk5mU6dOlVpfPHx8WzevJmRI0eWeCwrK4vjx4/z+uuv07FjR4CiOUHOMBgMTm1tcuLECbKyshgzZkzR12P//v3FyjRr1qzE17FwvlB1qlWb7wmCIBQqTGoUv0YlH9S7o3oHFysnCHv27OHDDz9k3759pKWl8dNPP5GZmUnTpk2LlfPx8eGOO+7gnXfeYcuWLRw9erRorkhVr6YbOnQo+/btY9KkSSQlJXH8+HGWLl1KZmYm/v7+BAQEsGzZMpKTk9m8eTNTpkxxuo2IiAgKCgrYvHkzmZmZV1xO3qhRIwwGA5999hkpKSmsX7+euXPnFiszaNAgTp8+zeTJkzlx4gRr1qxhxYoVTsd2tURSIwhCrXPhwgWOHz+ORhlJDWD7+/rWrVurMTKhJvPx8WHbtm0MHTqUm2++mQ8++ICxY8fSo0ePEmXHjh1LYmIiTz31FI8++igdOnQgNjYWd3f3Ko0xJiaGRYsWkZSUxN13382gQYNYv349er0eWZaZPn06Bw4cYMCAAUyePJkXX3zR6TY6dOjAoEGDeO655+jWrRsLFy4st3xQUBBTpkzhxx9/pF+/fixYsICXXnqpWJlGjRoxa9Ys/ve//zFw4EC+/PJLRo0a5XRsV6vW7lNTEYX71FxpnbsgCDXb8uXLmTlzJjafMIwt+5daRs5Lx/vQGjw9PVm5cmWVvxgJrle4z0l5+9RUVEFBATfccAMvvfQSd999d6Xeu7747bffGDJkCHv37sXNza3E4+V9/xx9/a41c2oEQRAK/frrrwDYAqPLLKN6B6MavDEa89mxYwfXXnttdYUn1AEHDx7kxIkTtG3bttimfH369HFxZLXTxYsXWb9+PdHR0aUmNJVFJDWCINQqmZmZ7N27Fyg/qUGSsAVG43bhIJs2bRJJjeC0RYsWcfLkSQwGA61bt2bJkiV18uiN7du3M2TIkDIfL9zk8moMHTqU/Px8Jk6ceNX3Ko9IagRBqFV+/vlnVFVF8Q5Bc/ctt6wtKKYoqXn22Wfx8vKqpiiF2q5Vq1YsX77c1WFUizZt2rBy5coqbaO6vpYiqREEodbQNI0ffvgBAGtw8yuUtm/Cp3r4YTLlsGnTJm699daqDlEQah0PDw+io8vp9axFxOonQRBqjaSkJE6dOoUm6bAGNb1yBUkqSn7Wrl1bxdEJguBqIqkRBKHWKOwitwU2Ab1jkw2tDZqjIbFv3z6OHTtWdcEJguByIqkRBKFWyMjIYP369QBYwlo5XE9z88IW1ASAr7/+uipCEwShhhBJjSAItcKKFSuw2WzYfEJRfZw79sAS1hqADRs2XNVhg4Ig1GwiqREEocbLz89n9erVAFjD2jhdX/UJRfEOxWq18s0331R2eIIg1BBi9ZMgCDXet99+S05ODoqHP7bAqArdw9ywLV7HfmHFihXcc889BAYGVnKUQn1wJOsI65PXk2PJwc/Njz7RfYgLjHN1WMLfRFIjCEKNlpuby1dffQWApVEiSBXrYFYCIlG8gjEVXOSLL75g2LBhlRilUNedzjnNy7+/zO703egkHZIkoWkac/fMJTEkkbe6v0WUX8US7rLEx8eX+/idd95ZoQMt6zKR1AiCUKN9/fXX5OXloXgGYAuKqfiNJAlzRHu8jv7MypUrueeeewgODq68QIU663TOae77/j7yrfkAKJoC/zo1cd/Ffdz3/X180f+LSk1sfv/996L/r127lpkzZ/Ljjz8WXbv8fCSr1YrBYKi09msjMadGEIQa68KFCyxbtgwAS6MOFe6lKaT4N0bxCcVisbBgwYLKCFGoB17+/WXyrfn2ZKYUiqaQb83nlT9eqdR2Q0JCij58fX2RJKnoc7PZTMeOHVm7di0PPfQQCQkJrF69mlmzZjFw4MBi91m8eDG9e/cudu3bb7/l1ltvJSEhgVtuuYUlS5ZUauyuIpIaQRBqrPnz52M2m7H5hJV/zpOjJAlTZGcA1q1bR1JS0tXfU6jTjmQdYXf67jITmkKKprDrwi6OZB2ppsjspk2bxkMPPcTatWvp3r27Q3W++uorpk+fzqhRo1i7di2jR49m5syZrFixooqjrXoiqREEoUY6cOAAv/zyCxpgjuoCklQp91V9QrE2iAVg9uzZaJp2hRpCfbY+eT06SedQWZ2kY/3p9VUcUXGPPPIIN910E5GRkYSFhTlUZ+7cuYwdO7ao3k033cQjjzxS1Ctam4k5NYIg1Dg2m433338fsJ/xpHpX7twXc+OO6LOS2b9/Pz/88AP9+vWr1PsLdUeOJQdJkorNoSmLJEnkmHOqPqh/adPGuS0OMjMzOXv2LC+//DKvvvpq0XWbzYavb/kHxNYGIqkRBKHGWbZsGcePH0fVu2Np3LHS76+5eWNu1B6P1G3MnTuXLl260KBBg0pvR6j9/Nz8HO7N0zQNP3e/Ko6ouMtPni9clfVvNput6P+qqgLwxhtv0K5du2LlZLn2D97U/mcgCEKdkpKSwuLFiwEwR3ZBM3hWSTvW8NYoXg3Iy8tj1qxZVdKGUPv1ie5zxfk0hRRN4caoG6s4ovIFBQVx8eLFYonNoUOHiv4fHBxMWFgYKSkpREdHF/uIjIx0RciVSiQ1giDUGIqi8M4772C1WrH5RWD7e+5LlZBkTE26oyGxceNGNm3aVHVtCbVWXGAciSGJV5xXo5N0tA9tT/PA5tUUWem6dOlCZmYmCxYs4PTp0yxZsoTffvutWJkRI0Ywf/58PvnkE06ePMnhw4f59ttv+e9//+uiqCuPSGoEQagxvvzyS/bt24cmGzA1ubbSJgeXRfVugKVhAgDvvfceFy9erNL2hNrpre5v4W3wLjOx0Uk6vA3evHndm9UcWUmxsbFMnDiRpUuXMnDgQPbu3ctjjz1WrMzdd9/Nm2++yYoVK7jtttt46KGHWLFiBY0bN3ZR1JVH0urR1H9FUdi9ezeJiYnodI7NZhcEoXocOXKEp59+GkVRMMZcjy24mt7xqgpeh75DV5BBp06dmDp1ap2YW1AfmUwmTp48SUxMTImN6a7W6ZzTvPLHK+y6sKvYjsKKptA+tD1vXvdmpe8oXN+U9/1z9PVbTBQWBMHljEYjb775JoqiYA1sgq1Bs+prXNZhatoDrwOr2LZtGytWrOD//u//qq99oVaI8ovi01s/tZ/9dHo9OeYc/Nz9uDHqRpcPOQn/EEmNIAgupWkaH3zwAadPn0Y1eFbLsNPlVM8AzJGd8Di9hXnz5tG6dWtatGhRrTEItUNcYJw4wLIGE32sgiC41Nq1a1m3bh0aEqamPUFfucMGjrKGtsQaEI3NZmPSpEnk5ua6JA5BECpOJDWCILjMsWPHmDFjBgCWiA4ofg1dF4wkYYrpjuruy7lz55g8eXLRnh6CINQOIqkRBMElcnJymDBhAhaLBZt/YywN27o6JNC7Y4zthSbp+PPPP+vMIX+CUF+IpEYQhGpns9l4/fXXSUtLQ3Xzwdj0hmqfR1MW1TsYc3RXABYtWsSff/7p4ogEQXCUSGoEQah2CxYsYPv27WiyHmPzPi6bR1MWa0g8lpAWaJrGm2+9RXJysqtDEgTBASKpEQShWv30009FpwGbYrqjetXMM5fMUV2w+YRRkJ/PK6+8IiYOC0ItIJIaQRCqzb59+3jn3XcBMDdsiy2oqYsjKoesw9SsN6qbNykpKUycOLHYwYCCINQ8IqkRBKFapKWl8corr2CzWrEGRGOJuMbVIV2RZvDE2PxGNNnAzp07mTFjhsMnNgt1k+nwEdJnz+H85Mmkz56D6fARV4dUpuXLl9OxY+Wfcl+Tic33BEGocnl5eYwfP55Lly6heDXAVIMmBl+J6tUAY2wPvI7+wpo1a4iKiuLuu+92dVhCNbMkJ5M2dhzGXbtAp7P//GoaF2fPxrNDexpNnoxbdHSVtD127FhWrFhR4vpPP/1EdBW1WVuJpEYQhCpltVqZMGECp06dQjV4YWzeF3QGV4flFCUgClNkZzxS/mLu3LmEh4dz/fXXuzosoZpYkpM5ec+9qHl59guKUuxx4569nLznXmK+WlZlic3111/P5MmTi10LCgqqkrZqMzH8JAhCldE0jWnTprFz50402YAxri+am5erw6oQa1jrohVRb7zxBgcOHHB1SEI1SRs7zp7QXJbMFFEU1Lw80saNr7IY3NzcCAkJKfbx6aefctttt5GYmEiPHj2YNGkS+fn5Zd4jKSmJhx56iPbt29OhQwfuuusu9u3bV/T4zp07eeCBB2jbti09evTgzTffpKCgoMqeU1UQSY0gCFVm8eLFRUcgGJv1qrErnRwiSZiju2Lzj8RisTB+/HhSU1NdHZVQxUyHj9iHnMpKaAopCsadO6t1jo0kSbz88susWbOGKVOmsGXLFt79eyJ+acaMGUN4eDjffPMNy5cvZ8iQIRgM9l7Tw4cP8/jjj9O3b19Wr17N9OnT2bFjB2+88UZ1PZ1KIZIaQRCqxNq1a/nkk08AMDe5FsW/sYsjqgSSjDG2J4pXAy5dusRLL71Edna2q6MSqlDuzz/b59A4Qqcj95efqySOjRs30r59+6KPkSNHMnjwYLp27UpkZCTdunXj2Wef5YcffijzHmlpaVx77bXExsbSpEkTbr311qKDWz/++GNuu+02Bg8eTJMmTejQoQMvv/wyK1euxGw2V8lzqgpiTo0gCJVu69atTJs2DbAv3baGxLs4okqksw+jeR38jjNnzjBu3DimT5+Oh0fN2kBQqBxqbo7jk9olCTUnp0ri6NKlC5MmTSr63NPTky1btvDRRx9x7Ngx8vLyUBQFs9lMQUEBXl4lh3kfffRRXnnlFVatWsW1117LLbfcQlRUFAAHDhwgOTmZNWvWFJXXNA1VVUlNTSU2NrZKnldlEz01giBUqqSkJCZMnIiqqlgbNKsVS7edpRm8MMbdhKZz59ChQ7z++utiD5s6Svb1A0eX8Wsasp9flcTh6elJdHR00YfVamXo0KE0b96cWbNmsXz5ciZMmABQ5s/iiBEj+O677+jZsydbtmyhX79+/PyzvWdJVVUGDRrEypUriz5WrVrFTz/9RGRkZJU8p6ogkhpBECpNWloa48aNw2wyYfNrhKnJdbVm6bazVM8A+x42fx9+KfawqZt8+/a98nyaQopiL18N9u/fj6IojB07lsTERGJiYrhw4cIV68XExDB48GAWLVrETTfdxLfffgtAq1atOHr0aLHEqfDDzc2tqp9OpRFJjSAIlSI7O5sXX3yRrKwsFK8gjM16g+zgXIRaSvENwxTbA4A1a9bw+eefuzgiobJ5xMfh2b79lefV6HR4duiAR1xctcQVFRWFzWbjs88+IyUlhZUrV/Lll1+WWd5kMvH666+zdetWzpw5w44dO9i3b1/RsNKQIUPYvXs3r732GocOHeLUqVOsX79eTBQWBKH+MZlMjBs3jtTUVPup281vAl3teXd3NWyBTTBF2U/1/vjjj/nxxx9dHJFQ2RpNmYzs41N2YqPTIfv40Gjy29UWU8uWLRk3bhwLFixgwIABrFmzhtGjR5dZXpZlsrOzeemll7j55pt57rnnuOGGGxg5ciQALVq04LPPPiM5OZn777+fO++8kxkzZhASElJdT6lSSFo96i9VFIXdu3eTmJiIztHZ7IIglMtmszFx4kT++OMPNJ07BS37o3oGuDqsaueWsg33c/vQ6XRMnjyZzp07uzqkesdkMnHy5EliYmIqfeK2JTmZtHHjMe7cWWxHYRQFzw4daDT57SrbeK++KO/75+jrd61d/fTRRx/x/vvv8/DDD/Pyyy+7OhxBqJc0TWPWrFn2hEbSYWx+Y7UmNJo+FyVoD6r/IdDng6ZDMoWhy0xEymmGVI2d0ZbGHZEtBZB5nIkTJzJz5kyaN29ebe0LVcstOpomS5dgOnyE3F9+Rs3JQfbzw7dv32obchKurFYmNXv37mXZsmXEx9ehZaKCUAstW7aMVatWAWBq2gPFN6za2lZC/kQJ3QyS+q+rVjSfZGw+yWAOwHD6TiRzcPUEJEmYYrojWQsw5p5l7NixzJ07l7Cw6vuaCFXPIz4Oj3iRxNRUtW5OTX5+Pi+88AJvvvkm/v7+rg5HEOqtDRs28OGHHwJgiuyCLahJtbVtC/0NJeyPyxKay7hnY435Es0tq9riQtZhbNYHxTOQjIwMXnrpJXJzc6uvfUGo52pdT83rr79Ojx49uPbaa5k3b16F7qE4ujxPEIRS7du3j7ffth+uZwlrjTW8dbW1rXqcQw3d4lhhvRFbxI8YTt5XtUEVa9MNY/O+eB36jlOnTjFhwgSmTJmCXl/r/tzWOoqioGla0YdQuxR+3xRFKfE67ejrdq36Lfv+++85ePAg33zzzVXd598HeAmC4JyLFy8yY8YMbDYr1oBozJGdqrV9tcEup8pr3qmo7unI5upbxaG5+9h3HT70Pbt27eLVV1/lnnvuQaqje/bUJHq9HqPRiKqW04sn1Ehmsxmr1UpSUlKF71FrkpqzZ8/y1ltvsWjRItzd3a/qXgkJCWL1kyBUQG5uLh988AEFBQUoXsGYmvYAqfpGsTXJiurv/B88NXAf8rneVRBROW16NcAY2wvPo7/w119/kZiYyL333lutMdQ3JpOJ5ORkPD09xbEVtZAsyxgMBpo1a1bq6idHOiRqTVJz4MABMjIyuOuuu4quKYrCtm3bWLJkCfv27XM4UdHpdCKpEQQn2Ww2Xn/9dVJSUlDdvDE2vxF01fwnRJ8PsvPHEWhul6ogmCtTAiIxR3XB4/QWFixYQOPGjbnhhhtcEkt9oNPpkCSp6EOoXQq/b1fzGl1rkpquXbsWO2gLYNy4cTRt2pQhQ4aIJEUQqtisWbPYuXMnmmzA2LwvmlvJA/OEkqxhrZBNl3C7cIi33n6bRo0a0axZM1eHJQh1Uq1Janx8fIi7bC8ALy8vAgICSlwXBKFyrVq1qmjptjG2B6pXkGsCsXmDYgCd1alqkjmwigJyjDmqC7LpEuSk8fLLL/PRRx8REBDg0pgEoS6qdUu6BUGoXrt372bmzJkAmCOuQQmIclkskmZAvtTSuUoa6LLaVk1AjpJkjLG9UN39OH/+PBMnTsRqdS4xE2qI8wdg4xT4cZz93/MHXB1RjbJ8+XI6duzosvZrTU9NaT777DNXhyAIddqFCxeYNGkSiqJgDYrB0tDFyQEgZ7RHDdwLDk6ZkPKjkSwu6ln6N707xuY34nVwDXv27GHu3Lk8++yzro5KcFTGcVjxFKT+BZLOPkFeU2HjZIjsAnfMgwaxro6yQnr37s3DDz/M4MGDXR3KVRM9NYIglMpqtTJp0iSys7NRvIIwNbneft6Ni8nmUHTnHZxsa/VGf+aWqg3ICapnAMa/T/VesWIFP//8s4sjEhyScRwW9IEzO+yfawqoVvu/AKnb7Y9nHHddjFVMUZRasUxeJDWCIJRqzpw5HDx4EE3nhjG2d/WvdCqH7mIXdGd7g1p2TJIxBMOJ+5GsftUY2ZUpAVGYG7YDYNp773HixAkXRyRc0YqnwJzzTxJzOU2xP77y6SppXlVV5s+fT9++fWnTpg09e/Ys2nz28OHDPPzww7Rt25YuXbrw6quvkp+fX1R37NixDBs2jI8//pju3bvTpUsXXnvttaLhz4ceeogzZ84wefJk4uPji44fKhxG+t///ke/fv1ISEjgzJkzXLp0iRdffJFOnTrRrl07nnjiCU6dOlUlz7siRFIjCEIJ69evZ+XKlQAYm96A5lGzEgMAXcY1GA4/he5sTyRjGFh9wOKPdKk5+pP3YDg+GMka4OowS2WJaI/NLwKzycSECRMoKChwdUhCWc4fsA85lZXQFNIUSNlaJXNs3nvvPRYuXMiwYcNYu3Yt06ZNIzg4GKPRyBNPPIG/vz/ffPMNH3zwAX/++SdvvPFGsfpbt27l9OnTfPLJJ0yZMoUVK1awYsUKwL6qMTw8nJEjR/L777/z+++/F9UzmUx89NFHvPnmm3z33Xc0aNCAsWPHsn//fubNm8eyZcvQNI2hQ4fWmDliIqkRBKGY1NRUpk2bBoC5YTuXTgy+EknxRJfRCcPxh3E7/DRuR4ZiSLkDOT/a1aGVT5IxNe2B6uZNamoq77//vtjWv6Y6tMY+h8YRkg4OfVepzefl5fHpp5/ywgsvcOeddxIVFUXHjh25++67WbNmDWazmalTpxIXF0e3bt2YMGECq1at4uLFi0X38Pf3Z8KECcTGxtKrVy969OjB5s2bAQgICECn0+Ht7U1ISAghIf/svF04BN2hQweaNm3KhQsX2LBhA2+++SYdO3akRYsWTJs2jfPnz/PLL79U6vOuKJHUCIJQxGq18vrrr2M0GrH5hmOJaO/qkOoszeCBsWlPNCR++eUX1q1b5+qQhNKYLjm+a7Ykgym7Ups/ceIEFouFrl27lnjs+PHjxMfH4+X1z55RHTp0QFVVTp48WXStWbNmxfZyCwkJISMj44ptGwyGouGowvb0ej3t2rUruhYYGEhMTAzHj9eM+UQiqREEociCBQs4cuQIms692o9AqI9U3zAsER0A+OCDD0hOTnZxREIJHv72VU6O0FTwCKjU5ss7FkjTtDJ3Tv739csPU5UkyaGeQQ8Pj2L3KatOeXFUN/EXSxAEALZv385XX30FgLHp9Whu3tXavoaC4peEtckyLPFzsLSYjTV2MUqD7WiyqVpjqU6WhgnYfBtiMpl46623sNmcPwZCqEItb7vyfJpCmmIvX4maNGmCh4cHW7aUPJm+WbNmJCUlFZuTtXPnTmRZpkmTJg63YTAYHFrZ1KxZM2w2G3v27Cm6lpWVxalTp4iNrRnL2UVSIwgCubm5TJkyBQBLaMtqn0ejepzDGrcAJWoNms9pMBSA3ojmmY7S8H9YW3yIEnDlw+xqpb/n12g6d44cOSL236ppwlpD485Xnlcj6ez71YS1qtTm3d3dGTJkCO+++y4rV67k9OnT7N69m6+//prbbrsNNzc3xo4dy5EjR9iyZQtvvPEGAwcOJDg42OE2IiIi2LZtG+fPnyczM7PMck2aNKFPnz68+uqrbN++naSkJF544QXCwsLo06dPZTzdqyaSGkEQmDFjBhcvXkT18MPcuFO1tq16nMcW8yW45ZZdSLaiNP4RJXBP2WVqMc3NC1OTboB9U9FDhw65OCKhmDs/BHe/shMbSWd//I55VdL8sGHDePTRR5k5cyb9+vVj1KhRZGZm4unpyccff0x2djb/+c9/ePbZZ+nWrRuvvvqqU/cfOXIkZ86c4cYbb6Rbt27llp08eTKtW7fmqaee4t5770XTNObPn4/BYLiap1hpJK0eTblXFIXdu3eTmJgoDsAUhL9t2rSJiRMnoiFR0LI/qk9otbZvabYIPK48aREATcZwZEiN23umsngc34gh8wSRkZEsXLiw3PkUQkkmk4mTJ08SExODh4dH5d4847h9H5qUrcV3FNaUWr+jcE1R3vfP0dfvmrObliAI1S4nJ4cPPvgAAEvDttWe0KjeyY4nNACSihK4B/2F66suKBcyRXdDl3uWlJQUPvnkE4YOHerqkIRCDWLh8Z/s+9Ac+s6+yskjwD6HppKHnISKE0mNINRjc+bMISsrC8UjAEujxGpvXw10fp6MGrgX6mhSg94dc/S1eB5bz5dffknPnj2Ji4tzdVTCv4W1tn8INZKYUyMI9dRff/3FunXr0ABTTHeQq39IVnPLdr6SoQBNKrl7qUbNP5fGEbbAaKyBMaiqyjvvvCNWQwmCE0RPjSDUQyaTienTpwNgDW1V7cNOlUVzy0QJ2oUacAj0RtBkJGMocmYi8qUWSFrNmLzoLHN0V/Q5aRw7doxvvvmGQYMGuTokQagVRE+NINRDn3/+OWfPnkU1eGNufI3L4pAsAc5XsnqDpscW/j+scR+jBu+0JzQAkormdQ6l8Y9Y4xagepyr1Hiri2bwxBRpX4W2ePFizp8/7+KIapfacJq0UFJlfN9ET40g1DPJycl8+eWXAJiju4DOdb0ZclZbey+Lk3WU8A32ZKY8hnxsMcvQn7gf2RxSftkayBbcHNvFo5jyzjNr1izefPNNV4dU47m5uSHLMmlpaYSEhODm5lZjdroVyqZpGhaLhfT0dGRZxs3NrcL3EkmNINQjmqbxwQcfYLPZsPlHYgtw7cGPcn4UkqkBmhNLuqWCMJQmKx0rr7OgRKxDPvFghWN0GUnCHH0tuoMr+f3339m8efMV9xCp72RZJiYmhrNnz5KWlubqcAQneXl5ERUVhSxXfBBJJDWCUI9s3LiRXbt2oUk6TNFdoQa8i9Wl9rdvvqezXLls2o1oAYedur/mdRbV4zyyKayiIbqM6hWINawNbuf2MWvWLDp06CD2rrkCNzc3oqKisNlsKIqDxxsILqfT6dDr9VfdsyaSGkGoJwoKCpg7dy5g35NGc/d1cUR2sikM/cl7sUWtArec0gupBnRpfZBz4rE2XO90G2rgPuSztS+pATA3SkSfcZy0tDSWLVvGww8/7OqQajxJkjAYDDVml1uh+oiJwoJQTyxZsoT09HRUdx8sDRNcHU4xsikcw5Eh6E/fjpQXbZ8MbPNCMoaiO9sbQ9JT6LITQJ8PsvPvvjVDOUcw1HQ6A+a/Jw0vWbKEc+dq5+RnQagOoqdGEOqB1NTUohO4TZFdQa55v/oSMlJOPHJOfNmFtAp2TVe0Xg1hC2qKLf0w5J5j3rx5vPbaa64OSRBqJNFTIwj1wJw5c7Bardj8I1ACIl0dTsXZfEBxfmWEZAmqgmCqkSRhjuqKhsSmTZvYufMKK78EoZ4SSY0g1HFbtmxh8+bNaJJk76WpAZODK0rS9MjZTm5Rr0noMttWTUDVSPUKwhraAoCZM2eKnYYFoRQiqRGEOsxisTB79mwArGGt0Tz9XRzR1dNltndqOEnKbYpkDai6gKqROaIDms6dU6dOsWrVKleHIwg1jkhqBKEO++abb0hNTUXVe2J2wYGVVUEyN0B3to9jhS3+6NNuqtqAqpPevWgH6EWLFpGVleXigAShZhFJjSDUUenp6Xz66acAmCM7gq7iu3TWNLrM9uhSbwWl7D1bpPwIDCfuR7L5VGNkVc8aEofi1YD8/HwWLFjg6nAEoUapeUsgBEGoFPPmzcNkMqH4hGJr0MzV4VQ6XXYb5EvxqAGHUP0PoenzkTQdkikMOSMR2RTu6hCrhiRjjuqKV9L3/PDDDwwYMIBWrVq5OipBqBFEUiMIddD27dvZsGEDGhKmqNo9Obg8kmZAl9UWXVbtnwjsDMU3DGuDZhgyjjF9+nTmzZuHXi/+nAuCGH4ShDrGbDbzwQcfAGANbYnqHezagIQqYY7shKZz4+jRo2LSsCD8TSQ1glDHfPnll/bJwQZPzBEdXB2OUEU0gyfmxh0B+Pjjj7l48aKLIxIE1xNJjSDUIcnJyXz++ecAmCO7gL7uTA4WSrKGxKN4h1BQUMAHH3yApmmuDkkQXEokNYJQRyiKwjvvvPP3zsGNsQXFuDokoapJEqYm16FJEr///jubNm1ydUSC4FIiqRGEOmLVqlUcOHAATTZgir62zk4OFopTvYKwNGwHwIwZM8jJKeOkc0GoB0RSIwh1QGpqKvPnzwfse9Jo7nVrbxahfJaG7VA8AsjKymLmzJmuDkcQXEYkNYJQy9lsNt566y1MJhM234ZYQ1q4OiShusk6TDHd0ZD45ZdfWL9+vasjEgSXEEmNINRyS5Ys4dChQ2g6N0wx14thp3pK9QnF0sg+DDV9+nQuXLjg4ogEofqJpEYQarGDBw/yySefAGCK7iaGneo5S8NEFO9g8vLymDx5MoqiuDokQahWDm1BmZSU5PANW7QQXd+CUB0uXbrEpEmTUFUVa1AMtqCmrg5JcDVZxti0B94HVrFr1y4+/fRTHn30UVdHJQjVxqGk5o477kCSpDL3QCh8TJIkDh06VKkBCoJQkqqqvP3221y4cAHV3Q9Tk+vEsJMAgObhj6nJdXie2MSnn35KmzZt6NSpk6vDEoRq4VBSIyadCULNsnTpUrZu3Yom6TA2612nTuAWrp6tQSyW3HO4pR/mjTfeYOHChYSGhro6LEGocg4lNREREVUdhyAIDvrzzz/5+OOPAfs8GtUryMURCTWROaoLuvyL5ORk8MorrzBz5kw8PDxcHZYgVKkKHet6+vRpPvnkE44fP44kScTGxvLwww8TFRVV2fEJgvAvJ06c4I033kDTNCwh8dhC4lwdklBTyXqMzXrjdXANR44cYfLkyUycOBFZFutDhLrL6Z/u3377jX79+rF3717i4+Np3rw5e/bsoX///vzxxx9VEaMgCEBWVhbjx4/HaDRi8w3HHNXN1SEJNZzm7oupWW80SWbTpk1FK+UEoa5yuqfmvffeY/DgwYwZM6bY9WnTpjFt2jSuu+66SgtOEAQ7k8nEK6+8wrlz51Dd/ezzaMQ7bsEBim+4feLwyd/45JNPaNiwIbfccourwxKEKuH0X8Xjx4/zn//8p8T1//u//+PYsWOVEpQgCP+w2WxMmjTJfq6Tzg1j8xtBL+ZGlEf1OI+t0TqssYuxNP8Ya8xSlKAdaLLZ1aG5hC24OebwBADeeecdNm/e7OKIBKFqOJ3UBAUFlbps+9ChQzRo0KBSgirN0qVLue222+jQoQMdOnTg3nvvFSfSCnWeqqpMnTqVLVu2oMk6Cpr3RfUMcHVYNZamK8DaZBm2Zp+iBu1F80wH90w07zMojTZgjZ+H0mC7q8N0CUvjjlgbxKKqKpMmTWLfvn2uDkkQKp3Tw0933303EyZMICUlhQ4dOgCwc+dOFixYUKWbPIWHhzNmzJiiycgrV65k+PDhrFixgubNm1dZu4LgKpqmMXfuXH7++Wc0JIyxvVF9w1wdVo2l6YxYY74Ej4yyC+msKA3/B7IVXXo9m5MkSZiaXI9kM8OlVMaNG8eMGTOIjY11dWSCUGkkrawd9cqgaRqffPIJixYtKjpbJDQ0lMcff5yHH34YqRo3AOvcuTMvvPACd999t0PlFUVh9+7dJCQkoNPpqjg6Qag4TdOYP38+X331FQDGmOuxBYvkvTy2xt+hBji++af++APIxkZVGFENpdjwOvIjurwL+Pv78+6774rERqjxFEVh3759JCYmlvv67VRPjc1mY82aNfTv35/BgweTl5cHgI9P9Z43oygKP/74IwUFBbRv397p+qLbVajJNE3ju+++Y+PGjYB9LxqR0JRP0+Wj+h1xqo7aYCdyaj1ManR6Cpr3xevwOi5dusioUaN4+umnadiwoasjE4Sr5lRSo9frmTRpEmvXrgWqP5k5fPgwgwYNwmw24+XlxZw5c2jWrJnT9xE9NUJNVdhD8++Exhra0rVB1QJq4H6QnTu8UfU7giabkNR6OOla705B/M14Hf6R/PwMFixYwLRp02jaVJwfJtRMhT01V+L0nJq2bdty6NAhl+wyHBMTw8qVK8nJyeGnn37ipZde4vPPP3c6sdHpdCKpEWocVVWZNWsWK1euBMAU1VUkNA7S3LOcryQraG6XkEz1MKmBvxObW/A6/COXLmUw+vnnmTplCq1atXJ1ZIJQYU4nNffffz9Tpkzh3LlztG7dGk9Pz2KPV+Up3W5ubkRHRwP23pZ9+/bx6aef8vrrr1dZm4JQHaxWK1OmTCk6Z0300DhLrWA9p6YU1j2Fic2RdeTmXGT06NG8+eabdOzY0dWRCUKFOJ3UjBo1CoA333yz6JqrTunWNA2LxVJt7QlCVTAajUycOJG//voLTZIwxdyArYGYuFkazZCNZsgDTUayBCIpf7+psvpV4GYSkq16h9BrJL07BfG34nlsPaacNMaOHcsrr7xCz549XR2ZIDjN6aTGVSd2v//++9xwww2Eh4eTn5/P2rVr+euvv1i4cKFL4hGEypCVlcXLL7/MwYMH0WQdxmZ9UPwbuzqsGkVDRfVPQm2wC80r7Z8HVB1yThxyxjXoslujhmwGJxZfSnkxIqkppDNgbN4XjxObIOsUr732GpmZmdx1112ujkwQnOJ0UpOWlkb79u3R64tXtdls7Nq1q8rm2ly8eJEXX3yRCxcu4OvrS3x8PAsXLhTHMgi1VnJyMmPHjuXs2bNoOjf7xnpiH5piNMmKLWoVmu/Jkg/KCmrAIVT/Q+jO9ULKiym9XBl0GYmVF2hdIOswxfZES96CW3oSM2fOJDU1leHDh4s5iEKt4fQ+NS1btuT3338vsXtwVlYW1157bbUOPzmrcJ+aK61zF4SqtmPHDiZMmEB+fj6quy8FzW9C8/R3dVg1jjVqBZqfY8evyGdvQA3ZDvqCK5fNaoP+zK1XG17dpGm4nduHe6p95+WuXbsyYcIEvLy8XByYUJ85+vrt9DEJhXNnLpednV1i0rAgCCV99913vPjii+Tn52PzCaWg5W0ioSmF6p3scEIDoIZsR3/ybrCU/7WUM9uhO3Pz1YZXd0kSloZtMcb2QpN0bNmyhREjRnD+/HlXRyYIV+Tw8NMzzzwD2CcFjx07Fjc3t6LHFEXh8OHDFdoITxDqC6vVyqxZs1i9erX986BYTDHdQRa9hqVRgnY5V0FfgOZxEcORx1H9j6AG7UbzPAuSAoon8qV45Mz2yObgqgm4jrEFxVDg5oPn0V84fvw4Tz75JBMnThR/54UazeGkxtfXF7D31Hh7e+Ph8c/eDgaDgcTERIePKxCE+iYjI4OJEyeyf/9+AMwRHbA0bAfVeKxIbaJJCprfcafrqf6H0V1qhe5SS3SX7EviNTQkZ2YQC0VUnxAKWt2G57FfyM7O5Pnnn2fYsGH83//9X7UeiSMIjnI4qZk8eTIAERERPPbYY2J8VRAcdODAASZMmEBGRgaazg1j0x4oAZGuDqtmk80gVWDvGZ2xxCWR0Fwdzd2HghYD8Ej+A0PGcWbPnk1SUhJjxowp9uZWEGoCp+fUPPPMMyKhEQQHaJrGN998w7PPPktGRgaKRwD5rW4TCY0jNKcXZl5dPaF8Oj2mmBswRXVBQ+KXX35h+PDhnD592tWRCUIxTv8FuHjxIlOnTmXz5s1kZmZy+eKpmrz6SRCqS25uLlOnTuX3338HwBrYBFPM9aAzuDiy2kFS3ZBMwWgeF52rV1APD6isLpKENaw1qmcQHsf/x/Hjxxk6dCjPP/88ffv2dXV0ggBUIKkp3Fdj2LBhhIaGVkVMglCrHTx4kNdee43z58+jSTLmyM72Iw/EHASnyJmJKI1+cbyCJqPLbFd1AQkAKH4NKWh9Bx4nNmLKPcdbb73F7t27GTFihBiOElzO6aRmx44dLF26lJYtxbk0gvBvqqry1VdfsWDBAhRFQXX3xRjbC9VbrLapCDm7NUrIZjDkO1i+BZLNt4qjEgA0Ny+M8bfglrYb97TdfP/99xw8eJBXX31VnPQtuJTTc2oaNmxYYshJEOq7CxcuMGbMGD788EMURcEaGEN+64EiobkKkuqGPvn/wHbld/9SfgS6tJuqISqhiCRjiehAQfwtqHpPTp48yZNPPsm3334rXiMEl3E6qRk/fjzvvfceqampVRGPINQ6Gzdu5PHHH2fnzp1osh5Tk+swxfYEndsV6wrlk01hGE7cj5QbU/qB2oobclYbpNwYlLDfsIVtQvU7jIZS7bHWV4pfIwra3IHNv3HRXkwvvvgiGRkZrg5NqIecPiahU6dOGI1GFEXBw8MDg6H4xMe//vqrUgOsTOKYBKEy5efnM3PmTNatWweA4h2MsWkPNA+xO3BV0NyyUP0P/n1Ktw4UT1SPs+B7CqTL/oxZvdFltkdO74Lk/Hs3oSI0DcOFQ7inbEPSFPz9/RkzZgzXX3+9qyMT6gBHX7+dnlMzfvz4qwpMEOqC7du38+6779onA2PfVt7SqD3I4gW0qkiWQHTp9gNsVc+z2Jp8DTpz6YUN+Shhv6N6nEefcrtIbKqDJGENa4Xi1xCPE5u4dCmTV199lZtvvplnnnmmaANXQahKTvfU1Gaip0a4WgUFBXz00UesWrUKANXdB1PMDSi+4S6OrP7QdEaszRc5dHAlgJzeCf35nlUblFCcquB2Zidu5/YjoREcHMyYMWPo2rWrqyMTaqkq66kpvPkvv9jPA5EkiWbNmtG7d2+RKAh12q5du5g6dSrnzp0DwBLaEnPjjmLvmWqmBu5zOKEB7GdApXdDUt2rMCqhGFmHJbITtsBoPE/+ysWLFxk7diy33norw4cPx8fHx9URCnWU00lNcnIyQ4cO5fz588TExKBpGh999BHh4eHMnz+fqKioqohTEFwmPz+fBQsWsHLlSgBUNx9MMd1R/MRGb9VNQ0MJ2u1cJZ0VNeAAuswOVRKTUDbVJ5T81nfgnroDt/MH+OGHH9i+fTujRo3i2muvdXV4Qh3k9PDTkCFD0DSNadOmERAQAEBWVhYvvPACsiwzf/78qoizUojhJ8FZf/75J9OnTyc9PR0AS0g85sjOonfGRTR9LtYWHzpdT74Ujz7l9iqISHCULvccHid/QzbnAtC7d29GjBhBYGCgiyMTaoMqG37atm0by5YtK0poAAIDAxkzZgz33XdfhYIVhJomKyuLWbNmsWHDBgBUd19MTa4TvTPVQEO1Dy9JKtg8kbR/JZCytWL3lGyVFJ1QUYpvOPmt78Q9bSeGcwfYsGED27dv55lnnqFv377i1G+hUjid1Li5uZGfX3KHz/z8/BLLuwWhttE0jZ9++ok5c+aQk5ODhoQ1vDXmRh1AJw5LrEqaPhclaA9q4N5/dhFWZeScOOTMROSCSFAqtg2/VMF6QiXT6e3HhgQ1xePkb+TkZPH222/z888/M3r0aBo2bOjqCIVazul1jj179mTChAns2bMHTdPQNI3du3czadIkevfuXRUxCkK1SE5OZtSoUUyePJmcnBwUz0AKWt3293CTSGiqkup7BGvcQtTQy45FkFXUgCRsTb/EFvEDKB5I+RFO31/OaV6J0QpXS/UOpqDVQMwR16BJOrZt28bgwYNZsmQJVmvFeuMEASowpyYnJ4eXXnqJ//3vf+j19j/0iqLQu3dvpkyZUqP3IhBzaoTSmM1mPv/8c7744gtsNhuarMPSKBFLWILYd6YaqD4nsUUvtw83XYGclYCUF40S+Z3jDVh8MRwZKvaqqaEk4yU8kv9An2tfVdikSRNGjx5N27ZtXRyZUJM4+vpd4X1qkpOTOX78OJqm0axZM6KjoyscbHURSY1wuW3btjF9+nTS0tIAsPk3xhTdDc295ibndYmGhjVuAbhdcriO7vgg1Iab0LzOOlY+pT+6S60qGqJQHTQNfcZx3FP+QraZAOjXrx9Dhw4tNn9TqL+qdJ8agOjo6FqRyAhCaS5cuMDcuXPZuHEjAKrBC3NUV2yB0SAmLFYbzeeEUwkNgNZgD/rku7BFf4vmda6cghK6s71EQlMbSBK24GbYAiJxT92GW/oR1q5dy++//87QoUPp168fsug1FRzg9E/JyJEjS122vXDhQkaOHFkpQQlCVbFarSxdupSHH36YjRs32o84CG1FfsJd2IKaiISmmqkBh5yv43cEVHf0JwehS+sNpqDLCsj2Jdwn7kOXeU0lRSpUC7075ibdKWjRH8UzkJycHKZNm8awYcNISkpydXRCLeB0T81ff/3F8OHDS1y//vrrWbRoUaUEJQhVYfv27cyYMYOUlBQAbD6hmKO7oXo1cHFk9Zemz3O+kqyAzohk80GXeQ26zGtQvVLR3DJBNSDlN0ZWxPBhbab4hlHQaqD9gMwzO0lKSuLpp59mwIABPPHEE/j7i0NjhdI5ndQUFBSUunRbr9eTl1eBP1CCUMXOnTvHvHnz2LRpEwCq3hNzZEdsDZqJnhlX0yo4t03ToaGh+ZxCCdqN5nv8n5O6rT7IWW3RZbZDsont+GstWcYa3hpbUAzuqdswZBxnzZo1bNq0iccff5wBAwaIuZFCCU4PPzVv3py1a9eWuL527VqaNWtWKUEJQmUwmUz897//5eGHH2bTpk32oaawVuQn/B+24OYioakBJFOo85UsfmiqHiVyDbYm36D5HfsnoQEw5KGG/om1+UJUn+OVF6zgEpqbF6amPSho0a9oSGr69OkMHTqUPXv2uDo8oYZxuqdm2LBhjBw5kpSUlKITVzdv3sz333/PjBkzKj1AQXCWpmls2rSJefPmcf78eQBsvuGYo7qiegVdobZQnXSZ7VCD/wIn8ks5qy1K47Vo/keucHMrtqhV6JP/g5wvzqSr7RTfcApaD8RwIQn3Mzs5fvw4zz77LL169eLpp58mNLQCCbJQ51RoSffGjRv58MMPSUpKwt3dnfj4eJ555hk6d+5cFTFWGrGku+47fvw4M2fOLHoHp7p5Y47sjC2wieiZqaGsUSvsvS2OUAzoztyMEuX4PjWSKRjDsUcrGJ1QE0lWE25ndmBIP4wEuLu788ADD3Dvvffi7i5OY6+LqnyfmtpIJDV1V1ZWFosWLeL7779HVVU0SYelYQKW8LZiN+AaTtMZscZ8AR4Z5RdUdehP32GfQ+Pn3LCS/sQg+zELQp0i52fgfnoL+jx7j2xYWBhPPvkkvXr1EmdJ1TGOvn6Lhf9CrWa1Wlm2bBkPPvgga9asQVVVrIFNyE/4PywR4rym2kBSPDGcvA/pUnPQynghMgehT/4PUkEEmu8Jp9tQAw5eZZRCTaR6N8DYoh/Gpj1RDd6cP3+e119/nREjRogl4PWU+Isv1EqapvHHH38wb948zpw5A4Di1QBzVBcU33AXRyc4S1I8MaTcgWa4hBK4F80jHSQFyeaDnN0KOd++0afmllV8UrCDNH3JQ3iFOkKSsDVoii0gCrdz+3A7t4/9+/fz1FNPccstt/DEE08QHBzs6iiFaiKSGqHWOXr0KPPmzWPnzp0AqAZPzBHXiBVNdYBk9Ud/4fqyC2gV7Fyu6NJxofbQ6bFEtMcaEod76nYMGcf58ccf2bhxI/fffz/33HMPHh7itPa6TiQ1Qq2RkZHBxx9/zA8//GA/IV7SYQlvjaVhO9CV3DtJqIOsPmDzAn2BU9XkiiwdF2olzc0bU9MeWEJb4XF6K6b8CyxatIg1a9YwdOhQ+vTpI45cqMOuKqkpnGMsJmQJVclsNrNs2TKWLl2KyWQ/7M4aFIO5cUdx8GQ9I6FDzkpADdnqeCVVRs5KqLqghBpJ9QmhoGV/9JkncU/dTnp6Om+99Rbffvstw4YNE6eA11EVSmpWrlzJxx9/zKlTpwD7UfGPP/44d9xxRyWGJtR3qqqyfv16FixYwIULFwBQvEMwRXVB9RHvvOsrXWYiaoMdINscKi9faiF2Fq6vCufbBEbhdv4Abml7SUpKYuTIkfTo0YMnn3ySRo0auTpKoRI5ndT897//ZcaMGTzwwAM899xzaJrGzp07mTRpEtnZ2QwePLgKwhTqm7179zJ37tyiFQyqmzfmxh2xBTUV82bqOcnqhz6lP7aoNSCp5Zc1hqE727eaIhNqLFmPpWE7rMFxf+9vc5RNmzbx559/ctddd/Hggw/i6yt6fesCp/ep6d27NyNHjizRK7NixQpmzZrFhg0bKjO+SiX2qan5zpw5w0cffcSvv/4KgCYbsDRsiyW8NchiCpjwD9XnJLaG68E9q+SDmv2kbl3aTUiqW/UHJ9RockEm7il/oc9JA8DPz4/Bgwdz++23o9eLvzM1kaOv305/99LT02nfvn2J6+3btyc9Pd3Z2wkCALm5uXz22WcsX74cm82GhoQ1JA5LRAc0g6erwxNqIDkvBsPRx9G8k1EDDtmXbWs6ZGMYclZbMeQklEn1CsIYdzO6S6m4p2wjJyebmTNnsmLFCp5++mm6desm5orWUk4nNdHR0fzwww889dRTxa6vXbuWJk2aVFZcQj1hs9lYtWoVn3zyCTk5OfZrfhGYIzujegW6ODqhppOQkPKbIOc3qfK2NDRwz0STTaAZkMwNkMRS8dpLklACIinwj8CQfhi3M7tISUlh/PjxdOjQgaeffprmzZu7OkrBSU4nNSNGjGDUqFFs27aNDh06IEkSO3bsYMuWLXzwwQdVEKJQF2maxp9//smHH35ISkoKAIpHAOaozij+jV0cnSD8Q5PNqIH7UIL2gHvmPw/YvJCzEtBlJiJZ/VwXoHB1JBlraEusQbG4nd2D2/mD7Ny5k6FDh3Lrrbfy+OOP06BBA1dHKTioQmc/7d+/n8WLF3PixAk0TSM2NpbHHnuMVq1aVUWMlUbMqakZjh49yty5c9m1axcAqt4DS0QHrCFxIIn9I4Sqoxly7DsWu2eApCJZ/ZCz2iCbwsoofwlrk2+KJzOXU9zRJ98pzpaqIyRzrn3zvsyTAHh4eIjN+2oAcaBlKURS41qlbp4X1hpLo7agE5M5haqj6QqwNfrJfhp4KccsSAUN0aXdVGyTPk02YY39vPSJyJdT3NCfuA/ZLLYaqCvkvAt4nN6KLt8+VzQkJIQhQ4Zw4403is37XKDKDrRs2bIlGRklT9PNysqiZcuWzt5OqAfMZjNLlizhwQcfZO3atWiahjUohvyEu7BEdhQJjVClNF0+1qZL0fyPlnlulOZ1FlvMF6ieaUXX1AY7HUtoAHQWlLDfKyNcoYZQfUIpaDnAflimmw/p6em8/fbbDB8+nAMHDrg6PKEMTs+pKatjx2KxYDCIreqFf2iaxqZNm5g3bx7nz58HxOZ5QvWzRX7vWHKis2CLXoHh8BDQ9PY5NE7QfE+gGS4hWf0rGKlQ45Syed+hQ4cYPnw4ffr0YejQoYSFlT50KbiGw0nNp59+CtiPRPj666/x8vIqekxVVbZt20bTpk0rP0KhVjp8+DCzZ89m3759AKgGL8yRncTmeUK1Ut3T0XySHa+gL0ANOIRkbgCGPOcakzRUvyPoMjo5V0+o+Yo272uOW+pODBePsH79en777Tfuvfde7r//fjw9xdYTNYHDSc3ixYsB+7vvL7/8stiYosFgoHHjxrz22muVHmChjz76iJ9++okTJ07g4eFB+/btGTNmjEikapisrCwWLFjwz7wZWY8lPAFLeBtx6KRQ7dSg3RWqo7vQrULtaXpjheoJtYNm8MIc0x1raEvcU7ZC7jk+++wzfvjhB55++ml69+4t9rdxMYeTmsKdgh966CFmz56Nv3/1drH+9ddfPPDAAyQkJKAoCtOnT+fxxx/n+++/L9ZrJLiGzWZjxYoVLF68mPz8fACsQbGYIzuiuXm7ODqhptMMl1CCdtuHcGQLkuqGlNfEvlzaUvH9ijTP887X8biAVsH9ZyRVLECoD1TvBhjjb0WflYx7yl9cvHiRN954g5UrVzJy5Eixv40L1drVT5mZmXTr1o3PP/+cTp0c6+4tnD2dkJAgVj9Vou3btzNnzhxOnz4NgOLVAHNUVxRfMdYslE9DQWn0C2rgvtIn8WogZ7dCl3Yzkub89vXW2E/QPC84XU+fNARb3Mcgl3+2VIl6p/6DnBfjdHtCLabacDu3H7eze5FUG5Ik0b9/fx577LFqf/NflymKwr59+yr/mISaIjc3F6BCPzSF8zyEq5OVlcWqVav+mTej98DS+Bqswc3FfjPCFWlo2KJW25dZl0UCNfAgmr4AffL/ITm7YNNWgV5cxQ3ZFoCcE4cakOR4PXMAUl4T59sTajdZj6VRItYGzXBP3YYh8yTfffcd69evp1+/fnTt2lUsAa9GtTKp0TSNyZMnc8011xAXF+d0fdFTc3WsVivffPMNn332OWazyX5OU1hLzI3ag97d1eEJtYQatKv8hOZfNN9TqMHb0F3sUvy6PhclaA+q/yH4++wnyRRmH7bKaYZ8qSWK7ymn4pIv2bemkDM6ovofLnMZ+OV0GR2REPMp6ivN3QdTbC/7fJvkLRiNmXz77bfs37+fZ599lvj4eFeHWKsV9tRcSa1Mal5//XWOHDnC0qVLK1Rfp9OJpKaCdu3axQcffEBysn1Fic0nDHN0N1SvIBdHJtQ2StAuJ8vvQb7YuShxUEL+RAndDNK/h4isaD7J2HySwRyAPuU2sHmCExN45YxE+79G+4Z8SqOfrpjYyBmJ6DJLHvQr1D+KbzgFrW/HcCEJ9zM7OHz4MMOHD+f222/niSeewNfX19Uh1mm1Lql544032LBhA59//jnh4eGuDqfeyMrKYs6cOfzyyy+AfajJHNkJW4NmYom24DTVKxU8yjl6oDRul9B8TiHlxWAL/Q01dEv55d2zsTX5Bl16Z5SGmxxqQs5ILLYrsC6rLZLNCyXsVzSPkpuOYvVGd7GTWMYtFCfJWMNaYQtqgvvpbRgyj7Nq1So2bdrEsGHD6Nu3r1glVUUqlNRs376dL7/8kpSUFGbOnElYWBgrV66kcePGdOzYsbJjBOxDTm+88QY///wzn332GZGR4pyV6qBpGuvWrWPu3Lnk5OSgAdbQFpgjrhFDTUKFaeWdpVRePbcsVA/PKyc0hfRGVL/j6M7chNLo53J7XOTMtujO9il5PbcZcm4zVO/TqL7HQGcC1YCUH4mc0xwJ0esrlE4zeGGK7YE1JA735M1kZ2fz9ttv8/PPPzN69GgaNmzo6hDrHKdnL61bt47HH38cDw8PDh48iMViASA/P5+PPvqo0gMs9Nprr7F69Wree+89vL29SU9PJz09HZPJVGVt1ndpaWmMGTOGKVOmkJOTg+IZREGr2zFHXysSGuEqVXDRpaShNnBu2ErzTkUqaITh2KPIGe1B+dexHJqMfCke/cl70afdXO5EZDk/Cv253ujP9EN/ti+6nBYioREcovg1pKD1QMwR16BJOrZt28ajjz7K119/jaIorg6vTnF6Sfcdd9zB4MGDueOOO2jfvj2rV68mMjKSQ4cO8cQTT/DHH39USaBlTbKaPHkyd911l0P3EAdaOsZms/Htt9+yaNEizGaz/eDJiPZYwtqAmMUvVALV+xS2mK+drqc7fRtK4x9AtjlVT754DfpzvQHQJBsYcgENbN5IqkjQheojmS7hceoP9LnnAGjRogVjxoyhWbNmLo6sZnP09dvp4aeTJ0+WOsTk4+NDTk6Os7dz2OHDh6vs3sI/UlNTefvttzl48CAANt9wTE2uQ/MQ+y0IlUfKjwaLH7g58TfD6o1kDHU6oQHQ3C7907amh6vY0E8Qrobm4Y8x/lYMF4/gnrKNpKQknnzySQYPHsx9992HXl/rprrWKE6/7Q4JCSnaZO3fduzYIea51GKaprFq1SqeeOIJDh48iKYzYGpyHcb4W0VCI1Q6CQldZjun6shZbZ3fp0YQaiJJwhoST36bu7AGRKEoCh9//DEjR44kNTXV1dHVak7/hbj33nt566232LNnD5Ikcf78eVavXs3UqVO5//77qyJGoYqlp6fz4osvMn36dEwmEzbfhuS3vhNrSLxY2SRUGTmjI1J+hENlpYJwdOldwOYNivNniElm0TMj1DyamxemZn0wxtyApjNw8OBBnnjiCVauXEkt3ezf5Sp0TML06dNZvHgxZrMZADc3Nx577DGee+65yo6vUok5NSX99ttvvPPOO+Tm5qJJOsyNO2INayWSGaFaaLIFW+RqNN+TZZaR8qLQnx6IpHoAYGu0DjVorxONgOHo40gWsZeSUHNJ5jw8Tv6GPvcsAJ07d2b8+PEEBAS4NrAawtHX7wqf/WQ0Gjl27BiaphEbG4u3d80/tFAkNf+wWq189NFHfPPNN4D9vCZT0x6ongGuDUyol1TPM6gNdqP6nASd2X5UQV4T5Mz2yAWNi5d1v4Ct2Sc4unmvlBeN4dQ9VRC1IFQyTcNw4SDuKduRNIXg4GAmTJhA27ZtXR2Zy1VZUpObm4uiKCWyx+zsbPR6PT4+PhUKuDqIpMbu3LlzvPbaaxw6dAgAS1gbzI07ipVNQq2hBG9FCf/1ygWt3hhOPIhk9av6oAShksgFWXgc34DOdAlZlnniiScYNGhQvT5DytHXb6e/QqNGjeL7778vcf2HH35g1KhRzt5OqGabN29myJAhHDp0CE3nRkGzGzFHdRYJjVCr6C52QXe2N6hlrxSRjCEYTtxfLQmNJlvQJGuVtyPUD6pXIAWtbscaFIuqqsyfP5/x48dX6QrjusLptWN79+5l3LhxJa537tyZDz74oDJiEqqApml89dVXfPjhh2iahuIdjDG2F5q7OIdEqFyabEH1O2LfC0aTkMxBSLnNKn3lki7jGuTsVqgB+1EDDqEVHmhpDEWX2R45P7pS27uc5paJErQLNfCAfcgMwOKHLqsdcmYCklLzh+SFGkxnwNT0BhS/cNyTt7BlyxaGDRvGlClTaNy48ZXr11NOJzUWiwWbreQ+ETabTezuW0PZbDZmzJjBmjVrALCEtMAc1QXk+jsEJ1Q+TWdECf0DNeAA6CzFH7T6oMtsh5zepVJ34ZUUT3QZ1X/2ki30D9SQP0vO63HLQQn7DSVkM/qU/si5cdUal1DH/L30W/EOxvPoL6SmpvL0sGG88frrJCYmujq6Gsnpt04JCQl89dVXJa5/+eWXtG7dulKCEipPbm4uL730UlFCY4rsgjm6m0hohEql6fOwNl1qP8Lg8oQGwJCHEvYHtibf2nf0rcWUkD9RQ0tJaP5NtmGLWo3qc6La4hLqLtWrAQWtbkPxDiY3J4cxY8bw448/ujqsGsnpnprnnnuORx99lKSkJLp16wbY52ns27ePRYsWVXqAQsVlZmby/PPPc/LkSTRZjzG2J0pAlKvDEuoYDQ1b9HJw4JBKzScZpdFP6M/0q4bIKp/mloUS6uBRMJKGLWIdhsNPik0DhaumGbwoaNEPjxO/QtYppkyZQkZGBg888ICrQ6tRnP5Nu+aaa1i2bBnh4eH88MMPbNiwgaioKFavXl1lJ3QLzsvIyGDUqFGcPHkS1eBFQcv+IqERqoTmexzN87zD5dWAg2iGS1cuWAMpQbsdXkoOgCEPze9oVYUj1DeyHlNsL8zh9iXeCxYs4NNPP3VxUDVLhQ6ZaNmyJe+9915lxyJUkosXLzJq1ChSUlJQDd4UtLgVzUMsaRWqhhK027kKkoYStAf9+RuqJJ6KUj3PoPqeBNkCqhtybgyysfiOx2rAAafvqwQcQM4p/UBeQXCaJGGJ7Ag6A+5ndrBo0SJUVWXw4MGujqxGqFBSo6oqycnJZGRklNjKuVOn6p2wJxSXkZHBc889R2pqKqqbNwXxIqERqpbmXfIsOGfr2FcS7UbzSAdJAZs3uuxWSLmxVxy6Ud0voAYcAn0BaDKSMQz5Uisk1c2hWFTfoyihf6J5Xih+PXSzfSXVhWuRc5ujSQrojc49Ufj7RHBBqFyWRu1AknBP3c7ixYsBRGJDBZKa3bt38/zzz5OWllYioZEkqWhDN6H6mc1mXnnllb8TGh97D41Ysi1UIQ0VZMX5irJ9MrGmK8DWeG2pxyTY/I+AxRd9Wl/kvNgSj6se51AabkDzPlPiMSV8E3JWW3Tnb0DSyp4UrwTtRGm4vswhJc3zAraolejO9kHOTAQN54afADQxn0aoGpaGbdGQ8EjdxuLFiwkPD+eWW25xdVgu5XRSM3HiRNq0acP8+fMJCQlBEmcE1QiapvHOO+/8s6le/C0ioRGqnIQMqgFkJzeeU93RdAVYmy4F96yyy7nlYotegT7ltmJDOKr3afvk5LLa1VlQg7ejeVxAn/x/SFrJP3Wq96lyE5oiEigN1yOZg8AS5NCE6GLVzQ2cKi8IzrA2TEBSLLif3cO0994jIiKChIQEV4flMk6/hUhOTmb06NHExsbi5+eHr69vsQ/BNT777DPWr1+PJkkYm/URQ05CtZFzmzpfJycWW8S68hOaQpJm780x2HdT1XT52KJWOpRIaT6nUcI3lvqYEvKX470ukr28LrOdgxX+IWcmOl1HEJxhieiANbAJNquVV199lbNnz7o6JJdxOqlp27YtycnJVRGLUEG7du0qWk5vjr4Wxa+hiyMS6hM5o71zFVQdUl40mu8xJxqxoQTaT+ZWg/b+s4OvI80F7kPTFZ8Lo7llonk793dM805Gyo8AxbG5OgBSQTiysZFT7QiC0yQJU8z1KF4NyM7O5rXXXit1k9z6wOmk5qGHHmLq1KksX76c/fv3k5SUVOxDqF5Go5F3330XAEtIPNYQscpCqF5yQSRSbozj5TOuQfU/6vTcFDVwLyo2lMA9TgZoQw3YX/xeXmecnxsjgeaZjj7ldlAd2LzS6o0+5TYnGxGECtIZMDa/EU3nRlJSEt98842rI3IJp+fUjBgxAoDx48cXXZMkCU3TxERhF/jvf/9LWloaqps35kix8kxwDX3K7diiv0XzTi23nJyVgO78Dfb5MM4y5IPHRXBzfjWR5nUWMv4dSAUPn5RsyHkx6JP/gy3iR3Arfb8dqaAh+pQBSNaAirUjCBWguXljiuyM56nfWbRoEd27d69350Q5ndSsX7++KuIQKuDw4cNF2bgp+lrQOd4tLgiVSVLd0J+6GzVot33fmsvmykgFDZEzOqC71OrvK2rFGpJLOYLBASWOZlA8Ktb+3/Xk/CgMR4ag+Z5ACdj/r8M7GyBntUM2iiFgwTVswc2xZZ6AnDTee+893n///Xq1oMfppCYiIuLKhYRq8emnn6KqKtagpigBka4OR6jnJE2PLqMjcsY1aF5n0Ay5SJoM5kBkc2jxsjYftDLuUyZVB5bACi2rlhTPYp/LeTEoqh5kJ+YdqHrkvH+G2SQkpNxY5NySy80FwWUkCVOT6/Det5xdu3axd+9e2rVzfoJ7bVWhzfcAjh07RlpaGlZr8W7cPn36XHVQwpUlJyfzxx/2M2gsjRJdG4wg/IuEhFRQfpe3nN0aNXB/uWVK1MmJQ7b5IuVHofk4t+GffKn4XDNJ8US+FI8a6PgOwfKl+BLJkSDURJq7L9bgZrilH+bLL78USU15UlJSGD58OEeOHCmaSwMUdW+JOTXVo/CkdGtAFKpngGuDEQQnyflRYAoCD8f3fClcGq3LbI/NmaTG4o+UV3Iisy69G6rvcdCbrnwPmwe69G6OtykILmYJb4Mh/TCbN2/m1KlTNGnSxNUhVQunVz+99dZbNG7cmD///BMPDw++//57Pv/8c9q0acNnn31WFTEKlzGZTPz8888AWMPbuDgaQagYfdrNjq0iAuTMtsh/9/5IOc2Q8hw8nFWT0J/thVTKeJVkCUSffBfYrjC/xuaBPvkuJEugY20KQg2gefhjC4wG4Pvvv3dxNNXH6aRm165djBw5kqCgIGRZRpIkOnbsyOjRo3nzzTerIkbhMnv37sVisaAavFF8wlwdjiBUiFzQ2J5UXGHfFzmzHbq0vkWfS8joT99x5cRGldGduQU5t3npD3ulorldQr5wHVJWq5LJjc0D+WJHDMcfKXGwpSDUBrYg+8aY27Ztc3Ek1cfp4SdVVfH29gYgMDCQCxcu0LRpUyIiIjh5suT5LULl27FjBwCKfyOoR7PahbpHzm+C4cgQ1MD99lVThUukVT3ypRbImYmlriSSVHf0p/6DGpCEGrTLvmS7kGJAzm6FnNkB2RxcrJ6GgtqgcIXWZUNfxlDkzHZIxkZIijuSsWGpxysIQm1h82uIBpw6dYqMjAwaNKj7R3Y4/RvbvHlzDh8+TGRkJO3atWPhwoUYDAa++uorIiPFCpzqsHPnTgBsfmKnUqH2kxQvdBc7o7vYGU222E/pVtyveDq3hA5ddmt02a3RDNlo+nzQ9EiWwFJP6NYkC7boFWVPMva8gOp5ATm7JXJqvyu2Lwg1nt4D1asBuoIMduzYwU033eTqiKqc00nN008/jdFo33L8ueee48knn+SBBx4gICCA6dOnV3qAQklpaWkAqF51P+sW6gdNsqIGHEL1Owo6I6gG5PzGyFntkGw+V6wvWQOuuNGdLfJ7h1ZNqQGHwOaJ/pxYySnUfoq3PampL+dBOZ3UXH/99UX/j4yMZO3atWRnZ+Pv71+vNvhxFYvFQn5+PgCqQSwvFWo/JWgnStjvJc5zUnxOo4RuQc5uhS6t71UNBameaWh+jp81pTbYjXaxM5JNHNIr1G6a3j5XLDs727WBVBOn+1fHjRtHXl5esWsBAQEYjUbGjRtXaYEJpcvJ+fukYiSxg7BQ6ykhf6I0Wl/2AZWSihq4334Eg6RUuB01aLdzFSQVJcjJM6YEoQbS9PY3v5culX6kR13jdFKzcuVKzOaSf4BMJhOrVq2qlKCEsplMf++pIevEJGGhVlO9k1HC/nCorOZzGiW09LKapKD6nEAJ2IfifxDNPaNEGdX3uNPxaRWoIwg1jmzfNqFw2khd53B/bl5eHpqmoWka+fn5uLu7Fz2mKAq//vorQUFBVRKk8I+AgAAAJNUGihV0BtcGJAgVpDTY6VR5NXAv2oVri4ahNJ0RJXgbauA+0Bf8c19Ayo9Ed/Gaf5Zzl9UTVA6tAnUEoaaRbPY3woGB9WOfJYeTmo4dOyJJEpIkcfPNN5d4XJKkohO8harj7e2Nh4cHJpMJyWpEE0mNUAtp+lzne0L0RlT/w3+vdsrB2uSrEgdnFt3fOwWbdwryha7oL1wPqgF0zh2GKV1h/xxBqA0kiz3hDw4OvkLJusHhpObTTz9F0zQeeeQRZs2ahb+/f9FjBoOBRo0aERYmNoKrapIk0aBBA86cOYNsyUPx8HN1SILgNM09AySnj7REc7+IJlmxRX9bZkLzb2roFhSbN1JeNJr/UafakvId3LVYEGow2WKfA1sf9qgBJ5Kazp07A7B+/XoaNWokVjq5UFxcHGfOnEGXew5F7FUj1EYVSGjs9RRU/yQ0j4sOV1FCN6NLvRXFmaRGs58xJQi1mqaiyzsP2F836gOnJwofP368aEdbgCVLljBw4ECef/75ejO72tU6deoEgP7SGRdHIggVZL3y3jOlkay+qA12OVdJX4CmMyEVOP4GQL7UAskSiOqejq3hz1ibfo419hOs0V+jBOxHk2xORi4I1U/Ov4ikWPHz8xNJTVnefffdon1SDh8+zOTJk+nRowcpKSlMmTKl0gMUSurYsSNg/4HFJiYzCrWPbA5BMoY6V0mT7cNInuedb9D3BPrkO5FMV55XIOVFIp+7AWv019iaL7bvWeN1Fs3zAprvKZTGP2CNn4cSsN/5OAShGukvpQJwzTXXoNM5dnhsbed0UpOamkpsbCwAP/30E71792b06NFMnDiRX3/9tdIDFEoKDQ0lNjYWCQ3DRcc3FBOEmkTOTHSqvJTTrMIb8GmyGUnxQn/ifuSL14DiXrKQ1Rv5wrXoUgZgi/kGzfdU2TfUm1Aa/4AS5GSvkSBUF00ten3o0qWLi4OpPk4nNQaDoWivlD///JPrrrsOAH9//xKb8glV54477gDA7cIB0FTXBiMIFSBntbnySduFrF7oz/WEUs50ckThWVCS6o7+XG8MSU+jS+mP7tz16M7dgD55IIbDT6K/cJ19M8DLD7ssg9JwPaq74/N7BKG66LNOI1vy8PPzo1evXq4Op9o4ndR06NCByZMnM2fOHPbt20fPnj0B+ymg4eHhlR2fUIa+ffvi5+eHbM5Dn53i6nAEwWkSOvSn70TKjSm/oMUPw6lBSFZ/JJuPQ0NIJdrKa1L8c82A7lIrdBe7orvYBTk3Dgmdfam5nxMTiiUNVfTWCDWQ4fwBAG6//fZi+8rVdU4nNRMmTECv17Nu3TomTpxYtIz7119/LXYulFC1PDw86N+/PwBuabtFb41QK0mqG/rk/0N/8m6knGag/bOqUjKGoUu9BcPRx5DM/yxHlTPbOdeI4o58qQVg331Y0+fZPyh57IIauM/plVlqwEE0yepcTIJQhXQ5aejzzqPT6Rg4cKCrw6lWTg9QN2rUiI8++qjE9fHjx1dKQILj7r33XlavXk1+fgaG9CNYQ1u4OiRBcJqEhJTfBDm/iT3R0FlA1SNpBjRUpMvee8nZbVCCt4ObY6stdRc7oblloTTYhep/CHR/JyA2D+Ts1ugy2yNZ7LutOrNU/J8GLGDIBYvYUV2oAVQV9+QtAAwcOJCQkBAXB1S9HEpq8vLy8PHxKfp/eQrLCVUvICCAxx57jFmzZuF2ZgfWoBjQ159uRqHukdCheqSjBu1G9T0BstWe4ORF25OPvCZIqhuGU/+HNeYrMJT/90jObIsmKSjNPyn5oN6EGrwDtcFOdGf7oMtsj0ZF98+pYD1BqGSGC4fQmbLx9/fn0UcfdXU41c6hpKZTp078/vvvNGjQoOi4hMtpmoYkSRw6dKjSgxTKNnDgQNasWcOpU6dwT9mGOaa7q0MShArRZDO2qFVoPsnFH5BtaH7HsfkdRypoaF+abWmA4fiDKKF/ogYcsic//yKZgpEzrgF9PkrY7+U3LGkojX6xJ09WX+fTGk0Gq7eztQSh0knmPNzT7HO8hgwZgq+vr4sjqn4OJTWffPJJ0bEIn376aZUGJDhHr9fz3HPPMWrUKNwuHkHxj8AWdIWJl4JQw2iSDVv0N2jeaeWX8zqLLeYr9CfuR7L5ok+7Ge1cT1S/o6DPB02HZAxDLoi0nw8VN9/hGJSGG9Cf+g9q8I4rF/4XKScWSfVwqo4gVDpNxePERiTFQsuWLbn11ltdHZFLOJTUFB6RcPn/q9u2bdv4+OOP2b9/P+np6cyZM4cbb7zRZfHUFImJiTzwwAN8/vnneJz6g3zvYDT3+pehC7WX2mDHFROaQprHRZSQzejP9wTsy7R12W1KlFMC9zg3LKSzoHleQMpv5HAsII5TEGoGt7Td6PMu4OXtzauvvlpvNtu7nENJTVJSksM3bNGi6iarFhQUEB8fz1133SVOBL/M4MGD2bVrFwcOHMDz+EYKWvQDuX7+UAu1i4aGErTHqTpq4D60C93L3YxPDTjodCyq/0F0aTdha7rUoVO95cy2yPnRTrcjCJVJl5OGe9puAJ4fPZpGjervmYAOJTV33HEHkiQVzZspT1XOqenRowc9evS46vsoSsmlnLWdJEmMHz+eJ598kry8dDxO/o6p6Q0gDh4VajjN+7TDK5mK6E2ovsfQ5ZTzJkqf73wshnxkcwj6k/dii14OhrLvIWe0Q3dW9BQLriUbs/E8tgGAW265hZ49e9bJ1zhHn5NDSc369euL/n/o0CGmTp3K448/TmJiIgC7d+/mv//9Ly+88ILzkbrAvn37XB1Clbn//vtZuHAhhszjqO4+WBpf4+qQBKFcmiG3YhUNOVe4sQyl7EVTfh1776ZsCsdwZAhqwEHUoN1oHhdAAhQ35EstkDPbI5ucPLtKECqZZDXieeQnJMVCdHQ0PXv2ZPfu3a4Oy6UcSmoiIiKK/v/ss8/yyiuvFOsxadGiBQ0bNmTGjBm1Yo5LQkJCnR1vTExMxM/Pj2nTpuF+dg+auy/WkPpxOqtQ35S/d6hkCnFqbgyAbPpnTw9JM6DLaocuq519qbekVPjsKUGodIoVz6M/I1vyiIiIYPr06UULeuoiRVEc6pBw+jf0yJEjNG7cuMT1xo0bc+xY7ThcUafT1dmkBmDAgAGcP3+ezz77DPdTf6DJemwNmro6LEEo1b93C3au3j+b3Wk6I+gK7D0tVl8kdMhZiSjOJjVlHLIpIYFIaISaQrHheWw9uvyL+Pn5MXXqVIKCxOaPUIGkJjY2lrlz5/L2228XnSdhsViYO3du0endgus99thjZGRksHbtWjxObMIEIrERaiTZ2BDJGIrmecHxShY/yGuC6nsMJWg3ms9J+/AQgM0LOSsBOasNWH2uuEFfIckYgpzv4AGbguAqig3PYz+jzzmLp6cnkydPLrWjob5yOql57bXXeOqpp+jRo0fRSqekpCQkSSr1+ATBNSRJYsyYMWiaxg8//CASG6FGkzPbo0Ssc6J8W5SoVWh+pfQO6wtQQ7aiNtiB7nx3lNA/r7ySyeqN/vQdzgUtCNVNseF59Gf0ufaEZurUqbRu3drVUdUoTic1bdu2Zf369axevZoTJ06gaRr9+vVjwIABeHl5VUWMRfLz8zl9+nTR56mpqRw6dAh/f/96vYStLLIsF03eLkpsNAVbcHMXRyYIxclZCWjep+27A1+BlBuD6nUW/I5f4aY2lLBf0aX1QW2wF83zfOn3y49En3orkrXuzkcQ6gCbGc9j69HnnsPT05N33nmHhIQEV0dV40iaptWaQ0u2bt3Kww8/XOL6nXfeyZQpU65YX1EUdu/eTWJiYp2eU3M5VVWZNm0aa9euBcDcqD2WRoliubdQo2ioKOEbUYN2gVzKqfOahJzdBulSLEqTlY7f2BSE27HHUT3T7PvbGHIACckciJzVFtlcvw78E2ofyZyH59Gf0Rmz6m1C4+jr91XNfOvQoQOrVq0iMjLyam7jsC5dunD48OFqaasukWWZMWPGEBAQwNKlS3FP24VkycccfS3I5a8gEYTqIiGjP9cb7WJn1MC9qL4n0GQzkuqGlNcEXVY7JKsf1uhvnbuxRyaqdzJyfjSyUfToCrWLXJCJ55GfkK0FNGjQgClTptC8uehtL8tVJTW1qJOn3pNlmaFDhxIWFsaMGTNwu3gE2VqAMbYn6NxcHZ4gFJFsPujSr0WXfm2JxzTZZJ8U7CTVP0ns/CvUOrpLZ/A8tgFJtRIdHc3UqVMJDw93dVg1mnibXs8MHDiQN954A3d3d/SXUvE6uAbZmO3qsATBMXqjc+c5/U2rwO7CguAymobb2b32jfVUK+3atWP27NkioXHAVSU1t99+O97e3pUVi1BNrrvuOmbMmEFISAg60yW8Dq5Bn3nK1WEJwpVpFZwLV9F6glDdFCsex/+He+p2JDRuueUW3n33XXx9xSHFjriqpOa1114TG/7UUi1atGD+/PkkJiYiqVY8j2/ALWUbaKVM0BSEmsLqA1bn30jJxrAqCEYQKpdszMbr4BoMWafQ6/WMGjWKl156CTc3MUXAUQ4nNUOGDCE3958zWubNm0dOzj9nr2RlZdGvX7/KjU6oUoGBgUybNo177rkHAPdz+/BM+gHJ7NhmZYJQ3SRk5Ky2zlVSdchZ9WuliFDLaBr6i0fxOrgGnSmb4OBgZsyYwcCBA694iLRQnMNJze+//47F8s8GVgsWLODSpX9O1lUUhZMnnZ/AJ7iWXq9n2LBhTJgwAU9PT/R55/E+sBJ9xglXhyYIpdJltgPF4HB5+VJLJEUMkws1lM2Mx/GNeJ78rWj+zPz588WmehXkcFJz+UonsfKpbunduzcLFy6kZcuWSIoFzxMb8TjxKyhX2IlVEKqZZPNFn3obqFeeJyMVNESX1qcaohIE5+lyzuK9fyWGrJPodDqGDBnC+++/L6Z1XAWx+kkoEhERwaxZs3jkkUeQZRlDxjG8D6xEl3PW1aEJQjFybiz65P8gmYJLL/D3kJP+5D1ImpiPINQwqg23lG14Hf4B2ZpP48aNmTNnDg888EC92hi2Kji8T40kSWJsrx7Q6/U8+uijdOzYkbfeeotz587hdfgHLCHxmBt3Ar14gRBqBjk/CvnYo6heKagBh9D0+UiaDskYhpyVgKRU7bEtglARutxzeJz8Hdlsn5Pav39/hg8fXuXHDNUXDic1mqYxduzYolnYFouFSZMm4enpWfS5UHckJCTw8ccf89FHH7F69Wrc0g+jz07BFH0tSqA4yVioOeSCSOSC6tnVXBAqTLHgnrIdt/QkAIKDgxk1ahTXXXediwOrWxxOau68885in99+++0lytxxxx1XHZBQc3h7ezN69Gh69+7Nu+++y5kzZ/A69gvWoBjMUV3RDJ6uDlGoInrFRte0Q1yfuo8gYw6qJHPGJ5j/RSeyLyRGnBsmCE7QZZ/G49SfyNYCAG677TaefPJJfHx8XBxZ3VOrDrS8WvX1QMvKYDabWbx4McuWLUNVVTSdAXOjDlhDW4rzo+qYDueO8MSetfhZjKU+fsanATM73skZX3EQpCCURzLl4HF6K/pLKYB93uILL7xAYmKiawOrhRx9/RZJjeCUI0eOMG3aNI4cOQKA4hmAOaorip84KLAu6JSWxIgdK5Ep/89CnsGD1697iDTfMibq1lEBpjx6Je+i3YXjeNosmPRu7AuJYUN0ezI9/VwdnlBTKFbczu7B7dx+JE1Fr9dz9913M3jwYNzd3V0dXa0kkppSiKSmciiKwg8//MD8+fOLNmC0BjbBHNkZzV10p9ZWvuYCPvhlDu6qzaHyp31DGN/ziSqOqmaQNJUHD6ynz6md6EvZdVuRJDZFtuOThJtQZPG3pd7SNPSZJ3FP2YZstZ831qlTJ0aMGEFUlJiLeDUcff2+qlO6hfpJp9MxYMAAbrjhBhYtWsTq1avt23pfSsES1gZLwwRx8nct1PP0HocTGoCo3HRaXDxNUnDxP9aSphGTfRYfqxGLbCDZPxSjwaOyw60+msbwnavpmnaozCI6TaP36d0EmPOY3un/0CQxJFvfyHkXcE/djj73HADh4eEMHz6c7t27i5XD1UgkNUKF+fn58dxzzzFgwABmzpzJ3r17cT+7B0P6YSyNErGGxIN411pr9Dq9uwJ1dhUlNV5WE31O7aR38m5CjP/sNm7SGfgzojXrmnaslfNweifvLjeh+bcO549xy4nt/BDbuYqjEmoKyXQJ99QdGLJOAeDm5sYDDzzAoEGDxFCTC4ikRrhqzZo1Y8aMGfz2228sWLCAlJQUPE5vwe38AcyNr8EWKFbL1HQ6VSG0INvpeg3zMgEILsjmpS1f0jA/q0QZD8VK79O76Z66n3ntb2NboxZXG2616ntqh1Plbzy1gx+bdkITP/N1mmQ14pa2G0N6EpKmIUkSN998M4899hihoaGuDq/eEkmNUCkkSeKGG27g2muv5fvvv2fx4sVkZWXheXwjivd+zBHX2CcTiz/0dYoEeFpNvLRlWakJzb+5qTaG71zFFDevEkNWrtIo9yIRuRfRaSqZHr4cCWpc7Ge0WWYqkbnpTt0zrCCb1ukn2R/atLLDFWoCxYLbuQP2ScCqFYCuXbsydOhQmjYV33NXE0mNUKn0ej0DBw6kb9++fPXVV3z55ZeY8i/idWQdNp8wLBEdUPwaujpM4TKKrCPb3ZsAc75T9S56+tE7eTcN8zMdKq/XVO5J2sjr3R+uSJiVpnPaIW4+uZ34zNRi1895B7Ihuj0/N7kGq05Po7yMCt2/YX4m+xEvcHWKYsXt/N/JzN9n4sXHx/PUU0/Rvn17FwcnFBJJjVAlvLy8GDx4MLfffjuff/45a9asgbzz6A//gM03HEuj9iK5qWF+jWzL7cc2O1Xnt8gEHjiw3qk6cVlniLp0ntP+YcWuS5qKr8WIXlXIM3hi0Tt+ErczHt63jptO7Sz1sfD8LO4/uIGOZw/zbpd7kCu4OFQuZYWUUEspVtzOH/w7mTEDEBUVxeDBg+nZsyey2KerRhFJjVClgoKCGDlyJPfddx9Llizh+++/h9xzfyc3DbFEtEfxDXd1mAKwPro9/Y9vQefgC3m6pz9Z7r6EVWAuTuezSUVJTYApl97Ju+l5ejdBpjwAbJLM9obx/BLdodyhKk+rme6p+7j2zAH8zQXYJJlTAeGsj27P4QYl691x5PcyE5p/i8s6w3Pbl7MmtqvTzw0gw9O/QvWEGkSx4nbhEIZz+5Bt9mQmMjKSRx55hF69eoltQWookdQI1SIkJITnnnuO+++//1/JzVn0SWftw1IN26L4NxZzblwow8ufpa368NCBX65Y1iLr+LD9ALxspgq15W2112t/7ijDd67CQ7EWe1yvqXRNO0TXtEP81rgNC9v1K7H/S+9TO7n/4IYSdRvlZ3LtmYOc8A9nRse7yPCyJxheVhMDjm1xOMbWF5P5LrYLFz38CDblOFzvkpsXu0NjHS4v1DA2k71n5vyhop6Zxo0b8/DDD9OnTx+RzNRwot9MqFahoaGMGjWKJUuWcNttt6HX69Hnncfr6M94HViJPuM4iK57l1nXtBOftr4RWzn7rOQZPJjW5R4ON4jCoqvYEJFFZ6B1+ime3b68RFJyuetT9/PEnrXFrt16/C8e27eu3LpNL51jwh+fEWS0JyTXp+y9YluX63NqF/+LTnSqzq9RbbHpxPvF2kYy5+F+eis+e77CPW03kmImIiKCcePGsXjxYm666SaR0NQC4jdPcImwsDCef/55Hn74Yb7++mvWrFmD0ZiF54lNqGd2YglPwBrcDGTxI1rdfmraib8ataBX8m6uT91fdKBlmk8DNkS354/GrTHr7ZsrnvYLxah3w9NmcaqNw4ERDN63rtTdeUtzfep+NkW2Iyk4isY56dx30LF5PA1MuTyxZy3vdB1Eh/PHnIoRIPHCceZ2uJ3254/SLPvsFcsn+4Wyqvm1TrcjuI5szMbt3D70GceR/v55bN68Offffz833HCDSGRqGfGKIbhUSEgIw4YN48EHH2TlypV8++23XLp0CY/kP3E7swtrWEusIS3QavOOtLVQtocvK+KvZ0X89eWWM+vd+L1xG/o6ME+l0EVPP6w6vcMrpgrdmLyTpOAobjy1w6ku5jbpJwnLy8TTanaqPbAPg8lovNN1EM9uX07ri8lllj0SGMH7nf6DSS82XKvxNA1d3nkM5w6gz06mcNA7MTGR+++/n06dOv1/e3caXVV9/3v8ffbZ5+QkkEBIwjxDIDKbhgBGUBnUDEwaGYSyxL90vnW1rtUHrrYuW626+l+3vQ5UbOu62uVttSqVhoCiVpmRMmiQISEMISRkOElIIMMZ74MD+UtFSCDJzkk+r2fs7LPPd7GSnE/2/v2+X3UBDlMKNdIpxMTEsGrVKpYsWUJubi5vvvkmZWVlRJzdj7Pkc7zxo/H2G08gsrfVpcp/eH9ECjPP5LX40c7GUdOYcbZlHXq/KqX0GD08DaQVf9mq1xmERkA03cCjsgDQZHcQtBk8M+NBbqk8zdxT+5lcXojL78VjmHyRMIIPhydzKEFNJju9QACz+iTOc19ir69sPnz77bezfPlyxo8fb2Fx0hYUaqRTcblc3HfffSxYsICPP/6Yt99+m/z8fJwVx3BWHMPXazCefuPVyK8TOdczjpeSF/K/9q3HGfBf89wPh93KlhEp/Gz331r9PmYwwMC6SiL9rXvUBaG+MYfjh3FL1ZlWve5o3NAr5jgdiR/GkfhhQGgLumY8hQlfE86KYzjKDmN464HQOIO7776b7Oxshg8fbm190mYUaqRTMk2Tu+++m3nz5vHFF1/w1ltvsXPnTszzxZjni/FHxuLpNx5f3Eitu+kEDvRP5JkZD7L0yCckXSU4VET2IndUKltGpADgv8EwELjREBEM8q9ht7KwYGeL1/EAfDg8+ZsvqUDT6dkaz+MsO4yjsgDbpWGtsbGxLF68mAULFtC7d29rC5Q2p08D6dRsNhuTJ09m8uTJFBcX884777Bp0yYaG6qJPLWdQPFevPFj8PZNIhgRbXW53VpBn8E8lbaSwbUVpJw7RrSnHo/dQX7sYA72G33FLKTTvfpxa3lhq65f5erJ2eg4PIaJsxXTxAEqo3pR4+rJ1iGTmN3CwZ1nouP5d/+xrXof6QSCAezni3GWHcGsPdt8eNSoUWRnZzNnzhycTqeFBUp7UqiRsDF48GAeffRRHn74YXJycvjHP/4RWndzLg/nuTx8vYfi7XuLHk1ZrDgmgeKYa0/j/tfQKSwo2IVByzv2fjJ0Co0OF3sGJjGz+FCrato6ZBIAr028mz6NtUwpP3HN88uievPfqUsIqFts+PA14qzIx1F+FMMTauJos9mYPn062dnZJCcna/FvN6BQI2EnOjqa5cuXs2TJEnbt2sX69evZt28fjpoiHDVFBFwxePregjcuEUz9RdYZuaN6sXfAWKaVHm3R+Y12Bx9f6hfz4fDkVoWaY7GDm7sX+w07/3vqA2QV7mbuqf30aaz72vvsHDSet5NmURvRo8XvIdYxLlbiLD+C6T6BLRha0xUdHU1mZiYLFy5kwACNY+lObMHgDQ43CUN+v5+DBw8yZcoU9R7oYk6fPs17773H5s2bqa8PLQQMGibeuJF4E5II9Ii3uEL5T1GeBn6x843rTsH22Qz+T8p9HOif2Hxs2eGPySrcc933uOBw8WTaKkqj4772NSMQYEr58a9M6Y5h74CxNDi0JbvT8/swq07grDiG/eL/fP8kJiayePFiZs+ejculNhBdSUs/vxVqpEupr69ny5YtrF+/nlOnTjUf90fF4+2bhLfPCLjBLrjS9qK8jfzX55uYWnrsqo+iSnvE8n8n3suXCcO/9rXso59e8xFWZWQM/536AMUxfdu6bLGI0VCNo/wYDvfx5knZpmly5513snjxYsaNG6dHTF2UQs1VKNR0H8FgkC+++IINGzawdetWvN5QD5Wg3YE3bjTehLEEovpYXKVcFld/nruKDjK0thwz4Od8RA92DBp/3d4v8fU1zD598NJAy4v4DDunYvrx0fBk9g4Y+7V5URKGAj7M6tM4yo9iXihrPjxgwADmz59Peno6sbGxFhYoHUGh5ioUarqnmpoaNm/ezIYNGygpKWk+7u/ZF0/CWHyxI0CzekQ6FVvDeZwVxzDdBc1Tsg3DIC0tjfnz55OSkoKhhdzdhkLNVSjUdG+BQID9+/ezYcMGtm/fTiAQ6lcStDsvrb0ZSyDq62svRKSDBHyYVadwVBy74q5MQkICWVlZZGRkkJBw7Z110jW19PNbf55Kt2EYBikpKaSkpOB2u8nNzSU3N5fS0lKc5Udxlh8Nrb1JGIM3biTYtXNKpCMY9W4cFfk43IXNa2UMw2D69OlkZWWRmpqKaerjSq5Pd2qkW7t892bjxo1s27YNny/U1C1omHj7jAjdvemRoL43Im3N78XhLsRRkX/FHKb+/fuTkZFBenq67spIM92pEWmBr969qamp4YMPPiAnJ4eioiKclQU4Kwvwu3rjTUjEFzeaoCPS6pJFwtfl6diVBZhVJ5tHF5imye23305WVhbJyclaKyM3THdqRP5DMBgkLy+PjRs38sknn9DUFFqkGLTZ8PUehjc+EX+vQaDZPyItYvPW46g8jllZgL3xfPPxIUOGkJWVxT333KM5THJNWih8FQo10loXLlzgo48+Ijc3l2PHjjUfDzh64I0fjTc+kaArxsIKRTqpSzOYHBX5mDVnsF3qJ+RyubjrrrvIyMhgwoQJ6isjLaJQcxUKNXIzCgsLyc3NZcuWLdTW1jYf90UPwJswBl/sME0Mt0BvLjDbPEicrRYfJkcCQ9jtTwL0YWkFW+N5HBUFONwFGN6G5uPjxo0jIyOD2bNnExUVZWGFEo4Uaq5CoUbagsfjYfv27eTm5rJv3z4u/wg1bw2PHxPaGq6/QNvVAJubHzhzmGM/SITtyqndZwLx/D/vnbzlm4XCTQfwezGrT4XuynxlK3avXr245557SE9PZ8SIERYWKOFOoeYqFGqkrZ07d47NmzezadMmysr+55e5P7LPpa3ho8DULKG2NspWwlrXi8Qbddc8L8ebyhOelSjYtINgEONiBY7KfBzuk9gCoa7dhmEwdepU0tPTSUtLw+HQWBK5eQo1V6FQI+3lq1vDt2/f/j9jGWwGvthheOPH4I8ZqLs3baAnDbwZ+Rv6GzUtOn+dJ51XvBntW1Q3YvM2YrqP46jMx95Q03x84MCBpKenc88999C3r+ZtSdvqslu633jjDf785z9TUVFBYmIijz/+OCkpKVaXJd3cV7eG19bW8uGHH7Jx40YKCwtxVJ3EUXWSgLPnpbs3owlG9LS65LA139zT4kAD8KDjE173zqER3TG7YcEg9tqSUKffmiJswVA3bqfTyaxZs8jMzGTy5Mnaii2WC6tQk5ubyzPPPMMTTzxBcnIyf/vb31izZg0bN25k4MCBVpcnAkBMTAz33XcfixcvpqCgoHlx8cWLF4g4ux/n2QP4ew3CGz8GX+8hoKGLrZLt2Naq86NtDaSb/2a9L62dKuq6bE0XcFQW4KjMx/BcbD4+ZswYMjMzmT17NtHR0RZWKHKlsHr89MADDzBu3DiefPLJ5mPp6enMnTuXxx577Lqvv3z7auLEiXr8JB2qqamJrVu3smnTJj7//PPm4wHThS9+dGhxcWRv6woME/G287wf9fNWv+59XzKPN61uh4q6oIAfs6Yo1Om39mzzaqSePXsyd+5c0tPTGT16tKUlSvfj9/vJy8vrOo+fPB4PX375Jd/5zneuOJ6WlsaBAwdada28vLy2LE2kRRISEli1ahUVFRV89tln7N27l7q6OpznDuE8dwhfz354E8bi6zNcW8O/QRRNHfq67sTWeB5nRT5mZQGGr7H5+OjRo5k2bRoTJ07E4XBw4cIFDh48aF2hItcQNr85q6ur8fv9xMVdOUU5Pj6eioqKVl1Ld2rEavPmzcPv97Nnzx42bdrE7t27MS+UYV4oI1i0G2/c6EtTw2OtLrVTqQve2JiKWtQX5aoCPszq06G1MnXnmg/HxcU1b8XWo33pDC7fqbmesAk1l/1n98lgMNjqjpR2u12hRixnt9uZOXMmM2fOpLKykk2bNpGTk0NZWRnO8sM4yw/j79EXT9+x+GJHgD3sflzbXDXRHPIPY4L9dKtet803oZ0qCk9GQ00oyLiPY/hCd7EMwyA1NZX58+czbdo0TcWWsBQ237WxsbHY7XYqKyuvOO52u4mPj7eoKpG2ER8fz7e//W0efPBB9u3bR05ODjt27ICL5USeLCdYtAdv3Ci8CUnd/u7N330zWxVqKgIx/Ms/uR0rChMBf6hBXvnRKxrkJSQkkJmZSUZGhrZiS9gLm1DjdDoZP348O3bsYN68ec3Hd+7cyZw5cyysTKTt2O12UlNTSU1Nxe12s3nzZjZu3EhJSQnO8iM4y4/gi+6PNyHp0liG7nfH8QNfMg+a/2Ks/WyLzl/nzcBH9/t/uszWVIej/FhoB9OltTKGYTBjxgyysrJITU3VnWvpMsIm1ACsXr2an/3sZ0yYMIFbb72VN998k9LSUpYtW2Z1aSJtLi4ujhUrVrB8+XL279/Phg0b2L59O2bdOcy6cwRMV6jvTUJSt+p748HBj5u+z0uulxhtlF7z3LWezO65lTsYwH7+LM7yo9jPn2newRQfH09WVhaZmZkkJCRYWqJIewirUJORkUF1dTVr166lvLycMWPG8MorrzBo0CCrSxNpN19t7FdRUUFOTg45OTm43W4iSr/AWZqHv/dgPH1vwR8zqFt0La4M9uK/Gn7CMsenLDZ3XNGMLxC0scufxF99d7HLf4t1RVrA5m0I9ZUpP4rhudB8PCUlhYULFzJjxgytlZEuLaz61NwsjUmQrsLn87Fjxw7ee+899u/f33w84IrB03cc3vhEsHePmTsGAZKN48TZavFgkh8YzNlg91pnZ9S7cZYdxnSfwBb0AxAdHU16ejoLFixg8ODBFlcocnM0++kqFGqkKyoqKuK9995j8+bNXLwY6voatDvwxo/B0/cWgq4YiyuUdhEMYFYX4Sg/fMV27LFjx7Jo0SJmz55NRIRGQ0jXoFBzFQo10pXV19fz/vvv8+6773LmzBkAgoCv91C8/cbhjx7QLR5NdXm+JhwV+TjLjzQ/YjIMgzvuuIPs7GzGjRvX6jYXIp1dlx1oKSJXFxUVxeLFi1m4cCF79+7lnXfe4bPPPsNRU4Sjpgh/ZCye/hPw9RnZLXdNhTtbU6j7tKOyAFvAB4TmjC1YsIAFCxZoO7YICjUiXY5hGEybNo1p06Zx+vRp1q9fz+bNm2lsqCby5DYCxfvx9B+PN2Fst1l3E86Mi5U4z+VhVp3CRujG+siRI7n//vuZO3euHjGJfIUeP4l0A3V1dfzzn//k7bffpqqqCoCg3YknIQlvv3EEnRoj0KkEg9hrS0Jhprak+fDUqVNZtmwZycnJesQk3YrW1FyFQo10dx6Phy1btvDmm29SVFQEQNBm4I0bjWfARIKuXhZX2M0FA5hVJ3GW5mFvCIVPwzCYM2cOS5cu1XRs6ba0pkZEvsbpdJKZmUl6ejq7du3ir3/9K4cOHcJZmY+jsgBf3EiaBk5RuOlowQCm+wTO0s+xN54HwOVykZWVRXZ2Nv3797e4QJHwoFAj0g0ZhkFaWhppaWnk5eXxxhtvsHv3bhzuQkz3CXx9RuIZOJlAZG+rS+3aggFMdyERJZ9jNNUCocW/2dnZLFq0iJgYbccXaQ2FGpFubuLEiTz77LMcPXqU119/nZ07d+KoKsSsKrwUbqYo3LS1bwgzS5cuZfHixURFaY2TyI1QqBERAJKSkvjNb35Dfn4+r732Gjt27MBRdQKz6gS+uNE0DUruVjOm2kUwiFl9iojifc1hplevXixdupRFixYpzIjcJIUaEbnCmDFjePrppykoKOD1119n27ZtONzHMatO4u17C00DJ4OpbcStZa8tJaJ4L/aLlUAozCxbtoyFCxcqzIi0EYUaEbmqxMREfv3rX3P06FFefvllDh48iLPsEI7KfDwDJuHpNw4M/Qq5HqO+iojifZjnQ12eXS4XS5cuZenSpQozIm1Mv5FE5JqSkpL43e9+x549e1i3bh0nT54kovjfOMqO0DQkJdShWD1TvsbmbcBZ/O9QB2BCi7Pnz5/PqlWriIuLs7o8kS5JoUZErstmszF9+nSmTp3Kli1bePXVVykvLyfyxKf4Ko7RNHQ6gag+VpfZOQQDOMqPEnF2Pza/B4BZs2axZs0ahgwZYnFxIl2bQo2ItJjdbufee+/lrrvu4u9//zt/+ctfoO4c9i/fw9tvHE2DbgW70+oyLWOvKyPi9E7sDdVAaH3So48+yvjx4y2uTKR7UKgRkVaLiIhg5cqVzJs3j5deeomtW7fiLPsSs+oETUNSu90jKZu3gYgze3G4jwMQHR3NI488QlZWlrqXi3QghRoRuWH9+vXjV7/6FZ999hnPP/88xcXFoUdS7kIah6cRdPawusT2FQxiVp0komgXhq8JgMzMTNasWUPv3r2trU2kG1KoEZGblpqayquvvspbb73Fa6+9BueL6XFoPY1Dp+GLG90l79rYvA1EnN6Fo/oUAKNGjeKxxx5j3Lhx1hYm0o0ZVhcgIl2D0+lk5cqV/OlPfyIpKQmb30PkyW24jn+EzVtvdXltyqw6RdSh9TiqT2G323nooYdYt26dAo2IxRRqRKRNDRs2jBdffJE1a9ZgOhw4aorokbcee3WR1aXdPL8X14lPiSz8GMPXyMiRI3n55Zd56KGHME3d+BaxmkKNiLQ50zRZsWIFr6xbx5gxY7D5m4g6/iHOM3shGLC6vBtiNFQTdfifONyFGIbBypUrWbduHYmJiVaXJiKXKNSISLsZOXIka9eu5YEHHgAg4lwekUc3YfOE1+Mo011I1OF/Ym+sIT4+nt///vc88sgjOBwOq0sTka9QqBGRdmWaJj/84Q958skniYqKwrxQRtSX/8BeW2p1adcX8BNxaieRJz7FFvCRnJzMH//4RyZNmmR1ZSJyFQo1ItIh7rjjDl555RVGjRqF4WskMn8zZmWB1WV9M5+HyPwPcFYcxWazsWrVKn77298SGxtrdWUi8g0UakSkwwwePJi1a9cye/ZsbMEgkSe34Sw5CMGg1aVdwdZ0gaijGzHrSomMjOSZZ57h4YcfViM9kU5OoUZEOlRERAQ///nPWb58eejfZ/cTcWoHBDrHAmKj3k3UkRzsDdXExcXx/PPPM336dKvLEpEWUKgRkQ5nGAbf/e53+clPfoJhGDgr83EVfgwBv7V1XSgn6mguhree4cOHs3btWu1uEgkjCjUiYpmFCxfy1FNP4XQ6cdQU4TrxiWV3bIyLlUTlf4DN72XSpEm88MIL9OvXz5JaROTGKNSIiKVuu+02nnrqqVCjvurTuE5+2uG9bIx6N1HHNmPze5g0aRLPPfcc0dHRHVqDiNw8hRoRsVxqaiq/evJJTNPEUXUS18ltHbZ42GioIfLY+9j8HsaPH8+zzz5LZGRkh7y3iLQthRoR6RRuu+02nnjiCex2Ow53YWhXVDuzeRuJLNiC4WskKSmJ5557jqioqHZ/XxFpHwo1ItJpzJw5k5/+9KcARJQcwKw62X5vFvDjKvwYo6mOgQMH8uyzz9KzZ8/2ez8RaXcKNSLSqWRmZpKdnQ2A6+RWjIvutn+TYJCIot2YdeeIiori6aefpnfv3m3/PiLSoRRqRKTT+d73vsfUqVOxBfxEHv8I/J42vb7pPo6z4hg2m41f/OIXjBgxok2vLyLWUKgRkU7HNE1++ctf0r9/fwzPBVxFe9rs2ramOlyndwOwevVqZsyY0WbXFhFrKdSISKcUHR3N448/js1mw1FZgFl9+uYvGgzgOrkNW8DLhAkTWLFixc1fU0Q6DYUaEem0Jk2axLJlywCIOLUDm7fxpq7nKDuMWXeOyMhIHn/8cc1yEuliFGpEpFNbvXo1I0eOxPA14jy7/4avY/M2EHH2AAA/+MEPGDhwYFuVKCKdhEKNiHRqTqeTH//4xwA4Ko5h1Ffd2HWK92ELeElKSiIzM7MtSxSRTkKhRkQ6vSlTpjBr1ixsBIk4s6fV3YaNi24clfkA/OhHP8Iw9KtPpCvST7aIhIXvf//7OBwOzNpS7HWlrXptxNl92IA5c+YwYcKE9ilQRCynUCMiYWHAgAFkZWUB4Cz9osWvM+qrMM8XYxgGq1evbq/yRKQTUKgRkbCxZMkSDMPArC3BuFjZotdcDkB33HEHgwcPbs/yRMRiCjUiEjYGDBjAnDlzAHCey7vu+bamC83zox588MF2rU1ErKdQIyJhZcmSJQChZny+pmue66gswEaQW2+9lcTExI4oT0QsFDah5g9/+APLli1j8uTJpKSkWF2OiFgkMTGRxMREbMEADnfhN58YDOJwFwCQkZHRQdWJiJXCJtR4vV7uvfdeli9fbnUpImKx9PR0IHQn5pvY685hNF2gR48ezJw5s6NKExELmVYX0FKXm2+9++67N30tv99/09cQEevceeedvPTSS1DvxtZYS9AV87VzLq+lmTVrFg6HQz/3ImGspT+/YRNq2lJe3vUXGIpI5zZixAiOHz+OWVOEt/9/9J4JBjFrzgAwaNAgDh482PEFikiH65ahZuLEiRpkJxLm7r77bo4fP47DXUjQEXXF12zeBgzvRVwuF/fffz9Op9OiKkWkLfj9/hbdkLA01Lzwwgu8+OKL1zzn7bffZuLEiW36vna7XaFGJMylpaWxdu1a7PVuIk98ctVzvvWtbxEZGdmxhYmIZSwNNStWrLjurgQ1yxKRqxk0aBAPP/wwBw4cuOrXIyIieOihhzq2KBGxlKWhpk+fPvTp08fKEkQkjK1atYpVq1ZZXYaIdBJhs6ampKSE8+fPU1JSgt/v58iRIwAMHTqUHj16WFydiIiIWC1sQs3zzz/P+vXrm/+9aNEiAF5//XWmTZtmUVUiIiLSWdiCwWDQ6iI6it/v5+DBg0yZMkULhUVERMJESz+/w6ajsIiIiMi1KNSIiIhIl6BQIyIiIl2CQo2IiIh0CQo1IiIi0iUo1IiIiEiXoFAjIiIiXYJCjYiIiHQJCjUiIiLSJSjUiIiISJcQNrOf2sLliRB+v9/iSkRERKSlLn9uX2+yU7cKNYFAAIC8vDyLKxEREZHWuvw5/k261UDLQCCAz+fDMAxsNpvV5YiIiEgLBINBAoEApmliGN+8cqZbhRoRERHpurRQWERERLoEhRoRERHpEhRqREREpEtQqBEREZEuQaFGREREugSFGhEREekSFGpERESkS/j/70WEP/3krtwAAAAASUVORK5CYII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" ] diff --git a/package/src/scperturb/etest.py b/package/src/scperturb/etest.py index 776e264..aa99f45 100644 --- a/package/src/scperturb/etest.py +++ b/package/src/scperturb/etest.py @@ -125,17 +125,15 @@ def etest(adata, obs_key='perturbation', obsm_key='X_pca', dist='sqeuclidean', # Evaluate test (hypothesis vs null hypothesis) # count times shuffling resulted in larger e-distance - results = pd.concat([r['edist'] - df['edist'] for r in res], axis=1) > 0 - n_failure = np.min(np.sum(results, axis=1), 1) - pvalues = n_failure / runs + results = np.array(pd.concat([r['edist'] - df['edist'] for r in res], axis=1) > 0, dtype=int) + n_failures = pd.Series(np.clip(np.sum(results, axis=1), 1, np.inf), index=df.index) + pvalues = n_failures / runs # Apply multiple testing correction - significant_adj, pvalue_adj, _, _ = multipletests(pvalues, alpha=alpha, method=correction_method) + significant_adj, pvalue_adj, _, _ = multipletests(pvalues.values, alpha=alpha, method=correction_method) # Aggregate results - tab = pd.concat([df['edist'], pvalues], axis=1) - tab.columns = ['edist', 'pvalue'] - tab['significant'] = tab.pvalue < alpha - tab['pvalue_adj'] = pvalue_adj - tab['significant_adj'] = significant_adj + tab = pd.DataFrame({'edist': df['edist'], 'pvalue': pvalues, + 'significant': pvalues < alpha, 'pvalue_adj': pvalue_adj, + 'significant_adj': significant_adj}, index=df.index) return tab \ No newline at end of file