{ "cells": [ { "cell_type": "markdown", "id": "82a67fcf-462a-417c-a59e-5c0483794092", "metadata": {}, "source": [ "# Quickstart" ] }, { "cell_type": "markdown", "id": "81b9b928-e00c-4346-8e03-8419d9d8c6b5", "metadata": {}, "source": [ "Nous présentons ici un exemple simple du pipeline footprint2graph.\n", "\n", "Cet exemple repose sur une collection de traces simulées à partir d’un réseau. Le réseau est un extrait de la BDTOPO situé sur un versant \n", "de montagne en face de la ville de Chamonix, il représente un cas non complexe de tronçons. Ce réseau est encodé dans un fichier CSV, \n", "téléchargeable ici : [Télécharger le jeu de données](blob:https://github.com/188d3c0f-1514-4034-b6f8-7b08174d6951)\n", "\n", "Ce pipeline est exécuté en une seule itération. On ne l'exécute q'une seule fois, car comme vous le verrez, tous les points d'obervations des traces GNSS sont utilisés dans le pipeline afin de contruire les géométries des arcs du graphe." ] }, { "cell_type": "markdown", "id": "7ca58864-fe4f-4a44-a57b-d5ad023b5e37", "metadata": {}, "source": [ "## Import des librairies\n", "\n", "- Les deux librairies socles : tracklib et footprint2graph \n", "- Pour visualiser les résultats : matplotlib" ] }, { "cell_type": "code", "execution_count": 1, "id": "487cf5ad-314f-4236-bd8f-bdf8fd2fa3a1", "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "# Ajout dans la variable PATH du système du chemin où est installée la librairie tracklib\n", "module_path = os.path.abspath(os.path.join('../../../../tracklib'))\n", "if module_path not in sys.path:\n", " sys.path.append(module_path)\n", "# Alias pour tracklib\n", "import tracklib as tkl\n", "\n", "# Ajout dans la variable PATH du système du chemin où est installée la librairie footprint2graph\n", "module_path = os.path.abspath(os.path.join('../../..'))\n", "if module_path not in sys.path:\n", " sys.path.append(module_path)" ] }, { "cell_type": "markdown", "id": "ff904ab6-ba04-467b-ad62-f3d616b1180c", "metadata": {}, "source": [ "## Import des données : réseau puis traces simulées" ] }, { "cell_type": "code", "execution_count": 2, "id": "98c327ed-00cf-46d5-be84-354652da6580", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of edges= 7\n", "Number of nodes= 8\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# WKT;link_id;source;target;direction;wkt_source;wkt_target\n", "fmt = tkl.NetworkFormat({\n", " \"pos_edge_id\": 1,\n", " \"pos_source\": 2,\n", " \"pos_target\": 3,\n", " \"pos_wkt\": 0,\n", " \"srid\": \"ENU\",\n", " \"separator\": \";\",\n", " \"header\": 1})\n", "netpath = os.path.abspath(os.path.join('../../../data/network2.csv'))\n", "network = tkl.NetworkReader.readFromFile(netpath, fmt, verbose=False)\n", "\n", "plt.figure(figsize=(8, 6))\n", "network.plot('k-', '', 'g-', 'r-', 0.5, plt)\n", "\n", "print ('Number of edges=', len(network.EDGES))\n", "print ('Number of nodes=', len(network.NODES))\n", "print ('')" ] }, { "cell_type": "code", "execution_count": 3, "id": "be506e86-1647-409b-9499-1944f9c62e95", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(1000 of 1000)\u001b[39m |####################| Elapsed Time: 0:00:18 Time: 0:00:180001\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------------\n", "877 (87.7 %) tracks generated on network\n", "------------------------------------------------------------\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tkl.stochastics.seed(333)\n", "#\n", "noiser = tkl.NoiseProcess(amps=2.5, kernels=tkl.ExponentialKernel(80))\n", "\n", "# generate simulated trajectories from the network \n", "collection = tkl.generateTracksOnNetwork(network, N=1000, p_round_trip=0.05, p_cplx_trip=0.10, resolution=1, noiser=noiser)\n", "\n", "plt.figure(figsize=(8, 5))\n", "collection.plot(append=plt)" ] }, { "cell_type": "markdown", "id": "c2314f50-3827-4a3b-a24d-96862d021025", "metadata": {}, "source": [ "## Initialisation des paramètres\n", "\n", "L'initialisation des paramètres passe par la création du fichier de configuration. \n", "\n", "Lire la doc : pour en savoir plus." ] }, { "cell_type": "markdown", "id": "79f4fb52-7777-4b5a-ad1b-f264bbe9fd67", "metadata": {}, "source": [ "### Création du fichier YAML\n", "\n", "Créez un fichier de configuration et enregistrez-le sur le disque dur par exemple : onfig_zone1.yml\n", "\n", "Le code ci-dessous permet de vous montrer un exemple qui sera appliqué sur le jeu de données ci-dessus et servira donc dans le pipeline.\n", "\n", "```yaml\n", "output:\n", " RESULT_PATH: \"aaa\"\n", "\n", "graph_construction:\n", " NUM_ITERATIONS: 1\n", "\n", " NB_OBS_MIN: 10\n", " DIST_MAX_2OBS: 50\n", "\n", " RESAMPLE_SIZE_GRID: 1\n", " RESAMPLE_SIZE_FUSION: 5\n", "\n", " G1_SIZE: 2\n", " G2_SIZE: 30\n", "\n", "iterations:\n", " - SEUIL_DENSITE: 25\n", " SEUIL_SURFACE: 1000\n", " CUT_FACTOR: 5\n", " INTERP_DIST: 5\n", " CLEAN_DIST: 0\n", " CURVE_HEIGHT: 25\n", " CURVE_WAVE_LENGTH: 5\n", " SEARCH: 50\n", " BUFFER: 20\n", "```\n" ] }, { "cell_type": "markdown", "id": "5acc9987-f036-4035-ac50-46784d8494c8", "metadata": {}, "source": [ "La section **output** définit le chemin pour toutes les sorties données intermédiaires et données finales. \n", "Il est très important. Il prend l'allure d'un chemin d'un répertoire comme dans l'exemple ci-dessous:\n", "\n", "```yaml\n", "output:\n", " RESULT_PATH: /home/glagaffe/footprint2graph/results/bauges2024/\n", "```\n", "\n", "Le répertoire de sortie est automatiquement nettoyé au démarrage du pipeline : tous les fichiers et sous-répertoires qu’il contient sont supprimés. Les répertoires et fichiers nécessaires sont ensuite recréés progressivement au cours de l’exécution." ] }, { "cell_type": "markdown", "id": "9435f786-ce07-4eb7-9456-9e3dee2a420d", "metadata": {}, "source": [ "### Chargement du fichier de configuration pour lancer le pipeline" ] }, { "cell_type": "code", "execution_count": 4, "id": "94af3e4a-3b58-470f-8721-5596f5e18ab9", "metadata": {}, "outputs": [], "source": [ "from footprint2graph import read_config\n", "\n", "config_path = r'/home/md_vandamme/7_LIB/footprint2graph/data/config_zone1.yml'\n", "config = read_config(config_path)\n", "\n", "RESPATH = config[\"output\"][\"RESULT_PATH\"]" ] }, { "cell_type": "markdown", "id": "31530206-4983-4280-8843-3b09aab6d5b0", "metadata": {}, "source": [ "### Préparer les données\n", "\n", "Comme indiqué dans la doc xxx il faut ...." ] }, { "cell_type": "code", "execution_count": 5, "id": "c8357b36-9a0e-487b-b8ba-9cd2b639d824", "metadata": {}, "outputs": [], "source": [ "# add TID attributes\n", "for idx, track in enumerate(collection):\n", " track.createAnalyticalFeature('TID', idx+1)" ] }, { "cell_type": "markdown", "id": "f3389c2a-0d50-4e27-a749-211328c1c797", "metadata": {}, "source": [ "## Lancement du pipeline" ] }, { "cell_type": "code", "execution_count": 6, "id": "d085c95a-b12a-4a02-8b96-517d00932139", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-----------------------------------------------------------------\n", "-----------------------------------------------------------------\n", " ITERATION 1\n", "-----------------------------------------------------------------\n", "-----------------------------------------------------------------\n", "Starting segmentation and resampling...\n", "Starting segmentation ...\n", " 500 / 877\n", " Number of tracks after segmentation: 877\n", "Finished saving segmented tracks.\n", "Starting resampling ...\n", " Number of tracks to resample: 877\n", " Number of tracks after resampling: 877\n", " Number of tracks after resampling: 877\n", "Finished saving resampled tracks.\n", "Stage 1 finished: segmentation and resampling.\n", "Starting rasterization and vectorization (iteration 1) \n", "\n", " Loading tracks from : resample_grid\n", " Number of tracks to load: 877\n", " Building high-resolution geometry density grid G1 : 2 m ...\n", " Building low-resolution contextual density grid G2 : 30 m ...\n", " Assigning track points to the G1 and G2 grids\n", " 500 / 877\n", " Computing G1 ...\n", " Computing G2 ...\n", " Number of neighboring cells to consider: 7\n", " Building contrast grid : 2 m\n", " Execution time (seconds): 7.388938665390015\n", " Finished heatmap computation.\n", " Starting morphological closing image ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(291 of 291)\u001b[39m |######################| Elapsed Time: 0:00:00 Time: 0:00:00\n", "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(287 of 287)\u001b[39m |######################| Elapsed Time: 0:00:00 Time: 0:00:00\n", "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(1417 of 1417)\u001b[39m |####################| Elapsed Time: 0:00:00 Time: 0:00:00" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Execution time (seconds): 0.24269676208496094\n", " Finished morphological opening.\n", "Vectorizing cleaned image ...\n", "Extracting road surface vector features ...\n", " Number of polygonize features: 3\n", " Number of polygonize features copied: 2\n", " Execution time (seconds): 0.024195194244384766\n", " Vectorization completed.\n", "Smoothing polygon to remove stair-step artifacts ...\n", " Execution time (seconds): 0.08256912231445312\n", " Road surface smoothing completed.\n", " Starting centerline computation ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "\u001b[38;2;255;0;0m 0%\u001b[39m \u001b[38;2;255;0;0m(0 of 16)\u001b[39m | | Elapsed Time: 0:00:00 ETA: --:--:--" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Execution time (seconds): 0.17237114906311035\n", " Centerline computed.\n", "Stage 2 completed: rasterization and vectorization.\n", "Starting topology creation for the network\n", " Number of edges in the skeleton: 279\n", " Finished loaded skeleton.\n", " /home/md_vandamme/7_LIB/footprint2graph/test/result1/network/tmp_in.csv not exists\n", " /home/md_vandamme/7_LIB/footprint2graph/test/result1/network/tmp_out.csv not exists\n", "\n", " Finished removing hooked parts of the skeleton.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(16 of 16)\u001b[39m |########################| Elapsed Time: 0:00:00 Time: 0:00:000:00\n", "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(16 of 16)\u001b[39m |########################| Elapsed Time: 0:00:00 Time: 0:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Finished simplification of the skeleton.\n", "Building [100 x 53] spatial index...\n", " Number of edges in the skeleton (after snapping): 16\n", " Edge count difference after snapping : 0\n", " Number of edges in the simplified skeleton: 15\n", " Number of nodes: 16\n", " Shortest edges limit : 50\n", " Number of edges in the skeleton (after removing the shortest edges): 0\n", " Conflation cannot be performed for node 11 ; the three incident edges are too long: 33 167 284\n", " Conflation cannot be performed for node 0 ; the three incident edges are too long: 33 64 122\n", " Edge count after conflation: 5\n", "Stage 3 completed: adding topology to the skeleton.\n", "Starting map-matching, aggregation, and conflation of GNSS trajectories.\n", " Loading network (1) ...\n", " Number of edges = 5\n", " Number of nodes = 6\n", " Total segment length of the network = 765.9881721625045\n", " Loading collection of tracks ...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(6 of 6)\u001b[39m |##########################| Elapsed Time: 0:00:00 Time: 0:00:00\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Number of tracks: 877\n", " Execution time (seconds): 0.6371288299560547\n", " Starting map-matching ...\n", " Index spatial : [100 x 53] spatial index centered on [996680.2867880978; 6543054.718881102]\n", "Map-matching preparation...\n", " Parameter search_radius: 50\n", " Map-matching ended.\n", " Execution time (seconds): 14.555225610733032\n", " Prepare map-matching results for candidate segment generation\n", " Number of map-matched points = 49111 (89.82 %)\n", " Map-matching results restructuring completed.\n", " Map-matching results exported.\n", "Starting construction of candidate trajectory segments for each topology edge ...\n", " 265 candidates for edge 15\n", " 571 candidates for edge 12\n", " 264 candidates for edge 16\n", " 189 candidates for edge 17\n", " 235 candidates for edge 21\n", " Number of processed edges: 5\n", " Minimum number of candidate tracks per edge: 189\n", " Maximum number of candidate traces per edge: 571\n", " Average number of candidate tracks per edge: 305\n", " Segment construction completed.\n", " Execution time (seconds): 4.695148944854736\n", " Starting track segment aggregation for all network edges ...\n", " Number of candidate tracks / number of sampled tracks 265 / 30\n", " Number of candidate tracks / number of sampled tracks 264 / 30\n", " Number of candidate tracks / number of sampled tracks 189 / 30\n", " Number of candidate tracks / number of sampled tracks 235 / 30\n", " Number of aggregations: 5\n", " Number of aggregations with 30 traces: 4\n", " Number of aggregations with fewer than 30 traces: 0\n", " Minimum number of traces in aggregation: 189\n", " Average number of traces in aggregation: 191\n", " Aggregation process finished.\n", " Execution time (seconds): 2.3608899116516113\n", " Starting conflation ...\n", " Conflation process finished.\n", " Execution time (seconds): 0.008021354675292969\n", "Stage 4 completed: map-matching, aggregation, and conflation.\n" ] } ], "source": [ "from footprint2graph import run_iteration\n", "\n", "iteration_index = 1\n", "run_iteration(iteration_index, config, collection)" ] }, { "cell_type": "markdown", "id": "a1ff22f8-eb42-45b0-bac6-bedfbbc68c10", "metadata": {}, "source": [ "## Résultats\n", "\n", "On va afficher le réseau de mobilité créé. Pour plus de détails sur les étapes intermédiaires, le prochaine notebook expliquera les différentes fonctionnalités." ] }, { "cell_type": "code", "execution_count": 7, "id": "386a2e69-36b0-4294-a7f1-9fa8fe66b912", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6eXSMEI4uJCyEIp8XAaBbuW781P0ngysSIvM6evQoFSpUMLqMLG3Dhg188sknrFixwuhSMqWUvkeVUkFa65opHS8tc0I4gcL+hXm28LMA/HzsZ45eP2pwRUIIIexFwpwQTuLzNp+DBq00o/4aZXQ5QgiRqsaNG0urXDqSMCeEk6iUtxJtS1iG//9+6nf2Xd5ncEVCZF5ZtYuRyPwe53tTwpwQTuSzNp+htGWY+8jVMkWJECnx9PQkNDRUAp3IdLTWhIaG4unp+Uivk6lJhHAipXKWoluZbvx08if+Pv832y5so16RekaXJUSmUrhwYUJCQrh+/brRpQjxH56enhQuXPiRXiOjWYVwMiFhIRT7tBhmFzP1CtZjy8At6TqxqBBCCPuT0axCZCGF/QvTp2IfALZd2sbfZ/42uCIhhBAZScKcEE5oSuspuJotvShGrh4pfYOEEMKJSZgTwgnl8cnDywEvAxB8PZjfj/9ucEVCCCEyioQ5IZzUhFYTcE90B2D02tGYtfkhrxBCCOGIJMwJ4aSye2ZncI3BABy9eZTFhxYbXJEQQoiMIGFOCCf2/vPv45loma/o7XVvE58Yb3BFQggh0puEOSGcmI+7D2/WeROAs2Fnmb9/vsEVCSGESG8S5oRwcm83fxufBB8A3lv/HrEJsQZXJIQQIj1JmBPCyXm4evBOg3cAuBR5iW+CvjG4IiGEEOlJwpwQWcDwZsPJlpANgPEbxhMZF2lwRUIIIdKLhDkhsgA3kxsfNP0AgBsxN/hq11cGVySEECK9SJgTIot4rfFr5IzPCcDkzZO5HXPb2IKEEEKkCwlzQmQRLsqFKc9NASAsLoxPt31qcEVCCCHSg4Q5IbKQAU8PIG9cXgA+2/4Zl8IvGVyREEKIJyVhTogsRCnF520+ByAqIYqOizsSHR9tcFVCCCGehIQ5IbKYnnV6UiG6AgA7L+5kwO8D0FobXJUQQojHlaYwp5TKrpRaqpQ6ppQ6qpSqe9/zjZVSd5RSwUn/xt73vEkptU8ptcJm33il1IGk49copQom7c+llPpHKRWhlPra5nhvpdTKpBoOK6U+tHmur1Lqus31Bz7uF0SIrGDbmG1kv5MdgEWHFjF+03hjCxJCCPHY0toyNxVYrbUuD1QFjqZwzGatdWDSvw/ue25ICq/5WGsdoLUOBFYAyQEwBngXGJHCNT5JqqEaUF8p9bzNc4ttrj8rje9LiCwpu192Dr5zEO8YbwDe2/AePx/+2eCqhBBCPI6HhjmllD/QEJgNoLWO01rfTusFlFKFgVbAPQFLax1m89AH0En7I7XWW7CEOtvjo7TW/yTXAOwFCqe1DiHEvQrnLMz217fjmuAKQO+lvdl9cbfBVQkhhHhUaWmZKwlcB+Ym3SqdpZTySeG4ukqp/UqpVUqpSjb7vwDeBMz3v0ApNVEpdQHoxd2WuYdSSmUH2gB/2+zulHTbdqlSqkgqr3tJKbVHKbXn+vXrab2cEE4roGAAv/b6FaUV8cTzzOxnCAkLMbosIYQQjyAtYc4VqA7M0FpXAyKBUfcdsxcoprWuCnwF/AqglGoNXNNaB6V0Yq31GK11EeAH4LW0FKyUcgUWAV9qrU8n7f4DKK61DgDWAfNTud63WuuaWuuaefLkScvlhHB6rcq34ovnvgAgTIdR6/NastyXEEI4kLSEuRAgRGu9M+nxUizhzkprHaa1jkja/hNwU0rlBuoDbZVSZ4GfgKZKqe9TuMaPQKc01vwtcEJr/YXN9UO11rFJD78DaqTxXEIIYHDdwQyqMQiAy1ym5qSaJJoTDa5KCCFEWjw0zGmtrwAXlFLlknY1A47YHqOUyq+UUknbtZLOG6q1Hq21Lqy1Lg50B9ZrrXsnHVfG5hRtgWMPq0UpNQHIBgy9b3+B+86V0gANIcQDfNXyK5qVaAbAMXWM6u9XJyY+5iGvEkIIYTTXNB73OvCDUsodOA30U0oNAtBazwQ6A68opRKAaKC7fvjEVR8mBUQzcA4YlPxEUkueP+CulGoPNAfCgDFYQt/epOz4ddLI1cFKqbZAAnAT6JvG9yWESOLq4srSrkupM6sOx0OPc8B0gJLjS7J7xG4K+RcyujwhhBCpUFl1stCaNWvqPXv2GF2GEJnO5fDLdFzckR0XdwDgbfZm7YC11Ctaz+DKhBAi61JKBWmta6b0nKwAIYS4RwG/Amzou4EB1QYAEOUSRYM5Dfg26FuDKxNCCJESCXNCiP/wcPXguzbfMb3ldFy0C2Zl5uUVLzPoj0HEJcYZXZ4QQggbEuaEEClSSvHKU6+wod8GfLRlaslv9n5Dk3lNuBJxxeDqhBBCJJMwJ4R4oAbFGnDsjWMUwjIIYlvINip/WZkdF3YYXJkQQgiQMCeESIPC/oU5OeYkdTzqABAaH0q97+rRdXJXbty4YXB1QgiRtUmYE0KkiaerJ9ve2sbnz36OCy5ok2ZJ3BLyDclH05ebsmnLJrLq6HghhDCShDkhRJoppRhabyh/9/mb3N65ATCXNfNPwX9otLwR+Xvl54OvPyA8PNzgSoUQIuuQMCeEeGSNizdm70t76RvYF283b8tOf7hW7hrvhb5Hjjdy0Gx4M3YF7zK2UCGEyAJk0mAhxBMJjw3n58M/Myd4DtsubLv3yVjIdyMfwxoP480eb5K0cosQQohH9KBJgyXMCSHSzbEbx5i7by7z98/nauTVe57Lo/IwvOlwXqz6IgX8CqRyBiGEECmRMJcCCXNCZJz4xHhWn1zNnOA5rPh3BQnmBOtzHiYPlnRZQptybQysUAghHIss5yWEsCs3kxttyrVhebflhAwL4eNnPiZnYk4AYhNj6f9bf65HXje4SiGEcA4S5oQQGSqfbz5G1B/B9fev08m1EwA3om8w6I9BBlcmhBDOQcKcEMIuXFxcWPL2Eqp7Vgdg2fFlzN813+CqhBDC8UmYE0LYjVKKP//3J74mXwAGLB/AwZMHDa5KCCEcm4Q5IYRd5fPNx8y2MwFI9Eykzrg6HDt2zOCqhBDCcUmYE0LYXc8qPWlT1jKaNap0FLVeqMWuXTLBsBBCPA4Jc0IIu1NKMbP1TLJ7ZgcgqmkUTZ5vwpo1a4wtTAghHJCEOSGEIQr6FeSL574AINE7EY92HrRu3ZpFixYZW5gQQjgYCXNCCMO8WPVFni/9PAC3it2ibOuy9OrVi6+++srgyoQQwnFImBNCGEYpxbdtvsXfwx+AW/Vv0bJDSwYPHsyPP/5ocHVCCOEYJMwJIQxV2L8wnzb/FIBLEZfI+0JeatWqxciRI4mMjDS4OiGEyPwkzAkhDDeg2gCeLfksAHP3z6Xfe/24dOkSH330kcGVCSFE5idhTghhuOTbrZ6ungBMPzedbj268dFHH3H+/HmDqxNCiMxNwpwQIlMonr04YxqMAeDgtYOUfaEsAKNHjzayLCGEyPQkzAkhMo2R9UZSJmcZAL4I/oJBIwfx448/sn37doMrE0KIzEvCnBAi0/Bw9eCr5y3TkoTHhXOx0kUKFCjAsGHDMJvNBlcnhBCZk4Q5IUSm8lzp5+hUoRMAS44t4YWxL7Bz506ZTFgIIVIhYU4Ikel8/tzn+Lj5APB7wu9Uq1mNt956S6YqEUKIFEiYE0JkOkWyFWFso7EAHAs9Ru0htbl48SKffPKJwZUJIUTmI2FOCJEpDa0zlAq5KwCw4PwCWvVsxZQpUwgJCTG4MiGEyFwkzAkhMiV3kzvTW00HICo+isRnEjGbzTJViRBC3EfCnBAi02pcvDE9q/QEYPX51bQb3o7vv/+eXbt2GVyZEEJkHhLmhBCZ2ifPfoKfux8Au/PsJm/BvAwdOhSttcGVCSFE5iBhTgiRqRXwK8AHTT4A4MydM9QbUY/t27ezePFigysTQojMQcKcECLTe63WawTkCwBgddRqKtavyJtvvkl0dLTBlQkhhPEkzAkhMj1XF1emt7QMhohJiCFb92xcuHCBTz/91ODKhBDCeBLmhBAOoX7R+vQN7AvA9tDt1O1bl8mTJ3Pp0iVjCxNCCINJmBNCOIwpz0whu2d2AM5XOk888bz99tvGFiWEEAaTMCeEcBh5ffIyselEAC5GXqTmsJrMnz+fPXv2GFyZEEIYR8KcEMKhvFzjZWoUqAFAkGcQOcvklKlKhBBZmoQ5IYRDMbmYmN5qOgpFXGIc+fvnZ+vWrSxbtszo0oQQwhAS5oQQDqdWoVr8X/X/A+BI7BFyN8zNvHnzjC1KCCEMImFOCOGQJjWbRC6vXADENI7hr3/+IiwszOCqhBDC/iTMCSEcUi7vXHz4zIcARLhEEF85nhUrVhhclRBC2J+EOSGEw+oX2I/SOUsDYKpvYukvSw2uSAgh7E/CnBDCYZlcTAytPRSARP9EVp5aSWRkpLFFCSGEnUmYE0I4tL6BfcnhmQOAuBpxrFq1yuCKhBDCviTMCSEcmo+7D4NqDrI8KAozV8w0tiAhhLAzCXNCCIf3Wq3XcHNxA2Bj3EZiYmIMrkgIIexHwpwQwuEV9CtIjyo9AEgok8DCPxYaXJEQQtiPhDkhhFN4o84blg0X+GzbZ8YWI4QQdiRhTgjhFKrmr0qzEs0AOOZ9jLAomUBYCJE1SJgTQjiN/tX6WzbcYe7KucYWI4QQdiJhTgjhNJ4q+JR1e8mWJQZWIoQQ9iNhTgjhNErlLIWfux8Aey7uISEhweCKhBAi40mYE0I4DRflQmD+QABic8ayceNGYwsSQgg7kDAnhHAq1fJXs2zkg59/+dnYYoQQwg4kzAkhnEr1AtUtG66wdMNSEhMTjS1ICCEymIQ5IYRTsYY54Kb7TbZt22ZgNUIIkfEkzAkhnEr53OXxMHkAYCpsYunSpQZXJIQQGUvCnBDCqbiZ3AjIFwBAtvLZWLZsGWaz2eCqhBAi40iYE0I4neRBEFH+UYRcDOHIkSMGVySEEBlHwpwQwukk95uL0TGQA9zd3Q2uSAghMo6EOSGE06lWoNrdBwUgX758xhUjhBAZTMKcEMLpVMlbxbptymvC39/fwGqEECJjpSnMKaWyK6WWKqWOKaWOKqXq3vd8Y6XUHaVUcNK/sfc9b1JK7VNKrbDZN14pdSDp+DVKqYJJ+3Mppf5RSkUopb6+7zw1lFIHlVInlVJfKqVU0n4PpdTipP07lVLFH/PrIYRwAp6untZtH18fkj4qhBDCKaW1ZW4qsFprXR6oChxN4ZjNWuvApH8f3PfckBRe87HWOkBrHQisAJIDYAzwLjAihWvMAF4CyiT9a5G0fwBwS2tdGvgcmJLG9yWEcHI+vj5GlyCEEBnqoWFOKeUPNARmA2it47TWt9N6AaVUYaAVMMt2v9Y6zOahD6CT9kdqrbdgCXW25ykA+Gutt2utNbAAaJ/0dDtgftL2UqCZkj/FhRCAj4+EOSGEc0tLy1xJ4DowN+lW6SylVEqfjnWVUvuVUquUUpVs9n8BvAn8Z6InpdREpdQFoBd3W+ZSUwgIsXkckrQv+bkLAFrrBOAOkCuF672klNqjlNpz/fr1h1xOCOEMfH18jS5BCCEyVFrCnCtQHZihta4GRAKj7jtmL1BMa10V+Ar4FUAp1Rq4prUOSunEWusxWusiwA/Aaw+pI6WWNp2G52yv963WuqbWumaePHkecjkhhDOQljkhhLNLS5gLAUK01juTHi/FEu6stNZhWuuIpO0/ATelVG6gPtBWKXUW+AloqpT6PoVr/Ah0SkMdhW0eFwYu2TxXBEAp5QpkA26m4b0JIZyc9JkTQji7h4Y5rfUV4IJSqlzSrmbAPdOpK6Xy24wsrZV03lCt9WitdWGtdXGgO7Bea9076bgyNqdoCxx7SB2XgXClVJ2ka70I/Jb09O9An6TtzknX+U/LnBAi65GWOSGEs3NN43GvAz8opdyB00A/pdQgAK31TCwB6hWlVAIQDXRPQ5j6MCkgmoFzwKDkJ5Ja8vwBd6VUe6C51voI8AowD/ACViX9A8vgjIVKqZNYWuS6p/F9CSGclEmZSNSJuHvL6g9CCOeWpjCntQ4Gat63e6bN818DX/MAWusNwAabx6neVk1qyUtp/x6gcgr7Y4AuD7q+ECLrUErh7eJNeGI4Zvf/jL0SQginIitACCGckof2ACDBlGBwJUIIkbEkzAkhnJJbohsAMTrmIUcKIYRjkzAnhHBKKt4yY1FYXNhDjhRCCMcmYU4I4ZyiLf+5HXPb0DKEECKjSZgTQjilhEhLX7k7sXcMrkQIITKWhDkhhFOKuxMHwJ0YCXNCCOcmYU4I4ZSi71jus4bHhZNoTjS4GiGEyDgS5oQQTsk1/u40mmGxMghCCOG8JMwJIZySj+vdZbxkEIQQwplJmBNCOCV/d3/rtgyCEEI4MwlzQginlN0zu3VbWuaEEM5MwpwQwinl9M5p3ZYRrUIIZyZhTgjhlPL65rVuX464bGAlQgiRsSTMCSGcUiH/QmCZN5gToSeMLUYIITKQhDkhhFPKlSMX3LRs/3vzX2OLEUKIDCRhTgjhlHLkyAE3LNv/hkqYE0I4LwlzQginlCNHDkga93Ap/JKxxQghRAaSMCeEcEo5cuSw9pmLS4wzthghhMhAEuaEEE4pR44ckLQka1xiHFprYwsSQogMImFOCOGUbMMcQLw53rhihBAiA0mYE0I4pfvDnNxqFUI4KwlzQgin5Ofnh0pU1sexCbEGViOEEBlHwpwQwim5uLjg5eFlfSwtc0IIZyVhTgjhtHw8fazbsYnSMieEcE4S5oQQTsvX09e6LS1zQghnJWFOCOG0/Lz9rNsS5oQQzkrCnBDCadmGORkAIYRwVhLmhBBOy9/H37otLXNCCGclYU4I4bSy+WazbssACCGEs5IwJ4RwWjn8cli3pWVOCOGsJMwJIZxWdr/s1m0Jc0IIZyVhTgjhtHJmy2ndlgEQQghnJWFOCOG08uTIY92WljkhhLOSMCeEcFr58uSzbssACCGEs5IwJ4RwWgXzFrRuS8ucEMJZSZgTQjit/HnyW7clzAkhnJWEOSGE0/J087RuywAIIYSzkjAnhHBaHiYP67a0zAkhnJWEOSGE03IzuVm3JcwJIZyVhDkhhNNyUS4orQAZzSqEcF4S5oQQTs0VV0D6zAkhnJeEOSGEU3NVljAXERNhcCVCCJExJMwJIZyau8kdgDsRdwyuRAghMoaEOSGEU0se0RoWGWZwJUIIkTEkzAkhnJqHmyXMhUeFG1yJEEJkDAlzQgin5u3uDUBEtPSZE0I4JwlzQgin5uXuBUBkbKTBlQghRMaQMCeEcGoerpbbrNFx0QZXIoQQGUPCnBDCqSWHuZj4GIMrEUKIjCFhTgjh1JKnJpFJg4UQzkrCnBDCqSVPTSJrswohnJWEOSGEU0tumYs3xxtciRBCZAwJc0IIp5Yc5szKTFRUlMHVCCFE+pMwJ4RwaskDIDDB1atXjS1GCCEygIQ5IYRTc3extMzhKmFOCOGcJMwJIZxa8m1WaZkTQjgrCXNCCKcmt1mFEM5OwpwQwqlJy5wQwtlJmBNCOLXkeeZwhStXrxhbjBBCZAAJc0IIp2ZtmQOuXJMwJ4RwPhLmhBBO7Z4wd13CnBDC+UiYE0I4NesACODqDekzJ4RwPhLmhBBOzbZl7trNawZWIoQQGUPCnBDCqdmGufDIcGJiYgysRggh0p+EOSGEU7OOZgVwhWvXpHVOCOFcJMwJIZyabcuczDUnhHBGaQpzSqnsSqmlSqljSqmjSqm69z3fWCl1RykVnPRv7H3Pm5RS+5RSK2z2jVdKHUg6fo1SqqDNc6OVUieVUseVUs8l7fOzOX+wUuqGUuqLpOf6KqWu2zw38Am+JkIIJ2I7AELCnBDCGbmm8bipwGqtdWellDvgncIxm7XWrVN5/RDgKOBvs+9jrfW7AEqpwcBYYJBSqiLQHagEFATWKaXKaq3DgcDkFyulgoBlNudbrLV+LY3vRwiRRUjLnBDC2T20ZU4p5Q80BGYDaK3jtNa303oBpVRhoBUwy3a/1jrM5qEPoJO22wE/aa1jtdZngJNArfvOWQbIC2xOax1CiKzp/jAnfeaEEM4mLbdZSwLXgblJt0pnKaV8UjiurlJqv1JqlVKqks3+L4A3AfP9L1BKTVRKXQB6YWmZAygEXLA5LCRpn60eWFritM2+Tkm3bZcqpYqk9EaUUi8ppfYopfZcv3499XcshHAatgMgPHw9kJ99IYSzSUuYcwWqAzO01tWASGDUfcfsBYpprasCXwG/AiilWgPXtNZBKZ1Yaz1Ga10E+AFIvkWqUjr0vsfdgUU2j/8AimutA4B1wPxUrvet1rqm1rpmnjx5UjpECOFkbPvMZcuRTcKcEMLppCXMhQAhWuudSY+XYgl3VlrrMK11RNL2n4CbUio3UB9oq5Q6C/wENFVKfZ/CNX4EOtlcz7ZlrTBwKfmBUqoq4GobELXWoVrr2KSH3wE10vC+hBBZgJerl3XbL6cfN27cMLAaIYRIfw8Nc1rrK8AFpVS5pF3NgCO2xyil8iulVNJ2raTzhmqtR2utC2uti2NpTVuvte6ddFwZm1O0BY4lbf8OdFdKeSilSgBlgF02x/bg3lY5lFIF7jvX0Ye9LyFE1uDldjfM+WT3kZY5IYTTSeto1teBH5JGsp4G+imlBgForWcCnYFXlFIJQDTQ/b7+bCn5MCkgmoFzQPL5DiulfsYSGBOA/2mtE21e1xVoed+5Biul2iYdfxPom8b3JYRwcrYtc15+Xly+ftnAaoQQIv2ph2cu51SzZk29Z88eo8sQQmSw2zG3yTElBwCNYxqzc+pOoqKiDK5KCCEejVIqSGtdM6XnZAUIIYRTs22Z8/D1IDo6msjISAMrEkKI9CVhTgjh1NxN7qikQfJu3m4A0m9OCOFUJMwJIZyaUorsntkBiHePByTMCSGci4Q5IYTTK5+7PABXEq4AEuaEEM5FwpwQwulVymNZlOZs1FlAwpwQwrlImBNCOL2KeSoCcCfuDvgiEwcLIZyKhDkhhNOrlPfuctGmAiZpmRNCOBUJc0IIp5fcMgfgU1xWgRBCOBcJc0IIp1fIrxD+Hv4AuBVwkzAnhHAqEuaEEE5PKUVen7wAuPq6SpgTQjgVCXNCiCzB190XAJOX9JkTQjgXCXNCiCwhOczhBuHh4cYWI4QQ6UjCnBAiS0gOc+Fx4ZQsWdLgaoQQIv1ImBNCZAk+bj4ARCVEUbFixYccLYQQjkPCnBAiS0humUt0SZQwJ4RwKhLmhBBZgrXPnDsS5oQQTkXCnBAiS5AwJ4RwVhLmhBBZgjXMuUL+gvmNLUYIIdKRhDkhRJaQPAACIDox2sBKhBAifUmYE0JkCdaWOeDg8YMGViKEEOlLwpwQIkuwDXMLFy80sBIhhEhfEuaEEFmCbZhbtmIZ8fHxBlYjhBDpR8KcECJLsA1zoeGh/PnnnwZWI4QQ6UfCnBAiS/D38LduZyuWjVmzZhlYjRBCpB8Jc0KILKFy3srk9MoJQI5GOfjzzz+5ePGiwVUJIcSTkzAnhMgSPFw96F2lNwDnXM5h9jczb948Y4sSQoh0IGFOCJFl9K/WHwCNpmTbksyePRuz2WxwVUII8WQkzAkhsoyq+atS0K8gAAWqFuDMmTP8888/BlclhBBPRsKcECJLqZC7AgBR3lHkyJFDBkIIIRyehDkhRJaSHOaO3zxOr969WLZsGaGhoQZXJYQQj0/CnBAiS6mQJ6llLj6KVj1bERcXx/fff29wVUII8fgkzAkhspTkljkAcsNTTz3FrFmz0FobV5QQQjwBCXNCiCwluWUO4Oj1owwcOJBDhw6xe/duA6sSQojHJ2FOCJGl5PPJR3bP7AAcvXGU7t274+3tLQMhhBAOS8KcECJLUUpZb7UevXEUf39/unXrxqJFi4iIiDC4OiGEeHQS5oQQWY41zF0/CsDAgQOJiIjg559/NrIsIYR4LBLmhBBZTnK/udDoUK5HXqdu3bqULFmSP/74w+DKhBDi0UmYE0JkObYjWo/eOIpSisqVK3Py5EkDqxJCiMcjYU4IkeXcP6IVoFSpUpw6dUqmKBFCOBwJc0KILKdYtmJ4unoClpY5gNKlSxMdHc3ly5eNLE0IIR6ZhDkhRJZjcjFRLlc54G6YK1WqFACnTp0yrC4hhHgcEuaEEFlS8q3W5NuspUuXBpB+c0IIhyNhTgiRJSUPgrgQdoGIuAiKFi2KyWSSljkhhMORMCeEyJIq5qlo3T524xhubm4UL15cWuaEEA5HwpwQIku6Z3qS+0a0CiGEI5EwJ4TIksrkKoNJmQA4cv0IYOk3Jy1zQghHI2FOCJEluZvcKZXTMoLVdkTr7du3uXnzppGlCSHEI5EwJ4TIsqxrtN6QEa1CCMclYU4IkWUlh7lTN08Rlxgnc80JcZ+dO3eyePFio8sQDyFhTgiRZSXPNZeoEzkReoKSJUsC0jInBMDMmTN5+umnGTZsmNGliIdwNboAIYQwyj0jWm8cpVLeShQqVEha5kSWtefSHi7evsjKqSv57tvvcHFxwdPT0+iyxENImBNCZFnlc5e3btuuBCEtcyIrCgkLodZ3tdBo+AtGjRrF0aNH5Y8bByC3WYUQWZafhx/5fPIBcPb2WUDmmhNZ16KDiyxBDmg8uDGTJ08mOjoaHx8fgysTDyNhTgiRpSWYEwDwcvMCLC1zV65cISIiwsiyhLC7A9cOWLdrB9QGIDIyEl9fX6NKEmkkYU6I+2itjS5B2InWmrDYMAD8PfyBu9OTnD592rC6hLA3rTUbz260Pr4ZbZlrMTIyUlrmHICEOSGAM7fOMHn9ZGp+VRO3D9woPbY0HTp1oHLlypQsWZKffvrJ6BJFBohNjCXeHA+An7sfgHV6Euk3J7KSHSE7uBB2wfr4WuQ1QMKco5ABECLLiYuL49DhQyzfsZzVZ1ZzxHyEKL+oe445ZTrF1exXearSU4SdCqNHjx789ttvTJs2jZw5cxpUuUhv4bHh1u3kljmZa05kNRfuXKDjzx3v2Xc18ioAEREREuYcgIQ54dSioqI4cOAAe/fuZfe+3WwO2cwZ9zOYS5vBH7jvMyq7a3ZuJ9wGIKJoBP/wD63btWbg6YHMHTeXTZs2MWfOHJ577jm7vxeR/pJvscLdMJctWzZy584tLXMiSwiPDaf1otZcibhyz/6rEVcJCwvjypUrFClSxKDqRFpJmBNOKSQkhJEjR7L4t8XoMhrKA6WBwv89tkaBGrQt15Z25doRkC+Ai+EXGbJ6CMuPLkejWXFiBQABnwZw84+btHi+Ba8MeoWPP/5Y/mJ1cLZhzs/Dz7pdpEgRLl68aERJQthNojmRHr/04MDVpIEPO6H5M81ZE76Gq5FX2bNnD1prateubWyh4qEkzAmnEhsby5TPpjBp6STiy8Xj8qYLiSrxnmPcXNxoWqIp7cq1o025NhT2vzfhFfYvzC9df+FE6Ak+3f4p84LnEZsYy4FbB+BpyFE3BzNWzuCv6n/xw/wfqFOnjj3fokhH4XH/vc0K4OfnR2RkpBElCWE3w9cMZ+WJlQCUoQwn/jrBU4OfYs3ONUTFR7F5x2YAatWqZWSZIg0kzAmnEJcYx+SfJ/PpX58SXjAc2t77fA7PHLQq24q2ZdvyXOnn7vnFnZoyucows/VMxjUex1e7vmLa7mncjrnNLdMtaAvnos5R75V6jG41mvfGvoe7u3sGvTuRUVK6zQrg6+vLtWvXjChJCLuYvns6U3dOBaBK3iq4L3Sn9lO1KZWvlPWYLcFbKFu2LDly5DCqTJFGMppVOKxEcyLrz6yn+w/d8X3fl/f/fZ/wEuHgYXne38OfvoF9Wd1rNVdHXGVhh4V0qdQlTUHOVj7ffExoOoHzQ8/z+XOfU8Tf0n8k0TsR3V4z6fQkajSuweHDh9P7LYoMllqY8/HxkXnmhNNafXI1g1cNBiCfTz7mPjuXoO1BtG7dmny++azH7f13r9xidRDSMiccTtClIBbsX8Diw4utI66Sv5O9XL1oU64N3St15/kyz+Ppmn5rCvp5+DG0zlD+99T/WHRoEW+te8vSabgcHC52mMC+gfSu0pumTZrSuHFj6TTsAO7pM+d+t8+cr6+vhDnhlA5dO0TXJV1J1Il4uXrxR48/WPLVEgDatWtHnE+c9dibsTclzDkICXPCYdyJucOINSOYtW/WPftdtAtNizal31P9aFO2zT0d2TOCm8mNF6u+SOuyrRmyegjfH/ge7alJaJ3A92e+Z97/5kE4lCxZksaNG1v/SbjLfFKamgQsYU76zAlnczXiKq1/bG3tK7qww0JcrrjwySefMGDAAKpUqcKOkB33vEbCnGOQMCccwqoTq+i3vB9Xo5Na4jT4XPfhladfYXT70eT0sv/cbzm9clpu3VbswssrXuZKxBUSSiTg+5YvbdzaELU9iuXLlzNnzhzgbrhr3rw5Xbp0wcVFejkYLbllzkW54O3mbd0vLXPC2UTHR9Pup3acu3MOgMnNJtO2TFtq1qxJ3rx5+eSTTwBLy10ytztuBAQEGFKveDTy20RkakfOHKHmxJq0/LGlNcjlDsvN12W/5vbU23zc42NDgpyttuXacvjVw/QO6A1AREIEi6IXEd8lnv2n97N//36mTp1K1apV+fXXX+nevTsDBgwgISHB0LrF3TDn5+6HUsq639fXl/j4eOLi4lJ7qRAOw6zN9Pm1Dzsv7gSgX2A/3qr/FlOmTOHAgQPMmDGD7NmzA3fDnEuiCzWK15CBXQ4iTWFOKZVdKbVUKXVMKXVUKVX3vucbK6XuKKWCk/6Nve95k1Jqn1Jqhc2+8UqpA0nHr1FKFbR5brRS6qRS6rhS6jmb/RuS9iVfJ2/Sfg+l1OKk1+xUShV/zK+HyASioqJYuHAhgd0DqTStEkEJQQB4Kk8+a/wZ1z65xv96/g9X18zTsJzcSvdb99/I75sfgD9P/EmVmVXYnbCbDn068M3Cbzhz8Qzvvv8u8+bNo0uXLsTExBhcedaWfLvp/kExyfMHSuuccAZj/xnLkiOWfnGNizdmZuuZHD16lPHjx9OtWzfatWtnPfbgtYMA6Oua2rXkFqujSOtvw6nAaq11Z6WUO+CdwjGbtdatU3n9EOAoljn3k32stX4XQCk1GBgLDFJKVQS6A5WAgsA6pVRZrXXyZGG9tNZ77jv/AOCW1rq0Uqo7MAXolsb3JjKJCxcuMH36dGZ+P5Pb9W5DxbvPtSjdgm9bf0uRbJm731nbcm15uujTDF09lIUHFnIn9g4D/xj4n+Nc3nfh19hfyf5Bdt5u9jbvNn33npYhYR/JLXP3hzlfX1/AEuZk+TbhyOYHz2fi5okAlM1Vll+6/oIJEwMHDsTX15cvv/zynuOTW+b0FU3trhLmHMVDW+aUUv5AQ2A2gNY6Tmt9O60XUEoVBloB9/Ra11qH2Tz0AXTSdjvgJ611rNb6DHASeNiMhe2A+UnbS4FmSn4zOgStNVu3bqVr164UL1GcKWunENkv0hrkcnjmYF67efzZ889MH+SS5fTKyYIOC/i9++/WVrr7mTGDB8R6xPLelvfotKgT0fHRdq5UWG+z3jdoJjnMySAI4cj2XNrD//3xf4Dlc2lFjxXk9MrJ119/zfbt25k6dSp58+a1Hn8t8hrXIpPmV7wmgx8cSVpa5koC14G5SqmqQBAwRGt9/6dcXaXUfuASMEJrnTzp1hfAm8B/hhgqpSYCLwJ3gCZJuwsBtsNpQpL2JZurlEoEfgEmaK110vMXALTWCUqpO0Au4MZ913sJeAmgaNGiaXjrIiNt3bqVIUOGEBQUhF8xPwqNLsQF1wvEEw9At0rdmNpi6j3zHjmSNuXacKzYMdacWsOd2DvEJMQQHR9NTEKMZTshmkV7F3El7grLTyyn7nd1WfXCKgr4FTC69Cwjtdusti1zQjiqyVsmE2+Ox83FjeXdllMmVxnOnDnD22+/TcuWLenVq9c9x9sOfvCP8adEiRL2Llk8prSEOVegOvC61nqnUmoqMAp41+aYvUAxrXWEUqol8CtQRinVGrimtQ5SSjW+/8Ra6zHAGKXUaOA14D0gpRa15Fa7Xlrri0opPyxh7gVgwUNeY3u9b4FvAWrWrPmf54X9hISE0LZtW/z8/HjhsxdYErWECwkXACjkV4gZrWbQplwbg6t8ctk8s9GlUpdUnx/TYAzNvm3G/jv72X99P9VmVOPPF/6keoHqdqwy60rtNqv0mROO7nL4ZX4//jsAvQJ60bBYQ7TWvPTSS5hMJmbOnPmfrh22Ya5m0ZrS9cOBpGUARAgQorXemfR4KZZwZ6W1DtNaRyRt/wm4KaVyA/WBtkqps8BPQFOl1PcpXONHoJPN9WzvpxXG0tqH1vpi0n/Dk15T6/7XKKVcgWzAzTS8N2GAhIQEevToQWxsLK99+xoLwxYSk2AZCPBqzVc58r8jThHk0iKXdy52vb6L9kXaA3A1+ir1Z9fnlyO/GFtYFmE7mtWWtMwJRzc3eC4JZsuI+Zeqv2TZN3cu69at46OPPkpx3suDVy2DH4iBRtUa2a1W8eQeGua01leAC0qpckm7mgFHbI9RSuVP7qOmlKqVdN5QrfVorXVhrXVxLIMa1muteycdV8bmFG2BY0nbvwPdk0aolgDKALuUUq5JARGllBvQGjhk85o+Sdudk64jLW+Z1Lhx49iyZQsvf/Yyo3aMAiy/TP/p8w/TWk175OW2HJ27yZ1l/ZYxKnAUmCEmMYbOSzozcdNE5Ns4Yz1sAIT0mROOyKzNfLf3O8Cy7mqdwnW4dOkSb7zxBg0bNuSll15K8XWHrif9Sr0KderUsVe5Ih2kdTTr68APSSNZTwP9lFKDALTWM7EEqFeUUglANNA9DWHqw6SAaAbOAcnnO6yU+hlLYEwA/qe1TlRK+QB/JQU5E7AO+C7pXLOBhUqpk1ha5Lqn8X0JO1u3bh0TJ07k+VeeZ/r16STqRDxdPfmjxx80Kp51/xJUSjG53WTK5ylP/z/7Y3Yz884/73D61mlmtZ0ltzsygNbaugKE9JkTzmTtqbWcvX0WgJdqWILbq6++SmxsLLNmzUpxwnKt9d3brNegVq2HjTsUmUmawpzWOhioed/umTbPfw18/ZBzbAA22Dzu9IBjJwIT79sXCdRI5fgYIPWOSSJTuHLlCr1796Z4veJsKbKFmLgYTMrEki5LsnSQs9WnXh9K5CzBs3OeJc4njjnBc3iu9HN0rdTV6NKcTmR8JDqpa630mRPO5Nu93wKWtap7B/Rm6dKl/Pbbb3z00UeUKVMmxdecu3OOiDjL93teldc6ibBwDLIChLCLxMREevfuzS3XW9xqdYvwuHAUivnt59O6bGrTE2ZNDcs35NDQQ7jGWf7WevnXl7kdc9vYopxQ8i1W+G+fOQlzwlFdDr/Mb8d+A6Bb5W4kRiby2muvUaNGDYYNG5bq62wHP1QrWC3D6xTpS8KcsIsPP/yQv/f8jc8gH27H3Qbg65Zf0yug14NfmEWVKViGmR0sjd+3E27zxp9vGFyR80m+xQr/bZlzd3fH3d1d+swJhzM3eC6JSXPsv1zjZYYNG8bNmzeZM2fOA1fNsQ1zTas0zfA6RfqSMCcyVGhoKK+//jrvTnkXv//5cSvxFgATmkzg1adeNbi6zK1/jf7Uym3ptzL34Fy2nN9icEXOxbZlLqVBN76+vtIyJxzK/QMfQveHsnDhQkaPHk1AQMADX5u8jBfh0Kxus4wuVaQzCXMiQ8THx/Pll19SpkwZps2eRs7BOQl3t7SEvFHnDd5u8LbBFWZ+Sil+7PEjJm0C4MUlLxKbEGtwVc7jntusHv+Z0xwfHx8Jc8Kh2A586FOpD6+88goVK1ZkzJgxD31tcsucy3WXhwY/kflImBPpbvXq1VStWpUhQ4ZQtVZVAj8KJNQtFID+gf35pPknMjozjUrlLMWY+pYP4jMRZ/hwy4cGV+Q8pGVOOJtvgr4BLAMfjiw+QkhICLNnz8bDw+OBr4tPjOfYDcvsYPlc8uHm5pbhtYr0JWFOpJvjx4/TqlUrnn/+eeLj4/l80edcbHWRfaH7AOhUoRPftvlWgtwjeqfpOxRxt0zwOWHjBP4N/dfgipxD8lJeIGFOOD7bFR8a527MnOlzGDJkSJrmiztx8wRxiXGA5fascDwS5sQTu3XrFsOGDaNy5cps2bKFjz76iFfmvcJbJ9/ixM0TALQq04ofOv6AycVkcLWOx83kxuLei0FDAgn0W9ZPJhNOBw8azQqWMCcDIISjmLNvjnXgw8F5BylRogQTJkxI02ttBz80qiDTRDkiCXPisSUkJDBjxgzKlCnD1KlT6devHzsP7mRz4c0MXzecuMQ4TMrE5GaT+b3H73i4PripX6SubpG69CprGfm77dI2Fh5YaHBFjk9uswpnYTvwIY85DyE7Qvjuu++sU+w8jDXMaWhfv30GVSkykoQ58djeeecdXn31VSpXrszevXt5YcwLPPvLs/zx7x8AFM1WlE39NjHq6VG4KPlWe1LTO03HT1takN79611pnXtCyVOTuJvcU/xDQwZACEex5tQazt05B0DoX6H069ePZs3SPiI1eSSrS5gLFUpXyJAaRcaS37DisWit+emnn3j++edZ9/c6/rjzB43nNyYkLASADuU7EPxyMPWK1DO2UCfi7+HPqMaWtWzPR59n1b+rDK7IsaW2LmsyaZkTjuLbIMuKD67aFfN+c5pGr9pKbpnLHptd+jQ7KAlz4rEcOXKEc+fO0bhNY5p/35yxG8Zi1mY8TB5MazmNX7r+Qg6vHEaX6XQG1R6Eh4ulFWn44uEGV+PYwuIsYS6l/nIgfeaEY7gUfsk68MF01ES759pRqlSpNL8+Kj6KUzdPAVDQVDBDahQZT8KceCwrV66EUjAlbAr/nP0HgHK5yrFz4E5efepV+esug+T0yskLVV8A4Jj5GBv3bzS4IseVfJv1YS1zcjtbZGZz991d8SF2ayxDhgx5pNcfuX7EukZxmWwpr9sqMj8Jc+KxfBv8LfSGmzE3AegX2I+gl4Komr+qwZU5v9drv27ZUNBvuoxsfVwPu83q4+OD2WwmJibGnmUJkWaJ5kTrwAfP255UyVWFxo0bP9I5bEeyVi0gn9+OSsKceCQJ5gT+b/n/carcKVCWySkXdljInHZz8HFP28gp8WQC8gXQqJhl+oAzOc7w49IfDa7IMSWHuZRWfwBLyxwg/eZEprX29FrrwIeYrTEMGzrske+KWMNcItQqVSu9SxR2ImFOpNmdmDu0/rE1sw7MAiCXey429t1I74DeBleW9bxeK6l1zgte++Y1wsPDH/wC8R/XIq8BkM0jW4rPJ4c56TcnMqvkFR9MiSZyXcpFjx49Hvkc1jVZb0CpEmnvaycyF1ejCxCZV0REBIcOHeLgwYNsPrSZXzx+IconCgDX667s+WAPxXMWN7bILKpd+XYU8S/ChbAL3K50m9Hvjebrz742uiyHcTXiKhfCLgCpz3gvLXMiM7sUfok/jlumgUo8kMir/V/F09Pzkc9jbZm7CkWLFk3PEoUdScucuEdwcDC9evWidOnS+Pn5UbduXV4a/xILPRdag1wVtypsf2m7BDkDubq4MrLeSMuDnDD9zHSCg4MNrcmR7Ly407pdp3DKyx0lr2cZGxtrl5qEeBS2Kz6Ygk288sorj3yOm9E3uRR+CQDfaN/HCoMic5AwJwA4ePAgnTp1olq1aqxcuZLq1avzwQcfMHTOUNz/zx28LceNrDeSfaP2UTOgprEFC/5X6380K2GZGFQHarqM64LZbDa4KsewI2QHAApFzYIpfy8nfy1lZLbIbBLNiczaa+nu4nLNhe4NulOgQIFHPo/t4IdCroXSrT5hfxLmsrijR4/SrVs3AgICWLt2LWPHjuXs2bP8tPgn4urH8cX5L4gzx+Hq4sqsNrP46NmPZH3VTMJFubCgwwJyeeUC4GT5k0yZOcXgqhxDcstc5byVUx0AkTxK2MVFPiZF5rLu9DrrwAfzbjPDhg57rPPYhjmZlsSxyadUFvXvv//Su3dvKlWqxMqVK3n77bc5e/Ys48aNI9Y1lh6/9GDCZssizTk8c7Cm9xoGVB9gcNXifgX9CjK77WzLA08YGzyWy1cuG1tUJpdoTmTXxV0A1C5UO9XjpGVOZFaz91l+5lWCoo5PHWrUqPFY5zl4NWnwQyxULFQxvcoTBpAwl8WcPn2afv36UaFCBZYtW8aIESM4c+YMw8YMY+mZpTRb0IyCnxXk58M/A1AmZxl2DtxJkxJNDK5cpKZd+XYMqjEIgIRCCbT8sKXBFWVuR28cJSLOMqghtf5yIC1zInO6HnmdX4/9CoA+rBn+v8dfCebQ9aSWuetQvFjxJy9OGEY+pbKI48eP069fP8qWLctPP/3EkCFD2Ht0L+W6l6P3X73J/0l+Xl7xMuvPrMesLS0SzUo0Y8fAHZTJlbmb37XWxCTEEBmXdaeQ+PS5T6mQ27JAdnC2YKb/Pt3gijKv5P5yALULS8uccCwLDywk3hwPQN6QvLRv3/6xzqO1vmcka/HixdOnQGEImZrEyQUHBzNp0iSWLl2Kh4cHA/43gAodKrDm4hqqLKhCgjnhnuML+BagS8UudKvcjbqF62bKX2T7r+xn/v75LD2ylKuRV4lLjLM+90zJZ1jQfgEF/B69M7Aj83bzZlGnRdSaVYs44hi6eShdGnchj38eo0vLdHaGWPrL+bn7WQNwSqRlTmQ2WmvrwAdCYUSXEbi6Pt6v8eiEaG7H3LY8uAXFihVLnyKFISTMOant27czceJEVq5ciW8uX1qNbkVcmTjmhcwjbmPcPcfm88lH54qd6VqpK08XfRoXlfl+eV2NuMoPB39g/v75HLh6INXj1p1eR7VvqvFzl59pWKyhHSs0XtX8VZnyzBSG/TWMeN94Os3pxKahm4wuK9PZcdHSMvdUoaceOJhHWuZEZrMjZAdHbxwFwO2gGwPHDXzsc0XHR999EC9hztFJmHMiWmvWr1/PxIkT+WfrP/hU86HC+xU4bTrNisQVcO7usbm9c9OpQie6VepGw2INM+UIVbM288uRX5i3fx5/nfzLOqdSsibFm1CrUC08XT3xMHlw6Pohfjz4I1cjr9J0flOmPDOFN+q+kaV+GQ+uPZhVJ1ax5vQaNt/ZzPcHvpcVOmyEx4Zz+NphAOoUSr2/HEjLnMh8rK1yZuhVuRc5cuR47HNFxUdZt309fPHxkeUYHZmEOSegtWbFihV88OEH7LmzB88anri97UYkkRzlKCRloJxeOelYviNdK3WlSYkmuLpk7v/9EzZN4L0N792zr0zOMvSp2ofeAb0plv3uX5I3btxg47WNPNX4KUZtHkVsYiwj1o5ge8h25rSbk+pi6s7GRbkwv8N8SnxUghhTDK+ufJV6RepRMkdJo0vLFHZf2o3GEtIe1F8OpGVOZC7hseEsPrzY8uA4jBo36onOF51wt2UuTw7pjuHoMvdvc/FAiYmJLFy8kPe+f4/zfudRTRW4Qgwx1mOyeWSjQ4UOdKvUjWYlmuFmcjOw4kfz95m/AfBx86F3QG/6VO1DncJ1rL9co6Ki+P333/nhhx9YvXo1CQkJFCpUiG/mfMP7R9/n7O2z/HL0Fw5dO8QvXX+hUt5KRr4du8nvm583y73JByc/IDwunF7LerGp7yaH+n+fUZL7y8GDpyUBaZkTmcviw4uJjLcM8qrhUoNy5co90flsW+by5cz3ROcSxpNPKQcUFxfH7NmzKdi6IP0O9eN87fNQEbSr5ZePv4c/LwS8wB89/uDqiKvMbTeXFqVbONQvc9uRVt0qdWNm65nULVKXxMRE/vrrL1588UXy5ctHjx49CA4OZtiwYSxfvhw3NzdeavMSQzyH8Hzp5wE4Hnqc2rNqs/jQYiPfkl2N7jQat72W/987QnYwZ98cgyvKHJL7yxXPXpx8vg/+BSYtcyIzsd5iDYPxfcY/8fls+8wVzFPwic8njCUtcw5m8+bN9OjTg4tVL4JNlx9/D3/alWtH10pdebbks3i4ehhXZDq4EnGFm9E3AaiUtxK7du3ihx9+YPHixVy9epXs2bPTvXt3evXqRcOGDa2tJw0aNKBnz54MGzSMgf83kHe6vcPELROJjI+k+y/d2R6ynY+e/Qh3k7uRby/DeXp60sazDb9G/YrZ28ya02t4uebLRpdlKK21tWXuQfPL2R4P0jInjHfo2iHrqiW5LuSiRfMWT3xO25a5QvlkKS9HJ2HOgfz777+07tOamLYxkNTvNb9vfqa1nEarMq0cPsDZsl1m5ovRXzB843A8PDxo3bo1vXr1omXLltaF0G3lypWLP//8k7FjxzJp0iRq7a/F/KnzGbJxCLdibjF151TWn1nPnHZzUl2T01l06dCFZb8sg8qw9fxWtNZZupXp3J1zXI28Cjz8FitIy5zIPGbvnW3dHtpoaLp8T9r2mStesPgTn08YS/7kdBChoaE0fKUh4T3CicthmVqkSfEm7Ht5Hx0rdHSqIAf3hjmXUBdmz57NlStXWLp0KR06dEgxyCUzmUxMnDiRZcuWceTIEYa3Hc6sp2ZRo4BlyZuD1w5Se1ZtRq0bRUxCTKrncXQtW7bEdMkySvlq5FVO3TplcEXGsu0vJy1zwlHEJsSy4MACAFwvuPJGvzfS5by2LXNFChRJl3MK48inlAOIiI4g4K0Arja8ina3/IJ5++m3WfPCGvL75je4uvR3+/Ztpi6aCoBbghvBm4Pp378/2bNnf6TzdOjQgV27dpEtWzZebPsiH5b5kHGNx+Hm4oZZm5mydQp1Z9clPDY8A96F8fz9/ald4G4L1NbzWw2sxnjJKz+4ubgRmD/wocdLy5zIDH499qu1y0mLPC3w9vZOl/Pa9pnzdkufcwrjSJjL5M7dPkeJD0pwqcglwLLo/YoeK5jYbGKmn1rkcezbt48aNWpwLtoyKV6dknUeOcTZqlChAps2baJYsWK0bdWWevH1CHopyHqLNfhKMP1+62dthXE2LzR/AZLmiN5yfouxxRgsuc9RtQLV8HT1fOjx0jInMoPZ+5JusUbDxBcmptt5bW+zumrn+12S1cinVCa2+uRqKkytwA3PGwDULFiTvS/vpVXZVgZXljHmzJlD3bp1iYmNwauYFwCV81Z+4vMWKFCADRs2UKZMGVq3bs2FoAtsH7CdFqUtnYh/OfoLU7ZOeeLrZEYd23eEEMv21gtZt2UuLjGOvZf3AmnrLwfSMieMd+bWGdaeXgtAgesFCKgYkG7ntr3NKmHO8UmYy4QSzYmM/WcsLX9oSTSWv55eqfkKW/ptoXj24sYWl0EuX77MwIEDqV+/Pn9s+oPoRMv73n1pN2P/GcvC/QvvXX7mEeXJk4f169dTuXJl2rdvz4rfV/BDxx+sk+mOWT+GNafWpMt7yUzy5s1LUYoCcPTGUUKjQg2uyBj7r+wnNjEWSFt/OZCWOWG8ucFzrduv1H4lXc9t+3lq0plvBSDxaORTKpPRWtPjlx6M3zQejcYlwYW5beYyvdV0pxvkYGvPnj1orRk/fjwevnff555Lexi/aTwv/voi9ebU407Mnce+Rq5cuVi3bh01atSgc+fOrP19Lcu6LsPL1QuzNtPjlx6cuXUmPd5OpvJ85eet29subDOwEuMk32IFaZkTjiHRnGgNcy6XXXijV/oMfEhmbZkzgzLL97ijkzCXyaw5tYYlR5YA4HbbjQ29NtC3el9ji7KDoKAgXFxcqFq1KhXyVGBys8k0KNqAwv6FUVg+aIKvBNNmUZt7bg88quzZs7NmzRrq1atHz549ObD2ALPaWibjvBl9k44/d3yi82dGr7V/DSy5JMveak0e/JDbO3ealzaTljlhpDWn1hASZukjUc+zXrqvnWrtMxdvWU1IODb5lMpEzNrMW2vfsjyIg/UvrqdB+QbGFmUnQUFBlC9fHh8fH1yUC6OeHsWmfpu4MOwCUWOi6FihIwCbz2+m65KuxCfGP/a1/Pz8WLVqFY0bN6ZPnz5E74pmaO2hgCUwDloxyKkGRFQuUxmvMEsfxKw6CCK5Za52odppbmmTljlhpFn7klZ8iINxXcal+/mtf7TGQ0JCQrqfX9iXhLlMZMmhJey/th+A3iV783S1pw2uyH727t1LjRo1UnzO09WTHzr+QNMSTQFYeWIl/X7rh1mbH/t6Pj4+rFixgueee46BAwdS8lRJGhVrBMDCAwuZtnvaY587MwrIbuk4vfvibqeeWy8lN6JucPLmSSDtt1hBWuaEca5GXOX3478DkP1SdprUa5Lu17C2zCVImHMG8imVSSSYE3hliaWDq4/yYVpv5woTDxIdHc2lS5coWrRoqsd4unrya7dfrVOK/HDwB4auHvpELWheXl78+uuvtG3blsGvDaZpaFMK+VmWtRn21zA2n9v82OfObDrX6gxAnDkuy803t+viLut2Wgc/gLTMCeMsPLCQBLMlYL1Q6YUM+R60bZmT26yOT8JcJtH3877cMt0CYNwz4/D38De4Ivvx8vKiRo0a/P333w88zs/Dj1W9VlE+d3kAvtr1FRM2TXiia3t4eLB06VK6dOnCeyPeo210W9xN7iSYE+iypAsXwy4+0fkzi74N+0LS5/WPB380tBZ7S+4vB/BUoafS/DppmRNG0Foza2/SLdYb8G6fdzPkOtbRrHKb1SnIp1Qm8Pufv/PDxR8AKORXiFefetXgiuyvY8eO7Nixg4sXHxyecnvnZk3vNdYWtPc3vs/1yOtPdG03Nzd+/PFHevXqxYx3ZvBcwnOAZQmszks6E5sQ+0Tnzwxy++SmtC4NwJIjS55omhdHk9xfrkLuCmT3zJ7m10nLnDDC1gtbOR56HICAhADy5MmTIdeRPnPORcKcwaKiouj5WU/IZnn8XqP38HLzMrYoA3TsaBng8Ouvvz70WHeTOxFxEQAU8S9CDq8cT3x9V1dX5s+fT79+/fhj3B9UTagKWFp1hq4e+sTnzwwGPDUAgPC4cP749w+Dq7EPszZb12StXTjt/eVAWuaEMawrPiTC263ezrDrSJ855yKfUgabOWcmkdUjASidszR9A/saW5BBypcvT4UKFVi2bNlDjx25diR3Yi3zzX31/FfptqyZyWRi1qxZDBo0iP2T91PAXACAmUEzmbNvTrpcw0hDnh+CS5zlR/77A98bXI19/Bv6r/V7pU6htPeXA2mZE/Z3J+YOPx/+GQCv8150fr5zhl1LWuaci4Q5AyUmJjJh3QRImj5ofJPxuJncjC3KQB07dmTjxo3cuHEj1WM2nN3AwgMLAWhXrh1tyrVJ1xpcXFyYPn06g/5vEJe/uIwvvgC8uvJV9lzak67XsjcvNy+qulpaHFedWPXEt6cdgW1/ucdtmZMwJ+zlp0M/WUNW+2LtMZkybmUG2z5zMgDC8UmYM9D8n+dzq4Jl0ENg/kC6VupqcEXG6tixI4mJiXTv3p1Vq1b95wMmLjGOV1da+hN6u3nz5fNfZkgdSimmTZtGz9Y9iZgbgQsuxCbG0nFxR4cPQMOaDQMgQSdYWwCcWfItVm8370de5zc5xDnTnIMic7POLXcHxvcZn6HXkpY55yJhziBaa8asGgOelscTm07ERWXt/x3VqlVj0qRJHDhwgJYtW1K6dGkmTZrElStXAPh026ccvXEUsPQtLJot9alMnpSLiwvz5s2jdZXWmFdbbrddCLtA91+6W6cMcES9GvTCLcrS+pvcwunMdly0tMzVLFjzkW/HJ7eKSKuFsIf9V/ZbW/9L3ClBqZKlMvR60mfOuWTt9GCgZWuXcaWoJaTUL1Kf50s//5BXOD+lFKNHjyYkJITFixdTokQJxowZQ5EiRWjVsxXjNlhmQa+YpyJD6wzN8Hrc3Nz4+eefaejREHXQ0kqz/sx6Rq0bleHXziguyoUG/pZVRXZe3MmJ0BMGV5RxIuMiOXj1IPDo/eVAwpywL+vABw3DGg/L8OtJy5xzkTBnkDd+fQOSusdNbjZZ+uXYcHd3p2vXrqxfv57jx48zZMgQtv+1ndjfYnGJdaFReCPCboXZpRYvLy/++P0PAi8Eoq5Z/h99uv1TFh9abJfrZ4QxbcdYt515IETQ5SAStSWIPWp/OZAwJ+wnJiHG+rPoet6V/+vyfxl6PbM2310JRsKcU5AwZ4BVO1dxPvd5AJ4v/TwNimWN9VcfR9myZfnkk0+4dPES3w/7ntrbajNj1AwKFSpEr169uHDhQobX4O/vz5qVayi1uxQkff71/72/tdXH0TSt0hTfMMvAju8Pfu+0fcKS+8vBo638kMzV1XJbVn7RiYy2/OhybsVY+k8/k/MZPD09M/R69yzpJwMgnIKEOQO8tvQ1SBqkNLHpRGOLcRCenp706tWLbRu2cejQIV5++WWWL1/Om2++aZfr586dmw3LN5Bvcz7QllsUHRZ34HbMbbtcP721KNgCgNO3Tt8z4tOZJPeXK+xfmIJ+BR/59dIyJ+zFOvAhCj7o+UGGX++eScOlz5xTkDBnZ+sOruO0z2kAulbqSrUC1QyuyPFUqlSJL7/8kp49e/Lnn38SFxdnl+sWKlSIrfO34rvb0qp16tYpei3rhVmb7XL99DSuyzhIKttZB0Ikt8w9TqscSJgT9nHq5inWn1kPQN4reXmqetqXnHtc1v5yILdZnYSEOTsb9PMgUGBSJsY3ydih586uffv2hIWFsWHDBrtds1SpUmz9cCtuJy0dHv888ScfbMz4v6TTW8WiFckTZlkmaPHhxcQl2icQ20tIWAgXwy1Lw9Uu9Oj95UDCnLCPucFzrdsv1XzJLteMN8fffZAoYc4ZSJizo7VH13LK9RQA/QL7UTZXWYMrcmzNmjXDx8cnTUuApaeAKgGsHrQaFWoZEDFu4zj+OO54y2N1KdcFgJvRN51uIMST9pcDCXMi4yWYE6xhTl1UDH9huF2ua1I2kxErMnRyYmEfEubsaNDSQQC4u7gzttFYg6txfF5eXrRo0YLffvvNuvSSvTSt35Q5z82BWMvj3st682/ov6ken5CQwPr16zNVMPig+weoMEsgHb9pPPGJ8Q95heNI7gdoUiaqF6j+WOeQMCcy2uqTq7kUfgmAWm61yJ49u12ue8+ciy6QN29eu1xXZBwJc3YSFxdH2G9hZLuTjf/V+h9FshUxuiSnUKRIES5dusSxY8fsfu2+rfoyqrxlzrmwuDBqf1ebufvm/md06PXr12nRogXNmjXj22+/tXudqcmVPRfVIy1B5+zts8wLnmdsQelo50VLy1zV/FXxdvN+rHMkj2aVMCcyinVuuTgY28F+f+DfH+by589vt2uLjCFhzk4WLVrEjaAbLHp2EZObTTa6HKfw0Ucf8cUXX9C+fXvKljXmlvXkFyfTPkd7AG7H3qb/7/1p/n1zTt+yDHLZvXs3NWrUYMuWLRQsWJDvvvvOkDpTM7rFaLht2Z6weQKxCbGG1pMe4hPjrTPpP25/ObjbMif9iURGuBJxxdo9w++cH883s9/E8feHuXz58tnt2iJjSJizA601H3/8MVWqVKFFixZ4uHoYXZJD01ozbtw43nrrLbp3787PP/9sbUUxwvLBy3nJ7yVImsd43el1VJlRha6fd6V+g/q4uLiwbds2xowZw759+wgKCjKs1vu1adkG7z2Wlqvzd84zZ9+cVI9NSEhwiDnpDl07ZF2q6HH7ywHWUdL2Gi0tspb5wfOtk1r3LN/TrhPHS8uc85EwZwerVq3i8OHDjBw5UlZ6eEKJiYmMHj2a999/n759+/L999/j5uZmdFl888Y3vJPzHUjKaVHxUSwJW4LXa14s/Gsh1atXp2fPnnh5eWWq1jl3d3e6l++Oum35vpy4eeK9E4omCQoKonjx4jRp0oSrV6/au8xHYjtv3pO0zAUHBwOwbNmyJy1JiHtore/eYr0G7/R9x67Xl5a59JUZ/siVMGcHH330EYULF6Z79+5Gl+KQYmNjWbVqFS+99BIFCxZkypQpDBo0iNmzZ2eqUVgfvP0BI8uPhHlAqGVfmF8YTX9uyth/xuLl60WXLl348ccfiYyMNLLUe/Tu2Ru9wfJhdDH8It8G3duvb/ny5TRs2BCAXbt2UbNmzUzVuni/5P5yOTxzUCZXmcc+z9ixY6lTpw4zZszgxo0b6VWeEGw+v5kTNy3rIleIqUDhwoXten3bMOfh7ZHhK044s/j4eAoVKsSMGTMMrUPCXAbbvXs3GzduZNiwYZmiBclRREREsGTJEnr27EnevHlp2bIlixYtokmTJixdupTp06fj4pK5vn2VUkyZMoXPBn/G8ueW82a9N3FRLiSYExi/aTzVvqlGnS51CA8P5+effza6XKuGDRtS4HoBfGJ8AJi8ZTJR8VForfnoo4/o1KkTVapUISgoiC1btuDi4sLTTz/N999nzulMklvmahWqhYt6/O8RHx8fZs2aRUREBKNGjUqv8oRg1t6kFR8S4a0Wb9n9+iaXu38E+/r72v36zmT//v1cvnyZXLlyGVuI1jpL/qtRo4a2hy5duuhs2bLpsLAwu1zPkV2/fl3PmTNHt2nTRnt4eGhA586dWw8YMECvWLFCR0dHG13iI9tzcY+uOqOq5n0076PV+0rnaZdH161b1+jS7jFs2DBtqmay1vm/Ff/TAwYM0IDu2rWrjoqKsh577do13ahRIw3oN954Q8fHxxtY+b1uRt20vof3/nkvXc45YsQIDejt27eny/lE1nYr+pb2nOCpeR/t0dtDx8XF2b0Gs9ls/Tkp2qeo3a/vTKZOnaoBfeHChQy/FrBHp5JpMlfThpM5deoUv/zyC4MGDcLPz8/ocjK9Vq1a0b9/f4KDgxk0aBAbNmzg8uXLzJo1i1atWjnkrYAaBWuw+/92M6npJDxMHmg0odVC2X58O4cPHza6PKuePXuSGJyIr4vlr/Rpu6cx22U29cfWZ+bcmXh5eVmPzZMnD2vXruX111/ns88+o0WLFoSGhhpV+j12X9pt3X6S/nK2xo4dS8GCBXn11VdlmhLxxBYdXGTtl9qmcBtD7tgopawTB/v4+tj9+s5k69atFC1a1O63yu8nYS4DffbZZ7i6ujJ48GCjS3EIH330EXv27OHcuXN88cUXNGrUyNBRqunFzeTG6Aaj2dB3AwBmzKhnFLNmzTK2MBsVAyqSrUc2IswRlh0KKARbXbZSaUYlXl35Kt8Ffcfui7uJjo/Gzc2NL7/8kjlz5rB582Zq1qzJgQMHDH0PYBnJmqxGwRrpck4/Pz8+++wz9u3bxzfffJMu5xRZ16x9ST/3t2Hci+MMqyO535yXr9dDjhQPsm3bNurVq2d0GRLmMsr169eZO3cuvXv3pmDBgkaX4xAaNWpEjRo1nHbEb53CdehVpRcAuqJmzl9ziIn578hRezt+4zh159TlTtk7lh1mKO9XnpLZSwJwOeIyM/bM4KUVL1FrVi18J/tSaXolei3rxY2yN5i1YhZxcXHUrVuXJUuWGPhO7l2m6J4Re0+oa9euNG3alDFjxnDt2rV0O6/IWvZd3sfey3sBKBJahIoVKhpWS/LPh7fP402qLeD8+fOEhIRImHNmGzZsID4+nhEjRhhdishEJjSdgLvJHYCw2mGGT3uxcP9CanxbgwNXk1rVzsPUklM5+sZRjr9+nAlNJlC3cN17VlEwazNHrh/hx4M/8ua6N3lx24uM+GEEVatWpWvXrgwfPpzYWGMmH7atMyo+Kt3Oq5Ti66+/JiIigrfesn+HdeEcrNORaBjcwNg7Ni5Jv/49vR2v+0pmsW3bNgDq169vcCVpDHNKqexKqaVKqWNKqaNKqbr3Pd9YKXVHKRWc9G/sfc+blFL7lFIrbPaNV0odSDp+jVKqoM1zo5VSJ5VSx5VSzyXt81ZKrUyq4bBS6kOb4/sqpa7bXH/g435B0kuXLl0ICQmhQoUKRpciMpHi2Yvz2lOvJT2AKcunGFbLyDUjefHXF4mMt0yT4rLVhVe8X2FwH8svGVcXV8Y0HMO2AdsIGxXG8deOs7jzYkY/PZrnSz9Pft+7E42+uflNnn7/aZ4Z9gyf/fQZtRrU4vjx43Z/TxkV5gAqVKjAG2+8wbx589ixY8fDXyCEjej4aL4/YBkBbjprYlCPQYbWkxzmPLxkEvvHtXXrVnx8fAgICDC6lDS3zE0FVmutywNVgaMpHLNZax2Y9O+D+54bksJrPtZaB2itA4EVwFgApVRFoDtQCWgBTFfKeu/kk6QaqgH1lVK2658strl+puiMJBMxipSMaTiG7J7ZATiQ7wDHT9g/9Fy4c4FPtn8CQB7vPHSM7Ihar3hz+JspHm9yMVE2V1m6VurKpGaT+LPXn1wefpkNfTbgbnInwZzAx9s/Zl22dfASHGh1gPKzylNucjkGrRjEidATdnlftmEuOj463c//7rvvkjdvXkaPHp0pJgoVjuOXo79wJ9bSlaGxf2N8fY2dEkRpS3cWCXOPb9u2bdSuXTtT9O1+aJhTSvkDDYHZAFrrOK317bReQClVGGgF3BOwtNZhNg99gORPxnbAT1rrWK31GeAkUEtrHaW1/ie5BmAvYOzwESEeQ06vnIx+erTlQR4YNn+Y3WtY8a+1kZwfWv/Amhlr6NatG8WLF3+k8zQq3oilXZZSJmcZFPf1dfSFf+P+5Zugb6g/uz7XI6+nQ+UP5uV2tzN3erfMAfj6+jJmzBg2bNjA2rVr0/38wnlZ55aLhPe6v2dsMQBmy3/cPd2NrcNBRUREsH///kzRXw7S1jJXErgOzE26VTpLKZXSWOa6Sqn9SqlVSqlKNvu/AN7E+q1zl1JqolLqAtCLpJY5oBBwweawkKR9tq/LDrQB/rbZ3Snptu1SpVSRlN6IUuolpdQepdSe69cz/heLEKl5vdbrFPG3fJv+FfcXtyNv2/X6f/xrWeC7oF9Bdi3bRUREBG++mXKr3MO0KdeGf1//l8i3Izkw6ABLuixhYtOJvBDwAkVcLO/xevR1Os7rmOGtWRl5mzXZyy+/TLFixRg9ejRm838+1oT4jxOhJ9h4biMAOUNy8nTdpw2uCLTZ8rPo6m58q5Ij2rVrF4mJiQ4V5lyB6sAMrXU1IBK4fzr0vUAxrXVV4CvgVwClVGvgmtY6xbV/tNZjtNZFgB+ApI5E9/95bzk0eUMp5QosAr7UWp9O2v0HUFxrHQCsA+ancr1vtdY1tdY18+TJ8+B3LUQG8nLzYnyT8QCYfcz0+7af3a4dGRfJ+jPrAXiuxHN8+eWXtGjRgqpVqz7Reb3cvKiSrwqdK3bm7QZvs6DDAs69c45m+ZsBsOXGFmq+V5NpO6ex7OgytpzfwvEbx7kVfSvdQp49wpyHhwcffPABe/fuZenSpRlyDeFc5uybY90eWG1gphix7+lmGfhw7aaMzn4cyYMf6tat+5Aj7SMtYS4ECNFa70x6vBRLuLPSWodprSOStv8E3JRSuYH6QFul1FngJ6CpUiqlNYB+BDrZXM+2Za0wcMnm8bfACa31FzbXD9VaJw+f+w5InwmmhMhAvQN6UyVvFQB+u/EbZ6+ftct1151eR2yi5cfF87wn165dy7ARmkopFr+wmHw+lv6je017eW31a3T6uRMN5jag/LTy5PwoJ0/PfZrYhCcfAXtPn7mE9O8zl6xXr15UqlSJd955h/j4+Ay7jnB8CeYE5u2fB4C6oBjRN3PMcFAsZzEATl49aXAljmnr1q1UqlSJ7NmzG10KkIYwp7W+AlxQSpVL2tUMOGJ7jFIqv0r6U0MpVSvpvKFa69Fa68Ja6+JYBjWs11r3TjrOdgXstsCxpO3fge5KKQ+lVAmgDLAr6TUTgGzA0PuuX+C+c6U0QEOITMXkYuKjZz8CQLtrukzvYpfrJt9i9XT1ZPX01Tz11FM0atQow66XyzsXP3b6kQK+BVI9ZtuFbXy588snvpY9WuYATCYTEydO5MSJE8ybNy/DriMc358n/uRKxBUAqlGNzHJXqHTe0gBcjrpscCWOx2w2s3379kxzixXSPpr1deAHpdQBIBCYpJQapJRKHlvdGTiklNoPfAl01w+/b/KhUupQ0jmbYxnxitb6MPAzlsC4Gvif1joxaSDFGKAisPe+KUgGJ01Xsh8YDPRN4/sSwlDPlXqOZ0o+A8AevYe/DvyVodczazMrT6wEoKJnRc78e4a33norw2/7NC3RlEvDLxH7Tiw7uuwgcEcgLIR6V+pRJofl77oJmydwLfLJbvl4uWbsAAhbbdu2pU6dOrz//vtER2dcK6BwbD8d+smyEQtDnhlibDE2kvvsRrtGE58grcuP4ujRo9y5cydTzC+XLE1hTmsdnNTXLEBr3V5rfUtrPVNrPTPp+a+11pW01lW11nW01ttSOMcGrXVrm8edtNaVk87ZRmt90ea5iVrrUlrrclrrVUn7QrTWSmtd4f4pSJJaAJOv30Rrfez+6wuRGSml+Or5r3BzcQMFLyx+AbPOuE71QZeCrK0EN7bdoEyZMrRv3z7Drnc/d5M7tSvWZvcfu/mgzwfs/G4nYUssA9vDYsN4758nG+Vnr5Y5sPy/+/DDD7l06RLTpk3L0GsJx6S1ZsPZDQC4nHWhY+uOxhZko2i2opYNE2wI2mBoLY5m69atAA7ZMieEyCDlc5fnjbpvAHDd/TrjV4zPsGsl32IFOL/uPCNGjMBkMj3gFRnD1dWVd999l02bNuEV4mWZgAj4du+3fLXzK74/8D2LDy1m+dHlrPx3pTWAPozt1CQZMc/c/Ro1akSLFi2YNGkSt2/fzvDrCcdy4uYJLkdYbmNW8qlk+NxytpJb5gBWbVtlYCWOZ9u2beTJk4fSpUsbXYqVhDkhMoF3G75LIV/LDDwTd00kNCo0Q66TPL+cX4Qf+bzy8eKLL2bIddKqXr16BAcH87zL82C23AYevHowLyx/ge6/dKfjzx1pvag1ATMC0vQ1cXVxtS6XltEtc8kmTZrErVu3+OSTT+xyPeE4klvlALrX6W5cISkoku1umNt26D8308QDbN26lXr16mWKUcnJJMwJkQn4uPsw9fmpAMS7xvPigvQPWSFhIey7sg+A8KBwhg4diqen8esyZsuWjZXzVtImR5tUj7kedZ3Pd3yepvMl95uzV5irVq0a3bp14/PPP+fq1at2uaZwDNYwFwWvdHrF0FruZ73NChy6cEhWNEmja9eucfLCSdZXW0+BTwvwbdC3RpcESJgTItPoWKEjzxS3DIb488qfbL+wPV3Pb7vqg/cFbwYNMnZtSFtKKX4f+ju7Ou+i0d5G8CXk+TkPb+d8m1oFawHw5c4v09Q6l9xvzl5hDmD8+PHExsYyYcIEu11TZG62/eXyxeQjR/YcxhZ0nxyeOaw/K5GmSI4dk67mabFt2zZQEE44VyKu2PVz5kEkzAmRSSilmN56Oq7KFRT0/L4niebEdDu/NcyFwyvtX8k08yPZeqrSU2z4bQMbl2+kTPYyTBo8ifMLzgMQHhfOZ9s/e+g5kn9BZeQ8c/crU6YMAwYM4JtvvuHMmTN2u67IvGz7yzUt2dTgav5LKXW3dS4bbNmyxdiCHMS2bdtw83CzPv7PMoYGkTAnRCZSJlcZ3qxvWVbrbNxZpu1In1GSUfFR/H3GsvqdOqUYNtT+68E+ioYNG7JlyxZWrFhB3vC81gX+Ptv2GTcibzzwtUa0zAGMHTsWk8nEe+9lgnU3heFs+8sNapF5WsFtJQ+CMOUwERSU4kJN4j579+6lfGB56+McXpmjxVXCnBCZzJiGY8jvmR+AUWtHpcsC9etOryMmIQaApoWaUqhQoYe8wnhKKVq1asW+vfsYVdeygmCMOYbAVwLZsGFDqq9LHtFq7zBXqFAhBg8ezPfff8/Bgwftem2R+SSHObd4N54ua/xarClJDnMuOV0kzKVReHg43nnuToGUxztzTAItYU6ITMbbzZuZ7WYCEE00Q1Y8+USj1lusCTDl5SlPfD57cnFxYVL/SdQuVBuAS0Uu0aRlE5o3b86ePXv+c7xRLXMAb731Fv7+/gwZMgSzOePmCxSZm9aadSfXAVDJtxIuKnP+qk2+zRrvHs/+w/uJi4szuKLMLyYmBu5mOfL4SJgTQqSibbm2NCpgWWJr0bFFTzQYwqzN1jCXNzIvNao43tLFSinGNR4HWJY+q/h2RXbc3sFTDZ+iU6dOHD16dwU/I/rMJcuZMycff/wx//zzD1OnTrX79UXmcOLmCa7HWFrUO9Xo9JCjjWM7PUm8ZzyHDx82sBrHEB0djdnr7h9q0jInhEiVUorZnWdj0pYJfQcsG0CCOeGxzrX38l5rR+yOlTLPDPSPqnmp5tQpXAeAI4lHCG8VDm/B756/UymwEn379uXs2bOGtswBDBw4kLZt2zJq1Ci53ZpF2faXaxvQ1rhCHsJ2ehKyIbda0yAmJoZEz7sD06RlTgjxQKVylmLoU0MBOHr7KDP3zHys89hOSfLac6+lR2mGUErxbetvaVC0gWX5syQJZROoP7w+P/30E2XLluXgPkuAMirMKaWYNWsWOXLkoFevXpbbMiJL+f3A7wB4K28q561scDWps10FwruAd4rdFsS9oqOjSXC3/GHt4+ZzzxKCRpIwJ0QmNr75eHJgGS01eu1orkY8+qS0yUt4+YT7UKlwpXStz96q5KvCpn6buPXWLda+sJaKeSoCcND/IHsO76Ffv378e+hfAK7dumbYElt58uRhzpw5HDx4kDFjxhhSgzCG1ppN5zcB0LBow0zbXw7uvc2ar1w+aZlLg5iYGOLcLH0LM0urHEiYEyJT83Lz4ruO3wEQkRDByLUjH+n1F8MusvfyXgBq+DleX7nU+Lj78EzJZ/iw2YcA3Im9ww9nfuCbb76hT88+AETFRVGiRAk+/PBDIiMj7V5jy5Yt6d+/P1988QVRUZljYlGR8U7cPEE44QA8X+F5g6t5MG83b2ufL8/Cnhw4cEAGQTxETEwMsa6xQObpLwcS5oTI9DpV6UQ172oALDywkM3nNqf5tStPrLRu93qqV7rXZrTWZVtTt3BdAKbunMqViCsUymuZdsXkaaL+0/UZPXo0pUuXZtq0aXb/RVWvXj3MZjPXrz/59DLCMSzds9S63bh4Y+MKSaN6ReoBcMXzCnFxcTII4gESEhJISEggxsXSdUJa5oQQj2RJ/yWoRMtM46+ufDXNgyGSb7GqSEWfZ/pkWH1GUUoxqdkkwDJ6dcKmCda1WRN1Ist+XcaWLVsoW7Ysr732GuXKlWPBggUkJqbfyhoPkieP5cNewlzWsWT3EgCyu2fP1P3lkiUHzlsJtyCnDIJ4kOT+r1HK0tIuLXNCiEdSKlcp+pXqB8Ch64eYtuvhK0MEXwlmzak1ABSOLoyHu0eG1miUxsUb07xUcwC+Dfr2nilJouKjqF+/Phs2bGD16tXkzJmTPn36EBAQwMaNGzO8tty5cwNw48aDV60QzkFrzeFIS8tWk5JNMnV/uWS2rYdeFbwkzD1AdLTlsyVSW7ptSJgTQjyyab2mkd2cHbAMhrgcfjnVY+/E3KHLki7EJcaBGbqW7GqnKo0xselEAOLN8dZlywCi4y0fvkopnnvuOfbs2cOSJUuIiYmhcePG/O9//yM8PDzD6pKWuaxl85HNxHvGA45xixUgIF8AOTwtg6z8A/xlROsDxMTEgDskYLkzIrdZhRCPzNPVkwXdFwAQbY7mf7/9L8XjtNYM+H0AJ2+etOxYDwOfH2ivMg1Rs2BNOlWwTM66I2SHdf/905MopejcuTMHDhxg6NChzJgxgypVqrB27doMqUta5rKW6X9Ot247SphzUS40LNYQgMg8kew/ICtBpCYmJgY87z5ODsGZgYQ5IRxImwpteLbwswAsP7Wc9afX/+eYr3Z9xS9HfwEgf1h+Cp0tRLly5exapxHGNxn/n9taqc015+Pjw+eff86WLVvw9PSkefPmDBw4MN2nMsmePTuurq7SMpdFJP885vTK6RD95ZIlB88IlwjifWUliNRER0eDTW8VPw8/44q5j4Q5IRzMd52+w125A9Dz+57EJ8Zbn9sZspMRa0YAUNS/KNGLomn+bHOUUobUak8V8lTgxaov3rPvYRMH16tXj+DgYEaNGsXcuXOpXLkyK1aseOBrHoVSity5c0vLXBZw5coVrvtYQnujYo0cor9csntaEYvLIIjUJN9mTebnLmFOCPGYimUvxntN3gPgqr7KiKWW8BYaFUrXpV2JN8fj5uLG+5Xf587lOzz77LNGlmtX7zd6H5MyWR+nZX1WT09PJk+ezM6dO8mRIwdt2rThhRdeIDQ0NM3XNZvNXLx4kS1btrBgwQLGjRtH3759adiwIaGhody8efOx3o9wHEv/WQpJv9sd5RZrsip5q5DdMzsAbmXcJMylIjO3zLkaXYAQ4tENrzucuXvncvL2Sb46+BWvNHiF4RuGc/7OeQA+af4Jl/+2DJBo1qyZkaXaVbHsxQjMH0jQZcsvo/nB89P8i7VmzZoEBQUxadIkJk6cyJo1a5g+fTqdOln64mmtuXLlCgcOHODw4cOcOnWKM2fOcPr0ac6ePUtsbKz1XEopChUqRIkSJejZsyf9+vVL9/cqMpd1p9ZZtx0tzJlcTDQs1pDfj/+OS0kX9qyTQRApycwtcxLmhHBAHq4eTGs9jee+fw7tpqkxowZRrpZbip0qdOL1Wq/TdFRTqlatSt68eQ2u1r5G1R9Fl6VdAFh6dCnTWk1L8/qJ7u7uvP/++3To0IF+/frRuXNn/P39qVixIidPnrzndmm2bNkoWbIklStXpk2bNpQsWZISJUpQsmRJihUrhoeHc04FI1K2/85+8HW8/nLJGhdrzO/HfyfWI5b95yyDINzd3R/+wnQUFhZGcHAwAH5+flSrVs2u138YaZkTQqS75qWa07liZ5YeWWoNcqVzlmZ229lERUWxbds2Bg8ebHCV9te6XGs6lu/IsmPLiIiLYMKmCdaJhdOqatWqvPPOO/To0YOwsDCuXr1K+/btqVKlCgEBAVSuXNk6UlUIrTUXXS8CjtdfLplta2J8IcsgCHuHqUGDBrFo0SLr47Vr1/LMM8/YtYYHycwtc473HSeEsPr8uc/xcfOxPEiAz+t+TjbPbGzevJm4uLgs1V8umaerJz93+ZmaBWsC8PG2jzl8Le2j86Kjo3nttdfo1KkTFStWZMeOHZw+fZrvvvuOwYMH07hxYwly4h5XI65a55erX6S+wdU8noB8AdZ+c0YMgtBas3HjRpo/35x5f8wjb768fPbZZ3at4WFiYmIybcuchDkhHFhh/8LMbjubCjkq4L3KmwmvTSA+Pp61a9fi7u7O008/bXSJhjC5mPim9Te4KBcSzAkMWjkIszY/9HWHDx+mVq1aTJs2jTfeeIMdO3ZQu3ZtO1QsHFnw2WDrdqmcpYwr5Akk95sDUCUVe4Ls22/u/PnzXLp0iSsNrtA3qC95X8nLqjWrOHr0qF3reJDo6Ghry5yLcrEuHZgZSJgTwsF1q9yNI4OPMPfNuezcuZNx48axbt06nn76aby909ZXzBlVL1Cd12u9DsCW81uYu29uqsdqrZkxYwY1a9bk2rVrrFq1ik8//VT6vYk02Xlsp3W7WLZiBlbyZBoXawyA9tNsO7rNrtfevn07FIQDcQcAOMQhVG/FJ199Ytc6HsS2Zc7P3S9TTfkkYU4IJ9G1a1f69+/PpEmTOHDgQJa8xXq/8U3GU8ivEAAj147kWuS1/xwTGhpKx44defXVV2ncuDEHDhygRYsW9i5VOLBDFw5Zt4tmK2pgJU/Gtt/c0aijdl0JYtu2bZgamu7Zp0to5prncuzCMbvV8SC2LXOZ6RYrSJgTwqlMnTqVMmXKAEiYw/KB+9XzXwFwK+aWdULlZBs2bKBq1aqsXLmSzz77jJUrV5IvXz4jShUO7OQNy9J5Pm4+5PTKaXA1j8+231xC4QS7rgSxYf8GEsslAtC5YmdalWkFgC6geXru05y5dcZutaQmJiYGkroo5/bOXP1mJcwJ4UR8fX1ZtmwZY8aMyXTD+o3Svnx72pRtA8DCAwtZf2Y98fHxvPPOOzRt2hQfHx927NjBsGHDcHGRj0Tx6C5HWuZ0LJqtaKa69faoTC4mGhRtYHlQHPbssU+/uaioKA75HYKkL927Dd9lebfl9KnaB4BQHUrDuQ25E3PHLvWkJiYmBuVnKTK/b35Da7mffHIJ4WQqVarEhAkTJJgkUUrxdcuvraN+BywfwNONn2bixIn069ePoKAgqlevbnCVwpHd0rcAy6TVjs56qzWbpbXMHtZtW4cO1AA8V+o5AvIF4GZyY267ubTL0w6AkPAQlh9bbpd6UhMdHQ2+lm0Jc0IIYWdFsxVlXONxAJwNP0uwXzA//fQTs2fPxtfX1+DqhCOLjY0lzsvSt6yov+P2l0tm229ux5Uddrnmtzu+BTfL9pv137TuV0oxo9MMSFpi+bfjv9mlntREx0SjvS2hM7+PhDkhhLCriIgIDnx3AK4k7agPgc0CjSxJOIkDxw5A0qBxZ2iZq5qvqnXFlIsJF9FaZ/g1j12yDHDwMHnQpHiTe54rkK8Anhc8AVhzag0J5oQMryc1t2NvQ9IYDWmZE0IIO9q4cSPVq1fn+wXf0z9PfxSKOHMcr6x8xS6/qIRz2354u3XbkUeyJjO5mCjiXwSAWI9Yrl+/nqHX01pz6fIlANxN7in2OSzlapm7Lyo+inO3z2VoPQ9yJ/Funz0Jc0IIkcG01qxatYoGDRrQuHFjoqOjWb9+PbM/mM0rNV8B4J+z/7DwwEKDKxWObu/pvdZtR55jzlaRbJYwRzY4dizjpwWJjo0GwNUl5RVGqxSsYt0+cfNEhteTmnAdbt2WMCeEEBkkMTGRn3/+merVq9OyZUvOnTvHl19+yfHjx2nUqBEAk5pNsn4QD18znNCoUCNLFg7u+JXj1m1naJkDrC1z+MPx48cffPATUkpZb126mdxSPKZe+XrW7ROhEuZSImFOCOHw4uLimDNnDhUqVKBbt25ER0czd+5cTp48yeuvv37PShjZPLPxxXNfAHAj6gZvrXvLoKqFMzh/5zxgWd6pkH8hg6tJH4X9C1s2fOHwMTvMNZeURFJrmWtYrSEkzV9sZMtcpIq0bkuYE0KIdBIZGcnUqVMpVaoUAwYMwNfXlyVLlnD48GH69u2Lu7t7iq/rWqkrz5V6DoDZ+2az+dxme5YtnITWmuvxlj5lhfwKpRpGHI21ZU7B/tP7M/x6ymTpJ+fmknLLXIUKFcAy+4uhYS7aZLkd7Onqib+Hv2F1pETCnBDC4dy+fZuJEydSvHhxhg4dSokSJVi1ahVBQUF07twZk8n0wNcrpZjeajqerpZRcmM3jLVH2cLJXLt2jXjveMA5RrIms/aZ497byBnmIbdZ3d3dyRafDTD2NmuMawwA+XzyZbrJoSXMCSEcxtWrVxk9ejRFixblnXfeoVatWmzevJlNmzbRokWLR/qALZmjJAOrDQRg87nN3I65nUFVC2d17NgxsGQMp+kvBza3WbGsbhETE5OxF0wKcw9q2Szsbanp7O2zxCXab81YW3HulutmtlusIGFOCOEAoqOjGTp0KMWLF2fKlCk8//zz7N27l5UrV/L0008/9nnblLMs85WoE1l7am16lSuyiCPHjkDS3TZnGckKNrdZAfzhxImMbQ1TrpY/wpJbylNSKX8lwPKzalTrXIKnZY47CXNCCPGIrl+/TrNmzZg6dSo9evTg2LFjLF68OF3Wnm1YrKF1gtSVJ1Y+8flE1rLvxD7rb1FnapnL5pkNP3c/ywN/O0xPktQg96Aw17hcY+v2jhD7rExxv0SvREDCnBBCPJLjx49Tp04d9u3bx9KlS5kzZw5ly5ZNt/N7unryTMlnAFh1chVmbU63cwvnd/DCQeu2M7XMgc2tVjtMT5Ic5jxMHqke0qZ2G4i1bG8P2Z7qcRklOi4a7ZW0lJeEOSGESJtNmzZRt25dwsPD+eeff+jUqVOGXKdl6ZYAXIu8RtCloAy5hnBOp0NPW7edqWUO7g6CcM/jnila5goVLITbNcsAiW0XtmVsPSk4efmkdVvCnBBCpMEPP/zAs88+S758+dixYwd16tTJsGu1LNPSuv3niT8z7DrCucTGxnI97u5SV04X5mwmDs7wMJc0AOJBYU4pRWGzpbXw6I2j3Iq+lbE13efE5bv99CTMCSHEA2itGT9+PL1796ZevXps27aNkiVLZug1i2QrQkC+AED6zYm0O3nyJNrfctsth2cO/Dz8DK4ofSXfZo1zj+PoiaMZu45x8m1W19RvswIE5g60bu+8uDPj6knBmetnrNsS5oQQIhVxcXH069ePsWPH8sILL/DXX3+RI0cOu1w7+Vbr7ku7uRpx1S7XFI7t+PHjkN2y7WytcnDviNYoUxQXL17MuIul4TYrQLNyzazb9r7Vev7meeu2hDkhhEjB7du3adGiBfPnz+f9999n/vz5qa7ekBFalW1l3V59crXdriscl+0cc840YXAy27nmMvpWqzZZWv0eNAACoHbV2nDNsm3vQRCXwi5Zt/P55LPrtdNCwpwQwlBnz56lXr16bNmyhQULFvDee+/ZfXb1OoXrkMPT0gr450npN+fsli1bxtmzZ5/oHMeOH0Nlt3yfFvV3wpa5bPfONZehI1rT0GcOoGLFihBi2d4RsoNEc2LG1XSfa5GWFOnv7o+Xm5fdrptWEuaEEIbZtWsXtWvX5vLly6xZs4YXXnjBkDpcXVx5rrRlrda/Tv5FfGK8IXWIjHfmzBk6depE+/btiYt7/JUEjpw6gna3tCg5Y8uc7W1Wj7wedmmZe1iY8/b2Jm9sXgAi4iI4fP1whtV0vxuxNwAo4FfAbtd8FBLmhBB2k5CQwOHDh1mwYAFDhgyhcePG+Pj4sH37dho3bmxobcn95u7E3jFkHithHwsWLABg//79TJgw4bHOobXm+NW7LVXO2GfOz8PPuph8tqLZMizMaa3TNM9csio5qli3t1+w38/p7fjbQObsLwfWL6EQQqS/U6dOsWnTJoKCgti7dy/BwcFER0cDlr+ymzVrxuzZs8mbN6/BlUKL0i1QKDSalf+upGGxhkaXJNKZ2Wxm/vz5PPPMMxQoUIBJkybRrl07atSo8UjnuXbtGhGmCOtjZ5swOFnRbEU5dO0QrrldObY2Y8JcvDkeknpVPKxlDqBe2Xr8Hf03eMG2kG28XPPlDKnrfuE6HMi8YU5a5oQQGSI4OJgKFSrQv39/5s+fj6urKy+99BILFizg8OHDhIWF8ccff2SKIAeQxycPtQrVAqTfnLPavHkzZ86coW/fvkydOpV8+fLRp08fYmNjH+k8UVFR1sEP4JwtcwCV8ljWQ43wiSAkJITw8PB0v0Zswt2v/cOmJgEIqBJg7Tdnz5a5KFMUIGFOCJGFaK0ZPnw4/v7+HDx4kDt37rBp0ya++OILXnjhBSpWrIjJZDK6zP9oVcYyqvXQtUOcv3P+IUcLRzNv3jz8/Pzo0KED0a7RfDzjYw4fPszUqVMf6Tw+Pj7WMOduciefb+Yb3ZgeAvMHAhBGGHjDv//+m+7XiEmIsW6npWWucuXKcMGyfeLmCa5HXn/wC9JBRFwEiabMuy4rSJgTQmSA9evXs379et5//30qV66Mi4tjfNTYTlEiq0E4l4iICJYsWUKb7m0YvG4whT8rzKtHXqVCwwqsXv1o09HYhrki/kVwUY7x/f2oquarevdBvoyZniQ28W7LXFrCXOnSpXG74mZ9vCNkR7rXdD/buSclzAkhsozERMtfsZnlFmpaBeYPtH5Yy2oQzmXt2rVEVorkt6K/MXvfbDSaO7F3iGoQxY4dO4iPT/sIZi8vL+uEwc44kjVZcsscgCqoMmR6EtuWubQMgHB1daW8f3lIWpDCHoOVrkRcsW5LmBNCZBnNmjWjaNGifPvtt0aX8khclIt1VOvfp/++5xeNcGy7Q3ZDS4hMjASgoF9BAM65nSO6UDT79u1L87lcXFzuzjHnpP3lwBJc8njnAcC3lG+GtMw96m1WgMAKgbjetIzftMdKEJcjLlu3JcwJIbIMk8nE//3f//H3339z8uRJo8t5JC3LWMJcdEI0G85uMLYYkW7O3Tln3Z7Xbh77Xt5nnXqD52Dj5o1pPldsQizaN2mOOScdyQqWxe2trXP5M+g26yMOgACoUqUKCacTAMsSfBk9L+S50LvfOxLmhBBZSv/+/TGZTA7XOvdsqWdxdbH81S/95pxHaESodbthsYbk9cnL2IZjLTvywMLjC9N8rpCwEOu2M7fMwd1+c5FekRw/ddzahSK9PE7LXOXKla0jWqPiozhw9UC61nS/czcsYU6hrC2VmY2EOSFEhihYsCBt27Zl7ty5jzz1g5H8PfxpULQBYOk3p7U2uCJxv5kzZ/LTTz890mtuRt+0bmf3zA7A67Vfp3TO0gAcynWIG5E30nQu21Y+Z26Zg7v95szKTJx/HOfOnXvwCx7Row6AgP9v777Do6q2Bg7/djpJSBMIoSTU0EJHkXJBaUFRRBBEEEGwF+y93IuIAjb45F4RRcSGCogKAtIFgYiAofeeRkhISCAhbfb3x5lMAqRnJjMD6/XJ45lT9tlzmCQru6xttMzlz2gF24+bi0k1Ikd/N39cXRxvFj5IMCeEsKGHH36YpKQkFi5caO+qlEt+ipKjKUc5kGzDNSlFuZ0/f55nn32WJ598slx/JJzLOgcYrSv+XsZUVA9XDz7o9wEA2kvz9C9Pl6mswmlrrvaWucKTIGzR1VreCRAAdevWxd/kj5fJCP5sHczFpxtj5q7zvM6m96kMCeaEEDbTt29fWrZsyRNPPMHOnbbtCrGm/HFzIF2tjmbx4sVkZmaSlJTEokWLynxdeo6R8NbP0++SVCK3h99Ol+AuAMw7NI89iaWv93kitaB16pIF6a9CzWo0KwiybBzMlbVlTilF64jWeCd5A7afBHEm08hlF+zjuPkEJZgTQtiMi4sLv/32Gz4+PvTt29cmSUdtoXmN5jQMaAhIMOdo5s2bR7169WjUqBGffvppma/LMBkZ/PO7WPMppfj0zk/BBCZMzNpW+hjP/JY5t4tuZQ5AnJWbixsRtSIAcK/nbvX0JBWZAAFGV+uFg8bM5OOpxy9JH2JtZ7ONLvq6/nVtdo/KkmBOCGFTDRo0YNWqVWit6dOnj9XH3NiCUsrSOrf+xHrSs6y/jJEov9TUVJYvX87dd9/Ngw8+yLp168rcUnRRGy1AlwdzAK2DW+N/0eh6LUu3+v5k455u56+N5c3zJ0GYgk3s27/PqmVn5mZatssTGEdERJB1qCAQtNXSXiZtIs2UBkBokON2qUswJ4SwuWbNmrFy5UrS09Pp06cP8fHxpV9kZ/nBXI4ph9XHVtu5NgKMtVVzcnIYOHAg999/P+7u7mWaLa21Jts1Gyg6mAMIq25MZDhwpuRgLj0rnS2xWwBwjXfMwfDWlj9uLs89j70xe61admp6qmW7PMFc69atIQ5czGGMrbpaUzJTyMOYwVsvoJ5N7mENEswJIapE27ZtWbZsGfHx8fTr14/k5OTSL7KjmxvcbPnl8ttBWQ3CEazfsB6XwS48u/9Zzrmd48477+TLL78kMzOzxOsuXLiA9jRmJRcXzLULbQfAybSTJeYtW39iPbkmI8eZPnJtzHRuW7tgWa9k92TOnj1bwtnlk5RaMIO4rBMgwJyeJAdCVAhgu0kQzrD6A5QxmFNKBSilFiil9iul9imlulx2/Cal1DmlVLT5683Ljrsqpf5RSi0ptG+iUmqn+fwVSqk6hY69opQ6rJQ6oJSKLLS/o1Jql/nY/ymllHm/p1LqB/P+v5RSDSr4PIQQNnTjjTfy66+/cujQIfr3709aWpq9q1Ssau7V6NWwFwBLDy+VFCUOYNmuZZjamNgWv42h84dy/4P3k5KSwoIFC0q87uzZs2Bu9AmsFljkOV2bdwWMcXOFU49cLr+V1kW7kHXQeVLuVMbla7Rac9zc2fSCwLA8LXOBgYHUrVsX3xRfALbGbSU7L9tq9cp3VQVzwHRguda6OdAWKKrTfIPWup35663Ljj1VxDXvaa3baK3bAUuANwGUUi2B4UAroD/wP6VUflv2J8BDQFPzV3/z/nFAita6CfARMKWM70sIUcV69erF/PnziY6O5vbbbycjI8PeVSpW/tJecelxNk9MKkqWkZHBXlXQxbfz9E5+yfqF8PDwUidCFA7mAjwDijynRXALy/bhs8WvWrLq6CoA6ql65GXkkZ1t/QDC0fh7+dMgoIHxwsozWgt3s5ZnAgQYXa0XDxljIbPysvgnvuxLspXVVRPMKaX8gB7AbACtdbbWOrWsN1BK1QMGAJ8X3q+1LvwnuQ+WZXO5A/hea52ltT4GHAZuUEqFAH5a683a+BP5K2BQoWvmmrcXAL3zW+2EEI7n9ttv5+uvv2bDhg0MGTLEYX8hSooSxxH1VxS6+aWtozO3zqTz2M5s3LiR3bt3F3ttYlIimOOE4rpZ85MHA+yOL7qs0+dPsytxFwAtPI3g78KFC2V9C07NVst6nTtv5P9zd3G/JGVMWbRu3Zr4vwvG3+aPZbSmqyaYAxoBZ4A55q7Sz5VSPkWc10UptUMptUwp1arQ/mnAi4Dp8guUUpOUUqeAkZhb5oC6XJLbmRjzvrpYFvC4ZP8l12itc4FzwBXZ/ZRSDymltiqltp45c6aUty2EsKXhw4fz2WefsXz5ckaMGEFubq69q3SFhoENaVHD+KX92yEZN2dP32/4HowJp7zY9UUCvYzu0p9NP+NW043vvvuu2Gtjk2It28UFcyG+IXi6GBHf5v1Fj79ac2yNZbuNbxvg2gnmLF2tQbD7UPGBc3mlZRjtOhVJ8RIREUF2Yjbebka+OVsk+M4P5ly1K/6e/lYv31rKEsy5AR2AT7TW7YELwMuXnbMdCNNatwU+Bn4GUErdBiRqrbcVVbDW+jWtdX3gW+AJ8+6iWtR0CftLuuby+83SWnfSWneqWdMx11cT4loybtw4PvroIxYuXMi4ceOsvu6jNeS3zm2O2XzJklCiaq2IWQEYKzg8deNTfDnoSwDSs9NRQxXxicXPkI5NLj2YU0pZWud2xe0q8pz8LlYfdx8iAo3ca9dKMFd4JYj81klrSM800v6Ut4sVzDNagWA3I5mvTYK5C0Yw56N9cOQOv7IEczFAjNb6L/PrBRjBnYXWOk1rfd68vRRwV0rVALoBA5VSx4HvgV5KqW+KuMd3wJBC9yucUrseEGfeX6+I/Zdco5Ryw/j7TX7qCuEEnn76aSZMmMBXX32Fm5sb7u7u+Pj4EBQURO3atQkLCyM8PJyIiAg6duxI165duemmmxg5ciRJSWVbS7My8oM5kzax4sgKm99PXCknJ4eTvkai3m6h3ahTvQ4Dmw1k/A3jjeO1ctjjVvzKDQmpBV1lxQVzAM1qNgMgLjPuimNaa1YdM4K5HmE9uJBmBHGO/AvemgpPgojNjSUnp/gZv+Vx/uJ5oGItcy1atMDFxQXvDHPLXJL1g7m4c8Znwd/VcVvlwGh1K5HWOkEpdUop1UxrfQDoDVySaEYpVRs4rbXWSqkbMILEZK31K8Ar5nNuAp7XWt9rft1Ua33IXMRAIL8T/lfgO6XUh0AdjIkOW7TWeUqpdKXUjcBfwH0YrYD514wGNgN3AWu0TD0Twmm88cYbhIeHc+DAAbKzs8nKyiIrK6vE7Z9++ol9+/axZs0aAgICbFa37qHd8fXw5Xz2eX479BvDI4bb7F6iaPP+mIf2N36k39XiLsv+qX2n8t3u70jKSCLGM6a4y0lMT4RqxnZxs1kBmgQaLXMZnhnkmnJxcyn4FXkk5Yhl5Yc+jfrwzfPf0KJFC5o2bVrh9+VMGgQ0wM/Tj7SsNEy1TBw5coTmzZtXutyMbGMCVHnSkuTz8vKicePG6DMaguFU2ikuZF/Ax6OokWAVE5dmBHNBHkFWK9MWypq++kngW6WUB3AUuF8p9QiA1nomRgD1qFIqF8gEhpchmJqslGqGMZbuBJBf3h6l1I8YAWMu8LjWOr/v5VHgS4xvy2XmLzAmZ3ytlDqM0SInP22FcCJKKYYPL9+37fLlyxk4cCC33HILK1asoHr16japm4erB30b9WXR/kUsP7ycPFMeri7XRrJYRzF361zL9pCWQyzbnm6e9AzrycJ9C0n2TUZrXWRLWdL5JEswV1LLXH43q3bRnDp3ioaBDS3HVh8tSBzdiEZs2rSJ995775ppmVNK0Ta4LRtObrBMgrBGMJeZY+QIrOiyaA0aNOBo3FEwL5t66OyhS7qEK+tcljFBw5HHy0EZU5NoraPNY83aaK0Haa1TtNYzzYEcWusZWutWWuu2WusbtdZXpGLWWq/TWt9W6PUQrXWEuczbtdaxhY5N0lo31lo301ovK7R/q/maxlrrJ/IDRq31Ra31UK11E631DVrro5V5KEIIx9e/f39+/PFH/v77b5unOBnQdAAASRlJbI3barP7iCtprfkrzRjl06VeF+r5XZqFv0dYDwCyPbI5mFz02r8pGSmW7bIEc3BlepL8Ltaa3jXZ9PMmXF1duffee8v+Rq4CliCpFuzZV3y3dnnkr81a0WAuLCyMlMMF/77W7mrNH8dbzauaVcu1NlkBQgjhtAYNGsQ333zD+vXrufPOO8nKsk0S11ua3mLZlhQlVSs6IZoLnsb4tLta3nXF8Z5hPS3bf5z4o8gyzmWfs2yXFMw19C9oiSsczJm0yTKT9eYGN/P1V18zYMAAatd23FQVtmAZN+cOW45UPg2IyWQi22SkJarIBAiA0NBQzh4sGCJv7UkQ+at9eHlWLNisKhLMCSGc2vDhw5k9ezYrVqxg2LBhVhuYXVid6nUsrRKSoqRqzfqzYO3VIS2GXHG8dXBrPPI8AGOpraKk5xgzJl2UC74evsXey1f7GoN7uDSYi06ItsxkrnWhFgkJCYwdO7Z8b+QqcMmM1jOVn9GampqKdjVGZFWmZY4cqO1tBNbWDuZMJiOrmrTMCSGEjd1///3MmDGDX3/9lVGjRtkkxUn+ahDb4rddkkhU2I7WmoX7FwLQOqg1YQFhV5zjolyok2OsBvnHiT+KXHYtw2R0wft7+peYmDY1JdWSB+FwSkEwl5+SBODQ8kPUqlWLW2+9lWtNq1qtcDUvyHQq+5Ql0KmoM2fOgHn4aUUmQIA5mANC3I01Wq3ezWoyfpZIy5wQQlSBxx9/nPfee48ffviBsWPHWj0J8YDwAZbt5YeXW7VsUbRdp3dxxmQkeB/VYVSx54Up4xd6TFoMx1KPXXJMa81FjCWfSprJCpCSkmIJ5rbEbiEjxwgC89djDfMLY/XC1YwaNQp3d/fyvyEn5+XmRfMaxqSH3Bq5HD9+vFLlJSYmWqZhVqplDvDPNSYoHEg+YNV1lHNMRku/l5cEc0IIUSWef/553nrrLb766isGDBhAamqq1cruXLczQdWM9ATS1Vo1pq2YZtkuPIv1cuEe4Zbty7ta09LSMHkYLUgljZcD8xqu5oadhPMJvLPhHbJys9hwYgMAIZkh5Obmcv/995fjXVxdLF2twZS4hFpZnDlzptLBXN26dXFxccEj3ehqP5993mot50kZSVxUxh8CjQIaWaVMW5FgTghxVXnjjTf4/PPPWbNmDV26dOHw4eIXTS8PVxdXIhtHArDiyApy8qw/Nk9c6qcDPwHQLrgdjQKL/2XayLsRmOe+XD4JIiYmBsxxQmnBXEpKCkRjWd1h6sapfBn9JZm5RvqMk+tOcuONN9KqVasSSrm6WSZBVIeoXVGVKisxsWDN3IoGc+7u7tSpUwdTYkGXr7XGze09U5BSt2XNllYp01YkmBNCXHXGjRvHqlWrSExMpHPnzqxdu9Yq5eavBpGWlcamU1dkYBJWtPnwZs55GLNQh7UaVuK5/tX9wcjnyx/HiwjmzDlkSwvmzp07Bxqm9JiCQpFjyuGJZU9YjsdtjOPhhx8u3xu5yhSeBBF1vHLB3PHE42Cej9I0qOLJl8PCwkg/nm55ba1xc7sTC1oeW9Vy7ABegjkhxFWpZ8+ebNmyhVq1atGvXz8+++yzSpfZv0l/lHkpaEdKUXLhwgVWr17tkGvbVtSknyZZtotKSVKYj4+PkXoeOJZ6jFPnTlmORR+PhuuM7cJLUhUlP/F042qNebTTo0BBaorAi4H4u/szbFjJgeXVrm3tgme4L2Vfpcral1pwffuQ9hUuJzQ0lNMHT1smUVirZS7qiBGseipPQv1DrVKmrUgwJ4S4ajVu3JioqCh69+7NQw89xDPPPFOpgKeGdw061+sMOM64uT179nD99dfTp08fOnbsyJo1a+xdpUrTWrM63ph00Da4LU2vK7nVxsfHB44XvC48bu6PhIKWutvDby+xnBo1agCQlJTE273eppZPLcuxc9HnGDVqFN7e3mV9G1elWj61CPE1Zo4mqsRKTTQ6cfGEZbt97YoHc2FhYcSeirW07lkrmNt+ajsAjf0alzgL2hE4du2EEKKS/P39WbJkCU899RTTpk3j9ttvJy0trcLl5aco2XNmDydST5Rytm3NnTuXG264geTkZCZPnkxqaiq9e/dm4MCBlXqP9rZg7QIuBhgDz0trlQNzMBcHXi7GuKvC4+Z2XtwJQN3qdUtd5um664wmvOTkZAKrBfJ+3/ctx0wHTNd8F2u+/NY5Uy1TpcakxhMPQG3f2gT7Ble4nLCwMHJycgj1MVrPrNXNeuyCMTO6Q/0OVinPliSYE0Jc9dzc3Jg2bRozZ85k5cqVdOnShaNHK7bqX/64OYBlh5eVcKbtZGRkMG7cOMaMGcMNN9xAdHQ0L730Evv37+e2225j8eLFHDlyxC51s4Ypi6dYtssSzPn6+oIJWlRvARQEc+lZ6cR5GAul3xZ+W6nrqBZumQO4t829zLptFsF/B9M1pCsRERHlfzNXoXbB7YyNGrBt57YKl3OumjEmsjKtclCQnqSGMv79jqUesywTVlFJGUlkKCM1TevarStVVlWQYE4Icc14+OGH+f3334mPj6dz585s2LCh3GW0D2lPbV8j27w9ulr3799P586dmTNnDq+//jorV64kJMTo9rp48SKbNm0iMjKS9u0r9wvSXtLS0tieZXRvtarZypLXrCQ+PsYMh+bVjHMPJh8kPj2elUdXol2MnGOldbHClcGcUoqm6U05/dtpaZUrxDJuzgX+2Ff0EmqlycjJIMvXCLhKazEtTWio0SLnk2l8DkzaxJGUyv0xs/t0ockPNR178gNIMCeEuMb06tWLqKgogoKC6N27N3PmzCnX9S7KhVuaGGu1Lj20lBELR7A9frstqmqRl5fHb7/9xqBBg4iIiCD+dDxfLPqCf435F8uOLCMzx0idMXnyZFJSUpgyZUopJTquj77+CB1sBGBlaZWDgmCusWtjy755u+ex+OBiANy0G70a9iq1HG9vbzw9PTl1qmACxaeffkpAQABDhw4t83u42hUOvrbHVuyzHx0fbYlArNUyp84WtLxWtqt13d51lm1HT0sClnR9Qghx7QgPDycqKoqhQ4cyduxY9u7dy+TJk3F1dS3T9fe2uZcvo7/EpE3M2z2Pebvn0athL57v8rwx47WU7ryyyDXlsnnvZmbOn8nSqKWkuqTiEeKB32t+pLmlcX/0/RBtnPtyt5d5vPnjTJ8+nZEjR9K2bcmzNh2V1poP93wI5uFTpaUkyefra+S38D/vj5ebFxdzL/Lciucsx5u6NqWae+lrayql6N69OzNmzCAjI4OXX36ZhQsX8uijj1KtmmOvzVmVmgY1pZpbNTJzMzmaUbHhCpuOFaT2qcxMVjD+/YOCgsiMyQTznJXKtsxtOmTUz8vVq8hl5ByNBHNCiGtSYGAgy5Yt4+mnn+b999/nwIEDfPvtt5b0FCXp1bAX2x7axvub3+eH3T+Qp/NYc2wNa46toVXNVjzX5TlGtB6Bp1vJ603m5OVw4twJDp89zKHkQxw+e5iDyQfZcWoHCRcTjC5CF6CrcX62+T8uWxJzW/w2/j3v35hMJiZOnFjBJ2J/U5dMJS3YmLgxtt3YMreIhISE0KpVK778/EumfTmNF1a+QHp2Qd6xrjW6lrkOS5YsYcKECUydOpWvv/6anJwc6WK9jKuLK62DW7MldgspHilkZWXh6Vm+tVW3nNwCQDWXaiUmhC6r0NBQYk7FWII5N5fKhTf7kvaBu9Eq5+gzWUGCOSHENczd3Z3//ve/tGzZkqeeeopu3bqxePFiS7dNSdqHtOfbwd/ybu93mR41nVnbZ3E++zx7zuxh7K9jeXXNq4y/YTzjOozj3MVzRsB29tAl/z+eetySx+wKl/3+qOZWjSZBTWgS1ISmQU1pEtSEWdtnsTVuK3Epcaz+cjVPPfUUDRo0qPyDsYO0rDTe+vstcIUgryCm9p1a5muVUrz66quMHDmS4Jhgjj99nGlR0/hg4wdknM1gUPdBZS7Ly8uLd999lyFDhvDQQw9Rt25dWrZ0/G62qtY2uC1bYrdAMBw4cIA2bdqU6/pdZ3YB0NjXOmk/wsLC2BdfkLfO39O/UuWdNp0GICLYOSa9SDAnhLjmPf744zRt2pRhw4Zxww03sGjRIrp2LVtrTqh/KB9EfsAbPd/gs22fMf2v6cSmx5JwPoFX17zKq2teLXtFsiFAB9Cydku6Ne9GsxrNLAFcnep1rui+XXt8LVvjtnIs4Ri+vr689tpr5XnbDuXl318mw9WYPfhB5Adc531dua4fNmwYb775JpMmTeKOO+7grZvfIvR4KA/+50FaPlH+YKxTp05s377dqou2X03aBJuDNy/YEL2hXMFcrimXI+eNbtDWNawzUzQsLIyVu1daXpe22kdJEtMTyfE0lutzhskPIBMghBACgH79+hEVFUX16tW5+eab+eSTT8jKKnt6gwCvAF7o9gJHnzrK3EFzaV2r6F9S1VyrEayD8TnhAxvAdYkr3Q5245Mmn5D+Sjop76SwcfxGpvabyrgO4+jZoCd1/eoWOQ4v0CsQgAyTMb4rP0+as9kWt42Z/8wEoF1AO0a3HV3uMtzc3Hj55ZfZunUrK1asAGDnPzshz1iMvaKsMf7xalTTu6Zle8eBHeW69kDSAXK0ESxdX/96q9QnLCyMjLwMy+vKBHNLtxas7uIMkx9AWuaEEMKiefPm/PXXXwwdOpTHHnuMCRMm8Oijj/Lwww9Tu3btMpXh4erBfW3vY1SbUaw6uoq/Yv/CI8uDw1sOs+HnDezfup8slyx69+7N8BHDGTx4MAEBARWqb2A1I5jDC54c/2SFyrC3PFMe9/14HxqNMim+vefbCgdQ9913HxMmTODtt99m2bJlfPzxx9x1113lHs8lSufn6WfZ3n9sf7mujU6Itmx3a9zNKvUJDQ0Fr4LXlQnmft7xs2W7uD/KHI20zAkhRCHXXXcdq1atYvny5XTs2JH//Oc/hIaGMmrUKLZu3Vrmck6fPs2+3/bx20u/8VK/l/js9c8I8gji448/Ji4ujhUrVjB27NgKB3JQ0DKHglzXii+rZE/TNk5j77m9ADx9/dO0rFXxlhAPDw9eeOEF/vzzT6ZPn87TTz/NvHnzrFVVUUjhYO7wqfKtAvFPwj/GRh60DbHOzOuwsDCrBHNaa9YnG8vBtQtu5xQzWUFa5oQQ4gouLi5ERkYSGRnJwYMHmTFjBnPmzOGbb76hS5cujB8/niFDhuDu7n7JdSkpKSxcuJB58+axbt06TCYTbdu2ZfLkydx9991Wn5xwPul8wb0zUyrVGmEPcelxvLLqFXCBOl51mBQ5qdJlPvDAA6xZs4bbb7+dcePGWaGWoij+XgUTDOJT4snIyCjzurX5wZxnmmepM77LylrB3F+xf5HilgLAiNYjrFCzqiEtc0IIUYLw8HD+7//+j9jYWKZPn86ZM2e45557aNCgAW+//TbHjx9n3rx5DBw4kODgYB588EFOnjzJa6+9xt69ey1LbdlilunRPQU5vlIupli9fFsbMmsIOS7G2KnZQ2aXKRdcaby9vfn5558lkLOxwi1zeMK+ffuKP7kQrbWlm7VGbg2r1admzZq4+hbkibykfuUwa+ssAJRWjGo7yip1qwoSzAkhRBn4+fkxfvx4Dhw4wJIlS4iIiOCNN96gYcOGjBgxgu3btzN+/Hi2bt3KwYMHeeutt2jRooVN67Rn2x7LdkqmcwVzczbMIep8FABDWwylf5P+dq6RKI9LUn94wu7du4s/uZBTaac4m3kWgNY1rTceTSlF9RpGjkg/Tz9cXcqWALyw9Kx0vt/9PQCdqneyLNvnDKSbVQghysHFxYUBAwYwYMAA9u3bx6+//kqXLl3o3r07Li5V9/fxxYsX2fXPLjD/Pky9mFpl966stIw0Hl3yKHiDr7sv026ZZu8qiXLy9fC1bLt4u7Bnz54Szi5QePJD75a9rVqnaoHVSCW1wl2sP+z5gcw8Y2m8hzo9ZMWa2Z4Ec0IIUUEtWrSweetbcf7880+yW2dbXreq5Rz5sABuefcWsryNtC/v9H6HOtXr2LlGorxcXVzx9fDlfPZ5gkKCytwy90/8P5btof+y7nq3Jg9jaZSKBnOz/5kNgEpXjO5e/vQ49iTdrEII4YTmr5oP5omAdza/k+Y1mtu3QmU0Z8kcNilj3cuOIR157PrH7FwjUVH5Xa3+Nf3L3DKXP/nBPd2dsNrWnSmaYcq4pF7lsTtxN1ExRrd/i6wWuLu6l3KFY5FgTgghnNBPiT9ZfoK/2fNN+1amjM6cOcMjix8BV3BRLnx626cVGtskHEP+JAOvAC9OnjxJWlpaqdfkd7OGqBCr1ydLGa29FWmZm719tmX75ciXrVWlKiPBnBBCOJn98ftJqpcEwMBmA2lXu519K1QGWmv6vtCX7DpG1/Dj1z9Oxzod7VwrURn5wZy7r9GKtXfv3hLPP3z2MCfOnQCgTa3yreVaFjmuxszo8gZzWblZfLXzKwC84rwYeetIa1fN5iSYE0IIJ/PykpfB3KD1Ro837FuZMpryf1PYUctY9inEN4S3e71t5xqJyqrlUwuAhLwEoOQZrdl52YxYWJC37a72d1m1LhcvXkR7GOvoljeY+3n/z5YZtgPqDKjSiUzW4nw1FkKIa1hMWgxL4pYA0CesD53qdLJzjUq3Y8cOXlv3GvgYr6f3n17hPGDCcUQ2jgQgISMBz0aeJQZzb659k7/j/gbA9W9XRvS0bkLexDOJlqTB5Q3mPv/nc2MjA94Z9Y5V61VVJJgTQggnMnXjVPLIA2Bin4l2rk3pLly4wMAnBmJqZ8w0vKXJLdzV0rqtMsI+7mxxp2Xbp5MPcXFxRZ638shKpmycYpyX5sP1qddfsXpKZZ1IOAHmJX3LE8wdSznGqqOrAAhNDSW8UbhV61VVJJgTQggnEZcex6dbPwWgMY25sd6Ndq5R6cY/M56TbU4C4OXmxYxbZ6CUsnOthDXUqV6HrvW7AnCu7jmq+1W/4pzEC4mMWmSspODt7k3O9zl0uaGL1etyIuGEZbs8wdyc6DmW7Se7PWnNKlUpCeaEEMJJTN04lWyTMYFg1ohZdq5N6RYsWMAXe78AY2gVb/R4g0aBjexbKWFVQ1oMASDPP4+coJxLjpm0idE/j+b0hdMAvNDyBbLjsuncubPV6xGTHGPZLmswl2fK44t/vgDANcGVJ++WYE4IIYQNJZxP4H9b/gdAq2qt6NW0l51rVLITJ04w9rmxuPQyfs20qNGC57s+b+daCWsb3GKwZfukz8lLjk2Pms7yw8sBGB4xnJqxNQFsEszFJRd08ZY1mPv9yO/EpscC0LN6Tzw9Pa1er6oiwZwQQjiBd9e9S442Wj7+O+y/dq5NyXJzcxkxcgQZPTMwuRpj5WbeNhMPVw8710xYW4OABrStaWSvPuB6wLJ/W9w2Xlr1EgANAxoyc8BM/vzzT2rVqkVYmHWTBQMknEuwbJc1afDn280TH7Lh7bude3a1BHNCCOHgzlw4wydbPwGgQ1AHejboaecalWzixIlsOruJvMbGRI37291Pj7Aedq6VsJU+dfsARoqS/Un7Sc9KZ/jC4eSYcnBzcWPekHn8/uvvfP/99wwbNswmYyZjL8Ratuv51Sv1/ITzCSw+uBiAGgk16NLR+uP4qpIEc0II4eDeXP4mOcpolXvvtvfsXJuSrV+/nolTJ+I9xBuAoGpBTO071c61ErbULbCbZXvh3oU8uexJDp89DMDEmyei4hSjR4+mW7duvP/++zapw+lsY1yer4evJf9dSb7a8RW5plwAxrQdY5M6VSU3e1dACCFE8ZIzkvl8x+fgCtcHX8/NDW62d5WKdfbsWUaOHIn/Hf6kuqUC8F7f96jhXcO+FRM2FZAXAKeBYHhv03ucyzoHQO+GvRlefzg3dr6RkJAQFi1aZLNxaWeVkfS3cWDjUlv+tNaWLlaVpHh1/Ks2qVNVkmBOCCEc2DM/PkOuq9GC8Hbftx02rYfWmgceeIAEEjC1MMbJ/Sv0X4xpN8a+FRM2l5ycDPuAYCyBXA3vGvyv7/+4o/8dZGZmsmbNGmrWrGmzOlzwuABAk6AmpZ674eQGDp09BEB72hMYGGizelUV6WYVQggHlZeXx8J/FgLQ4roW9G3U1841Kt6sWbNY9PMiQh4KwYQJNxc3PhnwCS5Kfs1c7fbu3WsEc4V8MfALnn/4efbs2cOPP/5Iy5YtbXb/XFMu2d5Gyp6yBHOz/5ltbOTBG7c7x3J4pZHvMiGEcFBz5swhIyYDgMSMRDTG2pMrVqzg/Pnz9qzaJfbs2cPTTz9Ni1EtOGU6BcALXV+gVa1Wdq6ZqArR0dGEB4TTua6RcuS5Ls/xx2d/sHjxYqZPn05kZKRN73885bhlreLSgrnUi6nM3zMfAJ9TPtzR9w6b1q2qSDAnhBAOKC0tjddee41G7kaS3eTMZA4kHWDnzp1ERkby6KOP2rmGhszMTIYPH45PbR9imhuJWxsENOD1Hq/buWaiqkRHR9O+XXuW37ucqHFRhB8P54MPPuCJJ57g8ccft/n9d5zaYdkuLZibt2sembmZAAxtPNRhhy2UlwRzQgjhgCZNmkRiYiKTHp5k2ffnyT/58ccfAfjmm29YuXKlvapn8fzzz7N7924inosgPTsdgP/e+l+83b3tXDNRFVJTUzl27Bht27YlwCuAjEMZPP7440RGRvLRRx9VSR12xuy0bJcWzH3+jzm3XCq8NeYtG9aqakkwJ4QQDubIkSNMmzaNMWPGMOymYZaM9htObmD+/Pl0796dZs2a8cwzz9i1nr/88gv/+9//GPDSAP5I/gOAu1rexa1Nb7VrvUTV2bnTCKR+/PFHbrvtNu68807Cw8P54YcfcHOrmjmWB84YyYo9lAd1qtcp9rzt8dvZHr8dgKbnm1K/Xv0qqV9VkGBOCCEczAsvvIC7uzuTJk3CRbnQrb6Rx2vN4TUcPHiQkSNHcvfdd7Nv3z5yc3PtUseYmBjGjh1LeL9wVvoaLYR+nn5Mi5xml/oI+6hfvz7du3fH1dWVhIQEbrjhBpYsWYK/f9lWYbCGo6lHjbr41i9xws3s7eaJDxqe6/1cVVStykhqEiGEcCBr165l0aJFTJo0iTp1jFaGf4X+i98O/UZsRiyqg+Jg3YNsTduKKdDE6dOnqVu3bpXWMS8vj3vvvZcMvwziesaRnZONu4s7C4ctpK5f1dZF2FfDhg3ZsGGDXesQk2GM1Wwc2LjYczJzMvl217cAuJ905/5X76+SulUVCeaEEMKBzJgxg5CQEJ599lnLvu6h3S3beqDmo+3msUg9IC4ursqDuXfffZc/dvxBwHMBpOakAjB30Fz6NOpTpfUQIs+UR2JuIgAtglsUe97CfQstOfAia0bi4XF1rRMs3axCCOFATpw4Qbt27fDy8rLs61SnEzW8ilhF4YIRzFWlTZs28e8p/8bvMT9S81IB+LDfh9zT+p4qrYcQALHpseRhrAHcvFbzYs+bEz3H2LgAE0dNrIqqVSkJ5oQQwoHExsZe0dLm6ebJPRfvgZ/g/R6F1raMr9pgLjY2lrtG3IX7aHfSPNIAeL7L8zzTxb4TMcS1K38NWCh+JmvC+QTWHV8HQO2k2rSLaFcFNata0s0qhBAOIicnp9gxcGvmr6HHdT0I8A+w7FOnVZUFc+np6dx6260k9kgkr6bREjKy9Uim9J1SJfcXoiiFg7nixswt2LsAkzaWmBvTcUxVVKvKScucEEI4iPj4eLTW1KtX75L9+/btY8+ePQwdOtSSWsHb3Zva7rWJjY21eb1yc3MZdvcwdoXtIq+xEcj1bdSXL+74QpbrEna1J34PAC7ahfr+Raca+X7398bGOXhxxItVVbUqJd+FQgjhIPIDs8ItcxcvXuSZZ57BxcWFwYMHsz3BCObaBrelbkhdm7fMaa158sknWX5xObq9sZxYh5AOLBy2EA/Xq2sQuXA+fx/5G4C63nVxc7mys/HUuVNsPLURgAbnGxAYGFil9asqEswJIYSDOH36NADr168nJyeHzMxM7rjjDn7//XdmzpxJcO1gdiQYSxd1COlAnTp1bB7MffDBB8zcNhN6Gq8bBTZi6YilVPesbtP7ClEWh5IPAdAqpOh1gOfvnW/ZHtF2RJXUyR5kzJwQQjiIm266iTvuuIPJkyezdOlSAgMDWb9+PbNnz2bs2LHsPbPXsq5kh5AOJFVLIikpyWb1WbhwIS988QIMM17X9K7J7/f+TrBvsM3uKURZaa05y1kAwmuEF3mOpYs1GZ58+MmqqlqVk5Y5IYRwEAEBAfz8888sWrSI5ORk1q9fz5w5cxg7diyAZbwcQKNqjfj111+55ZZbbFKXqKgoRrw4Ape7XECBj7sPS0cuLXXtSyGqyoG4A5hcjYkNRX0uj6Yc5e84oxu2flp9ateuXaX1q0rSMieEEA5m0KBB9O7dm5iYGFq0KEiEmh/Mebh6sH7hejIzM22yPuvRo0cZcO8AcoflYnI14apcWTBsAZ3qdLL6vYSoqF82/GLZLiqY+2H3D5bt4RHDq6RO9iItc0II4YCqV69+SSAHBcFcRM0IPpnxCf369SMiIsKq9z179iyRgyJJHZCKycto9fhkwCf0b9LfqvcRorLW7lhr2b48mLuYe9GyfBeJ8Nhdj1Vl1aqcBHNCCOEETNrEPwn/AOB73peEhASee866i4VnZWUxaMggjlx/BFOQEci93O1lHuz4oFXvI4Q17DhlTAZyVa6EBYRZ9p9IPUH3L7qz54yRtiTkbAgNGjSwRxWrjHSzCiGEEziacpS0LGPVhSMbjtCqVSv69u1rtfK11ox7YBwbgjZAqLHv7lZ3M6n3JKvdQwhrOXfuHAnZCQCEBYRZ0uSsOLKCexbew9lMY2IEJ+GBVg/Yq5pVRlrmhBDCCWyL22bZjt0Wy7PPPotSymrl//s//+bbhG+hjfG6a/2ufDnoS0kKLBzSn3/+CeaUcU2CmmDSJiatn0T/b/pbArmbqt0Ec2H44Kt7vBxIMCeEEE4hP/Gpi8mFmnk1GTHCejmzvvzySyZumgjdjdeNAxvzy/Bf8HLzsto9hLCmtevWQpCxXcO7BoO+H8Tra19Ho/F29+bbwd/ittKNZk2aXTH29Gok3axCCOEE8oM5U4yJJx99Ei8v6wRaq1evZuz3Yy2BXKh/KCtGraCGdw2rlC+ELazatAr6Gdvf7frOsr9JUBN+GvYTdd3rct/a+3jxxRet2oLtqKRlTgghHNz57POWlR9c41x55JFHrFLunj17uHXareguxjJdYf5hrBu9jkaBjaxSvhC2kJaWxs6YnVfsv6PZHWx9cCutg1szf/588vLyGDx4sB1qWPUkmBNCCAf3V8xf5Gljgfve4b2pWbNmpcuMj4+ny3+6kN0pG4AGAQ1YN2YdDQMbVrpsIWxpy5YtaH9tee2iXHin1zv8dPdP+Hv5ExcXx6uvvkrnzp3p2LGjHWtadaSbVQghHFx+FyvA2w+/XenyLly4QPtX2pMekQ5Aw4CGrB299pL0DkI4qqioKEgykmf7efoxb8g8+jTqAxizsh944AEyMzOZO3fuNdHFChLMCSGEw1u6aykAQaYgrm95faXKys3Npc1LbTjd8DQAjQIbsXb0WkL9QytdTyGqwubNm2kZ2JLVT68m0CsQTzdPy7HPPvuMZcuW8fHHH9OsWTM71rJqlambVSkVoJRaoJTar5Tap5Tqctnxm5RS55RS0eavNy877qqU+kcptaTQvvfM5e1USi1SSgWY93sopeYopXYppXYopW4y769eqPxopVSSUmqa+dgYpdSZQseu/qQyQohrQk5uDn8nGOtL3tr61kqVdSj5EBH/juBozaOAMWt13eh1EsgJp6G1JioqihtvvJHavrUvCeSOHDnCs88+S+/evXnssat7xYfLlbVlbjqwXGt9l1LKA/Au4pwNWuvbirn+KWAf4Fdo30rgFa11rlJqCvAK8BLwIIDWurVSqhawTCl1vdY6HWiXf7FSahvwU6HyftBaP1HG9yOEEE5h8pzJmNyN1RhuanRThcqITojmnfXvsGDvArSHMdaoSVAT1o5eSz2/etaqqhA2d+jQIc6ePUuXLpe0KZGXl8fo0aNxc3Njzpw5uLhcW1MCSn23Sik/oAcwG0Brna21Ti3rDZRS9YABwOeF92utV2itc80vo4D8nygtgdXmcxKBVOCS1Z2VUk2BWsCGstZDCCGcTXp6Ou//8L7ldbfQbuW6fsOJDdz67a20/7Q98/fNRysjkBsYPpA/xvwhgZxwOps3bwa4Ipj78MMP2bhxIx9//DH169e3R9XsqiyhayPgDDDH3FX6uVLKp4jzupi7RZcppVoV2j8NeBEwlXCPscAy8/YO4A6llJtSqiHQEbj8X+YejJY4XWjfEHOX7QKlVJH/kkqph5RSW5VSW8+cOVNCdYQQwv4mTZpEmr+xhNd11a6j2XVlGwO08eRG/jXnX/T4sgfLDpt/tJrgpsCb2PXoLn655xfqVK9jo1oLYTubN2/Gz8/vkkTAu3bt4vXXX2fw4MHce++9dqyd/ZQlmHMDOgCfaK3bAxeAly87ZzsQprVuC3wM/AyglLoNSNRab6MYSqnXgFzgW/OuL4AYYCtGILjJfLyw4cC8Qq8XAw201m2AVcDcou6ltZ6lte6kte5kjan9QghhK4cPH+ajjz7Cp4Xxt3PX+l1LnZl3MPkgg38YTPc53fnz5J/GzlxoeaEl0eOiWTt+LRG1ImxddSFsZvPmzXTu3NnSjZqdnc2oUaMICAhg5syZ18zs1cuVZcxcDBCjtf7L/HoBlwVzWuu0QttLlVL/U0rVALoBA5VStwJegJ9S6hut9b0ASqnRwG1A7/xWNnPX6zP55SmlNgGHCr1uC7gVDhC11smFqvMZMKUM70sIIRzWc889h1uQGxfcLwDQrX7xXayJFxKZsG4Cn2771JKPjhwIOBjA7AdmM7jftZE4VVzd0tPT2b17N4MGDbLsmzBhAjt27OCXX36xSv5FZ1VqMKe1TlBKnVJKNdNaHwB6A3sLn6OUqg2c1lprpdQNGC1+yVrrVzAmNmCelfp8oUCuP8aEh55a64xCZXkDSmt9QSnVF8jVWhe+3z1c2iqHUipEax1vfjkQY7KFEEI4pTVr1vDrr78yYtIIvssxlioqarxcRk4GH23+iCkbp5CebeSMQ4PaqXg4/GE+nPsh1apVq8qqC2EzJ0+exGQyMWPGDBITE+nUqROTJ09m7NixDBw40N7Vs6uyzmZ9EvjWPJP1KHC/UuoRAK31TOAu4FGlVC6QCQy/bDxbUWYAnsBKc7NolNb6EYyJDb8rpUxALDDqsuuGAZfPzx+vlBqI0R17FhhTxvclhBAOZ/369QAEtgmEbUZy1E51CuaB5ZnymLtjLm+sfYO49LiCC49A+Mlw5n04jw4dOlR1tYWwqVatWrF8+XLmzp3L3LlzmTlzJmFhYXz00Uf2rprdlSmY01pHc9mMUmBmoeMzMIKzkspYB6wr9LpJMecdB4od5au1vmLRwMItgEIIcbWIiosCoFOdTni5eaG1Zvnh5by46kV2J+62nOea5IrLKhcm3DeB52c/j7u7u72qLIRNRUZGEhkZyfnz51m6dClt2rTBz8+v9AuvcrIChBBCOKg9Z/YAsOv0Lib/OZlVR1ex+thqy3HPLE+ylmXRpXoXPv/582sq4724tvn6+jJs2DB7V8NhXFtZ9YQQwok82OFBANKz03ll9SuWQM4TT9zXu+M+051PHv6EP9b9IYGcENcwCeaEEMJBvdj6RRYPX0yYfxgAbsqNWsdrkfVeFpHekezdsZdHHnnkmst2L4S4lHSzCiGEg/H19QWgfv36eHh4UK9hPVq2acmBdQcwaRPzPp/H3Xfffc3m1BJCXEqCOSGEcDDjx4+ndevWHDt2jGPHjnH8+HGOHz/OmIFjmDx5MjVq1LB3FYUQDkSCOSGEcDAeHh5ERkbauxpCCCchAy2EEEIIIZyYBHNCCCGEEE5MgjkhhBBCCCcmwZwQQgghhBOTYE4IIYQQwolJMCeEEEII4cQkmBNCCCGEcGISzAkhhBBCODEJ5oQQQgghnJgEc0IIIYQQTkyCOSGEEEIIJybBnBBCCCGEE5NgTgghhBDCiUkwJ4QQQgjhxCSYE0IIIYRwYhLMCSGEEEI4MQnmhBBCCCGcmARzQgghhBBOTII5IYQQQggnJsGcEEIIIYQTk2BOCCGEEMKJSTAnhBBCCOHEJJgTQgghhHBiSmtt7zrYhVLqDHDC3vWwgxpAkr0rcRWR52ld8jytT56pdcnztC55nmUXprWuWdSBazaYu1YppbZqrTvZux5XC3me1iXP0/rkmVqXPE/rkudpHdLNKoQQQgjhxCSYE0IIIYRwYhLMXXtm2bsCVxl5ntYlz9P65JlalzxP65LnaQUyZk4IIYQQwolJy5wQQgghhBOTYE4IIYQQwolJMOdElFJPKaV2K6X2KKWeNu9rq5TarJTapZRarJTyK3R+G/OxPebjXub965RSB5RS0eavWub9Y5RSZwrtf6BQWaOVUofMX6Or+K3bhBWfp4dSapZS6qBSar9Saoh5v6dS6gel1GGl1F9KqQaFypLnWf7nKZ/Pcj5PpVT1Qs8rWimVpJSaZj5fPp/WfZ7y+azY9/s95tc7lVLLlVI1zPuvqc9npWmt5csJvoAIYDfgDbgBq4CmwN9AT/M5Y4GJ5m03YCfQ1vz6OsDVvL0O6FTEPcYAM4rYHwQcNf8/0LwdaO9n4kDPcwLwtnnbBahh3n4MmGneHg78IM+zUs9TPp8VeJ6XlbsN6CGfT5s8T/l8lvN5mvcnFvoenwr851r7fFrjS1rmnEcLIEprnaG1zgX+AO4EmgHrzeesBIaYt/sBO7XWOwC01sla67wK3jsSWKm1Pqu1TjHfp38Fy3IU1nyeY4F3zftNWuv8bOZ3AHPN2wuA3kophTxPqNjzLI48zzJ8vyulmgK1gA3mXfL5tO7zLI48z+KfpzJ/+Zg/e35AnPmaa+nzWWkSzDmP3UAPpdR1Silv4Fagvnn/QPM5Q837AMIBrZT6XSm1XSn14mXlzTF3Bbxh/gbJN8Tc3L1AKZVfVl3gVKFzYsz7nJlVnqdSKsB8fKJ5/3ylVLB5n+W5mX/gncP4i1SeZ8WeJ8jns6Lf7wD3YLRu5KcwkM+ndZ8nyOezXM9Ta50DPArswgjiWgKzzddcS5/PSpNgzklorfcBUzD+ClkO7AByMVoxHldKbQOqA9nmS9yA7sBI8//vVEr1Nh8bqbVuDfzL/DXKvH8x0EBr3Qaj2Tz/r6LCwZ6lStZ7d1XPis/TDagHbNRadwA2A++brynuucnzrNjzlM9nxb7f8w0H5hV6LZ9P6z5P+XyW83kqpdwxgrn2QB2MrthXzNdcM59Pa5BgzolorWdrrTtorXsAZ4FDWuv9Wut+WuuOGD9YjphPjwH+0Fonaa0zgKVAB3M5seb/pwPfATeYXydrrbPM138GdCxUVv5fWGD8so3DyVnpeSYDGcAi83nzzfvzr6kPoJRyA/zN95HnWYHnKZ/Pin2/gzEwHXDTWm8rdAv5fFrxecrns0LPs525rCPmFs4fga6FrrlmPp+Vph1g4J58le0LqGX+fyiwH2PwZ/4+F+ArYKz5dSCwnUsHqA4wb+cPNnXHGIvwiPl1SKF73YkxJgKMgabHzGUGmreD7P08HOF5mo99D/Qyb48B5pu3H+fSAbw/yvOs1POUz2cFnqf5+GRgwmXly+fTus9TPp/l/31UB4gHaprPmwh8cC1+Piv972HvCshXOf6xjIG2ezGatHub9z0FHDR/Tca8qof52L3AHoxxDFPN+3wwZmDtNB+bTsEswnfN+3YAa4HmhcoaCxw2f91v72fhKM/TvD8MY9DvTmA1EGre74XRsnQY2AI0kudZqecpn88KPE/zsaOFn5d8Pm3yPOXzWbHv90eAfebv98XAddfi57OyX7KclxBCCCGEE5Mxc0IIIYQQTkyCOSGEEEIIJybBnBBCCCGEE5NgTgghhBDCiUkwJ4QQQgjhxCSYE0IIIYRwYhLMCSGEEEI4sf8HbQftHQ/1PsAAAAAASUVORK5CYII=", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from footprint2graph.util.PlotRes import plotAggregation, plotConflation\n", "\n", "plt.figure(figsize=(10, 10))\n", "ax = plt.subplot2grid((1, 1), (0, 0))\n", "\n", "for edge in network:\n", " track = edge.geom\n", " ax.plot(track.getX(), track.getY(), 'k-', markersize=8, label='BDTOPO')\n", " \n", "plotConflation(RESPATH, ax, size=2.5, label='Outdoor Footprint Network')\n", "\n", "# Supprime les doublons dans la légende\n", "handles, labels = ax.get_legend_handles_labels()\n", "by_label = dict(zip(labels, handles))\n", "ax.legend(by_label.values(), by_label.keys())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }