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- - - - - - - - + + + + + + + + + @@ -14700,281 +14742,290 @@ L 1262.52 51.84 z " style="fill: #ffffff"/> - - +" style="stroke: #262626; stroke-width: 0.8"/> - + - + - - - - - + + + - + - + - - - - + + + - + - + - - - - + + + - + - + - - - - + + + - + - + - - - - + + + - + - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + +" style="fill: none; stroke: #cccccc; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/> - + - + - + diff --git a/assets/transition_comparisons.csv b/assets/transition_comparisons.csv index e666881..94751cb 100644 --- a/assets/transition_comparisons.csv +++ b/assets/transition_comparisons.csv @@ -1,3 +1,3 @@ category,l2,kl_mf,kl_fm,jsd,permutation_p_value -names,0.3189041485139616,0.04320097944655348,0.0215380760498496,0.03236952774820154,0.978 -surnames,1.2770018925640299,0.2936188220992242,0.23989460296618093,0.26675671253270256,0.001 +names,0.3189041485139616,0.04320097944655348,0.0215380760498496,0.03236952774820154,0.977 +surnames,1.2770018925640299,0.2936188220992242,0.23989460296618093,0.26675671253270256,0.002 diff --git a/assets/transition_difference.png b/assets/transition_difference.png index 9fe4760..9bbf04a 100644 Binary files a/assets/transition_difference.png and b/assets/transition_difference.png differ diff --git a/src/notebooks/eda.ipynb b/src/notebooks/eda.ipynb index ec4bec7..d9826e0 100644 --- a/src/notebooks/eda.ipynb +++ b/src/notebooks/eda.ipynb @@ -2,10 +2,13 @@ "cells": [ { "cell_type": "code", - "execution_count": null, "id": "9a8891ca", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-10-18T14:28:14.394305Z", + "start_time": "2025-10-18T14:28:13.278154Z" + } + }, "source": [ "import pandas as pd\n", "import geopandas as gpd\n", @@ -13,61 +16,85 @@ "import seaborn as sns\n", "import sys\n", "import os" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": null, "id": "c93a55c8", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T12:36:58.113064Z", - "start_time": "2025-09-21T12:36:58.109448Z" + "end_time": "2025-10-18T14:28:14.664473Z", + "start_time": "2025-10-18T14:28:14.414402Z" } }, - "outputs": [], "source": [ "sys.path.append(os.path.abspath(\"..\"))\n", "\n", "from ners.core.config import setup_config\n", "from ners.core.utils.data_loader import DataLoader\n", "from ners.core.config.pipeline_config import PipelineConfig" - ] + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "code", - "execution_count": null, "id": "c0b00261", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T12:37:00.293137Z", - "start_time": "2025-09-21T12:37:00.288721Z" + "end_time": "2025-10-18T14:28:14.679490Z", + "start_time": "2025-10-18T14:28:14.670382Z" } }, - "outputs": [], "source": [ "config = setup_config()\n", "loader = DataLoader(config)" - ] + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:Config file not found: config/pipeline.development.yaml. Using defaults.\n", + "2025-10-18 16:28:14,674 - root - INFO - Ensured all required directories exist\n", + "2025-10-18 16:28:14,675 - root - INFO - Loaded configuration: drc_names_pipeline v1.0.0\n", + "2025-10-18 16:28:14,676 - root - INFO - Environment: development\n", + "2025-10-18 16:28:14,677 - root - INFO - Config file: config/pipeline.development.yaml\n" + ] + } + ], + "execution_count": 3 }, { "cell_type": "code", - "execution_count": null, "id": "b38394ce38864379", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T13:08:32.554903Z", - "start_time": "2025-09-21T13:07:48.219021Z" + "end_time": "2025-10-18T14:28:43.291103Z", + "start_time": "2025-10-18T14:28:14.874794Z" } }, - "outputs": [], "source": [ "gdf = gpd.read_file(\"../../assets/osm/provinces.shp\")\n", "gdf_proj = gdf.to_crs(epsg=32732)\n", "gdf[\"centroid\"] = gdf_proj.geometry.centroid.to_crs(gdf.crs)\n", "\n", "df = loader.load_csv_complete(config.paths.data_dir / \"names_featured.csv\")" - ] + ], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-18 16:28:16,113 - root - INFO - Reading /Users/bernard-ng/dev/community/analysis/drc-ners-nlp/data/dataset/names_featured.csv with encoding: utf-8\n", + "2025-10-18 16:28:41,948 - root - INFO - Successfully read /Users/bernard-ng/dev/community/analysis/drc-ners-nlp/data/dataset/names_featured.csv with encoding: utf-8\n", + "2025-10-18 16:28:41,949 - root - INFO - Concatenating 65 optimized chunks\n" + ] + } + ], + "execution_count": 4 }, { "cell_type": "markdown", @@ -79,15 +106,13 @@ }, { "cell_type": "code", - "execution_count": null, "id": "dac785a7-1a32-4a1b-b35d-d8b85df60589", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T13:09:18.404103Z", - "start_time": "2025-09-21T13:09:11.722493Z" + "end_time": "2025-10-18T14:28:48.196942Z", + "start_time": "2025-10-18T14:28:43.397670Z" } }, - "outputs": [], "source": [ "import unicodedata\n", "\n", @@ -116,34 +141,213 @@ "counts.columns = [\"province\", \"count\"]\n", "\n", "gdf = gdf.merge(counts, left_on=\"province\", right_on=\"province\", how=\"left\")" - ] + ], + "outputs": [], + "execution_count": 5 }, { "cell_type": "code", - "execution_count": null, "id": "c3f83d00-0606-44ea-a704-fc54d69263b4", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T13:09:31.958721Z", - "start_time": "2025-09-21T13:09:31.853694Z" + "end_time": "2025-10-18T14:28:48.415936Z", + "start_time": "2025-10-18T14:28:48.236571Z" } }, - "outputs": [], "source": [ "gdf.head(12)" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + " full_id name \\\n", + "0 r5646651 Kinshasa \n", + "1 r193090 Bas-Congo \n", + "2 r5642699 Sud-Kivu \n", + "3 r5642698 Nord-Kivu \n", + "4 r5642697 Maniema \n", + "5 r193087 Kasaï-Occidental \n", + "6 r193088 Kasaï-Oriental \n", + "7 r3652052 Équateur \n", + "8 r3652285 Orientale \n", + "9 r3652335 Bandundu \n", + "10 r3652419 Katanga \n", + "\n", + " geometry \\\n", + "0 POLYGON ((16.03321 -4.98926, 16.02639 -4.98868... \n", + "1 POLYGON ((15.64766 -4.91155, 15.6477 -4.91174,... \n", + "2 POLYGON ((29.24225 -1.69991, 29.24228 -1.69991... \n", + "3 POLYGON ((29.39797 0.81304, 29.39806 0.81285, ... \n", + "4 POLYGON ((28.19331 -4.15135, 28.19369 -4.15152... \n", + "5 POLYGON ((23.28516 -6.91736, 23.286 -6.91859, ... \n", + "6 POLYGON ((23.28042 -7.98622, 23.28018 -7.98616... \n", + "7 POLYGON ((23.31621 -0.24045, 23.31099 -0.24055... \n", + "8 POLYGON ((23.08876 -0.40575, 23.08401 -0.40572... \n", + "9 POLYGON ((20.35736 -2.19989, 20.36211 -2.20019... \n", + "10 POLYGON ((23.1898 -7.76858, 23.18972 -7.77019,... \n", + "\n", + " centroid province count \n", + "0 POINT (15.89714 -4.45276) KINSHASA 1140620 \n", + "1 POINT (14.28812 -5.2961) BAS-CONGO 295155 \n", + "2 POINT (28.26546 -3.22633) SUD-KIVU 346152 \n", + "3 POINT (28.70741 -0.60502) NORD-KIVU 394999 \n", + "4 POINT (26.39038 -3.06735) MANIEMA 127813 \n", + "5 POINT (21.62853 -5.4419) KASAI-OCCIDENTAL 367626 \n", + "6 POINT (23.94445 -4.54154) KASAI-ORIENTAL 434497 \n", + "7 POINT (20.63056 1.02935) EQUATEUR 356404 \n", + "8 POINT (26.42917 2.12421) ORIENTALE 322756 \n", + "9 POINT (18.35771 -4.37828) BANDUNDU 809949 \n", + "10 POINT (26.4593 -8.73955) KATANGA 836220 " + ], + "text/html": [ + "
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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 7 }, { "cell_type": "markdown", @@ -174,34 +394,46 @@ }, { "cell_type": "code", - "execution_count": null, "id": "27f6bcd2-f1de-419a-8d56-e29064934e2f", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T13:20:10.306851Z", - "start_time": "2025-09-21T13:20:09.539341Z" + "end_time": "2025-10-18T14:28:49.861205Z", + "start_time": "2025-10-18T14:28:49.160099Z" } }, - "outputs": [], "source": [ "provinces = df[\"province\"].value_counts()\n", "plt.figure(figsize=(7, 7))\n", "plt.pie(provinces, labels=provinces.index, autopct=\"%1.1f%%\", startangle=140)\n", "plt.axis(\"equal\")\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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gzJgxjB07FrPZzPz589m/fz8vv/yySMoFQWUiMRcEQRBqlFq1ahXbgahVq1aEhIQU2bb02LFjAPj7+wO5CXpRm4Klp6cXWLS5fv16gAIbksmyTEREBLGxsdSrV69Ucfv4+Nyyc1Jp44HchaR51/roo48YP348EyZMYO3atYXGCoJQecTiT0EQBEG44aGHHmLFihXExsYCEBYWxvDhw9m1axc///wz/fr1y+/t7+fnx4kTJwpd4+TJk/nJe0ZGBrt37+bZZ58t0DlpwYIFAGXqwFSS0sRTFEmS+PDDD0lNTeWbb74pt3gEQSg7kZgLgiAINUp6enqRHYiysrJ45JFH6NKlC+PGjWPLli24urrSuXNnnn32WUJCQnjjjTfyr3P//fcTGRnJxx9/TGRkJJGRkSxYsIDFixfzxBNPALBlyxZsNhvjxo0r0DWpS5cu9O7dm1WrVpU67tTU1CLjNplMpY6nOPXr12fChAn8+eefnD179jZeVUEQyoNY/CkIgiDUGLfa+XPKlClMmjQJq9XKb7/9lr/zp4eHB7179yY2NpaYmBg+/fRTOnbsCORuRvbtt99y6tQpLBYLzZo147nnnmPQoEEAPP300+j1embNmlXofjt27OC5557jzz//pEOHDsCtF38W58svv2TUqFGligeKXyRqNpsZNmwY3t7eLF68uIRXUhCEiiASc0EQBEEoBUVR2LhxI02aNLnl1BBBEITbJRJzQRCE26QoMoqSt3Ns3o9SKf+/kiTd+HPe/998rnLjHKXA/xc8V1voPEEQBKH6El1ZBEEQyEuyrUiSFkkqvPOhosjYbJlYrelYrGlYLMlYLSlYrGnINhOyYkZRrCiyBVmxFPFfKwoKkqTJvQcaJEmHJGnRaPRoNHokjSMajR6txhGtzohO54bewQOdzgOdzohOZ0CrdS4iNgVFsQLcuKZI5gVBEKoikZgLglDt5SWueUnxP8dtmM2JmEzXyMm5iskUR47pGibTNcymeCzWFKzWNCyWNGy2TP6paKtHkrRotUYcHNzQ6dzR62vj6Ohz06Muzk4N0Ovr4ODgVuBcWbYUeg0EQRAE+yGmsgiCUG1YZAVJAt2NirGiKJhMsWRlXSAz6wLZWZfJzrmKKS/5NicChTdkqS40Gj16fR0cHX1wdmqIs0sTXFzuwtW1BS7OjdBqc7eD/+eNixZJEs26BEEQ1CISc0EQqhxZUbApCg6a3CQyxyYTnpXD2YwczmflEJFlYmz9WvRyk9i7p4O6wdoxvb42Li534eycm7C7uNyFwdAKZ6eGSJLmpoRdTI8RBEGoDGIqiyAIds2mKCj8UwVPtlg5mZ7F6fRsQjKyCUnP5mK2qVDdu43BiT6edSo93qrEbE7AbE4gJeVwgeMajROuri0wGlrjU3cknh7dsFgsODg4AGCz2dBoNCJZFwRBKGciMRcEwa5YZDm/Ep5ssXIgJYMT6VmEpmdzOiOb62Zrqa4TmWXCQaPF0bEeJlNsRYZc7chyDunpp0lPP43R6I/REMinn35BrVq1qFevHvXq1aNhw4bUr18fnU6HLOe+LdJoxDQYQRCEOyESc0EQVKMoClYFHDS5ldfIrBz2p2RwODWTQ6mZXMo23/a1L2Tl7obo6dmNa9dKv7uiUJDR2I6MjGwURSEhIYGEhAROnz4NgFarpV69ejRq1IjGjRvTuHFjnJycUBQFWZbRasUiU0EQhLIQibkgCJXKIis4aCSsssLx9Kz8RPxIaiYpVlvJFyilC9m5ibmbW3uRmN82DQaDHxERl4t81mazER0dTXR0NPv370eSJGrVqkXjxo1p1KgRTZo0wd3dXSTqgiAIpSQSc0EQKpRVVtBKIEkSF7NMbE1MY1dyOvtTMsiyVVxHlAybTKLZisG1+K3MhVtzcWmMVuvEpUuXSjX+5qr60aNHATAajTRt2pTmzZvTokULnJyckGUZSSq86ZIgCEJNJxJzQRDKlaIoyIBWkki1WNmZlM7OpHR2JacTY7JUaiwRWTm0d25QqfesToyGNgCEhYXd9jXS09M5efIkJ0+eRJIk6tevT/PmzWnZsiX169dHkiRsNpuopguCICASc0EQyoFNUZAAjSRxJjOH9fEpbEtM41R6tqpb8oRn5dDBUEvFCKo2g9Efm81McnJyuVxPURSuXr3K1atX2bVrF87OzjRr1iw/UXdxcRFJuiAINZpIzAVBuC1WWUGnkbAqCvuTM9gQn8KmxDRiK7kqfisXskzotCIxv11uxjZk3VhEWxGys7MJCQkhJCQkv5reunVr2rZti4eHh0jSBUGocURiLghCqeUl42ZZZkdSOmuvp7AlMY3Ucly0WZ4is0xoJQmjoQ3pGaFqh1PlGI1tuXo1sVLudXM1fevWrdStW5c2bdrQtm1bPD09xbx0QRBqBJGYC4JwS/KNzYEVYFdyOsuuJbE5Ma1CF26Wl8gb1V4Pjy4iMS8jR70PDg4eREWdVuX+165d49q1a2zbtg0fHx/8/f1p27YttWrVQpZl0TNdEIRqSSTmgiAUoigKNnJ32zyVns3Sa0msuZ5CgqV0m/vYiys5ZmyKgtHYVu1QqhyD0R+Ac+fOqRwJxMXFERcXx44dO/D29qZt27YEBgbi5uYmprsIglCtiMRcEIR8eVNVruSYWXotiRVxyXe0yY/aLIpCTI4Zd9dmaodS5RiN/siylejoaLVDKSA+Pp4dO3awc+dOGjVqRIcOHWjbti0ODg6iki4IQpUnEnNBqOFsioIGyJZlll5L5s/YJI6nZ6kdVrkJzzLR01BP7TCqHKOhDTk5Fbfw804pisLly5e5fPkyGzZsoHXr1nTq1InGjRuLBF0QhCpLJOZVlJ9fwU1TPD09GThwIFOnTsXV1bXAc1FRUQwcOJCRI0fy1VdfFbpWSEgI3377LceOHQPA39+fSZMm0bNnzxLjCA4O5vfffyciIgJXV1d69uzJSy+9RL16BROh9evXM2/ePMLDw3FxcaFz5848//zztGrVKn/M2LFjiY2NZf369Tg6OuYfj46OJigoiG3bttGwYcP848uWLWPp0qVERkaiKAr+/v48/fTTDBgwoMC9r1+/zowZM9ixYwdpaWn4+voyevRonnjiCXS6mvstkFcdP5ORzW9XEwi+nlIl5o2X1fmsHHp5eKodRpXj5taOxMQUtcMoFYvFwqlTpzh16hReXl506NCBjh07YjAYRJIuCEKVIn5aVWEzZsxg79697N69m9mzZ3Pq1Cm+/PLLQuM2bNhAo0aN2Lp1K5mZmQWeu3btGk888QSBgYEsX76cFStW0K1bN5599llOnjx5y/t/9tlnfPbZZzz00EMEBwfz448/Eh8fz+OPP05SUlKBON9++22GDx/O2rVr+fXXX/H09GTMmDEcOHCgwDWjoqKYPXt2iV/7W2+9xaeffsp//vMfVq1axYoVK+jbty9Tpkzhr7/+yh8XGxvLgw8+SHR0NNOnT2f9+vU8//zz/P7770ycOBFZrn6J6K3IioKsKGTbZJZcS2Tw4XMMOhLO4tikapmUQ27LRAeNDo3GSe1QqgydzoiTUz1iYmLUDqXMkpKS2L59O9OmTWPJkiVcvnwZAJvNPjsHCYIg3KzmlgurAXd3d7y9vQHw8fFhwoQJfPDBB3zwwQcFxq1bt47HH3+cH3/8kU2bNjF69Oj85zZv3kzDhg154YUX8o+9+OKLHD16lBUrVtC+ffsi733kyBHmz5/PokWL6Ny5MwCNGzfmxx9/5N5772X+/Pm8/PLLhIaGMnPmTH799Vd69OiRf/6HH36IXq9n6tSpbNq0Kb9C3qBBA+bMmcOoUaNo0qRJkffetWsXK1asYMmSJQQGBuYff/bZZ7FarfkxAHz00Uf4+voyZ86c/AVivr6+dOjQgWHDhrFkyRIee+yxUr3eVVledTw8M4ffriawIi6ZjGqaiP9bZJYJjSTh7t6Z5OS9aodTJRgMrQGIiIhQOZLbJ8sy586d49y5c3h7e9OlSxc6dOiQ/ymZaLsoCII9EhXzasTZ2bnQsYiICMLDw+natSu9e/dm1apVBZ7XaDRcvXo1v6qU54svvmDy5MnF3is4OJh27drlJ+U3xzBr1qz8ZHf58uW0adOmQFKeZ9KkScTFxbFnz578Y6NGjaJly5Z8+OGHxd57+fLl9O3bt0BSnmfcuHHMnz8fgISEBLZv38748eMLdW2oX78+o0ePZunSpcXepzqwyrkV8q2JaYw8dp5+h88xPyaxxiTlABeyb7RMdO+kciRVh9Hgj6LYqnRifrP4+HjWr1/PN998w+bNm0lLSwOocZ+YCYJg/0RiXk0kJSWxcOFCRo4cWeD4unXraNCgAa1atSIoKIjDhw9z9erV/OeHDBmCk5MTQ4cO5amnnmLOnDmEh4fj4+ND7dq1i71fWFgYAQEBRT7n7+9PnTp1gNz568WN8/LyokmTJpw6dSr/mEaj4f333+fAgQNs2LChyPNOnDhBp05FJ1kGgwEvLy8AQkNDURSl2Pt36tSJsLAwzOaq23WkODZFwSTLLIxJoOfBszwZcpFDqZkln1gNXTNZyLHJGG+0/xNKZjS2wWw2V7vpHzk5ORw4cIDp06ezePFiLl26BIhpLoIg2A8xlaUKy6sEK4pCdnY2Hh4evP/++wXGbNiwIX8xZN++fdHr9QQHB/P8888DUKtWLZYvX87MmTPZsmUL+/bt46uvvqJbt25MmzaNWrWK3s48PT0dg8FQYoypqam4ubkV+7y7uzspKSkFjgUEBDBmzBg+++wz+vTpU+ic5ORkPDw88v9sNpvp2rVrgTHr168nNTUVoNj75x1PSUnJfyNRlcmKgkaSSDJb+Sk6ngVXE0i20x05K5MCXMo24evSWO1QqgyjWwBpaRlqh1FhFEUhPDyc8PBwvL296d69Ox06dAAQC0UFQVCV+AlUhX388ccEBwcTHBzMH3/8Qa9evXjkkUdITMzdQvvUqVNcvnyZgQMHAuDq6kqPHj1YvXp1gevUrVuXDz/8kH379rF8+XLGjx/PiRMnePvttwF45plnCAwMzH8AeHh45H8cfCvu7u4kJCQU+/z169cLJNl5Xn75ZWRZ5rvvvivymjff28HBIf91+Omnn8jKykKWZdzd3QGKvf/169fzv5aqzHZjZ84LWSZePnuFDvtD+e5ynEjKb3IuMwed3kftMKoESdLj6nIXsbGxaodSKeLj41mzZg3fffcdhw8fxmq1iikugiCoRlTMqzAfHx8aN86tAjZp0oQ2bdrQtWtXNm7cyOOPP8769esBeOqpp/LPkWUZRVE4evQonTp14ueffyYgIIDu3buj0WgICAggICCABg0a8MUXXwDwySefkJOTU+Debdq0ISQkpMi45s+fT0JCAq+++irt27fn6NGjRY6Lj4/n2rVrRU41cXNz43//+x9Tp04tVA1v164dx48fz/+zJEn5r8PNc8kDAgLQarWEhIRQt27dQvcICQnBz88PvV5fZHz27uZ2h19dvMbmxJLfKNVUkdkmJK232mFUCQZDSyRJx8WLF9UOpVKlpqayceNG9uzZQ7du3ejatStarVZU0AVBqFTiJ041otFocrdSt9mQZZmNGzcyatSo/GpycHAwq1atwmAwEBwcDMCxY8dYuHBhoWu5ubnlz9XOewOQ9wAYMWIEp06dKpR0Z2ZmMn/+/Pw5mw888ADnzp1j69athe4xa9YsateuXeR0FchdCNq5c2c+/fTTAsfHjBnDzp07CQ0NLXROXFxc/v97eXkxcOBAZs6cWWgOaWxsLMuXL+ehhx4q8t72zCrL2GSFqBwTj5yMZNCRcJGUl+BClgm9RoveoeipWcI/DIbWKIpCWFiY2qGoIiMjg61btzJt2jR27dpFTk4OiqKg3PhkShAEoSKJxLwKS01NJT4+nvj4eC5dusSHH36IzWZjwIABHDlyhLi4OMaOHUvLli3zH61bt2bkyJFs3LgRk8nEs88+y+7du3nrrbcICQnJ30Xvq6++4v/+7/+KvXdgYCAPPvggkyZNYvny5Vy5coVDhw4xfvx4NBoN48ePB6BVq1ZMmTKF//73vyxcuJCoqCjOnTvHxx9/zIoVK/j8888LbCb0b++9917+lJM8ffv25ZFHHuH//u//WLhwIRcuXCAyMpKffvqJ8ePH07x58/zpKW+99RapqamMHz+eI0eOEBMTw5YtWxg3bhxdunTh0UcfvfO/iEpik3MTg9CracSkZGPUatmRlK5yVFVDZFZuZxZPz8LdgYSCjEZ/rFYT2dnZaoeiquzsbHbt2sW0adPYsmUL2dnZIjkXBKHCSYr4SVMl/XvnT2dnZ9q2bcsLL7xAt27dePfddzlx4gRr1qwpdG54eDgjRoxg2rRpDBs2jCNHjjBr1ixOnz5NdnY2TZo0Ydy4cTz44IO3jEGWZRYsWMCKFSuIiorCzc0tf+dPH5+C83m3bNnC3LlzOXfuHHq9ni5dujBp0qRCO3926dKFF198scC506ZN46effiq08+fGjRtZvHgxYWFhWCwWmjdvzsiRI3n44YcLJPuJiYnMnDmTbdu2kZSUVOV2/rTJClqNxJmYNL7cFMbOc/GMaFePGY92ZMrZK/x5Lanki9Rw7jot53oHcOXKPM5HfKR2OHatc6cVKEoTpk+frnYodsXBwSG/7ayDg4OY4iIIQoUQibkg2Km8hDziegZfbQpjU+g/03Q0Emx7tR8Go56A/YWn9AiFhfVqi5x+iOMnxqodih3T0K/vaSIjr7B48WK1g7FLzs7O9OrVi27dugEU2iNBEAThToi3/IJgZ/LeK0clZ/Hi4mMM+nZXgaQcQFbg2y3heDs68FBdTzXCrHIis0w4O/uqHYZdc3ZuhFbrVGjDMeEf2dnZbNmyhe+++46TJ0/mr+sRBEEoDyIxFwQ7YpNl0nKsvLnyNEHf7GLtqViK+0xr3akYLiVm8nbT+pUbZBV1LjMHjVj8eUtGYxsAzp49q3Ik9i8tLY01a9bw448/Eh4eDoiNigRBuHMiMRcEO2C1yciywuKDV+jz5Q4WH7qSv9izOHlV8zqODjzoI6rmJbmQbUKrcVI7DLtmNPpjs5lJShLrFkorISGBP//8k19++YWoqCgA0QddEITbJhJzQVCRfKMcfjI6lWEz9vDO6lBSsy2lPn/tyRguJ2bydtN6FRVitRGZZUKn0eDq0kLtUOyW0dCGrBsdbISyuXr1KvPmzWPJkiWkpaWJDi6CINwWkZgLgkpsskJShpnJS45z/6z9nI0te+vD3Kr5eXyc9Nxfx6P8g6xGLuS3TOxawsiay80tIH/nYOH2nDt3jh9++IFt27ZhsVjE9BZBEMpEJOaCUMmsNhmrTebn3ZH0/WoHa07G3NH11p6K4UpSFu82F3PNb+VSjglZUTAa26kdil3S6+vg4OCRPx1DuH1Wq5W9e/eyfPny/K4tSglT0wRBEEAk5oJQafLmjO+PTGTwt7v54q9zZJrvvJpmkxW+3RKOj6Oe+0TVvFgmWeGayYKrazO1Q7FLRqM/AOfPn1c5kupBkiT69u2LzWQl/pdTWBOyq9UOon5+fhw8eLDAsd27d9OmTRtmzJhR4PjBgwfx8/Mrtjf+vn37GDNmDO3bt6dTp04888wzhISEFDl27NixdOjQgYyMjELPDRgwgJUrV94ybrPZzMyZM7nnnnsICAigf//+fPzxx0Wuq0hNTeXzzz9nwIABtG/fniFDhjBv3rxCawhMJhM//PAD99xzD+3atWPgwIF8//335OTk5I+ZMWMGY8f+06p1wIAB+Pn54efnR6tWrQgMDGTMmDHs2bOn0NebN+7fj7yv9Y033uDuu+8u8tOuvL+nvL+D4h5vvPFGgVj9/Pw4cODAbb3Gwp2x/91VBKEakGWFuLQc3l0dwtaz10s+oYzWnIzhlUEtea9ZfVZdTyn361cX4Vk5dHMVnywUxWjwR5atXLlyRe1QqoUOHTpQv359kldFYIpMJW76MQzd6+F2TxPQapC0ktohlquTJ08yZcoUHn300UKbxK1fv55GjRqxZs0apkyZgiT987WHhIQwadIk/ve///HFF19gMplYtGgR48aNY82aNQU2lYuLi+P48ePUqVOHTZs2cf/995cpRqvVyoQJE4iOjua1116jbdu2REVF8cMPP/Dggw+yePHi/M3xkpOTefjhh6lTpw6ffPIJDRs25PTp03z00UdERUXxzjvvALmJ/rhx48jOzmbq1Kk0a9aMyMhIPvnkE86cOcPs2bOLjefNN99k6NChyLJMamoqwcHBTJgwgTlz5tCjxz+7FD/11FM89dRThc43Go35/5+WlsYXX3zBl19+WeS9AgMD2bt3b/6fe/XqxYwZMwgMDATAyemfhfHr1q2jUaNGBAcH071799K8tEI5EhVzQahAVpuMyWpj2tZw+n+9s0KScrhRNd8aTl0nPf8RVfNiRWSZkHQeaodhl4zGNphMYuFneXBycmLwoMFYkrLJPBibe1BWyNgXw7WvDpMdmgBUn+ktFy5c4Nlnn+Xee+/lzTffLPCcxWJh06ZNTJw4kdjYWA4dOlTg+bVr19KzZ08ee+wxGjduTMuWLfnggw/w9vZmw4YNBcZu2LCBli1bMmDAAIKDg8sc56JFizh79iyLFy/mnnvuoUGDBnTr1o25c+fi4eHBJ598kj/2m2++Qa/X8+uvv9K9e3d8fX0ZOnQon3zyCb///jsXL14E4NdffyUqKooFCxbQr18/fH196devHzNmzGDnzp3s27ev2HiMRiPe3t74+PjQsmVL/ve//zFs2DA+++yzAuNcXFzw9vYu9Lg5mW7QoAGrV68u9Prm0ev1Bc4FcHd3z/9zXpIfGhrKlStXmDhxIps3byYzM7PMr7NwZ0RiLggVIG/aypYzcfT/aic/bI/AZK3YFmqrT8QQlZTF+81ERbg4F7JMOGgcEB8WFubm1o7k5FS1w6gW+vXrh6OTI4kLC/eDl9MtJC0OI2HBGeQsS5VPzuPi4njmmWfo2rUrH3/8cYFqOOROU0lPTycoKIj27dsXSqg1Gg3nzp0rMA1DkiTmzp3LQw89VGDsunXruPvuu+nfvz+HDx8mOjq6TLEuW7aM0aNH5yemefR6Pc8++yxbt24lOTkZs9nM+vXreeyxx3B0dCwwtn///sybN48GDRoAsGrVKkaPHo2Hh0eBca1atWLRokV06NChTDE+/PDDhIeHl3mTry5dujBo0CA++OADLJbSd/b6t3Xr1tGqVSvuueceLBYLmzdvvu1rCbdHJOaCUM5sskJSppkn5x5i4u/HiEnNKfmkcrrvd9vOU9dJz0hvj0q5Z1UTkZWDRpLw8Oikdih2Ras14ORUn6tXr6odSpVXp04dunTpgulcMtbY4quNOWcSufbNUbKO5e7qWxUT9PT0dJ555hlSUlL4/PPP8xe63mz9+vV07NgRd3d3goKC+Ouvv8jKysp//oEHHiApKYn+/fszceJEFi5cyJUrV2jQoEGBZPfKlSuEhITQv39/unTpgsFgKFPVPCsri8jISAICAop8vlOnTthstvyKcVZWVpFjJUmiW7du6PV6srOzuXz5crHX7Ny5M66urqWOEaBZs9w1MBEREWU6D+Ctt94iJiaG3377rcznQu6u0xs3bqR///64urrSvXt3Vq1adVvXEm6fSMwFoZzkVclXHY8m6Jud7AyPr/QYVh2/SnRyFh+IDi1FymuZ6OHeWeVI7IvR2BqAyMhIlSOp+oYNG4Zik0lcElbiWCXbSvLy88T/ehpburnKJefvvfceer0eWZaZO3duoedzcnLYtm0bAwcOBGDw4MFkZWUVqMI2a9aMZcuWMXjwYA4fPszHH3/MoEGDmDJlCtnZ2fnj1q1bh4eHB3fffTcODg7069eP1atXlzrW9PR0FEXB3d29yOfd3NwASElJIS0tDSg4h7sopR1XFnnXunkKyU8//URgYGChx7/Vq1eP559/npkzZxITU/ZuX0ePHiU2NrbA39ehQ4fEG/ZKJhJzQSgHVlkmNdvCM/MP89qyU6TlWFWJwyYrfLf1PPWc9AyvXfQvoJrsqsmCWZbzt54XchkNbVAUWXRkuUNt27alcePGpG+LAnPpp66ZzqcQ983R/PnoVSVB9/LyYu7cuUyePJnZs2cTFlbwzciOHTvIzMwkKCgIIH8O+b8r3c2bN+frr7/m77//ZtGiRTzyyCNs2bKFb775Jn/M+vXr6devX35VfvDgwVy5coUjR44UGduwYcPyE9hhw4blJ+Tx8UUXTK5fz13/4+HhkV+pT0299dSu0o4ri7xuMwaDIf/YmDFjCA4OLvQoypNPPomvry8ff/xxme+9fv16GjRogL9/boemoKAgJEkq0xsg4c6JiZaCcAdkWUGjkdhw+hrvrg4hJev25/aVl1XHr/LSwJZ82KIB6xLEnOGbKcCVbDN1XZqoHYpdMRj9sVhMYjOcO6DX67n33nuxpuaQsbNsc58BFLONlNWRZJ2Kx+tBP7Qejkga++7cMnXqVNzd3XniiSdYt24dU6dOZdmyZeh0uanF+vXrAbjnnnvyz5FlmYiICGJjY6lXrx5ffPEFo0aNolWrVuh0Ou6++27uvvtuDAYDO3bsACAsLIyIiAguXLjA2rVrC8QQHBxM586FPwH7+eefsVpzCyQ6nQ4nJydatmxJaGgoo0aNKjQ+JCQErVaLv78/bm5uGI1GQkNDadeu8L4HEydOZOzYsfTo0YMWLVoQGhrKkCFDCo1788036dGjB8OHDy/tS8q5c+cAaNHinx2K3d3dady4canO1+l0vPfeezz++OP5r19p2Gw2/vrrL5KTk/MTc8j9+1q9ejWTJk0q9bWEOyMq5oJwm6w2mfQcK88tOsrkJcftIikHsMoK07eFU99JzzBRNS8kLDMHB72P2mHYFTdjAKmphftCC6XXu3dvXFxcSFpc8hSWWzFfTOPatKNk7MudPmDP1fO86rVWq+WTTz4hPDycn376Ccit/O7evZtnn322QJV3wYIFAPlV2L1797JixYpC13Zzc8PLywvI7cbi5ubGqlWrClxr2LBhbNy4sUC/8DwNGjSgcePGNG7cOH+h5pgxY1i2bBlxcXEFxlqtVmbNmsXAgQPx8vJCp9MxdOhQfv/9d8xmc4Gx27dvZ/v27dSpUweAkSNHsnLlyvxpLXnCwsJYtWpVmae5rFixgjZt2uDr61um827WuXNn7rvvPj766KNSn3PgwAGSkpL4/vvvC7zGb7zxBpcuXeLYsWO3HY9QNqJiLghlpCgKkiSxNyKB15adJCHDXPJJlWzVsau8PLAlHzVvwHpRNS8gMtvE4Fq11A7DbkiSHlfXply8WLiDiFA6tWrVokePHpgvpmG+nH7nF7TKpK6/SE54Ml5jWqFx0tl93/PWrVvz5JNP5ie4Z86cwWazMW7cuEJdUHr37s2qVat47rnnmDRpEq+88gqOjo6MGDECBwcHjh07xpw5c/LbBq5fv54RI0bQqlWrAtd58sknWb9+PVu3bi1VVfqRRx5h165djB07lv/+97+0adOGmJgYfvzxR9LT03nrrbfyx7744os8+OCDPP3007z44ovUrVuXgwcP8tVXXzFu3DiaN28OwLhx41i/fj1jx47llVdeoWnTpoSEhPDFF18wYMAA+vTpU2w86enpxMfHoygKycnJLF++nA0bNhSar5+VlVXkFBxnZ+cCU15u9t///rfIKn5x1q9fT4sWLRg8eHCB440bN2b27NkEBwfTsWNHAMLDw9m9e3eBcQEBAXh6epb6fkLxRGIuCGVgtcnICny4LpRFf5etnVVlssoK07ee58sH2jGktjsbRXKe70KWCb1Wh07ngdWaonY4qjO4tkCSdPl9mYWyGzJkCCiQUER7xDthOp9C3LSjeD7YEudWXuV67Yrw4osvsnnzZqZOnYqbmxt9+vQplJRDboL83HPPceLECYYMGYJer2fu3LksWbIEi8WCn58fn376KUFBQZw4cYLo6GgeeOCBQtdp164dbdq0YdWqVaVKzDUaDTNnzmTevHlMnz6dqKgovLy8GDhwIN98801+hR7A29ubJUuWMGPGDF577TVSUlJo1KgRkydP5pFHHskf5+TkxPz58/nxxx/54IMPSEhIoF69ejzwwAM888wzhdpH3uzTTz/l008/RZIkvLy88Pf3Z968eYWm5sydO7fIxbUPPPBAgd7rN/Py8uKVV17h3XffLfF1MZvNbNmyhRdeeKHQc46OjowePZrly5fnv3H57bffCnV++e233wpsiiTcPkmpLvsDC0IFk2WF8OvpvLD4OBHX7f9jf51GYvf/+qM4ael04Iza4diNzm4urOvUklOnJhGfsEntcFRXr94DtG71OV999VWBNnZC6bRs2ZJHH32UtJ1RpP11qcLu49q9Hh7DmoIEklbMQhWE6kp8dwtCCfLaIP6y5wIjZ+yrEkk55FbNv9t2ngZOeobUdlM7HLtxITu3ZaK7e0eVI7EPRkMbbDaTSMpvQ95cZGuGuUKTcoDMA7HEzTiONTHHruedC4JwZ0RiLgi3YLXJJGeaeWzO33y2MQyzrWJ37yxvK49FE5uazUfNG6gdit1IsthIs9owGPzUDsUuuLkFkJ6eXfJAoZAePXrg7u5O8rLwSrmfNS6LuO+PV7m2ioIglJ5IzAWhGLKicOhiEoO+3cW+iMSST7BDFpvC9zeq5vfUElXzPBeyTDg7N1I7DDsgYTC0Kra3s1A8d3d3+vTpgyU6HdO55Mq7sVUmZXUkCfNDUUw2lCpWLBAE4dZEYi4I/yLfWHbxy+4LjJ17iGQ7aYN4u5YfjSYuzcTHLUTVPE94Zg5afW21w1Cds3NjtFpnLl+234XM9uqee+5BQiJhvjrrN3LOJhE3/RiWa1mici4I1YhIzAXhJlabjNWmMHnJcT7bGJY/v7wqy6uaN3TSM6hW+W0dXZVFZpvQaJzVDkN1RmPuRiL/3rFRuLW77roLf39/sg7HIWeo98bdlmri+qwTZB3N7cstejkIQtUnEnNBuMFqk0nIMHPfzH2sORmjdjjlatnRKK6nm/i0RUO1Q7ELkVk5OGg0ODs3UTsUVRkN/thsZhITq+ZULTVoNBqGDx+ONdtC6upItcMBq0LyivMkrzwPsiKq54JQxYnEvIL5+fnh5+dHTEzhRG/JkiX4+fkxY8aMQs8NGDCA/v37F6qAHDx4ED8/P/78889C57zxxhu88cYbBe598OBBAFauXJkfy78fY8eOLXDtoKCgIr+Wl19+ucA180RFReHn58d///vfEl4N+yUrCkcuJzP0+z2ExqSVfEIVc3PVfKCXqJpHZuV2ZvH06KZyJOoyGtuQfaNLjVA6Xbp0wcvLi9SVEWqHUkDmoWvEzz6FnGkR884FoQoTiXklcHBwYPv27YWOb926tcjNB44fP05OTg6pqamFkuA806ZNIykpqUxx1K1bl7179xZ6/PuNQVxcHOHhBbsMmM1m9uzZU+R1N2zYQKNGjdi6dSuZmZlliklteW985u27xONzDpKUaX+7eJaXZUeiiU838WlLUTW/dCMZdXNrp3Ik6jIaA0hMLNvPkZrMYDAwYMAALNcyyT6doHY4hZij0on77hjmK+liWosgVFEiMa8EnTt3LpSYZ2RkcPz4cfz9/QuNX79+PZ07d6Zr164EBwcXeU1XV1e++uqrMsWh1Wrx9vYu9PDw8Cgx3gMHDuRvQfxv69at4/HHH8fBwYFNm6rOhi1WOXc++StLT/DhujNYq/lHwGabzPfbzuPrpGdADa+aZ8sKcSYLrq5F/5uuCfR6b/R6T6KiotQOpcoYOHAgWq2WhAXlu8NneZIzLMT/cpqMvVcBMe9cEKoakZhXgqCgIA4dOkRGxj8b0+zcuZPOnTvj6upaYKwsy/z111907tyZ/v37s2nTpiI3/njrrbdYtWoVR48erZB4/52Yb9u2jYEDBxYaGxERQXh4OF27dqV3796sWrWq3OOpCFabTFKGmdGz9rPy2FW1w6k0S29UzT8TVXPOZ+Xg5FRzO9UYjW0ACn06JhTN19eXDh06kHMyATk5R+1wbk1WSF1/kcQlYWAT884FoSoRiXklaNmyJT4+PuzevTv/2JYtW4pMdA8ePEh8fDz9+/enf//+5OTksHnz5kLjgoKC6N+/P++//z5Wq7Vc4x0wYACnT58mISH3o1pZltm+fXuR8a5bt44GDRrQqlUrgoKCOHz4MFev2neiK8sKJ6JSGPr9Hk5fTVU7nEpltsl8vz2CRk56+nvW7Kr5+cwcJJ2n2mGoxmBojSxbuXLlitqh2D1Jkhg2bBhWk4Xk5VXnjUz2yXiuzz6JnG0V884FoYoQiXklubkKbTab2bdvX5GLLNetW4efnx++vr54e3vToUOHYqvQb7/9NlFRUcyfP79UMcTExBAYGFjosWbNmgLjGjRogJ+fHzt27ADgxIkTeHh40KRJk0LX3LBhAwMGDACgb9++6PX6YqffqC3vI91FBy/zyC9/k5BRfeeT38rSw1EkZJhrfNU8MtuETqunpv4YNBrbYDKJhZ+l0bFjR+rWrUvauotQxfJbS3QG178/jjUhW1TOBaEKqJm/kVQQFBTEnj17sFqtHDhwgJYtW1KrVq0CY8xmc6FK+uDBgzl48GCRXV0aNGjApEmT+OGHH7h27VqJMdSpU4fg4OBCj7zE+t/xbtu2DchdpFpUtfzUqVNcvnw5/zlXV1d69OjB6tWrS4ylstlkBaus8N/lJ3l3dSgWW839BWW2yczYfp7Gznr61uCq+YUsE1pJwt29vdqhqMLNrR3JyTXrE6Pb4ezszMCBA7EkZJN1OE7tcG6LLdXE9ZknyTmfLOacC4KdE4l5JenUqRMAR48eZevWrQwaNKjQmD179pCamsqsWbPw9/fH39+fL7/8EkVRik12/+///o969erxySeflBiDTqejcePGhR4Gg6HQ2KCgIA4cOEB2djbbtm0rMt7169cD8NRTT+XHu3PnTi5fvlwhc99vl9Umk2W2Mubnv1l2JFrtcOzCn4ejSMww80UNrprntUz0cL9b5Ugqn1ZrwNmpQZFv+IWC+vfvj6PekcSF6uzwWV4Uk43E+aFkHoxVOxRBEG5BJOaVRKfT0bdvX7Zv386OHTuKrEBv2LCBpk2bsnr16vxq9urVq7n77ruLnR7i4ODAe++9x+bNmzl06FC5xevv74+Xlxe///47FouFNm3aFHhelmU2btzIqFGjClTfV61ahcFgsJvpLFabTFKmmftm7ufo5WS1w7EbJqvMjB0RNHbW08ez8BuzmiAqx4xVVjAa26odSqUzGloBEBlpBxvk2LG6dety9913YwpLwhpXeBF+lSNDSnAkKRsuAqJjiyDYI5GYV6KgoCCWLVtGrVq18PX1LfBcdnY227dv54EHHqBly5YFHo899hiXLl3i+PHjRV63a9eujBw5ssRFlzabjfj4+EKPvEWe/zZgwABmzpxZ5Fz4I0eOEBcXx9ixYwvE2rp1a0aOHMnGjRtVn79qtclcScpi1I/7iLieUfIJNcwfh66QmFlzq+YyEJVjwsWlqdqhVDqDsQ2KInP+/Hm1Q7Frw4YNQ7bYSFxyTu1QylXG7ujcji1ip1BBsDsiMa9EvXr1wmq1Flkt3759OxaLhf/85z+Fnhs4cCDe3t63bEX4+uuv4+bmdsv7X7t2jV69ehV69OnTp8jxQUFBZGZmFtuNxc/Pj4CAgELPPfLII6Snp7N169ZbxlORbLJCSEwq983cT2yqnbc2U4nJKvPD9ggaOzvSy8O15BOqoXOZJhwcfdQOo9IZDa2xWEzl3tGpOmnXrh2+vr6kb7kM1iq24rMUsk/GEz8nBMVsE8m5INgRSRGfZQnVjKwo7DoXz8Tfj5JjqX6/UMuTo07D/jcGkKpR6HEwTO1wKt07zeoxvkEt9uzyUzuUStW1y0aysz358ccf1Q7FLjk6OjJ58mT0Fg1xnx9RO5wK5VDPldrPBKBx0iJpRa1OENQmvguFakWxWbgQn8H4BUdEUl4KJqvMDzsiaOLsSM8aWDWPyDLhoNGi1dacr12SHHBxaUpcXNXsMFIZ+vTpg7OzM0m/V68pLEWxxGYSP+skcqbodS4I9kAk5kL1khhJM29XJgfV3K3Wy2rxwSskZ5r50s+35MHVzIUsE5Ik4enZTe1QKo2raws0Gh0XL15UOxS7VLt2bbp37445MhVLVLra4VQKa0I212eewJZqFsm5IKhMJOZC9bHzM6TZPSBsPS/2b8aTPZqoHVGVYLLK/LgjgrucHenuXnMqx/BPy0R3t44qR1J5jMbWKIpCWFjNm7pUGkOHDkWxyST8XrXbI5aVLcXE9VknsCbmoNTgfR4EQW0iMReqh01vwc7PQbYhLX8KLu/jveF+jGxfT+3IqoTfD14hJcvCVzWsap5gsZJps2G40T6wJjAa2mCzmcjMzFQ7FLvTqlUrmjZtSsbuq5BT8yrHcrqF+NknsVzLFAtCBUElIjEXqi5FAUWGtVPgwA//HLeZkZaMgWunmf5QAP38vNWLsYrIq5o3dXGkWw2rml/MMuHs3EjtMCqN0S2AjAzRqejfHBwcGDp0KNZ0E+lbrqgdjmrkLCvxP5/CfCVNJOeCoAKRmAtVkyznJuUrn4Wj8wo/b85EWngfUvIlfh0bSKCve6WHWNX8fvAyqVkWvq5hVfOwzBx0+jpqh1FJJIyGVsTHx6sdiN3p2bMnBoOB5D+q/4LPkigmGwm/hpBzPlkk54JQyURiLlQ9igzIsOwJOL2s+HHZyUjzR6DJvM7SZ7vQzLtmVYLLKsci8+PO3Kp51xpUNb+QbUKjdVE7jErh7NwIrdaFy5cvqx2KXfHw8KBXr15YotIxRaaqHY5dUCwyiQvOkBOWJJJzQahEIjEXqpa8tvsrnoGza0senx6LNH84Oks661/ojo+bY8XGV8X9/veVG1XzmrMbaGSWCQeNBienBmqHUuGMBn8Azp0TVeGb3XvvvUhIJC6sWQs+S2RTSPz9rKicC0IlEom5UHUoCqDAqgkQWvwuqIUkXUCaPwJHLGx9qRduTroKC7Gqy7bYmLkzkmYuTnSpIVXzCzc6s3h6VP+WiUajPzabWUxluUmzZs1o1aoVWX/HImeInVALsSkkLjyD6UKqSM4FoRKIxFyoOiQJ1kyGU0vLfm5cKNKi0Rj0Ette6YOTTvzTL86ivy+Tlm3h65Y1o2oemZ2bmLu5t1c5kopnMLYh+8bXK4BWq2XYsGFYs8ykrhN93YtlVUicHyoWhApCJRDZiVB1rH8Vji+8/fOjDiL98Qi1XR3Y/HIfNOJff5HyqubNXZ3o7Fb9515n2WQSzBZcXVqqHUqFczMGkJiYpHYYdqNr1654enqSsvy82qHYPcUikzA3FMvVDJGcC0IFEqmJUDVsehMOz7nz60RsQ1o5Hl8vZ9a90OvOr1dNLTxwmfRsK9/UkA4t57NMODtX7znmen1t9HovoqOj1Q7FLhiNRvr3748lNpOcM+LNSmkoZhvxv57O7XMuNiEShAohEnPB/u34FA78WH7XC12JtO4V/Ou7s2R81/K7bjWSWzWPoIWLE52M1b9qfj4zB0nnpXYYFcpwY+FneHi4ypHYh0GDBqHRaEhYEKp2KFWKkmMjYc5prAlZKLaatwmTIFQ0kZgL9ktR4O9ZsOuL8r/20d9g6wd0b1abWY/VnO3Yy2Lh35dJz7HyTavqXzWPzDah0zoCktqhVBij0R9ZtnLlSs3dPCdPo0aNaNeuHdnH45FTzGqHU+XIWVbifzmNNdkkknNBKGciMRfskyLDqT9h09SKu8feabDve4YE1OOT/7StuPtUUVlmG7N3RdLSxYmO1bxqfiHLhFaSMBrbqB1KhTEa2mA2m1GUmj0FQaPRMHz4cKw5FlJWirnlt0vOsBD/0ylsGRaRnAtCORKJuWB/ZBuEb4LVz//Tt7yibHkH5dgCHu3qy6uDWlTsvaqgBQcukW6yMq2aV80jb7RM9PCovlOb3NzakZwsNs/p1KkT3t7epK65ACKfvCNyupmEOadRLLJYECoI5UQk5oJ9ka1w5UDurp5y5fQUltZOgbPreKF/M57q2aRS7llVZJpt/HSjat7B6Kx2OBXmSo4Jm6LgVk0r5lqtK87ODYmJiVE7FFW5uLgQFBSENT6b7GPX1Q6nWrDGZ5MwLxQUpcZ/GiMI5UEk5oL9sFnhehgsGQPWSuy1rMhIK56GS3t5Z5gfozrUr7x7VwHz918iw2Tl21aN1A6lwlgVuJpjxsWlmdqhVAiDoRUAERERKkeirgEDBqB3cBA7fJYz86U0kv4Qu8kKQnkQiblgH2QrZCfC7w+AKb3y728zI/3xCMSe4tsH29LPz7vyY7BTmTfmmvu5ONG+GlfNz2XmoHeqp3YYFcJobIOiyJw/X3PnVNevX59OnTqRcyYJa3y22uFUO9mnE0hdd0HtMAShyhOJuaA+WQabGRaOhvRY9eIwZyItGo2UfJFfxwYS6OuuXix2ZsGBy9W+ah6ZZULSuqkdRoUwGlpjsZiwWmvmlvOSJDFs2DBki42kP8PUDqfaytgXQ/qeaDGlRRDugEjMBfVJwNJxEBeidiSQnYw0fwSazDiWPtuF5t6uakdkFzJMVn7afYFWLk60M1TPqnlktgkHjQ6Npvp1oHFza09aWqbaYaimffv2NGjQgLS/LkPNfG9SaVI3XCQ7JEEsBhWE2yQSc0F9G/4L57eoHcU/0q8hzR+BzpzOuhe6U8/NSe2I7ML8/ZfINFv5tnX1rJpfyDKhkSQ8PDqpHUq5kiQHXFyaERcXp3YoqnB0dGTw4MFYkrLJ3F+zF79WCgWS/jyH+Uqa2B1UEG6DSMwF1SiKAiEr4fActUMpLOkC0oIROGJm80s9cXPSqR2R6m6umrc1VL83KxFZOQB4uHdWOZLy5eraHI1Gx4ULNXP+b79+/XByciJx0Vm1Q6k5rAoJ889gTckRPc4FoYxEYi6owirL2Gw2FP+REDhW7XCKFheKtGg0Br3E9lf74KQT3y7z910i22xjejWcax5ntpJtkzEYWqsdSrkyGvxRFIWwsJo3t9rb25uuXbtiOp+CNabmTuVRg5JtJfG3UNHjXBDKSGQaQqWz2mSikrLp/vkOIuKzYNQPMPhjkOzwn2PUIaQlj1DLxYEtL/dBY4chVqZ0k5WfdkfS2tWZNtWwan4p24SLSxO1wyhXRqM/NpuZzMyal5gOGzYMxSaT+LuolqvBmpAtXntBKKManmYIlc0mK+RYZP7vt0PEZ5gZ9O0eNobEonR/HuWRP0BvUDvEwiK3Ia18hoZezqx7oZfa0ahuXjWump/LzEGnr16tMo3GADIyal57QH9/f5o0aUL69mgwi+kUajGdTyF1Q82cRiUIt0Mk5kKlkoDnFh3lUmJW/rGJi44xbct5aB6E8sw2cLfD7d9DVyGtexn/+u788Ww3taNRVbrJyi97LuDv6oy/a/Wqmue2TKxOnXgkjMbWxMfHqx1IpXJwcGDIkCFY00xk7IhSO5wazxKTiWKTkWXxBkkQSiISc6FSfbT+DHsjEgodn7E9gvELj2PzbIoyYTc0vFuF6EpwdB5sfZ9uTWsx6/GOakejqt/2XSTHYmN6NevQEpltQq/RotfXKfU5J05ITJqoK/D45edb/2i9eBGen6QlMfGfY8ePS7zxupY339Ry6pRUYPyXX2iJuo380tnZF63WhStXrpT95Cqsd+/euLq6krRE7EapNtce9an9TACmrEwSoi4j20S/SkG4FZGYC5XCJissOxLFb/suFTtm69nrDP5+P5mSK8r/bYCABysvwNLa+y3s+44hbevxyX1t1Y5GNWk5uVXzNq7OtKpGVfMLNzqzeHp2L/U5sbEQECDz2efW/MdjjxdfGbTZ4PfftSjKP8m3LMPi3zWMvl9m1CiZhQs05O3REhIi4eau4HsbHyQZDf4ANWrhp5eXFz179sRyOR3zxVS1w6m5dBKeD7TAc2Qz4i5FMuu5sQR/8QGm7Gxk2aZ2dIJgt0RiLlQ4q03mdHQKb60qeQOhC/GZdP1sJ1eSzXD/HOj/FkhSiedVqi3vohxbwKNdfHl1cEu1o1HN3L25VfPvqtFc8wvZZgDc3TqU+pxr1yTq1wd3938eLrfYo2jzZgnnf72XyciAzEyJjh0VOnZUyMyUyEjPfW7Deg3Dht3eFACDsQ02m7lGTWW59957QYHEhWfUDqXG0hj11HmuPS4dfTi5dSO/T30J2WolPTGBNd98Su6kRkEQiiISc6FCyYpCtsXGxN+PYS5lP9tMs5W+X+9i57nr0Oe/KA/OBwf72m1SWjsFzq7jhX5NeapnE7XDUUVajpU5ey7Q1uCMn0v1qJqnWW0kW6y4urYo9TnXYiXq+JSuHVxcHOzepWH0/QUrhgYD6PUKUVfgyhVwdFRwNUBoqISb2+1VyyG3I0t2tun2Tq6CWrRoQcuWLcnaF4OcJaZMqEHfyIjPlEB0dV3YOHMaW3/5scDz0WdOs3OBHe5dIQh2QiTmQoXSSBKvLTtJbGpOmc998rfDzNwVCa2Gozy1CYx1KyDC26TISCuehkt7eWeYH//pUF/tiFTx64255t9Vo7nmEVk5ODuXLhNWlNxk++wZifff0/LuO1qCV2mwFpETKgos/l3LsGEybm4Fn9No4D/3yXzzjZbvpmu5/34ZjQY2bNAwbPjtL5hzMwaQlJR82+dXJVqtlqFDh2LNNJO68ZLa4dRILp198J7QDqtkZcHrL3J2z44ixx3fuIaw/buRbWJKiyD8m0jMhQpjkxUW/n2ZTaG3vxX4l3+dY/KfJ5G9/VEm7IF6HcovwDtlMyP98QjEnmLag23p51e92uyVRlq2lTl7LxJgcMbPxVHtcMpFeKYJjUOtUo1NSgKzWUKng6efsTH6fplDhyVWriz8o3X/PgmbDXr2Krq63q+fwtff2PjyKxu9eiucOSNhNCjUqQNzftHw1ptali//Z+55SfQOtdDraxEdHV26E6q47t274+HhQfKy82qHUvNoJDxGNcPrgZYkxkQz+7lxJEbfesHxlp9nkJGUKJJzQfgXkZgLFcJqk7mYkMnH6+58nufak7EM//EAOTp3lKc3Q+uR5RBhOTFnIi0ajZR0gV/HBhLo6652RJVu7t6LmKzVp0PLhWwTWk3p3mTUqgVffW1l7DgZX1/o0EHhwQdk9u2VuLkzXGoqrFmj4dFHbbdcMuHklPsA2LhBw9BhMrt2SthkeO99GxEREieOl25+rsGYu/AzPDy8VOOrMjc3N/r27YvlagamsCS1w6lRNK4OeD8bgGvXepzZs4P5r03Cai75E1JzdjZrvv2sEiIUhKpFJOZCuVMUBVmBiYuOYrKWT9/as7HpdPtiJ7HpVnh4IfR+rVyuWy6yk5EWjESTGcfSZ7vQ3Ls69cEuWWq2hTl7LtLO4ELL26ya644fwv25hws8XH6aVuRY7dlTGD58FbcXx+L67YdI8f98IqONCMPw9mSMrz2Dw55tBc5z+XkauhOHS4wlMsuETqPB1bV0C3tdXQuuT65bT8Fikbh5o82zZyQyMuCrr7S8/JKWjz7UAvDRh1r+2lg40Q47K+HiotCoEURGSrRupaDXg5+fQmRk6RJzo9EfWbZy+fLlUo2vygYPHoxGoyFhgVjwWZkc6rviMyUQh4YGts2dxcYfvinT+XGR59mzeF7FBCcIVZRIzIVyJ0kS768J5fz1jHK9bmq2lZ5f7uTvC4kQ9A7KfT+Dzk6mT6RfQ5o3HJ05jXUvdKeeW/VYDFlav95h1VwbG42lXSfSvvgp/5E1dkKhcVJSAq6zv8bcvR8ZUz9FNrjhOvtr8uZ3OP/5G+beQWQ9MwXnpb8hZaQBoLl6BU3CdaztO5cYS2R+y8SSN5I6c0biv69pMZv/ORYdJeHqqmA0/nOsQ6DCe+/bmPpm7mPS87kf30963kbvPoXnpmzY8E8nFkmT/+Uh2yj1VBajoQ1msxmltCdUUU2aNKFt27ZkH7mOnGYu+QShXDi396bOpA7IDgqL33mVk1s23NZ1jqwP5tKp42JKiyDcIBJzoVxZZZlNIddYfKhiNjRRFBjz89/8tu8iBDyA8uR6cK1dIfcqs+SLSAtG4oiZzS/3xM1Jp3ZElSY128LcvZdob3ChhYu+zOdrrl3FVt8Xxd0j/4FL4U8e9Hu3Y2vUDPOgEcj1fcl+YiKaxHi04Wfyr2PtcDe2VgEozq5o4q8D4LhhJTlD7y9V683L2WZkRcHNGFDi2KZNFRwcYNFCDXHXIDQkd375oMEyspw7hcVqzZ2eUqfOP49aN6aw16qVW3G/2bkwCSdnhUaNc//cuLHCsWMaYmLg9GmJu5qWLtF2c2tHcnL17uOt0WgYNmwY1mwLKasj1A6nZpDAfchd1HqkFakJcfw06UniLtzBa68obPzhG0yZGaK/uSAgEnOhHNlkhcQMM/9bcarC7/XB2jP8b2UISr0OuTuF1vGv8HuWSlwo0qLRGHSw/dU+OOlqzrfYnL0XMFtlprdqXOZztbHRyHXqlTzu4nmsLVr/c0DviM33LnQXc+dRy1610V65iJQYj5SViezphSYmGm38tVJVywHMikKsyYKLS7MSxzo5wQsv2sjIgM8/17JokYZevWQGDVJIToapb+i4cKFsPZtvrpZD7qJQvaPC119padEyt895SbRaV5ycGhAbG1uqe0ZFRbFkyZICj7179xY5duPGjYXGpqSk5F9n1apVrF69mqtXrxY4b/PmzSQlle/877vvvpvatWuTGhwBYrf3Cic566j9VFsMfRpw/tB+fp0yHlPWnX8ympWawrrvv0SSas7PS0EoTs0p6QkVTgJeWHyM1GxLpdxv2ZFozl9L58/xXdA/sw1p2RNwfnOl3PuWog4h/fEotR5dypZX+tD3650FFgJWVylZFubuu8hzfZvRzFlPZHYppxUoCpq4WHRnTuL4VzDIMpZO3TCNeAh0BX9EaVKTsXp4Fjgmu7kjJecmfDn/eQSXuT+AzYrp3vtQPLxwWr6QnCGjy7RRVXhmDt0NpWuBWb8+TJ5S+C+4Vi2YOavoXtq3eu7lVwpWDZ2d4fnny/YPyGBohSRpiIyMLNX4tLQ0GjRowN13351/TKvVFhonyzLp6ekEBQVhvGmujqOjI7Isc+jQITp16oSiKPz999+MHj0aSZKIiYnByckJLy+vMn0dt+Lq6kpQUBCW61lkn0wot+sKRdP5uFD7yTZo3fTsXjSXI+tWlev1r5w+yaHVy+ky8n4kjUjQhZpL/OsXyoWiKHy37TyHL1Vuz+QT0an0/GoXCTmgPPondJtUqfcvVuQ2pJXP0NDTmfUv9FI7mkozZ09u1fy71qWvmktJCUhmE+gcyBr/Ejn3P47+0F6cViwqPNhsRvlXso5Oh2TNfTNoDexK2je/kvb1HEwjH0Jz7SrauBis7TrhtHgOxqmTcP7tB7Dc+k3D+SwTkq7qdtgxGvxRFLnUHVlSU1Nxd3fH2dk5/6HXF56SlJmZiSzL1KpVq8BYjUaDyWTCbDbj6+tLo0aNMJvNmEy5mxuFhITQtm3bcv0aBw4ciFarJVEs+KxwTm1qUeeFDuCiYelHU8s9Kc+zf+ki4i5EiPnmQo0mEnPhjlltMkcvJ/PDDnXmeCZkmOn2+Q5ORKXCvZ+hjPgOtA6qxFJA6CqkdS/Tur47fz5b8kLC6iA5y8Jv+y4SaHShqXPp5portbxJ++ZXsp+YiOzbBGtgF7IffAL93q0U+qjBwQHp37v3WK0o+psWAev1+fPTHdevIGfoaByOH0R75SLpH0xHyslGv3PTLWO6kJWDg8YBjabs8+XtgcHYGovFhMVSuk+v0tLSClTAi5OamoqLi0uR1XRHR0e0Wi3JyckkJSWh0+nQ6/UVUi1v0KABgYGB5JxKxJZY9s3LhFKSwG1gI2qP9SczLZlfXniK6LOhFXY72WZj7fQvsJrNKEoN+JhREIogEnPhjsiKQrbFxuQlx7HJ6nV/sMlw38z9/HnoCgSOQxm7Gpw9Sz6xoh2dB1veo2vTWsx+vKPa0VSKX/ZcwGIrW9VccTUUmGoi122AZLEgZRacvyp7eCGlphQ4pklLyV0s+i+aazG51fIOXdBGnsPW0h/0eqz+7dFFnLtlPJHZJjSShLt7p1J/DfbEzdie9PSsUo1VFIW0tDRiY2NZt24da9eu5cSJE9iKqFqmpaWh0WjYtWsXq1atYuvWrSQmJgK5CzE7dOjA1q1b2b59O4GBgWg0GkJDQ8u1Wi5JEsOHD8dmspC87NZ/j8Ltkxy11BrrjzGoEZdOHefnSU+SlZZS4fdNi49j+2+zxXxzocYS//KFO6KRJF5bdpKYVPuoWr2+8jTvrT2D4tsV5dldUKu52iHBvumwdzr3tq3Hp/eV78f59uifqrkzdzmVXHHWhZ7A+OrTYDblH9NGX0J2NaIYC+5db7urBbrIsH8OmE1ooy5hvatFoes6blxJzpD7chN+SSrYc5Bbv4m8kJUbi7t76RaM2hNJ0uHq2oxr166VanxWVhY2mw2tVkvPnj3p0KEDly9f5sSJE4XGpqWlYTabadasGX379sXd3Z3t27eTeaNpe8uWLbn//vsZPXo0zZs3JzY2FkdHR9zc3Ni7dy+rV6/m2LFjd9TCMTAwkHr16pG24ZJY8FlBdLWcqPNCB5z8PPl7xRJWfPJOpd4/dNc2Lp04Kqa0CDWSSMyF22aTFRYfvMym0LiSB1eiBQcu88icw1hc66E8uxOa9lM7JNj6Hsqx+TzSxZfX7vFTO5oK98uei1htCt+Voq+5tZkfOOhxXvgTmmsx6EKO47RiEabBI0CWcyvkN6avmHv0Qxt5Dse/gtHEROE8fxZyLW9sLdsUuKYmLhZtTBTWDl0AsDVuhu70UTQx0Tgc/Rtr01tvHhRjsmCSZYyG1rccZ49cXZuj0Thw6dKlUo53ZfTo0XTt2hVPT098fX3p2LEjkZGRyP+aStSlSxdGjBhBw4YN8fLyonPnzri6uha4l4ODAw4OuVPJ8uaWh4eHoygKw4YNIz4+nujo6Nv62pycnBg0aBCWxCwyD5bujYdQNo4tPakzORCNuwOrvvyA/csWqxLH5p9nYLNYqn0ffkH4N5GYC7dFlhWSM818uiGs5MEqOHgxib5f7yHFokN5fCV0fkrtkJDWvgRn1/J837t4quddaodToZIyzczbd4mObi4lV82dnMmc/CZSehqGz6bivPAnzL2DMA8eiZSUgNvrE9BG5k5ZUGrXIWvCqzgc2InhszfRZKaTOfG/hTqu5FbL/+nEYuncA1vjZhi+fBvF6Ia53z23DEkht5+5i0vV+3syGHJbh4aFlf5709HREemm19DNzQ2bzYbZXHCRrEajyU+6IXdaiZubG9nZ2YWuee3aNRwdHfHy8iIhIYG6deui0+nw8fEhPj6+rF8WAP3798fR0ZHERWdv63zh1ox9G1L7/9qQnZ3BnCnPcPHEUdViSU9MYMf8Xwr8uxSEmkC0SxRui0Yj8VZwCBmmolu+2YPYtBy6fr6T1ZN60Hr4t+DtB5vevDGVQQWKjLTiGZTHlvHOsF4kZ5lZdfxqyedVUT/vucCTPZswvXUjRh2/9cJgub4vWS+9Xei4UrsOqbP/LHDM2jaQjLaBt7xe9pPPFzyg1ZL9fy9QOH0s3rnMHBp7+pThDPtgNPpjtZpIT08v1fjY2Fj279/PqFGj0N3oeJOcnIxer8fJqeAOttu2baNOnToEBORuvqQoCikpKbRsWfgTiJCQEDp2/GddRV7lU5bl26qC+vj40KVLF3LOJmGNLd38eaF0JAcNng+0xKW9N9FhoSz74C1kWf2f7ae3b6JVzz40bN0WTRELjgWhOhIVc6HMrDaZbWfj2BRq/x8lm60yQ77fy5oTMShdnkV5bDk4upV8YkWxmZH+eBRiT/LNA23p71dHvVgqWFKmmfn7L9HJzYXGpZhrbm8is3KQNAa1wygzN2MAmZmlX/NRu3ZttFothw4dIi0tjZiYGE6cOEHr1q2RZZns7Oz8haANGjTg3LlzREdHk5aWxpEjR7BYLNx1V8FPFq5du4aDg0N+J5ZatWoRFRVFamoqMTEx1K5d9t16hw0bhmy1kfiHfX5KV1VpPR2pM6kDzgG1Obx2JX++97pdJOV5Ns3+DpvNKqa0CDWGSMyFMrPKCu8Eh6gdRplM/uM4n288B036oDy7AzybqBeMORNp0f1ISZHMGduBjo3soHtMBfl59wVscunmmtubC9km9FotOl35tfmrDAaDf5mmijg4ONC/f39ycnLYtGkThw4dolmzZrRu3ZqsrCyCg4NJSMjdwMfPz4/WrVtz9OhRNm7cSGpqKv379y8wvQUo1ImlZcuW6HQ6tmzZQp06dWjUqGz/Htq2bUujRo1I3xoFZrHis7w4NnXH58VANLUdWTv9M3Yvmqt2SIWkxV9n18JfxZQWocaQFPE2VCgDRVH4eP1Zft17Ue1QbkvflrX5dWwgWmsW0pIxcOWAesEYfFDGb8Pm4sO93+8nIj5TvVgq0JtDW/NUryb0OBjGlZxS7gZqBzq6ubChU0tOn36B6/Eb1Q6nVJycfOnZYyfbtm1jz549aodTLvR6PZMnT8bRpiPus8Nqh1NtuPaoj8fwppgyM1j01iukxsWqHVLxJImH3/2M+n6tVZ/S4ufnx/Dhw/nmm28KHF+5ciU//PAD27dvzz92/fp1ZsyYwY4dO0hLS8PX15fRo0fzxBNP5E8bi46OJigoqMC1dDodnp6e3HPPPbz++uv5m335+f3TOECSJFxdXWnXrh0vv/wy7dq1KzbmomJTFIXXX3+d7du3s3DhQlq3bo2fnx8LFixAlmWefPJJNm3aRJMmTQpd75577uGBBx5gyJAhBAUFsW3bNho2bFhgzBtvvAHA559/fquXUyiCqJgLpWa1yYRdS2fe/ktqh3LbdoUnEDR9H+mKE8oT66DDo+oFkxGHNG8EWnMa617oQT03p5LPqYJ+3h2ZWzVvVbWq5v+0TKw6/eeNxtyFn+fOVZ/+3n369MHFxYXkxWIKS7nQSXg+0ALPkc2IuxTJrOfG2ndSDqAo/DV7ut20T1y3bh0HDty6qBMbG8uDDz5IdHQ006dPZ/369Tz//PP8/vvvTJw4sVDHo2XLlrF371727t3Lpk2beOWVV1i6dCk///xzgXEzZsxg79697Nq1i4ULF1KnTh2eeOKJUu/ym+fLL79k8+bN/PTTT7RuXbD7VJcuXfD29mbz5s2Fzjtz5gyXL19m+PDhZbqfUHoiMRdKTSNJ/G/5KVU3EioPlxOz6Pb5Di4kZsN/ZsHADwp19ag0yReR5o/AERObX+6Ju3P1W4+dkGFmwYHL3O3ugq+THezIWkopVhupFiuuhqrT3tJobIPNZub69etqh1IuatWqRffu3TFfTMN8uXSLWYXiaYx66jzXHpeOPpzcupHfp76E/O+ddO1Uatw1di+ep3YYQO5aiw8//LBQ16KbffTRR/j6+jJnzhw6d+6Mr68vQ4cOZdGiRRw5coQlS5YUGO/l5YW3tzfe3t40bNiQ0aNHM2rUKLZu3VpgnLu7O97e3vj4+ODv78/nn3+Ov78/06ZNK3X8v/76KwsXLuSHH36gU6fCm6hptVruvffeIhPzjRs30qlTJ+rVq1fq+wllIxJzoVRsssL8A5c4fTVV7VDKRZZZJmjabjaHXkPpOQVlzGLQu6oTzPUzSAvvw6CD7a/0wUlX/b4tf951AVmG71qVfjdQe3Ah24Szk6/aYZSa0dCGnCo0XagkQ4YMAVkhYaFoj3in9I2M+EwJRFfXhY0zp7H1lx/VDqnMTmxaR8KVS6pXzl966SXi4uL49ddfi3w+ISGB7du3M378eLT/mnpTv359Ro8ezdKlS0u8j16vL3T+v0mSxIMPPsjevXvJySl50XdwcDDTpk3jm2++oVevXsWOGzFiBCEhIcTGFvw05a+//hLV8gpW/TIAodzZZIWkTDPfbC7bR2VVwbMLj/LdtvPQYjDK01vBrYE6gUQfRvrjEbxcHNjySh801ew7Mz7DxIIDl+ji5kIDx6pTNQ/PNKHV11I7jFJzc2tLYmKS2mGUCz8/P5o3b07m3hjIqRpVXXvl0tkH7wntsEpWFrz+Imf37FA7pNuiyDJb58xUfZ65j48PkydPZvbs2URFRRV6PjQ0FEVR8tuK/lunTp0ICwsrtuKuKAoHDx5k7dq13HPPrfdcAGjevDkWi6XETcV2797N22+/zahRo0q8bvv27WnYsGGBqnleon7vvfeWGJNw+6rZr3+hImg1Em8Hn7brnuV3YvrW80z8/QRyrRYoE3ZDA5XmFEduR1rxNA09ndnwYm91YqhAP+26gKzA91WoQ0tEVg5ajbPaYZSKg0Mt9Prat72rpj3R6XQMHToUa4aZtE2X1Q6n6tJIeIxqhtcDLUmMiWb2c+NIjL6idlR35Oq5M5zZs0P1qvnYsWNp3Lgxn3zySaHnUlNzP1l2cyu6NW/e8ZSUlPxjw4cPJzAwkMDAQNq2bctrr73GuHHjePrpp0uMxWg0ApCZWXwDgeTkZKZMmUJgYCDr1q3j4sWSGzgMGzaMLVu25P9548aN9OrVC0/P6ttJzB6IxFy4JatNZuvZODaFxqkdSoX6KzSOe7/fR5bGgPJ/f0Hb+9UJ5Eww0tqXaFXPjT+f7VYht9Dt/wXd0SXFPi8lROCw/Wv0a17HYed0pNR/NkHSXD2FfsN76P/6EE1saIHzHHZOR0opPimMzzCx8O9LdHVzrTJV8wvZJnQaDS4uTdUOpURGY+4CrvPnz6scyZ3r0aMHbkY3kv+sPotYK5vG1QHvZwNw7VqPM3t2MP+1SVjNpe9vb892L5qLTeW58Vqtlvfff5+dO3cWOQ8cyG8z+m95a0A8PDzyj/38888EBwczc+ZMGjVqROfOnXnuuedKnMoCkJGRAYDBYGD27Nn5CX5gYCBHjhwBICsriyeeeILffvuNZs2aMXXq1EILUP9t+PDhHD16lMTERKDwNJa8NqlFNfeTZTm/84xQNiIxF4qlKEqV7Fl+u85fz6TbF7uITrPCA3Oh3xvqBHJsPmx5l65Na/HT4+VbvddEH0cbd4v5upmJOOz/BbleAJYBr6G418fh77kgW0GR0Z1YhjVgJFb/oeiO/QE3fiBrrp1BcXJD8WhY/LWB2Teq5lWlr3nkjc4snh4V8yapPBkN/siytcSPs+2du7s7ffr0wRydjul8itrhVEkO9V3xmRKIQ0MD2+bOYuMP35R8UhWSmZLMvqWLVN90qGPHjtx///188sknZGf/s69wQEAAWq2WkJCif3eGhITg5+eX3wYRcueeN27cmO7du/PTTz+xc+dOvvjii1LFce7cORwcHGjSpAljxowhODg4/5G3n0DdunV56aWX0Ol0fPTRR5w6dYp58+bd8rotWrSgRYsWbN26lVOnTpGUlFSgtaPBkLsBW1G7DKelpeVX8oWyEYm5cEtf/hVGbGr1qLKURnqOld5f7mR3eDz0m4ry4DzQqdDGcN93sPdb7mlbj8/ua1vy+NIwZ6ILWYvsWfxiRm3kXhTPRtha34Ni8MYa8B+QNEjpcWDKRDJnIjdoj9ygA5I5E8y5lRpt2GZsrQaXGEJ8uonfD16mm5sr9fT2X025lG1CVhSMbkXPFbUnRmMbzGaz6snKnbrnnnuQkEhccEbtUKok5/be1JnUAdlBYfG7r3Fyywa1Q6oQxzeuIflajOpTWl577TWysrIKLAT18vJi4MCBzJw5M3/X3DyxsbEsX76chx56qNhrNmrUiBdffJFFixZx8uTJEmNYuXIlAwYMwNHREQ8PDxo3bpz/cHLK/f11c+W9bdu2PPHEE3z33XclTmkZPnw427ZtY+vWrQwYMABn53+m9rm6uuLr68vx48cLnGOz2QgNDcXf37/E2IXCRGIuFMlqkzkbm878AzVzfue4uYf4eVcktB6J8tQmMPhUfhBb30c5Oo8xXXz57z133rJPd3otNt9OKMa6xY7RJERgq3/TRhU6PebBb6G4NwBHVxStHiklGiklCkWrB70rUtxZFEdjidXyPLN2RqIo8H1r++/QkiMrXDdbcHVtrnYoJTIa25GSkqZ2GHekadOm+Pv7k3UoDjnDonY4VYsE7kPuotYjrUhNiOOnSU8SF1n1pzUVR7bZ2Par+gtBPT09ee2117h69WqB42+99RapqamMHz+eI0eOEBMTw5YtWxg3bhxdunTh0UdvvYfGuHHjaNasGR9++GGBKSepqanEx8cTFxdHaGgor776KqGhobz00ktlinvy5MnUrl27xCktw4YN49ChQ2zevJkRI0YUev7xxx/nu+++Y/369URHR3Py5EleeeUV9Ho9gwYNKlNMQi6RmAtF0mk1vLM6pMr3LL8Tn24M46Wlp1DqtMldFFq3+J3VKoq07mU4s4ZJfe/i6V533f514s+jSYzE1urWPyilrETQOqA7OB/9hndx2DMTKe3ajSc1WNsMw2H3DzjsnYk1YBRIGnRhW7C1LrlzQJ7r6SYWHbxMd3dX6laBqnl4pgknR5W69ZSSVuuCs3PDQq3NqhKtVsuwYcOwZptJXROpdjhViuSso/ZTbTH0acD5wwf4dcp4TFkZaodV4a6cPkn4wX2qV80feOABAgMDCxzz8fFh6dKl3HXXXbz22mvce++9TJ8+nTFjxjB79mw0JbTe0ul0vP3224SEhLBixYr84y+++CK9evWiX79+TJgwAYvFwh9//EHTpmVbB+Ps7MwHH3zA8ePHmT9/frHjGjRoQKtWrUhOTqZnz56Fnn/yySd58cUXmTlzJkOHDmXChAlIksTChQvzq/VC2UhKVf/cUyh3VpvMzvB4npl/RO1Q7EKb+kaWT+iKk0ZBWvEUhK2v3AC0epRHl8JdfXh1+WlWHrta8jk3s1lw2PYV1vajUXxa5S/8tHZ6pNBQffBr4OCMtdVglFp3oY3YjSY+HPOgqaBzzB1kycndkEnniBR3Du2FvVjvfhzdsT/QJF3GVr89toCRt9y0ycfNkb3/G8D+tEwePmnfSdinLRrwWD039u6y349l3d060rnzMpYtW0ZoaGjJJ9ih7t27M3jwYJIWh5F9uuhFc0Jhujou1P6/Nmjd9Oz+Yx5H1qxUO6RKZazlzVPf/YTOQV/yYEGoAkTFXChEo5H48i+x/XWe0Jh0un+xk7hMGeXhRdDzpcoNwGZG+uNRiDnO1/e3pb9fnTKdrg3bhOLpi+LTquTBkga5rj9ys94oHg2xdnwIFBlN7E2LmByc8pN0XdhmbK3vQXthL8gy5kFvoEm8gCbm1C1vE5dm4vdDV+hZBarmkVkmdBo9YL9xGo3+KIpc5m257YXBYKB///5YrmWKpLwMnPxrUeeFDuCiYelHU2tcUg6QnhjP3yv/RCmhw4ggVBUiMRcKsNpkVh6LJjyu+n8MWhYpWVZ6fLmDw5eSYdAHKP+ZBdpKrNBYspAW3Y+UFMGvYzvQsVHp+8hqo0+giTmNfs0b6Ne8gSbqKJqoo+jXFNF1xskNxXhT4q/Robh4IWWnFBoqXQ9H0bugeDRESryEXKclaPXI3s2REkvukTt7ZyQKMN3OO7REZpvQShLu7u3VDqVYBqM/FosJi6VqzsseNGgQWq2WBLHgs3QkcBvYiNrj/MlMT+aXF54i+mzV/KSkPBxdu4rM1BSRnAvVgkjMhQIU4Nst1XfB0J2QZXjop79ZeOAytHsY5cl14FKJu0LmpCDNH4mUcY2l4zvT0sdQqtPMvSdhDvov5gGvYh7wKnK9Nsj12mAe8GqhsbJXY6TUmJsOWJEyE1FcvAqN1d3ciUWSyP3XAyjyP/9/C9fSclh88Ao93Q3UseOq+YUbLRM9PLqoHEnx3IztSE/PUjuM2+Lr60v79u3JOZGAnGxSOxy7JzlqqTXWH2NQIy6dOs7Pk54kKy1F7bBUZbWY2fvHAqTqtmWyUCPZ729DodLZZIUFBy5xNSW75ME12DurQwiNSeXT/3SECbuQFj0A8ZU09ScjDmn+cLTPbGXNpO4MmLaHmJLaWf47qc5r/2jwzk2iTRmgdwGNDluzPjjs+QHNhX0odVqiDd8OWgfkugXnV0vx51EcnFButF5UPH3RXj2JUrs5mtgz2PxLt2XzrJ2RPNq1Ed+1asQjpy6U6pzKFp1jxiIrGI1t1A6lSJKkw9W1OVFRVe8NtSRJuQs+cywkryjbNJy9Mcd47+DMAsd61+/E+10nFjj26KbXictKLHT+E61HMa7VCPZcPcr3Jxej1WiY3P4xetTrkD/m+Z2f8FKHsbTwsI9PdXS1nKj1ZBt0Xk78vWIJ+5ctVjsku3Fm13a6jHwAj7r1VO/UIgh3QiTmQj6T1caPO+x7IZ69+ONwFOFxGfzxTGccxm9HWjoWIrZVzs2TLyHNH4HjU5vZ/FJPen21i5Ss29wFLysFx80fY+41CcW7OYpXY6x3P4E2dB3S6dUoHr5Yejz7z8LPG3Rhm7G2HZn/Z1vT3kiJl3DY9T1yww7IDUo37eNaWg5LDl3hkS6NqKPXcd2s7m5+RZGBqBwT3s633xWnIrm4NEWjcSjVFtv2plOnTtStW5ek5eG5L3QZXE6PoXvd9rwSOC7/mF5TeEfZmf3eRlb+ufjuq0eZe3YV9zTqgU2RmXZiIc+3G4OiKHx1bB4rh36LJEkcvHYKLyd3u0nKHVt6UuuxViiSwqovP+DiiaNqh2RXFEVm16K53Pf6u2qHIgh3RHzuIwAgywqzd0WSlGlWO5Qq49iVZHp+uYtEkwblseXQdULl3fz6WaRF9+Gqg20v98FJV/pvZWunR/7pyOLqhem+aSje//Tpluu3xTLoDcyjvsTS90UUt8J9zy29n8+vlgPg4IS1x3jMIz7FGvgQSKWPZ9bOSCRgeiv7SICKci4zB72jCr3sSyGvkh8WVrUWbDs7OzNw4EAs8VlkHYkr8/mX02Np4tYALyf3/IdB71JonIejMf95vdaBhWFrea7tQ/i41CLVlE6aOYO+DTrTt0Fn0swZpJhzdzFcGLaOca1GFrqeGox9G1L7/9qQnZ3BnCnPiKS8GBeOHeLquTOqt08UhDshEnMBRVFIy7EwZ0/Vq7ipLT7DTLfPtnP6ahoM+RJl2DTQVNIHUdFHkJaMwcvFga2v9KGqTq+MTc3hj8NR9PYwUNvBPj/Ei8gyIWntc3tpo8Efq9VU5LbY9mzAgAHoHfQkLjp7W+dfToulYRk3/lp2fjNeTu7c2zi3H7O7oxEnrZ7zKZc5n3IZJ60jbnoDh+JC8HR0U71aLjlo8HqkFe5D7uLquTP8PPFJMpIKT8sR/rF70VwxlUWo0qror3KhvH279TxZZlFluB1WGUb+sI/lR6Og8/+hjF0FTh6Vc/MLO5BWPEUDT2c2vNi7cu5ZAWbuiEACvrPTDi0Xskw4aLTodG5qh1KIm1sAmZklrDOwM/Xq1aNz587knE3CGlf2RauKohCdcY0j10MZt/ktHt88lV9ClmORi58KlWM1serCNh71G4rmxic6WknD+DYP8NLuL3l179dMDHgIraRhYdhaxrVWt1qu9XSkzqQOOAfU5vDalfz53uvIt/j6hFwx4WFcPHEU2SZeK6FqEol5DSfLCrGpOSw+eFntUKq815ad4qN1Z6FRD5Rnd4JX2XZiu21nViOtnUKrem78OaFb5dyznMWk5vDnkSj62GnVPDLbhCRJeHh0VTuUQgwGf+Lj49UOo0yGDRuGbLGR9Me52zr/enYSOTYzDhod73aZwHNtH2Rb9EF+CllW7Dk7rx7GWetEn/qdChz/T7MBBA/7jlXDpjP8rr4ciQvFQ2+kocGHDw/N5pG//sfMU39SmXvxOTZ1x+fFQDS1HVk7/TN2L5pbafeuDvb+sQCN1v5+jghCaYjEvIbTaCS++CsMi01sAFse5u67xGNzj2A1NkB5dhfc1adybnxsAWx+h6531eLnsZ1KHm+HZu7Im2vuW+LYypbXMtHdPbCEkZXLyakhOp0rUVFRaodSau3ataNhw4akb7qc+3HTbfBxqcWqYdP5X8f/o7lHI3rV78ikgDGsv7gbm1L0NXdfPUq/hp3RagpPc3BxcML5RreihWFrGdt6BMEXtmOTbcwb9DEhiefZE3PstmItK9ce9an9TABmWw6/vTqR8wf3V8p9q5PrFyM5f3C/mGsuVEkiMa/BbLJCeFw6a07GlDxYKLX9kYn0+2YPqTZ97rSWTk9W0o2/hz3TGNymLp+PDqice5ajqynZLD0SRV9PI7V09jVHNMFiJcNqw2Aoxe6plchozG1jWVUWfjo6OnLvPfdiSc4hY9+d/dxx0xuQJCn/z42M9TDLFtLNmYXGmm0WTiaco2e9W7+xOnr9DEa9Ky09GhOaGEGnOv44avV08G5FSGIFt6PUSXg+0ALPkc2IuxTJrOfGkhoXW7H3rMb2/rlQ9DUXqiTxr7YG02okPt1wlkr8hLbGuJqSQ9fPdhAelwUjvoN7Pi1Tp5Lbtu0DlCO/8fDdDfnfPX4Vf79yNnNnJBrJPncDvZBtwsW5sdphFGA0+GOzWYiLK3tXEzX07dsXJ2cnkn6/vQWfeQ7HhfCfdVPIsf6zIVFkahRuegMejoUX6V5Mu4pVttHK89YtLxeGrWVcqxFAbo91+cZGWTbFVoots26fxqinznPtcenow8mtG/l96kvIVjFH+k4kXY0ibO8uMddcqHJEYl5DWW0yRy4lsfNc1ZqbWpWYrDL3fLeHdadiULpNRHl0KRSRNJQ3af0rcGYNE/s25Zne9tl7uzjRydksPRJNPzusmp/LzEHrUFvtMAowGtuQk1M1dsusXbs23bp1wxyRiiU6446u1carOY5aPd8cn09U+jUOXjvNTyHLeLjFPdgUmaSc1AILQS+mXaWeqzd6beE+53mOx5/F1cGZlp5NAGjl2YTdV49wKe0qB2JP4V9Ba0b0jYz4TAlEV9eFjTOnsfWXHyvkPjXRodXLxFxzocoRiXkNpdNqmLalbDvtCbfnhcXH+WpTODTrj/LMNiimBVtclobJez3osqIOvYO9+eyYEVMxUyTPJOl4cLMX7Zf6cP+mWoQk/fPLJzJVYtRTr9Ll7k64RW5hdMcG+c9pT69BG7GrXL++8vbjjgg0ksQ0O6uaX8gyodEW7pOtJqNbO5KSktUOo1SGDh2KYpNJWHTmjq/l4uDEFz1fIsWUzsSdH/HN8XkMb9KHh1vcS3xWEg9ufJXQxIj88cmmNAwOt/67y62W/9OJ5T9Ng3DSOjJ51+d08Pajb4POdxx3oa+jsw/eE9phlawseGMyZ/fsKPd71GQJUZe5cOywmGsuVCmSUplLzQW7YJMVIq5ncM/03WqHUqMMaFWHnx9rj9aSgbRkDEQdzH9OUWDMFi/c9Ar/C0wn1STx5kF3ghqaeD2wYH/qLKvE4LW1GdEkhweaZrEkwoWNV5zYMiIBF53C83s8qOtsY3RLhXE7vVm06He+OpTF9pMXcNj1PZag10Crr+wvv0w+Hx3A/Z0a0m5/CMm3uUCwvI309uDntk3Yt78fOTnqL7Z0cPCiT+/DHDhwgE2bNqkdzi21bt2ahx9+mNQtl0jfpv5rpzqNhMeIphi61ycx6gqL3nwFq7lqtbysKuq3bMUjH32tdhiCUGqiYl4DaTUSs3dFqh1GjbM97DqDpu8jAxeUJ9dDu4fzn7uQruVEop7PuqbSwt1K5zoWJgdksO6yU6HrbLjshKNW4X8d0mnmbuOtjum46hT+upI79kKajv4NTLRxy6C5SyYXTx1gzuMdaBB3ALlpT7tPygF+uFE1/7a1/czpjszOnTLi6WkfLSmNhtYAnD9fwYsS75CDgwNDhgzBmm4SSTmgcXXA+9kAXLvV48yeHcx7bZJIyitQTHiY2A1UqFJEYl7DKIpCQrqJdadEJxY1XEzMotvnO7mUZILRP0PQuyBJeDvJzOmXRG3ngtXhDItU6BonEx3o5G0hryGFJEFHbwsnEnLnz9Z3sXEm2YE0s8SVNIX6R78kJfocLvGh3NV1UIV/jeUhOjmb5UejCfI04qmzjx9TF28k5m5u7VWOJJfB2AZZtnHxon3v2NuzZ08MBsNt9yyvThzqu+IzJRCHhga2/TqLjT98o3ZINcLBlUvFbqBClWEfv/GESqMo8Ovei6JvuYoyzTb6f7OLbWfjUHq9gvLQQtxcneldz5w/RlZg0XkXuvmYC50fn62hjnPB6k8tJxvXsnO/nZ9vm8Gcs650XVmHPvXMdHCN47c3HuLRB0axfnJfGngUrsLbox92nM+da97KPuaaZ9lk4s0WDK4t1A4FyG2VaDabKnXjm7Ly9PSkd+/eWK6kY45MVTscVTm396bOpA7IeoUl7/2Xk1s2qB1SjXHxxBESoi4jy/YxLU4QbkUk5jWM2Sbz+yGxy6c9eHr+EX7cEQF+Q1Ge3gxu9fOf++qEkTPJDrzcrnD3imybhP5fxR+9Bsy23BJ6R28Le/9znf33XeeL7qkkmyQ2nTfxiGkhs3/8Dt1fH+F86FcwFe73bE+ikrJZeSyaIC833O2kan4+04SjY4OSB1YCN2M7UlLS1A7jlu69915QIHHBnS/4rLIkcB/ShFqPtCI1IY6fJj7JtQix8L6yHVz5JxrR11yoAsS/0hrEapP543AUadmir6u9+HpzOM8vOYFcuxXKs7uhfke+OmFg/jkXvuqeQkuPwn9XjloF87+mS5plcNL9UznVa8HTMffP88JceaRFFufCIwle8htrVy5ldK92OIZvrtCvrTzM2B6B1o6q5uezctA4eKodBhqNM87OvsTG2u8GNM2bN8fPz4+sA7HIWTXzZ47krKP2U20x9GnI+cMH+HXKeExZd9YqUrg95/7eS1r8dRRRNRfsnEjMaxCNRmLuXvuej1oTbTh9jWEzDpCtc+PD2L78ds7AV91Tuce36P7UPs4yCTkFS+YJ2VrqOBX+hZNikvgryolHmmdxLMGB9h4ZuK17lsH9+9Jccx2tnf8EuJKUxapj0Qyyk6p5ZJYJndYRtX90GgytkCQNFy5cUDWO4mi1WoYNG4Y100zq+pr5M0dXxwWfyYE4NnVn9+LfWPP1J2qHVKMpsszB4GUgFV63Iwj2RP3fdEKlsNpktoTGcSUpS+1QhCKExaXT+bHX+ePPZUz79juGjX2x2LHta1k4nuCQv2OropCbdNe2FBo775wrY5pn4aQDCZAVCS7swLZnGjqNxIbJvSvoKyo/M3bkVs2/8VO/an4h24RWkjAaA1SNw2j0R1Fkzp2zzwWV3bp1w8PDg5Tl9t0xpqI4+deizgsdwEXD0o+mcmTNSrVDEoDQXVvJSbfv6V+CIBLzGkKn1fDTbvusrgkgpcVhDd2EqXl/ZK+7iA+YwPX+3xJvyV2oGZ+tIefGbIB7G+WQZpb45JiRiFQtnxwzkm2VGNKoYMu1VLPExitOjGme+2YsoJaFQ9f1nEnSsWbPSTp4ZOBX142lE+yj/V9xLidmsep4NINrueGmcok/Miv3Nfb0uFvVOIwGfywWE2Zz4cXBajMajfTr1w9LTCY5Z5PUDqdySeA2sBG1x/mTmZ7MLy88RfTZULWjEm6wWSwc37QOWRatEwX7JRLzGsAmy5yKTuHYlaqxQ2BNpIkNQVJkdOe28PLYkfTq1Yvez35Br+UeYKhDr+A6bLjiDIDBQeGnvikcjdczelNtTiY68HPfZFx0BbtzzD/nysPNsnC+sSloJ28L992VzbjtXiTmaHix7jHY/DZd7qrFz2M7VfJXXDY/bI9AJ0l808pX1Tiu5JixKgpGtzaqxuHm1o6MjGxVYyjO4MGD0Wg0JMyvWQmp5Kil1lh/jEGNuHTqOD9PepKstBS1wxL+5dS2TeR+figI9klX8hChqtNqNGJDITtn8wvC5hdU4Nj9HRvw1eg2KNkJnHO9H+Ku5T/XrpaFVfcm3vKakwMKLzJ7PTC94E6i+2eAsxeDe7/CF6MDeH3l6Tv7QirIpcQsVp24yoj29XHTakizqbOAy6bA1Rwzni7NVLk/gCTpcHVtTlhYRMmDK1njxo0JCAgg49A15DT7q+ZXFF0tJ2o92QadlxN/r1jC/mWL1Q5JKEZmchIRhw/QvHNXNFqRAgn2R1TMqzlFUYhNyWZTaJzaoQhltOLYVUbNOohJ74XyzDZoeW/F3GjbByhHfuOhuxvyv3v9KuYe5WDGtvPoJImvVa6an8vMQe9YV7X7u7g0RaPRc+nSJdViKIpGo8ld8JljISW45swtd2zpSZ3JgWjcHVj15QciKa8CTmxaJ5JywW6JxLyaU4Bf9lzAJtvvJiRC8U5fTaXHF7uJz1JQHlkCPYpfFHonpPWvwJnVTOxzF+N731Uh97hTlxKzWH0yhntruas61zwyy4SkdVPt/kajPwBhYWGqxVCUzp074+3tTerqSKghHemMfRtS+//akJ2dwZwpz3DxxFG1QxJKISr0NMmxMaJ1omCXRGJezWWbbfx5OErtMIQ7kJRlptsXOzh2JQUGf4wy6gfQOpTvTRQZaeV4uLCLN4f48UBH+9hE59/yquZf+alXNY/IykGv0aHRuKhyf6PBH6vVRFqa/XSXcHFxISgoCEt8FtnH49UOp8JJDhq8HmmF+5C7uHruDD9PfJKMpFtPLRPsy/G/1qodgiAUSSTm1ZjVJrP40BUy/70bjVDlyDLcP+sAiw9ehvaPooxbA87lvNGNzYL052MQc4yv7m/LgFZ1yvf65eBCQiZrTsYwpLY7BpV28buQbUKSJDw9uqhyf6MxgMzMnJIHVqKgoCB0Oh1JC86qHUqF03o6UmdSB5wDanN47Ur+fO91ZLlmbqBUlZ3ZvR2bVfy9CfZHJObVmE6rYdkRUS2vTt5cFcI7q8+gNLwbZcJuqN2ifG9gyUJa9AAkRTDn8Q50bqz+Lpf/NmO7unPNI7NyN35y91Cnk43R6E9CQoIq9y5K/fr16dixI6aQJKwJ9tkpprw4NnXH58VANLUdWTv9M3Yvmqt2SMJtMmVlcmbPDmSbSM4F+yIS82pKVhTOxqYRHie2f65uFh28wsO/HMbiUhdl/E5oNqB8b5CTgjR/JFJGLH8805mWPobyvf4diozPZO2pGIaqVDW/braSbZMxGFpV+r2dnBqg0xm4cuVKpd+7KJIkMXz4cGSLjaRl9jXnvby59qhP7WcCMNty+O3ViZw/uF/tkIQ7dHLLBrEIVLA7IjGvxpaKanm1dfhSMr2/3k2yWYvy2HLoMr58b5ARhzRvOFpTKmsndaeBh1P5Xv8Ofb8tAp1G4ku/hqrc/2K2CRfnxpV+X6Mht3+6vez42b59e+rXr0/ahktQXQuPOgnPB1rgObIZcZcimfXcWFLjYtWOSigH1y9Gci0iXGw4JNgVkZhXU4oCa07EqB2GUIHi0kx0+2InobEZMPRrlKFfg0ZbfjdIuYw0fzh6JZtNU3rh4WI/laXI+AzWnYplWG0PVarmYZk56PSVPwffYGyNLFu4du1ayYMrmJOTE4MHD8aSlE3m39UzUdUY9dR5rj0uHX04uXUjv099CVnMS65Wjm9ah6Y8f24Kwh0SiXk1ZLXJ7AqPJzGz5mzwUVOZrTLDZ+wl+PhVuPtplMdXgpN7+d0gPgxp4X246mS2v9wHF739/Mj4but5HLQSX6hQNb+QZUKjrfyuLEZjW3JyTJV+36L069cPJycnEhdWzwWf+kZGfKYEoqvrwl+zvmXrLz+qHZJQAcL/3ofFZB/fU4IAIjGvlnRaDcuPimksNclLf57gkw1h0LgXyvgd4NW0/C5+9SjSkjF4uujY8nIfdHbyUyMyPoP1p2IZXtsDl0qumkdm5eCg0aLXV+5GQ27GABITkyv1nkWpU6cOXbp0wRSegjU2U+1wyp1LZx+8J7TDKllZ8MZkzuzernZIQgWxmk2E/71XdGgR7Iad/IoVylOmycq2s9fVDkOoZHP2XGTcvKNY3XxRnt0JjXuW38Uv7ERa/n/U93Bm/eTe5XfdO/TdthtV85aVWzW/kJ1bYfPy7FZp93Rw8MTR0Zvo6OhKu2dxhg4dimKTSVxczarlGgmPUc3weqAlSbFXmf3cOBKjLqsdlVDBzu7ZgVZnP1P1hJpNJObVjNUms/rEVUxWsaNZTbTnfAL9p+0lzeaY2+s88PHyu/jZtUhrXsSvrhvLnutefte9AxHXM9h4OpaR3pVbNc9rmejm3r7S7mkwtAYgIiKi0u5ZlDZt2tCkSRPSt0WBufr8nNG4OuA9PgDXbvU4s2cH816diNVsX/3ihYpxJeQUWWmpaochCIBIzKsdnVbDimNX1Q5DUFF0cjZdP9tBREI2jPoRBn0EUjl9qx9fBJve4u4mXvwyTp0+3v+WVzX/vGXl7VaaYZNJNFsxuPpV2j2NxjYoio0LFy5U2j3/zcHBgXvvvRdrqomMnepX7suLQ31X6kwOxMHXwLZfZ7Hxh2/UDkmoRIoic2a36Gku2AeRmFcjiqJwNTmbo5fVn4MqqCvHKjPo2938FRKL0uMFlEeWgL6c+pEf+AH2fMMg/7p8cX9A+VzzDoTHZfBXyDVGeXtWctU8ByfnyptCYzT4YzKZUBSl0u75b71798bV1ZWkJdVnCotze2/qTOqA4qiw5L3/cnLLBrVDElRwdu8O0dNcsAsiMa9GZEX0LhcKem7RMaZtOQ/NB6I8sxXcy2m3zG0fohyZy0OdG/L6vZVXNS7O9K3hOOo0fFaJVfPwLBManVel3c/NrR2pqemVdr9/8/LyomfPnlgupWG+pF4c5UYC9yFNqPVIK1IT4vhp4pNciwhXOypBJdcvRpIce1XVN76CACIxr1a0GomVx6vPx8tC+ZixPYLxC48jezVDmfD/7N13eBRVF8Dh32xP7z0QICGBhN57F0FBLKiA0hQRUeGzgxUVGxZUsHdFUVFBqdKrVOk1JAFCIIT0vtk23x8LgZgACdlkd5P7Pg+PsjNz52xINmfv3nvORgjvYJNxpaVPwKFFTOrVmAd6NrbJmNcrPs261vzWAB90tfSqllSkR6msncZLCoUOF5eGpKbar1744MGDQYaMOlAeUXJR4X9fC9x7hXN851a+mvoAJUWiS3J9d2jDGmS57uybEJyTSMzrCLNF5t9T2ZzOKrZ3KIIDWn3kPDd88A+Fkivy+OXQcnj1B5UtSAsnQtJ6nh0cw53t7dOF86L3Vx+3zpo3tdGnAteQUFSCSpJwd4+t8Xu5uzdDkhQkJibW+L0qEh0dTdOmTSncfBa52LnX4aoCXQma0hZtEy82/vQNf73zmr1DEhzEkc0bRLMhwe5EYl5HKCRYIJaxCFeRlF5I5zc2kJxjgDu+gr7PgSRVb1CzEemXe+DsbmbdHkf/ZrXfDfOiY2n5rDiYyu2BtTNrfrFkord3pxq/l4dHLLJsIT6+9pdaqFQqbrrpJkyFBvJWnKz1+9uSLtaPwEfagKuCX1+dzq6//rB3SIIDyUtP42z8ESwWMWsu2I9IzOsIo1lm2YG62RZbsJ1Cg4neb29g/bHz0Ptp5Du/A7VL9QY1FiPNGw6Zx/ni3jZ0iPCxTbDX4eKs+eu1MGt+qtiARZbx9Kj5DbAe7rGYTAZK7NChsGvXrnh5eZH9qxOvv5bAc0BD/MfEUpifzReP3EfKkUP2jkpwQIc2rEWq7oSFIFSDSMzrAJPZwpqjaeTpnfsjZqH2jPtmJ5+sT4BmQ5Dv+xs8qtnBUp+D9P0tSAWp/DyhA82CPGwTaBUdPZfP3wfPcXugd43PmhtlmbMlRlzdbNhl9Qo8PFuRn19U4/f5Ly8vL3r37o0xpYCSY85Z7UnSKvEbHYtH/4ac3L+HzyePoygvx95hCQ7q+PYtIDaACnYkEvM6QKVUsPpwmr3DEJzMWyuOMeWXfcgBscgPboKQajbLKTiP9O0QlCU5/PlwF8K8a2dj5H+9vyYenUrJa7Uwa36sUI9WG1Kj95AkJe5uTUlLq/2f8YEDByIhkfHD4Vq/ty2o/HQEPtIGXYwP236fz++vvWDvkAQHV5yfx9njR5HFchbBTkRiXkesP5Zu7xAEJ7R4XypDPtqKXuWFfP8qaD60egPmnEL6bigaSzErp/bAx1Vtm0Cr4EhqPisPneOOQG80NfwKl1CkR1J51+g9XF2boFBoOHnyZI3e578aN25MXFwcxTvTsOQZavXetqCN9iFwSlsUXmoWznqZfxb8VCP3MVssbE45z7cHEvnhYBI7zmZcs+Te8aw8Fh8vW0HrXEEx8w+f5PsDSRzJLNuFctWJVE7miKoxteX49n8Qc+aCvYjE3MnJsszBM7lkFjrfL07BMRxOzafrrPWk5pvg7nnQ84nqDZh+FOmHW3FVWVjzeE9cazo7rsD7q4+jUyl5vWnNVopJKipBrVChUNTcpwMeF6q+HD16tMbu8V8KhYKbb74ZU7GRnD/tUwmmOjx6h+M/Po7i4gK+nDqBE3v/rbF7/XMmnTP5RdzUJIx+EcEczczjSGbeFc8/m1/EppTz5R7fciad5n6e9G8UzD8p6ehNZgCyikvINxiJ8HKrsecglJWwcyuKWmxWJgiXE995Ts4sy6wSy1iEasopMtF91nq2JWVC/xeRb/sMlJrrH/DMbqT5I/BxUbH6sV6oavmV5nBqHqsPpzE80KdGZ80Ti0tQSBJeXu1r7B7uHrGYTCXk5uZe+2Qb6dSpE35+fuQuTKi1e9qCpFbgO7IZXoMbc+bYYT5/aBwFWZk1dj+9yczRzDx6Nggk0E1HmIcrrQK9OV+kr/D8f89lsjzpLB6a8p8k5egNNPJyJ8zDFY1SQV6JEYDdaVm0C/IVGxJrUe75NDJTkkWzIcEuRGLu5FQKBeuOlZ99EYSqkmUY8fk2vt1yAlreiTx+Gbj5X/+ASeuRfhtPiLcLy6b0tF2glTR79YW15lE1N2ueWHShZGINJuaeHi0pukKiVxPc3Nzo168fxrRCivdn1Np9q0vpoyVwchtcWvqza8lCfnnpGSyWmt0Qf66wGI1SQai7a+ljbYJ86dMwqMLzU/KLGBwZSmMv93LH3DUqMi7MjhvMFtw0KrL1JeSViNny2hIQ0Zgut4/g3jc/wC+8IWaTKKgg1D6VvQMQqie7yMCBM7U3kybUfTMWH+ZQah5v3dYGJm5E+vEOOH+d3R6PLEb661Gih33EgkldufPTrTaN9WoOnc1j9ZE07mzqz3MJKRhqYC/XuRIjerMFd4+aazLk4RFLcnLt7SEZMGAASqWS8987T4dPbRMv/O5tDmqJJR+8Rfy2zbVy3/wSIx4aNfFZeexJy8Iiy8T4etL2CjPcwy5sSD6bX74RXKcQf9aeOodFlmkb5IubWsW2M+lXHEuoPoVSRYPYFkR26EzTTt1w9/XDYjZTmGvg+L/nadrefn0ZhPpLJOZOzGi2sOZImqjsJNjcgl0pJKTl8/OETmgmrEFaMBaOr7q+wfbMA503HW98jS/HdGDC97tsG+xVzF4Vz4DmQbwSFc60+JRrX1BFMnCquIQw10Y2HxtApwtFpfIgObnm1khfLjw8nLZt21K4Jw1zVu3N0leHW7dQvIc0oaSwgHnTHic3rfb6ORgtMrklRo5k5tKnYRBFRjObTp9HpVDQKrBq9fwbe7sz1rMJZouMVqUkR28g58Js+abT50nOKyTU3YWeDQJRifXP103n5k6jth2I6tCZJm07otbpMBmN5KTp2b8hgQPrUjAZLCBBeEwPXNyrsaRPEK6DSMydmFqpYN1RUY1FqBl7TufS/e0NLJ/SA/9RvyL9/Rxs+/j6Bts6F1x8GNDrSWYNb8XTv+23bbBXcOhsHmuOpHF3U3+ej0+hJj6YPlakp5F3zcysubvHWe9x7FiNjH85SZKsGz5LjGQvcIJmQioJn1ujcOsQTFpSAj+98CSWWl56oJDAaLHQLyK4dN14gcHI4czcKifmYF2aeHE/xsW15SdyCsgo1nN38wjWnDzH4YzrG7s+8woKJrJ9Z5p26kpoTCwKhQJDsYFzJws4tPE4ibsr+D0qw4l9GcR0CUapFG+EhNojEnMnZrbIbDouEnOh5mQUGOj65lp+e6gbbQa9gRwQg7TsSTAbqz7Y2leRXXy4s8N4sgoMvLmidqqMzF4dT//mQbzaNJzpx20/a55YVILkH2DzcQE8PJpjsRhJTa35WeC2bdsSEhJC1u/x4OAlnBUeGvzHxqIOdWff6uWs/uIju8ThqlahlKQymzm9dBoKDNV7g5CjN1g3gzZ0458z6YS6u6JSKGjg6UpKfhGtEIn51UiSguCo6NIlKr6hYVgsFvT5Bo7vPM++NcmkJ1+7/OSpA5nEdg+thYgF4RKRmDspi0Vmd3K26PYp1DiTBW796B/euqMld7Ufg+zXFOmXe6C46p0gpWVPIrt482CvW8kqKuHzjSdqIOKyDp7JY+3R84yI8uOF47afNU8sKkGjUKJR+2Ew2rYCiId7C/T6mi+F6uLiwg033IAxs5iinY5d5UnTwAO/sbFIOiUrPpnN4Y1r7RZLoKsOsyyTozfgrbMuecjRG/DQVO9X6+60rNK15RJSaXUQiyyaUl6JSqslomUbItt3JqpjF1w8PDGbTORnGfh3xUn2rTlNcX7VJhROH8nCYragEDPmQi0SibmTkkF0+xRq1TO/H+Bwah4v3dwZJm5Amnc7ZFaxnJ5sQVr4ILLOi+mD+pJdZGTBLtvPYv/X7FXx9GvWg1eahvHs8TM2HTux+EJlFp+unD+/xKZje3q2JD296m+Aqqpv375otVrOf7qnxu9VHa4dgvC5LQqDXs/8aY+RefqUXePx1mlo6OnKhuQ0ejQIpMhoYu/5bNoF+WKRZfQmM1qlEqWi8ps3c0sMZOsN9G1orcQS4KplT1oWMX6eJOXk09BTVGi5yM3bhybtOhHVsQsRLdugVKsxlhjJPFvE9sVHObL5LNVp4GksMXP2eA6h0T4oqvBvKAjVIRJzJ6VUSKJMolDrvvvnFMfO5fP9uPaoJ65H+uVeSFpftUHMRqRf7kUe8xezbmtHdqGB1Udq9nv5wJlc1h09z8goP148fsams+YnLpRM9PJsY9PEXKXyRqsNJCVlm83GrEhQUBAdO3ZEfzgLU1pRjd7ruikkvIc2wb1rKJkpp5k3/TFMBsfYnNovIpgtKen8dfw0KoWCOH8v4vy9KDCYmH/kJEMiwwj1cL32QBfsPpdF2yCf0koskT4epOQXsSg+hTAPF+L8vWvomTgH/wYRpUtUgppEIcsyJUUGkg/nsH99CilHbPtGNvlwFqHRYumQUHskWVTQd0ppeXo6v77G3mEI9VSIp45lU7rh7aqxrjnf9XXVB9F5IY9fgezXlLu/3MnOkzU7M9wq3Iu/HunBl6fTeT7BtrPmx3q0wJy/gz17R9tsTB+fbrRr+wPz5s0jIaHmGv3cf//9hAaFkPrKduu6JQejcFPjd29zNI08ObJ5PcvnvmvvkIRapFAqCW/ewrp5s3M3PPz8S0sanjyQyd7VyeSl19ybtKDGngx/pkONjS8I/yVmzJ2Q0WwR3T4Fu0rN09P5zfX8ObkbzYfMBv9oWPkcWMyVH0Sfi/T9LTBhDfPv78CQuds4mpZfYzHvT8llw7Hz3BPpx4wE286aJxSV0NzFto2MPNxjkWUzSUlJNh33ci1btqRBgwbkLE1yyKRcHeqG39g4FG4q1nz1CftWLbN3SEIt0Lq50bh1eyI7dKFJu45oXFwwGU3knNdzcGEi+zecxqSvne/X9FP5mAxmVBplrdxPEERi7oTUStHtU7A/g8nC4A838+HItgzt/CD4RyMtGAcleZUfpDAd6bshKCes4c+Hu9DvvU2cyam52a/Zq4+zKCaQl6LCeMGGs+bxRXpaVKdLagU8PGIpKSnBUp1Fsleh0WgYdOMgjDl6CjbZ9hMEW3BpHYDvndGYTAbmv/QU5xKcoISjcN28AoNo0r4zTTt2JaxZLAqlEkOxgfOnCji0KZGEf+3zO89ikUlNzCU8xgdJrDMXaoFIzJ2Q0WzhnwTbVn8QhOs1Zf4eDp9twjMDeyM/sBbpx+GQfbLyA+QkI303BM39q1g5tQc9395IVlHNVCLZezqHjfHp3NPEl5cSztisKmBiUQlKhW3XoXp4tiIv79ol3a5X7969cXF1If3T2qkpX2kSeA1qhEfvBuScS2Xe9McoKaq5r4NgJ5JEcGTT0iUqfmENkC0WigsMJPybzt7Vp0lPrrlP0Koi5Wg2YdE+iLRcqA0iMXcysixz4EwuxcYqLBkQhBr26YYkjp7L58t726CcuB5p/khI3lr5AdKPIf1wK67jlrH68Z70mLWOIkPNzBTPXhXPwoe781JkKC8lnrXJmElFJagUClxdoygqqv56cIVCh6tLBMfjayZp9vPzo0uXLhgSczE6SPIDILmo8BvVDG2UN8d3buWvd16zd0iCDak0WiJatrbOjHfqWqak4e6/T7FvzWmK8mq+PGhVnT2ejUIp0nKhdojE3MmYLDL/nqr58mmCUFXrj6XT//0tLH64Kx5jlyD99Qjsm1/5Ac7sRvrpbnzu/Z3Vj/Wi19vra2TZ857TOWw6ns7oxn68nHjWJrPmiRcqs/h4d7JJYu7uHoMkKWpsfflNN90EFpmMHw/XyPjXQxXoiv/4OJSeGjb+9A27/vrD3iEJNuDq5U1k+05EduhCo1ZtS0saZp0tYsfioxyuZknD2nD+VD4moxmVWqwzF2qeSMydjFqpYE+ySMwFx3Qqs4gub65j8SM9iLztUwiIgTUvV74ryokNSAvGEXL3Dyyb2pOBszfVSJyzV8Xzx+TuvBgZwozE6nfVPKkvwSLLeHq25szZn6o9nnXjp4Vjx45Ve6z/atasGZGRkeStOQW1tIHuWnSxfviOiMEim/n11emkHDlk75CEavALb1ha0jA4sumlkoZHcjiw/gynD2fZO8QqsZhlziXmEhZzqYylINQUkZg7ob3JOfYOQRCuqMhgof97G/l8dHtu6P4/66bQPx4AQ2HlBji6BOnPR4i+9WN+m9SV4Z9WYUlMJe1OzmHz8XTGNPbnlcTUas+al1hk0kqMuLlF2SQ+d49YTCYDJSUlNhnvIpVKxeDBgzHll5C3KtmmY18XCTz7N8RzQAT5mRnMm/Y/ivJy7B2VUEUKpZKwZrHW9eKduuEZEFha0vDQxjPsWZ1M7vlie4dZLSnHcght6oMkJs2FGiYScyeTWVDC2VzHaKwhCFcz8Yd/eWxAU6b0uxH5/tXWTaF5laz+sfdHcPGmw42v8+XYDkz4bpfN43tv1XH+mNyNFyJDeNkGs+bxRSV0dguxQWTg6dGK/HzbN/vp3r07nh6eZHxz0OZjV5WkVeJ7dwy65r6c3L+H3197wd4hCVWgdXWjUZv2RHXofKGkoSsmo4nc83q2/ZnIgXVnMOhtWZTUvs7GZ6NQNrF3GEI9IBJzJ2K2WMT6csGpzF59nKPn8pk7ohWKBzci/XQnnNlduYu3fgQuPgzo9RSzhrfi6d9suxFyd3I2WxIyGNvIn1dtMGueUKSni2f1K7NIkhJ392iOHUus9liX8/b2pmfPnhhO51NyPMemY1eVyk+H37g4VL46tv0+n38WVH/5j1DzPAMCiWzfmahOXQlvFmctaag3kJ5cyKFNSRzfWXfL+KadysNssqBUKewdilDHicTcqUjsFuvLBSez/OA5Bs8pYOFDnXEdvwJp0UNw8PfKXbx2JrKLD3d2uI+sQgNvLj9q09jeWxXP7w914/nIEF6p5qx5YlEJaqUa68vq9c8Uuro0RqHQcOrUqWrF81+DBg1CQiLzB/uu39ZG++B3TzNkSWbhrJc5sfdfu8YjXIUkEdykKZEdOtG0Uzf8whteKGloJHF3BvvWJJN20nGq+tQki0nmXFIuoU29xTpzoUaJxNyJKBUSe8T6csEJxacV0OXNDSyb0oMGw78G/6aw/s1KXSstexJZ582DPW8ju9DAZxttV6nk31PZbE3MYGxDf2ZWc9Y8sagEhSTh5dWO3Nwd1z2Ou0csAEeOHKlGNGVFRkbSrFkz8recwVJgv+UFHr3D8RzUiOK8XOZNf4z8zHS7xSJUTKXW0LBl69KZcVdPL2tJw2wDe1adYu/q0xTlOl5Jw9pwJj6HkEgvJFE6UahBIjF3IhaLtYa5IDijfL2JnrPW88P9nejZZzqyf4x19tx0jT0Tsoy08EFkF2+mDepLVpGBBbtSbBbXe6viWTCpG882CWFm0vXPmicVWzdqent3qFZi7uERh9lcQm6ubX7WlUolN998M6YiA7mLa6b84rVIagU+w6NxbR3AmaOH+fXlZ7FY6s76Y2fn6uVNk7YdiezYhUat26JSazAZjGSeLWbnsnhrScOaqF3qZNKT81EoxVIWoWaJxNyJJKQXUGQQjYUE5zb6qx08e1MzHugxDNm3MdJPd0NB2tUvspiQfrkXecxfzLqtHblFBlYets161p0ns9mWlMn4Bv68nnT9s+Zn9AYMFgseHnHVisfDI47CQttVY+ncuTM+Pj5k/Wi7GfiqUPpo8R8ThyrIlV1LFrLhh6/sEodQlm9YA6I6WGfFgyOjASgpNpJyNI8D61NIPuRcJQ1rg6N0IhXqNpGYOwmj2cKuk+KFUqgbXl92lCOp+bx7Rwt4cKO1Ysu5A1e/yFiM9ONw5PEr+HRUG+7+cic7T9pmz8V7q+L59cGuTGsSwuvXOWtuAZKLDQS5NqpWLJ4eLTh9OqNaY1zk4eFB3759MaYWUnww0yZjVoW2iRd+9zYHtcSSD94iftvmWo9BsJIUCsKaxVlLGnbuildAEBazmaI8I0e2nGXv6tNkn7N9JaC6pDCnhJIiI1pXtb1DEeowkZg7CZVYXy7UMQv3nOF4Wj4LHuyE7v5VSL/dB8eWXf0ifS7S97fAhDXMv78DQz7axtFz1Z/F2nEii21Jmdx/Ydb8eh0r1NPAO/i6r9dqQ1CpPEhOrmTlmmsYMGAACoWCtO9rv8OnW9cQvIdGUlJYwLxpj5ObVv2SlELVaFxcaNS6PZEdOhPZvjNaV1fMRhO56SXsWJzEvjUpdaqkYW04fyqf8Gai0ZBQc0Ri7iQkSWLP6Rx7hyEINnXwbB5d31rPiik9CRrxI9LqGbDlg6tfVJiO9N0QlBNW8+fkLvSbvYkz2dWv7T97VTy/PNiVaY2DefPEuesaI7G4hBv8/K47hovLYGzR8bNhw4a0bt2agl3nsOTYtlHRVSklfG6Nwq1jMGlJCfz0wpNYTCL5qy0e/gHWjZsdu9AgtuWlkoanCzm86QTxu9Kodm3Qeiw9OZ/Qpt4oVSIxF2qGSMydRGGJicT0AnuHIQg2l1NkotusdfwysSsdb3jFuil0yf/AfJXKDznJSN8NRXP/KlZO6UHPtzeSVVS9ShHbT2Sx40QmD4QHXHdinlRUgkapQqXyxGTKq/L1Hu7NsViMnD179rruf5EkSdYNn3ojOX8cr9ZYVaHw0OA/NhZ1qDv7Vi9n9Rcf1dq96y1JIqhx5IUlKt3wbxCBbLGgLzSStDeDfWtSOJckigbYSnpyvqhlLtQokZg7AYsss/d0DrJs70gEoWZYLHDnp1t5dVgL7u08AtkvEunnkVB0lX0V6ceQfrgV13FLWfN4T7rPWkeRoXpTge+tiufniV15pnEwb11Hcp5QZJ259/buQkbGyipf7+HRAr2++rPb7du3JygoiMxfj9Xa7KimgQd+Y2ORdEpWfDKbwxvX1s6N6yGlWk3DuNZEXti86ebljcVsJj/LwN41yexdlUxhTv0saVjT0k+LDaBCzarS276YmBi2b99e5rGNGzcSFxfHnDlzAJg2bRrTpk0DICUlhZiYGN57771yY82ZM4fRo0eX/r2goIDXXnuNXr160aJFCwYOHMjcuXMxGC69uIwePbr0Ppfbvn07MTExV3z8/fffr/D5bNmyhREjRtC6dWvat2/PhAkTOHiw4lbVo0ePpk2bNhQU1P6stcUii46fQr3wwp8Hmb7wEHJYe+QHN0JA+Z/rMs7sRvrpbrxdlKx+rBfVncjalpTFjhNZPBAWcF3Xl5ZM9Gp3Xdd7erYkKyvnuq69yNXVlQEDBmA8X0Tx7trpxOjaIYiASa0wSSa+nzZFJOU1wMXDk7je/bnlied4+OufuX36DOJ6D6AwR8GmX+P5Yuom5r2wlS0LEkRSXoNy04sxiupoQg2q1q+xffv2MXXqVEaNGsWjjz56xfO+/vprEhOv3l562rRpHDlyhPfff58VK1bw9NNP8+uvv/LWW29dd3xLly6lYcOG/PXXX8j/mW4+ePAgkydPZujQofz111/Mnz+f0NBQxowZQ0pK2RrJaWlp7NmzB19fX/7+++/rjud6qZQK9qfk1Pp9BcEeft55muGf7cToEoT8wDqI6n/1C05sRFowlhBvF5ZP7VXt+89eFY+7WsnTjaq+iTPLaCbfZMbdvVmVr1WpvNBqg6q9jKVfv35o1Boyf6iFDZ8KCe9hkfgOjyYr9QyfThpD5mnbdiytz3xDw+l4yx2MfPUdHvriR2586H80bNGes8cLWPLRPj6bsokFb+xi/9oUTKLOeO2QITOloFxOIQi2ct2JeVJSEhMnTmTQoEE8++yzVz03MDCQV1555YrH8/PzWb16Nc899xzt2rUjPDycAQMG8MQTT/Dbb79hsVT9BcdoNPL333/z0EMPkZqayo4dZRt+LF68mO7du3PPPfcQERFBdHQ0L7/8MgEBASxbVrYyxLJly4iOjqZfv34sWrSoyrHYQnyaWF8u1B+7k7PpPmsDWSUK5Ht+g84PXv2Co0uR/nyYpkEe/P5Q12rde2tSJrtOZjEx3P+6rk8qKsHFpUGVr/O40PHz+PHrXxMeEhJC+/bt0R/OwpRefN3jVIbCTU3AAy1x6xLC4U3r+PaJhzAZqr8Jtz6TFArCmsfR+977mDDnS8bP/pQeI8fiFdiIo1tTmf/Kdr58fDNL5uzj1IHaL38pWJ0/mYfFLBJzoWZcV2KelpbGhAkT6Ny5MzNnzrxm2aDp06ezc+dO/vrrrwqPS5KEJEn8888/ZR4fOHAgCxcuvK6yRFu2bCE/P5/+/fvTunXrcgm1QqHg2LFjZGZeenGTJImvv/6au+66q8y5S5YsoWPHjvTt25edO3eWm1GvaQaThZRsUV9WqF/SCwx0fmMtB87kweBZyDe/B4qrbIvZ+xOsmE77CF++GtuhWvd+d1U87moVT13HrHl8kR6FuupLYTzcY5Fl8zU/XbySixs+LUYzWb/UbDMhdagbgVPaom7gzpqvPmH53Hdr9H51mVrnQtPO3Rn08OM8/NV8Rsx4i7aDbsFs9mDHkiS+enIz3077h7XfHyU7VfwecATppwtQKEVVFqFmVDkxz8/PZ8KECeTk5PDmm2+iVCqveU3z5s0ZNWoUs2bNIj+//MYJd3d3brvtNmbNmsWgQYN444032LBhA0qlkiZNmlxXYr506VLatWuHl5cX/fv3Z8WKFRQVXXpRGz58OFlZWfTt25eHHnqIH374geTkZMLCwvD29i49Lzk5mYMHD9K3b186deqEu7t7rc+aJ2cVYhFvzoV6yGSBW+Zu4bd/U6DDeOTRC0HnfeULtn0MG2bRv3kQ79zZ6rrvuzUxk39PZfPgdcyaJxSVoFS6VPk6d49YDIaS6/qEEKBVq1aEh4eTt+IU1GB1QpfWAQROboOslZn/0lPsW3WN2vNCOR5+/rQeeBN3PPcqD381n1sen07TTj3IPGtk9XeH+XTqRua/vJ2dS05iKBKlJh1Nxul8UcdcqDFVTsxfeuklNBoNFouFr7/+utLX/e9//wNg9uzZFR6fOXMmzz//PDqdjm+//ZaJEyfSt29f1q9fX+a8zz77jLZt25b588ADD5Q5R6/Xs2bNGgYMGABYZ96LiopYufJSlYTIyEgWLFjAwIED2blzJzNnzuSGG25g6tSpFBdf+gh4yZIleHt707FjR9RqNX369OHPP/+s9POuLrPFwjEbNFARBGf25IJ9zFxyFBp2Q564HnybXPnkda8h7/iCO9qF8ezgqq/1vujdlcdwV6t4olFQla5LKtKjVijQ6SKqdJ2nRytyc69vyZpWq+XGG2/EmK2n8J/qrVG/Igm8BjfCb2QzcjPS+OyhcZxLiK+Ze9VBgY0j6Tp8FGNmzWHix9/Sf/wkgprEcnJ/Fn+88y9f/G8zC9/ZzbGt50SdcQeXlVqILGbLhBpS5XKJvr6+fP311/z++++89957DBgwgGbNrv3Lz93dnenTp/Pkk09y++23lzuuUCgYPXo0o0ePJi0tjY0bN/LNN98wZcoUVq1aRVCQ9ZfjiBEjylRzAesm1Keeeqr07+vWraOwsJD+/a2bxi6uIV+0aBG33npr6XlRUVG88847mEwm9uzZw9KlS/n1118JCAjg+eefB6wz73369Cn9ZGDgwIEsXryYXbt20aFD9T4urwyLDAnphTV+H0FwdF9tOcHRc3l8O64dqokbkH4eBSc3VXiutPwpZBdvHuh5O1lFBj7dkFTl+/2TmMnuU9lMCg/g3ZNplb4uschamcXHpwupqZXbCKlQaHF1jSAhoeKqUNfSp08fdDod6V/tu67rr0VyUeE3qhnaKG+O79zKX++8ViP3qUuUKhUN4loR2aEzTTt1w83bB4vZTEFOCfvWnmbvqmQKsmux8ZNgMxazTGGeAXdvrb1DEeqgKifm06dPx8vLi7Fjx7JkyRKmT5/OggULUKmuPdTNN9/Mb7/9xowZM+jZs2fp49u3b2f37t089NBDAAQFBXHnnXdyww030Lt3b3bv3s3gwYMB8PLyIiKi7EzUuXNl6w0vXboUgBtvvLH0MYvFQkJCAqmpqYSEhPDWW28xbNgwmjVrhkqlomPHjnTs2BF3d3fWrVsHwNGjR0lISCApKYnFixeXuceiRYtqJTFXKxUknhcbPwUBYEtiJn3e28TSR7rjNWYR0pLHYfd35U+UZaSFk5B13jxzYz+yCw38sqvqe0PeWxXPvAmdeSwiiNmnKpecnyy2lqrz9GxFauovlbrG3S0GSVKSlFT1NxABAQF07twZw/EcjGds/1qhCnTFf3wcSk8NG3/6hl1//WHze9QVLh6eNG7bgcgOnWncpgNqrRaTwUj2OT17Vh/n0PozonpKHZGTVoSbl0YsaRFsrsqJ+cWZY6VSyWuvvcbw4cP57LPPePjhhyt1/YsvvsjQoUPJysoiLCwMgNzcXD7++GOGDx9OQMClTVOurq4olUp8fX0rHV9BQQEbN25k4sSJDB06tPTxnJwcxo4dy59//smkSZPYvHkzJpOJ5557rsz1np6epfdbtmwZnp6e/PDDDygUl1b9fPrppyxfvrx06U1NEx0/BeGSM9l6uryxjj8f7k7MLR9CQDSsfAHk/yQ8FhPSr6ORx/zJm7e1J7vIwMrDVavrvTkhgz3J2UxuEFDpxLzIYiGtxIi7W9NK38fdIxZZtnDs2LEqxQdw0003IZstZPxo+w2fulg/fEfEYJHN/PrqdFKOHLL5PZydT0goke2tjX5CmzZDUigoKTaQmpjPwQ3HOLEvw94hCjUgN62IkEgvlCqRmAu2Va3On82bN2fcuHF88sknDBgwoMImP//VuHFjJkyYwCeffFKamPft25fIyEjGjx/P448/TnR0NOfOneO7776jcePGdOzYsdIxrVq1CrPZzJgxY8ok+QA9e/Zk4cKFTJo0icmTJ/P444+j1WoZOnQoarWa3bt38+WXX/LGG28A1pn3oUOHlluqM27cOJYuXcrq1asZMmRIpWO7XkliKYsglKE3Wbjxg03MHdWWm7tMBr9opN/vg5L/7McwFiP9eCfy+OV8OqoNI77ayY4TVWvW9d6qeH64vzP/iwjk/VOVS+yPF+np4BJW6Xt4uMdiMhnQ66tWbjA2NpbGjRuTu/IkVLPraRkSePZviOeACPIzM5g37X8U5eXYbnwnJkkKQqOblS5R8Q4OwWKxUJxv4Oi2NPatTibzrHjNrutyM4rFbLlQI6qVmAM8+uijrFy5kunTp/Prr79W6ppJkyaxZMmS0r+r1Wq+/fZbPvzwQ1599VXS09Px8vJiwIABvPrqq2Vmq69lyZIl9OrVq1xSDjBy5EgmTZrE3r17GTx4MBqNhq+//pr58+djNBqJiYnh9ddfp3///uzdu5eUlBSGDx9ebpxWrVoRFxfHwoULazwxz8gvodgouowJQkUe+WkPR/pE8uQN/ZAnrEH6cTjkJJc9SZ+L9P0wmLCan+7rwJCPt3E0tfIbqjcdz2Dv6WwmN6h8Yp5QVEJHD59K38PTsxX5+VUrhadWqxk8eDCmvBLy156u0rVXI2mV+N4dg665Lyf37+H3116w2djOSq3VEdG6LZEduhDVoTM6N3fMJhN5GSXsXHaS/auT0YvqKfVK7vliUTJRqBGSLNpXObR/T2Zxx6db7R2GIDi0fs0C+fye1iiNBUjzR8Dp7eVP8mqA/MAaDBof+s3exJnsys9O92rqz/f3d+b1pLN8WInk/IHwAGZEhbJ+XTTXLrGhoG+fg8THn+Dnn3+udEx9+/alZ8+eZHx5EENSbqWvuxqVnw6/cXGofHVsW/gr/yyYZ5NxnZG7rx9N2nUiqmMXGrZojVKlwlhiJCOlkCP/pHJka6qonlKP+YW5M+KFTvYOQ6iDqj1jLtQck9nCiUzxkaggXMvao+e54f0t/PVIV9zHWbuAsv8/Gy9zTyN9NxTNfStZOaUHPd/eSFaRoVLjbzyewf6UHB5pEFipxDyxSI9SkvD0aEVe/t6rnuvq2hiFQsupU5VvZe/j40OPHj0wnsq3WVKujfbB755myJLMwlkvc2LvvzYZ15kERDQuXaIS2KgJsixTUmjg5IEs9q9L4Wx8jr1DFBxEXkbNdtYV6i+RmDswGUjOEp3eBKEyTmQW0eWNDSx9tDuNbv8cAmJg7atw+YeC6ceQfrgN1/FLWfN4D3rM2kChoXJLxd5dGc9393Xi0YaBzEm+enJ+sWSit0+naybmHh6xgLUKVGUNHjwYZMj84XClr7ka917heA1uRHFeLvOmP0Z+ZrpNxnV0SpWK8NiWRLbvTNPO3XD38b1Q0tDA/nUp7F2dTH5m1db9C/WDscRMcYERF3e1vUMR6hiRmDswtVJBcqZ4Vy4IlVVoMNHn3Q18NbYD/Xo8Dv7RSH9MBONlb3DP7kb68S68R//B6sd70XPWOipTwW5DfDoHUnJ5pMG1E/OUEgMmi4ynR4trjuvhHofZXEJ2duU2pTZt2pTo6GjyN6Zgqea6ZkmtwGd4U1xbB3Lm6GF+fflZLJa6vVZa5+ZuLWnYsQtN2nRArdNhMlpLGu5bc5yDG89gsuVGWqHOyksvwsXdy95hCHWMSMwdnJgxF4Squ/+7XTx5YwwP974J+f6VSD/eCfmpl044uQnp17EE3z2PFVN7MWD2xkqN++7KY3x7XycebhDAR6evPKtsluG03oC/a+NrjunhEUdRUeUazSiVSm666SZMhQZyl52o1DVXHMtbi//YOFRBruxaspANP3xVrfEcmXdwKJHtOxHVsSuhMc1RXChpeO5EPgc3xpO0R5Q0FKou+1wRAQ09UCir3ERdEK5IfDc5uNMiMReE6/LO38d4dP4+LP7NkB/cBKFty55wbBnSnw8TFeTBHw91q9SY6+PTOXgmlykNg655bnyhHrU2+JrneXi0ICMjs1L379q1K97e3mQvOF6p869E28SLoCltUfprWfLBW3UuKb9Y0rDnyLHc9/5n3P/B5/S69z58QiOJ35HGzzN38OVjm/nrg30iKReuW2567X6iHRMTw/btZTe2b9y4kbi4OObMmVPm8e3btxMTE8P7779f4VhbtmxhxIgRtG7dmvbt2zNhwgQOHqy48/Do0aNp06YNBQXle6r069ePP/64etMxg8HAxx9/zI033kjLli3p27cvM2fOJCsrq9xYMTExpX+aNWtGp06deOihh0hNvTSxMm3aNKZNm1bm63KlPykpKaVjjxw5kv/WO7n4dQKYM2fOVce6/Hle6WuSkpJS5r7XQ8yYO7ASk5n0AtGyWRCu15IDqSScL+CPhzrjct/fSH88AIf/vHTCvvng4k27QW/y9dgO3PfdrmuO+e7KeL4Z35GHGgTwyVVmzROK9fT19bvqWFptCGq1J6dP773mfT09PenduzfGMwWUHM265vlX4tY1BO+hkZQUFjBv2uPkpqVe+yInoNJqadSyLZEdOhPVsQs6dw9rScPMEnYtP8m+NcnoC+r2Mh2hduWmF9t1tnzfvn1MnTqVUaNG8eijj5Y5tnTpUho2bMhff/3F1KlTy9RcP3jwIJMnT+bpp5/mrbfeoqSkhHnz5jFmzBj++usvwsPDS89NS0tjz549BAYG8vfff3PHHXdUKUaTycSDDz5ISkoKTz75JC1atOD06dPMnTuXO++8k59++omgoEsTHc8++yw33XQTcKlj+0svvcQzzzzD999/f8X7zJkzh7Zt25Z7/PIGlbt37+b333+vsAw2wH333ceIESMA2LNnD48++iibN28uPe7h4QFU/2tyLSIxd2DncsWmI5sxm1Cvew9T69uRA6JQ/TsfZfLOcqdZ/KMw9pxc4RCKpM2o4teCsRhLYDNMbYeDxg0A5aGlKE9sQXbzx9ThXmSPQOtFJfloNnyIof9ToNTU2NMTruxoWj5d3lzP8qk9CLvre+uG0I3vXDph2yfg4kO/3s/w7p2teWLBvquOt+7YeQ6dyeV/DYOumpgnFpWgVihRKNywWCqurnRx42d8fPw1n8fAgQNRKBSkfX+dGz6VEj63RuHWMZi0pAR+euFJLCbnTlTdfHyJbN+JyA6diWjZBqVKbS1peKaQIwuPcGxrKhaxXFyoIQVZ9vsdnZSUxMSJExk0aBDPPvtsmWNGo5G///6bZ555hueee44dO3bQuXPn0uOLFy+me/fu3HPPPaWPvfzyy2zfvp1ly5YxceLE0seXLVtGdHQ07dq1Y9GiRVVOQufNm8eRI0dYvHhxaX+ZsLAw2rVrx8iRI3nttdf48MMPS8/38PAo04cmKCiIKVOm8NRTT5Gfn1+aHP+Xl5dXhf1rLhcWFsY777zDgAED8Pb2Lnfczc0NNze30vGACses7tfkWsRSFgeWkS9my23CbES18wcU+edKHzK1upWSwTNK/xh6T0FWqDBH9qxwCEXKHlQHF2NqOQxj7ylIxdmo9lk/1pJyz6BM2oKxx2RknwiUh5aWXqc8vh5zkx4iKbezPL2J7m+t55/EDOj3AvLtX4JKe+mEda8j7/ic29uF8uxNza480AXvrorHS6PiwfAr/yJIKipBkiR8fTpf8RwP9+ZYLKZrfuzZqFEjWrRoQfGu81jyKlfi8XIKDw2BD7XGtX0Q+1YvZ970/zltUh4Q0Zgut4/g3jc/YNKn3zNgwsOENm3FqYM5LJq9h8+nbuKPWbs5skUk5ULNKrqOn0VbSEtLY8KECXTu3JmZM2eW60C6ZcsW8vPz6d+/P61bt2bRokVljisUCo4dO0Zm5qUldJIk8fXXX3PXXXeVOXfJkiV07NiRvn37snPnziov0ViwYAG33357uQRXo9EwceJEVq9efc2N7xqNpjTu6rj//vvR6XS888471z75Kqr7NbkWkZg7KIssk1Fonx/6ukTKO4d6wwdIhf9ZR6p2AZ1n6R/Vkb+xhLXGEtqywnGU8WsxN+2HJaw1smcIphZDkXJTQbYg5Z9H9gxG9g7HHBKHVHChYkdJAYqzBzA37lrDz1KorFFfbOerTUnQ4nbk8cvB7dIvC2n503Dwdx7o2ZhJvZtcdZy1R89z6Gwuj0Vcea15YrH1jbWnV7srnuPh0QK9/upvwBUKBTfffDMmvZGcPxOuem5FNA08CJraFlWwKys+mc3qLz6q8hj2pFCqaNiyNX3HTWTiJ98yZtYcug4fiatXKAfWpzDvha189eQWln96gDPHKlfZRhBswR6JeX5+PhMmTCAnJ4c333wTpVJZ7pylS5fSrl07vLy86N+/PytWrKCo6NJ+teHDh5OVlUXfvn156KGH+OGHH0hOTiYsLKzMTHJycjIHDx6kb9++dOrUCXd393JJ/tUUFRWRmJhIy5YV/15t3749ZrOZQ4cOXXGM5ORkPv/8c3r27Fk6m329XFxceO655/jtt9/Ys2fPdY1R3a9JZYjE3EGZLTJZIjGvNikj0bo8pffUK59zPh4pIxFT7E0Vn2DUo8g9UyZpl/0jMQ54GiQFsosPUmEmGItR5KSAizdgnS23NOkuZssdzKtLj/DUbweQg1ohP7gRguKsB2QZaeEkOL6aZ26MZkTH8KuO896qeLyvMmuebjBRaDbj4X7lGXgPz5ZkZ+dc9T4dOnTA39+f3EWJVe406dohiIBJrTBJJr6fNoXDG9dWbQA70bm506xHH4b87xke/no+dz7/Gq0GDKakSMs/CxP44rFNfP/sVjb+HE9ehljyJ9iHscSMqZJ9EGzlpZdeQqPRYLFY+Prrr8sd1+v1rFmzhgEDBgDWJXBFRUWsXLmy9JzIyEgWLFjAwIED2blzJzNnzuSGG25g6tSpFBdf2tC6ZMkSvL296dixI2q1mj59+vDnn3+Wu+eV5OfnI8ty6bKQ//L09AQgJyenzPNr27Ytbdu2pWXLltx6661ERkby9ttvX/VeDzzwQOl1F/9MmDCh3Hk33HADvXv3ZsaMGZjNVf+3q+7XpDLEGnMHJcuQU8muhMKVWZp0v+Y5qvi1WCI6gatPhcelwgsf9xkKUW/4EKkoC0tANKZWt4HGBdmvERb/SDRLngeNK8ZuD0BJIYqz+zH2f9KWT0ewkd92n+FYWgELJnZEO2E10oLxEL8CLCakBWOQRy/ijVs7kFVoZOXhtArHWHPkPIfP5vFYRBCfpVS81vxEUQmNXSIqPKZSeaLTBnPmzI4rxunm5kb//v0xni+ieG8Vmv4oJLyHNsG9ayiZKaeZN/0xTAbHTmC9goKtjX46diW0WSwKhQJDsYG0kwUc2phA4u760fRIcC7FBUY8fMvPWtcUX19fvv76a37//Xfee+89BgwYQLNml978r1u3jsLCQvr37w9AREQE0dHRLFq0iFtvvbX0vKioKN555x1MJhN79uxh6dKl/PrrrwQEBPD8888D1pn3Pn36lM7KDxw4kMWLF7Nr1y46dOhQLrabb76Zs2fPAhAaGsrvv/8OQHp6xT+7589bP12+fJZ+ypQpDBw4kMLCQubMmcOZM2d44okn8PGp+PfzRTNnzqR169ZlHtPpdBWe+/zzzzNkyBB++OEHmjdvftVx/6uqX5PrIRJzB6WQILvIaO8w6r7CTKT045ha3Xrlc0zWpQaqvb9jbjEEWeOGav9CVP/+iKmr9R25qdMYKCmwLpFRKFEeWoqlSXek4lxUu35EMhRianYjloa2+cEVqu/AmVy6vbWRFVO7EzByPtLKF2DrXDAWI/14J/J9K/h0VGtGfLWTHScqXiLx3qpjfDm2Iw+EB/BFBcn5sUI9Tf0CK7zWw9268TMh4crLU/r3749apSLt+/2Vfl4KNzV+9zZH08iTw5vWsXzuu5W+tlZJEiFRMUR26EzTTt3wDQ3DYrGgzzdwfOd59q1JJj25fHk2QXAkhTklePhWnADWhOnTp+Pl5cXYsWNZsmQJ06dPZ8GCBahU1nRu6VLrHqcbb7yx9JqL1U1SU1MJCQnhrbfeYtiwYTRr1gyVSkXHjh3p2LEj7u7urFu3DrB2Ik5ISCApKYnFixeXiWHRokUVJqGff/45pgt7V1QqFTqdjujoaA4dOsSwYcPKnX/w4EGUSiWxsbGlj/n5+RERYZ3M+OCDDxg+fDiTJ0/ml19+Qa2+cpfVoKCg0uuupUGDBjz44IN8+OGHvPzyy5W6Bq7va3I9xFIWB6VSKsgWM+Y1TnlmH7J3GLLnVepNX9hwYo7ujyWkBbJfY0xt70Z57jAU5146T+sOCiUYClGc2Y+5cVdU+xdiCW+LoefDqPYvLHu+YHdZRQa6vLWOPcm5cONryMPmglINJXlI39+ClH+Gn+7rQLOQiisBrD5yniOpeTx+hbXmScUlKJQuFR5z94hFls1XTMwvVi7QH8zEXMm28OpQNwKntEXdwJ01X33icEm5SqMlskNnBj44hclf/Miome/QYchtKJQ+/LviJN8+s4VvnvmH1d8cFkm54BQKc0qQLfK1T7SRizO1SqWS1157jfj4eD777DMACgoK2LhxIxMnTmTRokWlfy6WGby45GLz5s2ls9mX8/T0LC0vuGzZMjw9PVm4cGGZsW6++WaWL1+OXl/+NSksLIyIiAgiIiIICwsDYMSIESxYsIC0tLKfPJpMJj755BMGDBhQpqTh5TQaDTNnzuTIkSN8++231/HVurIJEyYQGBjI7NmzK33N9XxNroeYMXdgOWLGvMYpzh/DEnL1tumyzroOrrQEIiB7WNcVS8U5yC5l188pEzZgadwVlBqkzBNYWgwDF29k9wAU2aexuIgWzo7EYoHbP/mHN25rwYhO9yD7RiL9PAoKM5C+HYLygTX89VAX+s3eTEp2+YYi762K54sxHZgQ7s+XKWU3GV8smajVhlJScrbMMQ+PWAwGA5YKSodIksTNN9+MucRI1i/HKvU8XFoH4HtnNCajgfkvPcW5hGuXYKwNbt4+NGnXiaiOXawlDdXWkoaZZ4vYvvgoRzafFdVTBKelLzBikWWUSNc+2caaN2/OuHHjShPcw4cPYzabGTNmTLkqKD179mThwoVMmjSJyZMn8/jjj6PVahk6dChqtZrdu3fz5Zdf8sYbbwDWmfehQ4eWWSYDMG7cOJYuXcrq1asZMmTINWMcOXIkGzZsYPTo0Tz11FPExcVx9uxZPvroI/Lz83nuueeuen2rVq0YPnw4H3/8MbfcckuZmueXy83NrXDJjKenJ1qtttzjGo2Gl156iXHjxl3zOVxUma9JmzZtANi5cydJSUllzuvZs2e5CjoVEYm5A8sWmz9rliwjZSdjiRlw9fNcfJB1nki5Z5F9rR+VSfnnkZGQ/7su3VCEImUfxv5PWP8uScCF2RTZcun/BYczfeFBDp3N45VbOsKDG5Hm3Q4Zx5G+HYL6/lX8PbU7PWdtJOs/n2StOpzG0dQ8nogIrjAxB/Dx6cK5c2W743l6tCI3N7/CWNq0aUNoaCjZCxOuveFTAq9BjfDo3YCctHPMm/Y/SorsO9vs3yCidIlKUJMoZFmmpMhA8uEc9q9PIeWIqJ4i1A3FhUa7vqw/+uijrFy5kunTp+Pp6UmvXr0qrL09cuRIJk2axN69exk8eDAajYavv/6a+fPnYzQaiYmJ4fXXX6d///7s3buXlJSUChvxtGrViri4OBYuXFipxFyhUPDxxx/z7bff8v7773P69Gl8fX0ZMGAA77777hVnyy/32GOP8ffff/P2229fsdThfxssXTRr1qwKl9GAtZPykCFDWLJkyTVjqOzX5GJifnln0osOHTpUuuToaiT5v/1JBYfR/90NJKaLj3NtRbvwcQw9JiMHRFkfKMxCu3ImJYNnWMsmXs5sAKO+9HHl8XUoj6/H2GEUaN1R7VmArPPC1GV8mcuUh5eD2gVz0z4AqDd/isUrFEtIHOp/PscwYNoVN5kKjqFTYx/mje+AWjYg/ToaEtdCaFvk8cvILVHQfdYGCg1la4DfGBfEZ6M78Gz8ab4+c6k2sJtSQWKvVqSk/Mix+BdLH1cotPTpfYADBw6Va2et0+mYOmUqqmKZtLf/vWqskosKv1HN0EZ5k7hrO3++M9MGX4GqUyiVhDdvYd282bkbHn7+WMxmCnONnDqYyZ5Vp8hLd+zNp/ZishjZlPAb8Wk7UUgq4kK60bXJsHIza99sfY58ffmOr50bDaFz45tJSN/D+vifUUhK+kSPoIl/q9Jzftn1Fn1jRhHo0aDGn09907p/A7rdEYVCUfsz5kLdJGbMHZhYY16zpJILs5Vq13LHFCl7Ue/+mZLb3gPAHNXH2j10109gKsESEoepzX/eORuKUaTsxdjvidKHTK2GodrxA8rknZhaDhNJuRPYcSKbXu9sYtmUbvjc85u1vvnOL5F+vAuv0X+w+vGe9Jy1DtNlM9krD6dx7Fw+T0YEl0nMC80WMgxG3NyalrmHm1s0kqQs91EnQN++fdHqtJz/4up1dlWBrviPj0PpqWHjT9+w668/rnq+rWld3Wjcpj2RHbrQpF1HNC4umIwmcs/r2bookf3rT2PSizUq17Lx+AJSso8xrPUUjCY9yw9/hYfOj5ZhZZud3d1+GrJ86euZkL6HrSf+onlIFyyyhbXHfqRX1F3IyKw++j0PdH8bSZI4mXkQN62XSMpriL7QKJJywaZEYu7AcovFGnNbuphkXyT7RpR77CJLRCdKIjpdekCSMDe7AXOzG658A40LxoHTy97DM8Ra71xwKufy9HR5cz1/PNSNFje/ixwQg7RiGtKvYwm+ex4r/teLAe9tLD1flq1rzT8b3Z5xoX58e/ZScp5QVEIbl7Ay43t4xCLLMseOlV0/HhQURKdOndAfzcKUWsSV6GL98B0Rg0U28+ur00k5cuUGHbbkGRBkXaLSsSthzWJRKJUY9AbOnyrg0KZEEnadr5U46gq9sZDDqVu4tfVUgj0bAdCuwQDS8k6US8xdNZc2IJeYitlxcik9I+/AU+dHkSEPvbGQpoHtkJFZdeRbio35uGo82X5yKX2jR9Xm06pX9AXi97RgWyIxd1AFJSbMtbjTWxCEsgwmC0PmbOb9u9swrOMEZL+mSAvGIv35MFG3fcofD3Xj9k/+KT1/5eFzxKfl81Tj4DKJeXyhnrbufmXG9nCPxWQqKdPMA6x1gC0mM5nzj1YclASe/RviOSCC/MwM5k37H0V5OTZ7zuXvJxEc2bR0iYpfWANki4XiAgMJ/2awb20y509WvE5euLazuQloVC6E+0SXPtYh4sarXGG1O3kVbhovYkOsXYV1andUCg3n85MBGbVSi07tzsnMQ7hqPMVseQ3SF4rEXLAtkZg7KDFbLgiO4X+/7OXg2VyeG9QT+YF1SPPugOXP0G7wW3wzrgPjv90FXJo1//Te9owJ9eP7C8l5UnEJKmXZxNzTsxUFBWWT8hYtWtCwYUNyVpwAQwWVWrRKfO+OQdfcl5P79/D7ay/UyPNVabQ0bNH6wubNrrh4eGI2mcjPMrB75Sn2rT5tl1bkdVFucQaeOj+OnNvGrlMrMFtMxIZ0o2PEICSp4mrGRrOBfWfW0y96VOk5CklB98jb+H3Pu4CCPtF3oZAU7Di5jD7RI2rxGdU/Br3p2icJQhWIxNxBiYosguA4vtx0gmPn8vlmTFuUE9cj/TwS1r9J3z7TePfO1jyxYB8Afx86R8L5fJ5pFFyamCcWlaCUJDzc48gvOAQocHOLJiHhVOn4Go2GQYMGYcrVU7A+pdz9VX46/MbFofLVse33X/hnwTybPj9XL2+atOtIVIcuRLRui0qtwWSwljTcseQYh7ekYjGJ9eK2ZjSXkFN0noNnNjGg2RgKDbmsPfYTKoWGdg0rrhZ1/Pwu1EotUQFtyzzeOrwPzYO7AKBR6TiVdRgXjTs+roEsO/gF5/JOEBXQjp5Rd1SqZJtQOWaj+LkQbEsk5g4qo6DE3iEIgnCZTccz6PveZpY80g3PMYuRlkxF3v45t3d6gKyiEl5behRZhndXxvPJve25N8SXealZJF0omejt3Zn8gkO4ujZCqdRx8uTJ0rF79uyJq6srGZ+V7/CpjfbBb1QzZIXMwlkvc2Lv1Su1VJZfeMPS9eJBkdbNqSVFRlKO5rF/XQqnD5evACLYlkJSYjDruTHuPjx11k9V8vVZHDiz8YqJecL5PUQHtkehKN8GXqO61IFyx8ll9G56F/tS1iPLFsZ0nsFve94jMX0PUYHtauYJ1UMmkZgLNiYScwdksljIFDPmguBwTmcX0/mNdSx+tAdNh32E9M8c5IN/MKHHbWQVGvlkfSIrLsyaT28cwrzULE7pSzDLMp6e1kZWHh5xgLW9M1hbUHfr1g3DiTwMp8qu13bvFY7XoEYU5+cyb/pj5GeWb6BRWQqlkrBmsdb14p264RkQiMVspijPwOHNZ9m7+jQ5aVfecCrYnpvGE6VCXZqUA/i4BpFfUnGdd5PFSEpOPO0jBl513OSsI+hUrgR6NGT7iSVE+MWhUmpo4BPD2dxEkZjbkJgxF2xNJOYOyGKBPLHGXBAckt5k4YbZG/ns3nYM7PowJK6DU1t5emAXsgsN/LzzNO+tiufje9pzT4gvP6ZmcUZvwNu1CWDd+Gk2G8jOtiZfgwcPBhkyfjhSeg9JrcBneFNcWwdy5uhhfn35WSyWqq9l1bi4Xihp2JnI9p3QuLhiNprISdez/a9E9q89I9bI2lGwV2PMFiPZRWn4uFo7GmYVniuTqF8us+AsFtlM0IUKLley4+QyejW1lnOVJAUX25VYZDOiyZltiRlzwdZEYu6gREUWQXBsD87bzZT+UTzWvzfknIa8M7xxayw5RQaWHzxH4vkCpjcO4cfULOKL9PRwDwGsM+ZFF5a3REdHExUVRd6603AhQVZ6a/EfG4cqyJVdSxay4YevqhSXZ0Agke07EdWxK+HNW5SWNExPLuTw5hPE70iz7RdCuG4+rsE08mvBqiPf0zdmJEUlefyb/DcdGw3GIlsoNuSjU7uhVFh/VWcWnsXLxR+VQn3FMU9nH0WjciHQw9qlOMgjgoT03YT7RHMi4wBdGg+tledWX5jF3gvBxkRi7qBEWi4Iju/DNQkcTc3jk1GtUWBBUqr4eGRrRn61i9mr45k7qh0jQ3xJKCqhp7e1uZSHRwvOnMlEpVJx0003YSowkPf3SQC0Tbzwu7c5qCWWfPAW8ds2XzsISSKoSVTpEhX/Bg2tJQ0LjSTuyWDf6mTSRElDh3Vj7H1siP+F33a/g0qhoVVYH1qH9SVfn8W3257n9jaPlZZTLDLkoVWVb4h2uR0nl9Ej8o7Sv7cK70NqbhIL/n2bpoEdaCqWsdiWDGazBaWy4io6glBVknzxMy7BYRhMFr795ySvLzty7ZMFQbC7qAA3Fk3ugruLdfOdyWhg2MfbmTOqLZ6eWmadPMeb0eFs29afbl3XsnHjRkwmE3379CXjm4OUHM/BrWsI3kMjKSksYN5zj5OblnrF+6nUGhq0aFW6edPVyxuzyUxBdglJe9PZu/o0Rblin4og1IaJH/RGrS2/GVcQroeYMXdQFvF+SRCcRkJ6IZ3f2MCyqd2J8HNHpdaw8KHOvL0ygeeGxNLMTYdCkggNuQuA1NRU7rjjDoxn8ilJysXnjqa4dQwmLSmBn154Eoup/LpvF0+v0pKGjVq3Q6WxljTMSi1m14p4Dm06K0oaCoIdmE0WkZgLNiMSc0cl8nJBcCqFBhO9397Ad+M70jsmEI1Gw2MDIknL1TM8yLqMJSDwRiwWEy1btkRCIvuPBAIfao061J19q5ez+ouPyozpGxZeukQlOMq6nMFQbORMfB4H1qdw6qAoaSgI9iYqswi2JBJzByWLzFwQnNLYb3YybVAMD/ZqjKtOi05tRqG0zqa5uTbGbDYRGxuLPj4b//tbIOmUrPhkNoc3rkVSKAiLib3QdbMbXoFBF0oaGjnyTyp7VyWTfU6UNBQERyIqswi2JBJzByWKsgiC83pzxTEOp+bx/p0tUajUYLFgRkKpkFAqVVgsFrSRXhj0en6f8Swefn4MfuQJItt3RutqLWmYm1HCjsVJ7FuXgqFIlDQUBEdlNprtHYJQh4jE3EGJJeaC4Nz+2pdKwvkCFj3UBY1Gg1KWMcsyCkChUGAyGjl/KokRL791oaShkYzTBRzecpJjO86BmIQTBKcgZswFWxKJuQOSJLGURRDqgsOp+XR6cx3rnuiNj5sO6bJ33EqlEv8GTUnam8m+tac5l5hrx0gFQRAERyAScwcky2IpiyDUFcPbN8BslkGWMRkNqNUa6wFJQpYl3H20tOgZRsNYX/Iz9eRlFJOXqacguwRZvBAIgsNTiBrmgg2JxNwBSRJiLYsgODFPnYqXhsYxtKW1OoucfgyU/qhdfZEkiax5PyK5uKCNaIhvUBD+cT5IOn8UKiWSJAFgscgU5RnITS8iL92asOdn6snLtP63MKdEvEwIggNQqiR7hyDUISIxd1Di960gOJ+WYZ68NDSO9g08QaGA+L9h28dIJzZifvoEW89uoaN/O9x79+LEbbdjKSgoc73C1RVd69a4tGyBJioKTYMGBAQGEdTKC0kbiFJ9qVayxWyhMMeauOdm6Mm/MNN+MYEvyhMNhgShNogZc8GWRGLuoESDIUFwHnd3CGdK/6aEeuvAWIy04zPY8QVknyg9x6Jx41DGIb45+A1f9v+MkDde58yjU8qMYykqomjrVoq2bq3wPgpvb1zatEEXG4suKgp1eBhBgYEEN/BBoQ1GobqUIJhNFgqy9OSmF5N7cba99L969IXGmvliCEI9o1CKGXPBdkRi7qBEXi4Ijs1FrWDa4Obc2S4EV50WOScZacVc2PsTlOSXPdkjGLVKy4ncE+w4t4MvD3/DAzc8QPH4cWR9822l72nJyaFw/XoK16+v8LgqMBCXNq3RNm+ONjIKTVgYIQEBhDb2R6HVlJnZMxrMpYl7XvqF2fbMS4m7oViUaBSEyhBLWQRbEom5gxJ5uSA4pib+rrw8rAXdG3ujUKmRT2yCrXOQjq+88jvqxn0AOJFrnUH/cM+HdA7uTMsnn6T4wEGKd+2ySWym8+fJX7mK/JWrKjyuCg/HtU1rtM2aoW3SBJewMNxD/AmPCrQm7opLCYZBbyI/S0/u+eLLZtqtCXx+ph5jiajdLAhgLX8qCLYiEnMHZRHVGATBoQyKC+bpQTE09nMBiwn2/QjbP0U6f+TaFzfoCMCJvEtLW8b/PZ71w9cS/uEHJN0yDHNGRk2FXsqUkkJeSgosWVrhcU1kE3StWqFr1hxt40a4h4bi2dAPqVkwSo0a6bLEvaTISF6mntzzRRfWtuvJzyy2/jdLL9qUC/WGJJayCDYkEnMHdfnMlSAI9qFSwP9uiGFMp3A83XTIBWlIa9+F3d9CUVblBwqKI6M4g2JTcelDBouBsSvHs+Cmnwn/4H1OjRkLZvvOQhsSkzAkJpHHovIHFQq0MdG4tGyJNqYZmkaN8AwJwSfSF6mFLwqNqrSiDEBxgYG8DGvibq0mc2GpzIXE3WIWkw9C3SB+Xwu2JBJzByTL4K4R/zSCYC/BnjpeHhZH/2hfVGoNcsouWPYR0pG/rLPlVSR7NSQxJ7Hc48dzjvPGv7N4rtOzBD72GOffeccW4dcMi4WSI0cpOXK04uNqNbrYWFxatUTbtCmaRo3wCQrCr5mvtRSk+lIpSFmWKc6zJu456UXkZ+jLrHEXNdwFZyI2fwq2JLI/ByRJ4OmitncYglDvdI/047mbm9M82M36wMGFsP1jpDO7qzWuycWbxLMbKjz2y7Ff6BbajX4T7qd4717yV6+u1r3sxmhEv28f+n37Kj7u4oJLizhcWlxI3EtruHsj6QJQqi/9OrJYZIpyS/6zMfVSScjC3BKxEUdwGGLGXLAlkZg7IKUk4eki/mkEobY82LsJD/RohJ+7DvQ5SJveg11fQf656g+u1KBUu5Ru/KzI1HVTWX3HKkJnvUXSbbdjPHWq+vd1NMXFFO/cRfHOije6KtzdcWnTGl1cHNqoKNQNGhAYGEhQqDeSTotSdamGu9lsoTCnpHRjqnV9+6UZd1HDXagtkkSZvReCUF0i+3NACoWEj6vG3mEIQp3m7arixSFxDGlxoTvn+SNIa+fCgQVgKrHdjRp2RSEprpqYA4xcNoq/b11Gg4/mcmL4nch6ve1icAKWggIKN2+hcPOWCo8rfHxwadsWl+bN0UZFog4PJzgwkJCGvii02jI13E1GCwXZ/6koc2Fjal5mMSWFohSkYBuiuZBgayIxd1A+rmIpiyDUhFZhXsy4JY624R7W7pzHllu7c57cXDM3jOgGwMm8k1c9Lb04nSc3P8P7vd8jeMYMUqdNq5l4nJQlO5vCtWspXLu2wuOqoCBc2rRBG9scbZNIdGGhuAUFEBbpj0JTvoZ7fqae3PSiS7Ptl5WENOhFKUihctQ65bVPEoQqEIm5gxJrzAXBtkZ2asCj/aII8brYnfPTC905T9bsjUNaozfpSStKu+apa0+v5ZfjCxhx6wiKd/9Lzq8Laja2OsSUlkb+33+T//ffFR5XN2yIS+tW6Jo3R9O4Ma5hYXiE+SFFB6HQqMvXcM/Uk3P+4sbUC/XbL/y/ySBKQQpWOjfxu1qwLZGYOyhPnfhhF4TqctVc6M7ZNgQXnRY5+xTS8gvdOQ0FtROEXxSn8iq/Zvy17a/RPrA9US+8gP7wYfQHD9VgcPWHMTkZY3IyeYuXVHhcExWFS6tW6Jo1Q3OhhrtXI1+I9UapLlvDXV9ovJS4Xz7bfqH5ktkkEvf6QucuflcLtiUScwflphX/NIJwvSID3Hh5WAu6NfKydudM2gBb5yIlrLpyd84aYnIP5PiZTVW65t7l97L+jjWEz53LiVtvw5yTUzPBCaUMCQkYEhLIreigQoG2WTNcWrVCGxONNqIRniHBeEf5IrX0RfnfGu75BvIyiq1VZcosk9FTkC1quNclYsZcsDWR/TkopULCTaOk0CDWOgpCZd3UMpinBsbQ6EJ3TmnvPGt3zvQr1N6uDWrXMh0/K6PIVMT9ayYy78bvCH37bU5PnFjrbyiEy1gslBw+TMnhwxUf12jQxcVamy+VqeHuU76Gu0WmKN9QphRkacfUTGviLv6pnYdIzAVbE4m5A/N0UYvEXBCuQaWAx2+IYXTncDxcdcj555DWvA27v4PibPsG5xeJSqm+ZkWWihzIOMCc/R8zpccU/CdNIuOTT2ogQMEmDAb0e/ai37O34uMuLri0bHkhcY9C07Ah/kFBBLbwRtIFolRf2kBoMcsU5VlLQeaWloK8lMAX5hpEDXcHonNXYTHLosmQYDMiMXdgnjo1qbn1q2SaIFRWqJeOGbfE0T/GF6VKg5yyE5bMRTq6GCwO8oa2cW+A60rMAb488CVdQrrQ6dFHKN6/j8It/9gyOqG2FBdTvGMHxTt2VHhY4elpXd8eF4e26WU13MO9kbT/qeFuulDDvUzzpeLSjanF+cbaelYC1hlzWZYBkZgLtiEScwfmJUomCkI5PaL8eO7mWJoFuVmXdxz8HbZ/gnR2j71DKy+8AxbZQnJe8nUPMXHlRNbfuZaw2bNJGnYrptRUGwYoOAJLXh6FmzdTuLnikp0KPz9c27RBF9scbeSFGu4BAYRE+KHQli0FaTKaKciyJu65GcVllsnkZRRTUiRquNuSTvyeFmxMJOYOzFMn/nkE4aKH+kQyoXsEfh4uyMXZSJvegZ1fQcG1yxDaTUAzzhWew2C5/k6UFizcs2I0fw1dRPicDzk1chSyUcyK1ieWzEwK1qyhYM2aCo+rQkKsXVObx6Jt0uRCDXd/wiIDrKUgL6/hXmImP0tP7vmi0oZLFzem5mUWYxQ13KtE61621KYgVJfI/ByYl6hlLtRz3q4qZgxtwU1xAdbunGmHYc0cpIO/27Y7Zw2xeIWTkHOs2uOczj/Ni9tm8Fr3mQROe4a0V2faIDqhrjClppKfmkr+8hUVHlc3bIhL2zboYpqhadIY19BQPML9kWIqqOFebCLvsuZLl3dOzc/Uixru/+HqoSlTSlMQqksk5g7KbJFFkyGh3mrTwIuXhsbRJuxCd86jy6zdOU9V3K7dUZm1niTlJtlkrMVJi+kW2o0h99xD8Z495C1ZapNxhbqvtIY7f1V4XBMdjWurVmibxaBp1AiPkBC8GvkhxfqgVKvK1XDPyywmN+2yijIXlskUZJXUuxruLqKOuWBjIjF3UBZZFk2GhHrnns4NeaRvJMFeOjAUIW3/xNqdM6fyDXochsYdlUp33Rs/KzJ983RaB7Qm7LXX0B89hiEhwWZjC/WXIT4eQ3x8xQeVSnTNm6Nr2bK0hrtXSDC+0b5ILn5lSkECFOUZyM8sJud88X+aL1kTd4ulbpWU0YrEXLAxkZg7KFkGHzeNvcMQhBrnplEy/abm3NEm2NqdM+sE0rK5sG8+GArtHd71a9wTSZJsmpgDjFw6kjW3r6TBxx9x4rbbsRQ68ddIcHxmM/qDB9EfPFjxca0Wl7hYa+LetCmaiAh8goPxa36FGu55hksbUzMuzrZfKAWZU+J0Ndy1LiKNEmxLfEc5KJVSoqGPi73DEIQa0zTQnZeHxdGlkRcKpRo5cZ21O2fimrrRTKdhV+D6SyVeSa4hl0c3/I/P+n1MyOuvc2bqVJuOLwhVUlJC8e49FO+uuCqSwtUVXetWuMS1QHOxhntgIIEtvZG05Wu4F+ZeXgry0qx7XqaeojzHquGudVWhVCmufaIgVIFIzB2UQpJoHOBm7zAEweaGtArhyYHRRPi6gNmItPt7a3fOjCt8lO6sgluRb8gnpyTH5kNvTd3KN0e+574b76N47FiyvvvO5vcQBFuwFBVRtHUbRVu3VXhc4eWFS+vW1hruUZFoGjQgMCCA4HBvJG1QhTXcc86X35ial6FHX1C71Yo8fHW1ej+hfhCJuQML83a1dwiCYBMqBTw5sBn3dAq70J0zFWnNLNj9vf27c9YUn8Y2ny2/3Ozds+kY3JEWTz9F8YEDFO/eXWP3EoSaYsnNpXDjRgo3bqzwuDLA35q4x8ahjWyCOjyckIAAQhtVUMPdYCY/W0/u+eJLSftlJSFtXcPdXSTmQg0QibkD06gUBHpoOZ/v+GXhBKEiYd46Xh7Wgr5NfVGq1Mint8OSj5COLnGc7pw1xOjmR0JyzSbL41aMY/2dawmf8yFJtwzDnJlZo/cThNpmTs+gYPUaClZfoYZ7aCgubdqga94cbZPGuISF4R7iT3hUYAU13E3kZ+rJOV9cpn77xSZMxpKqvSZ5+OqQLbIolyjYlEjMHVxDX1eRmAtOp3dTf6bf3JyYwIvdOX+DbZ8gpe61d2i1RqF2qdEZcwCDxcC4lffx6+CfCXt/NsnjxoO5br/hEYTLmc6eJf/sWfKXLavwuLpRI+uMe7PLarg39ENqFlyuhntJselSRZmMi+UgLy2ZMRnLloL08NViscgoRWIu2JBIzB1cQz9Xdp2qox/1C3WKJMHk3pHc3yMCX3cX5KIspI2zYNfXUHDe3uHVrpDWKBWqGk/MAeKz43lr99tM7ziNgKlTSH9vdo3fUxCchfHkSYwnT5L355/lDyoUaKOjcWnVEm1MDJqIRniEhuDV2BdFnA+K/9RwLy4wlM6452cWExbjI2bLBZsTibkDM5otNPQV68wFx+brquGlW2K5KTYAtUaDnHYQVs21duc0X38reqfWqBdg+4osVzL/6Hy6h3an98SJFO/dR8HatbVyX0FwahYLJUePUnL0aMXHVSprDfdWLdFFx6CJaIhXSAi+0T4V1nAXBFuQZLku1CWrm0xmC3/tO8vjv+6zdyiCUE67Bt68eEscrUPdrd05jyxB2vYxJG+1d2j2N/xrTLHD6DCvA2a59paWrLljNX6SOyduvQ3j6dO1dl9BqI+id2xH6elp7zCEOkbMmDswlVJBY39RMlFwLKO7NOThPpEEebmAocCajO/8AnKS7R2a4/CP5kz+mVpNygFGLb+H5cOWEP7RXE7eeRdyidifIgg1QeHmJpJyoUaIxNzBRfiJxFywPzeNiudubsbtbYLRabXIWUlIS+fC/p+duztnDTF7hHA8Y2+t3zetKI1n/nmWd3u+TfCMl0id/mytxyAI9YG6YUN7hyDUUSIxd3C+bhp0agX6/+wGF4TaEBPkzoxbWtC5kae1O2fCWtg2Fylxbd3ozllDLFoPknKT7HLvVadWsSDkd+667S6K/91Nzm+/2SUOQajLNA3C7R2CUEeJxNwJNPR1JT6twN5hCPXILa1DeGJgNA19Lnbn/O5Cd87j9g7N8bkFoFZpa23jZ0Ve3fYq7QPb0eSlF9EfPoz+8GG7xSIIdZG6QUNkkwlJJdIowbbEd5QTEIm5UBs0KgVPDoxmVMcw3F10yHlnkVa/Cbt/AH2OvcNzHk36ALVXkeVK7l02mrXDVxH+0VySbr0NS26uXeMRhLpEExEhPjUUaoRIzB2c2SKLkolCjQrz0fHKLS3oc7E7Z/I22DoX6diyOt+ds0Y06ATAybyTdg2jwFTAg2sm8+3ArwmbNYvTkyaJREIQbEQX2xxJrbZ3GEIdJBJzB2e2yDQQiblQA/rGBDBtcHOiA11BtsCBBdbunOf22zs05xYUR1ZxFoVG+2+K3ZO+h48OfMIjvR7Bb+JEMj/7zN4hCYLzkyS0UVH2jkKoo0Ri7uBUSolGojKLYCMKBTzcJ4r7ujXEx90FuSgTacMca3fOwnR7h1cnyN4Rdtv4WZHP939O15CutJ86heL9+ynaKurMC0J1qMPDUeh09g5DqKNEYu7gFJJEdJCHvcMQnJy/u4YXh8YxONYftVqDfO4ArJyDdGhh/e3OWUNMLj4kpG62dxhlPLDqAdbdsYbw92eTdMswTGlp9g5JEJyWLibG3iEIdZhIzJ1AmI8Lni4q8opN9g5FcDIdInx4YUgsrUq7cy6GbR8jJW+zd2h1k0KFUu1i942f/2WymLh3xRj+HPoH4XPmcPKee8BotHdYguCUtNHRoiKLUGMU9g5AqJyWYV72DkFwImO7RbB9el8WTOpCq0Al0raPkN5vhfTrGBBJec1p0BmFpOBEnmMl5gCn8k8xY/ur6FrEEfTUk/YORxCcljYmBiTJ3mEIdZR4u+cEzBYLrcK82ZKQae9QBAfmrlXx/M3NubV1kLU7Z2YC0tKPYN/PYCyyd3j1Q6PugP1LJV7JosRFdAvrxuAxYyjeu4+8ZcvsHZIgOB1dbHMkpdLeYQh1lEjMnUTrBmLGXKhYs2APXr4ljo4RF7tzroatH1m7cwq1K6QNJaYS0goddw330xufppVfS0Jefw39sWMYEhPtHZIgOA1Jp0MdFmbvMIQ6TCTmTkCpUNC2oY+9wxAczK1tQ3l8QDQNfF3AVIL07zew/TOkzAR7h1Z/+UWRnH8KGceuFz5y2ShW3/434R99xMk7bsdSKD5REYTK0EZFIinEKmCh5ojE3EkEeerwc9OQWSgqaNRnGpWCpwZGM/Jid87cM0grX4c9P4BedHa0N7N7EMdT/7F3GNeUXZLNlA2P8Um/jwieOZOzjz1u75AEwSloo2OQZRlJrDEXaohIzJ1Iy3Av1h8TtabrowY+LrwyrAW9onys3TlPbb3UnVO22Ds84QKLxtVh15f/15azW/ju6A+MGzyO4t27yf5hnr1DEgSHp42OBpMJRNdPoYaIxNxJmMwWWonEvN7p1yyQ6YObERVwoTvn/l9h+ydI5w7YOzThv3waoVZqnCYxB3h317t0DOpI7LRp6A8epHjPXnuHJAgOzaVFHIgyiUINEt9dTkKSJNo08LZ3GEItUCjgkb5R3Nc1Am93HXJhBtL6D+Dfb6Aww97hCVfSuBeAQ5ZKvJpxy8ex7s41hH84h6RhwzBnZdk7JEFwTCoVupYtxTIWoUaJxNxJKBUSbRqIDaB1mb+7hhlD47jxYnfO1H2wcu6F7pyiGYzDC++IRbZwKu+UvSOpEr1Fz/iV9/PLTT8RNns2yePHg0UsjxKE/9I1b45Cq7V3GEIdJxJzJ+LrpiHYU8e5PL29QxFsqGMjH14cEkuLEHdr04ojf1m7c57eYe/QhKoIjOV80XlKzCX2jqTKjmYf5e3d7/F0p6cJmPIo6e9/YO+QBMHhuLRti2w2ixrmQo0SibmTaRXuxbnDIjGvC8Z3a8RDvRsT4KmDkgKkrXNgxxeQd8beoQnXQfYKJyHHeUtVzjsyj26h3eg5aRLF+/ZRsG69vUMSBIfi2r6dvUMQ6gGRmDsRo9lCy3AvVh523OYlwtV56C5052wVjFarQc44jrRkLuz/BYzF9g5PqAaTzosTp51rffl/TV4zmbXD1xD69tucuPU2jCkp9g5JEByGa4cOYrZcqHEiMXci1nXm3vYOQ7gOzUM8mHFLHB0bXujOGb/SulwlaZ29QxNsQe2KSqV1qoosV3LPsntZOuwvwj+ay8m77kYucb6lOYJga+qwUFR+fvYOQ6gHRGLuRBSSRGuRmDuV29uF8diApoT7XOjOuetr2PEZUqZog16nNOqBJCnqRGKeWpTKtH+e452eswh+4XlSn3/B3iEJgt25tG1r7xCEekIk5k7GU6emga8Lp7PEsgdHpVUpePrGGEZ0CMXNRYecm4L090zYMw9K8uwdnlATGnYDqBOJOcDKUyv5I7QbdwwfTtHuPeT+8Ye9QxIEu3Jp2w7ZaEQSjYWEGiYScycjyzJdGvtxOkus/XQ0EX6uvHxLHD0jL3bn/Af+mYMUv0J056zrQlpRaCwkU59p70hsZsbWGbQLbEvEjJfQHzlCyZEj9g5JEOzGrVNHkZQLtUJh7wCEqjFbZHrHBNg7DOEyA5oHsvrxXqx/ohe9o7xR7P8ZPumO9M1gOLZMJOX1gW/jOjNbfrlRS+/BIBsJnzsXhYeHvcMRBLtQuLmhiYy0dxhCPSFmzJ2MSqmgd3QACgkssr2jqb8UCpjStynjujXE202HXJiOtP592PUNFNWdWVOhckxu/iScXmvvMGyuwFTAg2sn880NXxE6axYpkyeDLF54hPrFpXVrJIWYxxRqh0jMnZCHTk2rcG/2ns6xdyj1ToC7hpeHtWBgMz9Uag3y2b2wYg7S4T9Fd876TO1aJ2fMAXaf382nBz5nct/J+E24n8wvvrR3SIJQq1w7d0I2mZBUImUSap74LnNCJouFXtH+IjGvRZ0a+/DCkDhaBLtZu3Me/tNa7jBlp71DE+wtMBaVQlVnE3OAT/Z/QpfQLrR97DGK9x+gaPt2e4ckCLXGvU8fEPXLhVoiPptxQkpJom9MoL3DqBfu796YndP78svErrTwA+mfD5Heb4n023gQSbkA0KQ3UHcqslzJ/SvvJ68kl/AP3kcVKF5/hPpB6e+PLiYGSZLsHYpQT4gZcyckSRKtwr3x1KnI05vsHU6d46lT8fyQWIa1DESr1SJnxCMtngsHfhXdOYXyQttjtphJya/blZJMFhP3rhjDoiG/Ez7nQ07ecy+YxOuPULe5d+9u7xCEekbMmDsppUKiW5S/vcOoU2JDPFgwqSt7X+jHne3D0JxaD9/dgjS3I+z+TiTlQsUCojlTcAaTXPeT1JN5J3ll52voWrYk8Mkn7R2OINQ4t549kMUbUKEWiRlzJ2U0W+jVNIAVB8/ZOxSnd2f7MKb2b0qYjwuY9Eg7v4Qdn0NWkr1DE5yAxTOMhMz99g6j1vxx/A+6h3Zn4LixFO/dS/6KFfYOSRBqhkKBe69eYtOnUKvEd5uTUisV9G8eCAvtHYlz0qkUPDO4GXe3D8VVp0XOOY3090ew50fRnVOoErPWnaTc+vUm7okNT7DSbwWhb7zOiWPHMJyo2+vrhfpJFxuL0tPT3mEI9YxIzJ1YkKeOyAB3EtML7B2K02jk58orw1rQo4k3CpUa+cQm2PYRUvzfohGQUHUuvqhVOk7mnrR3JLVuxLJRrLptBeEff8SJO4YjFxXZO6RaYZRlnkDmASRaXtgQeEyW+RqZU4AvcBsSN1xls+Ao2cJ/v1rzkXCRJJbJMvOR8QCmIhFzYRyjLDMFmdeQ8BUbEWuFe8+eokyiUOvEd5sTs1hkekf7i8S8EgbGBvLMoGY08XcF2Qz75sP2T5HSDtk7NMGZ1ZOKLBXJ0mcxdePjfNx3DiGvvsLZJ+r+mnODLPMeMsmXPZYty7yCzCCsiXQiMAcZHxk6VJBAZ8oyRcCnSGgve1wH5Moy3yLzAhLHgM+QeQ/rGKuA9iCS8lrk3qe3KJMo1DqRmDsxGegTE8jXW07aOxSHpFDA//o3ZWyXhni56ZALziOtmw3/fgNFWfYOT6gLGnQBrJsi66PNZzYz79h8Rt88muJ/d5P900/2DqnGnJZl3qV819PtgA8wWrLWUggFDsgyG5HpQPkkOuXC+cEVJNhpsowb0FKS8JVlfr3wuFGWWYLMzArGE2qGwtMTXcuWokyiUOtEYu7ElAqJzk180aoUlJjEMoyLgjy1zBgaxw0Xu3Oe2Q3L51q7c1rE7nrBhoLjyNHnkGeov/sSZu2cRYegDjR7djrFhw6h37fP3iHViINAS+BeJO6+LEFvCzSuIGG+0sKe01iT94r4AwVAuiyTAARceHwN0A4xW16b3Lp2RVKIwnVC7ROJuZPTqpR0bOTL5oQMe4did12b+PH8kObEBrtZHzi0yNqd88y/do1LqMO8G5GYm2jvKOxuzIoxrL9jLeFz53DilmGYs7PtHZLNDZYkuJiAy5cS8yBJIuiy83Jkmc3AiCvMbqcgYwCeky2cBRoD9yMRJlnXjg+RZR5ERgM8gYRJllmMzKtitrxWufcS68sF+xBvB52c0WyhV3TAtU+swyb0bMzOZ/vx0wOdifWRkTa/jzS7BdLv94NIyoUaZHT1ITFHJOZ6k577Vk1A6eNN2Oz3rOvI6qESWeYtZLyBG69wTgqQD9yFxHQkNMCLyBRfSPbHSgq+R+J7JDpKEmuwzsorgJdkCw/IFv6Qyy+pEWxIpcJj4ECRlAt2UT9fPesQtVLBjXFB1z6xjvHUqXjnztbEv3IDz98ci39JMtJfjyK9GwNrX4X8VHuHKNR1kgKFyqVebvysyOGsw7y35wNcO3fG/+GH7R1OrSuWZWYicxZ4HgntFZadvITEbCRaSxLRksTjSBiBHZed4y5JaKRLs+W3I/EzMg2A2UgsQyZBJOc1xq1LZ5QeHvYOQ6inxNvBOiDCz424UE8Ona3761xbhnny0tA42jXwQFIoIf5v63KVExvtHZpQ34R3RKlQisT8Mt8d/o6uoV3p/vBk9Pv3U7Bhg71DqhVFFyqzpAKvIhF6lbXgaklCfdnfNZJEkCxT0Xb0dUBrrGvLj8gyY5BwlyRiZJkjQJRNn4VwkeegwWIZi2A3Ysa8DjCZLdzaNszeYdSouzuEs+WZPvz1SHfah2pR7PwC6cN2SPNHgEjKBXuI6AHUz1KJVzN59WQyC9MJfedt1GFX2uZYd1hkmTeRSQNeQ6LhVZJyWZZ5ULaw5rLZbr1snWX/7yu4WZb5E5k7Lqwtl6B0y6n5sv8XbEylwmPQjSIpF+xGJOZ1gEqp4La2YSjq2N4gF7WCl2+J4/CMAbw1vDWhUibSimnW5SorpkO2SIgEOwptg8FsILVQLJu6nAUL9ywfjazTED53LpJGY++QatRqrBVbHkbCDWtd82xZJv9C8m288HezLCNJEh2An5E5IMskyzLvI+OHtUb55dYBrbhUiaUpsAGZJFnmEBBTO0+v3nHr0gWlu7u9wxDqMfGWsI7wd9fSuYkfWxMz7R1KtTXxd+XlYS3o3vhid86NsPUjpOMrRXdOwXH4NyU5PxlZzF2Wc6bwDNP/eZ5ZPd8k6LnnOPfSS/YOqcZsRcYCzPzP90Ec1hn0o8ALyHyGtXrLWCSUWBsVFWEtwfgCEsrLZtovzpbPuKwSy91IvI3MC8gMgdKOoIJteQ4Wy1gE+5JkWewgqQuMZgt/7D7DM7/vt3co121QXDBPD4qhsZ+Ltd74vvlI2z+F80fsHZoglGN+5iQrz23j6Y1P2zsUh/VKt1e4reltnJ02jdxFf9o7HEG4OrWa6K3/iBlzwa7EW8I6Qq1UMKRVCC/+edCpmg2pFPC/AdGM6dwATzcdckEa0tp3Yfe3ojun4NAsGjexvvwaXvznRdoGtKHhK6+gP3KUkmPH7B2SIFyRWMYiOAKxxrwOcdOq6BMTaO8wKiXYU8dno9tz9OUbeKRfUzyyD8KC8UjvxcLm90RSLjg2rwaolRqRmFfCPcvvxSCbCP/4IxSiBJ3gwC4uYxEEexKJeR1iMlu4zcGrs3SL9GPZlB5sndabgc39UR75E77oi/Rlfzj0h3UJiyA4usa9ADiZd9K+cTiBPEMeD617GFVQEKFvvWnvcAShYmo1njeKpkKC/YnvwDpEpVTQv1kgnjoVeXrHSnAn9mrMxJ6N8XPXgT4HafNs2Pkl5J+zd2iCUHUNOgFwKu+UnQNxDrvSdvHFoa94sN+D+N5/P1lffWXvkAShDPdu3VC4udk7DEEQiXldo1JK3NgimAW7UuwdCt6uKl4cEseQFoFoNBrk80eQ1s6FA7+BSW/v8ATh+gXGcr7oPMWmYntH4jTm7p1Lp5BOtHnicfQH9lO0Y6e9QxKEUp7DbhHVWASHIKqy1DFmi4WdJ7MZ8fk2u8XQMsyLl2+Jo224BygUcGwF0raP4eQmu8UkCLYkP36UbQUnmbhqor1DcSoahYZ1w9fgqpc5MWwYpvPp9g5JEFB6e9N000YktfraJwtCDRNvDesYpUJBp8a+BHpoOZ9fUqv3HtmpAY/2jSTE2wWMxUg7PoUdX0D2yVqNQxBqmsnFi8SURHuH4XQMFgNj/h7H7zf/StgHH3Bq9BgQm+0EO/McOhSUSnuHIQiA2PxZN8kwtHXttMJ21Sh45ZY4jswYwBu3tyKEDKTlzyC9Ew1/PyeScqHuUelQqnScyBMVWa5HYm4ir+18E5fWrQl8/DF7hyMI+Iy4294hCEIpMWNeF0kwvH04X22uucQhMsCNl4e1oFsjL2t3zqQNsHUuUsIqEKujhLosojsKSSFKJVbDguML6BbWjQH33Ufxvn3k/73S3iEJ9ZSuZUu0kZH2DkMQSonEvA5SSBLNQzyJDHAjMb3QpmMPbhHMUzde6s4p7Z0H2z9FSj9q0/sIgsOK6AYgEvNqemz9Y6y6YyWhb7zBifh4DCdO2jskoR7yvnO42PQpOBSxlKWOMlks3N4u3CZjqRTw9I0xHHixP5/c257GugKkNa8gvRsDS/4HIikX6pPgVhQZi8gozrB3JE5v5NJRmFQKwj/6CMnFxd7hCPWM5OqK19ChIikXHIpIzOsolULBPZ0bolFe/z9xiKeOzy9055zcNwr3rAOwYBzS7DjY8j4UZ9suYEFwFn5NRGMhG8nQZ/D4pifRREQQ8vLL9g5HqGc8Bw1C0unsHYYglCHeJtZh3q4aBrcM5s+9Z6t0XY8oP567OZZmQW7W9eKH/oBtnyCd3V1DkQqC8zC5BXA8Zb29w6gzNqRsYH78L4y6ZRRFu3eT8/PP9g5JqCd8RtwNFouoyCI4FJGY12Fmi8x93RtXOjGf1DuSB3pE4OfhglycjbTpHdj5FRSk1XCkguBENK5ifbmNvbHjDdoHtSf6+efQHzqE/sABe4ck1HGaqChcWrWydxiCUI5IzOswpUKidQNvWoR5cvBMXoXneLuqmDG0BTfFBVi7c6YdhjVzkA7+DqbarYMuCA4vIAaVQi1KJdaAe5ffy4Y71hE+dw4nht2KOSfH3iEJdZj38DvEpk/BIYk15nWcyWxhTNdG5R5v08CLhZO7see5/gxrE4I6cSV8cxPSJ11h708iKReEijTuDYiKLDVBb9Jz/+oHUPr5Evreu9auwYJQAySdDu877hBJueCQxCtfHadSKri1TRjertZWw6M6NWTrtL4snNyNNkFqpO2fIH3QBumXe+DUFjtHKwgOLqw9ZouZ0/mn7R1JnXQw8yAf7J2LW9eu+E9+yN7hCHWU17BhKNzd7R2GIFRIvF2sB5QKiW/GdqRZkCsuOi1y1gmkZXNh33ww2LbOuSDUaQHNOFd4DpNFtJGvKV8f+pouoV3oMnkyxXv3Ubh5s71DEuoSScLv/vushQ0kyd7RCEI5Ysa8HlBI0DbCB93ZbfDjcKQ5bWHnlyIpF4QqsniGkZCTYO8w6rxJqyaRrc8mbPZ7qEJD7R2OUIe49+mNpmFDJLFUSnBQ4juzHpAuzApIu76G46usMwWCIFSZWedBYm6ivcOo8yxYGLX8HmSdhvC5c5DUanuHJNQRfvffj2wSn3gJjksk5vWFxQTdp9o7CkFwXjpvVEqt2PhZS84UnOH5rS+ha9aMoOeetXc4Qh2gi4vFtUMHselTcGgiMa8vFCoIawcNOtk7EkFwTo17IUmSSMxr0dITS1mctASfESPwvOUWe4cjODnf8ePFbLng8ERiXp+YjdBtir2jEATn1LALACfzTto3jnrmuS3PkZx7ipBXX0Eb3dTe4QhOShUcjOfgwWK2XHB4IjGvT5RqaHYz+DS2dySC4HyCW5BbkktuSa69I6l3Ri27ByNmwj/6SJS5E66L7+h77R2CIFSKSMzrG9kCXSbZOwpBcD7ejUjKTbJ3FPVSriGXyesfRR0SQsgbr9s7HMHJKNxc8Rk5EkmptHcognBNIjGvbxQqaDcWXH3tHYkgOBWjqy+JOaIii73sOLeDLw9/g+cNN+A7fpy9wxGciNcdw5F0OnuHIQiVIhLz+kipge7/s3cUguA8JAUKtavY+GlnH+75kP3n9xP45JO4dOhg73AEZ6BWWxsKiWZCgpMQiXl9pFBC50ngHmjvSATBOYS0RalQisTcAYz/ezwFhgLCP/wApb+/vcMRHJz37behCgws7echCI5OJOb1lUIJPR6zdxSC4Bwa9wQQibkDMFgMjF05HsnDnfAP3gexbli4AkmjIeCRR0RTPcGpiMS8vlKooOME8BTtrgXhmkLbYjQbOVt41t6RCMDxnOO88e8sXNq2JfAxMcEgVMz7zuEo/f2RFCLVEZyH+G6tzyQF9HzC3lEIguPzb0pKQQoW2WLvSIQLfjn2C+tTNuA34X48BgywdziCg5G0WvwnT7Z3GIJQZSIxr88UKmg3Drwa2DsSoZoMZhiyzI/taZrSx84WKnhgvQ+tfw3ihsX+LEu+elWCb4+60nNRAG0XBPLsdk+KL2uQ92O8K51/D+TGJf7szVCXue/Axf6cL67bLyVmjxCOZx+3dxjCf0xZN4W0gnOEznoLdUSEvcMRHIj33Xej9PERa8sFp1O3f5sK1yYBvZ+2dxRCNZSY4fF/vDmeeylhNlngwQ0+qBQyCwdlcH/zQp7e6kV8TsVd7/4+rWXuQXde6ZjHd/2y2Jeh5u29HgBk6SXe2uvBBz1yuL1xMS/v8iy9bkGSC71DSwh0qdszyRatm1hf7qBGLhuFWaWgwUdzRUk8AQDJxQX/hx4SlVgEpyQS8/pOoYI294BvE3tHIlyHhFwld630I7mg7Aa4DWe1pBYpebtrLk08zYyIKqZXSAl7Lpvtvtz3x9wYG1NE37ASWvmZeLlTHr8nuVJsgtMFKjw1FroEGbihgZ6kPGtybzBbr3sgtrDGn6ddeYSgVmpFYu6g0ovTeXLzM2gaNyZ4xgx7hyM4AJ+RI1F6eYrZcsEpicRcsO5Y7/2MvaMQrsOO8xo6Bxn45YbMco93DTLgrr5UjeDjXjncHVVcbgyzBQ5kqekQYCh9rI2fEaMFjuaoCXY1k1ui4GyhgkNZakJczQD8nuRCz5C6P1tOkz6AqMjiyNaeXssvxxfgfeswvO+6097hCHakcHPFf9KDYrZccFoVf64t1C9KFbS6Cza9AxliHa0zGdW0fKINcLpASZibmXf2uvPnSRd8tBamtCxgQHhJuXPzjBIlZonACwk3gEoB3hoL54oUtPU3MiamkAGLA9AqZd7rlovRAt8dc+P7/lk19twcRngnAE7kicTckb22/TXaB7Yn6oUX0B8+jP7gIXuHJNiBzz33oHB3F7PlgtMSM+aClcUMfZ61dxSCjRSZJBaecCHPoODTXtnc2qiYKZu9OZBZ/r243mT9Bab5z6uBRgkGs/XYU20K2Hr7ebbdfp6+YSX8keRCj5ASlBKMX+tDv78C+OKwW40/L7sIiiWjOINiU8VvggTHce/ye9FbSgifOxelt7e9wxFqmcLdHb8HJoryiIJTE9+9gpVSDS1uh8BYe0ci2IBSAm+thRkd84jzNXFf8yL6hJbwa6JruXO1SutyF8N/VqQYzOCiurQUxksjo1WC0QLfHnPjgeaFfHjAnSgvE4sGZfDjcVcOZtW9D+Fk74Yk5iTaOwyhEopMRdy/eiJKfz9C335bLGeoZ/zuuw+FW/nXOEFwJiIxFy4xG6Hvc/aOQrCBQBczjTzMKC7LSxp7mkgtKt8l0Vsro1XKZBRfOmayQI5BQUAF68cXnXChe3AJQa4Wdqer6RFSgqdGpo2/gX/TNeXOd3YmnZdIzJ3IgYwDzNn/MW49uuM/aZK9wxFqiSo4GN8J94vZcsHpie9g4RKlGpoPgQad7B2JUE2t/Y0cz1VhviyvTsxTEeZmLneuQoKWvkb+Tb9UsWVvhhqVApp5G8uca7LAN0ets+UXr5Vla/Zvtkh1r/O1UoNS7SI2fjqZLw98yY5zO/B/9BHcunezdzhCLQh47DGRlAt1gvguFsoym+Dm2dauoILTGhKhxyLDy7s8OZWv5MfjLmw6q+WuyCIA9CZIv6wp0KimRXx11I3VKVr2Z6qYscuTuyKLcPnPypRFJ1zoGmSdLQdo6Wdk8Skdh7NU7DivoY1/2UTe6TXsikJSiMTcCU1cOZEcfTZhs2ejCgmxdzhCDdK1iMN72C1Iqrq3lE6of0T2JZSlVEFwC2g/zt6RCNXgrpb5pm8WSXkqhizz5/tjbszunkOcr3F1OskAAC/fSURBVLWd57JkF3osCiw9/+YIPQ/GFvLiDk/uW+dLKz8jT7XJLzOmdbbclYmX1S1/pEUBZwqVjF3ryz3RRXUvMY+wzraKiizOx4KFe1aMRnbRET7nQyR1xTX8BecXNH06ssl07RMFwQlIslznPnwWqkuWoSQPPmgNxdn2jkYQ7GfkzxRH9qHTj2J5l7Ma2mQor3WfSfb8+aS9OtPe4Qg25nHDDYTP+dDeYQiCzYgZc6E8SQKNG/R/0d6RCIJ9+UWRnJds7yiEalictJhlJ5fje889eA652d7hCDYkabUEPTsd2Vx+74wgOCuRmAsVU6isy1lC2tg7EkGwG5N7IMezRdMtZzdt0zRO550m5LXX0ERF2TscwUZ8x49HFRSEpCxfbUoQnJVIzIUrs1hgyHuiFrBQf6ldxfryOmLk0pEYsdDg449QuNXRZlj1iCo4GP+HJolKLEKdI76jhStTqiCsPbQeae9IBKH2+UWiUqpFRZY6IteQy6MbpqIODSXk9dftHY5QTYFPPyVmyoU6SSTmwtXJFhj4Gui87B2JINSuJn0ARGJeh2xN3co3R77H88aB+I4da+9whOvk0qEDXjfdJMojCnWSSMyFq5MUoPOEPtPsHYkg1K6wDlhki9j8WcfM3j2bA+kHCHz6KVzatbN3OEIVSRoNoTNnig2fQp0lEnPh2hQq6PQgBMbaOxJBqD0BzThXeA6DxWDvSAQbG7diHAXGAsLnfIjSz8/e4QhV4Pfgg6gbNqi1ZSwxMTFl/nTp0oXnn3+ewsLCcueePn2amJgYnnrqqXLH5syZQ4sWLTh+vPxm8n79+vHHH38A8Mcff5S5X1xcHL169WLmzJkUFBSUXrN9+3ZiYmIqjHn06NHMmTOnzHhbtmy56nkXx7v4JzY2lm7duvH000+TkZFRek1KSgoxMTGkpKSUG2/atGlMmyYm8apLJOZC5cgWuPlde0chCLXG4hVOQk6CvcMQaoDBYmDcyvtQeHoS9v5sEGuVnYK2aVP8Jz1Y6xs+58yZw+bNm9m4cSOffvop+/fvZ9asWeXOW7ZsGQ0bNmT16tUVJu5Go5GXX375mvcLDg5m8+bNbN68mZUrV/Lqq6+yceNGJk+ejMViua7n8Morr2AwXHuS4eJ916xZw/vvv09SUhJjx46lqKjouu4rVJ1IzIXKUaqtXRBb3GHvSAShVpi1HiTlJtk7DKGGxGfH8+but3Ft356AqVPsHY5wLQoFIa+/Zm2AV8u8vLwICAggKCiINm3a8OCDD7J8+fJy5y1ZsoR7770XtVrN33//Xe54UFAQe/bsYdGiRVe9n1KpJCAggICAAMLCwujduzeffvop//77L6tWrbqu+DMyMvj888+vee7F+4aEhNCpUyc+//xz0tPT+fnnn6t8X+H6iMRcqDzZAoPeFBtBhbpP445KpRMbP+u4+Ufns/HMJvwnTsS9Xz97hyNchc+okbi0bOkQGz5dXFzKPZaQkEB8fDydO3emZ8+eLFy4sNw5ERER3HvvvcyaNYu8vLwq3bNJkyZ06NDhuhJzd3d3pk6dyueff05yctX2zPj6+jJgwIDruq9wfURiLlSepABXXxj0lr0jEYSa1bgnkiSJxLweeGTtI5wvSCP07VmoGzSwdzhCBVQhIQQ++SSyHWbL/ysrK4sffviBW265pczjS5YsISwsjGbNmtG/f3927tzJmTNnyl3/6KOPolKpePfdqi8NjYqKIjEx8brivueee4iMjOSVV16p1fsKVScSc6FqFCpoMxKaidbWQh3WsCsgSiXWF6OW34NFrST8o7lIWq29wxH+I+TlGUgqFZKdmt098MADtG3bljZt2tC1a1cOHz7M6NGjy5yzbNky+l341KV3795oNJoKl6y4u7szffp0fv31V/bv31+lONzd3Stcu14ZSqWSGTNmsGXLFlasWFGlaz08PK77vkLVicRcqDqLBW6ZC66imoFQRwW3It+QT05Jjr0jEWpBWlEaz/zzLNrISIJnvGTvcITLeN50E+69etl1CcvMmTNZtGgRixYt4ueff6ZHjx6MHDmSzMxMAPbv38+pU6cYMGAAAG5ubnTr1o0///yzwvEGDx5Mt27dmDFjBuYqlH0sLCzE3d0dANWFr0dFm0EtFkvp8cu1bt2aO++8kzfeeKNKiXZBQUHpfdVqNUCFn15c6b5C1YjEXKg6xYXa5kM/sHckglAzfBqLjZ/1zKpTq1iQ8Dvet92G9/Dh9g5HAJTe3gS/+ALydVYisZWgoCAiIiJo1KgRbdu25Y033qC4uLh0A+jSpUsBuO+++4iNjSU2Npb169dz6tQp/v333wrHfPHFF0lISOCnn36qdBzHjh2jadOmAHh6egKQn59f7ry8vLzS4//1xBNPYDAYSsskVvW+FxP0K93Xw8Oj0uMKFROJuXB9FCpoPhRa3mnvSATB5oxufiTmOMeaStkkY/zciOXUpeTFcsaC8TsjhrcNGD41YN575Vk5WZYxbzNj+MiA4V0DpiUmZMOl2TDLUQuGDwwY5hiwHC+bIBm/NWI5Z9+kyZZe3fYqidkJBL/0IrpY0bfB3gKfeQaFu3utl0e8FoVCYf25MZuxWCwsX76cYcOGlc6qL1q0iIULF+Lu7n7FCiwRERFMnDiRDz74oEx98is5efIku3btYtCgQaXX63Q69u7dW+a8vLw8Tpw4QfPmzSscx8vLi6effpoffvihUhtBc3JyWL16del93dzcaNCgAXv27Clzntls5tChQ8SKn5tqc6zvdsG5yBYYMhs8QuwdiSDYlELt4hTry2WTjGmRCTnjUiItF8iYfjEhRUio71ej7KnEvNKMJaHiBNqyx4J5kxllHyWqMSrkfBnTnybrWBYZ03ITyv5KlH2U1qT9wkfYlgQLuIMiuG79Grl32Wj0lhLCP5qLwktUoLIX9/798b7tVoeowpKbm0t6ejrp6emcPHmSV155BbPZTL9+/di1axdpaWmMHj2a6Ojo0j/NmzfnlltuYfny5ZSUlFQ47sSJE/H19SU3N7fM42azufR+Z8+eZfXq1TzwwAN07dqVvn37AqDRaLjrrrt4+eWX2bBhA2fOnGHnzp088sgjtGjRgrZt217x+dx22220adOGc+fOlTt28b6pqals3bqV++67j5CQEO6889Ik3L333ssHH3zA0qVLSUlJYd++fTz++ONoNBpuuOGG6/kSC5ex/3e84LwkBahc4NaP4Yfb7B2NINhGSGuUCpXDJ+Zy+qUE+nKWeAu4gaqP9eVd6atEPiVjOWRBEVU+ibbssqDorEAZZ22yIw2VMH5oRM6UQQsUg6K5AmQwLzZDEeAG5s1mlIPqXmOeAlMBD66ZzLcDvyZs1ixOT5pkl9rZ9ZkqMIDQN15HtlgcYrb80UcfLf1/FxcXWrRowRdffEGDBg344osviImJoWXLluWuGzlyJD/99BOrV6+ucFyNRsOLL77I/fffX+bxc+fO0aNHDwC0Wi2hoaEMHTqUCRMmlDnvmWeewcvLi5kzZ3Lu3Dm8vLzo06cPTz311DU3ys6YMYPbbiv/e/vifdVqNcHBwfTt25eHHnoI7WWboseNG4dSqeTjjz/m9OnTuLq60qVLF3744Qd0Ot1V7ytcmyQ7Qv0hwfkt/h/8+429oxCE6uv6KNw4k5v/uJnk/KrV/K1N5n/NyFkyyj5KjG8bUd2jQhGhQM6RkQtlFGGXEhrTMhNygYz6LnW5cQyzDKhuV5VJ2g3vG1D2U6JoocD4rhHVKBX/b+++w6OoEz+Ov2d2NptKSEJ6pZhQVFoAOdRQBCzYG0UpB0qxop4CcodnxYoInuId/s7eIYhBFLueCCdYTtGTAwIKHGCBAIGQzc7vjyU5YgADKbOb/byeZ58kszs7H3yeHT/55jvfwQbvc17c17ux19lUrKzAfWHN92sqxh4/lis6XcG2B2fy05w5TscJHYZB1v89TmR+fkCMlos0Nud/FZXgZ9tw6l0Q19LpJCJ1l94Fr8/Lxl011yAOJK6uLqz+Foa7+siY0dyoVsrt3Ta+b3yYOYc43UeBvfOAqTD7bNgLlIJhGrj6uPA+5cX7jBfXKS4M0/CPlp/U9EbLDzTnyzms2LKCxGuuJrJnT6fjhIz4EcOJOuEElXIJWSrmUneG4b8Y9NxH/dNbRIJZi1w27txIhV37ZcwClV1u433FC1Fgdj74Z9Nsb1KxtAL7Rxvba1Px1v5/9/4vrnwX7olu3BPduDq78K31QSQY8QbeeV72zd6H9y1vQNz8pb5dtuQyduzdTsaDM7CSk52O0+R52rYl6frrnY4h4ii1KKkfLjdk9oATJjidRKROKpqlsnr7aqdj1Jm9z8b7ohf7Z/8Ull+PrFdy9XJhppiUP1ZO+f3lYIGRbPjnl+9neAyMMP/+laPlvhU+bJ+Ne6wb+3sb+99Nr5h7fV4uWTwcIiPImDUL3E136o7TjPBw0h+c4R/oEQlhKuZSfwwDTpkGiW2dTiJy1Hxh0UG/hrldZuN93ou9zcYaZmHEH7rsGGEG1nkW7uvcuK91Yw2wsHfYGLE19/Gt80GEfyUW3w8+zJYmhtvAyDbwfd90lk080Pqd67ll2W2EH9uB5D/c4HScJivpDzcQlpmpKSwS8lTMpZ6ZcMH/gaUrsyUIRSfhtjwBvyLL4di2f/qK/YuN+xI3ZuLhT/Ped7xUfFmBEW5geAx8m3xQBkZGzWJe8VEFrhP3zy03gMpB8qbZyasUrilk8fo3iB8+nGann+50nCYnundv4ocNw3A17esWRGpDxVzql8uCxDz/+uYiwaZlAUBQF3Pf5z7s9TbWGRaE+9c1t3fZ2Hv8Ldqu2P+zz/+zEe2/mNO3yYdvsw/vq17MLiZGRPVi7iv2gQfMVP//NsxUE9+3PnzbfPj+48NIb9pTEG784EY2lvxA6p13ENa6tdNxmgxXQgJp0+9y/O6eIoFCxVzqn+mCTkOh6yink4gcmczuABSXFDubow58//b5lzZ80Uv5Q+VVD+8r+28a9INN+UPlUOJ/vZlvYh5j4n3Bi/cFL2YbE1e/miOXv16Jxcw3wQ3eJ72YWaZ/rfMmbsiioXhNm4yHH8aMinQ6TvAzDNKmTw/Iu3uKOEXrmEvDsG3weWHuANi00uk0IrUzahE/J7Wl4MXeTieRANUrrReP9H2YkjffZNPE65yOE9QSxo0j6dprnI4hElD0K6o0DMPwP4Y8C5HxTqcRqRW7eTZrgvzCT2lY/9j0D5749iliTzuNuEsvcTpO0Io66SQSr77qt18oEmJUzKXhmBZEJcIFf9f65hIUvBFxrNm+xukYEuDu//R+Vv24iuRJk4jo3MnpOEHHnZFB+owHnI4hEpDUlqRhmRa0PAn6THE6icjhmRYud0RQX/gpjWfE6yMoLd9NxkOzcMXrr4K1ZYSHk/GXhzHDwzWvXOQg9KmQhmeYcPIfIPdUp5OIHFpmD0zDZF2Jirn8tr2+vYx8czRmXCzpM2aASmatpN52G57WrbVeucgh6EwijcPng/PnQnwrp5OIHFxOLyC4l0qUxvXtL99y78oHiOzeTfOlayHukmHEnjlI65WLHIaKuTQO0wTLA4OfBXeE02lEakrtRJm3jC27tzidRILI0988zUcbP6LFuHFE9+7tdJyAFdGlC8mTJzsdQyTgqZhL43G5oUUuDHrQ6SQiNSW0YcPO9dhoBVk5MhPensC23VtJu+9e3BkZTscJOFZSIhmzZzkdQyQoqJhL4zJd0HEw5I92OolINRXRyaz+5T9Ox5AgNWzRJfjCLDIeno3h8TgdJ3C43WTMmoWrWTNNYRGpBRVzaXy2DafdA1k9nU4iUsUOi9T8cjlqm0s3M+njm/G0aUPKH6c6HSdgpPzpj4Qfd5wu9hSpJRVzaXyVNx8a+qJ/aouI0+JaYrnCVMylTt5c/ybz1hTS/IILiD3vPKfjOC7h8suIu/BCLYsocgT0aRFnmC5wR8LwQohOdjqNhLpWBQBaKlHq7Jalt7Bu+1pSbpmGp107p+M4ptmgM0i67jqnY4gEHRVzcY7LgqhkuGQehEU7nUZCWXo+PtvH+pL1TieRJmBo0TD22eVkzJ6NGRPjdJxGF5GfT9pdd2H7fE5HEQk6KubiLJcFSW3h4qf9dwkVcUJSO7aWbqWsoszpJNIE7PLuYuw7E7CSk0i75x7/1L0QEdayJZmPPAKmqSksIkdBnxpxnmn5pxKcpeW0xBl2bAb/2a4VWaT+rNy6kkf/9RgxfXqTMCY0VqFyJSSQ9fhczIhwrcAicpRUzCUwGCZ0Ggp9pjidREKQNzyWtdvXOh1DmphHvnyElVtWkjhxIpE9ejgdp0EZERFkPjYHKzFRK7CI1IGKuQSWgpugywinU0gocUdiWR6tyCINYvSboykp20HGzAexkpKcjtMwTJP0B+4nvG1blXKROlIxl8Bi2zBoBhwzwOkkEipyTsQwTIpLip1OIk2Q1+flksXDISqSjFkPQRMsrsmTJxPdu7emr4jUAxVzCSyGARhw0VOQ1sXpNBIKsn4HoBFzaTDFJcXc+s87CD/uOJJuuMHpOPUqfvRo4i+9BCOELnAVaUgq5hJ4TNO/Wssl8yCupdNppKlLPZ7d5bv5ae9PTieRJmze6nks2fAWCSNHEHPqqU7HqRdxw4aS/Iem9YuGiNNUzCUwmRZ4YmD4AohMcDqNNGXxLTVaLo3i+vevZ/POjaTddSdhLYN70CH2/PNJ+eMfnY4h0uSomEvgclnQLB1GvAYRcU6nkSbKG9VCSyVKoxm8aCheF2T85WGMyEin4xyVZoPOIPW2W7Ft2+koIk2OirkENpcFLXJh5CKIjHc6jTRBhjtSI+bSaH7e+zPXfnA9YVlZpN52m9NxjlhM//6k3X03GIbmlYs0ABVzCXwuCxJVzqUBJB+Ly7RUzKVRfbjxQ57+97PEnnE6cUOHOh2n1qJOPpn0GQ+olIs0IBVzCQ6mBQnHqJxL/Wp5MqAVWaTx3fPPe/jmp29InjKZ8I4dnY7zmyJPOIHMh2eDaWKYqg4iDUWfLgkeLpVzqWfpXanwVfDDzh+cTiIhaPji4ZR695AxexauuMC9jiaic2cy5zwKLpdKuUgD0ydMgktVOX9dq7VI3bXIZeOujXhtr9NJJATt9e7l90vG4Ipr7p8iEoClN/zYY8ma+zcMy1IpF2kE+pRJ8HFZkNAGRi1SOZc68TVL04os4qhVP6/igc9mEtmjBy2uuMLpONVEdO5E1hN/x/B4dFdPkUaiYi7ByWVBfBsYpZFzOXoVnhjW7ljrdAwJcU+seoKPN31M4hUTiC4ocDoOAJE9e5L1979jhoerlIs0IhVzCV4uC+Jb+8t5VAun00iwiYjHbXl04acEhAlvTeCn3dtIu+9e3OlpjmaJ7tuXrMfm+KevqJSLNCoVcwluleV8pMq5HKFW/pFJFXMJBD58DHv9UuzwMDJmz8YIC3MkR7MzzyRj1kP+Cz1VykUanYq5BD+XBfGt9pfzRKfTSLDIPAGA4h3FzuYQ2W/j7o1M/ngqnrxckm++udGP33zwYNLunq4lEUUcpE+eNA2V5fyydyGhtdNpJBikdGD73u3sLN/pdBKRKouLF7NgzULiLr6I2HPObrTjJowZQ+ot0zBMUzcPEnGQirk0HS4LYlJhzDuQ2d3pNBLomuewZscap1OI1PDHj/9I8fZ1pNx6K568vAY/XuLEa0m64foGP46I/DYVc2laXBZ4YmDEa9DuTKfTSAArj4xjzXYVcwlMw16/hH22l4y/PIwZE9MwBzEMkv84lRZjxzbM+4vIEVMxl6bHdIHphouehB7jnE4jgcgwcVkRuvBTAlbJvhLGv3sFVnKyf953PTPcbtLuvYe4oUPr/b1F5OipmEvTZJpgmHDa3TDwDtCcSTlQZndM06ViLgHt0y2f8tev5xLTty/xo0fX2/u6mjcn68knaHb66ZpPLhJgVMyl6TvhCrjwCbA8TieRQJF9IqClEiXwzf58Np9t/Yyk668jsnu3Or9fWMsccl55mYjjjtPKKyIBSJ9KafoMA9oO8s87j4hzOo0EgrRO7KvYx+bdm51OIvKbxrwxhp1lJaTPnImVdPRLwkZ270bOiy/hTk7GsKx6TCgi9UXFXEKD6YL0LnDZOxCX43QacVrCMWzYuQEb2+kkIr9pn28fw98YiREdRfrMmXAUpTr23HPIevxxzMgIlXKRAKZiLqHDtCA207/WeVoXp9OIgypikln9y2qnY4jU2poda7jj0+lEdOxI0nUTa7+jYZB47TWk3XWX7uYpEgRUzCW0uNwQ3gxGvQ65A51OIw7xhUVpfrkEnZe+e4m3v3+HhN//npiBA37z9YbHQ9oD95OwfzlEXegpEvhUzCX0mBa4wmDI89DrGqfTSGOLzcTtClMxl6A08b2J/HfXZtLumk5YTs4hX+eKjyf7qadoNmCACrlIEFExl9BUuZxi/1v9652HRTudSBpLy5MBrcgiwWtI0VAqLIOMh2djRETUeD68fXtaznuF8PbtNHVFJMiomIu0PQMufw8SWjudRBpDZncA1pesdziIyNH5ce+PTPzwBsJyckj985+rPRd73rnkvPA8VosWushTJAipmIuYFsS1hLEfQt5pTqeRhpbUnq2lW9lbsdfpJCJH7f0f3ue5714g9qwzaT54MIbbTcott5B2551gWSrlIkHKsG1b64WJANg+//SW9++B9+7y/yxNjn3dt3yyq5jLl1zudBSROnv5zJfJbdaasjVr8BxzjG4aJBLk9AkWqWTs/zicfANcWghRLRyNIw3DGxHLmu1rnI4hUi9mfzYbAE+rVirlIk2APsUiv2aYkN0LJnwC2b9zOo3UJysclxXOuhJd+CnBzTRMJnScwEN9H8J2mRhut9ORRKQeqJiLHIzLgog4GFkEJ14HWm6sacjuhWmYWpFFglpCeAJ/G/A3xnUch2EYmIb+Vy7SVOjTLHIopuUfPe/3Jxj2sr+oS3Db/xcQFXMJVvnJ+cw7ax6dkzprfXKRJkjFXOS3GAa07O2f2pLV0+k0UhepHSktL+XHPT86nUTkiLhNN9d1vY65A+cS64nFMrXqikhTpGIuUhsuy38x6KhFMPAOsMKdTiRHI74VxSXFTqcQOSK5cbm8dOZLjOgwAtMwcZm6aZBIU6ViLlJblVNbeoyHCUshvavTieQIeaMSWf3LaqdjiNSKaZiM6jCKFwa9QHazbM0lFwkB+pSLHCnTBc2zYMxb0G8auMKcTiS1FRap+eUSFNKj0/n7qX9nYteJWKalqSsiIULFXORoVI6en3gtjPsIUjs6nUh+S2IelmlpqUQJeOe0OYf5Z8/nuBbH6QJPkRCjYi5SF4YJ8a3hsneg4CZ/YZfA1LI3oBVZJHDFeeKY2Wcmt/W6jXBXuEbJRUKQirlIXbksfyHvPQkufw+S2jmdSA4moysVvgq+3/m900lEaijIKODVc17l5IyTATRSLhKiVMxF6othQmI7GPshnDjRPxddAkeLPDbv3ozX53U6iUiVxIhE7i+4n9n9ZtPM00yj5CIhTsVcpD65LHC5/TclGv0WJLRxOpHs52uWzprta5yOIQL4V1wZ0nYIRecW0Terb9U2EQltOguINATDhJTjYfzHcPINYHmcThTyKsJjWLNDxVyc1y6+Hc+f8TxTekwh3NJcchH5H50NBIB58+YxefJkbr/9di688MKq7ZMmTQJg+vTp1V7/ww8/0K9fP95++22WL1/O5MmTD/neV155Jeeeey79+vWrtt2yLOLi4hg4cCA33XQTYWH+ZQfz8vIO+V5vv/02GRkZADz55JM8//zzbNiwgdjYWAoKCpg4cSKJiYlH9o9vKC4LsKDPzdB1FCz6A/x7kdOpQlN4cyyXRxd+iqMirUiu7Hwlw9oNw2f7AM0lF5HqVMwFgKKiIrKysliwYEG1Yl4bp59+OieddBIAmzdv5sILL+Sll14iNTUVgMjISH755ReAatvLyspYvnw506ZNIy4ujiuvvLLqPWfNmkXnzp1rHCs+Ph7wl/K5c+cybdo0cnNz2bp1K/fddx9jxoxh/vz5mGYA/THIMCEmFYY8B2ve8Rf0n/7jdKrQ0vJkDMNQMRfH9M3qy9QeU4kPj8c0TE1bEZGDUjEXfvrpJ5YuXcqdd97JpEmT+P7778nMzKz1/uHh4YSH+29RX1ZWBvgL9IEj15XF/NfbMzIyWLlyJW+99Va1Yh4bG3vYke/58+czatQo+vbtW/U+DzzwAAUFBXz55Zd06tSp1vkbReWFoDknwRXLYOlf4IN7oGyns7lCRdYJABSXFDubQ0JOalQqN/e4mYLMAny2T4VcRA5LZwhh8eLFxMTEcNZZZ5GUlMSCBQsa9fhhYWG4XEe2golhGHz66afs27evaltKSgqLFi2ibdu29R2x/rjc/qUVe14BV38OHQeD/pTd8FKOZUfZDnaU7XA6iYQIj8vD6GNHs/CchfRK7wXo4k4R+W06SwhFRUX07t0b0zTp27cvhYWF2Lbd4Me1bZtly5axcOFCBg4ceET7Dh8+nCVLllBQUMDkyZNZsGAB27dvp3Xr1lWj9wHNdEFEPJw7x796S2onpxM1bXEtWbtjrdMpJAQYGAxqNYhF5y3i6i5X47E8urhTRGpNZ4sQt3nzZlauXMmoUaMAGDBgAM899xwrVqwgPz+/3o83aNCgqoud9u3bR3x8PMOHD2f06NHVXnfZZZfVGEXv2rUrf/vb3wA455xziIuL44knnmDhwoXMmzePsLAwJkyYwPjx4+s9d4OonAef2gkufxdWPglv3wqlPzkaqykqj4hnzdblTseQJq57Sndu6nYTufG5mrYiIkdFxTzEFRUV4fF4OPHEEwHo3r07sbGxzJ8/n/z8fCzLqjZdpFLliLrb7T6i4z322GMkJyezadMmbr31Vtq2bcu4ceNqlPDbb7+djh07Vtv265HwgoICCgoK2LVrF5988gnPP/88Dz74IG3atKF///5HlMtRrv0fw86XwLHn+8v5p3PBV+FsrqbCMDHdEbrwUxpMq9hW3JB/AydlnETF/s+tSrmIHA2dOUJcUVERe/fupWvXrrRv357jjz+eHTt2sHjxYvbu3UtMTAw7d9a8QLGkpASAmJiYIzpeWloa2dnZ9OzZkzlz5vDee+9x991313hdcnIy2dnZ1R7JycmAf5R/2rRpVb8wREdHc8opp/DXv/6VTp068fHHHx/pf4bAYFoQFg2n3QNX/NNf0jX/vO7SuuAyXSrmUu8SwhP40wl/Yv7Z8+mZ1hMAl+74KyJ1oGIewtatW8eqVauYOnUqhYWFVY8ZM2awa9culixZQl5eHl999RXl5eXV9v3iiy/IyckhMjLyqI+flZXFVVddxdNPP80XX3xR6/3CwsJ46aWX+OCDD6ptNwyD6OjoqiUVg5Jh+B9xOXDB4zBhObQ/WwW9LnL8S3mqmEt9ibAiGHf8OBafv5hzjzkX0zA1j1xE6oWKeQgrKiqiefPmXHzxxeTm5lY9Tj/9dNq0aUNhYSH9+/fHMAxuvPFGvv32W9avX09hYSEzZ85k5MiRdc4wfPhwWrduza233orP56vavmPHDrZt21bjUVZWRkJCAoMHD2bKlCk899xzbNiwga+//pqZM2fyr3/9i/PPP7/OuRxXOeqW0BouehLGL4W2g5zNFKzSOlFeUc6m3ZucTiJBzm26uSjvIl4/73XGdxqvu3aKSL3TGSWEFRUVceaZZ1bdcfNAQ4YM4Y477mDXrl08/fTT3HvvvYwcOZLS0lKysrK4/vrrueiii+qcwbIspk6dysiRI3nllVeqbm501VVXHfT199xzD2effTZTpkwhPT2dZ599lunTp2NZFt26dePpp58mLS2tzrkCRmVBb5ELg5+B/34F79wG3y12NlcwaZHL9zu/r7rTosiR8rg8nH/M+Vx2/GUkhCdgY2sOuYg0CMNujHXxRKR++Cr8ZX3zF/6CvnqJ04kCXsWN63hr6z+54f0bnI4iQSbCiuCivIsYfexoYj2xGBhVq0qJiDQEjZiLBJPKEfTkDjDsZdi40l/Q17zjbK4A5vNEUbyj2OkYEkSi3FEMaTuEUceOItodrUIuIo1GxVwkGFXOa009Hi6dD98vh3duh3XvO5sr0MSk4nZ5dOGn1EqzsGYMazeMER1GEGFFaLqKiDQ6FXORYFZZ0NO7wIhXYdNnsPRhWFUIFeWH3TUktOoNaEUWObw4TxyXtr+US9pfQpgrDJehJQ9FxBmaYy7SlFTOQd/9IyyfA5/+H+ze5nQq55wxA7r9nu7PdGePd4/TaSTA5MXlMbTdUAa1GoTLcGkNchFxnIq5SFPlqwDbhq9ehmWP+kfTQ83v3+DHxDb0ebGP00kkQFiGRd+svlza/lI6JXXC6/NqyUMRCRg6G4k0VZWjf8eeDx0Hww+fwid/gVULwOd1NlsjsZtnsWb7GqdjSACI88RxQe4FDG03lBYRLajwVQColItIQNEZSaSpc7n9X9M6++8mumvr/6a5lP7kbLYG5o1ozpqN7zkdQxzUPr49Q9sN5fSWp2OaJub+++pp2oqIBCIVc5FQUVlEohKh9xQouAm+fMk/zeW/XzqbrSG4wnBZ4brwMwS5TTf9svpxaftLOT7xeE1XEZGgoTOVSKgxDDBcgAuOvwg6D/PPP//8GfhqXtMZRc/6HaZhqpiHkONbHM+Zrc9kUKtBRIdFa7qKiAQdna1EQlnlNJeUjnBaRzj1bv/Nir54Dv79OpSXOpuvLnJ+B8C6EhXzpiwlKoUzW53JucecS2ZMZrXRcU1XEZFgo2IuImDuv5GKAbTqA8f0h/I9/gtFv3wR1r3nX+UlmKR2ZI93D1tLtzqdROpZpBVJ/+z+nNPmHPJT8qnwVVTdDEij4yISzHQGE5HqXPtPC+6I/63oUvoTfPmCv6QHy7KL8a1ZX7Le6RRST0zDpEdKD85qfRb9c/rjcXmqpqpoZFxEmgoVcxE5tMqpLpEJ0O0yOGEC/LwWPn8W/vUS/FLsaLzD8UYnsXrjB07HkDqwTItuKd3om9mX/tn9SYhI0FQVEWnSVMxFpHYqS3pcS+g9CfpO9a+N/s1CWP0mbF3lbL5fc0fqws8gFOWO4sS0E+mb3ZfeGb2JdEdWK+OaqiIiTZnOcCJyZAwDjP2njvQu/vXR+/8Zdm6Bfy/yl/R178O+3c5lTGiN5XJTXFLsXAaptRYRLeiT2Yd+Wf3ontodt+lWGReRkKSznYgcPcP0XzAKEJMMnS+B/FFQ4YUNH8N3i/1F/cfVjZurVW8AjZgHsJaxLemT2Yf+2f05tsWx+Gwftm1XTU9RGReRUKQzn4jUn8rpLi4Lsnv5HwPvhB0/7B9NXwLFH/pXfGlI6fn4bB8bSjY07HGk1hLCE+iZ1pMTUk+gV3ovWkS0oMJXgWH4f7MzD/wlT0QkRBm2bdtOhxCREFBR7i/uFftg3Yf+kfQNn8CWr8Dnrd9jXfYum2JTGPjKwPp9X6m1ZmHNyE/OJz8ln17pvWgV2wpAd+EUETkMnR1FpHFUjaaH+aeatO7jnwrjLfMvwbjhE/hhOXy/HHZvq9OhfLEZ/Gf7t3XPLLXW3NOcrsld6ZbSjRNST6B189YAlPvKcZvuqteplIuIHJrOkCLS+A5c5s7yQGYPSO8Krmv920o2wvqP/SX9h09hy7/8I+61VOGJYe2OtfWbWapEu6Npn9CeDgkd6NCiAx0TO5ISlQLULOIHfi8iIoenYi4izjOM/42oAzRLhw7nQofz/Xcl9ZbB5i/+N6r+wz9h538P/l6eZlhWuC78rCcRVgTt4tvRoUUHOiT4S3hGTAbAQW/woyIuInL0VMxFJDAdOOXB8kBGN//SjK6r/dv2bPevnb51FWz9BrZ9639k9sAwDBXzI2SZFpkxmeQ0yyGnWQ6tm7emU2InMptlYhomFb4KbOxqU1F0gx8Rkfqliz9FJHjZNvjK/SXeMP3bvGVgeVi0dhHf/PwNG0o2UFxSzPc7v6fcV/vpME1VUmQS2c2yyWmWQ8vYllUlPCUqxb8yChy0hIuISMNTMReRJqncV46JWTWq67N9/LjnRzbt2sTm3ZvZVrqNLaVb2Fq6lW17/N9vK91GWUWZw8mPXqwnlsSIRBIjE/1fD/g+JzaHrJgswq1wAGzbxuvz4jJdVYVcREScpWIuIiGnwleBz/ZhGmaN6Rg79+2sKvBbSrfwy95f2F2+u+qxq3zXQb8vLS/Fpu6nU4/LQ5Q7ikgrkkh3ZNXXA7dFu6NpEdGCxMhEUqJSSI5MJi48rsb8bq/PW3XTHpVvEZHAp2IuInIQtm3jtb1gA4b/Bjgu4/Bzqvd497DHu4fK0+qBRf3X2w782W26ibAiCLfCf7NA+2xftbtkqnCLiDQdKuYiIiIiIgFAQy0iIiIiIgFAxVxEREREJAComIuIiIiIBAAVcxERERGRAKBiLiIiIiISAFTMRUREREQCgIq5iIiIiEgAUDEXEREREQkAKuYiIiIiIgFAxVxERByTl5fHsmXLqm374IMP6NChA7Nmzaq2fdmyZeTl5fHggw/W2Haox6RJk6peO2vWLPLy8li6dGmNHH379mXIkCH8+mbYle9/IK/Xy9y5cznrrLPo1KkT+fn5jBkzhhUrVhz033i444qIHEjFXEREAsYXX3zBNddcw9ChQ7nqqquqPVdUVERWVhavvvpqVYHu3LkzH330UdUD/EW48uebb765av/XXnuNrKwsCgsLD3rslStX8sorrxw2n8/nY+zYscydO5fRo0ezcOFCnnnmGXJzcxk5ciSfffZZjX1+67giIpVUzEVEJCCsXbuWyy+/nFNPPZUpU6ZUe668vJw33niD8ePHs3nzZpYvXw5AWFgYiYmJVQ+A2NjYqp9jYmIA+Prrr9mwYQPjx4/nzTffZPfu3TWOn56ezn333cf27dsPmfG5555jxYoVvPDCC5x99tlkZmaSl5fHjTfeyFlnncWcOXOqvb42xxURqaRiLiIijtuyZQtjxoyhR48e3H777RiGUe35f/zjH+zcuZN+/frRsWPHIx59fu2112jbti0DBw6kvLycN998s8ZrRo8eTXh4OPfdd98h3+eVV17hvPPOIzMzs8Zz119/fY19a3NcEZFKKuYiIuKonTt3MmbMGLZv38706dNxuVw1XlNUVESXLl2IjY2lX79+LF68mNLS0lq9v23bvP766/Tp04eoqCh69uzJ/Pnza7wuIiKCm2++mZdffvmgU1L27dvHqlWryM/PP+hx4uPjiY6OPuLjiohUUjEXERFHTZs2jbCwMHw+H48//niN5/fu3cvbb7/NKaecAsCAAQMoLS2t9ejzihUr2Lx5c7X9ly9fzsaNG2u8tn///hQUFHDLLbdQUVFR7bnt27dj2zaxsbFV29atW0fnzp2rPY7muCIioGIuIiIOi4+P5/HHH+fqq6/m0Ucf5dtvv632/Lvvvsvu3bvp168fANnZ2eTm5tZ6OktRURHp6em0b98egH79+mEYBgsWLDjo66dOnUpxcTFPPfVUte2VhbykpKRqW0ZGBoWFhRQWFvLnP/+52ij+kR5XRETFXEREHDV58mRiY2MZMWIEubm5TJ48Ga/XW/V8UVERAAMHDqR9+/a0b9+e1atXs2zZMjZv3nzY966oqGDx4sVs2rSpat8TTzwRn893yIKcmZnJ2LFjeeihh9i6dWvVdo/HQ15eXrVpLm63m+zsbLKzs0lOTq7TcUVEVMxFRMRRlXPKXS4Xd9xxB999913V6ia7du3igw8+4PLLL68amS4sLOTJJ58E+M2Su3TpUn7++WceeuihavtPmjSJ4uJiVq5cedD9xowZQ1JSEjNmzKi2/eKLL2bevHkH/YVgy5YtdT6uiIQ2y+kAIiIildq1a8fIkSN55JFHOOWUU1i1ahUVFRUMHz68ajnESieddBLz589n3Lhxh3y/oqIijjnmGAYMGFBte3Z2No8++iiFhYV06dKlxn5hYWFMmzaNkSNHVts+ZMgQPv74YwYPHsy1115Lly5d2LNnDwsXLuSJJ56ga9eudTquiIQ2jZiLiEhAueqqq0hNTWXy5MksWLCAk08+uUYpB39JLi4u5vPPPz/o++zbt48lS5ZwwQUX1HjO4/Fw3nnn8frrr1NWVnbQ/Xv27MmgQYOqbTNNk9mzZzNhwgSeffZZzjnnHIYOHcrnn3/ObbfdxlNPPVXn44pI6DLsX99/WEREREREGp1GzEVEREREAoCKuYiIiIhIAFAxFxEREREJACrmIiIiIiIBQMVcRERERCQAqJiLiIiIiAQAFXMRERERkQCgYi4iIiIiEgBUzEVEREREAoCKuYiIiIhIAFAxFxEREREJAP8PBPnvUNHAnHYAAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 8 }, { "cell_type": "code", - "execution_count": null, "id": "d51f3bee-d2a1-46a0-9e0b-af10c1ca7cb4", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T13:20:13.171827Z", - "start_time": "2025-09-21T13:20:13.004122Z" + "end_time": "2025-10-18T14:28:50.349304Z", + "start_time": "2025-10-18T14:28:50.162846Z" } }, - "outputs": [], "source": [ "plt.figure(figsize=(10, 5))\n", "provinces.plot(kind=\"bar\")\n", @@ -210,19 +442,33 @@ "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 9 }, { "cell_type": "code", - "execution_count": null, "id": "9fb8c5ef88904668", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T13:20:33.105874Z", - "start_time": "2025-09-21T13:20:32.069129Z" + "end_time": "2025-10-18T14:28:51.435299Z", + "start_time": "2025-10-18T14:28:50.374722Z" } }, - "outputs": [], "source": [ "plt.show()\n", "data = df.groupby([\"province\", \"sex\"], observed=False).size().reset_index(name=\"count\")\n", @@ -237,38 +483,66 @@ "plt.legend(title=\"Sex\")\n", "plt.tight_layout()\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 10 }, { "cell_type": "code", - "execution_count": null, "id": "8accaa686b4dad31", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T13:16:56.211880Z", - "start_time": "2025-09-21T13:16:56.095400Z" + "end_time": "2025-10-18T14:28:51.626725Z", + "start_time": "2025-10-18T14:28:51.492401Z" } }, - "outputs": [], "source": [ "sex = df[\"sex\"].value_counts()\n", "plt.figure(figsize=(7, 7))\n", "plt.pie(sex, labels=sex.index, autopct=\"%1.1f%%\", startangle=140)\n", "plt.axis(\"equal\")\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 11 }, { "cell_type": "code", - "execution_count": null, "id": "23b3a22f99657c57", "metadata": { "ExecuteTime": { - "end_time": "2025-09-21T13:19:06.022380Z", - "start_time": "2025-09-21T13:19:04.316464Z" + "end_time": "2025-10-18T14:28:52.927500Z", + "start_time": "2025-10-18T14:28:51.636508Z" } }, - "outputs": [], "source": [ "df_provinces_sex_counts = (\n", " df.groupby([\"province\", \"sex\"], observed=False).size().reset_index(name=\"count\")\n", @@ -287,7 +561,23 @@ "\n", "plt.tight_layout()\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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VlRaU47oKUNgBoMnU1u49JVUaOXeLRi/coe2FzDhH4/Vun6lvnthD15/SM76hOCfDAaBpOVEpEJKKtsZXnC8fJeWuMp3Kt7xfbNSnO13d8t95pqMY07t9pq47uaduOLWn2melUbvhOzTR4RuO68nzPI1fulOvz92qz7cUiu9eNKX0kK1Lh3bVTaf11Kl921PUAeAIOa4nS9L0Nbl6bc5WfbI2Vy61G03IsqQR/TvoptN66eIhnWVZlmxLshjVBgCN4zqSPGnFWGnev+LzznHEvAd36aN1Jbrj1QWmoxgXtC2dP7iTbjqtl84e2FGeRO2GL9BER0JzXE8B21JBeUQvf7ZZr8/dqr1lXPKN5rfvLPkpPdU+m7PkANBQtb8v95ZWa+TcLXpr/jbtKq4yHQspoH1WWN88qYduGd5bvXIyqd0A0FCuE98gtLJQmveC9PmLUuku06mSivfbAo1bsls/eWux6SgJpWubdF17cg/ddGpvdWnDlWVIbDTRkZBqf3Gu2FGsF2Zu0vvLdiniuKZjIQUFbEvnDOqoG0/tqfMHd5YnjxluAFCPmOvKtizNXLtXr87Zoulr9sph2TkMOXNAB91+Vl+dc1QnDsgB4GBqR7bsXibN/kd8k9AYi9aaXCAk/SZPr8/dogfHLDedJiHZlnTWwI669fTeuuDoztRuJCSa6EgotQfb7y/bpRdnbdKibUVmAwH76dw6Td8d0VffHt5bGaGALC45A5DiPM+T50lVMUevzt6iV+dsYdY5EsqATtn6/pl99c0TeyhgWwrY1G0AkBuTZEkrx0pz/8nIluaW3kb69VY9P2ODHn9/tek0Ca9fhyx9/8y+uvbkntRuJBSa6DCudmRLUUVEr8zeopFzt2hPCWe/kbhapQV1w6m9dMfZ/dSxVdq+72EASBW1v/dyS6r0/MyNemveNpVWx0zHAg4qJyusm0/rpe+N6Kt2WWG5rieb2g0glbiOZNlSVbE0v2ZkS8lO06lSQ6su0v1r9OfJa/TMtPWm0/hGTlZYtwyP1+42GaGa2enUbphDEx3G1F6es2pXif47a5PGL9mp6hgjW+AfoYClrx/XTXedO0ADOmUr5rqMegGQ1BzXVcC2tW5PqZ6dvkETlu5UjJEt8JG0oK2vH9dNd57TP167uVwcQLJzYlIgKO1ZER/ZsnwUI1taWk4/6ceL9Mi4FfrfZ5tNp/GdtKCtq0/orh+e0099O1C7YQ5NdLS42kbjwi2F+tPkNZq9Id90JOCInT+4k3564UAN69GWog4g6dT+Xlu0tVDPTFuvaatzTUcCjthZAzvoZxcO0om923EiHEDycWOSHZS2zpGm/kHa8qnpRKmr8zHSXZ/qvrcXa/TCHabT+JZlSecO6qR7zx+gk6jdMIAmOlpM7aXfK3YW6+kP1+iTtXtNRwKa3IgB7fXTCwfplD45NNMB+F7t77FP1+fpb1PXad6mAtORgCZ35oAO+sUlR+m4nm33XW0BAL7lOpIdkHYtkaY8Im2YZjoRepwi/WCKfvDyfE1ZxUKEpjBiQHv98pLBOq5nW5rpaDE00dHsapvnG3LL9PSk1Zq0Yo/pSECzO7Vvjn5ywUCNGNCBZjoA36mt3Yu2FurJD1ZrLs1zpIBzBnXULy45Ssd0b8N+JwD8x3Ul25by1kpTfi+tnmA6EWr1PUf6zjhd+6/PNH9zoek0SYXajZZEEx3NpnbDpq0FFfq/SWs0YelOMTYVqeb4nm314OVH69S+ORR1AAmv9vfUmt2levKD1Zq+htVSSD3nD+6kn198lIZ0a83KdACJz3MlWVLxtvjYluWjat6HhDHoUummt3Thnz/W+r3lptMkpQuO7qRfXHKUBnehdqP50ERHk6v9ltpTUq0/f7RGoxfukEP3HCnuoiGd9dsrhqhHuwxJksWu4gASSO2J720FFXr6w9WasGyXeIWIVHfRkM76+cVH6agureR6nmxqN4BE4nmSPKl8rzTtMWnxyPgcdCSeY74pfetFnfzHj5RXFjGdJqldMjReuwd2pnaj6dFER5PxPE+epILyiP46ZZ3enr9NEYcz4ECtUMDSLcN7676LBikzHGRVOgDjamt3Xmm1/vzRWo1asF0xTnwD+1iW9PXjuumhy49Wh+w02dRuAInAdaTqEumTp6TPX5Ri1aYT4auccIt01bMa8OBExWiRNDvLkq4+vrsevPxotc8KU7vRZGiio0k4rqey6piembZOr87eomoqA3BQbTJC+vEFA3TbGX3leR7z0gEYEXNcVcdc/WXKWmo3cAjpIVt3nt1fd5/XXwHLonYDMMN1pGilNOsv0tx/ShFGg/jCqbfLu/Qp9X3wQ9NJUkpGKKA7z+mnu86ldqNp0ETHEYk5rmzb0sg5W/SnyWtUUsnlY0BD9e2QpQcvH6yLhnRhR3EALaa2dr/z+TY9/eEa5ZdzWTHQUF1ap+tXlw3WNSd0Z+NwAC3HicaX185+Tpr5Z6mqyHQiHI4RP5F3/m/U96HJppOkpK5t0vWrSwframo3jhBNdDSK53myLEsrdhTr16OXadmOYtORAN86rW+OfnflUA3p1nrfXGIAaGq1cyGX7SjWw2OWacl2ajfQWMf3bKvff32ojuvZlpmrAJqP50qWLW2eJU34mZS31nQiNMa5v5Y74n71+81HppOktDq1m+NuNAJNdBy22su/n3h/lV6ft1WMTgWOnGVJ15zQXQ9edrRymNsGoIk5rqfSqqgee3+V3l2wnU1DgSby9eO66eGvMS8dQDNwHamyQPrgV9LyUabT4Ehc9Khip9ypAb+dYjoJJF05rKsevmKIOlK7cZhooqPBasdNjF64XY+/v4pdpYFmUDu37Z7zBsiSuNQMwBGJOa4sy9LLn23WX6esVUkVY9eAppYesnXveQN117n92esEwJFzYpIlac4/pY+flCJlphPhSF3+f6o+7ts66ndTTSdBjfSQrZ9eOEi3n9WP2o0Go4mOBvE8T5vyyvXA6GWau6nAdBwg6Q3olK0/X3echnVvI4tLxAEcptqxa3M35es37y3X2j0cgAPNbXCXVvq/a4/T0G6tqd0ADp/nxS9P3TZPGv9jKXeV6URoKlc9q/LB39LQ39NETzRDu7XW098apiFdqd04NJro+Eoxx1XM9fT/PlqrF2dtUozZLUCLsS3pe2f21S8vGSzbYlU6gIapHbv2hwkr9db8babjACnFtqTbzuijX146WEHbonYDaBgnJjnV0uSHpQUviblrSeZbL6mo7+U6/lGa6IkoYFu67Yw++sUlR1G78ZVooqNejuspYFuatHy3fj9+hXYWV5mOBKSsPu0z9X/XHqeT++TsW10KAF9Wu7nhx2ty9etRy7S7hNoNmNKjXYaeuOZYnTWoI5uXATg415HsgLRqvPT+L6TSXaYToRl4N76lvV3P1amP00RPZD3aZeixq4/ROUd1YtNw1IsmOg4Qc10VlEX0q1HLNH1Nruk4ABS/svPbw3vrwcuP5uw4gAPEHFdVUVe/HbdcoxfuMB0HQI2rju+mP1x1jLLSAgra1G4A+3EdqSJfmvBTafVE02nQjLzbJmpHmxN15lPTTUdBA1w5rKv+cNUxapURpHajDpro2Kd2hev7y3bp16OXqqSSzceARNOjXYb+79rjNLxfe1alA9i3wnXKqj16cPQy5ZZWm44E4EtyssL6zRVDdM0J3VnZBkDyXMmypc9fkj76rVRdYjoRmpl3x8faGBqoC/78iekoaKA2GSH9/utDdfUJ3bmiDPvQRIek+Aq2qOPp4feWaRQr2ICEd+OpPfWbK4YoHLBZlQ6kqJjjqiLi6OH3lmvckp2m4wA4hEuGdtGfvjVMmeEAtRtIVU5UilZK790lrZ5gOg1aiHfPfK2Kdtblf59lOgoO05XDuuqJbwxTeojjbtBEh+IzVJftKNaPXl+krQUVpuMAaKBubdL11LeG6ayBHVnZBqSQ2qtQJq/crQdHL1NeWcR0JAAN1Ll1mv56/fEa3q89V5MBqcZzpW3zpHe/J5WwcC2VeD9drkUl2frGc5+ZjoJG6NomXX+5/nid1jeH2p3iaKKnMMd1ZcnSM9PW6Zlp6xVz+VYA/OhbJ/XQH64ayqp0IAXEHFeuJ/1h/Aq9Nner6TgAGsGypB+c2U+/uvQoSaJ2A8nOjcXHt3z8hDTj/+LNdKQU7xcb9Nku6eb/zDUdBY1E7YZEEz1lOa6nPSVV+tEbi7RgS6HpOACOUJ/2mXr+1pPVv2O2AsxrA5KS43raWlChu15boNW7S03HAXCEhnZrrX/cdKJ65WRSu4Fk5cak8r3SO7dJW+eYTgNDvAd3asr6Ut3+ygLTUXCEju7aSv+46UT1aZ9F7U5BnDpJMW7NOZNxi3fokr/MoIEOJInN+RW68plZGrVgu6T4uAcAyaG2do9asF2X/20mDXQgSazYWaLL/jZDb8yLX1XiclUokDxqX4uvfl96djgN9FQXTFNlxDGdAk1g1a5SXf63mXr5s82S4otckDpYiZ5CYo6r6pirB0YvYwMyIIlde1IPPXbNsbItLjMD/C7muIo4rn49itoNJLMLj+6kP197vLLS2HQU8D0nJnmO9MEvpQX/M50GptlB6bf5emPuFj0wZrnpNGhC5x3VSc/ceAKbjqYQ/pVThOd5WrytSBf/ZQYH4UCSe2fBdl317CztKq7izDjgY67rac2eUl32t5nUbiDJTVmVq0v+OkOrdpVQuwE/cx2pYL3077NpoCMulClJKovEDAdBU5u+JleX/X2G1ueWUbtTBE30JFd7WehzH2/Qdf+erR1FlYYTAWgJtZeZfbRyt+koAA5T7fiWFz/dpKuf/VRb8isMJwLQEnaXVOmb/5yttz/fJonRbICvuDWbhX7+X+nf50h7V5vNg8QRypAklVbRRE9G2woqddWzn2r0wsQeqzp16lSdffbZOu644zRz5kzTcXyLcS5JLOa4irme7nt7sd5fRiMNSFXfG9FHD31tiCSx+QmQ4GKOK8fzdP/bSzRh6S7TcQAYcsMpPfXo1cfIsqSgzbonIKE5MSlWJY2+XVrzvuk0SDQ5/aQfL9Ifxq/Qi59uNp0GzSiRa/dVV12loUOH6p577lH79u2Vnp5uOpIvJda/KppMzHG1p7RaVz/7KQ10IMW9+OlmXfuv2covq1bMcU3HAXAQMcdVfnlE33juMxroQIp7c/42feufn6mgLELtBhKZE5NKd0kvnEsDHfWrWYleUhk1HATN7c352/SN5z5TXmni1e7S0lKddNJJ6t69Ow30I0ATPQm5nqe5mwp0+d9mavXuUtNxACSAhVsLdenfZmrOxvyEvcQMSGWu52nJ9mJd/reZWrGzxHQcAAlgyfZiXfa3mVq4tWjfmCcACcR1pB2fS8+fLeWtM50Giaq2iV5FEz0VLNtRrMv+NkOzE+i4+/zzz9eOHTv04IMP6vzzzzcdx9dooieTmh9Q14np3tcXqpgznQD2U1Ae0a0vztPfp8Zf5CdKUQcgvTlvq254frbyyyOmowBIIPnlEd30why9OGuTJNFMBxLJ0rell6+UKgpMJ0Eiq9lYtIj+TMoorIjqOy/O078+2SDJ/HH3u+++qy5duujBBx/Uu+++azSL39FETxauE3/75CkF5GrcvSNMJwKQgFxP+suUdfrpm4vluB67iAMGOa4rx/X00JhlenDMckUdfh4BHCjmevrjxFX68RuLamp3Yl0iDqSU2p+/qX+Q3vuh5HDyG4dQ20SvoImeSlxPeurDNfrVqKVyPRk97s7JyVEgEFCrVq2Uk5NjLEcyoImeDJyYVF0qvXKlNP1xWWPuVM+cLP3vu6eYTgYgQb23eIdufXGeqqJOws1rA1JBzHFVVuXophfmaOTcrabjAPCBcUt26qYX5qgiQu0GjHBjkhuV3v6ONPPPptPAL2qa6IVcbZiS3pq/Tbe+OJfj7iRBE93v3JhUtFl6/lxpy2fx960YI33ylM4Z1FH3XTTQZDoACeyzDfn65j8/U2FFlIIOtKCY42prQYW+9sxMzd3EJeAAGm7+5kJd/eynyi1ls3CgRTlRqapYeulSaeV7ptPAT2pmohdXxQwHgSmfrs/X1c9+qr1l1G6/o4nuZ54rbZopPX+eVLip7m0fPyGtnqgfnddPFw/pZCYfgIS3enepvv6PWdqSX6EYl4cDzc5xPS3dXqxrnvtM2wsrTccB4EMb9pbr6/+YpdW7SxnLBrQENyblr5f+fba0Y6HpNPCbUIY811UkxrFWKluXW6Yrn5mlVbtKqN0+RhPdrzwvvpHJyG9K1SX13m6NuUPKW6fnbjpOfdpntnxGAL6wq7hK1zz3qRZsKaSgA83I9TxNX5OrG1+Yw+bfAI5IXllE1/5rtj5Zu5fNRoHm5LnS+mnSfy6UirebTgM/CmVKnmM6BRJAXllE1/57tj5audv4ZqNoHJrofjXvhfhGJu5X/DKOlMt6/ToFouUad8/pSg/yzw2gfiVVMX37P/P0/rJdFHSgmbw1f5vufHWBqlmJBKAJVEYd3f7K5+yrADSnOf+U3rheipSZTgK/CmdyfIV9qqKu7hq5UP+esdF0FDQCXVU/+uQp6YNfxFejH0rRVllv3KhWaUGNvXdE82cD4FsRx9WP31ykf39CQQea2t+mrNUDo5dxtQeAJuW4nn7z3nI98f4qSWJVOtAUPC++An3CfdKkB+P/DzRWKFMur/+wH8+TnvxgtR6vqd0tYdq0afrGN77RYp8vWdFE94vaF8STHpSmP354H7t1tqyJP9NRXVrr7zcc3+TRACQPz5Oe/HC1fjt2uVzP4wUfcARc15PreXpozDL9Zco603EAJLF/z9ioH7+xSJ5HIx04Ip4ryZNG3y59/l/TaZAMQhly+L2Mejw/Y6MeHL1MrudxtYJP0ET3g9pCPvZeafazjXuMha9Ic/6pK4/rqh+c2bdJ4wFIPq/M3qK7XlugmOuxchZoBKfmZ+eu1xYyagFAixi3ZKd++NqCfb9/ABwm142vKHn3e9Kyd02nQbIIZcjhYgYcxOvztuqnby6Wy0lwX6CJnuhcJ17M37lNWvTqkT3W5IekTTP00GWDNLxfTpPEA5C8Jq3YoxtfmKPqmMPBOHAYHNdV1HF1y3/natKK3abjAEghH63co+++NF9Rx5Xj0rUBGsx1JdUcd68YYzoNkkkoUxF+HeMrcBLcP2iiJzLXkdyY9Pp10sqxTfJ41tvfkUp26JXbTlLn1mlH/pgAktqCLYW65T/zFIm5FHSgARzXVSTm6Zb/zNXcTQWm4wBIQbPW5+mW/8xVVZRGOtAgnht/e+vb0qpxptMgyXihLEUc0ymQ6D5auUe3vTSv5iQ4x92JiiZ6onJjUrRSevlKacPUpnvcqiJZI7+pkKKa+KMRCvIdAOAQFm4t1K0vzqWgA4fguF68gf7fufp8S6HpOABS2OdbCnXjC3NUGXEVo5EOHJzrxhevvXWTtOZ902mQjMJZijDPBQ3w6fp83fTCXFVFHcX4nklItFATkROTqkqlly6Vts1t+sfPWyfr7VvVPjtNb995RtM/PoCkM39zoW57aZ5iLo10oD7xBnp8hMsCGugAEsDS7cW64YXZqoxwMA7Uy3UkLya9cYO0dpLpNEhW4SxFYvwORsMs3Fqoa/81W+XVDifBExBN9ETjxqRoebyBvntZ832e9VNkTf6NTuzdTo9eNbT5Pg+ApDFnY4G++9J8ZrUBX0IDHUCiWr6jRNf/e47KIxyMA3XsG516vbR+iuk0SGbhLFXTRMdhWLmrRDe8MFsVNNITDk30ROI6UqxaeuUqae/q5v98s/8hb9FI3XJaT117Uvfm/3wAfO+zDfn6wcvz5XqeXBrpgBzXU3XM0c3/oYEOIDGt3FWi6//NqjZgn9oG+shvSRummU6DZBfKUFWUoeg4PKt2lerGF+awv0mCoYmeKFz3i0K+c1GLfVprwk+lnYv01DVDdUy31i32eQH414x1ebr9lc/jjXSPRjpSV20D/Zb/zNXCrTTQASSu1btL9e3/zlU0xtVkSHGuIzkR6dVrpE0zTKdBKghlqpImOhphxc4S3fKfuaqOMVI1UdBETwS1u4G/eZO05bOW/dxORNabN8qqzNc7d5yq1unBlv38AHzp4zV7dedrC+S6rEhHaqrbQC8yHQcADmnp9mJ993/z4rWbk+BIRa4jOdXSq1dLWz41nQapIpiuighNdDTO4m1F+vZ/5ynq0EhPBDTRTat9ATvq++ZmsZXlynr9OqUHpfd/fKaZDAB8Z+qqXN3z+kJ5EgfjSCm144y+97/5NNAB+MqcjQX64cgF8jzJo3YjldSuQH/lKmnrHNNpkEqCaTTRcUQWbCnUD17mSvBEQBPdNMuSxv1IWvme2Ry7lsgac6d65GTp5e+dYjYLAN+YtGKP7n19oTyPRjpSg+d58jzp7tcXas7GAtNxAOCwTV2Vq/veXiyqNlKG50nypDdvlrbNM50GqcQOygqEVFEdM50EPjdrfZ7uHrmQk+CG0UQ37YNfSYteM50ibsUY6ZOndPbAjrr/4kGm0wDwiQ+W79ZP3my5vRwAkyzL0i/fXaKPVu4xHQUAGm3s4p367dgVpmMALcOypPfuljZMNZ0EqSaUIUkqo4mOJvDRyj362VucBDeJJrpJ0x+T5v7LdIq6Pn5CWj1R957bVxcP6Ww6DQCfmLB0l34/fqXpGECz++PElRq1cIfpGABwxF6bs0V/mrTGdAyg+U3+jbT0LdMpkIpCmZKk0iqa6Gga45bs1B8ncNxtCk10Uz57RvrkadMpDuR5ssbcIeWt0z9vGqa+7TNNJwLgEy9/tln/+2wTY12QlDzP0/MzNuo/MzeZjgIATebZ6ev1/IyNpmMAzcPzpNnPSp/93XQSpKqaJnoZTXQ0oRc/3ayXPt3EWBcDaKK3NM+VFr0qTX7YdJKDi5TLGnmt7Ei5xt1zujJCfJsAaJhHJ6zSjLV75biu6ShAk3FcTxOW7tITH6wyHQUAmtzj76/SmIXb5bgcjCOJuE58XOnkh0wnQSqrGedSUh01HATJ5tEJKzVl1R5qdwujO9qS3Ji0ZbY0/qemkxxa8TZZb96g7LSgxt4zwnQaAD7huJ7uGblQG/aWK+bQSIf/xVxX8zcX6P63l4jFHgCS1a9GLdPibUXUbiQHNyZtmyuNuVMUbxhV20SvoImOpuV60o/eWKSVO4up3S2IJnpLcWJSyS7prZvjRd0Pts6RNeGnGtSltf5+4wmm0wDwifKIo++8OE9FlVHFWJEOH4s5rjbnlev2lz9XhBenAJJYxHH1g5fna09JNQfj8DcnJhVtk968SXIiptMg1dWMcymqpImOplcVdXXbS9TulkQTvSW4juRUSyO/KVUWmk5zeBa9Ks15TlcO66IfnNXXdBoAPrGruEq3vTRPMceTyyVm8CHHdVVe7ei2l+artNonJ78B4AgUVkR164vzVB1zuTwc/uQ6UqRMevUa/x13IzmF4030Ylaio5nkl0f07f/OVUXEYaRqC6CJ3hIsS3r7VmnvGtNJGmfyw9KmGXro0kEa3i/HdBoAPrF8R4l+/MYiyTKdBDg88U16LN3x6ufaXlhpOg4AtJgNe8t056sLTMcADp/nxfcfe+N6qZBNwJEgalaiF1ZyVQSaz8a8cn3/5flyPcllhFWzooneEiY9JK2fYjpF47mOrLe/I5Vs1yu3naTOrdNMJwLgE5NX7tHj77MZI/zFsiz9duxyzd1UYDoKALS4Wevz9Nuxy03HAA6PZUnv3SVtnWM6CfCFmpnorERHc5u/uVD3vbVYtsUKtuZEE705ue6+cSi+V1Uka+S3FPIimvijEQrynQOggf4zc5NGzt3CWXH4gut6enXOFo2cu9V0FAAwZuTcrXpx1iZqN/xj+uPSsndMpwDqCmXK81xVxRizgeY3fuku/euTDdTuZhQ0HSBpOTFpx+fShJ+ZTtJ08tbJeudWtb/5Xb3zwzN0zXOfmU4EwCd+N3aF+rTP0mn9chS0OQuHxBRzXC3YWqjfj1thOgp8xN65VKG5/6vzPqfbMMVOu23f3628jQoteF2RSx7+yscKrP9EgXXTpVi13O7HKTbsG1IwHP88G2cpuGqSvHCmYifdKC+nT80niyk09WlFz75XSm/dhM8Mqe6PE1eqX8csnTWwowI2K9uQoNyYtHqi9MlTppMABwplxGf1Ay3kT5PW6LgebXRKnxwFAxx3NzW+os3BiUlle2p2BE+yy3bWT5U1+WGd0KudHr3qGNNpAPhEzPX0w1cXaGt+BTuHIyHFHFe5pdX64asLFGNDPRwGq3SPnC5DVX3ZI/veYidc/8XtxTsVmveypK/+vrJ3LFFg9STFjr9W0TPvklWwRcEV4+M3VpcpuGycoqfeKrfXKQouHvXFx22ZK7fL0TTQ0eRcT7r39UXaVkjtRoJyY1LJTmnsvaaTAPULZdbstQO0DMf1dPfIhcori1C7mwFN9KbmuZIbkUZ+U6rIN52mecx+Vt6ikbrltB669uQeptMA8InS6phue2m+Io7LJWZIKK7nKeZ6+u5L81XIzEocJqt0j7zWXeJN7Nq3cHwGqr3pM4VmPCMvLfuQjxPYMFNO/7Pldh0qr10vxY6/VvaWeVIsIqs8Xwpnyus4UG63YbLKcuMf5MYUWD9DzqALmvMpIoWVVcd0xyufy/E8GkFILLUbib55s1RdYjoNUL9QplwWZ6CFFVZE9YNX5sd/TVK7mxRN9KZm2dI735Vyk3sjPWvCT6Wdi/TU1UN0TDdWPgFomK0FFfrVu0vZ8AQJxbYs/eTNRVqzp9R0FPiQVbJHXnbHem+z96xW7MQb5Qw456sfxHNlFW6V26H/F+/K6R3f3L14p7yMtlKkQqoolFW0TV5Gu/jjb5knt8tgVqGjWa3dU6YHRi+TRe1GIrEs6YNfSbuXmk4CHFwoQw5NTBiwfEeJHhhD7W5qNNGbkudKn/5dWvuh6STNz4nIevNGWZX5eueOU9U6nfH6ABpm/NJdenPeVjmsykACcF1PL8zcqEkr9piOAj/yPFlle2XnrlFo8hMKT35MgeUT4iMGJMWGf09u92GHfpxIpSw3VrcZbgekcKasqiIpo42c/mcpPPkxBRe9I+eYKyXXYRU6WszohTuo3UgcbkxaPlr6/EXTSYCvFsoUEzVgyrsLtuvVOVu4GqIJ0URvKk5U2rVUmvYH00laTlmurJHXKj0offCTM02nAeAjj4xfoc155cxpg1Exx9XKXSV6+sPVpqPAryoLZTkRyQ4qduqtih1zpQLbFyqwfPzhPY4TkSR59pcWJdjB+F47kpxjrlTk8j8o8rVH5XYdGl+F3vkoybIUmvUvhSc9qsDaaU3xrIB6/W7cCq3LLaV2wywnJhVvl8b/2HQS4NBCGYryKxMG/WH8Ci3dXkTtbiI00ZuC58YPft65Lfk2Ej2U3Utljb5D3dtl6ZXvnWo6DQCfqIq6+uFrC5ixCmNc11N1zNVdIxco6vA9iEbKzFH11x5V7MQb5LXtLrfbMMWOvUqBTbPjrw8bKhCSpPhq9P25MSkQ/uLv4cz4fV1HgfWfyBl4voKrJslt3VmR836uwMZZsgq3NcETAw5UHXN156sLVB1jbxMY4nmSauegM4INPhDOVMQxHQKpLOp4uuPVBSqrjnE1WROgid4ULFsa/xOpcJPpJGasfE/6+EmdPaijfn7xINNpAPjEutwy/XbsCua0wQjbtvTLd5dqW0Gl6Sjwu3BWfDZvDa9V53gzPFJxGI+RGV+FXrVfU8h1pEiFvHrmndtb58vtNEjKaCMrf5O8ToOlcIbcnD6y81P09ShaxJb8Ct339hL2NoEZliW9/wtpz3LTSYAG8cLZirBYA4blllbrvreXKGBTu48UTfQj5TrS4telZe+YTmLWJ0/KWzlO95zbV5cM6Ww6DQCfeGv+No1fslOOy+VlaDmO6+n1uVs0cdku01Hgc9ae1QpPeFiKRb54X/EOeeEsKS37MB7IlteuV50GuFWwJf7+Nt3q3rd2FXrtLHTLklRzgO45X/w/0Ewmrdit/87ayIxVtCzXkZa+Iy34n+kkQMOFsxRxWIoO86atztUrszezGv0I0UQ/Em5MKt4mvf9z00nM8zxZY+6U9q7VczcNU9/2maYTAfCJB0Yv067iKua0oUXEHFeb8sr0+/ErTUdBEvBy+kiBkIKL3pJVmit79yoFl4+XM/C8Q3+wE5GqSr74a78RCqybLnvnMlmFWxVc/K6cPsOlYLjOh9lbP5fXcaCU0SaeoW1P2dsWyCraLnvvBrk5vZvyKQL1evKD1Vq2s5jajZbhxKSiLdKEn5hOAhyeUJaqGYqOBPHYxFXsS3aEaKIfCU/S27dKkXLTSRJDtELW69fJjpRp3D2nKzPMtxeAQyurjumu1xaajoEU4HmeYq6nO19dqOoYLx7RBELpio64U1Z1uUIf/0XBRW/J6XN6g5ro9vbFSvvgkX1/d3ucIGfQBQoufkehT/8lL6eXnGOurPtBrqPA+o8VG3T+vnfFjr5EVkWhQrP+Kaf/mfHGPtDMoo6nn7yxSDGXvU3QzDwvfpXNW7dw3A3/CWWoMspKdCSG6pire15fyDWLR8DyeNXTeB/+WprzT9MpEk+v4fK+M1Hr8yp10V9mmE4DwCe+f2Zf/eaKIaZjIMn94p0lemfBdtMxACAp3DK8t/549TGmYyDZjb1XWvSq6RTAYfN+sV5zdlu68YW5pqMA+3x3RB/97sqhpmP4EkuFG8ONSWsn00A/mK1zZE34qQZ2bqVnbjzBdBokorK9Cn36b4XH/VrhD/+gwNppX9xWUajgZ88rPO5XCk9+TPb2xV/5UIH1nyj8wSMKj39AwYVv1plLa2+cpfDE3yj00ROyCjZ/8UFOTKHJj9e5jB7m/XfWJk1bncvlZWgWMcfVh8t30UAHgCb02pwt+nR9HrUbzcONSUvfpoEO/wqmqyLCSnQklpc+3axP1nDc3Rg00Q+X60iVhdJ7PzSdJLEtelWa85yuGNZFPzirr+k0SCSeq9Ds/8hLy1L0/PsVO/5bCqyZInvbAsl1FJr9gmQFFD3vfsUGnqfg5yNlldS/+Z+9Y4kCqycpdvy1ip55l6yCLQquGB+/sbpMwWXjFD31Vrm9TlFw8agvPm7LXLldjpbSW7fEM8ZhuO/txSooj7DRKJqU63oqr3b00JjlpqMAQNK5/+0lqo65crnAGU3JdaWqYun9X5hOAjQeTXQkqPvfWaLSqhgbjR4mmuiHyw5Io++UKvJNJ0l8kx+WNs3QQ5cO0un92ptOg0RRXSavTXfFjvuWvOyOcrsMkdtxoOz8TbL3rJJVWaTYyTfLa9VJbt8z5HY5Wlb+5nofKrBhppz+Z8vtOlReu16KHX+t7C3zpFhEVnm+FM6U13Gg3G7DZJXlxj/IjSmwfoacQRe03HNGgxVVRHX/O0sUsClPaDq2benBMcuUXx459J0BAIdld0mVHhqzXLZlmY6CZGLb0oSfSVVFppMAjWMHZAVCqojETCcBDpBXFtF9by9RwKZ2Hw66FIfDjUlL3pQ2TDWdxB9cR9bb35GKt+nl205Ul9bpphMhEaS3VuzUW6VQuuR5svI3yc7fKLfDAFl7N8jtODB+W43Y8O/J7Xv6gY/jubIKt8rt0P+Ld+X0jn/fFe+Ul9FWilRIFYWyirbJy2gnSbK3zJPbZTCr0BPYzHV5eufzbZwVR5OoHeMycVn9V7QAAI7ce4t36MPlu7g0HE3DiUlr3pdWjjWdBGi8YIYkqayaJjoS0/Q1uRqzaIdiXAXeYDTRG8p1pepSadIDppP4S1WRrJHfUsiLaOKPzlCQ7zjsJzzpjwrPeEZuTm+53YfJqsiXl9FWgeUTFP7gEYWm/kn2zmX1f3CkUpYbq9sMtwNSOFNWVZGU0UZO/7MUnvyYgovekXPMlZLrsArdJx6duFJFFREa6TgiruupPOLo4fcY4wIAze3BMcu5NBxHzvMkp1qacJ/pJMCRCWdKksqqaKIjcf1h/AqVVcUYydZAtDQbyralD34pVRSYTuI/+etlvX2rcrLT9M4PzzCdBgkketptig7/vuzinQosfU9WrFqBrfNlRSsUPf0H8Vnm816WVbjtwA924mMZPDtY9/12ML56RZJzzJWKXP4HRb72qNyuQ+Or0DsfJVmWQrP+pfCkR+tuaoqEUVIZ04NjlnF5GY6IbVt6eMwy5ZUxxgUAmltBeUS/eJdLw3GELEua9JBUyhVk8LlQvIleykp0JLDCiqh+8x4j2RqKJnpDODFpw7T4zuBonA1TZU1+WCf0aqfHrj7GdBokCK9dT7ldhyp27FUKbJ4dX3kSzlLs+G/Ja9tDzsBz5XYZEr/tywIhSYqvRt+fG5MC4S/+Hs6M39d1FFj/iZyB5yu4apLc1p0VOe/nCmycVX+THsZNWrFH7y/j0nA0TsxxNXnFbo1fykE4ALSUKau4NBxHwIlKW2dLC/9nOglw5ELxcS6llVHDQYCvNn7pLk1bnctxdwPQRG8INyaN/4npFP43+1l5i0bqplN76NqTe5hOA1OqSg8Y0eK16izLdeRltpOX3VGyvvjV5GV3lFVZdODjhDPjq9CrSr94n+tIkQp59cw7t7fOl9tpkJTRRlb+JnmdBkvhDLk5fWTnb2qqZ4cm9tuxy1URcbi8DIfFdT1VRBw9NIYxLgDQ0v44YaWqIq48ajcOmyeNvSe+sAbwu5omegnjXOADD45epohD7T4UmuiH4nnStD9IRVtNJ0kK1oSfSjsX6qmrh+jY7m1Mx4EBVkW+gnP/J+3XGLeKtssLZ8vN6S2rZLfkfXEG1CrNlZeZU88D2fLa9arTALcKtsTf36Zb3fvWrkKvnYVuWZJqioPnfPH/SDh5ZRH9YcJKLi/DYbFtSw+/t1x7y6pNRwGAlJNfHtETH6ySRe3G4fBcafoTUv4G00mAphHKkiQVVTJWEIlvd0mVHptI7T4UmuhfxYlJu5dJc/9lOknycCKy3rhRVmWe3r7jFLXJCB76Y5BUvHa95LXtodDCt2SV7Ja9e6WCy8fLOepCuT1OlDxXwcXvSmV7ZW/8VPaeVXL6DI9/sBORqkr2PZbTb4QC66bL3rlMVuFWBRe/G79vMFznc9pbP5fXcaCUET9x47XtKXvbAllF22Xv3SA3p3eLPX8cvncXbNe8TQVcXoYGiTmuZm/I07glO01HAYCU9fq8rVq6vYjajYZxYlLuaumzv5tOAjSdmpXohRWMc4E/vD5vq+Zv5rj7q9BE/yqWJY29Oz4iAk2nfK+skdcp3fb0/o/PNJ0GLc2yFR3+PXmBsEKf/F3BRW/L6X+WnP5nSaF0RUf8UFZprsJT/6TAhhmKnXKrvLbx8T/29sVK++CRfQ/l9jhBzqALFFz8jkKf/kteTi85x1xZ9/O5jgLrP1Zs0Pn73hU7+hJZFYUKzfqnnP5nysvp0wJPHEfigdHLDn0nQJJlWXr4vRWmYwBASvO8eO3mSjI0iG3XHHcz9gJJpGZj0eJymujwB8+TfvnuUiZqfQXLY+BN/VwnfiZ8yiOmkySvIVdJ172iGWv36tYX55lOAyDB/fzio3T3uf1l2xyQo36O6+k/MzfqiQ9Wm44CAJD02yuG6Dtn9FGA2o2DcR1pznPS5IdNJwGa1nE3Stf8S4Mf/kBVMVb2wj9+dtEg/ei8ARx314OV6PVxY1LJDunjJ00nSW4rx0ofP6GzB3XUzy85ynQaAAnuH9PXaXdJlRyXc784kOt6KqyI6Jlp601HAQDU+H8frVVheUQutRv1cWNSyU5p+mOmkwBNL5Qpz3NpoMN3/vXxBuWVVVO760ETvT52UBr/UylWZTpJ8vvkKXkrx+mec/rqkiGdTacBkMCqoq4eHLOM1Wyol21benTCSpVVcyk4ACSKsuqYfjtuOavZUD87KI37kRStNJ0EaHrhTMmlgQ7/qYw6+uPEVdTuetBE/zInJm2YJm2YajpJavA8WWPulPau0XM3DVO/jlmmEwFIYB+v2avJK3az2QnqiDmuFmwp1NjFbCYKAInm/WW7NWPtXmo36nKi0tpJ0sbpppMAzSOUIc/j9x78adySnVq4pZDa/SU00b/MtpnH1tKiFbJev052pExj7xquzDDflgAO7okPVstiozLsx7YsPfwem88CQKL63bgV1G7UZQekj35rOgXQfEKZctmCED7GlWQHolu5PzcmLR4p7VlhOknqKd4m640blJ0W1Nh7zjSdBkAC25RXrjfmbVWMyyOh+GaiL8/erFW7Sk1HAQAcxKa8cr02Zwu1G3G1x9172QgcSSyUwUxp+NryHSV65/Nt1O790ETfn+tI09jUxJhtc2VN+IkGdm6lf9x4guk0ABLY36auU8zhRWmq8zxPZVUx/WXKWtNRAACH8Pep6xRhgz1I8ePu6Y+bTgE0r1Cm+JUHv/vTpDWqjvKNXIsmei3XkT79q1S6y3SS1LboNWn2s/rasC66/ay+ptMASFB7S6v1/IyNcljdkfL+MmWtSirZTBQAEl1+eUTPTt/AysxU5zrSnOekEvYxQZILZYreI/wuryyiv0xZK4/RRJJoosd5rlRVLH36d9NJIEkf/Uba+LEevHSQzujf3nQaAAnq+RkbVVYdo6CnKNfztLukSq/P3Wo6CgCggf47a6MKyiM00lOV50mRMmnWX0wnAZpfKEMRmuhIAi9/tlnbCitZwCaa6DUsadqj8YIO81xH1ju3ScXb9L/vnKiurdNNJwKQgMqqY/obYzxSlm1Z+r9JaxRhx3gA8I2qqKunJ61ho7KU5UmfPBVfwAYkOS+crSjjJ5EEoo6n/5u0RgFqN010uY5UsFFa+LLpJNhfVbGskd9SyItowo/OUJDvVAD1eG3OVu0uqWJFW4pxXE8b95ZpzKIdpqMAAA7Tuwu2aUNuGSvaUo3rxkenznvBdBKgZYSzVM1QdCSJ8Ut3an1uqZwU32SU1qQdkCY9GG+mI7Hkr5f19q3KyU7Tu3edYToNgAQUcVw99QEr2lJNwLb05AerRf8FAPzH9aRHJ65kRVuqsW1pyiOSEzGdBGgZ4UxVx+gzITl4nvT0h2sUsFO7jZzaz96JSVs+k9Z+aDoJDmbDVFmTHtLxPdvp8WuOMZ0GQAIau2SH1uwuZUVbiog5rpZuL9LklXtMRwEANNLHa/ZqzsZ8xRjJlRrcmLRnpbTsHdNJgJYTylJVlCY6ksfklXu0fEexYim8Gj21m+iBYHwVOhLbnOfkLXpNN57SU9ef3MN0GgAJxvOkx99fxYq2FBEM2Hrig9WmYwAAjtAT769SMJDah6Mpww5Kkx+Ov2gDUkUoQ1XR1G02Ijk99eFqBVN4NXrqPnMnJq2dJO1cZDoJGsCa8DNp5wI9cc0QHdu9jek4ABLMJ2tZ0ZYKYo6rT9fnafaGfNNRAABHaMn2Ys1al0ftTnZOTNo0Q9ow1XQSoGWF0lURiZlOATSpmevy9PnmgpSt3anbRA8EpZn/ZzoFGsqJyHrjRlkVeXr7jlPUNjNoOhGABPM4K9qSXjBg60lWoQNA0vjb1LXU7mQXCEqTf2M6BdDygumqiDDOBcnn6UlrUrZ2p+azdmPS1tnStnmmk+BwlO+VNfJapdueJv7oTNNpACSYpduL9eHy3Sl7VjzZxRxX01bnatmOYtNRAABNZP7mQs1P4RVtSc+JSivHSrsWm04CtCzLlhUI00T/ssoiBef+T+EJDyn8wSMKLB0b/z2xv2ilwh88IntLw/p1gbXTFJ70aN33rZio8IQHFZr+/2SV5n5xQ3WpwpMfY4PjIzRvU4FmrdubkrU7NZvodlD65E+mU6Axdi+TNeYOdW+XpVe/f6rpNAASzL8+2ZCyZ8WTXTBg69np603HAAA0sb9NWUftTlaBkDTzz6ZTAC0vlClJKq9inMs+nqfQ3JclJ6Lo2T9S9JRbZe9eocDKD+rcLbh8gqyqkoY9Znm+Aqsn13mXVbxDgY2fKnrm3fLa9VZgxcR9twXWfSyn35lSIHzETyfV/d/k1LySLPWesetIe5Yzk83PVo6VPn5CZw3sqF9ecpTpNAASyOJtRVqwpTCldwxPRjHX1cIthVqwpdB0FABAE5u1Pk/LthfLcdl0Mqk4MWnjJ9KuJaaTAC0vlCFJKq2OHuKOqcMqy5VduEWxE2+U17qLvA795Bx9qQLbF35xn7yNsvauk5fWqkGPGVr8jrw23et+ntLc+OO37SGn61BZZTUr0avLZO9cJqfv6U32nFLZ4m1FmrepIOWOu1OviW4HWIWeDD55St7KcbrrnL667JguptMASCD//mRDSu8YnoyCtq1nP2YVOgAkq79OXauAbZmOgaYUCEqz/p/pFIAZNSvRS1mJvo+X1lqRM+6Q0r/UII9Wxf90Ygouelux474Z//1xCPbW+VIsKqfPaXU/T0Y7WeX5UrRSdtF2KaOtpPgqdLffCFahN6HnPl6fcsfdqfVsPVcq2CStGmc6CY6U58kac6e0d7X+ccMw9euYZToRgAQxZdUebS2okMuKtqTguJ425JZp2urcQ98ZAOBLU1flas3uUlajJwvXkXYvkzZ+bDoJYEbtSnSa6F8IZ8jrPPiLv3uuAhtnye04UJIUWDtFXtvu8jo3YNpAdZmCyycodsK1B9zkte8jt0N/hSc8rMD6TxQbcplUXS5751JWoTexj9fs1YbcspSq3anVRLfs+Ew2L7UuN0ha0QpZr18nO1KqsXcPV2Y4tb6dAdTP9aTnP9kgiwVtSSFgW3r24/XyUue1GQCkpL+xGj152AFmoSO11axEL6linMvBBJZPkFW0Xc7Qy2WV7FZg02eKHXt1gz42uOw9Ob1Pkde6/qkEsVNvVeTy3yty2SPy2vVSYH18FbpVWazQx39VePJjsrd+3oTPJnU99/H6lKrdqdN19DypbI+09E3TSdCUirfLeuMGZYeDGnfPmabTAEgQ7y7crhJWfvie53naU1KlcYt3mo4CAGhmHy7frc155XI5a+pvrisVbY3vYwWkqnC8iV5cQRO9PoHl4xXYMEOxk2+W16pLfIzL0ZceOOqlHtae1bILtsgZfPFX3zEtO35CL1Iue0d8FXpw6Ri5PU5Q5Kx7FFw6RqosbqJnlLrGLdmpvaXV8lKkdqdOE12eNOuvksMvsaSzba6sCT/RgM6t9I+bTjCdBkACqIq6+t9nm1Pq0rJk5En61ycbFOPfEQCSnutJz8/YqNRZz5akLEv69G9c/Y3UVjPOpbAiYjhI4gkuGR0fs3LyzXK7HydVFsou2KzgsnEKj/u1wuN+LVUUKbj4XYU+e/6Ajw9sXyRVFCk88bcKj/u1govfjf993K9l5W088P7rP5Hb93QpEJaVv0lup8FSRlt52R1lF25riaec1KKOp+dnbEyZq4YPPa0/WVSXSgtfNp0CzWXRa1KnIfra8Lu05Ky+emHmJtOJABj26uzNuvvc/gpwOO5bZVUxvTmPF7cAkCpGL9quBy4frFbpIdNR0FiRMmnx66ZTAGbVjHMprmQR5/4CqybJ3vSZYqd8O95Al6T0Nqq+6IE69wvPfE5O/7Pk9DzxgMeIHXOFdNSFXzzmzmUKbJipyFl3Sxlt6t45UiF7+xJFL7g//nfLUnyZjmpO9KVI57eZvTFvq3564UBlpSV/izk1VqK7jjTnOSlSbjoJmtNHv5E2fqwHLx2kEf3bm04DwLC8sohGLdiumMNKKD9yXE8vfbZZlVHHdBQAQAupiroaOWerYi6125fcmPT5i1K0wnQSwCxWoh/AKtmjwJqP5Ay6QG77vlJVSfwtUi5ld6z7Ztvy0rKljLbxD3Yi8ftKUlqrOvf10rIl247/PRCu8zn3X4UuSV7bXrK3zJOVt0FW6R65bXu04FcgeZVVx/Tq7C1yUqB2p0YTXV68mCO5uY6sd26Tirfpf7edqK6t000nAmDYCzM3KRhIkVKXhF6fu8V0BABAC3tl9mZZXEXmT5YtzXvBdArAvFCmPM9VRST5m4oNZe9aLstzFVzzkdI+eKTO2yE/dvviBt2vjkil7O2L5fQ9Y9+7YsOukr1ntUJz/6fYsVdJme0O7zFxUC9+uklKgdpteck+/d2JSqsmSO/eZjoJWkr7AfLu+ESFkYBOfWKaYtQtIKW9dNspOmtgB5rpPhJzXE1bk6s7XllgOgoAwIB/3nyiLhrSmdrtJ05UWvOB9Pa3TScBzDv9XnkX/l59H5pkOgnQYv59y0m64OhOSV27k/eZ1QqEpM//YzoFWlL+ellvf1vtstP07l0jTKcBYNjzMzYmdSFPRsGArddmswodAFLVK7O3ULv9JhCKj1AFIIUy5LG5LlLMa3OTv3Yn97NzXSl/vbR5lukkaGkbpsma9KCO79lWj19zjOk0AAyavTFfq3aVyHGT+8KrZOF5nnYWVWrm+jzTUQAAhszemK9NeeVyqd3+4DrSnuXS1tmmkwCJIZSpZB/6AHzZrPV52lFYmdTf+8ndRLckzXvedAqYMuef8ha9qhtP6aHrT2bDCCCVvfzZZtnJP6ItKbhefB5uEr/2AgA0wP8+25wK41WTgx2QZrMKHdgnlMECHqQcz5Nem7NFyfytn9xNdCcqLXnTdAoYZE24T9qxUE9cM0THdm9jOg4AQ95ftksxJ4mreRLxPE/vfL7ddAwAgGGjF2xXhM2N/CFaJa18z3QKIHGEMsWhB1LROwu2SUreb/7kbaI7UWn5KKmq2HQSmOREZL15o6yKPL1zxylqmxk0nQiAASVVMU1euVsxh4PxRBZzXH2wfLfyyyOmowAADCutjum9xTuo3YnOiUqrxkmRctNJgMQRzlSUX11IQXllEU1asSdpa3fyNtEDIWnhK6ZTIBGU75U18lql2Z7e/9GZptMAMOSdBduTfqMTvwsGbL02hw1FAQBxo6jdiS8Q4upv4MtCGYo4pkMAZrw2J3k3GE3OZ+V5UuFmNjbBF3YvkzX6dnVrl6XXvn+q6TQADJi5Lk+FrHBOWK7raVNemeZuKjAdBQCQID7fUqidRZWmY+CrlOdJmz42nQJIKF4oWxHmuSBFzd6Yr20FFUm5wWiSNtFdacH/TKdAolk1Tpr+uM4c2FG/uvQo02kAtDDH9TRq4fakvbQsGYycu9V0BABAAvG8+JVkMZfanZCcmLTkDcllyS1QRziLPR2Qsmo3GE3CHnqSNtElafHrphMgEc14Wt7Ksfrh2X112TFdTKcB0MJGL9yRtJeWJYNxi3eajgAASDBjFm5X0KZ2J6RAUFr6lukUQOIJZ6maJjpS2NjFOyXLdIqml3yvRpyYtH6KVLbHdBIkIs+TNeaH0t7V+scNw9SvY5bpRABa0MpdJVq3p1RuMp4W9zHH9TR7Y75yS6tNRwEAJJjN+RVavK1QjkvtTiieK+1dI+1eZjoJkHjCmaqKcoUGUtfukiot2Jx8tTv5muicDcehRCtkvX6d7Eipxt49XJnh5PsxAHBwb32+LSkvLfOzgG1p9MLtpmMAABLUu59vl5WEK9p8zfOkxSNNpwASUyiDJjpS3phFO5Kudidf99CJSGsnmU6BRFe8XdYbNyg7HNS4e880nQZACxq7eGcyXlnma9UxR5NWcAUZAKB+45fukptkq9l8z7KkZe+YTgEkpmCGKmiiI8W9v3xX0m0umlxNdCcmrZ8qRcpMJ4EfbJsra/yPNaBTKz1384mm0wBoIXtLqzVrfR6blCWImONqyso9KquOmY4CAEhQxZVRTV2Vy+bgicKNSZtnSSXsZQLUK5imyghNdKS2ooqoZq5LruPu5GqiB4LSijGmU8BPFo+UZv9Dlx3TWXec3dd0GgAt5N0FbFKWKIIBW+OW7DIdAwCQ4EYt3M7m4InCCkiLXzedAkhMliUrmKZyFogAem/RzqQ67k6eZyLFV6Kv/dB0CvjNR7+VNn6sBy4ZpBH925tOA6AFTFqxWxW8sE0IlRFHH6/JNR0DAJDgpq/JpSmVKJyItGq86RRAYgplShK/rwBJH63crepY8lyVkTxNdDcmbfxYqio2nQR+4zqy3rlNKt6q/912orq2TjedCEAzq465Gr90l6JcFm5UzHH14Ypdqo7x7wAA+GpRx9PUVXsY6WKaE5VWjmOEKnAwoQxJUilNdEDlEUdTViZP7U6eJroVkFYyygWNVFUsa+S3FHSrNfHHZyiYPD8ZAA5i0ordCnFZuFHBgK3xjHIBADTQ5JV7GOliWiAkLX3DdAogcdWsRC+tihoOAiSGsYt3Jk3tTo5nIUmeK62eaDoF/Cx/g6y3b1W7rDSNumuE6TQAmtnsDfmKsALaqMqIo1nr8kzHAAD4xMdr9ibNajbfqi6TNn5iOgWQuGpXolclzwgL4Eh8snavqqLJ8fOQHE1014nvDl5ZaDoJ/G7DNFmTHtRxPdvqiWuOMZ0GQDOqjDqaszFfjuuZjpKSYq6rGev2KkIzBADQQGXVMc3ekC/HpXYY4cSkDdPio1QB1K92JXolK9EBKT5Kddb6vKQ47k6OJrplSSsY5YImMuef8ha9qhtO6aEbTulpOg2AZjR1da4sy3SK1BSwLE1dxYaiAIDDM2nFblkUbzPsgLT+I9MpgMRW00QvookO7DNl5R7ZSVC6k6OJLkmrJ5hOgCRiTbhP2rFAj199tI7r0cZ0HADNZPrqXNkciBthWZamr6GJDgA4PB+t2kPtNsWypPVTTacAElvNOJeiiojhIEDimL4mNylOgPu/ie460tY5Uvle00mQTJyIrDdvlFW+V2/dforaZgZNJwLQDLYWVGhLfrnpGCnH8zyt2lWivaXVpqMAAHxmT0m1lu8oluf5/7Jw38lbJ5XsMJ0CSGw1K9ELK2miA7X2lFRr9a4S39du/zfRZUkrx5oOgWRUnifr9euUZnt6/0dnmk4DoJl8tHKPoszlblGO52nyyj2mYwAAfOqD5buVBKNV/cWJSms/NJ0CSHy1K9HL2TsA2N+klXt8Pxfd/01025Y2TjedAslq9zJZo3+gbu2y9NoPTjOdBkAzmL4mV6GA/8uhnwRtW9NW0UQHADTO5BW7FUiG4ap+EghJ66eYTgEkvnCWPM9TeYQmOrC/6atzFfT5cbe/00tSRb60d43pFEhmq8ZL0x/TmQM66FeXHmU6DYAmNn9ToSojjukYKaWwIqKlO4pNxwAA+NS63DLtLq4yHSO1RKukrbNNpwASXygjPnYYQB1Lthf5fq8AfzfRnZi0YZrpFEgFM/4kb+VY/fDsvrrsmC6m0wBoQhHH1cx1exVzGenSEmKOq6mr9sjn4/AAAIbNWLeXcWwtxXWkTTOkGHuZAIcUypDn8bsJ+DLP8/8oVX830e1AvJgDzc3zZI35obR3tf5xwzAN6JhlOhGAJjRtda4CSbBbuB8EA7amrc41HQMA4HOzN+Qzjq2lWJa0frLpFIA/hDJ9v3ki0Fz8PkrVv8mleDGniY6WEq2Q9fp1siOlGnP3cGWG/f3jA+AL09fkyqKJ3iJcz9Os9XmmYwAAfG72hnzTEVKHZUvrp5pOAfhDKMP3mycCzWXOxgLTEY6Iv7uAJTulws2mUyCVFG+X9cb1yg4HNP7eM02nAdBE9pRUa+2eUlaNtID1uWUqqWSjJQDAkdldUqVtBRWmY6SGom1SwUbTKQB/CGXJ4ZACqFdBeUQb95aZjtFo/m2iO1FpA2fDYcC2ebLG/1j9O7XSP28+0XQaAE1k8oo9rBppZlHH1WesHAQANJEZa5mL3uycqLT2Q9MpAP8IZSjKryXgoD5dn+/b2u3fJnogxCgXmLP4demzZ3TpMZ31w3P6mU4DoAnM25SvoI/ns/lBKGBr3iaa6ACApjF7I3PRm10gJK2fYjoF4B+hDEUd0yGAxDVvk39rtz9T16KJDpM++q20Ybp+dfFAnTmgvek0AI7Q4u1FpiOkhPmbCk1HAAAkiTkbOTHb7JyYtHmm6RSAb3jhbEWY5wIc1JxN/p2L7t8mev5GqXS36RRIZZ4r693vSsVb9dJ3TlTX1ummEwE4AiWVMW3JLzcdI6ltK6jQ3rJq0zEAAEkiryyiDT6ereoLe5ZJEV4fAQ0WzlLEp6MqgJawt7Tat3ua+LOJ7kSYh47EUFUsa+S3FHSrNfHHIxT0508UgBqfby5UjBe9zSLquPp0Q57pGACAJMNc9GbkRKRt80ynAPwlnKXqGL+TgK8ya32eL2u3P1t+gTCjXJA48jfIevtWtcsKa9RdI0ynAXAEFm0rkm1bpmMkpVDA1nwfX7oHAEhMczcV+Ha2asILhKWdi0ynAPwllKnKCEPRga8yz6e123+Ja22bYzoB8IUN02R9+ICO69lWT1xzjOk0ABpp8bZC2RZN9OYylyY6AKCJLd1WZDpCcqOJDhyeUIaqYjTRga8y16d7mviziV6eJ5Xlmk4B1DX3X/IWvqIbTumhG0/tZToNgEZYvatUES6/bBZ7S6u1vbDSdAwAQJLZWVyl4sqo6RjJKVol5a01nQLwl1AGK9GBQ9hZXKW9pf7bK8t/TXTX5Ww4EpY18T5px+d67KrBOq5HG9NxABymmOtpxc5ieZ5nOkpSibmu5m3y52oDAEDiW7KtSC61u2l5nrR7qeSxuAA4LMF0muhAAyzeVijH9Vft9l8T3XNooiNxOVFZb94kq3yv3rr9FLXLDJlOBOAwLdhSqJjPinmis2Rp+Y4S0zEAAElq8bYi3x2IJzw3Ku343HQKwF8sS1YwTeU00YFDWrbDf4vX/NdED4TiZ8SBRFWeJ2vktUqzPb3/IzYaBfxm8bYiX25yksgCtqWVu2iiAwCax7IdxdTupsamosDhC2ZIksqqY4aDAIlv+Y4SBX1Wu/2VttYumuhIcHuWyxr9A3Vtl6WRPzjNdBoAh2HR1iLTEZLSyp000QEAzWPp9iLTEZITTXTg8IRoogMNtWJnsekIh81/TfTqUqloi+kUwKGtGi9Nf0wjBnTQry8dbDoNgAbaUVSpwvKI6RhJpbA8or1l/ts4BgDgD3tKqlVA7W5a0Qopf73pFIC/hDIlSWVVbHYMHMqekmoVVvirdvurie550q4lplMADffJ0/JWvKc7z+6jy4/tYjoNgAZasMV/m5wkKtfztGyH/1YZAAD8ZfG2QrnU7qbhedLOJfE/ATRczUr0kipWogMNsWx7sa82BvdXE92NckkZfMd674dS7io9c/0wDeiYZToOgAZYuLVQnvxTzBOZ43paThMdANDMlmzz14F4QmNTUaBxwvHj/VJWogMNsnR7sa8Wr/mriR4Is6ko/CdaKev162RHSvTe3acrM+yvHzsgFS3fUaygzc9qUwgFbDYVBQA0u2U7in23QVnCYlNRoHFqVqIXVdBEBxpi+U5/bQzun6S12FQUflSyQ9br1ysrbGvCvWeaTgPgEDbll5uOkFTYVBQA0NzW55aZjpBcaKIDh48mOnBY/La5qL+a6LFqKX+d6RRA42yfL2vcj9SvUyv98+YTTacB8BV2FlUp5rqmYySFqqijzZyUAAA0s+2FFYo51O4mUV0mFWw0nQLwn5qNRYt8tlkiYMq2gkpVRR3TMRrMX0303JWS658vLnCAJW9Inz2jS4/prB+e0990GgAH4biedhZVmY6RFNbllslHY+4AAD7letL2wkrTMZLDnhWmEwD+VLsSvZKV6EBDbS2oMB2hwfzTRHeiFHMkh49+K22Yrl9dPEBnDexgOg2Ag9i4t4wNyo5QzHG1bk+p6RgAgBSxZk+przYoS0hOVMpfazoF4E+hLHmep9KqmOkkgG+szy3zTe32TxNdkoq2mE4AHDnPlfXud6XirXrx1hPUvW266UQA6rFxb7kcxx/FPFF58tfKAgCAv3ECvClYUsEm0yEAfwplSB7TE4DDsSmv3De12z9N9EBIKqSJjiRRVSzrtW8q6FZr/L0jFPTPTyKQMjbnlytgW6Zj+FooYGtLPk10AEDL2Li3XEFq95EJBGmiA40VypTHvkrAYdmUV65QwB9NMX+krMVKdCSTgo2y3vq22mWGNPruEabTAPiSzXnlsjkQP2I00QEALWXD3nJZFrX7iLGpKNA4oQx5PllRCySKTXnlpiM0mL+a6KxER7LZOF3WpAc0rEdbPfmNY02nAbCfzTR/m8TWAv+8KAIA+NumvDLTEZJDISvRgUYJZfhmLAWQKDbTRG8GTlQq2206BdD05v5b3sKXdf3J3XXjqb1MpwFQY0dRpWJcjnlEqqKO8soipmMAAFJEYUVUpVVR0zH8rao4/gbg8IWz5HD4AByW/PKIKqr9sRmvf5roJTslzughSVkT75d2fK7Hrhqs43u2MR0HgCTH9bSrqMp0DF/bxqaiAIAWtnGvf1a0JSTmoQONF8pQlCY6cNg25fujdvujie55zGVDcnOist68SVb5Xr35g1OUkxk2nQiApA17y5hr2Eiu69HIAAC0uM355XJcanejuA7H3cCRCGUqQhMdOGzrc8t8Ubv90UR3Y8xlQ/Irz5M18lql2a4m/vgM02kAKL7JScxJ/GKeiGKup80+WVEAAEgee0qqfXEgnpA8RyrZYToF4FteKFMRjh2Aw7azqFKuD2q3P5rolsWmokgNe5bLGvUDdW2bpddvP810GiDlbc6vUMC2TMfwpWDA0lbGuQAAWlhuaRW1u7GsgFS83XQKwL/C2YrEWIoOHK7c0mrZPqjd/mii20GpaKvpFEDLWD1BmvZHndG/gx64bLDpNEBK25xX7otinohsy9JOZsoDAFpYbkk1TfTGsgOsRAeORDiLJjrQCH6p3f5ooktS0WbTCYCWM+NP8laM0R1n9dEVx3Y1nQZIWbmlNIGPRH55tekIAIAUs6eE2n1EimmiA40WzlRl1DGdAvAdvxx3+6eJzjgXpBjrvbuk3FX62/XHakDHLNNxgJRUWB41HcHXCsojpiMAAFIMTfQjVMI4F6DRQpmqookOHLa9pf5YfOWPJrrrSBX5plMALStaKev162RXl+i9u09XZtgfP65AMimqpAl8JPLL+PoBAFpWrk8OxBOSE5XK95pOAfhXMJ2V6EAj+KV2+6MrV11qOgFgRskOWW9cr6ywrQn3nmk6DZByqqIucw0bqSrqcBABAGhxFRFHFZGY6Rj+VL5X8jzTKQD/CqarMsLrX+BwVUQcX/zs+KSJXmI6AWDO9vmyxv1I/Tq10r9uOdF0GiDllFYx0qUxChnlAgAwJM8nK9oSTmWR6QSAf1mWrFC6yqsTvxEIJKK8ssSv3f5oolcWmk4AmLXkDemzZ3TJ0M6669z+ptMAKaWokiZ6Y/jhRRAAIDntLGYueqOweA1ovGC6JKmsmithgMbI9cGeJv5oolfQRAf00W+lDdP0y4sG6KyBHUynAVIGK6oPn+d52lNCEx0AYEZuSZUcl3Fsh62q2HQCwL9CGZKkcproQKPsKq6S4yb2SLHEb6K7jlRZYDoFYJ7nynrnu1LRFr146wnq3jbddCIgJeSXR+QyH/SwxFxPeeU00QEAZpRVO0rw4/DE4zrsRQYciVCmJKmUJjrQKEWV0YQ/7k78JrrnSlVFplMAiaG6RNbIbynoVGnCvSMUDib+jzDgd0UV0YQ/I55oPE/KL2MFPwDAjPJIjP0xD5fnSpEy0ykA/6pZiV7KKEigUcqqE792+6AD53FZGbC/go2y3v622maGNOqHp5tOAyS9wopIwhfzRGPb8a8bAAAmlFfHZFmmU/iNx0p04EiEsiRJJVU00YHGqIgkfu32QRPdZpdw4Ms2fixr0gM6tkdbPfXNY02nAZJacUVUdoIX80RjW5aqIo7pGACAFFVGE71xWIkONF7NSvTiCproQGOUVzuyE7x4J34T3Q6wEh2oz9x/y1vwsq47qbtuPLWX6TRA0iqqjChAF/2w2JalqhgbugEAzKiodhRI8APxhGPZUjVNdKDRamaiFzHOBWiU8upYwi9eS/wmumUxEx04COv9+6Xt8/XYVYN1Qs82puMASamoIiqLA/HDVslKdACAIfGV6NTuw2IFWIkOHImaleg00YHGqYg4CV+7E7+JLjHOBTgYJyrrzZtklefqjR+cqpzMsOlEQNLhhXDjVMVoogMAzCiPxExH8B/LYiY6cCTC8ZXoheXsCwQ0Rll14tdufzTRGecCHFxFvqyR1yrNdvT+j0fI9sdPNeAbzDVsnKooTXQAgBnlPjgQT0g00YHGC2XK8zyVVPH7B2iMCh+cAPdHuy1aYToBkNj2rJA16gfq0jZTI79/muk0QFKJOMz2boyqKF83AIAZfljNlpAY5wI0XihD8lhEAjSWH2q3P5ro8kwHABLf6gnStEd1ev8OeuCywabTAEnDdalBjcFKdACAKeXV1KBGYWNRoPFCmfI4bgAarcIHtdsfTXSPX0RAg8z4P3krxuiOs/roimO7mk4DJAWHGtQorEQHAJgS5SqyxmElOtB4oQx5Hr97gMbywxXg/miiA2gw6727pNyV+tv1x2pAxyzTcQDfc2miNwor0QEApnAVWSMxEx1ovFAmxw3AEXB8ULt90kRP/C8kkDCilbJev152dYneu3u4ssJB04kAX3MT/4R4QqKJDgAwxQfH4YnJTfx5tEDCCmXKBwtpgYTlh5NQPmmiAzgsJTtkvXGdssIBjf/RCNNpAF/zwxnxRMRXDQBgih8OxBOSzeIboNFCGWKaIdB4fjjs9keV5EUQcPi2fy5r3L3qd82/Nf+hC1URYWUJ0BgB2zIdwZf4ugH1ywzb6tYmQ93bZqhTm3R1bpWuDq3SlJMZUtvMsFpnBJWdFlIowM8Q0FjUoEYKhE0nAPwrlKnM9LA++cW5ppMAvuSH2u2PJjqAxlnyptSmpzoMuMh0EsC/AiGp3YmmU/hOwEr8F0FAY3XMDqtb2wx1a5uhTq3T1LFVujpkhdWuphHeKj2orLSgMsMBZQSkcFAK2rYsOyDLDtT7mJ7rxDf1qyqWKgulqqoWflZAEqF2N04gZDoB4F8L/ic7u7N6mc4B+JUPardPmuisRAcabcafZM34k+kUgH+16irdv9p0Ct8JsooWCSwctNW9Tbq6ts1Qlzbp6tw63gRvn52mNpkhtckIqVVavBGeEbKUHpBCtqVAwJbsgCyr/omIXrRKqi6RqgqligIpr0BWVWFNY7xIqira7/+L43+v+X8rUtZyXwAg2WV3ln6+1nQK/6GJDjTehqmyNkw1nQLwLx8cd/ukiQ4AgCEHWTWKr+aHy/Hgb20zg+rRNlNda5rgnVqnqX1WmnKywmqTGVLr9JCya1eDB6VwIL4a3A7Ysg4y99fz3JrV4CXx5nZhgazKwnoa4EV1GuC1t1lOtIWePYCvdJATXTgExrkAAEzxwb4ciZ9QYiY6AMAcDsQbJUgTHYcQtKXObdLVvW2GurauHYuSppysNLWrXQ2eHlJWWkCZIVvpASkcsGTblqxA8OCrwWPVUnWZVJUXb24X5H9pNXhxvQ1wVRbJipTyuhNIBtTuxqGJDgAwxQeL1/zRRAcAwBQr8Yt5IrKZiZ4SWqUH403wNvGxKB1bhdUhO005mWG1zQypdUbtavCgMoNSWjB+gsW2A7ICB38Z6lWXSdWlUtVuqfjLq8GL6m2A71sNHqtuiacOIJHRRG8cxrkAAEzxQe2miQ4AwFexE7+YJyJmovuDbUuds9PVrV2GuraumQ3eKj4bvHY1eOv0kDLTgsoK2UqvGYsSONQmmU60pgleGG9uF+fLqm1019sA3291eHWJLM9toa8AgKREM7hxWIkOADCFlehNxAdzcQAASYqV6I3CTPSWkxm21a1Nhrq1zVDnNunq3CpdHbLDyskKq21mWK0zgspOCykrHFBmyFJaQAoFLNm2LdlBWQe5asCLVNRskpknlRVKFfnxFeFf1QCv+X8rWtmCXwEA+JK0VqYT+BNNdACAKT7o/SZ+QklKb206AQAgVaVlm07gS0FW8B+WDtlhdW8bb4THZ4Onq0NWWO0yQ2qbGVar9KCyajfJDEjhYPxr/JWrwV0nvhq8ukSqLJTya8aiHKIBvm8siuu02PMHgCYVzjJFy7uKAAEAAElEQVSdwJ9YwQ8AMMUHi9f80URPa2M6AQAgVaW3NZ3Al0IpNs4lHLTVrU26urWNzwbv1CpdHbPDysmOrwZvkxFSq7R4IzwjZCk9IIVsS4GALdmBg2+SGa2qWQ1eKFUUSHn5sr7c9D7IfHArUt5izx8AEkqYE+CNYtNEBwAY4oOryPzRRE+niQ4AMIQa1CjZaf47EG+bGVT3tpnq1iY+G7xjqzR1yE5Tu6yaTTLTazfJDCijZjZ40LZlB2xZB7n80HNdKVomVZXEm9uFBbIqCg6+Any/DTJVVSzLibbU0weA5EETvXEY5wIAMCUzx3SCQ0r8Jrrn0cAAAJiT3jZeiw4yNxr1a5Xe8i8xArbUpU26urfNUNfWtWNR0pST9cUmma3SQ8pKCygzZCs9IIUDlmzbkhUIHnw1eKy6ZpPMvPhYlIICWVWFB10Bvv+oFCtSGv/+AQC0HEaxNQ7jXAAApmTQRD9yrsNMdACAOelt4rUokPglM1G4ntfoJnp2WlA92mWoa5sMdWkTb4J3yEqr2SQzpNYZtavBg8oMSmlBKWhbsu2ArK/4N/Kqy2rGouyWir+0GvzLK8C/1By3YtWNei4AAEPCWfHafZA9I3AQrEQHAJiSmSO5sYTeYDRxk+3jshIdAGBOehtJrukUvuK6noZ0ba0rju26bzV4+6w0tcvafzV4UJlhO75JZkAKHGqTTCdasxq8SKosiDfCKwsPugK8zt+rS2R5/BsCQMoIZ0meK4kmeoN5rhRMM50CAJCqMnJqanfi8kETXTTRAQDmUIMOm+3FdPPw3rp5eO867/ciFTWrwfOk0gKpcr9G+FdskKmqYlnRypZ/IgAAfwq3YpTW4XIdKauD6RQAgFSVmSMpsUeoJn4T3bKlNMa5AAAMSW8jWaxkOxy2JWnth9LHT9Y0wwvjq8Fdx3Q0AEAqCGcl+nF4YsruYjoBACBVZbRL+DFsid9Et4PxTd0AADAho23CF/OEYwWkaKW0c5HpJACAVJTeJr4YCw1nB6VWNNEBAIZkdUr42p3Y6WplJv4OrQCAJOWDXcITjh2QMtubTgEASFWtuyX0xmQJybKk1t1NpwAApCofjBTzRxOdlegAAFMy2plO4E8+eBEEAEhSrbuZTuBPrEQHAJjig+NunzTRmYkOADCEjUUbJ4OV6AAAQ7I6mU7gT5k58RXpAAC0NB/0fn3SRKeBAQAwJC3bdAJ/ymqf8DPtAABJKJhO7W4sO8g4NgBAy0tr5YsxbP44ug2m+WJZPwAgyWTmSIGw6RT+ZAelbFYCAgBaGCNJjkw2Xz8AQAvzyT5k/miiS1KbHqYTAABSTdvephP4GxuUAQBaWnZn0wn8rRVfPwBAC8ukid60OBAHALQ0muhHhhPgAICWxkr0I8NKdABAS2MlehPyXA7EAQAtr20vyY2ZTuFPrkPtBgC0vOxO8eNHHD4nxkkIAEDL88kYUH800d0YB+IAgJbXthcH4o3lOVxFBgBoedldOAHeaC7jcAAALa99f8mJmE5xSP5ools2B+IAgJbXro9kh0yn8CcrwAlwAEDLa91NkmU6hT9ZQVaiAwBaXvsB8ePHBOePJrodlHL6mU4BAEg1Of0kiwPxRrEDzJQHALS8jkdJAU6AN4rN4jUAgAEdj44fPyY4fzTRJSmnr+kEAIBUw0rqI8PXDwDQ0toPMJ3A31p1NZ0AAJBKLMs3PV//NNEz20uhTNMpAACpIqujFEwzncLfMnNYDQgAaDnpbaX0NqZT+Ft2p/iV4AAAtIRW3Xxz3O2fJroUn00LAEBLaNvLdAL/s2zGsQEAWk57as4RC4Q47gYAtBwfXUFGEx0AgPpQc5pGx8GmEwAAUoWPDsQTWsejTCcAAKSKDgMlzzWdokH800R3Hd/MyAEAJIG2vSQnZjqFvzlRDsQBAC0np3+89qDx3JjUgdoNAGgh7fvHa48P+KeJ7rnxF0UAALSEtr0leaZT+JtlsRIdANBy2g+I1x40niep4yDTKQAAqaL9IMn2xz5a/mmiB0JS1+NNpwAApIoux7Ip5pGyg1LnoaZTAABSRcej2BTzSAWCUidqNwCghXQa7JsT4P5poktS5yHxTcoAAGhOlk3zt6nk9JPsgOkUAIBUwGbWTaMDs+UBAC0gEJZadTOdosH81ZEOZfDCCADQ/HL6xWsOjlwgXDMaBwCAZtSqixTOMp0iOYQypTY9TKcAACS7dn0k2z+taf8krdVlmOkEAIBk1/U40wmSC3PRAQDNjdrdtDoNMZ0AAJDs2vvryid/NdGdqNSVJjoAoJl1GRavOThybowmOgCg+XU9jtrdVNwYi9cAAM2vw8B4zfEJfzXR7QArDAAAza/rcczxbiqe4pvFAADQnLqewP5ZTanLsaYTAACSXYeBkueZTtFg/nqVYdlS1+NNpwAAJLtux3Mg3lQCQanHKaZTAACSXfcTOQHeVOyg1O0E0ykAAMmu53ApEDKdosH81yHIzJGyO5tOAQBIVq26ShntTKdILjn9pPQ2plMAAJJVZvv4xqJoOm17slErAKD5pLeJr0T3Ef810SXmogMAmg81pnmwog0A0FwY+dn0LJvNRQEAzafHyaYTHDb/NdHZ5AQA0Jy6DJMc/2xu4gtuTOruvxdJAACf6Hq8rzYm8wXP5bgbANB8ep7muw3B/ddElyjmAIDm0/U4ybJMp0gyli9XGgAAfIKV6E3PdeJ7xAAA0Bx6ne67vUz810S3g/FNYwAAaA7dT/JdMU94dkDqearpFACAZNXj5PhxIppOICT1O9d0CgBAMrID8dpt+ast7a+0tdr2ktLbmk4BAEg26W2l1t1Mp0hOme2lNj1MpwAAJJusDtSX5tK2F6+LAABNr9MQKZRpOsVh82cTXZJ6n2E6AQAg2fQ+3XSC5MZcdABAU+s9wnSC5NbnTNMJAADJpudp8b03fMafTXQnKvU923QKAECy6Xu27zY38Q0nGh+VAwBAU+o9gtrdXJyo1Ocs0ykAAMmm56mSSxO9ZQRCUv/zTacAACSb/hfEawyanh2Mbx4DAEBT6ncutbu5MBcdANAceo+QAv7by8SfTXRJ6nhUfL4qAABNIbN9vLageViW1P0EKZxlOgkAIFlktKN2N7e2vaTW3U2nAAAki+zOvt3LxL9NdIlLywAATYea0vxYjQ4AaErsk9UymIsOAGgqPU81naDR/NtEd6JSXxoeAIAmwjz05udEuSwcANB0mIfe/JiLDgBoSj1P823t9m8TPRCKz64FAKAp9D+fmarNLRCSBlxoOgUAIFkwD735BUJS/3NNpwAAJItep8evUPYh/zbRJSmnr9Sqi+kUAAC/a9U1XlPQ/DodLWV1MJ0CAOB36W3iNQXNr01P386vBQAkkGCa1PW4+H5ZPuTvJrrEpWUAgCPHeLCW1eds0wkAAH7Xa7hk+f9w1jeYiw4AOFK9z/T1FWT+ftXhROMzbAEAOBLMQ285zEUHADSFARdSu1uKE6WJDgA4coMu9nXt9ncTPRCS+p9nOgUAwO/6X+DrM+K+wlx0AEBTGHwFtbulBEJSP467AQBH6Kiv+bp2+7uJLtXMZ+tpOgUAwK/a9pZadzOdIrW06S6162M6BQDArzodTe1uaW16cNwNAGi8DgOltv6uI/5vonuuNPAi0ykAAH7V/3zJ80ynSC2ey2p0AEDjDbpMch3TKVKL53EVOACg8QZe7PvanQRNdE8acpXpFAAAvxpyVbypi5bjedLRXzedAgDgV4O/JlmW6RSpxXM47gYANN6gy0wnOGL+b6LbgfgmJxntTCcBAPhNelup71nxWoKWYwekPiPiX38AAA5HZo7U/UTJ8v+hrK/YQanvudRuAMDhS2sl9T7d98fdyfHKwwpIR/n/jAYAoIUddVm8hqDl2UFp0CWmUwAA/GbARTTQTbED0uDLTacAAPhN/wvix38+lxyvPri0DADQGEOvjtcQtDw3xkgXAMDhG3Sp5MRMp0hNniMN/YbpFAAAvzn665ITNZ3iiCVHE90OxjeGC2ebTgIA8Iu0VklzRtyX7GB8Y/BQhukkAAC/qL2KKUDtNsIOSv3Ok9LbmE4CAPCLQDh+BXggZDrJEUuOJroU/0fhsnAAQEMNvDgpCrmvBdPiJ8EBAGiIPmdK4SzTKVJbICgdxUgXAEAD9TtHCmeaTtEkkqeJ7sSkoxnpAgBooCFXczm4aU5UGnyF6RQAAL845ltJcTm4r7kxaeg1plMAAPwiSUa5SMnURA/UXNoXTDedBACQ6EIZNSvRuRzcqEBIGvw13+/SDgBoAYFwvHnLVWRm1Y5STWttOgkAINHZgXgTPUlqd/I00SUplC4NuMB0CgBAohtwYbxmwLz0NlLvM02nAAAkuoEXSWnsgZUQAqH4fFsAAL5Kr9OljLamUzSZ5GqiO1FGugAADm3I1UlzSZnvOVFp2HWmUwAAEt0x11K7E4UTk475hukUAIBEl0SjXKRka6LXXhaeJJcJAACaQSAc3xCLWpEYAqH4gXgow3QSAECiCmdLg6ndCSMQlPpfwEgXAMDBBcLScTckVe1Oria6FL/Er995plMAABJV//OSZnfwpBHKjJ8EBwCgPoO/JgXTTKfA/gIh6ahLTacAACSqwVfER3cmkeRrojsx6YRvm04BAEhUx98crxVIHG5MOv4W0ykAAIlq2HXxWoHE4cakIdeYTgEASFQn3ZZ0tTv5muiBYPxSv6yOppMAABJNVseasV9B00mwPzso9TtHatXVdBIAQKLJbB+/0timdicUOygNvFBKa2U6CQAg0bTtHT++S7LanXxNdEmSJR1/k+kQAIBEc/xNkizTKVAfz2ODUQDAgYZeI1nU7oRkh+KbtQMAsL8Tbk66VehSsjbRLVs6+XumUwAAEs3J34/XCCQey2IcGwDgQCd/N36iFYnHc6XTfmg6BQAgkVh2fJRLkq1Cl5K2iW5J7fpIfc40nQQAkCj6nCW1681qtkRl2VKHgVLX400nAQAkim4nSp2PkeyA6SSojx2QuhwjdT/JdBIAQKIYcIGU3dl0imaRnE10SXKi0om3mU4BAEgUJ90Wrw1IXE5MOu4G0ykAAIni5O9SuxOdE5VOvcN0CgBAojjxO0lbu5O3iR4ISUOvkjLamU4CADAto5005Kp4bUDiCgTjc+uD6aaTAABMS2stHXsdtTvRBULSMd+UMnNMJwEAmJbVUTrqsqSt3cnbRJfi83eGXW86BQDAtONu5FJwv0hrLR37LdMpAACmDbtOCoZNp0BDWLZ0wq2mUwAATDvuRknJOz41uZvoknTK900nAACYRi3wD8+Vht9tOgUAwDRGhPiHZcf/vdi8HQBS28nfTeo9yJK7ylm21GGQ1ONk00kAAKb0PE1qP4ADO7+wA1LnoVKv4aaTAABM6Xma1PEoardfWJbUprs08CLTSQAApvQaLuX0S+raHTQdoNnVbjC6/XPTSQAAJpxUsylZks5lS0pOVDrth9LWOaaTAABMOPl71G6/cWLx1ehrJ5lOkhRGb8zQA3PbHPB+S55W37hHd81oq2k76u4h86+zC3Ve9+oDPsbzpGeWZ+vNdRmKeZYu6Vmlh08qUVpAcj3pobmtNWlbuobmRPXXEcVqn+5KktYWBfXrOW006pL8ZF5YCqCp1G4omsS1O/mb6IGQdOy10qQHpeoS02kAAC0pva10zDeSupAnpUBIOvrrUquuUuku02kAAC0pox21248CQan/+VK7vlLhJtNpfO/yXpU6q+sXDfGYK31nWo7OrWmSbygO6k+nF+n0zpF992kTdut9rBdWZen1dZn6yxlFygp5uv+zNvrHsmzdf3yZpu1I07zcsN65OF9/XtJKz6/M0gMnlkqSnl2epbuPKaOBDuDQ0lpLQ5O/difvGvv9BcPSSbeZTgEAaGknfjvpC3ny8uIz9QAAqeWk2ySLzcB9yXPjVxHgiKUHpY4Z7r63cZsz5En6+XGlijjS9vKAjs2J1rlPuJ4fG8eVXlqdqV8dX6LTu0Q0rH1UPzq2TCsK46+PN5YEdXyHqPq3cXR2t2ptLImvs1xXHNS2sqAuqGdlOwAc4IRbUmIz8NRoosuSRvxECqaZDgIAaCmBcPx3fxLvDp7U7KB0yu3xf0cAQGoIpkmn35vU81STmh2UTvqOFEw/9H3RYEXVll5YlaX7jytVOBBvfFuSemY7h/zYdcVBFVbburDH/2fvvsOjKtM+jn/PzKT3AgRC771Iky5gQVEBsVd0rdjXhqz9tazr6u7aVl0riopUwV5QBAvSe++9BQjpmTnn/eMwgUACAZKcmczvc10jZOZk5p5gzj3PfZ7nfg4Vwy+sn8e7ffcCUCvax+r9Hgp8sDQjjJox9nO+vjiG21ppFrqIlIE7HHreSyiMu0Pj04lhQHQKtL3c6UhERKSytLsColOr9O7gVV50MrQa7HQUIiJSWdpeZo/blLuDV2SC3Y5Hys0nq6OpHmUyoK5dCF+b6SE2zOLB3xPoObEaF3+bzLStJU862JztJiHcYu7uMAZ/nUKfz6vxzJw4Cg7W38+uk0dsmEW7sTWYsT2cm1pks2a/mw0HPMUK7yIipWp/JcRUC4ncHRpFdAAs6HWfZjWIiIQCw2Wf87GcjkROhemDbnc6HYWIiFQGwwU9/4pyd5Azffbm4FIuLAvGroni6qbZRfetzXST5zPoWbOAt8/YS59aBdz2SxKL9hy95V12oUGez+DFBXE81OEAz3bZz09bI3h+XhwA4W4YfWYG0wft4ocLdlMn1sfrS2K5rVUWC/aEccFXKZz7ZSq/btPKQBEpgcsNve4nVHJ36FSUDRck1bM3KhMRkaqt5SD7nK8Lp8HN5YaabaFRf6cjERGRitbsPEhuoNwd7FxuqNkOand2OpIqYVGGhx05bgbWyyu6b3jrbH4ZvJOLGubSPMnLnW2y6F0zn8/WRB/1/R4X5PkMHulo90TvUbOAER0OMHZtNOZhNa/UKBOXAWsy3azNtGehPzwzgbvbZvFCt3088HsC+cfvHiMioabVEEisEzK5OzTepZ/pg973Ox2FiIhUtN732+d8CX6mF854yOkoRESkovW6zz7nS/DzeaGPcnd5mL4tgk7VC0gIP1TxdhkU+xqgYbyXHblHl3eqRdmfhxvGHfpc3CDOS77PICPv6OP/u9iehb6/wGBtpoeeafm0TrZ/L9dlHj3TXURCmGFA7wdDatwdWkV0lxvS2kDDvk5HIiIiFaVRf6jR2j7nS/BzeaBOV6jX3elIRESkotTtBumn2ed8CX5uDzQ5C2q2dzqSoLdwTxinpRYWu2/EHwk8/Ed8sfuW7wsrVij3a5nkJcxlsXzfod+tNZkeYjwmiRFmsWPXZbpZk+nhrNr5uA62NjYPbhTos4wQadYgImXW9Fyo1iykxt2hVUQH+6p4r/ucjkJERCpK7/s1k62q8XntWQ4iIlI19bzXPtdL1eErhD7K3adq1f4wGicU/93ol57HlA1RTFoXyYYDbl5dHMOcXeFc3TQHsPugZ+TZxe/YMItLG+Xwf3Pimb87jHm7w/jn/DguaZSL54hq0H+XxHJrqywMA+LDLerFevlsdRRfbYwEoH6cfkdF5DB9Hgy5cXfoFdHdHmjQy57pICIiVUvtTvaMZc1kq1rcHmjUF2opd4uIVDnVW0DTc+xzvVQd7jBoPhBqtHI6kqC2O89FfHjxGeNn18nn8U6Z/HdJLOd/lcrUzZG8fUYGtWPtmejvLo/h4u9Si44f0eEAvWvmc/O0JG7+OYleNfO5r92BYs+54YCbVfs9nF07v+i+/+uSyaiV0fx9bhzPdt1PlH5FRcSvQR+o1SHkxt2GZVmhtyrH54WVX8OYq52OREREytMVn0Djs+yBm1QtvkJY/T18coXTkYiISHka+g60HKwielXkK4TlX8LY65yOREREytOwL6Hu6SFXRA+9mehgf0BrPhBSmzgdiYiIlJdqzaHZeSqgV1XuMPvft3pLpyMREZHyUr0ltL5IBfSqyh0GLS+0e+aKiEjVULsz1O8ZcgV0CNUiOoBpQo97nY5CRETKS4977BlPUnX5CqHX/U5HISIi5aX/o2AevRmiVCGmD3o/5HQUIiJSXnrfH7L7mIRuEd3tgfZX2DMXRUQkuKU0hraXahZ6VecOg9ZDNKNNRKQqSO+oFWShwB0GbYaqN7qISFVQoxU0HRCyK8hCt4gO9lXxs55yOgoRETlV/R8Hyzz+cRL8TB+c+aTTUYiIyKnq/3jIzmQLOb5C6Peo01GIiMip6nlfSK/+Du0iujvM3gm+fk+nIxERkZOV3tHut6mZbKHBHQbNzrU3shERkeBUvxc07BOyM9lCjj931+7kdCQiInKyarS2VwWH8Lg7tIvoAKYXznkWDMPpSERE5GSc/bRmsoUaf+4WEZHgdOYTyt2hxue1Vx+IiEhwOvcf9v6SIUxFdJcHaraDVhc5HYmIiJyoxmdCve6ayRZqXB57BUKLC5yORERETlSTs+0ZycrdocXtgQa97ZuIiASX5udD/R4hn7tVRIdDvdHd4U5HIiIiZWUYcNb/2bOSJfSYPvvf3xXaH+RERIKKYdiz0JW7Q5Pptf/9RUQkeLjDYcDf7fFXiFMRHcDlhvha0PkvTkciIiJl1e4KqNFSRdRQ5XJDUn047VqnIxERkbJqexnUaKXcHaqKVpJd6HQkIiJSVqffBgnp9vgrxBmWZVlOBxEQLAvyM+HfbSBvv9PRiIjIsYTHwN0LICoFXLoeHLIsE3L32rm7INvpaERE5FjCYw/m7mTl7lBm+iB7J7x8GhTmOB2NiIgcS0w1O3eHxzgdSUDQpxc/w7A/2PW81+lIRETkeLrfpUG4gOGCyCTodrvTkYiIyPH0vh+ikpS7Q53LDTHVofcDTkciIiLH0+9R8EQ4HUXA0Ez0I/kK4OUOsH+z05GIiEhJ4mvBXfOVzOWQwlx45TTI3Op0JCIiUpLkhnD7rJDfkEwO4/PCf0+H3aucjkREREqS1gZu+cWeuCSAZqKXwAV9H3E6CBERKU2/x9SPTYpzhdmb3YiISGDSOVpKMvAlpyMQEZHSnPsPME2nowgoKqIfye2BdpdB7U5ORyIiIkdKPw3aX6ENyaQ4twdaDoJG/ZyOREREjtT4TGh6jmahS3FuDzToDa2GOB2JiIgcqcUFUK+7cvcRVEQviWnCoNdVpBERCSQuj31uNr1ORyKByPTC+f8Cd7jTkYiIiJ87DM77p72ZpMiRTNOe6Rge63QkIiLi54mwV5Apdx9FRfSSuD2Q2sTeuE6CQoEPnpwdR+dx1ek+oRovLYjlyG7/m7PcdBhbnZk7Si+wWBb8c34sp0+oTpfx1fnHvFjMw57npQWxdBpXnYu+SWFd5qF2EnvyXJw1JZU81fZEKk63O6BaM13glJK5PJBYF3ood4uIBIwut0BSPbVhk5K5XBCdAn0ecjoSERHx63qbvQ+ZcvdRVEQvjeGCvg/bm+BIwHt6bjy/bY/gnb57ebH7fj5bE82YNVHFjnlidjw53mP/L//e8mi+2BDFq7328nLPfUzZEMV7y6MBWL7Xw+hV0Yzql0G71AJeXBBX9H3vLIvmqiY5RKq2J1IxkhtC35Ha1ESOzXBB7wchsZ7TkYiISGx15W45Ppcbug2Has2djkRERGKrwxkPKXeXQj+VYzLggv84HYQcx758g/Frovi/Lvtpm1JIt7QCbmiezYLdYUXHTF4fSXahcdznGrUyhrvaZNGpWiGn1yjg/nYHGL0qBoC1mR6aJHhpmeylX3o+azPtinlGvsEPmyO5vHFOxbxBEYELXgZDV8KlDAw3nPcPp6MQEZHzXgR3hNNRSDCwsFuyiYiIs/o/ofaYx6Ai+rG4w+zNTtpd7nQkcgxzdoUTG2bRpXph0X03t8zmudMzAdibb/DC/Die6pJ5zOfZkeNiW46bztULiu7rWK2QLdludua6qBnjY1OWmwMFBksywqgZbfeHendZDFdqFrpIxWl3BTTopU1NpGzcHmg6wL6JiIgzWlwILS9U7paycXvsDezaXOx0JCIioathX+hwldqnHoOK6MdjmTDgebtXmwSkTVlu0mN9TFoXyYAvUuk/OZXXFscU9TL/+9x4hjTIpUnCsRuW78qzfx2qRx3aPCE10v779hwXHVIL6VK9gC4TqvP+ihjubnuAvfkG323SLHSRChOTCuc+b5+LRcrK9MHAlyAs2ulIRERCT1QSXPBve9NIkbLyj7sj4p2OREQk9ITHwuDXtZnocaiIfjyGCyJi4ZxnnY5ESpHjNdhwwM2nq6N57vT9PNThAB+ujOH95dH8tj2cObvDGN4q67jPk+e1272EH/ZbEX6we0SBaT/2rx77+XXITmYM3knbFC/vLbdnoW/PdXPJd8mcNSWVSesiy/09ioSsAX+H8Bj1ZJMT43JDXBqc+YTTkYiIhJ6zn4HIBHvTSJGyMlz2BZgzRjgdiYhI6DnzCYitoc1Ej0Nz9MvC5bFbuiz4FNb+5HQ0cgSPC7IKXbzYfR/pMfaMl63ZWXy8KhoTeLxTZplarYS77anrBSZE+IvnBy/CRR18DCA5wv77vnyDbzdF8vmA3dwxI4mBdfMYUDePC79OpVuNAmpEa/aNyClpfCa0ucTpKCRYudzQ9RZYNgXWT3c6GhGR0NCon70UXORkuNzQ9VZ73L19odPRiIiEhno9oMtNTkcRFDQ9oKxMH1z4CoRFOR2JHKFapI8It1VUQAdoEO9lQ5aHTVke7pqRSIex1ekwtjoAN01L4rFZRy8TrBFlf/+u3ENX3nbl2X+vFnV0Qfy9FTFc3tjuhT53Vxi9auaTFm1SL87Looywo44XkRMQFg0XvqzlZHJqTB8MedNenigiIhUrPAYGvarcLafGsuCS98Cj1b0iIhUuLAqGvAHmsdsfi01F9LJyuSG+FvR5yOlI5AjtUgvJ9xmsyzxU/F6b6SE9xst35+9i0oA9RTeAp7vs5+42R7d3qRFtUivax5xdhwrgc3aFUSvaR/Ujiuj7Cwy+2RjJFQd7obsMMLFbvvgOtn4RkVPQdyTEpmk5mZwaf1uXs//P6UhERKq+fo8qd8upc3sgqQGcpdwtIlLh+j0C8enaTLSMVEQ/ES43dL8LanVwOhI5TMN4H2fUyuPhmQks3+th+rZw3loaw7BmOdSL8xW7gT3jPCXSLopnFxpk5B0qel/RJId/Lohj5o5wZu4I58UFcVzbLPuo13x/eQyXNcopahPTJrmQCWujmLUzjDWZHlolFVb8GxepqmqdBt1u1yBcyofLDZ1usFsMiIhIxajT1W6hpdwt5cHlhq43Q5OznI5ERKTqqtcdTh+u3H0CVEQ/YRZc/J7dakACxj+77adurI8rfkjmod8TuKppDtc0zTnu9727PIaLv0st+vovzbM5r24ed0xP5O5fExlUP5dhzYo/T2aBwVcbI7miyaH7Hz7tANO3hXPnjCQePi2TmjHqhy5yUsJj4ZL3wdLvkJQj0weD/wsRR7fyEhGRUxQeAxf9T7lbypfpgyFvQUzq8Y8VEZETExEHF72t3H2CDMuyrOMfJsWYPpg7Cr64x+lIRESqlsFvQNtLdTVcyp/phQWfwOd3OB2JhLCbpyWSHGHx99P3AzBjWzj/mB/Hpiw37VIKeaxTJg3jS+8n/f7yaN5ZHkNWocG5dfN4tGMmUQdXxY1eGc3Li2JJjDB5/vT9tE+1V8UV+OD8r1L56MyMo9rTiZSLQa9BuyuUu6X8mV5YPRU+1kbzIiLlSrn7pGgm+slwuaHT9dB8oNORiIhUHW0vhfZK5FJBXB7ocA00OdvpSCREfbkhkmlbD22Ut2q/h1umJdE/PZ/x5+yhZVIh101NJruw5L1Vvt0UwauLY3mqcyYf9Mtgwe4wXpgfB0BGnsHz8+P4T899XNQglydnH1p1MXZtFH1q5auALhWj1UXQ4WrlbqkYLg80PRs6/cXpSEREqo7mA5W7T5KK6CfLNGHQ6xBbw+lIRESCX3JDuOA/Wk4mFcv0wZA3lbul0u3LN/jH/DjaJBcU3ffJqig6pBZyd9ssGsb7eKB9FnFhFlM2RJb4HKNWxHBdsxz6pufTNsXLk10yGb82mlwvbMryEB9ucnqNAs6qk8faTHt6eoHP/r6bWh69v4vIKUusCxe+Yo+LRCqKZcGA5yC1qdORiIgEv5hq9ix05e6ToiL6yXK57N69Q94Eo+QZQyIiUgbuMLsPuisMDKUlqUAut90X/eJ39f+aVKrn58UxqH4ujRMOtWrZlOWhbcqhorphQNPEQubvDj/q+30mLMoIo1O1Q8e3Tymk0ITl+8JIi/axP9/F1mwXSzLCqBltv874tVH0qqlZ6FIBXG4Y+g54Iu1xkUhFMQww3PZnRffR50cRETkBg16F8Djl7pOkn9qpcHugUV/ofpfTkYiIBK9+j0JaG7uYLlLR3B57J/reDzgdiYSI37eHM3tXOMNbZRW7PzXSx47c4stot+e42Zt/9OSMzEKDfJ9B9ehDRXiPCxLDTbbnuKgRbXJts2zOnFKNx2bF81CHAxSa8MGKGG7WLHSpCL3uh9qd7HOqSEVze6B6C+j3iNORiIgEr05/gaYDlLtPgYro5aH/41C7s9NRiIgEn0b9oMfdmhUslctwwRkjoH4vpyORKi7fB4/PiuexTplEHjFeObduHt9uiuSnLRF4TZi4NpJFe8IoNI8uoud57fvCjzhVhruhwGc/9kD7LH6/aCd/XLSTvun5TFgbRc+a+bgNuH5qEv0mV+N/S2Mq5H1KiKnT1T6HKndLZTJc0P1OaNDb6UhERIJP7U5w7j/sFlly0vTJp1xYcOkoiEx0OhARkeARUw2Gvm33qRapbJZlLw2PqeZ0JFKFvbooltbJhfSqWXDUY71rFXB76yzunJFIm89q8Pn6KAY1yCU27OjBTYTbvq/giK4sBT6I8hw6PiHcIsINhSa8vyKGm1pk8/KiWBoneJk0YDejV0WzOEOzj+QURCbAJe9pDxNxhmXZnx2jkpyOREQkeMRUg8s/AQO1oz5FKqKXB5cHYqvD4NedjkREJDgYBlz0FkQkaFdwcYbLbV/8Hvq2PkxKhflyYyQ/bImkw9jqdBhbnSnrI5my3v4a4LZW2cy9eAczBu/i/X57yS40SI85+sJiYoRFhNti92HtX7wm7CtwUa2EfueT1kXRIy2fGtEmc3eF0bNmPvHhFu1TC5izSz2F5RQMes3enNmlizHiAJcbolPszehFROT4XB647EOISlbuLgcqopcXlweaD4QuNzsdiYhI4Dv9druVi/qxiZPcHmjQB3re53QkUkV92D+DKefuZtKAPUwasId+6fn0S89n0oA9fLE+kmfmxBHuhpRIkzwvzNwZQdfqR89adxnQJrmQObsO7R0xf3cYHhc0TywsdqzXhPeW27PQ/d9rWfaFIp9paBWvnLyef4UWF2gQLs5yeaDlIOh8o9ORiIgEvrOestuwadxdLlREL2/nPAd1uzkdhYhI4KrTFc580ukoRGyGAf3+Zm82KlLO0mNM6sX5im4xYRYxYRb14nzUj/fy6epovtsUwfoDbu77PZGa0T5618oHIM8Lu3IPfVS/skkO7yyP4YfNESzc4+GJ2fFc2iiHqCPGRJPWRdGthj0LHaBNSiFTNkSyNMPDnzvDaZ9avOguUiaN+0P/R52OQuSQc/+h/ugiIsfS5mLodrv2MClH+kmWN8OAKz6BxLpORyIiEngS6sCVY9Q+QwKLZcFlH0F8LacjkRDSOtnLE50z+fu8OC76JgWAN/vsxXXw9PjVxih6TqpedPzAennc0jKbx/6M54afkmmbUsgD7Q8Ue057Fno0N7fMLrrvjtZZbMl2c93UZK5qmqMiupy4pAZwyQfajEwCz2WjIbmh01GIiASeGq1g0Ovaw6ScGZalT0PlzlcIe9bA2/2gIPv4x4uIhILwGLjxR0hpouVkEnh8hbBrObxzFhTmOh2NiEhgCI+Bm36C5EbK3RJ4fF7YtwHeOgPyM52ORkQkMEQmwq0zIK6mcnc500z0iuAOg9TG2qxMRMTPMOCi/0FqUyVyCUzuMKje0p6xISIitkGvQUpj5W4JTG4PJNWDS95XuwIREbDPhRe/A/EqoFcEZZqK4vJA03Oh79+cjkRExHl9/wbNzgOX2+lIRErnckPri6DX/U5HIiLivO53Qashyt0S2FweaNTX3jxPRCTUnTECGvXXJuAVRO1cKsO4G2DxeKejEBFxRpuLYeg7TkchcmI+vRKWf+l0FCIizmh4BlwzUbN7JbhMGg7zRzsdhYiIM5qdC1d86nQUVZqK6BXNMu0+q+8OgK1znY5GRKRypZ8GN3xrXwnXQFyChWWCNx/+1w92LnU6GhGRypXaBG6cavdD1yx0CRaWBaYP3j8PNs10OhoRkcqV0ghumQ5hURp3VyD9ZCua4bI/fF45BuLSnI5GRKTyxNWEKz+zz4NK5BJMDBe4wuCqcRCd4nQ0IiKVJ7Y6XPM5hEWrgC7BxTDs2xVjIKGO09GIiFSeyAT73OeO0Li7gumnWxlcHohKtv+n9kQ6HY2ISMULi7IvHkYmqh+bBCe3B2JrwOWjwR3udDQiIhUvPAauGm+f+7QZmQQjlxsiYuGqsfb/zyIiVZ0n0p64ltxAubsSqIheWdweSGsDF77qdCQiIhVv0OtQozW4w5yOROTkuT1QuwsMedOe3SYiUlW53HDx+1CjlQbhEtzcYZDaFC76n3K3iFRtLjdc8j7U7qyJa5VERfTK5HJD20ug36NORyIiUnH6/g1aX6Rl4FI1uNzQajAMeN7pSEREKs55/4QmZyp3S9XgckOz8+CMkU5HIiJScS54BZqeo9xdiVREd0Lv+6H7XU5HISJS/rrdAX0edDoKkfJluKDrLdDrPqcjEREpfz3/Cp1uUB9VqVoMw/5M2uEapyMRESl/Z/0fdLhKubuSGZZlWU4HEbIm3wVzP3A6ChGR8nHadXDhy05HIVKxJt8Jc0c5HYWISPlocwkMfdvpKEQqhmUBFoy9HpZOcjoaEZHy0eNuOOspp6MISSqiO8Wf0Mf9BZZMcDoaEZFT0+oiuPgdwFD/Sam6/Ln706tgxVdORyMicmoa9IarJ9rLwJW7paqyTDBN+ORSWP2j09GIiJyaDlfDoNecjiJkqYjuJMu0b59cDqu+dzoaEZGT0+QsuOJTeymZlpNJVWeZ4CuEUYNg4+9ORyMicnJqd4LrvgB3uHqpStVn+sD0wqgLYeMfTkcjInJymg+Eyz5CE9eco2qHkwwX4ILLRkO97k5HIyJy4ur1sM9hqIAuIcJwgcsDV42D6i2djkZE5MSltYFrJoE7TAV0CQ0ut527r54ANds5HY2IyImr3xMueR8sVEB3kCoeTnMdNhiv2d7paEREyq5WB7hqrH0OcymdSAhxucETCddNgZTGTkcjIlJ2qU3sc1dYlJ2/RUKFyw2eCLj2c/v3QEQkWKS1hSs/A8OtcbfD9NMPBEUJfRKkNnU6GhGR46vW3B6EeCI0i01Ck9sDkYlwwzcqpItIcEhqAMO+hPA4FdAlNLk89v//138NyQ2djkZE5PiSG2rcHUBURA8U/oQ+7AtIrOt0NCIipUuqb/dRDYvRIFxCm9sDkUkqpItI4EusBzd8DVEp9rlLJFQdnruTGjgdjYhI6eLS7NVjEfEadwcIFdEDidtjf7Ad9qX9yyIiEmjiatrnqKgkDcJFQIV0EQl8CXXsAnp0NeVuETg07r7ha/sCk4hIoEmoDTd8C7Fpyt0BREX0QOP2QFwtuPFHe7aniEigSKwHf/keYmsokYscToV0EQlU8en2uSlGuVukGLfHvrB0w9f2hSYRkUCR0ghu/AHiayt3BxjDsizL6SCkBL5CyN0LH5wPu1Y4HY2IhLpqzewWLlFJ4A5zOhqRwOTzQt5eeHcA7FntdDQiEuqSG9rLwDWLTaR0vkLI2gHvnA2ZW5yORkRCXVobuHay3cJFuTvgqIgeyHxeKMiCUYNg23ynoxGRUFWzvb2ZSXisErnI8aiQLiKBoHpLu4AemaCL3yLH4/PCga3wwQWwd73T0YhIqKrTBa6eCGGR6oEeoFRED3SmF7z5MPpi2PCb09GISKip1x2uGndwN3AlcpEy8RfSP7gAdi5zOhoRCTXpHeGaSRAWrYvfImXl80L+fvhwCGxb4HQ0IhJqGvaFKz61L3y73E5HI6VQET0YmD67mP7plbD6B6ejEZFQ0eQsuGy0XTxXIhc5MT4vFObAR0Ng82ynoxGRUNGgN1z52cFBuAroIifE9IKvAD65Etb+5HQ0IhIqmp8Pl7wPhkvj7gCnjUWDgcsNrjC4Ygy0HOx0NCISCloNsa+Eu3QlXOSkuD0QHg3XfQmN+jsdjYiEgmbnwdXjwR2uArrIyXB5wB0BV4+DNpc4HY2IhIJ2V8BlH4Lh1rg7CKiIHixcLvt2yXvQ/iqnoxGRquy0a+Hidw9eCVeaEDlpLo89G/TKz6DVRU5HIyJVWdvL4LKPtHpM5FS53HYxa+jb0O0Op6MRkaqsy80w5A3A0Lg7SKidS7CxLDAM+PohmPmG09GISFXT7Q4455lD5xoROXWWaf/5zQiY+aazsYhI1dP5Rhj4onK3SEX4/VX47hH790tEpLz0vh/6Pep0FHKCVEQPZj8/Bz//3ekoRKSq6Ps36POg01GIVG2//gd+eFyDcRE5dYYB/Z+Anvc4HYlI1WVZsHg8TLrN7pcuInKqzvo/6HGX01HISdB6gWB2xsMw9B3wRDodiYgEM08EXPQ/FdBFKkP3u2DI/+w2LyIiJyssGi79CHrc7XQkIuVm8+bNNGvWjJ9//pl+/frRoUMHnn76aVauXMlFF11E+/btueWWW8jKyqq8oAzDbsl29XiIiKu81xWRqsflgQteVgE9iGkmerAzfbB9IXx8GWTtcDoaEQk2sTXgyjGQ1lY9VEUqi2nCxt/hs6shJ8PpaEQk2MSlwZVjoUYr5W6pUjZv3kz//v3p2LEjjz32GKtXr+a+++6jXr16PP7440RGRjJ8+HBuu+02hg0bVrnBmV7YtQI+HKJxt4icuKgkuPRDqN/D3ntMgpL+5YKdyw012sCt06Fme6ejEZFgUquDfe6o0UaDcJHK5HJB3a5wy3So3sLpaEQkmNRoDTdPg+otlbulyho+fDjNmzfn/PPPJyUlhYEDB9KjRw86duxIt27dWLt2beUH5fJAajO4aSqkNKr81xeR4JXa1M7d9bqpgB7k9K9XFbg9EJ0Cf/kOWg1xOhoRCQatLoIbvrXPHW6P09GIhB6XB2LT7MF4s3OdjkZEgkHTc+DGHyAmVblbqrQ6deoU/T0yMpL09PRiXxcUONSb3H0wd984FWp3diYGEQkujfvDzT9DfLr9+V+CmoroVYXLY/dXveR9u1e6YTgdkYgEIsOAviPhkvfsc4YSuYhz3B57X5PLP4aef3U6GhEJZF1vhSs+BXeEcrdUeW538VUWLlcAlS3cHoiIheu/gc43Oh2NiASy02+Dq8bZn/d18btKCKBsJKfMvyzkjBFwySh7wyEREb/wGHsTst4HNxDVUjIR5xku+3bm49osXESO5g6H8/8F5z5vnysCqZgoEqpcHrsgNvBFO3eHxzgdkYgEEnc4XPgKDPj7wdyt9mtVhT6FVVXNB9rLPePTj3+siFR9CXXgxh/tthFaqSISmFoNsVuzxdV0OhIRCQQJdexzwmnDnI5ERErTaojd6zi1idORiEggiE+Hv3wP7a9yOhKpACqiV1Uut73xya3T1a9NJNTVObiBYUoTXQUXCWQuN1RvpdwtInYP1dt+Pbj5t4ZsIgHL5YakBnDLL9qfTCTU1e91MHe30ri7ijIsy7KcDkIqkOkFC/j+Efjjv05HIyKVrcvNcM6zWkYmEkxMr/3nD0/C76+APqqJhA7DBX0ehD4P2b/7yt0iwcE07Qtef7wO3z8GvkKnIxKRytT9TjjrKeXuKk5F9FCy6nuYeAvk7HE6EhGpaNEpMPi/0PQcpyMRkVOx6nuYeDPkZDgdiYhUtOhkGPouNDxDrddEgpVlwpa58Nk1kLnV6WhEpKKFx8Cg16HVYKcjkUqgInooMb2QuxfG/QXWTXM6GhGpKA16w8XvQlSSvfGRiAQv02tf/P7sOtj4u9PRiEhFST8NLv8YYqopd4sEO18hFGTZuVvjbpGqq0ZruOR9SG6o2echQkX0UGP67JktM/4FPz17aMm4iAQ/lwf6joSe92oZmUhV4s/dU5+BGS+qvYtIVdPlZjjnOTBQAV2kqlDuFqm6DBd0vwv6PWp/7VbuDhUqoocqy4St82Ds9bBvg9PRiMipSqxnXwWv1d5O6iJS9VgWrPsFxv8Fsnc5HY2InKq4NLv1WqN+9u+3WriIVD2WZbdmm3AT5O1zOhoROVVJ9eGit6B2F+XtEKQieijzecGXD5/fAUsmOB2NiJys1kPhwlfAHaGr4CJVnc8L+fvt1mxrf3I6GhE5WS0uhEGvQliMcrdIVWd6IWsnTLoN1v7sdDQicrI6XAPn/QNc4crdIUpF9FDn30V87ij4+iEozHE6IhEpq/AYOPcf0OHqQ7/LIlL1mT67XdOsd+D7x+y+qyISHCLi7dzd/gp7ZahWj4mEBn/unvsBfPsI5Gc6HZGIlFVMNfvCd9MBWjkW4lREF5vpg73rYeww2L7Q6WhE5HjS2sKloyCxrnqfi4Qq0wcHtsPEW2D9dKejEZHjqdcDhr4NsdXV+1wkVJleyN4Nn98Oq39wOhoROZ7mA2HQaxARp9wtKqLLYXxe+4rab6/AtL9DYa7TEYnIkdzh0Pt+6HWf/bUSuUho889sm/kW/PC4VpSJBCJ3OPR7BLrfqY2/ReRQ7p7/CXz7MOTudToiETlSRBwM+LtWfUsxKqLL0UwTMjfbvdLXTXM6GhHxq90ZhrwByQ21/FtEijN9kLnV3rhs4+9ORyMifumn2ZuHpjRR8VxEijO9kLsPJt8JK75yOhoR8avXHS56G+JqaNKaFKMiupSs6Or4x/DtSF0dF3FSWDT0fxS63mr3T1UiF5GSmF77Atsf/4Wp/6cVZSJOioiDfo9Cl5uUu0WkdP5x9+Lx8NX9kJPhdEQiocsdbufu7ncod0uJVESXYzO9kHcAvr4fFo1zOhqR0NOoH1z4CsTV1Aw2ESkb0wf7N8MX98CaqU5HIxJ6WlwAA1+C6BTlbhEpG9ML+Qfgi3thyUSnoxEJPQ1627k7uaFyt5RKRXQ5Pn//p9U/wJR7YP8mpyMSqfpia9g92FpfdGiGiohIWZlee/bM0s/hmxF2qxcRqVjx6TDwRWh2rvqnisiJs0x7RdmyKXYxPXuX0xGJVH0JdeCcZ6DloEOfn0VKoSK6lJ3Pa59UfnwSZr5hJ3kRKV+GCzrdAGc9Be4IcCuJi8gp8HnBLISfn4M/XgdfodMRiVQ9hgu63gL9HwdXmHK3iJwanxcKs+HrB2HBp05HI1I1eSKhx13Q634w3MrdUiYqosuJsyzYvtDeeHT7QqejEak60trarVtqtbd/zwzD6YhEpKqwLMhYY68oWz/d6WhEqo5ap8EF/4G0NvbXyt0iUh78q1k2z4avH4Atc52OSKTqaHEBnPs8xKZpxbecEBXR5eT4vHZSX/CpvXmZlomLnLy4mtD3b9DhKvsDs66Ci0hF8C9RXTTO3jQ8a4fTEYkEr/h0e+Z5u8vsz8XK3SJSEfznlwWfwg9PwIFtTkckEryqNYNzX4CGfdQyVU6KiuhyanxesHzw+6sw41/2ZigiUjYRcdDjbuh+l5aQiUjl8XnBlw8//x3+fBO8+U5HJBI8wmOgxz12/lbuFpHK4m+tOv0F+O1V8OY5HZFI8IiIhzMegq632qsz3WFORyRBSkV0KR+mD/IzYerTMOd9O8GLSMlcHug4DPo9Yid0XQEXESdYpj0b/YcnYeEY7XUiciyGC9pfBWc+AVFJyt0i4gzLhAPb4btHYMkEuyAoIiUzDDt3n/V/EJmg3C2nTEV0KT/+/5X2rreT+vIvHA1HJCC1uADOfhoS69lfq3eqiDjJMu3i4K7ldu5e9b3TEYkEnoZnwIC/Q/UWh35nRESc4m9DsW2hnbvXTXM6IpHAk94RBr50cL8x5W4pHyqiS/nzJ/VNM+Gbh2HLHKcjEnFenS5wzrNQu7P6r4lI4PGflzb8Zg/IlbtFoEYru+9503MO7SkgIhIo/OelNVPh+8dg+yKnIxJxXlob6POQPXlNe5ZIOVMRXSqO/4S1ZKK9Ccre9U5HJFL5khvCmU9CywuVxEUk8PnPU0s/hx+fhD1rnI5IpPLVaAV9RhzM3YXqnSoigc1/nlr4GUz9P9i30emIRCpfrQ528bzZucrdUmFURJeK5zvYH33eh/bmo/s2OBuPSGVIagA97oLTrtXmJSISfHxeu93Ugk9gxksqpktoqN4SznhYxXMRCU4+L2DB3A/gt1c0iU1CQ+3OcMYIaHymJq1JhVMRXSqPf0C+cAxMfxH2rHY6IpHyl9YGetwLrYfYvde09FtEgpnPCy4XLJkE0/8JO5Y4HZFI+ave0h6Atxyk4rmIBD/Ta/d/XjIJfv03bFvgdEQi5a/u6XDGSGjYR8VzqTQqokvlO3xA/ssLsHOp0xGJnLp63aHXfQevgGsALiJVjH9wsvIbmPYP9UyXqqF6C7ttS6vByt0iUvX4z2trp9mrytb+7HREIqeufk+7eF6/h4rnUulURBfn+JP6qu/tpL7hN6cjEjkxhgFNB0Cv+6F2JyVxEan6/Ll73S92MX39dKcjEjlxDXpDtzvsDUOVu0WkqvOf57YvgukvwbLP7Q3FRYJJw77QdyTU6aLNvsUxKqKL8/xJfes8O6kv/8JugyESqFweaHOxXTxPbaIkLiKhx5+7N8+29ztZ+bUG5BLY3OHQeih0vwtqtFTxXERCj+kDlxv2bbJz9/zR4M1zOiqRY2tylr1fSXpHjbvFcSqiS+DwnxD3boBf/wMLP4WCbKejEjkkLBo6XA0974X4Woc+iIqIhCp/7j6wDWa+ZW9mlrPH6ahEDolOhk43QNfbICZVuVtExDTBAPL2w++vwqx3IHev01GJHBIRD+2vgK63QnJDFc8lYKiILoHHNO02GYW5diF9zvvaDEWcldYWOl4H7a6AsCj7PsPlbEwiIoHEsuxVZJYJi8bBn2/B1rlORyWhLLUpnD4c2l9pD7xVOBcROZrpA18BzH4XZr4B+zY6HZGEsuotoctN9rjbEwEW9n56IgFCRXQJbP7eq9sX2VfIF4+D/ANORyWhICIOWl9sz16r2VYbjomIlJX/fLllLsz8r72RuK/A6agkFHgiocUF0HGYvfGYcreISNn4Z/qunwFzR8GyKVCY43RUEgrcYdDiQnvWeZ0uarcmAU1FdAkO/tnp3jxY+BnMfd8enIuUt9qd4LRhds9zT6Q9q1Kz10RETpy/bUbuXntV2fyPYfdKp6OSqqhmO+hwDbS73L4IrmXfIiInx3/+LMyBRePtvukbf3c6KqmKqjWzc3eHayAqUe3WJCioiC7Bxz+raOdSe3b6orF2PzeRkxWZCO0ug05/sZO5Zq6JiJQv/6B82wKY9xEsHq/e6XJqIhOh7SXQ8Xqo0Uq5W0SkvPnPq/s22nueLPgU9m92OioJZuEx0Ooi6HS9vVGoZp1LkFERXYKXZdp/+grtwfiCT2DDr/YVTJHjcbmhXg9ofzW0Gnxo4K1e5yIiFce/mZllwqrv7dnpK79RuxcpG5cHGvSG9ldBywsPzTZX7hYRqTj+fU8MA9ZNh3kfwvIv7D3MRI7HcEHd0+0+520u0WpvCWoqokvV4L9KnrsPln4Oyz6Hdb/Y94v4ucPswXeLQdBykL1sTDPXRESc4Z99lJcJiz6zZ7htmW0P1kX8/IXzloPti96RCcrdIiJO8a8sK8i2V4TPHw2b/nQ6Kgk07vCD4+4L7YveUUnK3VIlqIguVY//5Jx/AJZ9YRfU10wFb77TkYkTPJHQqJ9dNG8+0O6VqgQuIhJY/OflrJ2wbLKdv9dPtwfrEnpUOBcRCXz+8/Le9fZEtpXfwqaZyt2hKjwGGp9pF86bnWt/rdwtVYyK6FK1+U/ahTmw/Gu7oL7qe+00XtWFx0Djs+zCebMBEBatBC4iEiyKLoZnwYovYfmXsPoHe9abVF3ucKjfU4VzEZFgdHjuXvWd3apt9feQk+F0ZFKRopLsgnmLC6FxfzuXK3dLFaYiuoQO/8ncm28n9mWTYe3P9qw3CX4xqQdnnA+2r4B7IrRRiYhIsPPnbl8BrPnJzt0rv4XsXU5HJuUhqYE96G5ytj3zPCxKg28RkWDnH4NZJmydb18QX/ktbF/kdGRSHuJq2iu8Ww6Get3tnueW79A+JSJVmIroEpoOL67uXg1rfrR7qG/4FXL3OhublE1kItTvYQ+6G/WD1Kb2/f4+fSIiUrWYXjDc9sZmu1bCmh9g7TQ7d+cfcDo6KYuwaGjQy77Y3fQcSKxnF1ksU7lbRKQqsqxDBdasnbDiK7ugvm6aVpgFi/AYqN0Z6nazL3qnn3Ywd1vaHFRCjoroInBo1pNlwo6ldg/1ddNg4x9QkOV0dAIQHgv1ukH9g0XzGi3tq96asSYiEpr853/TB1vnHcrdm/60Z66L8zwRULO9PfBu3N/+0x2m3C0iEqqKVpgVwvoZdtuXDb/BziV2PhfnRSfb+bruwbF3Wmu7WO7zgstlj8FFQpSK6CJHsix7tps7zP5z6/yDA/NfYPMs8OY5HWFoCIuCOl2hfi+7aF6z3cHkrYG3iIgcwTLBNO1VZt582Pi7PSjfMhu2zNUqs8oSk2rn7jqn20u8a7Y7dKEDNGNNREQOMX2AYRdmC3Nh82zY+Ju9Oenm2ZC33+kIQ0NCbbtgXq87NOgDKY3s+32F9goCw3A2PpEAoiK6yPFYpp3g/YPAjDWwZQ5sWwjbF9q93ZTgT01kAtRoDTXbQlpbqHUapDa2k7aSt4iInCjTZ18U97du27cJNv1h5+/Ns+3crYvip8YdZrdSS+8EdQ9e9E6saz+m3C0iIifq8HG3ZcKeNfZF8a3z7NuOJVppdqoMw87ddbvbq7wb9LZ7nIMmq4mUgYrocsI2b95M//79efPNN3nqqafYu3cvQ4cO5dJLL2XEiBGsXbuWrl278uKLLxIbG+t0uBXDV2gvY/LPqNq/+bDC+gL7z6wdzsYYqOJqHiyWt4G0dnZPtYTa9mOmz/7ApOQtIiLlzee1B48ut73SbOdy2Pwn7FwKu1bYN+XuksWlQY1W9gXvGq3sFi0pjexC+eEr+ERERMqTr9DO24bLzuO7lturzLbOh23z7dxdmON0lIHH5Yak+lCtOaQ2g2rN7Pyd0the8X34Cj4RKTMV0eWE+YvoHTt25LHHHmP16tXcd9991KtXj8cff5zIyEiGDx/ObbfdxrBhw5wOt/KYPsA6tDFWzh47ue9cCnvXw76NsG+DPRuuqif6sChIqGPPSEuqb99qtIZa7SEqyT7G9GIv39PSbhERcYivAAyPvZQc7A1Kd620e7PuWmEP1nevhP2b7GJxVeYOs3N3UgNIqgepTezVYWlt7BVjYOduCw26RUTEOYcX1sEed+9ZC3tWwd51kLEWMtbZf8/JcDbWiuaJgJQmdpE8tenBYnlre/ztv7it3C1SbvRbJCdt+PDhNG/enObNm/Pss88ycOBAevToAUC3bt1Yu3atwxFWsiOLwdEp0KgvNOh1cEnzYRtw5GTYBfWMtbB3w8Hi+ka72L5/c+AvU/NE2rPHk+pBYj27WJ5YF5Ib2l9HJx861jLtxH3kz8Cl04+IiDjMHV7864g4qN3RXjF1+Iozbz4c2HbwgvhGyNwC+7dA5uaDf26xC/CBLCza7lkeX8vO1Un17Tye3AiSG0BMtUN5uih3hxVvyaLcLSIiTjty5VN0in2r1QGwij+en2WPsfesKl5cz1hr5/VAv0AeHgtxNSA2zV4VFpdmr+xOaWwXy+PTD00EOHK1vJ9yt0i50W+TnLQ6deoU/T0yMpL09PRiXxcUBHghuDIYrqMH6GAXmaOT7dldlll8kGqZdo/1vEzI22cX3HP3Hrxv38E/90PuvsPu2wcFOdiXmA8q9oHgiA8H/sdcbgiPgfA4iIi1k3REnH2LTLBnjUclQ3QSRFeDmJSDX5dQJDfcJc8qL+1nICIiEqiOHKB7Ig6trPIVYq88O6LAXJANB7bbM+JyMiBvbwn5+uDX+Zn2BXPTay9PNw+/+Q7+WWj/3eWx86g77OCf4RAWCWEx9sqv8Gj771GJhwoJMal2UTy2hv11VJL9Hg7nKwSMkmemKXeLiEiwKSmfRcRCWmuo3gIs39Hj7oJs+yJ43n57zJ2z5+hxd4m3TPs5XG77+fxj4WJ/ukq/3xNl5+boZHt8HZVkj7mjUg7m7+r2LSyq+Psxffb7OHwVXdH7V1s1kYqmIrqcNLe7eMHUdeRJXI6vpKvChutg8ToJqGff50+W9gEVv1mXZR3qT+7vH2uU8u+rgbaIiISS0gap4TF2n/CURofyKKb9WGkXmsuTvze5ZdkD6+PNPNNgW0REQoXLDRyRhw3XoQlk8bXs+/ybm2IBRskzu8uTP3f7X+944/yS3oeIVBoV0UWCQWUnS6OUmWkiIiJyfE7kUcNQYVxERORUGC5wV+LkQOVukaCiqcMiIiIiIiIiIiIiIqVQEV1EREREREREREREpBSGZQX6dsQiIiIiIiIiIiIiIs7QTHQRERERERERERERkVKoiC4iIiIiIiIiIiIiUgoV0UVERERERERERERESqEiuoiIiIiIiIiIiIhIKVREFxEREREREREREREphYroIiIiIiIiIiIiIiKlUBFdRERERERERERERKQUKqKLiIiIiIiIiIiIiJRCRXQRERERERERERERkVKoiC4iIiIiIiIiIiIiUgoV0UVERERERERERERESqEiuoiIiIiIiIiIiIhIKVREFxEREREREREREREphYroIiIiIiJBZvPmzTRr1oyff/6Zfv360aFDB55++mlWrlzJRRddRPv27bnlllvIyspyOlQRERERkaDncToAERERERE5OW+99Ravv/46q1ev5r777uOXX37h8ccfJzIykuHDhzNu3DiGDRvmdJgiIiIiIkFNM9FFRERERILU8OHDad68Oeeffz4pKSkMHDiQHj160LFjR7p168batWudDlFEREREJOipiC4iIiIiEqTq1KlT9PfIyEjS09OLfV1QUOBEWCIiIiIiVYqK6CIiIiIiQcrtdhf72uXSx3sRERERkfKmT9kiIiIiIiIiIiIiIqVQEV1EREREREREREREpBQqoouIiIiIiIiIiIiIlMKwLMtyOggRERERERERERERkUCkmegiIiIiIiIiIiIiIqVQEV1EREREREREREREpBQqoouIiIiIiIiIiIiIlEJFdBERERERERERERGRUqiILiIiIiIiIiIiIiJSChXRRURERERERERERERKoSK6iIiIiIiIiIiIiEgpVEQXERERERERERERESmFiugiIiIiIiIiIiIiIqVQEV1EREREREREREREpBQqoouIiIiIiIiIiIiIlEJFdBERERERERERERGRUqiILiIiIiIiIiIiIiJSChXRRURERERERERERERKoSK6iIiIiIiIiIiIiEgpVEQXERERERERERERESmFiugiJ+iaa66hZcuWLFq0qMTH+/Xrx4gRI4rdN2fOHO6880569OhBmzZt6N+/P4888ghr1qwp8fubNWtW7NaiRQs6d+7MlVdeyS+//FLs+COPbdmyJV27duWGG27gp59+KtN7euWVV2jWrFmJjz355JM0a9aMf/7znwDMnDmTZs2aMXPmTPLy8ujYsSM333xzqc+9e/duWrVqxX/+859Sfz5Hvp9XXnmlTHGLiIiciLLm4xPNxddccw3XXHNN0dcTJkw46vuPvPlf03/s008/XWLMh+dofw4+3m3z5s1F3//ZZ5/RrFkzbr311hKf3//6h39PSY73mv7PCSIiIpVh5cqV3HvvvfTo0YPWrVvTs2dP7rnnHpYvX150zIgRI+jXr1+pz3Fk/h4xYkSx3Na8eXPat2/PBRdcwKuvvkpeXt5x49q8eTPNmjVjwoQJRz32xx9/FD3fnj17gOLj40ceeYSWLVuya9euUp//1ltvpV+/fpimecxxfFnev4icGI/TAYgEI5/Px8MPP8yECRMIDw8/5rFvvfUWL730Ej179mTkyJFUq1aNDRs28MknnzBkyBCee+45Bg4cWOx7+vTpw/Dhw4u+9nq9bNy4kbfeeovhw4czbtw4mjdvXvT4xRdfzCWXXAJAYWEhu3btYvz48dx666387W9/49prrz2p9/nUU0/x8ccfM3z4cO6+++6jHo+MjGTgwIGMHz+ejIwMkpOTjzpmypQp+Hw+hg4delIxiIiIlIcTzccnmotL8uqrr1KtWrUSH6tdu3axr0ePHs2AAQPo1KlTqc/XqlUrxowZU/T1kiVLeOqpp3jsscdo1apV0f3Vq1cv+vv48eNp2rQpv/zyC9u2baNmzZrHjPlYDv+8caQaNWqc9POKiIiciFWrVnHZZZfRvn17HnnkEVJSUti+fTsfffQRl156KaNGjaJ9+/Yn9dzVqlXj1VdfBcA0TQ4cOMDs2bN58803mTFjBh988AEREREn/Lx//vknt956Kw0aNODdd98lKSnpqGOGDh3K2LFj+fLLLxk2bNhRj+/Zs4fp06dz22234XJpTqxIZVMRXeQkxMXFsWrVKl577TXuvffeUo/76aefePHFF7nzzju54447iu7v0qULgwcP5r777mPEiBE0bdqUJk2aFD2enJx8VNLv1KkT7dq147zzzmPy5MnFBu5paWlHHX/eeedx55138o9//IN+/fodNVg/nqeffprRo0dzzz33cNttt5V63MUXX8yYMWP4+uuvueqqq456fOLEiXTr1u2EX19ERKS8nEw+PtFcXJIWLVqUOf/FxsYycuRIJk+eTGRkZKnHHB5Tfn4+AI0bNy6xWLBmzRrmz5/P22+/zb333suYMWO45557yhRPSUr6vCEiIlLZ3nvvPZKSkvjf//6Hx3OorHXmmWcyYMAAXn/9dd56662Teu7w8PCjcl2fPn1o164dt99+O+++++4xx8clmTVrFrfccguNGzfm3XffJT4+vsTjOnToQKNGjZgyZUqJRfQpU6ZgmiYXXXTRCb2+iJQPXboSOQktWrRg8ODBvP322yxevLjU41599VUaNmzI7bffftRjYWFhPPXUU7jdbv73v/+V6XX9ydYwjDIdf++991JYWMi4cePKdLzfM888w4cffsgDDzxw3A8Ibdu2pUmTJkyZMuWox5YtW8aKFSu4+OKLT+j1RUREylN55uMTzcVl9dBDD7Fx40ZeeumlcnvO8ePHk5CQwOmnn84555zDuHHj8Hq95fb8IiIiTti9ezeWZWGaZrH7o6OjGTlyJOeee265v+aZZ55J+/bt+fTTT0/o+2bPns3NN99Ms2bNeP/990stoPsNHTqUxYsXs27duqMemzhxIt27d6dWrVonFIOIlA8V0UVO0siRI0lKSuLhhx+moKDgqMczMjJYvHgxffv2LXWgnZiYSPfu3fnxxx+L3W9ZFl6vt+iWm5vL8uXLeeihhwgLC+P8888vU4wNGzakVq1azJkzp8zv67nnnmPUqFGMGDGCG2+8sUzfM3ToUObNm8emTZuK3T9p0iQSExM566yzyvz6IiIi5elk83F55GLTNIs9h/925KAf4PTTT+eyyy7jww8/PKG8XRqv18vkyZM5//zzCQsLY8iQIezatYupU6ee9HOW9n5UmBcRkcp0xhlnsHXrVi6//HJGjx7NmjVrsCwLgAEDBjBkyJAKed0ePXqwfft2tmzZUqbj58yZw0033USzZs145513iI2NPe73DBo0CI/Hc9QkteXLl7N8+fJS26qJSMVTEV3kJCUkJPDUU0+xcuVKXnvttaMe9yfW9PT0Yz5PvXr1yMrKYv/+/UX3TZo0iVatWhXd2rdvz9ChQ8nOzuadd96hRYsWZY4zNTWV3bt3l+nY559/ng8++ACwiw5lNWjQIMLCwooleq/Xy5QpU7jggguO2zdeRESkopxsPi6PXHzWWWcVew7/rbRVXg8++CA1a9Zk5MiRZdq87Fh++eUXdu3aVbTku1OnTtSvX/+EZ9Ad7vXXXy/x/bRq1eqEPjeIiIiciiuvvJLhw4ezevVqnnrqKc477zy6devG/fffz8KFCyvsdVNTUwHKNL6eP38+N910E7m5uezdu/eEXuOMM87giy++KHb/pEmTSEpK0kahIg5ST3SRU9CvXz8uvPBC3n77bc4+++xim3r5r4SHhYUd8zncbnex4wH69u1btOR848aNvPDCC9SoUeOYG5SVxrKsopl3Pp+v2OsYhlH0+gDvv/8+zz33HDNmzODtt9+me/fudOvW7bivkZycTN++fZkyZUrRJmzTp09nz549J9XKpbyXyIuISOg62XxcHrn4v//9b4nHlraUOyYmhmeeeYZhw4bxr3/9i4cffrhMr1OS8ePH06BBA+rWrUtmZiZgz85788032bhxI3Xr1j3h57z00ku59NJLS3zseMvTRUREytPdd9/NsGHDmD59Or///jszZ85kypQpfPHFF4wcOZJrr7223MeV/s8IhmFgWRY+n6/Y44f3Zx8zZgx9+vThsssu4/bbb+epp57i+eefL9PrDB06lNtuu40FCxbQrl07fD4fU6ZMYdCgQcUmqGncLFK5VEQXOUWPPPIIv//+Ow8//DDjx48vut8/4+14S702bdpETEwMiYmJRfclJibSpk0bANq0aUOzZs0YOnQoN910E5999tkJzezevn07TZs2BWDYsGH8+eefRY916dKFDz/8sOjrv//97wwaNIj+/fszZ84cHnjgASZPnkxycvJxX2fo0KHccsstLFmyhFatWjFp0iTatGlz1KZr0dHRJba/AYruj4qKKvP7ExEROZaTzcflkYubNm16whtrd+vWjcsuu4xRo0ZxzjnnnND3+u3Zs4dp06ZRWFhI586dj3p8zJgxPPDAAyf8vNWrVy/6mYiIiDgtISGB888/v6jF2tKlS3nggQd44YUXuOCCC4iKiip17An2+PPwcfjx7NixA4AaNWowceLEoy52H94Wrk+fPrz66quEh4dz1VVX8dFHH9GjRw8uvPDC475O7969qVatGlOmTKFdu3bMmDGD3bt3H9XKxT9uLigoKPFzSUFBAdHR0WV+fyJybGrnInKKEhISeOKJJ1ixYgWvv/560f0pKSm0b9+eb7/9tsTepwBZWVn8+uuvx12S1bhxY+666y6WLVvGq6++WubYVq9eza5du4oG0E8++STjxo0ruj355JPFjh80aBBgzyZ77rnn2L17NyNGjCg2e700vXr1onr16nzxxRdkZmYyderUEmehp6amsnPnzhKfY/v27UXHiIiIlIfyyscnm4tPxoMPPkhaWhoPP/zwSbV1mTx5Ml6vl9dee41Ro0YVu3Xu3JkJEyYcs6ggIiISqHbs2EHPnj0ZO3bsUY+1bNmSe++9l4KCAjZt2kRqair79u0rNedt3779hMaev/32G/Xq1aNGjRr07du32Nh63LhxVK9evejYAQMGFBW2H3jgARo2bMgTTzzBxo0bj/s6Ho+HwYMH89VXX+Hz+Zg0aRLt27encePGxY7zx+4v7p/q+xORY1MRXaQcnHnmmZx//vm89dZbxXqC3nHHHaxbt46XXnrpqO/x+Xw8/vjj5OXllWkDz+uuu46mTZvy7rvvsn79+jLF9fLLLxMZGVm0sUrDhg1p06ZN0a1hw4alfm+3bt247rrrmDZtWlGf9GNxu90MGTKEb7/9lqlTp+J2u0vcdK1Lly4sWLCAzZs3H/XYN998g9vtLnHWnIiIyMkqr3x8Mrn4ZMTGxvL000+zfv16xowZc8LfP2HCBNq3b8+ZZ55J165di90uvfRSMjIy+P777ysgchERkYqVmpqKx+Ph448/Jj8//6jH165dS0REBPXq1aNLly4UFhaWmPMWLFjA9u3bOf3008v0uj///DOLFi3iiiuuACApKanY2LpNmzalrlKLjIzkhRdeoKCggHvvvZfCwsLjvt7QoUPZs2cPM2bM4Oeffy5xglrnzp0xDIOvv/76qMe2bdvGwoULy/z+ROT41M5FpJw8+uij/PHHH8U2GenVqxcjRozgH//4B8uWLWPo0KFUr16dzZs388knn7Bs2TKeeeaZo1qelMTj8TBy5EiGDRvGs88+y1tvvVX02Pbt25k/fz5gb+i5Y8cOJk6cyIwZM3jqqadIS0s7qfd033338euvv/LPf/6Tzp07F+v5XpKLLrqIN998k//+978MGDCgxN3Hr776asaOHcs111zDTTfdRJMmTcjLy+O3337jww8/5MYbb6RWrVonFa+IiEhJyisfHysXl2TZsmWlbj6Wnp5+zN7qPXr04JJLLilxpt2xLFy4kJUrV/Loo4+W+PhZZ51FTEwMn376KQMHDiy6f/z48SQkJBQ71uVyce211xZ9ffjnjSNFRUXRrFmzE4pVRETkRLndbp544gluv/12hg4dylVXXUWjRo3Izc3l119/ZfTo0dx9990kJCTQqVMn+vXrx8iRI1m7di2dOnXC5XKxdOlS3n77bTp27Mh5551X7PkLCgqKcp1lWWRmZjJ79mxGjRpF165dufrqq08q7tatWzN8+HD+85//8NJLL/HQQw8d8/gGDRpw2mmn8eyzzwIcFSdArVq1uPrqq/n3v//N7t276dWrF5GRkaxevZp3332X9PT0k45XRI6mIrpIOUlMTOSJJ57gjjvuKHb/9ddfT4cOHfjggw94/vnnycjIoFq1avTo0YNnnnnmqCVZx9KtWzfOOeccvv32W3766Sf69u0LULR8DOwBb2JiIu3ateO9994r08agpQkPD+eFF17gkksu4a9//SsTJkw45vH169enc+fOzJo1i2eeeabEY+Lj4xk3bhyvv/467777Ljt37iQyMpKGDRvy9NNPM3jw4JOOV0REpDTllY9Ly8UlOfIzweEefvhhhg0bdszXGjFiBDNmzGDbtm1lig3sYrjb7WbAgAElPh4VFcU555zDhAkTWLNmTdH9h7ek83O73cWK6Id/3jhS8+bN+fzzz8scp4iIyMk644wz+Oyzz3jnnXd44403yMjIIDw8nJYtW/Kvf/2Ls88+u+jYl19+mffee48vv/yS9957D9M0SU9P58orr+TGG28s2ljcb9euXVx22WVFX0dHR9OgQQPuuusurrnmmuNuVH4st9xyC7/88gvvvfce3bt3p1evXsc8/uKLL2bkyJEMHTqUmJiYEo955JFHaNKkCePHj2fixInk5+eTlpbGmWeeya233lrixDYROTmGVZZmxyIiIiIiIiIiIiIiIUg90UVERERERERERERESqEiuogEpR9//JHevXvTrl07pk+f7nQ4IiIiIiIiIiJSRamdi4gEpUGDBtGqVStuv/12UlJSiIyMdDokERERERERERGpgrSxqIgEpQMHDtCxY0fS09OdDkVERERERERERKowzUQXkaDTr18/tmzZAkB6ejpTp051OCIREREREREREamqVEQXkaCTkZHBkCFDuOGGG7jgggtITk52OiQREREREREREamitLGoiASd5ORk3G43cXFxKqCLiIiIiIiIiEiFUhFdRERERERERERERKQUKqKLiIiIiIiIiIiIiJRCRXQRERERERERERERkVKoiC4iIiIiIiIiIiIiUgoV0UVERERERERERERESmFYlmU5HYSIiIiIiIiIiIiISCDSTHQRERERERERERERkVKoiC4iIiIiIiIiIiJB4ccff6R37960a9eO6dOnOx2OhAi1cxEREREREREREZGgMGjQIFq1asXtt99OSkoKkZGRTockIUAz0UVERERERA6jGW4iIiKB68CBA3Ts2JH09HQV0KXSaCa6iIiIiIjIYTTDTUREJDD169ePLVu2AJCens7UqVMdjkhChWaii4iIiIiIHEYz3ERERALTuHHjSEtLY+TIkYwbN87pcCSEqIguIiIiIiJykH+G28iRI+nXr5/T4YiIiMhhkpOTcbvdxMXFkZyc7HQ4EkJURBcRERERETlIM9xERERE5EgqoouIiIiIiBykGW4iIiIiciSP0wGISPkxLQvLsrAssLBvHNw62Dj4H+PgXZYFLgNcLgOXYTgUsYiISGgxLQvTtPzpuTiLku8/gmGAW/lbRESk0pmmhYk95vbnbcM4NN62LPvGYfe7DAOXSzlbJNipiC4SQCzLwmvaGdfjMjAOGxznFfrYl1NIgdck3+ej0GtS4DPtr72H/iz02bcCr2X/6TMpPHh/gc/C6zOJCncTHxlGXKSHuMgwEqLCSIwOIz4yjNhIDzHhbjzukheqWJaF72Ch3q0PAyIiEsJMy8Jn2jnR5QKP6+jc6TMtDuQVsjenkIzsfHYdKCAzr7Do+yzLKrq4bRb93X9B3MK0Dj2GZV/8jo/ykBAVRlJ0OEnR4SRE2Tk9JqLkj/bWYXG63Sq+i4hIaDNNOy8aBkeNe/MKfUVj67xCH3mFPnILfeQU+MgtsP9u32+S77Xvy/PaX/tMi8gwN1FhbqLCXUR63ESGu4n0uIkOdxMd4SY6zE1UuIfIMBdRYW4iwtyEu12Ee4rH4TVNTNOuC2jMLRIYVEQXqST+gbbB0Yn6QF4h2zPz2LI3l6378tiemcu2/Xns2J/Htv15bN+fx4F8b6XGG+FxER8ZRnyUXWi3C+6eg8X3MFJjw6mfGkOT6rHUToouSvqmZeHzWRqki4hI0PNf3HYZBu7DBrB7svLZvDeXHZl5ZOQUsDe7gIzsQvbmFJCRXcC+g39m5BRwIM9bNCOtorkMii6Ol3RLjQunbnIMjavHkJ54KHeX9j5FRESCje9ggdztKp7TTMtib3YB2/fnsWlvLtv257LdP97OzGPb/lx2ZuaT7zUdiTvMbVAjPpK0+EhqJUaRlhBJzYRIaiZEUSfJ/jopJrzYGFuFdpHKpSK6SAUo9JlFy6x9psX63dms3pVVvDDuL5Rn5pFX6EyiPpZ8r8murHx2ZeUf91jDgJrxkdRPjaFBakzRn02qx5KeGFV00cB/IeHIWfYiIiJOMk17lVXYYRe5t+/PY9XOA6zfncOGjGw27Mlhw55sNmbkBGTeBjAt2J9byP7cwuMeaxhQPS6C+ikx1E2Jpn5KDPWSo2lUPZa6ydHFZrUX+kwV2EVEJKD4x5b+3G2aFpv35bJsayYb9+aw/eBkNHtSWi47D+QXrfoORIU+i817c9m8Nxc27C3xmDC3QfW4SNISIqmVEElaQhQ1EyJJT4qida0E0pOigKN/NlXR1KlTnQ5BQpCK6CKnwD9zy18ULvCarNp5gAWb9rFkayaLt+xn+fYDjl3NriyWBVv357F1fx6/rdlT7DGXAbUSo+zieopdXG9YLYZG1WKpmRiJx+Wy+8pZVqktZERERMqL7+AA2u0yigbcK7ZnsnJHFqt2ZLFq5wHW7somt9DncKQVy7JgR2Y+OzLzmbku46jHk6LDqJcSQ93kaOqnRtM8LZ6O9ZKoER8JFJ8wICIiUpG8ponBoYu5OzLzWLo1k+XbM1mx3c7dq3dmVflxd6HPYsu+XLbsy2VOCY/HRnholhZHi5rxtKwZR5vaiTStEUuEx33w+5W7RU6FYVmVtcBUJLj5C+b+q7m5BT6Wbt3Pwi37WbxlP0u2ZrJ6Z1ZAX90ONGFugxY14+lQN4n2dRLpUj+56Oq5EryIiJSHQp9ZlLv35hQwe30Gs9fvZe7GvSzasj9gZ5UHqmqxEbStk0D7OomcdjB/+2etH/6zFhERORmHX+wG2JSRw/xN+1h0cNy9eOt+MnMrt9VpMHMZUD8lhpa14mlRM55WteJpnZ5AamwEcPTPW0RKpyK6SCl8polh2EXczNxCFm3Zz6LNdtJevGU/GzJyKq3HaShJjgmnXe1EOtRNpGO9JDrUTSQ63KPkLiIix3X4yibTtFi9K4uZazOYu3EvczbsZWNGjtMhVjmGAQ1SYmhXJ5F2dRLpVC+J5mlx9r+BZWGaWmkmIiKlOzxX5BX6+HNdBr+u3s38TftYujWz0vcGCxVJ0WG0qBlPm/QEujdKoWvDFCLD3Hh9Ji5NZhMpkYroIofxz6DKK/Tx25o9TF2+k+mrdrFhjwbdTnG7DFrUjOP0hil0a5hC1wYpxEZ6ME0LCxXVRURCmc+0MAxwGQZZeV7mbMhg1oa9zN2wlwWb9pFdULVbsgSqcLeLFjXjaHdwtnqfZtVIig7Ha5q4De2LIiISyg5f4e31mSzYtI/pq3cXFc4LfSpROSHMbdCudiI9GqfSu0kq7eok4nG7KPSZ2tNM5CAV0SWkHT6YW7Mrix+W7mDayl3MXr+XAp+WdwcilwHN0+Lp2jCZbg1TOL1RCvGRYXh9pma6iYiEAP8F70Kfye9r9vD90h38tmYPa3dnaYVYgDIMaF0rgTOaVePMFjVoUzsBl2Eod4uIhAh/7jYti5XbDzBt5S5+W7OHP9dlVPk9SIJVVJibLg2S6d4ohT5Nq9E0LQ6XYah1m4Q0FdElpFgHd6n2uF1k53uZvmo3P63YyS8rd7Ftf57T4clJMAw4rW4S57ZO4/y2tUhLiNSgXESkCjk8d+/LKeD7pTv4YdlOZqzapZnmQSopOozeTavRt1l1+jWvTnyUfTHcrZluIiJVgs+0cBlgGAYb92QzbeVufl2zmz/W7mFfTqHT4clJSIwOo1vDFLo3SqVPs1TqJsdgWRampdXhEjpURJcq7/CC6vJtmfywbCfTVu5k3sZ92gS0CmqdHs+5rWtyQdua1E2JKfYBTkREgoPPtDAAl8tg9c4svl2ynR+X7WD+pn0odVctLgPa1k6kb7NqnNmyBq1qJRS7cCIiIsHB32INC/5cn8Hn87fw0/JdbM/UZLWqqGZCJGc0q8aF7WrRtUEKGGCpoC5VnIroUiV5TROPy55tPnX5Dn5asYvpK3ezKyvf6dCkEjWtEcuAgzPUm9aIK9Y7V0REAot/ebDXZ/Lnugy+W7qDH5btYPPeXKdDk0qUGhteNEv9zBY1iAp3F32uExGRwGJaFlj2Re85G/by+fwtfL1ou8bdISY1NpxzW9dkcPtadKyfjGlaoHG3VEEqokuV4V9KZAAzVu/ms9mb+H7pDvK96m0uUC8lmnNbpzGwbS3apCdoY1IRkQDgXy1U6LP4ZvE2vlmynV9W7iYr3+t0aBIAIsNcnN0yjUs61aZHo1Qs0MVwERGHmZZVNON44eZ9fD5/K18u3KYZ5wJAWnwkA9vWZHCHdNqkJ2gim1QpKqJL0PO3a9mwJ5tP/tzIxHlb2JGpK99SupoJkQxoncZ5bWrSsV6SfefBGRQiIlLx/Ll74eZ9fPLnRr5YsI0DKpzLMVSPi2BQ+3Qu61yHxtVjtf+JiEglOrz39fJtmUyav4UvFm7TajE5ptpJUZzftiZDOqTTLC1erVYl6KmILkHp8HYtk+ZtYeyczczftM/psCQIpcaGM6B1Ta7tVo+mNeI0KBcRqSD+8+venALGzt7M2NmbWLUzy+mwJAi1qhXPRaelc9FptUmKDlfuFhGpIP7z65pdWUyaZxfO1+3OdjosCUINUmOKCuoNq+liuAQnFdElaBzeruXXNbv5bNYmvlO7FilHnesncV33+pzbOg0w1OpFROQU+Zd8A/y0YidjZm3ip+U7tbG3lAuPy6BXk2pc3DGds1um4XEbRTMlRUTk5JgHE3eB12Ts7M2MnrmB5dsPOByVVCXNasRxeZc6XNqpDtHhbuVuCRoqokvAO7xdy6d/bmLCvM1q1yIVqlpcBFd0qcO1p9cnNS5CG5qJiJwgf+5etzuLj2duYtK8LdpkTCpUfKSH89rU5JJOdehYL0kz3ERETpD/vLkpI4d3f13H+DmbycxTqzWpOFFhbga1r8V13evToma8crcEPBXRJSCZloUB5BT4mDRvC+PmbGae2rVIJfO4DM5qWYPre9SnS4MUJXURkWOwDs46z/PauXvsbOVucUaT6rFc36M+F3esg9tlqP+qiMgx+Mc401bs5L1f1zNt1S5UJZLK1r5OIlefXpcL26Urd0vAUhFdAorPNHG7XGzZm8sb09Ywbs5mcgt9ToclQtMasVxzen0u7libiDC7kK4dxkVEwDQtXC6D3Vn5vDltLZ/8uZEsbRIqASAxOowru9Tl+h4NqBYXUfQ5U0Qk1B0+ae3TWRsZ9fsGNuzJcTosERKjw7iic11u6OnP3ZZavUjAUBFdAoL/6veSLft57efVfLN4O2qXKoEoNsLDRaelc0OPBtRPjdHsdBEJWf5Bzfo92bz+0xomzdtCgU/7lEjg8bgMzm2dxs29G9GmdoJyt4iErKKNQndm8e6v65g4bws5BZq0JoHH4zI4r01Nbu7dkNbpyt0SGFREF0f5T4Q/r9jJG9PW8MfaDKdDEimzbo1SGNatPme1rIFpWUrqIhIS/Ll70eZ9vPrTar5bukPLviVodKqXxPC+jenXvLoG5CISMrw+E5dh8MOyHbz363p+X7vH6ZBEyqxjvSRu7NmAc1qladwtjlIRXRzh9ZkYhsHEeZt5c9paVu3McjokkZNWKyGSO/o15rLOdbGU1EWkivIXHH9ZuYvXf16tC98S1JrWiOXWPo0Y1D5duVtEqiz/uHvcnE28MnU1m/fmOh2SyEmrnRTF8DMaadwtjlERXSqV9+Ay77FzNvPaT0riUrXUTY7m3rOaMqh9LUxTSV1Eqgb/7LUvFm3jjZ/XsHRbptMhiZSbWgmR3NirIVd2rUuY26W+qyJSJXh9Ji6Xwefzt/LvH1aq37lUKXWTo7n7zCYMaZ+umelSqVREl0rh9ZlYwKd/buKNaWvYsk/Fc6m6mtaI5f6zm3F2qzQtFReRoOUzLXymxSd/buR/09fqwrdUaUnRYdx2RmOu71EfA5S7RSQo+cceXy3axkvfr2S1VnxLFdaoWix/PasJA9vW0rhbKoWK6FKhvKaJZcJHMzfw5rS1bM/MczokkUrTtnYCD57TjJ5Nqimpi0jQ8K8a++D39bz+0xr2ZBc4HJFI5UlPjOL+s5syqEO6VpWJSNDwjzV+WLqDF79fwbJtB5wOSaTStKgZx31nN+PMFjU07pYKpSK6VAh/77VRv6/n9Z/XsOtAvtMhiTimS4NkHhrQnI71kvCZlpaKi0hA8g86vlm8jee+Xq6l3xLSWtSM4+FzW9C7aTW8ponHpQG5iASew/cr+ed3K1i4eb/TIYk4pl3tBO4/pxm9NIlNKoiK6FKu/AXC6at28cTkJazZle10SCIB44ym1XhwQHNa1opXMV1EAob/fLRw8z6enLKUORv2Oh2SSMDo1iiFRwa2oFWtBOVuEQkY/gLhH2v38MK3K5S7RQ7TuX4SDw5oTuf6yboQLuVKRXQpN6ZlsXVfLo9PXsKPy3Y6HY5IwBrQOo0Hz2lGw2qxmJaFy9CAXEScYVoW2/fn8exXy/hi4TanwxEJSIYBA9vU5OFzW1ArMfLgfcrdIlL5/Bfz5m7YywvfruD3tXucDkkkYPVonMJDA5rTtnaiLoRLuVARXU6Z12fiNS3+/cNK3p2xnoKDvVRFpHQuAwZ3SOf+s5tRMyFSg3ERqVQ+0yK3wMe/f1zJqN82KHeLlEGY2+CKLnX561lNiYsM02BcRCqVz7TYk5XPo58v4dsl250ORyRonNOqBk9e2JrqcRG4lLvlFKiILifNv4Rs4tzNPPf1cnaq77nICQtzG1zbrT4PnNMMj8tQ3zYRqVD+PUs++G09L09dxb6cQqdDEgk6sREeburdkFt6N8TjNrRMXEQqlD93/++Xtbw8dRU5BT6nQxIJOlFhbu7s15hb+jTCsrRxuJwcFdHlhPnbTyzZsp9HP1/M3I37nA5JJOjVTorimcGt6dOsulq8iEi5O3zT0L9/vZz12jRU5JRVi4tg5HktGNIhXcvERaTcmaaFy2Uwa30GIycsYtXOLKdDEgl6javH8uyQNnRpkFz0OyZSViqiywnxmRaZuYU8+/Uyxs3ZjP7vESlf57etyf8Nak18lJaJi0j5MC2L1TuzGDlhEbO18ZhIuevdJJXnL25L9bhI5W4RKRf+cfdTXyxl4rwtTocjUuUM6ZDOY+e31LhbToiK6FIm/iVk78xYxys/ruJAvtfpkESqrPgoDw+f24IrutTFZ5q4tUxcRE6C92Cf8//8uIo3pq2h0KePfCIVJSrMzV/PbspfejTA1DJxETlJXp+Jy2Xw0R8b+Oe3K8jM07hbpKLER3l44JzmXNW1Lqap3C3HpyK6HJN/aeovK3fx5JQlrNmV7XRIIiGjS4Nk/nFxW+omRWuZmYicEMuyWLxlP/eNXcDKHVr+LVJZ2qQn8M9L2tG0Rqw2DReRMrMsC8MwWLxlPw9PWMSiLfudDkkkZLStncBzF7WhZc14AOVvKZWK6FIqr89kX24hI8Yv5IdlO50ORyQkhbtdDO/biDv6NgbQ1XEROSavz8S04B/fLufdGesw9SlPpNJ5XAY39mrAX89qhstQ7haRY/P6TPIKTZ77ehmf/LlRuVvEAS4DrupajxHnNifC41LulhKpiC5H8V8F/2bxNkZMWMS+nEKnQxIJeY2rx/L80LZ0rJdU9DsqIuLnPy/MWp/BA2MXaONQkQBQLyWa54e25fSGKdo0XESO4l/1PW7OJp77ajl7sgucDkkk5FWLjeCR81swqL02DZejqYguxXh9JoU+i0cmLWL8XG1gIhJIDAMu71yHRwa21NVxESniz93PfLmU0X9u1KbfIgHmko61eeyClkSFuZW7RQSwc3dmnpd7x8xn2spdTocjIkfo3SSVf13WnoSoMOVuKaIiuhSxLIt5G/dx95h5bMrIdTocESlFtbgInrywFee1qamr4yIhzD+zdfqqXTw0biFb9+c5HZKIlCI1NpzHL2jFBe1qKXeLhDD/yrGpy3fywNgFmn0uEsCSY8J54eK29G9RQ6vBBVARXbCvghuGwYvfreCNaWvUg00kSPRrXp1/XtKO+EiPro6LhBh//9THJy/WyjGRINK/RXVeuqQ9MRGalS4Savz7lvzfF0v58I8NTocjImV0dde6PHZBK+1zIiqihzqfabFpbw53fjxPO4CLBKFqsRG8elUHutRP1pVxkRDyw7IdPDxhEbsO5DsdioicoBrxEbx25WmcVi9JfdJFQoRpWqzelcXto+eyameW0+GIyAlqUj2W1646jcbVYnFpNVnIUhE9RPmXkX74+3qe+WoZeYWm0yGJyElyGXD3mU25s19jLAstEReponymCRg8+9Uy3pmxzulwROQUuF0Gd/dvwh3K3SJVmn/c/fb0tbzw7QryvRp3iwSrCI+LhwY054aeDdSaLUSpiB6CvD6TA3le/vrZAn5asdPpcESknPRqksqrV5ymJeIiVZDXZ5KRXcCtH81h7sZ9TocjIuWkR+MUXrniNLVmE6mCvD6T/bmF3DtmPr+s2u10OCJSTvo0rca/L2tPnHJ3yFERPYT4N0L4YekOHhy/kAxtYiJS5dSIj+D1qzrSoW6iloiLVBGWZTFj1W7u+nQee3MKnQ5HRMpZtdgIXr6iPac3TFFrNpEqwD/u/nHZDh4Yp3G3SFWUGhvOi5e0o0+z6k6HIpVIRfQQ4fWZeE2LxycvYcysTU6HIyIVyO0yuP/sptx2RmMtMxMJYj7TwgBe+mElr/20Gn1iE6m6XAYM79uYv57ZFAsLt0sz20SCkX/z0KemLOGjmRudDkdEKth13evzyHktMLTpaEhQET0E+EyLVTsOcOtHc1i/J8fpcESkkvRrXp3/XN6eqDC1dxEJNv7Wa8M/nsvva/Y4HY6IVJKuDZJ57crTSIwOU+4WCTI+02LNriyGj57Lam0eKhIymtWI4/WrTqN+aowmsFVxKqJXcZZl8f3SHdz96XxyC31OhyMilaxWQiT/vbojbdITtIu4SJAwLYs5G/Zy++i57DyQ73Q4IlLJkmPC+delWiIuEmy+WrSNv342n7xCbR4qEmoiPC5evLQd57et5XQoUoFURK+i/H3YXp26mhe/X6El4CIhLMxt8NCA5tzYqyGmZalXukiAMk0Ll8vg9Z9W8+L3K/GZSt4iocow4KZeDXloQHMAzWwTCVD+3P2v71fynx9XOR2OiDjsrv6N+etZzYrODVK1qIheBflMC9OyeGDsQibN3+J0OCISIM5uWYN/XdaeCI9LS8RFAozXZ5Jb6OPuT+czdflOp8MRkQDRqV4S71zXmZgItWYTCTRe08RnWtw7Zj5fLdrudDgiEiDOa5PGvy5rj9tl4NEeJ1WKiuhVjL+H6l8+mMXcjfucDkdEAkyd5CjeuLojzdPiNatNJED4TItl2zK59aM5bN6b63Q4IhJg6iZH8+FfupCeGKVCukiA8PpM9uYUcv37f7J4S6bT4YhIgGmdHs/7w7poj5MqRkX0KsRnWqzemcX17/3J1v15TocjIgEq3O3iX5e147w2NTHU2kXEUZZl8e2S7dz96XzyveqhKiIlS4gK4+3rOnFa3SRdBBdxmM+0WLotkxven8Uu7V0iIqWoHhfBu8M606KmJrBVFSqiVxGWZfHjsp3c9ek8cgq0gaiIHJthwKMDW3JDzwZOhyISkvx7l7zx8xqe/3a59i4RkeMKd7t4/uK2DOmQ7nQoIiFt8oKtPDB2gS5+i8hxRXhc/POSdlzQThuOVgUqogc5/yD89Z9W88J32kBURE7Mzb0bMvK8FkXnEhGpeP4NQx+ZtIhP/tzkcDQiEmzuObMJ95zZVLlbpBL5Nwl84dsVvPbTaqfDEZEgc2e/xtx3tjYcDXYqogcx/waiD45byMR52kBURE7OkA7p/POSdgBaZiZSwXw+k3yfya0fzuGXVbudDkdEgtSQDum8cHFbDMNQ7hapYF7TxOuzuPvTeXy7ZIfT4YhIkDq3dRr/vrw9bsNQn/QgpSJ6kPL6TLLyvdzw/mzmbtzrdDgiEuR6NUnlf9d2wuPWDuIiFcbnBbeHjXuy6f3Cz05HIyJB7vSGybx9bWciw1wajItUEK/PZE92Ade/N4ul27SBqIicmtbp8bw3rAtJ2nA0KOlfLAj5TIt1u7MZ+PIMFdBFpFxMX7WbS974nQO5Xrw+9XcUKXemFzLWwnePUDclhtE3dnU6IhEJcn+szWDQazPYkZmv3C1SAXymxbJtmZz/8gwV0EWkXCzeksl5L09n+fYD+Ezl7mCjmehBxjQtpq3cxR0fzyVbG4iKSDmrmxzNxzd1JS0+UlfGRcqL6YMts2H0pZC3D3rfD/0e5dM/NzJiwiKnoxORIJccE86713WiTe1EtXYRKSc+0+LPdRn85YNZ5GjcLSLlLCbczfs3dOG0uknK3UFEFZIgYpoW3y3dzk2jZquALiIVYmNGDoNe/ZUV2w8UbX4oIqfAMmHlN/DBhXYBHeCXf2LNeZ/LOtfmtjMaORqeiAS/jOwCLnvrD75dsh3NjxI5daZl8dPynQx7708V0EWkQmQX+LjmnZn8sXaPxt1BRDPRg4RpWXyzeDt3fTIPr37BRKSCRYe7efOajvRolKrdw0VOxex34cv77GL64VxurCvGQKO+3PnJQr5YtM2Z+ESkyjAMeHZIGy7vXAfDUO4WORmWZTFp/lYeGLtA424RqXARHhevX3UafZtXx6XcHfBURA8CpmXx5cJt3DNmvq5QiUil8bgM/nFxWy46rbbToYgEp19fhu8fLf3x8Bis67/BqtaCi9+apX1OROSUGQY8M7g1V3Spq0K6yEn48Pf1PDZ5CaqSiEhlCXMbvHx5B85pnaZCeoBTO5cAZ1oWUxZsVQFdRCqd17T462cLeP2n1U6HIhJ8fv3PsQvoAAXZGB9dhJG9nU9v7ER6UmTlxCYiVZZlwd8mLWb0zI1OhyISdHLzC/j718tVQBeRSlXos7jjk3l8Pn+r2rIFOBXRA5hlWXw+bwv3qoAuIg76x7creGLyEqfDEAkev/4Hvn+sbMdm78IYNZgwM5dv7uxBTLinYmMTkSrPsuCRSYv58I8NTociEjzmf0ykx2Dqfb0J96hMIiKVy2da3PfZfMbM2uR0KHIMyg4ByrIsxs/ZzH1jF6D6uYg47f3f1quQLlIWJ1JA99uzGmP0xcSGG3x/b09c+nQmIuXg0UmLGfX7eqfDEAl8PzwBk27DGHM11ePCmXpfb1RHF5HKZlrw8MRFfPDbeqdDkVIoNQQgy7L4bPYmHhi/UAV0EQkY7/+2nn9+t8LpMEQC14x/n3gB3W/Tnxjj/0LNxCgm3tajXMMSkdD12OdLeP+3dU6HIRK4vnsEZvzL/vvKbzDG3UB6YhTf39tHF7VFpNJZFjw+eQlvTFvjdChSAqWFAGNZFp/8uZERExapF5uIBJxXp67mTSV0kaPN+Df88PipPceyKRjfjKBdnURev+q0cglLROSJyUt571cV0kWO8s0I+O2V4vct/Rxj4i3UT43mqzt7OROXiIS8v3+9nH//sNLpMOQIKqIHmI9mbuRvkxargC4iAeu5r5fz8cwN2vRExK88Cuh+M9+E317h3NZpPDSgWfk8p4iEvCenLOXdGSqkixT5+iH4478lP7bwM4wp99C8Zjyf367VYSLijH//sIq/f73M6TDkMCqiB5BRv6/nURXQRSQIPDJpMZMXbMVUzykJdeVZQPf7/lFYOolbezfgii51y/e5RSRkPfXFUt6evtbpMEScN+15mPnGsY+Z+wF8/SDt6iQy5ubTKycuEZEjvDFtLc9+pUJ6oFARPUC89+s6Hvtcm/aJSHAwLbjvswX8tGInPhXSJVRVRAEdwLIwJt4Cm2fxzKAW9GqSWv6vISIh6ekvl/HWLyqkS4iyTJj1Dvz0bNmOn/kmfP84XRum8P71nSs2NhGRUrz1y1r+N32tVoIHABXRA8Db09fy5JSlTochInJCvKbF8NFzmbU+Q4V0CS2WaS8Br4gCup83H+OTyzH2ree96zrQtEZsxb2WiISUZ79axtsajEuoMX2w9HP46v4T+75f/w0/P8cZzarzxtXar0REnPHsV8uYsnCbVoI7TEV0B5mmxbg5m3j6Sy3NEJHglO81ueH9WSzeuh+vz3Q6HJGKZ/pg2RT49uGKf63cvRijBuPOz+Tz204nOTq84l9TRELCM18t46tF23QRXEKD6YP1M2DCzfaF8BP189/h1/8woHVNXrq0XfnHJyJyHJYF93+2gJnr9uA1Ne52ioroDvGaJrM2ZPDwhEVOhyIickpyCnxc+86frNudrUK6VG2mF7bMgQk3UWkbmOzfhPHhECLdPr67tyfhHn10E5FTZ1nw188WsGDTPuVuqdpML2xfBJ9eAb6Ck3+e7x/DmvkWQzqk88zg1uUXn4hIGRX4TG4aNYfVO7OUux2ikZgDvD6TLXtzuXnUHAp9mv0hIsFvf24hV/5vJlv35ymhS9Xk88LeDfDxpeDNr9zX3r4Q49OrSYkJ58s7e1bua4tIlZXvNbnhg1ls3afcLVWUP3d/NAQKsk/56YxvHoR5H3Jl1zr8bWDzcghQROTEZOV7ueadP9l5IF+52wEqolcyn2mRne/jmnf+ZH9uodPhiIiUm11Z+Vz+5u/syS5QQpeqxfRC3j74cDDk7nUmhjU/Yky+kyY14hh1QxdnYhCRKmdfTiFXvzOTrHyvWrtI1eLzQs5uGHUh5GSUz3NaFsaUu2HReG7s2YD7zm5aPs8rInICdh3I56q3Z5Jd4FPurmQqolci07IwLYsbPpjFxowcp8MRESl3W/fncflbf3Agz6tebVI1mD7wFcJHF8G+jc7GMn80/PQsvZtW01JyESk3GzNyuP69WfhMSxuWSdVgeqEgCz64APZvLt/ntkyMSbfAsi+444yG3HZGo/J9fhGRMli3O5vr3v2TQp+p3F2JVESvRC7D4L7PFjBng0Oz2EREKsG63dlc+fYfFHiV0CXI+fuej7kKti1wNha/ac9jHVxKfnPvBk5HIyJVxLxN+7jzk7lgOB2JyCmyzIMXv4fA7pUV8xqmD2P8DbBmKg+e3YRh3etXzOuIiBzD/E37uO2juViAVVn7NYU4FdEr0YvfrWDygq1OhyEiUuGWbTvAHR/P02BcgpthwJS7YPWPTkdSjDHlHlj7Mw8PaMp5bdKcDkdEqohvl+zg6S+WOh2GyKkxXDD+Rtgyt2Jfx1eIMeYq2PArj5/fjMs716nY1xMRKcFPK3YyYsJCDEMD78qgInolME2LCXM388rU1U6HIiJSaaYu38kL36xwOgyRk/fTszDvI6ejOJrpxRhzDexczquXtaVd7QSnIxKRKuLdX9fz7ox1mtEmwevn52D5F5XzWt58jI8vgy1zeG5wSy5sV7NyXldE5DBjZ2/mn99p3F0ZVESvYF6fyewNexkxfpHToYiIVLr/TlvD5AVbteGJBBfLhHkfwrTnnY6kdAVZGB9dhJGzk7E3dyE9MdLpiESkinj6y6V8v3SHcrcEF9MHy7+s/NxdmIPx0VDYsYh/X9qWs1tWr9zXFxEBXp26mtEzN6idagVTEb0CeX0mW/blctOo2RT4tMGeiISmB8ctYPn2TLw6D0ow8Hlh82yYco/TkRxf1g6MUYMJM/P4+q4exIR7nI5IRKoA04K7Pp3Hkq37lbslOPi8kLEGJtx8aD+TypR/AGPUYIzdK3jjqvb0aZJa+TGISMh7YvISFmzep9xdgVREryA+0yK7wMe17/7J/txCp8MREXFMXqHJX96fTWaeV7PaJLCZPsjfD2OuBtPrdDRls3slxseXEhfh4pt7euLSJzsRKQd5hSbXvzeLHQfy8ZoajEsAM31QmAOjL4WCLOfiyNuH8cEFGPs28N51p9G5fpJzsYhISCr0Wdz60Ryy8jXurigaalUAy7IwLYu/vD+LDXtynA5HRMRx2zPzuPGDWZiWpT6rEtjGXA1ZO5yO4sRs/B1j/E3USY5h3C3dnY5GRKqIPdkF3DxqNpaFcrcELsOAz66FveucjgRy9mC8dx7Gga18emMn7VkiIpVuR2Y+t42ei7YZrRgqolcAwzC477MFzN6w1+lQREQCxtyN+/jbxMXaOVwC1/ePwYbfnI7i5CydBN88zGn1knj5ig5ORyMiVcSSrZk8MXmJcrcEru8egbU/OR3FIVk7MN4/D1fOLsbf0oXmNeKcjkhEQszva/Zoo9EKoiJ6OTMti//+vJrJC7Y6HYqISMD5bPYmxszaqOVlElhMHyz9HH5/1elITs0fr8Mfr3NB2zTuO7up09GISBUxeuZGpmiTcAk0pg8WjIHfX3M6kqPt34zx3kDc+fuYfPvpNEiJdjoiEQkx/522hh+X7VBLtnJmWFqbV268PpNl2w8w5LVf8epDpgQ5z2//g4hYvB2vAMC1fSnupV9hZO3GiknB1/JczJqtj/7G7Awivnu6xOcs6HU7Vmoj3Eu+xL3uV6yYVLydrsaKO7iLff4Bwqe9TEH/B8AdXlFvTRwW4XEx6fYeNKkei8eta7niMJ8X9m2AN3s720u1vBgurEs+gOYDeXDCYsbO3ux0RCJSBcSEu/n6nt7USohU7hbn+bywcwm8czZ485yOpnSpTbBu+I58dyz9/z2dLXsDOFYRqXLiozx8fXdvasRH4NHGSeVCP8VyYloWhT6L20fPVQFdgp5r8zzcO5YVfW3s34pn5nuY9bpQ0O8+fA264Zn5Acb+LUd/c3Qi+ec+Uezmq90BM6kOVnJ9jP1bcK/9lcKew7GS6uFe8mXRt7pX/YyvYU8V0Ku4fK/JzR/OJq/QxNT5UpxkmWAWwieXV40COoBlYky4CbbM4fkhLeneKMXpiESkCsgu8HHLh7Mx1R9dnObfBPyTywO7gA6wexXGB+cTYeXy/d09qRarMY6IVJ7MXK+9t4mp3F1eVEQvJy7DYOTERWzM0EaiEuQKsvEsnoKZVKfoLtemuVjVmuBr1Btiq2E27IlVrTGuzQuO/n7DBZHxRTcjew+urQvxdrwSXG6MAzux4tOwEmvjq9kKI2un/X35Wbi2LsLXoFslvVFx0qaMXO4eMw+XSz1WxUGGCybdBrtXOh1J+fLmYXx8Kcb+TYwadhoNq8U4HZGIVAHLth3gsc+1t4k4zOWGcX+BzCBpn7pjCcYHFxLl8jL1r71IjPY4HZGIhJAlWzMZOWmRcnc5URG9HPhMk8/nb2HivBJm5YoEGc+iKfjqdMSKSyu6z6zbGW+rgUcda3hzj/98S77ErH86VlwNAKyoJIzsPVCYi2vfZohKBOxZ6GbDHpqFHkJ+XLaT135aravi4gzLtPuoLpnodCQVI3cvxqjBuAuz+OL2bhq0i0i5+HTWJibN26L+6OIM0we/vRJYG4mWxbb5GB8OJjbM4uf7+hAXqZwsIpVn7OzNfDZrk3J3OVAR/RR5TZMdmfk8MnGx06GInDJj1ypce9bga35Wsfut+BpYCemHjsvcjrFrFWa1Jsd+vj3rMDLW423a/9BzpdTHTG1E+BeP4F49DW/LcyE/G9fWhZqFHoJe+n4lf6zNwOvThidSiXxe2Dwbvn/M6Ugq1r4NGB9dRJTb5Pt7euPRpz4RKQcjJy5i094c5W6pXD4v7FoOPz7ldCQnZ9OfGKMvJiHC4Kf7ehMdrqQsIpXn0c8Xs2rHAeXuU6Qz9ykyMLh99FwO5HudDkXk1PgK8cwbS2G7oceeDZ6fhWfm+1jJ9UveWPQw7nW/Y9ZqWzTb3M/b5VoKznuSgnOfwEqqi3u1PQvdyN1P2M//Jvy7Z3BtnF0Ob0oCnc+0uOPjuRzI86o/ulQO04TCbPjsGjBDIHdvnYfx2TWkxobz5V29nI5GRKqAnAIft4yag8+ytJpMKodlgeWDscPAV+B0NCdv/QyMT64gJdrD1L/2IVxXt0WkkuR7TW7SvmSnTGftU2BZFi99v5J5m/Y5HYrIKXMv/xYrqQ5WjealH5R3gLAZ/wXLorDrMLufcGlMH67tizHrdCz58YhYu6dhQTauLfYsdM/CiZi1O1DQ63Y8CydC7v5Tek8SHPZkFzBiwiL1R5fK4XLBlHvgwHanI6k8q77H+OJemqXF8971nZ2ORkSqgBU7DvDIJPVHl0piGPDNw1VjD5M1P2J8di014iP44d7euFSRkfKStYuwX98kfPIIwr95CvfKqQB45nxCxMS/HnULm/56yc/j8+JeNJnwr58k/Iu/4fnjXcjdV/Swa+0Mwr98lLDvn8PIWF/s+8K+exbyMivuPcop0b5kp07NuE6S12cyb9M+/vvzaqdDESkX7s3zIS+T8Mkj7DsOztAM37KAggv/Drn77AI6UNhruF0EPwYjYwOYJmb1psd+3dXTMBt0A3c4xp51mK0HQVQiVmw1XHs3YUYlnPJ7k8D37ZLtfLFwKwNap+HRaEIqiumFpZNhyQSnI6l8cz+AhHT69nmIJy9sxeOTlzgdkQSLrF2ELZiAsWcdhEfja9gTX9N+9mM5e/HMH4tr9xqIjMfbciBm7fYlP09BDhFfPlLsLis8hoKB/weAe8mXuNf9ihWTirfT1Vhx1e2D8g8QPu1lCvo/oH1TAszY2Zvp1jCFQe3TcWtALhXF9MLqH2D2O05HUn5WfIUx/kbqXPwO393TmzNf+sXpiCTYWSZhv7+NlVQHb7/7MLJ24Zn1EVZUAt62g4vtb2bkZBA2/XV8jUpeoehe9g3ubYso7HwVhMfiXvwFYTPfo7DPPVCQjWfRZAq734QrYwOe+eMp7HcfAK4NMzHTWkBkfGW8YzlJPy7byYd/bODKLnWVu0+CiugnwbQscgt93PXJPLQKQqqKgl7D7c16DvIs+QIAb6vzwZtP2G9vAYZdQC9DYnTt3YCVWBvcYcd40RxcmxdQ2N9OvBgGcPCXyjIP/V1CwmOfL6Fn41Tio8JwaWablDfTZ8+i+fKvTkfinJ+exUqow7WnX87GPTm88+s6pyOSQHeMQbmZ3p6w3/+HFZ1CYd/7MHavxjN7NIXxNbDiax71VMaBHXbRvP8Dh91pn+uN/Vtwr/2Vwl7Dca+fiXvJl3hPvx6wNx73NeypAnqA+tvExbSvk0jd5Gg8bl0El3Jm+iBvP0wa7nQk5W/JBAxPBI2HvMFXd/XkvJdnOB2RBLP8LKyEdLztLoawSKzYapjVmuDas85eGR4WVXSoZ84nmOntMGu1KfGp3Btn4W07GCu1MQDe0y4l4usnMLJ3Q0EOhEdjVWuCGZmAe8X39jeZXtyrf6Gw9+0V/lbl1D331TL6NatOjYQITWA7QfppnQSXYfDAuIVs25/ndCgi5Sc6GWKrHbp5Iu1bbDXcK37EyN6Dt+MV9rF5mfatMNf+2ldw1LItI3M7VlyNY77k4bPQAazEurg2/Imxew3GgR2YibXL/W1K4Mrwt3VRAV0qgssNk26D3L1OR+IoY/KdsP4XHhnYlLNbVnc6HAl0hw3KrdhqmGktiwblrh3LMHL34e10FVZcdcwG3THTWmDsWV/iUxkHdmDFVrMvxPtvEXEHH9uJFZ+GlVgbX81WGFk7i17ftXWRNh4PYLmFPu7+dL7aukjFcLlh/E2Qs8fpSCrGgk/gi3tpWSuBCcO7Ox2NBLPIeLxdroWwSLAsjD3rcO1Zi3mwEO5n7FyJsXsN3pbnlfw8lklhp6tKXk1emIcVlWgX0nP2YuzbhBWVBIBrw5+Yac01Cz1I5BT4uGfMPI27T4KK6CfIZ1p88udGvlkcQr1UJeS5ti7E8BUSPu0/RHz9RNHNs3CS/fjm+UR8/USx7zHyD2CFRx39ZH4Fubg2z8fX4NAHRm/bQbh2LCds5vt42wyC6KQKeDcSyL5ZvJ0vF27VruFSvkwfzB0Fq75zOhLnmV6MMVfDrpX898r2tK6lwY4cwzEG5cauNZjVmtiPHeQ9/Qb74ngJjMyDRfQSWFFJGNl7oDAX177NRRuSu1fZG49rFnpgW7RlP29MW6ONyqR8mSb8/hqs+dHpSCrW7HfhmxGcVjeJj2/q6nQ0UgWEf/s04b+8gplcDzO9bbHHPCunYtbrUvo423BhVW8K4TFFd7lX/4IVHoOVUBOiEvA16kX4d8/gmTcWX+sLwPThXv0Lvqb9K/JtSTmbtX4v78xYh0+5+4QYlrZULzOvz2TT3lzO+890cgt9x/8GERE5Yckx4fx03xnERXl0dVxOnemDrO3wWlfIP+B0NIEjLg3r5p8piEjhjH9OZ1umVtfJsYV/838YuXvxpbXEe/oNeGa+jxWdBK4w3JtmY4XH4GsxoNTl4WG/vWX/PnrzMHL3Y6Y0xNt2cNGsNc+fo3BtWQDh0RR2vwkrOoWwaf+hsP/9KqIHgXC3i2/u6aW2LlI+fF7Yswre6gPefKejqRy97oP+j/Hjsh385YPZTkcjQczYuwkjLxPPgvH4arbG1+4i+4HsPYR/9yyF/R/Aik8r03O5ti7G8+f7eNtfjFn/9EMPFOTYbVvdYbjW/Y5xYDu+ZmcSNms0RvYufA16HNo/RQJWhMfFN/f0pk5SlHJ3GemndAIs4PbRc1VAFxGpQBnZBTw8caEK6FI+XG6YcLMK6Ec6sB1j1GDCrQK+ubsH0eH6SCjHVth1GIWn/wXX/q24F07C8Obj3jgLozCHwm43YtbtjOfPDzD2birx+40DO8Gbh7fNYAo7X4uRl0nY728f3AMFvF2upeC8Jyk49wmspLq4V9uz0I3c/YT9/G/Cv3sG10YVlgJVgc/k3jHzlbulfBjAuBtCp4AOMP1F+OUF+reowatXdnA6GgliVlIdzJqt8LYZhHv97/bmvIB7ywKsxPQTKKAvwjPrA3wNexYvoAOER9tFdNOHe/U0fE364Vn2LWZ8DQr63o977YxSPw9I4Mj3mtzz6Ty1ZDsBGjGVkWVZvPDtCpZuyzz+wSIickq+WrSdrxZtU1sXOTWmz14Kvl6bdZVo13KMTy4jPtLNN3f3cjoaCXBHDcotC8Jj8La/2O5l3uQMzLSW9mMlKOj/IIW9bsdKaYCV2pDCrtdh7NuCkbHh0EERsfaFr4JsXFsW4mvQDc/CiZi1O1DQ63Y8CydC7v5KesdyohZs3s9bv6xVWxc5NaYJM/4NO5c6HUnlm/o0/PYK57etxQsXtz3+8SJ+eQdwbV1U7C4rrgaG6YNCe7Wha+cKzJqty/R0rs3z8Pz5AWb9bvjaDi79uI2z7P7pUQkYe9ZhVW8O4VGYyfVx7dEG9sFgweb9vKmWbGWmInoZeE2TtbuyeXeGTgIiIpXl0UmLyc73YarrmJwM0wv7NsCPTzkdSWBbPwNj4i3UTYll7K3avFGOcIxBuRWdZPc4Nw4NJ6zYahi5+0p+Lk948bYsEXEQHoORd3RR/PCNx4096zCrN4eoRKzYarg0sy2g/euHlWzIyMFr6iK4nATTB5lb4JcXnI7EOd89gjXrbS7uWJunLmzldDQSJIycPXhmvg+H5WBj32as8Fj7ArVlYezdiJnS4PjPtXMlntmj8TXsidffCqYk/lno/l7ohoHdvwGwfIf+LgHvPz+uYvPeXOXuMlARvQw8LhcjJy7CqyszIiKVZk92ASMnLtLScDlJBoz/C3jV6/u4Fo+H7x6lc/1kXrq0ndPRSAA51qDcTK6Hkbm9qB0L2C1brOjko5+oMI/wL/6GsWvVofty90FBNlbs/7d312FyVOnbx++q7nHPxN3dXUlICBYsuLu7rfDDlxX2XRZfWGyBYAECBAsQIBAcAhECcXefyWhmprvq/aMyJEB0MjOnq/r7ua5cESL3DEk/fZ465zn1f/1zy0tkr5qlaOvtF4//alHuiEV5bCuLOLrx1VkK2ywzUQV2SHr7mriv3dakG6WZL+qsQc110xEdTceBD7g5zeVmN1XC9JdlFayTvW6Owj+9rWiHQ7yfUJInK1ImN6PB739xtFzatn3ighNVwvSX5dZt480031aw48v2sTCV7BXfy63XTkrJ8jJkN5O98gdZ+atkb1wsp06LmvyQUY3KIo5unEDt3hd8hvYiEnX05szV+nbpFtNRACDuvDt7rd5jrAv2lxOVvn1UWj3ddBL/+OpBud8+rrG9Guu6Q9qZToMYsadFudO0t+Q6Cs+cIBVtlL3kS9nr5ypaOTd150V5QrKc3NYKz35TVt4KWfmrlDDtOTkNOsjNavyrP3PnXeiS5GY3l738O1mbFssqXC8nu2ltfgpQBT8sz9OL3y5XlA1I2B/RiDR7grT4Y9NJzHNdWW9dKf08URcPa6VrRlGXsReWrYqB58sNJSph6oMKz3hF0TbDFG3jjeuzKu8GSkj93S+1V81U0nt3eD8vf6Ws0jzZGxcq6b07fvXF2rxsxy9yogot+lSRnS4PjXQ6TFZJnhK+eFTRNkPl1mlZQx8sasJ3S7foBWr3Xlmuyzn5PSkpj2jEvz7VhsI4utQEAGJIblqiptw4QhlJYdk2u9KxF44jbcuTHujBZaL7y7LlnvK81P5w3TBhtl6fvtp0IsSC0q0Kz3pd9saFUjhR0dZDvaPbliWrYJ3CMyfIylshNzVH0c5j5DTx5vjay79TwvTxKht7r/f7lJcoPPst2et+lpyInEZdFek+1rucrFJ5qRI+vV8VI2/wxr9IsgrWKvzdc7LKChXpfIScVoNr+zOAKshMCevTGw9WdmoCJ8qwd64rlRdJD/WWijaYThM77LDck8dJ7Q/XP96fr8c/Y7wsgJqTkRTWJzeOUE5aokKsu3eJJvoeuK6rv747V08xCx0AjDqqeyM9fHpv0zHgF69fLP34sukU/hROlnveJLkNu+vUJ6fpu6V5phMB8ClqN/bL29dKPzxtOkXsCSXKPW281HqEbntrjp77ZoXpRAACbHTnBnri7L6mY8QsxrnsRuVlos9+tcx0FACIe+/8uFYf/LSOsS7Ys2hEWvkdDfQDEdkm64UTZRWs1ovn91Wr3N8f+wWAffHOj2s1df4Gajf2LBqRVn0vTX/GdJLYFC2XNf50acXX+ssxnXRi7yamEwEIsA/nrGec6h7QRN8NLhMFgNhy65s/KcrhKeyJbUvvXm86hf+VbJE17jiFKor0zpWDlZkcNp0IgE/dPPEn1lPYM0vSW1d5I12wa5Ftsl48WVozQ/86oauO6tbIdCIAAfa3SXO5xn03aKLvApeJAkDs2VBYpsemLuGyE+yaE5WmPSmtm206STDkLZX1wglKTZA+vG6YwrxjBFAFq/JKdf9HC+TQIMWuOFHpq4ekDXNMJ4l95cWynjte2jBHD57aTSM71jedCEBArcor1ZOfs+7eFZZEu1AedfS3d+eajgEA+I3Hpi5WQWmFuM4Dv+K6UlmB9MnfTScJltXTZb1ytupnJuutK4eaTgPAp57+cpk2FJTJYTGOnTlRqXCtNPWfppP4R1mBrHHHyNq8WE+e2VND2uSaTgQgoB75ZLEKt7Hu/i2a6L/huq7+PXmBNhSWmY4CAPiN4vKo/j15vukYiDWWJX14m1TKJZjVbsH7st65Xp0bZ+mJs/uYTgPAh8oiju5+b55s2zIdBbHEDkmTbpQqSk0n8ZfSPFnPjpG1dYXGnddHfVvkmE4EIIAKyyK65wPW3b9FE30nXCYKALFv/LSVWr6lhONl8EQj0pqZ0oznTCcJrh+elj67R6M7N9TtR3c2nQaAD705a7XmrStQxOGiMkhyItKKb6T575lO4k/Fm2Q9M0Z20VqNv7CvujbONJ0IQAC9NG2llm4qVpTa/Qua6DvhMlEAiH0Rx9Xf3p2rEDvaIHmXib5zHReS1bQpd8md9bLOHdRc5w5uaToNAJ9xXemud+YobLP8hCQ7LE2+xXQKfytcK+vpIxXatllvXDZA7Rukm04EIGCijqu/vDNHIWr3L/hMbMdlogDgHx/OWa/vl21RJMpT8bjmRLwd6Gumm04SF6y3rpCWf6nbx3TgQjMA++3LRZv12YKN1O54F62Q5r4trZpmOon/bV0p6+kjFS7bqrevGKQWuammEwEImE/nb9RXizZRu7ejib4dl4kCgL/89d25CocoY3EtWiF9/BfTKeJHtELW+DOkLYv0xJk91blRhulEAHzm75PmMhs93lm29NEdplMEx5Ylsp4do8Rosd6/erCaZCebTgQgYP7yzhxq93Z0HyQ5rqv7P1rIZaIA4CMzV+br3R/X8FQ8XjlR6ZtHpOJNppPEl7ICWc+Nlb1ti16/dIDqpSeaTgTAR+atK9TrP6yidscrJyL98Iy0eZHpJMGycb6sZ45Ssso1+ZqhqkttBlCN5q0r1Kvfr6R2iya6XNdVXnE5l4kCgA/d/f480xFgSmSb9NVDplPEp4I1ssYdpyQrosnXDlVyOO7fTgLYD/dMXiCuoIpT0Yg09Z+mUwTT+p9kjTtGqaGIplw/TFkpYdOJAATIPZMXcH+kaKJLkh6cskhlEZ6oAIDfrNxSqme/XqYoBT2+OFHpywek0jzTSeLXhjmyXjpV2SkJev+aYabTAPCRdQXb9MTnS6jd8caJSl89IBWtN50kuFZPl/X88cpIkD69YbjSEmmkA6geGwvL9J9PFsmJ89od1010x3W1qahc479bYToKAKCKHpqySNsqoqZjoDaVF0nfPGo6BZZ+JmvipWpZL10vXzzQdBoAPvLfTxeraFtErhvfi/G44bpSWYH05YOmkwTfim9kvXiyslNsfXrDME6LAag2T3y+RJuLy+XEce2O61dUS9IDHy1gFzoA+Fh+SYUe+HhhXBfzuOI60hf3eYtxmDf7VemjOzSgda7+dWJ302kA+ERhWUT3frTAdAzUGlf65G/eQ3DUvKVTZY0/XXXTEzXlhoNEHx1AddhW4egf782VbcXvJaNx+3LqOK7WF5Tple9XmY4CADhAz361TBsKyuL+eFngua5UulX67nHTSbCzL+6TO+1Jndinia4a2dZ0GgA+8eK3y7Uqr5SxLkHnRKWtq7wLRVF7Fn4oa8K5apSVrI+uHy47bjs/AKrTxBmrtXxzcdyuu+P2pdSypPs/WqBybpcFAN8rizi6+715su34fSoeH1zps/8nlRebDoLfsN77o7Rwsq4/pK2O7dnYdBwAPlARdXX3e/MUonYHmx2SPrpDilaYThJ/5r4t642L1SI3Ve9fzf0lAA6c40r/+WRx3K6747KJ7jiuSsojemPGatNRAADV5M1Zq7VwfSE72oLKdaTiTdL3/zOdBLviRGW9ep607kfdd1JX9W2RYzoRAB9476e1WrmlhJFsQeU4Ut5y6ec3TCeJX7MnyHrrKrVvmKm3rxpqOg2AAJg4Y7U2FZbF5b0mcdlEt21LaUkJmn3bKN1+VGdmhAFAALiu9N+pi9nRFliWNPWfUmSb6SDYnYoSWS+cKKtwrV66sK+a5aSYTgQgxjnbazeVO6AsefeYuJz+NmrG89K7N6hbkyy9eukg02kA+Fx51NF/P1usOOyhx2ET3XWkwrXSM2OUsPILnTe0lebeOVp3HdtViXTTAcDX3p61VpuLykzHQHVzttfu6eNMJ8HeFG+SNe5YhSPFeu/qIcpIDptOBCDGTfhhlbaWMuojkErzpVkvmU4BSZr2pDT5FvVrWUfPXdDfdBoAPvfStytUUh41HaPWxWHX2JI+/7e07AtZz42VnjhY4aWf6KxBLTTn9lH65wndlEwzHQB8qTzq6H9fLmOkS9DYtvTpP6Rouekk2Bdblsh64USlJUgfXjuMy8wA7FFZxNFTXyyldgeNE5W+fpgTZLHkq4ekKX/VsHb19PhZfUynAeBjxeVRPf1V/NXu+FrWuK5UmidNf27Hj62eLuvFk6XHDlJo0WSd0q+5fr5jlO49uYfSEkPmsgIAquSFb5cr4nBsOFBKNkuzxptOgf2x6ntZr56rBlnJevPyIabTAIhxz32zXBVRanegRMukaU+ZToHf+uxf0uf36tAuDfXgqT1NpwHgY8/E4ea1OGuiO9KXD+z6afjaWbJePkN6dLDs+e9qbK/G+vG2UXrotF4cRQYAH8kvqdAr01YpwmI8GJyo9O1/2YXuR/MnyZr0B3Vrms2ONwB7lF9SofHTVlK7g8KJeA30bfmmk2BXPr5T+uZRHdOzie4+vpvpNAB8anNxuV76bkVc1e74aqJXlErf7+Vp+PqfZb16rqxHBsqeM1FHdW+oWbeM1GNn9lZ2Ks10APCD/325VOFQfJW4wHId6fv/mU6Bqpr2pPTF/RrduYH+78iOptMAiGFPfr5EtsUVo4HgSvr6P6ZTYE/e/7Pc75/WKf2a6vajO5tOA8Cnnvh8iaw4qt3x02FwItIPT0tlhfv28zfOl/X6hbIe7itr9is6tHN9Tb95pJ46p6/qpifWbFYAwAFZuqlYH89dH1dPxQMpWiH9+LJUvMl0EhyIj++QfnpNFw1tqTMHNDedBkCMWpVXqkk/raV2+100Iv043rsQHDHNevc66cdXdO7gFvrjYR1MxwHgQ6vySvX2rDVxU7vjp4lu2VXbybZ5saw3L5f1UG9ZM1/QyPa5+u6mg/Xs+f3UIDOp+nMCAKrFE58vYTe634USpG8eNZ0CB8p1ZU28TFrxje46ppNGdKhnOhGAGPXfqYup3X4XCnsjVBH7XFfWm5dLc97SZSNa68qD25pOBMCHHv00fmp3fHyU0Yi06GNpy5Kq/x55y2S9fY2sB3vI/uFpHdQmR9/8aYRevGiAmmQnV19WAEC1+GbJFs1dWxB3l50ERjQiLftCWv+T6SSoDtFyWeNPk7Ys0VNn9VLHBhmmEwGIQT+tLtA3SzbHzY62wIlGpPmTpE0LTCfBvnKisl6/UFo4WTeMbqsLh7YynQiAz8xfX6hP52+Ii9odH030UNi7lKw6bF0lTbpR1v3dZE17XINaZOiLPwzXq5cOUovc1Or5MwAA1eKxqUsUsuNnRlughMLS1w+bToHqtG2rrOfHyt6Wp4mXD2A8HoBdiqcdbYETCkuf32s6BfZXtELWK2dLyz7XzUd20OmMXgOwn/7zyaK4qN3B/whdR8pfIS3+uHp/38K10vs3ybq/q6xvHlHfJqn69IZheuPywWpbL616/ywAQJW8O3uNNhWWyXXZje4rlbV7wQemk6C6bV0l67mxSrIimnztMCWHg/9WFMD+mbpgoxauL+Qkmd84UWn1dGnVNNNJUBWRMlkvnSqt+k5/O6aTxvZqYjoRAB+ZtixPM1fmKeoEezd6fKxcvnlUqqkGStEG6cNbZd3XWdaXD6pnoyR9eN0wvXXlEHVsxFFlADCpIurqqS+WinW4D339sNdMR/Cs/0nW+DOUkxrWpKuHmk4DIAY9OnUxJ8n8pqp3kCF2VJTKev5Ead2PuvfErjqia0PTiQD4yLNfLVfIDnabOdgfnSRFyqWZL9b8n1OyWfr4Tln3dpb1+T3qVi+s964aoknXDFO3Jlk1/+cDAHbpxe9WqCIO5rMFSkVp7dRumLPkE1lvXqHW9TP0woUDTKcBEGPenrVG+SXlpmNgf0RKpZ9fN50CB6q8SNZzx0kb5+k/p3XnMnAA++y9n9aqpDxiOkaNCnYTPVohzXpJ2pZfe39maZ70yd+9nemf/kOdcqS3rhikydcOU58WObWXAwAgSdpaWqGXp62Mi4tOAsGJSD88I5UVmk6CmjZrvPTxXRrStq7uPr6b6TQAYkhF1NVr01dRu/0iWiH9+IpUXmw6CarDtq2yxh0ta8tS/e+sXhrYuo7pRAB8YFuFo4kz1gS6dge7iR5KkKY9YebP3rZV+uxfXjN9yl1qlxXVhEsHasr1wylCAFDLnv5yqWyOhfuDZUvfPW46BWrL5/fI/eEZndKvqS4b0cZ0GgAxZMIPq+LikrJACCVI0581nQLVqWSLrGfHyCpYpRfO76tezThdD2DvXv1+ZaBrd3A/MicirfhaWv+z2RxlhdIX93ljXibfqlbpZXrpogGa+ofhGt6urtlsABAnlm0u0WcLNgb6qXggOBFp6edS3jLTSVCLrHevlxZ9rD8e2lZHdWtkOg6AGDF3baHmryuQw+Xgsc11pI3zvEtFESxFG2Q9c6Ts4vV69eL+6sydbwD2YsbKfC3dVBzY2h3cJrodlr6NoZ1sFSXS1w97zfT3/6zmSSV65vx++uJPI3RIp/qm0wFA4L0+fXWgn4oHgh2WZowznQK1zYnKevUcaf3PevCUburdnPF3ADwvT1tpOgL2BReKBlfBGllPH6lQWZ4mXjZQbeulmU4EIMa9+O0KBbSHHuAmenmxNP9d0yl+L7JN+vYxWfd3lfXujWoSLtCTZ/fVN38+WEd24/ZrAKgpH81dr7JI1HQM7El5sTQvBms3al55saznT5BVvE7jL+yrJjnJphMBiAFvzlwjN6gr8aBwIt48dARX/nJZTx+hhIpCvXvlYDXLSTGdCEAMmzhjtekINSaYTfRohfTT61KkzHSS3YuUSd8/Jev+btLbV6uBtVmPnNFH0246WMf2bGw6HQAETkl5VJN/XsdIl1gVrZBmvypVlJpOAlOKN8oad5wSnFK9f9UQpSWGTScCYNjm4nJNmbeB2h2rohXSz29KpXmmk6CmbV4s69kxSnRKNPmaIWqYycNuALu2sahMn8wPZu0OZhM9lCD9+LLpFPsmWiFNHyfrgZ7SG5eqrrNBD5zaSz/cPFKn9G1qOh0ABMqbM9cw0iVWhRKkGc+bTgHTNi+S9cKJSk+09OF1Q2XzzxWIe69+zwWjMYsLRePLhrmyxh2jZKtCH103VHVSE00nAhCjXp4WzAtGg/cRSVLhemn5F6ZT7B8nIs16SdaDvaTXLlCd8tX654k9NPPWUTprYHPT6QAgEKYu2KjCbRWmY+C3XFfaslRaNc10EsSCld/Jeu0CNcpO0RuXDTGdBoBhn8zfoK2l1O6Y47pS/gr/rbtxYNbOkvXcsUoLR/XJDcOUmcypMQC/98m8DcorLjcdo9oFr4kejUg/jpdvp9i7jjR7gqyH+0qvnKOskmW667hu+vG2UbpgSCvT6QDA1yqirt75ca0qAni0zNdcR5rJLnTsZO7bst7/s3o0y9YjZ/Q2nQaAQRVRV69PXxXIY+G+5jrS90/7d92Nqlv1vaznT1RmkqVPbjhIqYnBaysBODARx9Ur368MXO0O3qtdKOyfUS574rrSnImyHhkojT9dGQWLdOvRnfXT7aN02Yg2ptMBgG+9NWuNEgJ4tMzX7JA0+zXTKRBrvn1M+uohHdG1of50eAfTaQAYNOEHRrrEHMuSZr1kOgVMWf6lrJdOVZ3UsD65YbgSw/z7BPBrrwawdgfro3EdaeN8af3PppNUH9eV5r0r679DpBdOUlreXP3p8I6ac8chumZUO9PpAMB3vl2yWZuLYvji6XjjONLq6VLeUtNJEIs+vFWaM1GXHtRKp/VnvB0Qr35eU6AF6wvlsOs5NjhRadX3UuFa00lg0uIpsl4+U/UzEjXl+oNEHx3AzhZtKNKPq/IVdYJTu4P1Mue60swXTaeoOQsny3p8hPTcWKVsnKXrRrfXvDsP0R8P68DFWwCwjxxXmjhzdeCOlvmWJW8MG7ArrivrjUukVd/pb8d20rB2dU0nAmDIy9NWSsFZh/ubZUmzXzWdArFgwfuyJlygJjkp+vC64fQlAPzKS9+tkG2ZTlF9gvUSZ4eknyaYTlHzFk+R9dRo6ZmjlLTuB11+cFvNvWO0bhnTSQE7KQEANeKtmWsCd7TM135+w3QCxLJImayXTpOVv0xPn9NL7Rukm04EwIA3Z66mhx5L5r5lOgFixZyJst64RC3rpmrSVcNMpwEQQ977aV2grs4ITgfBiUrLv5a2rjKdpPYs+1zW00dI/ztciau+1oXDWmvuHaN15zFdOEoFAHswa9VWrcorMR0DTkRaMlUq2mA6CWJdaZ6scccpVFagNy8bqDqpiaYTAahlm4rK9dXiTYE6Fu5LTlRaOU0qXGc6CWLJj6/Ieuc6dWyUqTevGGI6DYAYkV9SoRkr8gIzji04rVbLjt/j4Cu+ljXuGOnJUUpYPlXnDG6puXeO1j/GdlUS3XQA2KXXp69WxGGki1GWLc1503QK+MXWlbKeG6vkUFQfXjeUS8yAOPTR3A2yAnQs3JcsKz5Of2P//fCM9N4f1aNZtl6+eKDpNABixAdz1gdmN3pwVh+WJc1/z3QKs1Z9L+uFE6XHRyi85COdNqCFfr59lO45qYdSE4PzvxoAqsObM9cozOBGsyxbWviB6RTwk3U/yhp/puqkJerdq4aaTgOglk2Zt142XXSzLFua+7bpFIhV3z4mfXi7BrTO1TPn9TOdBkAM+HjueoUCMhg9GN0D15XW/igVrTedJDasmSHrpdOkR4cotPA9ndinqWbfdogePLWn0hLDptMBQExYvLFI89cVBuZome+4rrR+jlSwxnQS+M3ij2W9dZXaNcjQuPP7m04DoBat3FKqpZuKTceIX64jrZkpFa41nQSx7Mv7pU/v1ogO9fXfM3ubTgPAsMUbi7UyIKNUA9JEj0rz3zWdIvas/0nWK2dL/xkge+6bOrpHI82+baQePaO3MpNppgPAGzNWBeZome841G4cgJkvSJ/8XQe1r6e/HdfVdBoAteiDn9cpEmUcmxGuyxg27JtP/yF9+YAO79pI957cw3QaAIZN/nmdKgJQu4PRRLfD0gKOg+/WxnmyXrtA1sP9ZP00QYd3qa+Zt47UE2f34WIuAHHt7VlrA3O0zHdCYWnB+6ZTwM+m/lPujOd0+oBmuvigVqbTAKgln8zboHAoGMtY37FDPADHvvvwNrnfPa6xvZrwwBuIcx/N3aCEANRu/38EklSyWVo703SK2Ld5kayJl8p6qI+sWS/pkI519f3NI/TMef1UL51mOoD4szq/VIs2FJmOEZ9K86TV002ngM9Zb18rLf5ENx3eXkd2a2g6DoBa8MPyPBVti5iOEZ/ylksb55tOAR+x3vujtP2B981jOpqOA8CQaUu3qLjM/7Xb/030aIU0b5I4j78f8pbKeusqWQ/2kj19nIa3raPvbjpYL1w4QE2yk02nA4Ba9fnCjYE4WuYr0Qpp/vvebFXgQDgRWa+cJW2Yq4dP6a4eTbNMJwJQwyKOq0/mb2CkS22LVjDKBfvPdWW9fY00+zVdOLSVrj+0velEAAyIOK6mzPN/7fZ/Ez2UwHHwqspfIb17vawHusn6/kkNbpWpL/4wXC9fMlDNclJMpwOAWvHV4s2BOFrmK9RuVKfyYlnPHy+rZINevbg/GwKAOPDxXEa61LpQgrTgPdMp4EeuI2viJdK8d3XViNa6bEQb04kAGPDR3PW+r93+Ti9J0Yi05FPTKfytYI303p9k3ddV1rePqn+zdH32h4P0+mWD1bpemul0AFCjvl2yWY7DaaZa5USkxVNMp0CQFG2QNe44JTjb9N7VQ5SWyAXqQJBNXbBBDieRa1fFNmnVNNMp4FdOVNaE86TFU/THQ9vp3MEtTScCUMs+nb9RUZ+vu/3dRHei0vIvpHLm2VaLovXS5Ftk3ddZ1lcPq1fjZH183TC9ecUQdWyQYTodANSIgm0RzV1XIJfFeO1wotKKb6SyAtNJEDSbFsh68SRlJNn64Lqhsv39LhfAHuSVVGjWynwa6bXFcaQVX3kjXYCqilbIevkMafmXuv2oDjq1XzPTiQDUoq2lFZq+Is/XG9h8vrywpPmTTIcInuJN0ke3e830L+5V9wYJeu+aIXr3qqHq2jjTdDoAqHafL9ikiI+Lue/M5zg4asiKb2S9dpGaZKdowqWDTacBUIM+nLOea7FqjSstmWo6BIIgUibrxVOk1T/oH8d11jE9GplOBKAWTf55vfxcuv3dRLdtacFk0ymCq2SLNOWvsu7tLGvqP9W5rq23rxysD649SL2acXEXgOD4avEm5qLXFjvEPHTUrDkTZX1ws3o3z9GDp/UynQZADZkyb4NCtmU6RnywQ9Kyz0ynQFBUlMh6/gRp/U+6/+TuOrRzfdOJANSSj+eu93Xt9nfHoGCtlLfUdIrg25YvTf2nrHs7yfrkb2qfFdXrlw3Wx9cfpP6tckynA4ADNm1ZniKOv28K942tq6TNi0ynQNB984j09X90dPeGuvGwDqbTAKgB89YVakPhNtMx4kN5sbR2lukUCJKyQlnPHSdr0wL994yeGtaurulEAGrBkk3FWpVXYjpGlfm3iR6NSMs+N50ivpQVSp//2xvz8tHtap1eoZcvHqhPbxyuoW0pegD8q7QiqlkrtzIXvaZFK6SlHAdHLZl8szT3HV0xvJVO6tvUdBoANeCjORtUEeUheI1yotKyL7yvgepUmifr2aNk5S/Xs+f0Vr+WbNAD4sE3SzYr4tPa7d8mum17F5Oh9pUXS1896DXTP/g/tUgp1XMX9NPnfxyhkR05igXAn75Y6P/bwmOeHZJWfmc6BeKF68p6/SJp9Q/659jOGtwm13QiANXsh+VbFPbxsXDf4AE4akrJZllPHymrcI3GX9hXPZoyNhYIuunL82X7tHb7t4lu2d4N4TCnolT65lFZ93WRNekPappQqKfO6auv/jRCh3VuYDodAOyXr5dsVpi56DXL4gE4allkm6wXT5a1daXGndtbreulmU4EoBrNWJEvy/LnQtw37JC0lBPgqEFF62U9c6Tsko167ZL+6tggw3QiADVo+oo82T6t3f7tFpQVShvnmU4BSYqUSdOelHV/N1nvXKtGdr4eO7uvvr3pYB3NbdsAfGLGinyVR/x5rMw3ygqlTfNNp0C8Kc2TNe44hSoK9c4Vg5SdGjadCEA1Wbq5WIXbKkzHCLZtBdL62aZTIOi2rpL19BiFyvL11hUD1So31XQiADVkwfpClZRHTMeoEn820Z2otPxridm1sSVaLv3wjKwHuksTL1d9Z6MeOq23vr95pE7s3cR0OgDYo7KIox+Wb5HDSJea4TjSim+p3TAjf7ms509QSsjRh9cepLA/3wED+A3X9R6CU7triBORln5G7UbtyFsq65kjlRAp0ntXD1aTnGTTiQDUAMeVZq3Ml+PD2uLTJYTLKJdY5kSkmS/IeqiX9PpFyi1fo3tO7qkZt4zU6QOam04HALv1+cJNcuW/Yu4PjrTya9MhEM/WzJD1ylmqm56od68eZjoNgGryw/I8Xy7E/cFmHjpq16aFsp49SknuNn14zVDVS080nQhADZi2LM+XD8D92US3w9IKFuIxz4lKP74i6+G+0qvnKbt0pf4+tptm3TpK5w5uaTodAPzO14s3K2T7szTGPDvs7UQHTFr4oax3rlWHhpl6+rx+ptMAqAYzVuRxp0lNsW1pGfPQUcvW/yxr3LFKsSOacv0wxrABATTdp7Xbf4klb2zI6ummU2BfuY708+uyHukvvXymMouW6I5jumj27aN08UGtTKcDgF/8uHqrb+ezxTwnKq3+wXQKQJo+Tpr6Tx3cob7uPKaL6TQADtDMVfmmIwRXeTH3kMGMNTNkPXec0hNcfXrDcGUk00gHgmTGinzTEarEf01015XWzPQa6fAX15Xmvi3r0UHSi6coPX++/u/IzppzxyG6amRb0+kAQFHH1XdLtyjqw6NlMW/DHKmixHQKwPPJ3+XOfFFnD2yuC4bwQB/ws4LSiJZtLjYdI3hcV1o3m3noMGfld7JeOElZSZY+ueEgpSb6r30FYNe2llZouQ9rt/9ehZyItOwL0ylwoBa8L+uxg6Tnj1fKptm64dAOmnvHIbrh0PamkwGIcz+u2sps1eoWLZeWf2k6BfAr1ltXScs+0y1j2uuwzg1MxwFwAKYt3aKKqGM6RrA4FdIaTn/DsGWfyxp/mnJTEzTl+uFK5GZwIDC+82Ht9t8rUChBWjXNdApUl0Ufy3pylPTsMUreMENXjWyn+XeO1k1HdBRjiQGYsGB9oRJ8OJ8tpoUSmYeO2ONEZL18prRxgR45vYe6NckynQhAFc1Yka+QbZmOESyhRG8nOmDaoo9lvXq2GmQm6aPrDqJPAATE9BV5Cvusdvvz5Wf9z6YToLotnSrrf4dJTx+pxDXf6JLhbTTvjtG6/ejO4mEzgNq0YH2h6QjBtJImOmJQWaGs58fKLt2kCZf0V6PMZNOJAFTBzJX5si1/LcR9Ye2PphMAnnnvynrtQjWrk6LJ1x5kOg2AajB9eb4sn9Vu/7UnK0qkrStMp0BNWf6lrGePlp4arYQVn+u8Ia00987R+ttxXTm6BaBWLN1UrIjjr2NlMa9ks1Sw2nQKYNcK18kad5wS3TK9f80QZq4CPjR/faG2VURNxwiWaIW0ab7pFMAOP78ua+Llals/Q5OuHmo6DYADtHBDoUrKI6Zj7Bf/rRI2zONyk3iw8jtZzx8vPXGwwkun6IyBLTTn9lH6fyd2VzLNdAA1qCLqauVmLsCsNq4rrZ9jOgWwZxvnyXrxFGUmh/T+NcNMpwGwn6KOqx9XbZXLOrH6bFrgNdKBWDLrJemd69S5cZZev3yw6TQADoDjeuPY/HQfmb+6kdEKaR1HyuLK6umyXjxF+u8whRZ9oJP7NtPPd4zS/af0VFpi2HQ6AAH189oCRR3/FPOY5lRIG2iiwweWfynrjUvUPDddr146yHQaAPvph+VbFKF2V49ohbSaS0URo77/n/T+TerdPEcvXjTAdBoAB2DGinxfrbv91US3QtL6n0yngAnrfvQu/3pkkOx57+jYno30420j9fDpvZSRTDMdQPWav66Q3WzVxQ5LGzkODp/46TVp8i3q17KO7j+lp+k0APbDnDUFXAxeXawQm9cQ2755RPr4Lg1uU1dPndPXdBoAVbRkU5Gvard/kkqSbXMkPN5tmCNrwnmy/jNA9s+va0y3hpp1y0g9flYfZafSTAdQPRasL1LYR8U8plm2tHGe6RTAvvvqIbnfPq5jezbSdYe0M50GwD5aurnYdITgsG2a6Ih9n98jffYvjerUQA+f3st0GgBVsHSjv2q3/zoEHAmHJG1aIOuNi2U91EfW7Jc1ulM9Tb95pP53bl/VTU80nQ6Azy1YX2g6QrDQRIfPWO//SZr/nq4e2UbH925iOg6AfbBsE/eZVKv1P5tOAOzdlL9KXz+so7o31r9O7G46DYD9tGQTTfSaU7RRKs0znQKxZMsSWW9eIevBXrJmPK+D2+Xqu5tG6LkL+qtRZrLpdAB8avnmYpVHHNMxgqE0XyrZbDoFsH9cR9aE86U1M3TPCV00sHUd04kA7EVRWUT5JeWmYwRD/gqpjA0F8IkPbpY77Smd2Kep7jymi+k0APbD1tIKFZT65xJr/zTRXYcjZdi9/OWy3rlW1oM9ZP/wtIa2ztZXfxqu8RcPVJMcmukA9o/jSkt99lQ8ZrELHX4V2SbrxZNkFazW8+f1UavcVNOJAOyF33a0xSQnKq2ZYToFsF+sSTdIs17S2YOa66YjOpqOA2A/+Kl2+6eJ7kS5VBR7t3WVNOkPsu7vKuu7xzSgebq++MNwTbh0EItfAPtlztoCRaLsRj8g0QqOg8PfSrbIGnecQhVFeufKwcrkMnMgpi3aUKQKaveBcaPS5kWmUwD7x3VlvXmF9PNEXTysla4ZxZ0mgF8s2lDom3W3f5rooQTmoWPfFa6TPvg/r5n+9SPq0yRVU244SBOvGKz2DdJNpwPgAwvWFUqW6RQ+x6WiCIK8pbKeP0GpYVcfXjdMYf+8ewbizrJNxZTuA2UneONcAL9xHVmvXyQtfF/Xjmqjiw9qZToRgH2w1Ed3mvhrGbBliekE8JuiDdKHt8q6r7OsL+9XjwaJ+uCaoXr7yiHq2CjDdDoAMWzBhkKFbX+VyZhjh6RNC0ynAA7cmumyXj1b9TOT9daVQ02nAbAbSzcVKxyidh8Qy5LylptOAVSNE5H1yjnSkk910+EddNbA5qYTAdiLpZuKfFO7/ZGyUv5K0wngVyWbpY//Iuu+LrI++5e61gvrvauG6L1rhqlH0yzT6QDEoPnruFCrWrATHUGx4ANZ71yvzo2z9MTZfUynAbALyzb7Z65qTMuniQ4fi5bLGn+6tOJr/eWYTjqxdxPTiQDsgZ/uIvNPE92JSEXrTaeA35XmSZ/+Q9a9nWR9+nd1zHE18fLB+vC6g9S3RY7pdABiyOr8Um2riJqO4W9lRd54LSAofnha+uweje7cULcf3dl0GgC/scxHR8Jjlut490wBfhbZJuvFk6U1M/WvE7rqqG6NTCcCsBt+qt3+aaIXrvcKOlAdygqkz+6RdW9nWR/fqbYZEb166UBNuWG4BrfJNZ0OQAxwXe+CMhwAdrIhiKbcJXfWeJ07qLnOHdzSdBoAOymtiGpTUZnpGP5WvEmKlptOARy48mJZz42VNszRg6d208iO9U0nArALpRVRbSz0R+32TxOdhThqQnmR9OX93sz0ybeoVWqZXriwvz77wwgNb1/XdDoAhi3bVKyo45qO4U+uyxg2BJb11pXS8i91+5gOLMqBGLNko3+OhcekvGWmEwDVp6xA1rhjZG1erCfP7KkhbJgDYtLijUVy3dhfd/ujiR6toJijZlWUSF//x2umv/cnNUsq0jPn9deXfxqh0Z1ZHAPxalNxOU30qnIiUhGjXBBQ0QpZ48+QtizSE2f2VGcuKwdixuKNRaqIcoK5SqIRacsS0ymA6lWaJ+vZo2RtXaFx5/VhjCsQgxZvKFLEB+tufzTR5TKXDbUjsk367nFZ93WV9e71ahzaqifO7qdv/nwwc9SAOLS5qEyWZTqFX7lS4VrTIYCaU1Yg67mxsks3641LB6pBZpLpRADknSKzKd5V5HICHMFUvFHWM2NkF63V+Av7qmvjTNOJAOxkiU9qtz+a6HaCtJUj4ahF0XLp+//JeqC79OaVaqDNeviM3pr2fyM1the3ewPxYnNRucJ27BfzmGQncKkogq9gjaznxirRqtAH1wxVctgfb62BIFu2uVghanfVhBKk/BWmUwA1o3CtrGfGKLRts964bIDaN0g3nQjAdiu2lPiidvvjnb5lMVcVZkQrpBnPyXqwh/TGJaobWaf7Tump6TeP1Kn9mplOB6CGbS4ul+WDJ+IxybJooiM+bJgj66VTlZUc1vvXDDOdBoh76wv8cTlZzKKJjiDLXyHr6SMVLtuqt68YpBa5qaYTAZC3ec0P/NFEl9iJDrOcqDRrvKyHeksTzldO2SrdfUJ3zbx1lM4Z3MJ0OgA1ZHMRC/EDQhMd8WLpZ7ImXqKW9dL18sUDTacB4lpeiT8W4jErj3EuCLgtS2Q9O0aJ0WK9f/VgNclONp0IiHtbS/1Ru33URGcmOmKA60g/vSbrP/2kV85WVvFS3XlMV82+bZQuHNbKdDoA1WxzsT+KecxiJjriyewJ0kd3aEDrXN1zUg/TaYC4lV9SYTqCvxWsNp0AqHkb58t69mglq1yTrxmquumJphMBcS3PJ7XbH030bVu9Cx+BWOG60pw3ZT06SHrpNKUXLNQtYzrr59sP0RUj2phOB6CabC5mJ3qVOY5UvNF0CqB2fXGf3GlP6oTejXXVyLam0wBxqWBbhRzXNR3Dn8qKJCdiOgVQO9bNljXuGKWGIppy/TBlJodNJwLi1tZSmujVpzTfdAJg11xXmj9J1n+HSi+cqNQtP+sPh3fU3DsO0XWHtDOdDsABKiiNKOI4pmP4U+kW7/QOEGesSX+QFnyg6w9pq2N7NjYdB4g7risVl9EIrpKyQtMJgNq1erqs549XRoI09cbhSkukkQ6YEHVcFfmgdvujib4t33QCYO8WfijriYOlcccpeeNMXXNIe8278xD96fAOsv3xLw3ALmz1ydGymMMoF8Qr15E14Txp7Szdd1JX9WuZYzoREHeo3VW0Lc90AqD2rfhG1osnKzvF1qc3DFNymMU7YIIfdqP749WhhGIOH1nyiaynDpWeGaOktdN02Yi2mnfHaN06ppOox4D/MBe9ClxX2spMVcSxilJZL5woq3CtXrygr5rlpJhOBMQVLhetopItphMAZiydKmv86aqbnqgpNxzEuh0wIN8H6+7Yf2lwojwRhz8t+0LWM2Ok/x2mhJVf6oJhrTX3jtH6y7FdlEhVBnxjQyFz0febE5GK1plOAZhVslnWuGMVjhTrvauHKINZq0Ct4QF4FbiOVMq6G3Fs4YeyJpynRlnJ+uj64ZwmB2rZpqLYX3fH/suC63gXiwJ+teIbWc8dJz0xUuFln+rsQS015/ZRuvv4bhwVA3xgY2EZc9H3m8tCHJCkLUtkPX+C0hKkD68dxoIcqCVbisup3fvLiXIXGTD3LVlvXKwWual6/+phptMAcWVLSUXM1+7YfyvvuhRzBMPqH2S9eJL02HCFFn+oU/s310+3j9K/T+qh1MTY/6cIxKstxWWK8VoemypKTCcAYsPqH2S9eq4aZCXrzcuHmE4DxIWtpRXcbb2/XJe7yABJmj1B1ltXqX3DTL19JXUbqC35JeUxX7tjv3NnWexER7CsnSlr/OnSo4MVWjBJx/durNm3HaIHT+vFUW8gBm0uKpdtmU7hM5YtVZSaTgHEjvmTZE36g7o1zdbjZ/UxnQYIvLySconavX8siyY6UGnG89K7N6hb02y9eukg02mAuOCH2h37TXQ7RBMdwbT+Z1mvniPrkYGy50zU0d0batYtI/XfM3srO5VmOhArNhWVKxyK/XIZU2iiA7837Unpi/s0unMD3Tymo+k0QKDll1QoZMX4SjzW2CFOgAM7m/akNPkW9WtZR89d0N90GiDw8ksqFIrx3Wux3xWwbJ6II9g2zpf1+oWyHu4r66dXdVjn+pp+80g9eU5f1U1PNJ0OiHtbimP/gpOYQxMd2LWP75R+ek0XDmmpMwc0N50GCKz8kgrZMb4QjzmWzeY14Le+ekj65G8a1q4eJ8mAGpZfUiE7xh+Ax34TXaKYIz5sXixr4mWyHuota+aLGtUhV9/dNELPnt9PDTKTTKcD4taW4grTEfyJJjrwe64ra+Jl0opvdNcxnTSiQz3TiYBAyi8pNx3Bn9i8Bvze1P8nfXGfDu3SUA+e2tN0GiCw8nxQu2miA7Emb5mst6+W9UBP2dOf1UFtcvTNn0boxYsGqEl2sul0QNwpj0ZNR/AnLhYFdi1aLmv8adKWJXrqrF7q2CDDdCIgcPJKeABeJYxzAXbtozukbx7VMT2b6O7ju5lOAwRSvg9qtz+a6OXFphMAtW/rSundG2Q90F3WtCc0qEWGvvjDcL1yyUC1yE01nQ6IG06M3xAesyLbTCcAYte2rbKeO072tjxNvHwA49uAalYW4QF4lbDuBnbv/T/L/eEZndKvqW4/urPpNEDg+KF2+6OJ7sT+0wigxhSskd7/s6z7u8r69lH1a5qmT28YptcvH6zW9dJMpwMCL0IXvWrYiQ7sWcFqWc+NVZIV0eRrhyk57I+35YAfRCndVePyiQP2xHrnWunHV3Tu4Bb642EdTMcBAsUPtdsf79ad2H8aAdS4og3S5Ftk3d9F1lcPqVejJH183TC9ecUQjoIDNSjquKYj+BMz0YG9W/+TrPGnKyc1rElXDzWdBggMx6V2Vw2fN2CPXFfWm5dLc9/WZSNa68qD25pOBASGH2o3TXTAb4o3SR/dIevezrI+/7e6N0jQe9cM0aSrh6pr40zT6YDAidBErxqa6MC+WfKprDevUOv6GXrxogGm0wCBwAPwKvJBAwMwzonKeu0CaeFk3TC6rS4Y0sp0IiAQ/FC7fdJEj5hOAMSe0jzpk7/JureTrKl3q1MdS29fOVgfXHuQejfPMZ0OCAw/FPOYRBMd2Hezxksf36XBbepyYRlQDfywmw2Aj0UrZL1ytrTsc90ypoNOH9DcdCLA9/xQu2miA363bas09f/Juq+zrCl/VfusqF67bKA+vv4g9W9FMx04UDTRqyhCEx3YL5/fI/f7p3VKv6a6YkQb02kAX6N2VxWfN2CfRcpkvXSqtOo7/e2YThrbq4npRICv+aF2h00H2CdccALsXVmh9MW9sr57TOp7vloPvU4vXzxQK7aU6O0f18nhckSgStIS/VEqY44PdhIAscaadIPczCa68dCRapiVorySMtORAF+idlcRtRvYPxWlsp4/Ue45b+veE7urR7NsFZSWm04F+JIfarfluj6olPe08y5VBLDvElKk3ufIHXaDrPT6ptMAiDfUbqBqElLlnv++rEY9TCcBEG8e6i1tXmw6BeA/yVlyz50kq2FX00kA1CCfNNHbS0XrTacA/CmUICVnm04B+Fd6A+myL02n8J/7ukhbV5lOAfhTOFlKyjCdAvAvanfV0EQHqi6cJCVlmk4B+JcPanfs75WXJMsynQDwr2iFVLzRdArAv0IJphP4UyjRdALAvyLbvC8AqobaXTU+2F8HxKxImRRh3Q1UmQ9qtz8uFhVNdACAIZZPSmWs8cGbIABAQFkh0wkAAMD+8EHt9kdngJ3oAABTfFDMY1IoyXQCAEC8sqndVcJOdACAKT6o3f5oorMQBwCYwk70qmEnOgDAFGp3FdFEBwAY4oPaHfsJJSkxzXQCAEC8Cvnj+pCYw0x0AIApPliIxySb9zwAAEN8ULtjP6EkJaWbTgAAiFdJGaYT+BNNdACAKQmpphP4U3Km6QQAgHjlgw3U/miiJ9JEBwAYkpRlOoE/Mc4FAGBKMrW7SnjPAwAwxQe12x9NdHYBAgBMoQZVDTvRAQCm+GAhHpPYiQ4AMCUp9muQP5ro7EQHAJjCgrJqaKIDAEyhiV41PmhgAAACyge1O/ab6E6UmegAAHOSMrxahP0TpokOADAkOUtyIqZT+IsTZeMAAMAcH9Tu2G+iu44vhssDAAIqKVNyaaLvF9dhNxsAwJzkLK8WYd+5UUbYAQDM8UHtjv0mulwpkWIOADCEBeX+cyJSWj3TKQAA8coHR8JjEg/AAQCm+KB2+6CJLsa5AADMSc6SZJlO4T800QEAplC7q8BinAsAwBwf1G4fNNFtLhYFAJiTlCFZPiiXscQO00QHAJiTnO3VIuw7OyQlxf4uQABAQCVnxXztjv2ugB3iKD0AwJzkLK8WYd9ZtpTRyHQKAEC8Sq0jWbG9my3mWLaUkm06BQAgXqXEfu2O/Sa6ZUmZjU2nAADEq+Rs0wn8Kb2+6QQAgHiVkmM6gT/xeQMAmOKDGhT7TXSJJjoAwByawVWTmms6AQAgXvngcrKYxMWiAABTfFC7/dFET63LPFoAgBnpDUwn8KekdCmUaDoFACAeMQ60atLqmk4AAIhXPrjc2h+daTvETkAAQO1LqyuFEkyn8C8uFwUA1LaEVCkxzXQKf0pMYzc6AKD2Jab5onb7o4kuSRmMdAEA1LLMpqYT+BtNdABAbctuZjqBv/H5AwDUtix/1B7/NNEzG5lOAACIN1lNTCfwN46FAwBqW3Zz0wn8zSeNDABAgPikdvujie46XC4KAKh9mU28GoSqYRQbAKC2ZbegdleV67ATHQBQ+7Kb+6J2+6OJ7kQY5wIAqH1ZTb0ahP3nRKQ0mugAgFqW3YLaXVVORMryx25AAECAZLeQorFfu/3RRJfNOBcAQO3LbCJZIdMp/IlTZAAAE7KbU7urygqxEx0AUPuym0t27NdufzTRQ2FmswEAal92C18U85hkJ0i5bU2nAADEmzqtqd1VZYeknFamUwAA4k2dVr6o3f5ookvekXoAAGoTu7GqzrKkuu1MpwAAxBufXE4Ws/j8AQBqm09qj3+a6BmNvAU5AAC1wbKltHqmU/hbZmNf7CgAAAREYpqUkm06hb+l1pHCSaZTAADiRUKqlJJjOsU+8U8TPZwkZbIbHQBQS9Ib0AA+UDbj2AAAtYiaUz04BQ4AqC0+Ov3tnya6JNXrYDoBACBe1G1vOkEw1GltOgEAIF745Dh4zMvi8wgAqCU+qt3+aaI7UaleR9MpAADxon4nr/ag6lyHJjoAoPbktPBqD6rOdX21KxAA4HNZzX1Tu/3TRHcdmugAgNpTv5NvinnMciLs6AcA1J7sFl7tQdU5FVIuF4MDAGpJTkvf1G7/NNFDCVKDLqZTAADiRYNuXu1B1dkJ3sMIAABqQ71O3n0cqDo7zLobAFB7GnbzTe32TxNdYiY6AKD21Of00wGzLJroAIDa07iXZPlriRtzLNtraAAAUBsa9/RN7fZHykqJaVJGI9MpAABBl9nEqzk4cGn1pKRM0ykAAEGXXl9KyzWdIhjS60vJ2aZTAACCLr2BlJJjOsU+81cTXWIuOgCg5rF7unrVYy46AKCGsXu6evFeCABQ03xWu/3VRHeijHQBANS8+p18c7lJzHNdHoADAGpewx7U7uriOlL9zqZTAACCrmF3X9VufzXRXYeFOACg5tXv5DV/ceCcCu/NEQAANclnu9limhORGnY1nQIAEHQ+q93+aqKHErgpHABQ8xp082oODlwoUWo+0HQKAEDQNekj2WHTKYIhlCg17m06BQAg6Br38lXt9lcTXfKeiPvk1lYAgA9ZFqPDqlv9LlI4yXQKAEBQJaZL2c1MpwiWBp191dgAAPhMQqqU08J0iv3iv250QiqXnAAAak6dNjR8q1so7LujegAAH2nQhY1W1S2UKNXlYnAAQA1p0Nl3tdtfaSVvLnrT/qZTAACCqtkA5qFXNycqNelrOgUAIKgadvPWiahejXqYTgAACKqG3X1Xu/3XRHeiUrN+plMAAIKq+UBf3RDuD67UlCY6AKCGNOrhrRNRfaLlNNEBADWnYTffrbv910QPJUjNB5tOAQAIqhZDuFS0utlhqfkg0ykAAEHVuBe1u7rZCVJTNq8BAGpI417e6DAf8V8TXZLqtJJSckynAAAETUqOlNvGdIpgymoqpeaaTgEACJpQAheC1wTL8naih5NNJwEABE0oUarf2XSK/ebPJrrEsXAAQPVjx1XNatLHdAIAQNA06eO7nWy+EWI3OgCgBjTtJ4WTTKfYb/5sokcruFwUAFD9mg/0agyqX7SCB+AAgOrXcpjvZqr6RjQitRxqOgUAIGhaDvVqjM/4s4luh7xGBwAA1an5YG9+N6qfHeIBOACg+rUeIVn+XNbGPNv2Pr8AAFSn1iO8GuMz/ksseW+SmvblzRIAoPrYYalJb28GKKrfL7Wbzy8AoJqEk6Rm/VkX1hTL9sblMBcdAFBdwkm+7en6L3GlhFSpfifTKQAAQdGouy/nsvlKUoaU29Z0CgBAUDTtxzz0mhZKYBwbAKD6+Lh2+7eJ7jpS80GmUwAAgqLZAMmJmk4RbK7DsXAAQPVpdZAvZ6r6CnPRAQDVqeUw39ZufzfR24wynQIAEBTNBkpyTacINteV2h5qOgUAIChaH+zduYGaY9tSq+GmUwAAgsKn89AlPzfR7bDUZoR3vAwAgANhh6S2o7hUtKbZIW/XIGNzAAAHKiFFasxdJjWu8k4TajcA4ECFk727Nnw4D13ycxNd8uaiNxtgOgUAwO+a9vPmdaPmJSQzjg0AcOCaDZRCPPyuFaFEqQlz0QEAB6hZf19vhvZ3Ez1aIbU9xHQKAIDftR3t1RTUPGo3AKA6tBpG7a4tzEUHAFSHlv6u3f5uoocSpPaHm04BAPC7DkcyyqW2ULsBANWh9cHU7trCXHQAQHVoPcLXtdvfTXRJqt9JymhoOgUAwK8yGkkNOjNTtTbVbSdlNjGdAgDgV4npUqMe1O7aYtneEXxG3wEAqioh1fd3mfi/ie66UptRplMAAPyq7SFeLUHtcV3vIlcAAKqi1TDvsmrUnlAC49gAAFXX9hDf32Xi/ya6E/Vm2QIAUBXtD/NqCWqPS+0GAByATsf4eqaqL0UrpI5Hm04BAPCrTkf7vnb7v4keCnu72diJAADYX6EE7zSTz5+I+44dltqMpHYDAPafHZY6HuXVcNSeUILU4XAplGg6CQDAb0IJ3j1kPq/d/m+iS1JypjdXBwCA/dFsoJSYajpFfEpKl5r0NZ0CAOA3LYd56z/UvsQ0b5QOAAD7o+VB3vrP54LRRHciUrtDTacAAPhNu9G+P1LmW9EIs1UBAPuvM6NcjGGkCwCgKgIwykUKShPdCkldTzCdAgDgNwE4UuZbdshrhAAAsK8sW+p8LLXblFCCV7utYLQRAAC1wLK92hGA2h2M6mdZUm4bqUEX00kAAH5Rt533BWZYllSvo/cFAIB90WyAlJprOkV8S82VmvYznQIA4BfN+gemdgejiS55I13YjQ4A2FddT/RqB8xxIlK3E02nAAD4RUCOg/tatMK72BUAgH3R8ajA1O7gNNHtsNT9FNMpAAB+0eM0bxwYzLHDUvdTTacAAPhFl+MDcRzc10IJUpfjTKcAAPhFgGp3cJrokpTVVGrS23QKAECsa9xLymnhjRSBWdnNpCZ9TKcAAMS6xr2kzEamU0CSsptL9TubTgEAiHUNu0lZTUynqDbBaqJHKxjpAgDYu24nBuZIme9FK6RuJ5lOAQCIdZ2OlqKMYYsJTkTqOMZ0CgBArOt0dKBGqAariR5KkLqdzM5CAMDuWbY3/isgR8p8L5QgdT/Z+/8CAMDudDleCoVNp4DkjcPjThMAwN50HhuoEarBW7Gm15eaDTSdAgAQq1oOldLqmU6BnaXmSq0OMp0CABCr6neW6rQynQKVLEuq11Fq1NN0EgBArGrYTarXPlAbnYPXRGekCwBgT7oyyiXmMNIFALAnvc5glEusiVZIvc40nQIAEKt6nRW4dXfwmuihBO9omR2c4wIAgGoSSpS6Bud28MAIJUidj5PCSaaTAABiTShR6nkmo1xiTShB6nGaFE42nQQAEGvCyVLP0wO37g5eE12SUnKkVsNNpwAAxJq2h0hJGaZTYFeS0qW2o02nAADEmo5HSSnZplNgV5LSpU5HmU4BAIg1nY4K5Lo7mE30aIXU+2zTKQAAsabbyYE7UhYYjHQBAOxKn3Mlh1EuMcmJSL3PNZ0CABBrep8byNodzCZ6KEHqdDQXxwEAdkjJkTqNCdyRssAIJUgdjpCSs0wnAQDEipyWUuvhks0ol5hkh6VWw6TsFqaTAABiRU5LrzYEsHYHs4kuSbLYjQ4A2KHXWZLFfRkxLZTgzc4DAEDyLq4M4E62QHEi3sWvAABIUs8zAlu7g9tEt2yp34Xe1wCA+GZZ0oBLqAl+MOAy7/8XACC+2SGp9zmB3MkWKHbY+//EeywAgGVLfYJbu4Nb6SxLymwstR1lOgkAwLQ2o6SspjRnY51lSzktpDYjTScBAJjWdrSUXt90CuyLjIZS64NNpwAAmNZ2lJTewHSKGhPcJrokRSNSv4tMpwAAmNb/Yq8mIPZFI1L/S0ynAACY1udcardfRCu8sXkAgPjW+5xA1+5gN9FDYandaCmrmekkAABTspt7tSAUzCNlgVNZu3Namk4CADAlo6HU7lBqt1+EEqROR3mXuAMA4lNaXanDEYGu3cFuokuS63jzeAAA8anv+V4tgH+4jtT3AtMpAACm9OSiSt+xQ1wODgDxrPupkoI9PjX4TXQ77DVQAjrUHgCwB+Ekqc951AC/scPeMf6EFNNJAAC1zbK92s1FlT5jSYOv4j0XAMQjOyQNvDzwd5DFxzuT1Fyp4xjTKQAAta3zsVJKtukUqIqkDKnrCaZTAABqW8cxUnazwC/EA8eypIxGUpexppMAAGpb5+OkrCaBfwAe7I+ukhPxLpUDAMSX/pdITtR0ClSF63i7GQAA8WXYDdRuv3Ki0tDrTacAANS2YdfHRe2Ojya6HZZaDpUa9TCdBABQWxp2l5r29Y6WwX/skNSgi9Ssv+kkAIDa0nKY1LgXtduv7JDUoLPU+mDTSQAAtaX1CKlB17io3fHRRJekaIU05BrTKQAAtWXwVd5rP/wrWuGdJgAAxIdh10vRiOkUOBDRiDT0WtMpAAC1ZWj81O74aaKHErz5bDktTScBANS07BbePO1QgukkOBChBG++XkYj00kAADWtYTepzUgpxMWUvhYKe7sSG3YznQQAUNMadpdaD4+b2h0/TXTJm6866ErTKQAANW3wVZLrmk6B6mCJHW0AEA+GXMcJsqCIVkiDrzadAgBQ04ZcE1e1O76a6HZY6n22lJprOgkAoKak1fNe6+PkaXjg2WGp7/lSRkPTSQAANSWnpdR1LCfIgiKU4J0IzGpqOgkAoKZkN/cmfsRR7Y6vJrrkLcYHXm46BQCgpgy83HutR3BYNveaAECQDbpSchzTKVCtXGngZaZDAABqysDL4+70dxw20UNeMU/ONp0EAFDdkrOlAZfExc3gccUOS30vkNIbmE4CAKhuaXU5QRZElSfJkrNMJwEAVLeUHKnPeXFXu+OviS5J4WRpwMWmUwAAqtuAS7zXeASPHWI3OgAE0YBLOUEWVKFkr8kCAAiWfhfG1RiXSvHZRLdD0qCrpKQM00kAANUlKdO7UJRd6MFkh703a+n1TScBAFSXxPTtTXRqdyBZlnc5eGK66SQAgOqSkCoNuiIua3d8NtElKTHNOxoOAAiGAZd4BR3BZYekwVebTgEAqC59z/PWZQgmy/I2OQziTjIACIwBl8TtqK74baJbtvdUnN3oAOB/SRleczUOn4bHFTss9b9YSqtnOgkA4EAlZUjDbpRkmU6CmmSHpKHXSam5ppMAAA5UcpY07AavpxqH4vOjlnY8FR98lekkAIADNeASjgrHC3ajA0AwDLrSa6RbNNEDL5ToNV0AAP42+Kq4Pv0dv010aftC/BopvYHpJACAqkqr5y3M7PguaXHjl93odU0nAQBUVVpd77JoTpDFh8randXMdBIAQFWl1fMegMdx7abjEApLI24ynQIAUFUj/uztcEL8CCV4F4QDAPxp2I3eazniiCUd/H+mQwAAqmrY9XFfu2mi22GpzzlS3famkwAA9lfddlKf87zXcsQPOyQNvEzKbGI6CQBgf2U3l/pdRO2ON6Gw1ONUqX4n00kAAPuL2i2JJrrHiUqj/2I6BQBgf42+S3Jd0ylgghWSDrnTdAoAwP46+BbTCWCKE5UOucN0CgDA/hp5m7gInCa6J5QgdThCaj7IdBIAwL5qOdR77Q7F99PwuBUKS91Pkpr1N50EALCvGvWUepxC7Y5XoQSp/eFSswGmkwAA9lXjXt66i9pNE/0X0Yh02N9NpwAA7AvLkg77h+RETCeBSU5EOvIe7+8DACD2Hf4Pb92F+BWNSIfeZToFAGBfHfZ3avd2NNErhcJSk95S52NNJwEA7E3XE6VG3eN+Jlvcs8NSox5S91NNJwEA7E2HI6UWg9nJFu9CYW8nevvDTCcBAOxN+8Oo3Tuhib4zJ+rN143z22YBIKaFk7fPQndMJ0EscBzp0L9KiemmkwAAdscOezvZnKjpJIgFTlQa/Vc2QwBALLND1O7foIm+MzskZTeT+p5vOgkAYHcGXCplNJAsShgk2baUkiMNu950EgDA7vQ9X8pp6a23ADsk1W0rDbzMdBIAwO70u0iq04bavRPLdV3XdIiY4rpSebH0UC+paIPpNACAnaXmStfOlhLTTCdBrIlWSA/3lfKWmU4CANhZWj3pqulSUgZ3WODXKrZJD/eRtq4ynQQAsLPMxtJVP0jhFGr3TtjG91uW5Y0KOPxu00kAAL916N+kcJLpFIhJlvf3AwAQWw6/W0pMZRGO37PD0hH/z3QKAMBvHfH/JDuR2v0bNNF3JRSWup4gtRllOgkAoFKr4VLP05ifiV0LhaVOR0kth5lOAgCo1HaU1O1Eajd2LRSWOo6R2h9uOgkAoFL7w6ROR3OZ6C4wzmV3nKhUsMY7Gh7ZZjoNAMS3cLJ05TQpswkz2bB7TkTatFD67xAuwPGR8qj0jxkZemdZihJsVye2KdV13YtkWdJby5L1n5/StbYkpM45Ffq/3oXqnluxy99na7ml/q81+NWPZSc6+vYEbzzfvbPS9eLCVDVPj+rfg/PVKtP7O7J5m61TP6yjt4/YpGTWCkD1SUiRrvxeymhE7cbuOVGpaJ30UF+posR0GgCIbwmp3hiX9AbU7l1gJ/ru2CGvWXPQH0wnAQAc9AcpsymFHHtmh6X6naS+F5hOgv3w1+mZ+mpdkp46OE//HrxVryxO1cuLU/T9hgTd/G2WLu9SpHeP3KRedSt00ac5Kq7Y9bHSRVvDyk509MVxG375MmnMJknSvLywXliYqnEjt6hH3XL9e1bGL7/uqbmpOqNdCQ10oLoN/zMNdOydHZLSG0rD/2g6CaqoPCrd+X2G+k2or8Gv19O9s9JVuVXz09VJOva9XPV6tb6OnpSrj1ftfixjWVS66/sMDXq9nga9Xk+3fZepksiOmn/vrHT1nVBfx7+fq6UFO15XNm+zNfrtutoWqbEPEYgfw/9EA30PaKLviW1LQ66V6nUwnQQA4lf9TtLQa73XZGBvXFca/Rcpp6XpJNgH+WWWXlucorv6b1X33AoNaliu8zsWa9amBG3cZuvyrkU6ttU2NUuP6oquRcovt7W4YNfd7iUFYbXKjKheivPLl9xk55f/1i4ros51IhrZpExLtv8eW8osfbQqWae2ZfcjUK0adJUGX8UiHPvGDnl/X+p1NJ0EVbC7h+Hz8sK68otsndC6VBMP36xT25bqmi+zNS9v13X84dnp+m5Doh4fnqfHhufp+42JundWuiQehgO1on5nafCV1O494GVmXxzzkPS/wyQm3wBA7bIs6ZiHJV5+sa8sS7ITpGP/Iz17FLU7xv2wMVHpCa76198xouXizsU7/YwySdK2iPTMvFTlJkXVJnPXW80WbQ2rZcaux/g0SotqZVFIheWWft6SoEap3s/739w0nc7CG6heli0d+zCvv9g/rqRjHmTd7TOVD8OfHrnll3FrlQ/DVxWFNLBBuc7u4D2obpFRoimrk/TeimR1zCn63e81dW2STmlbqm65Xp0/rV2JXl6UIuk3D8PLyvSP6ZmSdjwMf+uITbXx4QLBZVle75OX3z1iybA3obDUbIDU80xpxnOm0wBAfOlzvtS0r+kU8JtQWGo5VOpznvT9/0ynwR6sLAqpSXpUE5cm678/p6vCkY5vXarLuhTL3n6C++t1iTr/0xy5rnTPoK1KS9j1u/vFBWFFHOnED+pofWlIfeuV66behaqf4qhX3Qr1r1+u/q/XV1aiq8eHb1FemaXJK1l4A9Wu3wVS416mU8BvKtfdPU6XZr5gOg320Z4ehi/eGlKF8/v75Qp3M5YtO9HRByuTdXTLUknS5JVJ6pTjNdR5GA7UsN7nsO7eB1wsui9cRyorlB7sJZVsNp0GAOJDRkPpqune5SbWrt9sA7vlulKkVPrPACl/hek02I1HfkrTU/PS1C4roj/1KtTGUlu3TcvSxZ2KdH4nb+faplJbG7fZ+mR1kh75OV3Pj9qinnV/f7noyLfqqk6So5t6F8qVdN+sDJVGLL166GaFtk+D2lJmKTPBVdj2ZqvWSXI0okmZ/vB1lvLLbF3RtUjHteJCeaDKMhp5F5JRu1EVriNtK5Ae7CmV5plOg33wzLxUvbU8RWe3L97tw/BKC7eGdex7uXpgSL5GNyv73e/105awrvo8R2tLvKLdPjuiFw/ZovTtD8+v+zJL769M/uVheLP0qE6ZnKu3uBgcODBp9aSrZ0iJ6dTuvWDA7L6wbCkxTTrsH6aTAED8OOJfUiiJQo6q2XmsC2JW2JaKKmz9e3C+etWt0KHNynRp5yK9vDj1l59TN8VRp5yILu9arCENyzR+Ueouf693j9yk50dtUZ96Fepbr0IPDs3X3PywZm1O+OXn1EnyGuj5ZZY+WOnNQv/rD5ka03ybnhu1RX+fnqn1Jbw9BqpszD3UblSdZUtJ6ay7faQkYml5YUjjF6XqHwO36k+9CvXcgjQ9M+/XtXpLmaWrPs9W77oVGtX09w10SVpRGFajtKieHZmnp0bkqSxq6e4ZO2af3zdkq74c610c3j03oqfnebvQ15WGdNLkOhr9dl1NXJpcox8vEEiH/V1KSKF27wNWCfvKDks9TpE6HWM6CQAEX4cjpM7HeEd7gaoKJUitDpL6nGs6CXajXnJUSSFXTdKcX36sVWZEa0tC+nFzWD9v+fVrQJvMiPLKdv0GPyWsX+1Ey012lJ3oaH3p79/uPj0/Tae29Y5/T9+YoGGNytQw1VGLjIhmb0n43c8HsA86HCl1PIrajQNjh6Wep0mdjzWdBPtgXx6Gbyq1dc7HdeRKenBo3u92qEtSUYWlm7/L1J96FmpAg3INaVSuvw/YqteWpGjDTnWch+FANes4Rup+svfai73is7Q/XMe7JGfVd1LhOtNpYMCHK5N05Rc5v/qxw5ptU16Zre82JP7u5x/fqkT/GFjwux/fvM3Wnd9n6st1iUoOuTquVamu616k8PZ6f++sdL24MFXN06P69+B8tcqM/vLrTv2wjt7myBqCLK2edOwjkhPlZnAcONf1dlcs+kjausp0GvxGj7oVKotaWloQ+qXWLSkIq0laVBOWpGp1UUhPHbzjSP/PeQnqnPP7i0WLKiwd/GY9PTQsXwMblEuS1pfYyiuz1Trz15eNbi239P6KZL15uDcL3bYkR96KPuqwAweoktQ63qWQ1G5UB9fxLrhb+Z1UuNZ0GuzBnh6GS14tPntKHUnSuJFbVCd519OElxSEVRKx1TFnx7i2zjkVclxL60pCqp/i/Orn//Zh+E29Cn71MLxB6q53uwPYSXqD7etuR7J5+LQv+CztD8uWEtKk4/7LMYc4taggrIObbNMXx2345ctf+2/VQ0PzfvVj/xmWpwTb1entSnb5+9z4VZaKKiy9PHqzHhiSr3eXp+jJuWmSpHl5Yb2wMFXjRm5Rj7rl+vesHUfYnpqbqjO4OAVBd9yjUnImi3BUD8vyRgsc87DpJNiF1plRjWi8TTd9m6V5eWF9vjZRj89J02ltS3RKmxJ9sz5Rz85P1bLCkB6cna4fNyfo3A7ehWXbItLG7bvT0hNc9alfrn9Mz/hlB/t1X2VrWKNydcj+ddP9mXlpOqXNjlrarU6FXl+SomkbErS4IKwuOb+ftw5gL459RErJoXajelSuu8c+xro7xu38MLxS5cPwkoilCz/NkW1Jz4/aogapzm5/n/op3gPvRVt3LHSXFHjfbpr26zpe+TD8tLbeWpuH4UAVWJb3GpuYTgN9P/CZ2l+hsNTmYKnfRaaTwIDFW8NqnxVRvRTnly+Zia6yk9xfvl8nydF9s9J1Yadidcv9/W658qh3xPz2vgVqmxVV3/oVOqzZNv2w0dvJvqQgrHZZEXWuE9HIJmW/vHnYUmbpo1XekTUgsPpdKLUbzXEyVK/K2t3rLNNJsAv3DNqq5ulRnfZRHf3p6yyd0b5EZ7UvUZc6ET08LF8TFqfomPfqauqaJD01Iu+XRfikFSkaOrH+L7/PPwduVeecCl08tY7O+riOmqRFdc/g/F/9WQXlliatSNZpOz3kvql3oT5fm6irvsjRTb0L1Cht94t8ALvQ70JvDBu1G9UpFJZaD5cGXGo6CfZgTw/DH/s5TSuKwvrnwK2SvAffG0ttFZZ7je6dH4Y3THU0rFGZbp2WpZ+2hDV7c1i3TsvSmOalv9u9zsNwoBr0v8RbHzGCbb9Yruvu+jwNds91pWi59NgwaeN802lQi8a+n6uz2pfo+Nalu/05ry5O0QM/puuDozYpLWHv/7wWbg3r8s+ydXKbUl3UuVgzNiXoys+z9f6YTXphYaqmbUjUUwfn6Z6Z6aqb7OjcjjTREVD1OkqXfCaFEtl1hOrnulJFifRwX6lgjek0ABAM9TtJF0+ldqPmRMulx4ZLG+aYToLdKCy3dNcPmfpwVZJSQq5Ob1+iK7oU64h362pp4e8bdGNblerugVv1+pIU3fRtluaf5o3K3Vpu6e7pGZq6JkmWJY1qWqY/9Sz81Zq6oNzSSZNzNfHwTUrZ/lsvyA/r+q+ytGlbSNd2L9SpbXe/VgcgqX5n6ZLttRv7hSZ6VUUj0qb50uPDpShPOuOB60q9Xq2vkU3K9HNegqKudHizbbq6W5ESQzt+zuHv1tUJrUt1cefivf6eZ35UR9M2JqpLnQo9P2qLUsPeP8frvszS+yuTlZXo6vHhW9QsPapTJufqLWahI6hCiV4DPbcdT8NRc6IRafmX0nPHei/YAICqCyd7tbtOG2o3ak40Im1eJD1+kBRhzjUAHJBwknTJ59TuKmKcS1WFwt7Oi4NvNp0EtWRNia3SqK3EkHT/kHz9qWeh3l6eov83c8fM8m83JGpdSUgnt9m33eK39CnQuJFbVBGVrv8q65cfv2/IVn051puv3j03oqfnpen0diVaVxrSSZPraPTbdTVxaXK1f4yAMaNuk+p2oJCjZoXCUquDpCHXmU4CAP43+i9SbltqN2pWKCzVbS+NvNV0EgDwv0PuoHYfAHaiHyjXkZ45ytvZhsDLL7OUlej+clr1g5VJ+sPX2Zpx4nqFbOnO7zO0qTSkh4bl79fvO3tzWCdOrquPj96opunR3/2Zp3yYqzcP36Qrv8jR0IZlOrz5Nh3zXl29fcSmPV7QAvhC64OlsyeaToF44kSlZ46UVnxjOgkA+FO7Q6UzXjWdAvHm2WOkpVNNpwAAf2ozSjrrddMpfI2d6AfKdaUTnpSSMk0nQS3ITnJ/Ne6xTWZEZVFLW7dfjvL52iSNarptj79HUYWlScuT5ez0+KptlncBaV7Z72dJPj0/Tae29S5Omb4xQcMalalhqqMWGRHN3pJw4B8UYFJqHemEJ7ymJlBrXOmkZ6WUHNNBAMB/0htIxz9O7UbtcqLee0ZqNwDsv9Rcanc1oIl+oOyQlF5fOuYh00lQwz5fm6gBr9VXaWTHj83NS1B2oqM6ya62lFlaWRRWn3p7npFfGrF03VfZmrV5RwP85y0JClmuWmX++gVta7ml91ck67S23ngY25IceY32qMPlTQiAY//jLYbskOkkiCd2WEqtK439r+kkAOAvluUtwhMzqN2oXXbIawIddb/pJADgP8c+LCVnU7sPEE306mCHpS7HSYOuNJ0ENahX3QolhVzd8l2WlhSENHVNov7fzAxd2Mm7QHRhfoKSQq6apv3+yV5xhaUt27ymd70UR4c23aa7vs/UnC1hfb8hQTd/l6Uz25coPeHX05WemZemU9qU/HKZaLc6FXp9SYqmbUjQ4oKwuuRwqS18rP9FUocjvddQoLaFwlL7w6VBV5hOAgD+MfAKqfUIZqnCjMp1d78LTScBAP/od6G37qZ2HzBmolcn15HGHSst/cx0EtSQhVvD+vsPGZq5OUFpCa5ObVOiK7oWy7KkScuT9ffpGfpi7Mbf/bqHZqfrjaUpmnKM998Kyy39fXqGpqz2Lgc9rlWpbuhRqMSdHgoWlFs6aXKuJh6+SSnbX+sW5Id1/VdZ2rQtpGu7F+rUtqU1/jEDNaLFYOmct2mgwzwnIj0zhvnoALA3jXpKF37MIhzmRSPS04dLq6aZTgIAsa35QOmcd70d6BbTDA4UTfTq5ESlsgLpv0OlratMpwGA2JTZRLr0Cyk5i+NkMM+JSKV50iODpOLfPwQFAEhKq+fV7rS6PACHeU5EKtkiPTqY2g0Au5PZePu6O5t1dzVhnEt1skPefMBTX5TCSabTAEDsCSd5r5FJmRRyxAY7LCXneBeN8ncSAH4vlCid9pJ3lwQNdMQCOyyl1JFOHkftBoBdCSdJp42Xkti4Vp1oole3UFhq0FUa82/TSQAg9oy5V2rYjaPgiC2hsNRikDTyVtNJACD2HHWv1LgPtRuxJRT2xhQccqfpJAAQe456wOtNUrurFU30mmCHpF5nSX3ONZ0EAGJHvwulXmfyJByxybKloddJHY8ynQQAYseAS7x1jc2yETHIsqXBV0ndTjSdBABix4BLpZ6nse6uAcxErymu681If/owadX3ptMAgFnNB0nnvsMxcMQ2x5Gi5dL/DpPWzjSdBgDMaj1COvN1FuGIba67o3avmWE6DQCY1eog6ayJ1O4awpaCmmJZkiVv9m9aPdNpAMCczMbea6G4DRwxzra9I49nviZlNTWdBgDMqdNaOvk50ymAvbMsr1l0+stSegPTaQDAnOwW1O4aRhO9JtlhKSVXOuV570IeAIg34STp1JekpAyehsMf7LB3g/2Zr3l/bwEg3iRlSKe/IiWkUrvhD5Xr7tNeYt0NID4lpHoXiSamUbtrEE30mhYKS037SWMf856SA0A8OeqB7ReJJphOAuy7UFjKbSudPI43oQDii2VJJzwp1WnFZWTwl1BYatRTOup+00kAoPYd+x+pXgfW3TWMJnptsENSl7HS6LtMJwGA2jPyVi40gX/ZYW8e8JH3mE4CALXn4Fukdodxhwn8yQ5Jvc6QDrrRdBIAqD3DbpC6Hs+6uxbQRK8tluXdHD7gUtNJAKDm9buQBQz8z7Klvud79RsAgq7rCV7t5vQs/G7krVLvc0ynAICa1+ssadRtplPEDct1Xdd0iLjiOtIr50hz3zKdBABqRqdjpJOf9RqQQFC8fBa1G0BwtRkpnf6qd8Ey9Rt+57qSXK92z3vHdBoAqBkdx3h3MMriAXgtoYle2xxHciPSs0dLK74xnQYAqleLwdLZb0pW2FuIA0HgOJJTIT19hLT6B9NpAKB6Ne0nnfOON0eVo+AIisp197hjpeVfmU4DANWrct1th3n4XYv4TNc225askLfTo25702kAoPrU7+S9tlkhGugIFtv2GktnTJCyW5hOAwDVp34n6czXvUsZaaAjSHZedzfoYjoNAFSfBl13rLtpoNcqPtsm2CEpIVU6e6KU3sB0GgA4cJlNvCfh4WQW4QgmOywlZUhnvS6l5JhOAwAHLqeldM7b3rqEi0QRRHZISkiWzn6Lh+AAgiGnJetug2iimxIKS2kNpLPekBLTTacBgKpLzvYKeUqu99oGBFUoQcpu6Y09SM42nQYAqi69wfbXshxqN4LNDns1+5y3pLS6ptMAQNWl1fMefidnU7sNoYluUigs1esgnf6ylJBiOg0A7L9wsnTGK1KdVhRyxIdQWKrf0XtwlJRpOg0A7L/kbG8RntGI2o34EApLmU290UVsYAPgR0kZ0lkTpYzG1G6DaKKbZoel5oOk0172mlEA4BehROnk56QmfTkGjvhih6WGXb3RLizGAfhJQqp05mtSbhsW4YgvobA3R/jUF7yTZQDgF+Ek6bTx3kYeardRNNFjgR2SWg71dqTTSAfgB6FE6ZQXpLajmMWG+GSHpca9pTMneE0pAIh1oQTp1Belxr14+I34ZIeklgdJYx/n/SsAf7Bs6YSnvM231G7jaKLHCjsktRwmnfaS95QJAGJVOMlbhNNAR7yzQ1LT/jwEBxD7LFs6/gmp1XBqN+KbbUtdjpNO+B8NKQCxzQ55tbvjGGp3jKCJHkvskPfG9tQXvV2eABBrwkneDvQ2IynkgOT9O2gxhIfgAGKXZUvHPCx1PtZrIALxzrKlzsdIJ49j3Q0gNoUSpJOelboe771mISZYruu6pkPgN5yotOhj6eUzpGi56TQA4Kncgd76YBrowG85UWnRR9trd4XpNADgCSVIxz/pNQxZhAO/5kSlxVO82h0pM50GADzhJOnk56W2h/DwO8bQRI9VTlRa9KH08pksxgGYF06STn1Jaj2CBjqwO44jzZ8kvXqO5ERMpwEQ78LJ3gXgjF8Dds+JSss+l146VaooNZ0GQLxLSPHW3a0OonbHIJroscxxpIXvS6+cTSMdgDk00IF95zrSnDel1y7wFuYAYEJimnT6K9svIqN2A3vkRKUV30gvniSVF5tOAyBeJaZJp78qNR9I7Y5RNNFjXWUj/dVzOWIGoPaFk6RTx0utuYgM2GeuIy34QJpwHrvaANS+5CzpzNelxj25OBHYV05EWj1dev54qazQdBoA8SYpUzrrdalxL2p3DKOJ7geVT8ZfOlUqKzCdBkC8SEzzLhHlKBmw/5yotPoH6YWTpG35ptMAiBepudI5b0v1OrAIB/aXE5HW/ig9d5y0bavpNADiRUqOdPabUoMu1O4YRxPdL5yItGmhV9AL15lOAyDo0up5u9gadKaQA1XlRKTNS6TnjpUK1phOAyDoMhpJ574jZbeUQtRuoEqciLRhrvTs0VJpnuk0AIIuNVc65x2pXnvW3T5AE91PohGpeL1X0DcvNp0GQFDVaS2d/Za3GGcRDhyYaEQq2Sg9e4y0aYHpNACCKru5dO4kKaOhFEownQbwt8oNbOOOlYrWm04DIKjSG0jnvivltGLd7RM00f0mGpHKC71Zbaunm04DIGia9PZ2oCdmUMiB6hKNSBXF0vMnSKummU4DIGhy20rnTZJScqndQHWpfAj+3PHShjmm0wAImnodvRnoaQ2o3T5CE92PnIhX1F8+Q1r0kek0AIKi3aHSyc95RZyjZED1ciLenPSXz5QWTjadBkBQNOsvnf4KD7+BmhCNSNEy6eWzpMUfm04DIChaHyyd+oIUSqJ2+4xtOgCqwA57xzRPf1nqcarpNACCoPfZ0mnjpVAiDXSgJthhyU7w/p31OM10GgBB0P1kb4RLEg10oEaEwlI4WTrjVanPuabTAAiC3udIZ77mvbZQu32Hneh+5rqSZUmTb5W+etB0GgB+NfyP0sE373hNAVBzKv+dfXib9OUDptMA8CPLkg6+RTroRmo3UBsq/519+YD00e3e9wFgf1iWdMhfpCFXU7t9jCZ6UHzzqDT5Zu+oOADsCzskjbmXnTWAKd88Ik2+hdoNYN8lpEpjH5M6Hc0CHKhtrivNfVt6/SIpss10GgB+kZAiHf+k1HEMtdvnaKIHhetIS6ZKr54rbcs3nQZArEvKlE56WmozUrKY7AUY4TrS0s+lV8+RSvNMpwEQ6zIaeWMl6nf2HoQDqH1OVFo7S3rxZKl4o+k0AGJden3p9Felht2o3QFAEz1InIi0dZX0wonSpoWm0wCIVXXbeYU8uxnzzwHTnIhUuF566RRp3WzTaQDEqkY9vQZ6So53NxIAc6IRqWi99PxYaeN802kAxKr6naQzX5fS6jP/PCBoogdN5Q3ir5wtLfrIdBoAsab9YdKJT3MTOBBLnIi3s+3Ny6XZE0ynARBrOh8rHf+Et4ONh99AbIhGvJEu40+Tln5mOg2AWNNmlHTKc6y7A4YmehA5jmRJ+vgv0hf3mU4DIFYMu0EaeYvkSrIZ4QLEFNfxRit99ZB3aRlz0gFI0rAbpVG3eu/vqd1AbKms1R/fKX31IBeOAvAMukIafZf3bUa4BApN9KCb+4408VKprNB0EgCmJGVIxz3qXUIGILa5jrTsS29Oeslm02kAmJKQKh39gNT9ZNNJAOyLBe9Lb1zKHSdAPEvOlsY+KnU40nQS1BCa6EHnRKS85d6sVeakA/GnXkfptPHMPwf8JBqRijdIL53qXV4GIL7U7+wdAc9pxQ42wC+c7XPSXz5TWj3ddBoAta1xb+mU56WMBqy7A4wmejyIRiSnXHr9EmnuW6bTAKgtXU+Qjn3EK+LMYQP8pXJO+ltXST++bDoNgNrS5zzpiH9KVojaDfiNE/HGJn5wk/Td46bTAKgtAy6RDv27N1aZBnqg0USPF5WzVqc9JU2+WaooNZ0IQE0JJUqj/yINvGzHv30A/uO6kmVJ3zwqfXirFK0wnQhATUnOko5+UOpy3I5/+wD86+eJ0ltXMlYVCLKkTOnY/0idjzGdBLWEJnq8caJS3lLplXOk9T+ZTgOgutXrKJ30jFS3PUfAgaBwHWnDXGnCedLG+abTAKhuTXpLJz8nZTRkBxsQFE5E2rpaGn86624giBr1kE55QcpsRO2OIzTR41E0IsmVPrxN+vZRbhEHgsCypP4XS4f+VZLNEXAgaKIRyY16O9K/e5zaDQSBZUkDr5BG3+l9n0U4ECxOxHsQ/u4N0vRxptMAqC79LpQOv1uSxbo7ztBEj3eLp0hvXCIVbTCdBEBVpTeQxv5XajPSdBIAtWHJp17tLlxnOgmAqkrNlcY+JrUbbToJgJpUOZ5p1nhp0o2MdwH8LCnDG73W9XhGr8UpmujxLhqRygul1y+WFk42nQbA/uo4xrs8NDGdp+BAvIhGpIpi79LROW+aTgNgf7UcKp34tJRah93nQLxwolLRemniZd7DcAD+0mKwdPwTjF6LczTR4RV0O+QdD598qxTZZjoRgL1JTJMO+4fU5xzJcSSby0OBuFJ5afDMF6X3/sjONsAPQonSiD9LQ6/zdrBxdwkQXyrX3d8/7Y1no3YDsS8hRRp5qzTwMu/9Nw30uEYTHTs4UWnzYum186V1s02nAbA7TXpLJz4jZTVlAQ7EOyfijXV57UJpxdem0wDYnSa9pbGPS7ltvAdgAOLXL7vSL5eWfGI6DYDdadrP232e3Zx1NyTRRMdvRSPeXKevHpSm/lOqKDWdCEClcJI09HrpoD9IcnkKDsDjRLym3Bf3SZ/+Q4pWmE4EoFI4WTr4/6TBV3knxxi9BkDasSv9h2ekybewKx2IJeEkacRN0pBr2H2OX6GJjl1zolLBGm/eKk/HAfNaDpOOeUjKacEONgC75jrSxvle7V41zXQaAM36e7vPIHLvMAAAEuZJREFUs1swdg3ArjlRqXiDtyt98RTTaQA0HyQd9yi7z7FLNNGxe5VPx2eNlz64SSrZYjoREH9S60iH/k3qebq325Sn4AD2JBrxdrr+8Iz00R1SaZ7pRED8ScqURt0m9buAHWwA9o5d6YB5SRnSqNul/hex7sZu0UTH3jkRqazIu7jsx5dNpwHiR8/TvctDk9Ip4gD2jxPxFuEf3CzNetG7xBBAzet0tDTmXik1lx1sAPZP5a70N6+QFn1sOg0QP9od6p36TqtH7cYe0UTHvnEc7xjqkqnS29dIeUtNJwKCK7etdPSDUssh3g42xrcAqIrK14+V33q1e8Nc04mA4MpsIo35t9ThiB27SgFgf1W+fsx7V/rg/6S8ZaYTAcGV3VwafZfU5ThqN/YJTXTsn2hEcqPSJ3+Tvv6Pt9MNQPUIJUpDr9t+caikUILZPACCofLS8K//I029WyovNp0ICI5QotT/YmnkzZKdyMWhAKpHNCLJlb56UPr839RuoDolpklDrpWGXivJpnZjn9FER9W4jrRlqfd0fMH7ptMA/tf6YOmoe6Wcluw8B1AznKhUvFGadKM0923TaQD/63ysd29JVhNJlvewCgCqkxOVSrd449lmv8J4NuBAWJbU7SSvdjN2DVVAEx1VV3ncZdkX0vs3Set+NJ0I8J8GXaRD/yq1GckFJgBqXmXtXvih10znmDiw/5r0lg7/p9SsP8e/AdS8ytGqq3+Q3r1RWjPddCLAf5r0kY68x6vhjExFFdFEx4GLRryiPmu8NOUuqWCN6URA7MtsLB18s3d5qONwhAxA7ao8Jj7tCe+YePEm04mA2JfVVBp1h9T9JB58A6h90Yi3ZpjxgvTxHVLRBtOJgNiX0Ug65A6px6k7/g0BVUQTHdXHiXi7cb58wPtSXmQ6ERB7kjK8+WuDr5KsEEUcgFlORIqWS18+KH39sFRWaDoREHuSMrw7SwZfJWanAjDOiUiRcunTf0jf/ter4wB+LZwsDbrSu2/MDlO7US1ooqP6OVFpW7700Z3SzOe97wPxzg5Lfc/zdp8nZXL0G0BscaJeA/2z/ydNe1KKlJlOBJhnh6ReZ0ujbpOSs6jdAGKL60j5K6VP/irNnuB9H4h3li11GSuNvkvKbMTYFlQrmuioGZUzpjbOlz68VVrwgelEgDmdjvbmnme38L7PxWMAYpHrSnK94+FT/irNepEH4YhfbQ+RDv+HVLe992+D2g0gFlXey7BlqfTJ36SfXqOZjvhU2Tw/+P+k3LbcWYIaQRMdNavyhWvdbOnTu6X573KjOOJHu0OlEX/2LjGhiAPwi8oLzLYskT66Q5rzpulEQO2wLKnDkdLwP0mNelC7AfgHzXTEK8uWup4gjbhJym1D7UaNoomO2lH5QrZxvjT1n9LPb1DUEUyWLXU+Vjroj1KDzlw8BsC/Kmv32h+lj26XFk8xnQioGXbI2702/E/eznMW4AD86pdm+hLpk7/TTEdw2SGp64le87xOK2o3agVNdNSunZ+QT/2nNPtVr8kI+J0dlrqf7F1cUqc1RRxAcFQ+DFw1Tfr839KC9zlVhmAIJUg9TvNqd3ZzajeA4KCZjqCyQ1K3k7zmeU5LajdqFU10mFF5VHzrKumzf0kzX+RWcfhTOFnqdaY07AYps/GOv9sAEDSVzfRNC6Uv7vUehEcrTKcC9l9CitT7bGno9VJ6A0kuF48BCKZfNdP/Jv30Os10+JMdkrqfIg3/s5TTgnU3jKCJDrMcx5s/WbTe290243mposR0KmDvEtOlfhdIQ66RUuqIBTiAuFG5aClcJ331oDR9nFRWaDoVsHdJGVLfytqdLcniwlAA8aGymZ6/Qvr6YWnGC1J5kelUwN4lZXinxgZfLWU38x4Cse6GITTRERtcV5IrlZdIM8ZJ056UNi82nQr4vewWUt/zpH4XSolpYgEOIG5V1u6KUumHp6VvH5fyl5tOBfxeVjOpz7nSgEukhFRv8U3tBhCPKnehU7sR6+p1kPpdJPU6wzv9LdE8h3E00RF7ohEpFJYWfyJ995i04AOOnMEsy5bajfaKeNtR3t9HLgsFgB2ciPdaOe9db4fbim9MJ0K8q6zdfS+U2h1C7QaA3/qldk+Svn1UWvaF6USId3ZIan+ENOBSqdWwHb0hIEbQREfsqpy9WrBG+vYxb4d6yRbTqRBP0upKvc6W+l8oZTahiAPA3lS+Tq79UZr2hPTzG4x6Qe1KbyD1Pstrnmc2onYDwN5EK7yLljcvkr79rzTrZamswHQqxJPUXKn3OdKAi6WMRjt6QUCMoYmO2Oe63u4hNyrNfk2a9ri0errpVAiy5gO9Xeedj/OOe3PsGwD2jxP1XjsjZdKcid6dJ8u/2D4CBqhmliW1Gu7NO+94pLxRa9RuANgvlae/I2XSrJekaU9J638ymwnB1ri31P9iqduJ2+s2tRuxjSY6/KXyKfnaWdKM57wdbsWbTKdCECRnS11P8Oal1uuw4+8aAODAVL6ebl3tnSqb+RLzV1E9UnKknmdI/S+SclpSuwGgulS+nq6Z6TXUf35dKtpgOhWCIK2ut1mt11lS457UbvgKTXT4kxP1nlC6rrTkU+nH8d4c1vJi08ngJwmpUocjpG4nSW0P8WawSVxYAgA1ofJkmR3y5q7OeE6a85ZUUWI6GfwknCS1GSV1PVHqfLRkhSVL1G4AqAmO473GStKSqdKPL0vz3mFUG/ZPYrrUcYzU/RSp9YgdvZzK9TfgEzTR4X+V87IiZdLcd6TZL0uLp3hPNIHfCiV4i+9uJ3mFPCGFmWsAUNsqX3fLS6SfJnjjXlZ+azoVYlUo0bvYu8vxUsejpMRUdq4BQG3bed09b5I0+xVp0Yesu7FroUTvgu9uJ3sb18JJrLvhezTRESyVC6rSfOmn17zCvvJbZrDGO8uWWg71dq11GSslZ7L4BoBYsfO4l7lvSfMnScu/8hZaiF+hRKnNwV7jvNPRUmIatRsAYkXl6/G2gh3r7hVfs+6Od5YttRzmzTjvcryUlE7tRqDQREdwVb5YF6z1FuULP/COj0fKTCdDbbDDUrMB3sK720ne7DUKOADEtp0X5Qve83a6LfpIKi8ynQy1IZTgHfPucrzU6RgW3wDgB5Wv04XrpNmvSgs/lFZ8xQ71eGGHpeYDpQ5HSt1PltLqUbsRWDTRER8qX8Qrtnkz1Be8Ly2cLBWsNp0M1SmzsTfbvN2hUpuR7FoDAD+rfP2OVkhLP/NmsM6f5C3SERypdaRWw7363flYKSmD2g0AfvXLurtEWvypt+Ze9KG0dZXpZKhOWU13rLtbH8yYNcQNmuiIP07EO2Zk2dLGed4ut4UfSKumeReWwj8qn3q3He3NWavXYfvFdVFmrQFAkOxcu9fMlOa+7TXUN8wxnQz7K5wkNR/kLbrbHiI16Oz9f2XxDQDBsnPt3rTIO2G2cLI39oVd6v4SSpRaDPbqdvsjpLptWXcjLtFER3xzXa+4Vx4dXzjZu5R0+VdS3lLT6bArWU29i0F/2W3OU28AiCs7L9pK86Vln0vLv/Rq97rZkuuYToidWZbUsLs3pqXNKO/hdzjJq9122PvvAIDgY5e6v2S38C4GbTfaOzGWkMK6G3GPJjqws50XdEUbpKVTvUX58q+kTfO5KKW2WZZUr5O3Y635QKnVQVJGQ556AwB2cCKSLMkOSeXF0vKvpeVfeLV7zQwpWm46Yfyp09q70Lv1wVLbUVJy1o7TfnbIbDYAgHk771IvXOvV7lXfeafD1/5I7a5toQSpQTepaV+paT9v13lWU29jgutSu4HtaKIDexKNSPb24l5WKK2cJq38xivuq76XygpMJwyWlBypSW+pSV+paX+p+QBvNqrrSI4jhWiaAwD2wolKcr0HrZEyr14v+9xrqq/+3mu0o/pkt5Aa95Qa95Ka9PG+TsrYftovSu0GAOzdzg/EoxXeybIVX3k1fOV33GVW3bKabW+Y95WaDZIadfNGtjiOt/amdgO7RBMd2B87FxXXkbYs8WazbpgrbfjZ+zp/OTvW90VWM6l+R6leR6lBV2+3eU4L779Ft+9MsG2zGQEA/rfzg1jXkbaultbO8ur2+u1ftixhDMy+yGoqNeq5o2HepI+UnOn9t2i5ZCcwngUAcOB2HrsqSUUbtzfVp3mnzDbOl4o3ms3oFyk5UoMu2zeq9fNOeKfV9f4bo9WA/UITHThQTkRyteNpbUWpV9TXzfYuPKv8UrTBaExjspp5F37W7+Q1zBt2k+q2kxJSvf/uRL03STztBgDUFie6/aH49sV5pEzatFBaO9Or2evnSOt/is8Fuh2SMptKdVpJOa280Sz1O0tN+3gLcWn7ojvkPfAGAKA27LxbXfLuNNu0UNo4x/t60wJvHZ6/fMcIsXhhh6Wclt46u257Kbedt/au194bqSYxVg2oBjTRgZoSrdi+m7qyyG/1inveMu842taV3iUqW7d/uzTPaNwqS8mRMptImY13fJ3V1Ftw12v/m2a5w0UkAGDYqlWrNGrUKD322GP6y1/+ory8PJ1wwgk6+eST9ec//1lLlizRgAED9O9//1vp6emm49au39bu0jxp0yJvQV6w2qvbBaulgjXet/3aZA8ne6e/KpvkdVpJddpIuW2lrCY77hxxne1za8OcDgMAxKZohbeTurJ2RSu8ur1+jtdY37RAyl8hFa33NraVF5nNW1WhBCm9obfezm3rNcvrtvPW3dnNdnz8TmT7JjXW3UB1o4kO1DYn4i1K7fCvd3BFtkkFa6W85V5TvWCVVLLZe8JeVuA14X/59vavq/vouR2SEjO8WaZJ6d7Xld9Pq7tTk7yZV6jTG0jhpB2/3nUlp0KSzc5yAIhRlU30Pn366LbbbtOiRYt0ww03qEWLFrr99tuVnJysyy+/XJdddpnOPfdc03FjgxPdcaH1zrU7WuEtyvNXeF8KVnsPx0s2eYv0sqKdvi70vq6Jy9LskJSU6T3YTs6SkrOltFwprd6vv2Q09Gp5ev1dfGyMYgEABEhlfQsl/vrHK0ql4k1S4TqpcM325vr2BnvhOu/r4g1ezY6UerW+JliWFE6RUutIqblSal3v22l1vW+n15cyGnlr74wGO06DSTvW3TzkBmoVXS6gttm7+WcXTt5+dLrl9qNq2vtR6fISb1G+rVAq2+rNfNX252Ku6337l+dk7o7bteV6i+XkzO2N8nQpMe3XDfHfqtyNtqcGuWX9/k0KACAmXX755erYsaM6duyov//97xozZoyGDBkiSRo0aJCWLFliOGEMsUOSdnH8OZTgnb7KaupdiK1dPCT/rWiFt4AvL97eYN/+cLxyRIod3vG1Fdr+7d98v3K3fDhFSs7YcerrtyobCLJ2P/N0dx8bACCmcbJsL3ZX3xJSvA1h2c2233lWOSZmN3XSdaRIufcQPFrmbX6rKPMa7BWVX0q80XB2yPv9wylSQrK3xg8nS+FEKZTkrZXDid5afHc7xfeldrPuBoygiQ7EGsva96NXianel/QGNZtJ8hbsFGoACIxmzZr98u3k5GQ1adLkV98vL6+BHdNBtq8nsELbF86VF3LWJBrkABB4jz/+uB555JFfTpZ99tlnvzpZNmHCBE6W7Y5tS9rLGteyvYZ4QvKef57jeGv5Az3VRe0GYhbnPgAAAOJQKPTrBZrNcWAAAHyn8mTZUUcdpdzc3F9OlvXp04eTZbXJthmLBgQcqyUAAAAAAAAf4mQZANQOmugAAAAAAAA+xMkyAKgdvLoCAAAAAAAAALAbXCwKAAAQR5o2bar58+f/6semTJnyq+/ffffdtRkJAAAAAGIaO9EBAAAAAAAAANgNy3Vd13QIAAAAAAAAAABiETvRAQAAAAAAAADYDZroAAAAAAAAAADsBk10AAAAAAAAAAB2gyY6AAAAAAAAAAC7QRMdcWPVqlXq0KGDPv30U40cOVK9evXSX//6Vy1YsEDHH3+8evbsqUsuuURFRUWmowIAAAAAAACIEWHTAYDa9vjjj+uRRx7RokWLdMMNN+izzz7T7bffruTkZF1++eWaMGGCzj33XNMxAQAAAAAAAMQAdqIj7lx++eXq2LGjjjrqKOXm5mrMmDEaMmSI+vTpo0GDBmnJkiWmIwIAAAAAAACIETTREXeaNWv2y7eTk5PVpEmTX32/vLzcRCwAAAAAAAAAMYgmOuJOKBT61fdtm38GAAAAAAAAAHaN7iEAAAAAAAAAALtBEx0AAAAAAAAAgN2giQ4AAAAAAAAAwG5Yruu6pkMAAAAAAAAAABCL2IkOAAAAAAAAAMBu0EQHAAAAAAAAAGA3aKIDAAAAAAAAALAbNNEBAAAAAAAAANgNmugAAAAAAAAAAOwGTXQAAAAAAAAAAHaDJjoAAAAAAAAAALtBEx0AAAAAAAAAgN2giQ4AAAAAAAAAwG7QRAcAAAAAAAAAYDdoogMAAAAAAAAAsBv/H02JsNGgWFkRAAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 12 }, { "cell_type": "markdown", @@ -299,15 +589,13 @@ }, { "cell_type": "code", - "execution_count": null, "id": "0374f8ee", "metadata": { "ExecuteTime": { - "end_time": "2025-09-01T05:52:21.285504Z", - "start_time": "2025-07-03T10:13:30.265456Z" + "end_time": "2025-10-18T14:29:13.668147Z", + "start_time": "2025-10-18T14:28:52.985385Z" } }, - "outputs": [], "source": [ "# breakdown of names into surname, middle name and first name\n", "# retrieve all rows whose name is identified as simple, and delete rows whose identified_name is null or empty\n", @@ -321,19 +609,100 @@ "]\n", "\n", "df_simple[[\"name\", \"surname\", \"middle_name\", \"first_name\"]].head()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + " name surname middle_name first_name\n", + "0 dikoko pamitshefu fabrice dikoko pamitshefu fabrice\n", + "1 epenge djongesongo jonas epenge djongesongo jonas\n", + "2 eyongoyongo shako michel eyongoyongo shako michel\n", + "3 kassongo osango israel kassongo osango israel\n", + "4 okawonga ongondjo alphonse okawonga ongondjo alphonse" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
namesurnamemiddle_namefirst_name
0dikoko pamitshefu fabricedikokopamitshefufabrice
1epenge djongesongo jonasepengedjongesongojonas
2eyongoyongo shako micheleyongoyongoshakomichel
3kassongo osango israelkassongoosangoisrael
4okawonga ongondjo alphonseokawongaongondjoalphonse
\n", + "
" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 13 }, { "cell_type": "code", - "execution_count": null, "id": "f2924f79", "metadata": { "ExecuteTime": { - "end_time": "2025-09-01T05:52:21.291922Z", - "start_time": "2025-07-03T10:13:57.540461Z" + "end_time": "2025-10-18T14:29:20.616212Z", + "start_time": "2025-10-18T14:29:13.852470Z" } }, - "outputs": [], "source": [ "# Simple distribution of first names (display of the 10 most popular first names)\n", "sns.countplot(\n", @@ -345,32 +714,150 @@ "plt.ylabel(\"First name\")\n", "plt.tight_layout()\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 14 }, { "cell_type": "code", - "execution_count": null, "id": "76979895", "metadata": { "ExecuteTime": { - "end_time": "2025-09-01T05:52:21.295116Z", - "start_time": "2025-07-03T10:14:12.462839Z" + "end_time": "2025-10-18T14:29:21.763185Z", + "start_time": "2025-10-18T14:29:20.674299Z" } }, - "outputs": [], "source": [ "firstnames = df_simple[\"first_name\"].value_counts()\n", "df_firstnames = firstnames.reset_index()\n", "df_firstnames.columns = [\"First name\", \"quantity\"]\n", "df_firstnames.head(10)" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + " First name quantity\n", + "0 jean 89561\n", + "1 joseph 39365\n", + "2 esther 36778\n", + "3 marie 34401\n", + "4 dorcas 31094\n", + "5 grace 31052\n", + "6 david 30970\n", + "7 ruth 30733\n", + "8 sarah 30188\n", + "9 moise 29789" + ], + "text/html": [ + "
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First namequantity
0jean89561
1joseph39365
2esther36778
3marie34401
4dorcas31094
5grace31052
6david30970
7ruth30733
8sarah30188
9moise29789
\n", + "
" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 15 }, { "cell_type": "code", - "execution_count": null, "id": "61e35f38-96da-4d04-9779-9b3409adeae6", - "metadata": {}, - "outputs": [], + "metadata": { + "ExecuteTime": { + "end_time": "2025-10-18T14:29:22.721214Z", + "start_time": "2025-10-18T14:29:21.950690Z" + } + }, "source": [ "# Most common first name by province\n", "top_names = (\n", @@ -404,7 +891,24 @@ "plt.title(\"Most common first name by province\")\n", "plt.axis(\"off\")\n", "plt.show()" - ] + ], + "outputs": [ + { + "ename": "KeyError", + "evalue": "'province_clean'", + "output_type": "error", + "traceback": [ + "\u001B[31m---------------------------------------------------------------------------\u001B[39m", + "\u001B[31mKeyError\u001B[39m Traceback (most recent call last)", + "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[16]\u001B[39m\u001B[32m, line 3\u001B[39m\n\u001B[32m 1\u001B[39m \u001B[38;5;66;03m# Most common first name by province\u001B[39;00m\n\u001B[32m 2\u001B[39m top_names = (\n\u001B[32m----> \u001B[39m\u001B[32m3\u001B[39m \u001B[43mdf_simple\u001B[49m\u001B[43m.\u001B[49m\u001B[43mgroupby\u001B[49m\u001B[43m(\u001B[49m\u001B[43m[\u001B[49m\u001B[33;43m\"\u001B[39;49m\u001B[33;43mprovince_clean\u001B[39;49m\u001B[33;43m\"\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[33;43m\"\u001B[39;49m\u001B[33;43mfirst_name\u001B[39;49m\u001B[33;43m\"\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m)\u001B[49m.size().reset_index(name=\u001B[33m\"\u001B[39m\u001B[33mcount\u001B[39m\u001B[33m\"\u001B[39m)\n\u001B[32m 4\u001B[39m )\n\u001B[32m 5\u001B[39m top_names = top_names.sort_values([\u001B[33m\"\u001B[39m\u001B[33mprovince_clean\u001B[39m\u001B[33m\"\u001B[39m, \u001B[33m\"\u001B[39m\u001B[33mcount\u001B[39m\u001B[33m\"\u001B[39m], ascending=[\u001B[38;5;28;01mTrue\u001B[39;00m, \u001B[38;5;28;01mFalse\u001B[39;00m])\n\u001B[32m 6\u001B[39m top_names = top_names.drop_duplicates(subset=\u001B[33m\"\u001B[39m\u001B[33mprovince_clean\u001B[39m\u001B[33m\"\u001B[39m, keep=\u001B[33m\"\u001B[39m\u001B[33mfirst\u001B[39m\u001B[33m\"\u001B[39m)\n", + "\u001B[36mFile \u001B[39m\u001B[32m~/dev/community/analysis/drc-ners-nlp/.venv/lib/python3.11/site-packages/pandas/core/frame.py:9210\u001B[39m, in \u001B[36mDataFrame.groupby\u001B[39m\u001B[34m(self, by, axis, level, as_index, sort, group_keys, observed, dropna)\u001B[39m\n\u001B[32m 9207\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m level \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m \u001B[38;5;129;01mand\u001B[39;00m by \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[32m 9208\u001B[39m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m(\u001B[33m\"\u001B[39m\u001B[33mYou have to supply one of \u001B[39m\u001B[33m'\u001B[39m\u001B[33mby\u001B[39m\u001B[33m'\u001B[39m\u001B[33m and \u001B[39m\u001B[33m'\u001B[39m\u001B[33mlevel\u001B[39m\u001B[33m'\u001B[39m\u001B[33m\"\u001B[39m)\n\u001B[32m-> \u001B[39m\u001B[32m9210\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[43mDataFrameGroupBy\u001B[49m\u001B[43m(\u001B[49m\n\u001B[32m 9211\u001B[39m \u001B[43m \u001B[49m\u001B[43mobj\u001B[49m\u001B[43m=\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m,\u001B[49m\n\u001B[32m 9212\u001B[39m \u001B[43m \u001B[49m\u001B[43mkeys\u001B[49m\u001B[43m=\u001B[49m\u001B[43mby\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 9213\u001B[39m \u001B[43m \u001B[49m\u001B[43maxis\u001B[49m\u001B[43m=\u001B[49m\u001B[43maxis\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 9214\u001B[39m \u001B[43m \u001B[49m\u001B[43mlevel\u001B[49m\u001B[43m=\u001B[49m\u001B[43mlevel\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 9215\u001B[39m \u001B[43m \u001B[49m\u001B[43mas_index\u001B[49m\u001B[43m=\u001B[49m\u001B[43mas_index\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 9216\u001B[39m \u001B[43m \u001B[49m\u001B[43msort\u001B[49m\u001B[43m=\u001B[49m\u001B[43msort\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 9217\u001B[39m \u001B[43m \u001B[49m\u001B[43mgroup_keys\u001B[49m\u001B[43m=\u001B[49m\u001B[43mgroup_keys\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 9218\u001B[39m \u001B[43m \u001B[49m\u001B[43mobserved\u001B[49m\u001B[43m=\u001B[49m\u001B[43mobserved\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 9219\u001B[39m \u001B[43m \u001B[49m\u001B[43mdropna\u001B[49m\u001B[43m=\u001B[49m\u001B[43mdropna\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 9220\u001B[39m \u001B[43m\u001B[49m\u001B[43m)\u001B[49m\n", + "\u001B[36mFile \u001B[39m\u001B[32m~/dev/community/analysis/drc-ners-nlp/.venv/lib/python3.11/site-packages/pandas/core/groupby/groupby.py:1331\u001B[39m, in \u001B[36mGroupBy.__init__\u001B[39m\u001B[34m(self, obj, keys, axis, level, grouper, exclusions, selection, as_index, sort, group_keys, observed, dropna)\u001B[39m\n\u001B[32m 1328\u001B[39m \u001B[38;5;28mself\u001B[39m.dropna = dropna\n\u001B[32m 1330\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m grouper \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[32m-> \u001B[39m\u001B[32m1331\u001B[39m grouper, exclusions, obj = \u001B[43mget_grouper\u001B[49m\u001B[43m(\u001B[49m\n\u001B[32m 1332\u001B[39m \u001B[43m \u001B[49m\u001B[43mobj\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1333\u001B[39m \u001B[43m \u001B[49m\u001B[43mkeys\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1334\u001B[39m \u001B[43m \u001B[49m\u001B[43maxis\u001B[49m\u001B[43m=\u001B[49m\u001B[43maxis\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1335\u001B[39m \u001B[43m \u001B[49m\u001B[43mlevel\u001B[49m\u001B[43m=\u001B[49m\u001B[43mlevel\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1336\u001B[39m \u001B[43m \u001B[49m\u001B[43msort\u001B[49m\u001B[43m=\u001B[49m\u001B[43msort\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1337\u001B[39m \u001B[43m \u001B[49m\u001B[43mobserved\u001B[49m\u001B[43m=\u001B[49m\u001B[38;5;28;43;01mFalse\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[38;5;28;43;01mif\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[43mobserved\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;129;43;01mis\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[43mlib\u001B[49m\u001B[43m.\u001B[49m\u001B[43mno_default\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43;01melse\u001B[39;49;00m\u001B[43m \u001B[49m\u001B[43mobserved\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1338\u001B[39m \u001B[43m \u001B[49m\u001B[43mdropna\u001B[49m\u001B[43m=\u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m.\u001B[49m\u001B[43mdropna\u001B[49m\u001B[43m,\u001B[49m\n\u001B[32m 1339\u001B[39m \u001B[43m \u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 1341\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m observed \u001B[38;5;129;01mis\u001B[39;00m lib.no_default:\n\u001B[32m 1342\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28many\u001B[39m(ping._passed_categorical \u001B[38;5;28;01mfor\u001B[39;00m ping \u001B[38;5;129;01min\u001B[39;00m grouper.groupings):\n", + "\u001B[36mFile \u001B[39m\u001B[32m~/dev/community/analysis/drc-ners-nlp/.venv/lib/python3.11/site-packages/pandas/core/groupby/grouper.py:1043\u001B[39m, in \u001B[36mget_grouper\u001B[39m\u001B[34m(obj, key, axis, level, sort, observed, validate, dropna)\u001B[39m\n\u001B[32m 1041\u001B[39m in_axis, level, gpr = \u001B[38;5;28;01mFalse\u001B[39;00m, gpr, \u001B[38;5;28;01mNone\u001B[39;00m\n\u001B[32m 1042\u001B[39m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[32m-> \u001B[39m\u001B[32m1043\u001B[39m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mKeyError\u001B[39;00m(gpr)\n\u001B[32m 1044\u001B[39m \u001B[38;5;28;01melif\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(gpr, Grouper) \u001B[38;5;129;01mand\u001B[39;00m gpr.key \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[32m 1045\u001B[39m \u001B[38;5;66;03m# Add key to exclusions\u001B[39;00m\n\u001B[32m 1046\u001B[39m exclusions.add(gpr.key)\n", + "\u001B[31mKeyError\u001B[39m: 'province_clean'" + ] + } + ], + "execution_count": 16 }, { "cell_type": "code", @@ -412,7 +916,7 @@ "id": "5022f136-3174-406d-acf0-dee379969213", "metadata": { "ExecuteTime": { - "end_time": "2025-09-01T05:52:21.307190Z", + "end_time": "2025-10-18T14:29:22.736874Z", "start_time": "2025-07-03T10:14:18.776729Z" } }, @@ -446,7 +950,7 @@ "id": "cfeec858-ad7e-4173-9262-a7d6e08a31d9", "metadata": { "ExecuteTime": { - "end_time": "2025-09-01T05:52:21.310439Z", + "end_time": "2025-10-18T14:29:22.741724Z", "start_time": "2025-07-03T10:14:25.149415Z" } }, diff --git a/src/notebooks/names.ipynb b/src/notebooks/names.ipynb index 066005c..f55d347 100644 --- a/src/notebooks/names.ipynb +++ b/src/notebooks/names.ipynb @@ -10,12 +10,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "initial_id", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:41:26.227960Z", - "start_time": "2025-09-28T21:41:26.224407Z" + "end_time": "2025-10-18T14:30:45.750501Z", + "start_time": "2025-10-18T14:30:45.747812Z" } }, "outputs": [], @@ -30,12 +30,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "584a6fcfcbea71e4", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:41:26.471906Z", - "start_time": "2025-09-28T21:41:26.234143Z" + "end_time": "2025-10-18T14:30:45.917748Z", + "start_time": "2025-10-18T14:30:45.764409Z" } }, "outputs": [], @@ -58,15 +58,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "f1a69290-a9c0-40d0-9fe8-a06d8a466671", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:41:26.481898Z", - "start_time": "2025-09-28T21:41:26.478191Z" + "end_time": "2025-10-18T14:30:45.932741Z", + "start_time": "2025-10-18T14:30:45.925364Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:Config file not found: config/pipeline.development.yaml. Using defaults.\n", + "2025-10-18 16:30:45,928 - root - INFO - Ensured all required directories exist\n", + "2025-10-18 16:30:45,929 - root - INFO - Loaded configuration: drc_names_pipeline v1.0.0\n", + "2025-10-18 16:30:45,929 - root - INFO - Environment: development\n", + "2025-10-18 16:30:45,930 - root - INFO - Config file: config/pipeline.development.yaml\n" + ] + } + ], "source": [ "config = setup_config()\n", "loader = DataLoader(config)" @@ -74,15 +86,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "e48c6fd9a213bcd2", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:41:53.362337Z", - "start_time": "2025-09-28T21:41:26.490902Z" + "end_time": "2025-10-18T14:31:16.316769Z", + "start_time": "2025-10-18T14:30:45.965885Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-18 16:30:45,967 - root - INFO - Reading /Users/bernard-ng/dev/community/analysis/drc-ners-nlp/data/dataset/names_featured.csv with encoding: utf-8\n", + "2025-10-18 16:31:09,882 - root - INFO - Successfully read /Users/bernard-ng/dev/community/analysis/drc-ners-nlp/data/dataset/names_featured.csv with encoding: utf-8\n", + "2025-10-18 16:31:09,884 - root - INFO - Concatenating 65 optimized chunks\n" + ] + }, + { + "data": { + "text/plain": [ + "Index(['name', 'sex', 'region', 'words', 'length', 'probable_native',\n", + " 'probable_surname', 'identified_name', 'identified_surname',\n", + " 'ner_entities', 'ner_tagged', 'annotated', 'identified_category',\n", + " 'province'],\n", + " dtype='object')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df = loader.load_csv_complete(config.paths.data_dir / \"names_featured.csv\")\n", "df[\"province\"] = RegionMapper.clean_province(df[\"province\"])\n", @@ -99,12 +135,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "378147d2abc9ab24", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:42:00.759309Z", - "start_time": "2025-09-28T21:42:00.246322Z" + "end_time": "2025-10-18T14:31:17.075682Z", + "start_time": "2025-10-18T14:31:16.538509Z" } }, "outputs": [], @@ -128,15 +164,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "ae30e79a975010d4", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:42:04.015038Z", - "start_time": "2025-09-28T21:42:00.766470Z" + "end_time": "2025-10-18T14:31:20.470839Z", + "start_time": "2025-10-18T14:31:17.088772Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "jetTransient": { + "display_id": null + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 10))\n", "\n", @@ -177,15 +227,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "6d5c1abb55b7076a", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:42:04.514885Z", - "start_time": "2025-09-28T21:42:04.038820Z" + "end_time": "2025-10-18T14:31:20.936022Z", + "start_time": "2025-10-18T14:31:20.504304Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "jetTransient": { + "display_id": null + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 10))\n", "\n", @@ -336,12 +544,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "12a7094d94ad519f", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:43:30.859924Z", - "start_time": "2025-09-28T21:43:07.728723Z" + "end_time": "2025-10-18T14:32:46.444222Z", + "start_time": "2025-10-18T14:32:23.323422Z" } }, "outputs": [], @@ -357,12 +565,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "684b467b17955d65", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:43:44.217712Z", - "start_time": "2025-09-28T21:43:30.869697Z" + "end_time": "2025-10-18T14:33:00.369409Z", + "start_time": "2025-10-18T14:32:46.458272Z" } }, "outputs": [], @@ -378,15 +586,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "f15ad6eb4df27527", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:43:49.373562Z", - "start_time": "2025-09-28T21:43:45.960221Z" + "end_time": "2025-10-18T14:33:05.485340Z", + "start_time": "2025-10-18T14:33:02.146022Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "jetTransient": { + "display_id": null + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(20, 6), sharex=True, sharey=True)\n", "hm1 = plot_transition_matrix(axes[0], names_transitions[\"df_probs\"], \"Native - Male\")\n", @@ -430,15 +665,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "51ec0792317364fc", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:43:50.242298Z", - "start_time": "2025-09-28T21:43:49.382953Z" + "end_time": "2025-10-18T14:33:06.441108Z", + "start_time": "2025-10-18T14:33:05.492468Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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l2kl_mfkl_fmjsdpermutation_p_value
names0.3189040.0432010.0215380.0323700.977
surnames1.2770020.2936190.2398950.2667570.002
\n", + "
" + ], + "text/plain": [ + " l2 kl_mf kl_fm jsd permutation_p_value\n", + "names 0.318904 0.043201 0.021538 0.032370 0.977\n", + "surnames 1.277002 0.293619 0.239895 0.266757 0.002" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df_comparisons = build_transition_comparisons(\n", " {\"m\": names_transitions_males, \"f\": names_transitions_females},\n", @@ -528,30 +837,58 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "9265e47639c4319d", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:44:08.716709Z", - "start_time": "2025-09-28T21:43:53.482784Z" + "end_time": "2025-10-18T14:33:27.183450Z", + "start_time": "2025-10-18T14:33:10.610778Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "jetTransient": { + "display_id": null + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot_letter_frequencies(df_names_m, df_names_f, title=\"names\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "395dace523f1bed4", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:44:18.302146Z", - "start_time": "2025-09-28T21:44:10.480696Z" + "end_time": "2025-10-18T14:33:38.928183Z", + "start_time": "2025-10-18T14:33:29.117641Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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sexposition2-grams3-grams4-grams
0femaleprefixka, ma, mu, mb, ng, ba, ki, lu, ts, botsh, kab, ngo, mas, kas, kal, muk, kav, mbu, mantshi, kavi, ngoy, kaso, ilun, mbuy, kaba, ntum...
1femalesuffixba, ga, la, ka, ma, da, go, ya, bo, nanga, mba, ngo, nda, ala, mbo, ngu, ndo, mbe, mbuanga, amba, ongo, umba, inga, ombo, unga, enga...
2femaleanyng, ka, mb, an, ba, ma, nd, ga, la, amnga, mba, ang, ngo, amb, ong, nda, ala, mbo, enganga, amba, ongo, tshi, umba, inga, ombo, unga...
3maleprefixka, mu, ma, ba, mb, ng, ki, lu, ts, bokab, tsh, kal, kas, muk, ngo, kam, mut, mul, mbutshi, ngoy, ilun, kaba, kaso, kamb, muke, kabe...
4malesuffixba, ga, la, go, ka, da, bo, le, di, manga, mba, ngo, nda, ala, mbo, ngu, mbe, ndo, eleamba, ongo, anga, umba, unga, ombo, anda, enga...
5maleanyng, ka, mb, ba, an, ma, mu, nd, am, alnga, mba, ngo, amb, ang, ong, ala, nda, shi, mboamba, ongo, anga, tshi, umba, unga, ombo, anda...
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sexposition2-grams3-grams4-grams
0femaleprefixma, ch, be, na, an, sa, es, jo, ju, memar, cha, est, chr, gra, dor, sar, rut, ben, mermari, chri, esth, grac, sara, dorc, ruth, rach...
1femalesuffixne, ie, te, le, ce, ia, se, el, ah, thine, tte, lle, rah, nce, ene, nne, her, lie, rieette, line, tine, elle, ther, arie, ille, rcas...
2femaleanyne, in, el, an, ie, ri, ra, li, ar, erine, tte, ett, mar, ari, lle, lin, eli, the, ellette, line, ther, mari, tine, elle, rist, chri...
3maleprefixjo, je, pa, ch, ma, da, al, ju, be, frjea, jos, chr, pat, mar, jon, fra, dan, cha, benjean, chri, jose, jona, patr, fran, mich, emma...
4malesuffixin, el, an, ck, on, re, ce, er, se, isean, tin, ick, ier, ard, uel, ert, ain, iel, isejean, stin, rick, bert, seph, than, oise, avid...
5maleanyan, er, el, ie, in, ri, is, on, en, reric, sti, jea, ean, tin, ris, ier, ist, ick, josjean, stin, rist, rick, chri, hris, usti, bert...
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" + ], + "text/plain": [ + " sex position 2-grams \\\n", + "0 female prefix ma, ch, be, na, an, sa, es, jo, ju, me \n", + "1 female suffix ne, ie, te, le, ce, ia, se, el, ah, th \n", + "2 female any ne, in, el, an, ie, ri, ra, li, ar, er \n", + "3 male prefix jo, je, pa, ch, ma, da, al, ju, be, fr \n", + "4 male suffix in, el, an, ck, on, re, ce, er, se, is \n", + "5 male any an, er, el, ie, in, ri, is, on, en, re \n", + "\n", + " 3-grams \\\n", + "0 mar, cha, est, chr, gra, dor, sar, rut, ben, mer \n", + "1 ine, tte, lle, rah, nce, ene, nne, her, lie, rie \n", + "2 ine, tte, ett, mar, ari, lle, lin, eli, the, ell \n", + "3 jea, jos, chr, pat, mar, jon, fra, dan, cha, ben \n", + "4 ean, tin, ick, ier, ard, uel, ert, ain, iel, ise \n", + "5 ric, sti, jea, ean, tin, ris, ier, ist, ick, jos \n", + "\n", + " 4-grams \n", + "0 mari, chri, esth, grac, sara, dorc, ruth, rach... \n", + "1 ette, line, tine, elle, ther, arie, ille, rcas... \n", + "2 ette, line, ther, mari, tine, elle, rist, chri... \n", + "3 jean, chri, jose, jona, patr, fran, mich, emma... \n", + "4 jean, stin, rick, bert, seph, than, oise, avid... \n", + "5 jean, stin, rist, rick, chri, hris, usti, bert... " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "surnames_ngrams_summary = build_ngram_summary_table(surnames_ngrams, top_k=10)\n", "\n", @@ -768,12 +1329,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "28fe77f9-f9b0-4267-9dbb-3969e04b83fb", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:47:19.912431Z", - "start_time": "2025-09-28T21:47:19.901973Z" + "end_time": "2025-10-18T14:36:50.093355Z", + "start_time": "2025-10-18T14:36:50.083702Z" } }, "outputs": [], @@ -866,15 +1427,103 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "a01eb547985d5a62", "metadata": { "ExecuteTime": { - "end_time": "2025-09-28T21:48:59.032408Z", - "start_time": "2025-09-28T21:48:59.020841Z" + "end_time": "2025-10-18T14:36:50.246785Z", + "start_time": "2025-10-18T14:36:50.236566Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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125 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Value Count\n", + "0 bandundu 165090\n", + "1 bandundu-1 37755\n", + "2 bandundu-2 75006\n", + "3 bandundu-3 27907\n", + "4 bas-congo 45604\n", + ".. ... ...\n", + "120 tshopo-1 49612\n", + "121 tshopo-2 23624\n", + "122 tshuapa 13717\n", + "123 tshuapa-1 8206\n", + "124 tshuapa-2 11220\n", + "\n", + "[125 rows x 2 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "table = (\n", " df[\"region\"]\n", @@ -139,12 +376,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "8f8a9bb068152311", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:49:50.879683Z", - "start_time": "2025-10-03T09:49:50.867657Z" + "end_time": "2025-10-18T14:42:47.128641Z", + "start_time": "2025-10-18T14:42:47.118866Z" } }, "outputs": [], @@ -240,27 +477,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "4083480dfe1df962", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:50:00.460640Z", - "start_time": "2025-10-03T09:49:51.239623Z" + "end_time": "2025-10-18T14:42:54.258925Z", + "start_time": "2025-10-18T14:42:47.197352Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "jetTransient": { + "display_id": null + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot_all_parents_grid(df[\"region\"], RegionMapper(), per_row=3)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "5242e5b15acb277c", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:50:02.908297Z", - "start_time": "2025-10-03T09:50:00.544028Z" + "end_time": "2025-10-18T14:42:56.321666Z", + "start_time": "2025-10-18T14:42:54.328886Z" } }, "outputs": [], @@ -270,27 +521,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "d3e3268c111c5c22", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:50:03.004308Z", - "start_time": "2025-10-03T09:50:02.998149Z" + "end_time": "2025-10-18T14:42:56.379659Z", + "start_time": "2025-10-18T14:42:56.376498Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['id', 'name', 'sex', 'percentage', 'year', 'region', 'filename', 'line',\n", + " 'province'],\n", + " dtype='object')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df.columns" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "4d673e975665827f", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:50:03.423521Z", - "start_time": "2025-10-03T09:50:03.159435Z" + "end_time": "2025-10-18T14:42:56.679638Z", + "start_time": "2025-10-18T14:42:56.469840Z" } }, "outputs": [], @@ -505,12 +769,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "595487c63277e585", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:58:09.712122Z", - "start_time": "2025-10-03T09:58:09.686613Z" + "end_time": "2025-10-18T14:42:56.705713Z", + "start_time": "2025-10-18T14:42:56.686253Z" } }, "outputs": [], @@ -729,15 +993,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "20e16282a8eebc97", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:58:17.182810Z", - "start_time": "2025-10-03T09:58:10.971477Z" + "end_time": "2025-10-18T14:43:02.287096Z", + "start_time": "2025-10-18T14:42:56.710983Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-18 16:43:01,260 - matplotlib.axes._base - WARNING - Ignoring fixed x limits to fulfill fixed data aspect with adjustable data limits.\n" + ] + }, + { + "data": { + "image/png": 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22010280484
32011323867
42012322043
52013270742
62014330042
72015729980
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92017402320
102018483758
112019519065
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152023769484
\n", + "
" + ], + "text/plain": [ + " Value Count\n", + "0 2008 183051\n", + "1 2009 256209\n", + "2 2010 280484\n", + "3 2011 323867\n", + "4 2012 322043\n", + "5 2013 270742\n", + "6 2014 330042\n", + "7 2015 729980\n", + "8 2016 387432\n", + "9 2017 402320\n", + "10 2018 483758\n", + "11 2019 519065\n", + "12 2020 632869\n", + "13 2021 956634\n", + "14 2022 1221970\n", + "15 2023 769484" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "table = (\n", " df[\"year\"]\n", @@ -778,15 +1198,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "d19d077267fbcff0", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:50:35.915484Z", - "start_time": "2025-10-03T09:50:35.621736Z" + "end_time": "2025-10-18T14:43:02.629185Z", + "start_time": "2025-10-18T14:43:02.417250Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "jetTransient": { + "display_id": null + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "table.plot(x=\"Value\", y=\"Count\", kind=\"bar\", figsize=(12, 6), legend=False)\n", "\n", @@ -799,12 +1233,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "c3432b78cb51dba9", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:50:36.020895Z", - "start_time": "2025-10-03T09:50:36.004598Z" + "end_time": "2025-10-18T14:43:02.788823Z", + "start_time": "2025-10-18T14:43:02.776291Z" } }, "outputs": [], @@ -908,15 +1342,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "3e9c97741b7f976f", "metadata": { "ExecuteTime": { - "end_time": "2025-10-03T09:50:45.775083Z", - "start_time": "2025-10-03T09:50:36.076073Z" + "end_time": "2025-10-18T14:43:10.663249Z", + "start_time": "2025-10-18T14:43:02.817804Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-10-18 16:43:08,681 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,683 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,704 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,706 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,729 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,730 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,751 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,753 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,774 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,776 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,797 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,799 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,821 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,822 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,844 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,845 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,867 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,869 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,891 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,892 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,914 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,915 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,936 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n", + "2025-10-18 16:43:08,938 - matplotlib.category - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "jetTransient": { + "display_id": null + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plot_all_parents_by_year_grid(df[\"region\"], df[\"year\"], RegionMapper(), per_row=4)" ] @@ -925,14 +1403,19 @@ "cell_type": "code", "execution_count": null, "id": "fcdf0854", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-10-18T14:43:10.687224Z", + "start_time": "2025-10-18T14:43:10.685428Z" + } + }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" },