From a4e108d6801a8a15073864d57ba9142005fa58b4 Mon Sep 17 00:00:00 2001 From: Fuzail palnak Date: Tue, 22 Sep 2020 15:54:19 +0530 Subject: [PATCH] examples added --- examples/ConflictResolver.ipynb | 239 ++++++++++++++ .../ConflictResolverWithMapMatching.ipynb | 309 ++++++++++++++++++ examples/MapMatchingWithLineString.ipynb | 227 +++++++++++++ examples/MapMatchingWithPoint.ipynb | 232 +++++++++++++ 4 files changed, 1007 insertions(+) create mode 100644 examples/ConflictResolver.ipynb create mode 100644 examples/ConflictResolverWithMapMatching.ipynb create mode 100644 examples/MapMatchingWithLineString.ipynb create mode 100644 examples/MapMatchingWithPoint.ipynb diff --git a/examples/ConflictResolver.ipynb b/examples/ConflictResolver.ipynb new file mode 100644 index 0000000..b0fb54f --- /dev/null +++ b/examples/ConflictResolver.ipynb @@ -0,0 +1,239 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Solve Conflict using non conflicting nodes as goal nodes\n", + "\n", + "This example answers on how to correct existing road element when the road has a conflict with building footprints and no reference data is available.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd\n", + "import pandas as pd\n", + "\n", + "%matplotlib inline\n", + "plt.rcParams['figure.figsize'] = [10, 10]\n", + "plt.rcParams['figure.dpi'] = 100\n", + "\n", + "module_path = os.path.abspath(os.path.join('../'))\n", + "if module_path not in sys.path:\n", + " sys.path.append(module_path)\n", + " \n", + "from kaizen.utils.gis import read_data_frame\n", + "from kaizen.map.trace import traces_from_data_frame\n", + "from kaizen.map.grid import PixelGrid\n", + "from kaizen.utils.gis import convert_and_get_extent\n", + "from kaizen.map.navigator import AStar\n", + "from shapely.geometry import LineString\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read trace Data Frame" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "trace_data_frame = read_data_frame(r\"D:\\Cypherics\\Library\\kaizen\\data\\demo1.shp\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read Obstacle Data Frame" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "obstacle_data_frame = read_data_frame(\"D:\\Cypherics\\Library\\kaizen\\data\\demo1_bfp.shp\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize the data frames" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YDysydM5Lc7Qtp9juUgCgxSGEAT4wtm9b3XFyf7vLaJR1mYU684U/NHPDbrtLAYAWhRAG+Mh1Y3tqbN+2dpfRKPmllbr87QV6acYm1okBgJ8QwgAfMcYorySw14bVZFnS41PX64aPlqi4nHViAOBrhDDAR9LzSrU8Ld/uMtz248pMnf3SH9qazToxAPAlQhjgIz+tyrS7BI9t2FWk3UWB13AWAJoTQhjgI1NXB28ImzC0o0Z2b213GQDQrBHCAB/YXViuhVtz7S7DIzERobr7lAF2lwEAzR4hDPCBn9dkKlhvMrzxuN5KSYyyuwwAaPYIYYAPTA3S9WDdkmP0lzE97C4DAFoEQhjgZfkllZq7OcfuMjxy7+kDFRkWancZANAiEMIAL/t17S5VOYNvLnJcv7Y6rn87u8sAgBaDEAZ42ZQgnIoMDzW65/SBMsGw4SUANBOEMMCLisqrNGtj8O3BeOVRPdSrbZzdZQBAi0IIA7xoxvosVVQ57S7DLW3jI3Xjcb3tLgMAWhxCGOBF3y7baXcJbrtrfH/FR4XbXQYAtDiEMMBLpqzM0M9rdtldhluGdU3S2cM62V0GALRIhDDAC9LzSnXnlyvsLsMtxkgPnDlIISEsxgcAOxDCgCaqcjh18ydLVVBWZXcpbrlgRBcd0jnJ7jIAoMUihAFN9Pxvm7Rw6x67y3BLfFSYbju5n91lAECLRggDmmD+lhw9/9tGu8tw2y0n9FWbuEi7ywCAFo0QBngor6RCN3+6TMHWHL9PuzhdckQ3u8sAgBaPEAZ4wLIs3fXlSmXkl9lditvuO2OQwkP5pw8AduOTGPDARwu2a+rq4NueaPygFI3p08buMgAAIoQBbrMsS4VlVeqfEm93KW6JDAvRv04bYHcZAIBqYXYXAAQbY4yuG9tL143tpS27izR1daZ+WpWp5Wn5dpd2UNeO7aUurWPsLgMAUM1YVpCtKpZkjEmQlJ+fn6+EhAS7ywEkuRq2/rQqU1NXZWrhtlwF0j+tjolRmnbrOEVHhNpdCgA0ewUFBUpMTJSkRMuyCuo7jhAG+MDuwnL9vMYVyOZuzlGVzbdQvnjxYTrtkA621gAALQUhDAgQeSUV+nVtlqauytSsjbtVUeX06/WP6Jmsj64eJWPYnggA/IEQBgSgovIqTV+XpamrMzV9XZZKKhw+vV5oiNEPfxuj/in8OwEAf2lsCGNhPuBHcZFhOuPQjjrj0I4qq3Ro9sZsTVmVoV/X7PLJ3pOXjO5GAAOAAEUIA2wSFR6qEwe214kD26uiyql5W3I0ZVWmflmTqeyiiiafv1VMuG45oa8XKgUA+ALTkUCAcTgtLdqau6/1xU4Pu/I/fPYQXTyqq5erAwA0hDVhQDNgWZaWp+Vr6qpMTV2Voa05JY163aCOCfr2xjEKDWExPgD4GyEMaGYsy9L6XYWasjJTP63O1LrMwnqP/eK6IzSie2s/VgcA2IuF+UAzY4xR/5QE9U9J0C0n9q23W/9ZQzsSwAAgCDASBjQDe7v1/7YuS0+ed6hSEqPsLgkAWiymIwEAAGzQ2BAW4r+SAAAAsFeTQpgx5m5jjGWMeabGY+9UP1bza16t10UaY543xmQbY4qNMd8aYzo3pRYAAIBg4nEIM8aMlHSNpBV1PD1VUocaX6fWev4ZSWdLulDSGElxkr43xoR6Wg8AAEAw8SiEGWPiJH0o6WpJe+o4pNyyrMwaX7k1Xpso6S+SbrUs61fLspZKmiRpiKQTPKkHAAAg2Hg6EvaipB8sy/q1nufHGWOyjDEbjDGvG2Pa1XhuuKRwST/vfcCyrJ2SVkk60sN6AAAAgorbfcKMMRfKFaRG1HPIFEmfS9omqYek/0r6zRgz3LKsckkpkiosy6o9grar+rm6rhkpKbLGQ/Hu1g0AABBI3Aphxpgukp6VdJJlWXVuaGdZ1qc1vl1ljFkkVyA7TdLkg51eUn39Mu6WdJ87tQIAAAQyd6cjh0tqJ2mxMabKGFMlaaykv1V/f8DCesuyMuQKYX2qH8qUFGGMaVXr0HZyjYbV5RFJiTW+uJMSAAAENXdD2DS5FtAPrfG1SK5F+kMty3LUfoExJllSF0kZ1Q8tllQp6cQax3SQNFjSnLouallWuWVZBXu/JNW/aR4AAEAQcGs60rKsQrkW0O9jjCmWlGNZ1qrquybvl/SlXKGru6SHJWVL+qr6HPnGmDclPWWMyZGUK+lJSSsl1bfQHwAAoFnx9gbeDrlGyi6VlCRXEJsu6YLqALfXLZKqJH0mKVquEbbL6xpJAwAAaI7YOxIAAMCL2DsSAAAggBHCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAADNXlmlQ8t35On3jdl2l7JPmN0FAAAAeFNZpUNrMwq0ameBVqXla2V6vjbsKlSV09Ilo7tpTJ82dpcoiRAGAACCWFmlQ2syCrQqPV8rqwPXxqwiOZxWncf3S4n3c4X1I4QBAICgUFpRI3Cl52tVA4GrLoQwAACAg3AFrr2jWwXVgatQbuStOvVtTwgDAACQJBWXVx0wwrUpq6jJgau2jolRSowO9+5Jm4AQBgAA/Ka4vEqrdxbsC1sr0/O1eXeRLC8HrroE0lSkRAgDAAB+MGN9lv77/RptyS72S+CqS7+UBHsuXA9CGAAA8LkNuwq1eXexrTX0D7CRMJq1AgAAnysorbK7hIBalC8RwgAAgB8UlFXaev3QEKNe7WJtraE2QhgAAPC5wjJ7R8J6tolVZFiorTXURggDAAA+V1Bq70hYoN0ZKRHCAACAH9g9HRloi/IlQhgAAPADuxfmB1p7CokQBgAA/KCQkbADEMIAAIDPFdi4MD8mIlSdkqJtu359CGEAAMCnqhxOFZXbF8L6to9XSIix7fr1IYQBAACfsjOASYE5FSkRwgAAgI/ZvyifEAYAAFogu9tTEMIAAECLZHsIC7A9I/cihAEAAJ+yczqyTVykkuMibbv+wRDCAACAT9k5Ehaoi/IlQhgAAPAxO/eNDNT1YBIhDAAA+FihjY1a+7SLs+3aDSGEAQAAn7JzOrI3IQwAALRUdi7MJ4QBAIAWy66RsDZxEUqKibDl2o1BCAMAAD5l18L8Xm0DdxRMIoQBAAAfs2thfiBPRUqEMAAA4GN2TUcSwgAAQItm13QkIQwAALRYTqelwnJ7piP7tAvcRq0SIQwAAPhQcUWVLMv/142LDFP7hMDcM3IvQhgAAPCZApsW5fdqFydjjC3XbixCGAAA8Bnb1oMFeHsKiRAGAAB8aE9xhS3XDfRF+RIhDAAA+NCOPSW2XJcQBgAAWrRBHRN1/bheOnFge/VsE6sQPy3TCoYQFmZ3AQAAoPka3ClRgzsl7vu+vMqhrdkl2pRV5Pra7fpz8+4iVVQ5vXLNiNAQdWkV7ZVz+RIhDAAA+E1kWKj6pcSrX8r+PbwcTktpe2qEsxoBzd1tj3q0iVVYaOBP9hHCAACA7UJDjLolx6pbcqyOH9B+3+OWZWl3Ybk21gxn1QFtd2F5necKhqlIiRAGAAACmDFG7RKi1C4hSkf1brPfc/klldWjZYX7hbM+7QlhAAAAPpMYE67h3VppeLdW+z1u2dGi3wOBP2EKAADghkDvlL8XIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAZNCmHGmLuNMZYx5pkajxljzP3GmJ3GmFJjzAxjzKBar4s0xjxvjMk2xhQbY741xnRuSi0AAADBxOMQZowZKekaSStqPXWHpH9IulHSSEmZkn4xxsTXOOYZSWdLulDSGElxkr43xoR6Wg8AAEAw8SiEGWPiJH0o6WpJe2o8biTdLOkhy7ImW5a1StJlkmIkXVx9TKKkv0i61bKsXy3LWippkqQhkk7w/EcBAAAIHp6OhL0o6QfLsn6t9XgPSSmSft77gGVZ5ZJmSjqy+qHhksJrHbNT0qoax+ynevoyYe+XpPi6jgMAAAgWYe6+wBhzoVxBakQdT6dU/7mr1uO7JHWrcUyFZVl76jgmRXW7W9J97tYKAAAQqNwaCTPGdJH0rKSJlmWVHeRQq/ZL63jsgNMf5JhHJCXW+GIRPwAACGruTkcOl9RO0mJjTJUxpkrSWEl/q/7fe0fAao9otavxXKakCGNMq4Mcsx/LssotyyrY+yWp0M26AQAAAoq7IWyaXAvoh9b4WiTXIv2hkrbIFbJO3PsCY0yEXEFtTvVDiyVV1jqmg6TBNY4BAABo1txaE2ZZVqFcC+j3McYUS8qpvhNS1T3D/mmM2Shpo6R/SiqR9FH1OfKNMW9KesoYkyMpV9KTklZKqr3QHwAAoFlye2F+IzwuKVrSS5JaSZov6aTqALfXLZKqJH1Wfew0SZdbluXwQT0AAAABx1hWQ+vlA091m4r8/Px8JSQk2F0OAADAPgUFBUpMTJSkxOq17HVi70gAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMADN0o7cEuWVVNhdBgDUyxfbFgGArdLzSnX+q3NVXF6l68b10hVH9lB0RKjdZQHAfhgJA9Cs5BSV65I35isjv0wFZVV6fOp6jXtyuj6av12VDqfd5QHAPoQwAM1GYVmlLnt7gbZkF+/3+K6Ccv3zq5U6+elZ+mFFhoJxz1wAzQ8hDECzUFbp0NXvLdKq9Hr3ytWW7GLd8NESTXjxD/2xKduP1QHAgQhhAIJelcOpmz5eqnlbcht1/Iq0fE18Y74mvTFfK9PyfVwdANSNEAYgqFmWpbsmr9Qva3a5/drfN2XrjBd+1w0fLVFqrSlMAPA1QhiAoGVZlh7+ca2+WJzWpPP8sCJDv2/c7aWqAKBxCGEAgtbLMzfr9dmpTT5PYnS4zh3e2QsVAUDjEcIABKWP5m/T98szNKpHa4U18ZPs4lFdFRNB20QA/sWnDoCgM3VVpl6dtUXbckokSUM6JWhdZqEqHe63nggLMbrsiO5erhAAGsZIGICgMm9Ljv728dJ9AUySVqYXqE+7eEWGGbfPd9ohHZSSGOXNEgGgUQhhAILGuswCXf3eIlXU0fl+TUaBerSJU0y4ex9rfxnTw1vlAYBbCGEAgsLOvFJd/tZCFZZV1XvMusxCdWoVo7jIxu0TObJ7Kx3SOclLFQKAewhhAAJeXkmFLntrgTILyho8dmNWkdrFRykhuuElr4yCAbATIQxAQNu7HdHGrKJGv2ZLdrFaxUSodUx4vcdcfmR3nTwoxRslAoBHCGEAApbDaenvnyzVwq173H7ttpwSxUSGqU1cxAHPXTiyi+49faCMcX8hPwB4CyEMQECyLEv3fbtKP612fzuivdL2lCo8NETt4yP3PXb2sE566OwhCgkhgAGwF33CAASkF6dv0gfztjf5PBn5ZWoXH6mOSVEa1qWVnvi/QxRKAAMQABgJAxBwPlu0Q0/+vMFr58sqLNfI7q31zIVDFRbKxx6AwMCnEYCAMn1dlu6evNKr5zymb1s9/n+HKJwABiCA8IkEIGAs25Gnv364RA6n+9sP1Wd0z9Z6ddJwRYY1rncYAPgLIQxAQEjNLtaV7yxUaaXDa+cc3q2V3rxspKIjCGAAAg8hDIDtdheW69K35iu3uMJr5zykc6LevmKkYiO5/whAYCKEAbBVUXmVrnhngXbklnrtnAM6JOi9Kw9XQlT9zVoBwG6EMAC2qahy6voPFmtVeoHXztmnXZw++MvhSoo5sEkrAAQSQhgAWzidlu78coVmb8z22jm7J8fow6tGKTkusuGDAcBmhDAAtnjsp3X6amm6187XuVW0Prp6tNolRHntnADgS4QwAH5XVunQL03Yjqi2DolR+vjq0eqYFO21cwKArxHCAPhdVHio3rhshBKimn7nYtv4SH141Sh1aR3jhcoAwH8IYQBs0bNtnF6ceFiT9nFsHRuhD68apZ5t47xYGQD4ByEMgG2O7tNW954+0KPXJkSF6f2/HK6+7eO9XBUA+AchDICtLj2imy4e1dWt18RFhum9v4zSoI6JPqoKAHyPEAbAVsYYPXDmII3u2bpRx0eHh+rtK0ZqaJck3xYGAD5GCANgu/DQEL08cbi6NrC4PjIsRG9eNkIjuzcusAFAICOEAQgIrWIj9MZlIxRXz16PEaEhevWS4Tqydxs/VwYAvkEIAxAw+raP13MXDZWpdcNkWIjRCxcP07h+7ewpDAB8gBAGIKAc17+9/nnKgH3fhxjpmQuH6qRBKTZWBQDeRwgDEHCuOrqH/m94ZxkjPXneoTr9kI52lwQAXmcsy7K7BrcZYxIk5efn5yshIcHucgD4QHmVQ7M3ZOuEge3tLgUA3FJQUKDExERJSrQsq6C+4xgJAxCQIsNCCWAAmjVCGAAAgA0IYQAAADYghAEAANiAEAYAAGADQhgAAIANCGEAAAA2IIQBAADYgBAGAABgA0IYAACADQhhAAAANiCEAQAA2IAQBgAAYANCGAAAgA0IYQAAADYghAEAANiAEAYgIM3bkqNnf91odxkA4DNhdhcAALXN2rBb17y/SA6npdMO6aDe7eLsLgkAvI6RMAAB5dc1u3TVu4tUVulUpcPSA9+tlmVZdpcFAF5HCAMQMH5YkaHrPlisCodz32OzN2br5zW7bKwqADmdDR8DIOARwgAEhK+Wpummj5eoynngqNd/vlujskqHDVUFoFdflcaPl8rL7a4EQBMRwgDY7pMF2/WPz5arjvwlSUrPK9XLMzb7t6hAY1nSvfdK110n/fKL9MEHdlcEoIkIYQBs9e6crbpr8ko1tOzrlZmbtSO3xD9FBRqHQ7rmGum//3V9f++90pVX2lsTgCYjhAGwzaszN+u+b1c36tjyKqf++/0aH1cUgCorpUmTpDfekEJCpFdekR54QDLG7soANBEhDIDfWZal56Zt1CNT1rn1up/X7NLMDbt9VFUAqqiQLrxQ+uQTKTxc+vxz6dpr7a4KgJcQwgD4lWVZeuKn9frfLxs8ev0D365WRVULuDuwrEw691xp8mQpIsL15znn2F0VAC8ihAHwG8uy9J/v1+ilJiyy35JdrLf/SPViVQGotFSaMEH6/nspKkr67jvp9NPtrgqAlxHCAPiF02npX1+v0tt/bG3yuZ6btlGZ+WVNLyoQFRdLp50m/fyzFBMj/fijdNJJdlcFwAcIYQB8zuG0dPsXK/TR/O1eOV9xhUOPTFnrlXMFlIICVw+w6dOl+Hjpp5+kY4+1uyoAPkIIA+BTlQ6n/v7JUn25JM2r5/1m2U7N35Lj1XPaKi/PNeL1++9SYqKrF9iYMXZXBcCHCGEAfKa8yqEbPlyi71dk+OT89327WlWOZrBIPydHOv54af58qXVrado0adQou6sC4GOEMAA+UVbp0DXvLfbpvo/rMgv10QLvTHHaJitLOu44ackSqW1b11Tk8OF2VwXADwhhALyuuLxKV7y90C89vZ78ab1yioJ0H8WMDNearxUrpJQUacYM6ZBD7K4KgJ8QwgB4VUFZpS57a4Hm+mm9VkFZlZ78eb1fruVVaWnS2LHSmjVSp07SzJnSwIF2VwXAjwhhALwmr6RCl7wxX4u27fHrdT9ZuEMr0vL8es0m2bpVOuYYaeNGqVs3adYsqW9fu6sC4GeEMABekVNUroten6/lafl+v7ZlSfd+s1pOZwO7gAeCzZtdI2CpqVKvXq4RsJ497a4KgA0IYQCaLKugTBe8Nk9rMwpsq2HZjjx94eU2GF63fr1rBGz7dqlfP1cA69bN7qoA2IQQBqBJduaV6vxX52pTVpHdpeixKeuUX1ppdxl1W73aNQK2c6dr7deMGa61YABaLEIYAI9tzynR+a/O1dacErtLkSTlFFfomV892xjcp5Yvl8aNk3btkg491BXAUlLsrgqAzQhhADyyeXeRzn91rtL2lNpdyn7em7tN6zML7S7jT4sWudpQZGdLI0ZIv/3m6gcGoMUjhAFw2/rMQl3w6jxlFgTeJtoOp6X7vl0lywqARfpz57o64e/ZIx1xhPTrr66O+AAgQhgAN61Kz9eFr81VdgA3SJ23JddnWyU12qxZrr0gCwpci/F/+sm1JyQAVCOEAWi0pdv36KLX52lPSYAufq/h4R/Xqri8yp6LT5smnXKKVFTk2pLoxx+l+Hh7agEQsAhhABpl/pYcTXpjvgrLbAo2bsrIL9OL0zf5/8JTp0qnny6VlEjjx0vffy/Fxvq/DgABjxAGoEG/b8zWZW8vUHGFw+5S3PL67C1KzS723wW/+06aMEEqK5POPFP6+mspOtp/1wcQVAhhAA4qbU+Jrnx3ocoqnXaX4rZKh6UHvlvtn0X6X34pnXOOVFEh/d//SZ9/LkVG+v66AIIWIQzAQXVuFaPzhne2uwyPzVi/W9PWZvn2Ih99JF1wgVRVJV18sfTxx1JEhG+vCSDoEcIANOjeMwZqWNcku8vw2H++X6OySh9Npb7zjjRpkuRwSJdfLr33nhQW5ptrAWhWCGEAGhQZFqqXJw5Xm7jgHN3Znlui12dt8f6JX3tNuuIK1w7i11wjvfmmFBrq/esAaJYIYQAaJSUxSi9cfJhCQ4zdpXjkxRmblJ7nxe7+L7wgXXut63/fdJP0yitSCB+pABqPTwwAjTa6Z7L+eeoAu8vwSFmlUw/9sMY7J3vqKVfwkqTbbpOefVYywRlOAdiHEAbALVce1V1nHtrR7jI88uPKTP2xKbtpJ3noIVfwkqR//1t6/HECGACPEMIAuMUYo0fPHaL+KcHZAf6+b1er0uFBuw3Lku691xW8JOk//5H++98mBTCH09Lni3bozBd+1+7CwN0GCoBvEMIAuC0mIkyvTBqu+KjguwtwU1aR3p2z1b0XWZZ0112u0CVJjz0m3XOPxzVYlqWpqzI1/plZuv2LFVqRlq+7J68IjE3HAfgNIQyAR7q3idWzFw61uwyPPPPrRmUVljXuYMuSbrnFNe0oSc88I91xh8fXnrMpW2e9NEfXfbBYG7OK9j3+69osfb44zePzAgg+hDAAHjuuf3vdfEIfu8twW1F5lR6dsq7hA51O6YYbXAvvJenll6W//92ja65Iy9Mlb87XxW/M1/IdeXUe85/v1mhHbolH5wcQfAhhAJrkb8f10fH929ldhtsmL0nX4m259R/gcEhXX+0KXsa4eoBdd53b19mUVaS/frhYZ77wh2ZvPPhNAUXlVbrt8+VyOpmWBFoCQhiAJgkJMfrL0T3UITHK7lLcdu83q+WoK/BUVbm637/1lqv313vvSVde6da5d+aV6s4vVuikp2fqx5WZjX7d/NRcvfVHqlvXAhCcCGEAPJZfUql/f71SE9+Yr4SocAVbH9fVOwv0ycLt+z9YWena//GDD1zbD33yiWtbokbKLa7Qg9+v0bgnZ+jTRTvkyaDW4z+t14Zdhe6/EEBQIYQBcJtlWZq8JE3H/2+GPpi3XZYlrd9VqMO6trK7NLc98dN67SmucH1TXi6df770+edSeLj0xRfSeefV+TrLsrRk+5593xeVV+nZXzfqmMen643fU1VR5UEbjGoVVU7d8umyJp0DQOALvvvLAdhqw65C/fvrVVqQeuB6qty9YSaI5JVU6smf1+uhU/pI554r/fijFBkpTZ4snXpqna+pcjj1wHdr9MH8bfrkmtFanV6gF6dvUo4Xf/7VOwv0wm8b9Y+T+nntnAACiwnGvjTGmARJ+fn5+UpISLC7HKBFKC6v0nO/bdSbs1NVdZA5tt7t4rSpRuuFYBBdVaaFC15Q3OwZUnS09M030okn1nlsYVmlbvp4qWas3y1J6t0uVpuyin1SV2iI0RfXHaFhQTjCCLRkBQUFSkxMlKREy7IK6juO6UgAB7W3seiJ/5upV2duOWgAk6Sk6HA/VeYdMRWleuvzBxQ3e4as2FhpypR6A9jOvFKd98rcfQFMkjZlFWtwJ9/8MuhwWvrHZ8tVWuHwyfkB2IsQBqBe23NKdOU7C3XdB4u1M79xzU1XpucpLjI4VjrElxfrvc/u1RHbV6ogIkYzn/9AGju2zmNXpuXrrBf/0LrMAxfMl1f6bu1WanaxHp2y1mfnB2Cf4PikBOA3mfllmrM5W/O25OiXNbu0p6TSrdeXV1k6tHOCFmw9SA+uAJBQVqT3PrtHQzM2Kj8yVpdc8F/tTI/T9LJKxUftP5r38+pM/f2TZSqtrHtEamNWkQZ1TNDqnfXOOjTJu3O36YSB7XV0n7Y+OT8AezASBkCStKugTH//ZKlGPzJN//hsuT5blKbe7eI8PFepl6vzrlYl+frok39paMZG5UYn6OKLHtaKDn2VXVSu56Zt3HecZVl6Y/YWXfvB4noD2F5VnmwK7obbP1+hfDcDMYDARggDWrhKh1Ovz9qi456coW+W7dzvuYxGTkHWti23VP3ax3ujPK9rU7xHH3/8Tw3etVm7Y5J00UUPa3X7Xvuef/uPrdqUVagqh1P//nqVHvxhrRpz/9L6XUUa2MF3P3NmQZnu+3aVz84PwP+YjgRasDmbsnXvt6vrvZsxbU+phnRK0Mp096fZAnFdWLvCHH30yb/UOzdNu+Ja6+ILH9Lm5C77HVPltPYFr5kbdtdzprr5+mbzr5ft1IkDU3TaIR18eyEAfhF4n5IAfC4jv1QP/rBWP6zIaPBYT7cxXJGep4SoMBWUVXl2Ai/rULBbH33yT/XYk6H0+La6+KKHtK1VxwOOaxcfqdTdxdrmwUbaazML1T8lvs7F+97y769XamT3VmqXEHzbRAHYH9ORQAtSUeXUyzM26/inZjYqgEmupqFdWke7fa1Kh6X+HQKjj9/gzE368oPb1WNPhnYkttcFEx+tM4D1ahurKoflUQDbK9THn6p7Sip155crFIw9HgHsjxAGtBCzNuzW+Gdm6bGp61TiZt+p9h6OuuzcY/8C/Qmrp+uLD+9Qx8JsbW7dWedf/KjSEtsfcNzQLolK21Oi3JKmdb1fvbNQfdt7dkNDY01fv1ufLNzh02sA8D2mI4FmLj2vVP/9bo2mrs70+Byr0vMVHxWmQjenFtPySjWwQ7zWZPh/M+pQp0N3zXhbVy/8WpL0a6+RuuWM21QYGXvAsaN6tNb8OrZh8lSEr4fDJP33+zU6qlcbdU2O8fm1APgGI2FAM1Ve5dALv23U8U/NaFIAk6SySqcGeji1GBke2qRreyKxtFBvf37/vgD2/BEX6Opz7zkggIWGGI3o1sqrAUySVu0sUB8P23s0VkmFQ7d+vkwOTxftAbAdI2FAMzR9XZYe+G61tuZ4vrapti3ZxQox7i/UX5mWp1Yx4W43ffVUv91b9drkB9UtL1PF4VG67dSbNaX/mAOOi48MU5fW0Vq0bY9P6ogK9/3vuAu37nH1MRvbq+GDAQQcRsKAZmRHbomueneRrnhnoVcDmCTtLizXoV2S3H5dlVPq46eeYePX/6HJ79+mbnmZ2p7YXudc8mSdASwlMUpJMeE+nSZdmV6gXm0PnPr0tqd+3qC1Gb7p1A/AtwhhQDNQVunQM79u0An/m6lf1+7y2XWKy91vN3HSwPa6flxPGeODgqoZy6l/zHpfr3z9iGIry/R7t0N15mVPa33b7gcc27d9nMoqHdrhh5sG/NErrcLh1L3frOJuSSAIMR0JBLlf1+zSA9+v1o5c34eKDbuK1LttrDbtLm7w2OP6t9MtJ/TVkM6Jru/7tdO0dVlerymuvERPf/+kTty0QJL0+siz9Oi4K+QIOXAt2rCuSVqVnq9Kh38Cy/K0fPVoE6vU7IbfL0+dOLC9HjhzkIwvUy4AnyCEAUFqa3ax/vP9Gv3mg2BzMAnR4Qd9/ug+bXTLiX11WNdW+z1+6ZHdvR7Ceuak6bXJD6p3bprKQ8N11/ib9NXg4+o81tt3QDZWYrRvPmbbJ0TqgTMHa/zgFJ+cH4DvEcKAIFNa4dBLMzbp1ZlbVOHjTaPrsiItX8mxEcop3r+f1uierfWPE/vp8B6t63zd0b3beHVU6NjNC/Xst08ooaJEO+Pb6Nqz/6WVHfoccFx4qNGj5xyi6ev9G1b3WrYjX92TY7y2Rs8Y6ZLR3XTbyf2UEHXwQAwgsBHCgCBhWZZ+Wr1L//1+jdLz7GuCWuW01LtdnHKqR5WGd2ulW0/sqyN7tzno60JCjC4Z3U3/+X5N0wqwLP113ue6bdb7CpGlBZ0H6q9n3a3s2FYHHJoUE65XJw3XqJ7JGtY1SVNWZdrS0qFVbIRXQli/9vF65NwhB4wyAghOJhgXcxpjEiTl5+fnKyEhMLZFAXxpy+4i3f/dGs1yc0NpX0mMDleftnG68fjeGtu3baPXI+WXVuqIR6a53bF/r5iKUj3x4zM6bf0fkqQPhp6iB064RpWhB44I9WwTqzcvH6kebf68Q/HOL1bo00X2dJrv2jpG2z3cDikyLER/P6GPrj66p8L90AgWQNMUFBQoMTFRkhIty6r39mVGwoAAVlbp0HtztuqJn9f7bTF5Q/q0i9NtJ/fTSQPbu70YPDE6XGcP66QP5293+7qd8zL1+uQHNWD3VlWEhOm+E6/Tx0PH13ns6J6t9cqk4UqKidjv8b+f0EdfLU23ZRq3R5tYj0LY0X3a6MGzBqtbsu/bXQDwL0IYEKDmbcnR3ZNXKr/UP01OG9IpKVq3nNhXZw/rpNAQz+/Eu/SI7m6HsCO3LtOL3zymVmWF2h2bpOvO+qcWdx5Y57HnDe+sh84eooiwA0eMOiZFa9Lobnrrj1SPavfUOYd10v1nDNLJz8xSRn5Zo17TOjZC95w+QGcN7cSdj0AzRQgDAkx+aaUenbJOHy/4M6gM79ZKi33U2b0hybERuvG43rp4VFdFhjV9C6J+KfEa3bO15m1pxJ2KlqUrF32rf05/U2GWU8s69NF1Z/1LmQl1rz+7Y3w/XT+210FDy1+P7aVPFm73eErUHeGhRvedMUgTR3WVMUaXHNFNj09d3+DrzhveWf88dYBaxUY0eCyA4EUIAwLIT6szdc/Xq5RVWL7f43tq3YnoD3GRYbrmmJ66ckwPrzcdveyI7g2GsMjKcj3884s6d9VvkqQvBx+nf558o8rDDgwmkWEhevqCoTp1SIcGr90mLlJXjemh537b5FnxjdQhMUovTTxMw2osor9oZFc9N22jyirrng7t0SZWD509WEf2OvhNDgCaB0IYEACyCst0/7er9ePKujfa3pJdrP4p8VqX6bttdvaKCAvRZUd00/Xjequ1j0ZiThzYXh0So+qdmkspyNarXz2kQzM3qsqE6KHj/qK3h5+putrut4mL1BuXjdBQN7ZUuuqYnnp37jafTfWO6d1Gz144VMlxkfs93io2QmcP67zfKKfkGjG7fmwv/fXY3oqyYcNzAPYghAE2sixLny3aoYd+WKuCsoNvCeTrDaFDQ4zOG95Zfzu+jzomRfv0WmGhIZo0upue+OnAqbnhaWv0ytcPq21xnvZExeuGCXdqTvehdZ6nf0q83rhshDq3inHr+glR4bp+XC89OmWdJ+Uf1I3H9tYtJ/atd93cFUd13y+EjejWSo+cM8Rv+2sCCBy0qABssi2nWHdPXqk5m3Ma/ZqUxChlNnJhtztOG9JB/zipr3q1jfP6ueuTXVSuIx/5bb87FS9eNkX3//KqIpxVWtu2u64+599KS6q7I/y4fm31/EXDFO9hw9LSCofGPjH9gKlfT8VHhenp84fqhIHtGzx20hvztTwtT3efMkAXjuyikCbc6AAg8PikRYUx5npJ10vqXv3Qakn/sSxrSvXz70i6rNbL5luWNbrGOSIlPSnpIknRkqZJ+qtlWWnu1AIEqyqHU2/+nqqnf91Q79qg+nRtHePVEHZ0nza64+T++/Z39Kc2cZE6/ZAOmrw0XeGOSt3/66uauGyqJOn7fmN0+6k3qzQiqs7XXnZEN91z+kCFNaFnVnREqG46vo/u+XqVx+fYq39KvF6ZNFzd2zSujcQ/Tx2gNnERapdQ988HoGVwayTMGHOGJIekvStaL5N0u6RhlmWtrg5h7SVdUeNlFZZl5dY4x8uSzpB0uaQcSU9Jai1puGVZjbpdiZEwBKvVO/N155crtCq93l+MDio2IlSW1OQ7+4Z2SdId4/vZvgB82Y48XfX493rp60d0eNoaOWX05DGX6KXR59W5/ivESPeePlCXH9XDK9evqHLq+P/NaNLm5+cc1kkPnTVE0RGs5QLg0tiRsCZPRxpjciXdblnWm9UhLMmyrLPqOTZR0m5Jl1iW9Wn1Yx0l7ZB0qmVZPzXymoQwBJWySoeenbZRr83a0uRtcw7v0VoLPNyIuk+7ON1+cj+d6EGjVZ9YvFi7TzhFbfN2qyAiRn8/83ZN7zWyzkNjI0L1wsWH6dj+7bxawldL03TLp8vdfl3t9hMAsJfPO+YbY0IlnScpVtLcGk+NM8ZkScqTNFPSvyzL2rtz7nBJ4ZJ+3nuwZVk7jTGrJB0pqc4QVj2FWfM2I1awImjsbbrqrY2rd+SWyBjJnd+fOiVF6x8n9tVZTWy06lWTJ0uTJqltaak2te6sa875t7Ykd67z0I6JUXrz8pEa0MH7v3SdeWgnvTxjszbsKmr0azomRumlScPduiMTAGpzO4QZY4bIFbqiJBVJOtuyrL078k6R9LmkbZJ6SPqvpN+MMcMtyyqXlCLX9GTtrpO7qp+rz92S7nO3VsBOrqara/XxAu/uVZiRX6ZDOydqeVp+g8cmx0bopuN66yIvNVr1CsuSHntMuvtuSVLJcSfq7EOuUmFk3eupDumcqDcuHeGz9VOhIUa3ntRP176/uFHHj+ndRs9dNMxn7TsAtByejIStlzRUUpKkcyW9a4wZa1nWmr1TjNVWGWMWyRXITpM0+SDnNJIO9nv9I5L+V+P7eEks5EfAmroqU/d+c2DTVW9paO/D+BqNVmO93Gi1SSoqpGuvld55x/X9jTcq5umn1eH5P1RYx0jU+EEpevqCoT5fb3XSwPY6tEuSlu/IO+hxDbWfAAB3uP3pbFlWhf5cmL/IGDNS0t8lXVvHsRnGmG2S+lQ/lCkpwhjTqtZoWDtJcw5yzXJJ+/5rxvoLBKqsgjLd9+1qTVlVd9NVb1mbUagebWKUmr3/htARYSG6/Mjuun5sr8Db8iY7Wzr3XGnWLCkkRHr2WenGGyVJ4wd30IZdG/c7/LqxvXTHyf380r7BGKM7Tu6niW/Mr/N5d9pPAEBjeeNXZKP912v9+YQxyZK6SMqofmixpEpJJ0r6rPqYDpIGS7rDC7UAtnCn6aq3JMdG7gthoSFG549wNVrtkOjbRqseWbdOOv10afNmKSFB+vRTafz4fU+fMjhFz01zhbCwEKOHzx6i80d28WuJR/VuoyN7JR/Qt83d9hMA0Fju9gl7WK51XzvkmhK8UNI4SeONMXGS7pf0pVyhq7ukhyVlS/pKkizLyjfGvCnpKWNMjqRcuXqGrZT0a5N/GsAGW7NdTVfnbml801VvWL4jT61jI3REr2TdemJf9fRjo1W3TJsm/d//SXl5Uvfu0vffS4MG7XdI/5R4dU+OUW5xhV65ZLhtrTNuP7mfzn7pz0F52k8A8CV3R8LaS3pfUgdJ+ZJWSBpvWdYvxphoSUMkXSrXerEMSdMlXWBZVs0N726RVCXXSNjeZq2XN7ZHGBAo9jZd/d8vG1Re5V7TVW/okhyj5y8apkEd/d9otdFee036618lh0M68kjpq6+kdge2mDDG6Opjemp0z2S/du2vbVjXVjpxYHvNXL9b954xkPYTAHyKbYsAD6xKz9ddkz1vuuoNKQlRmnPXcYG55Y3DId1+u/T0067vJ06U3nhDigr8DvEbdxWquMJB+wkAHvN5nzCgpXI6LV3+9gJlF1XYWkdmQZmW7sjT8G6tbK3jAIWF0sUXu6YdJek//5H+/e86O+AHIjbSBuAvnm+8BrRQISFGJw48WFs7/5myMqPhg/xp+3ZpzBhXAIuKkj75RLrnnqAJYADgT4QwwAMThna0uwRJ0pRVmfLXkgKn09KUlRm65dNldR+wYIF0+OHSihVS+/bSjBnSBRf4pTYACEaEMLQ46zML9fPqpvXxOrx7a6X4qIO7O9LzSrWiEZ3zm8LptPTDigyd8uxsXf/hEn21NF3rMwv3P+izz6SxY6Vdu6RDDnEFslGjfFoXAAQ7QhhajLySCt33zSqd8uwsPfjD2iZtpB0SYnRmgIyG/bjKN1OSDqel75bv1PhnZ+mGj5Zo/a4/g9dXS9Nd/8OypAcfdI14lZW5eoH9/rvUtatPagKA5oQQhmbP4bT0/rxtOvbJGXp37jY5LWl7bolmbshq+MUHceahgRHCpqz07pSkw2npm2XpOvmZWbrp46V1bmz9zbJ0OUvLpEsvda35kqRbbpG+/lqKZ2E7ADQGd0eiWZu/JUf3f7dGazMOvEP4vbnbdFx/z7ehGdQxQT3bxmrL7uKmlNhk23NLtHpngQZ3alq/sL0jX8//tlGbG/iZyjN2qejosUpYvEAKDZVefNG1JyQAoNEIYWiW0vNK9fCPa/XDivqn6mas362t2cUeb0djjNGEQzvp6V83eFqm10xZleFxCKtyOPXt8p164bdN2pLdcKDsnb1db33xgBLyd0mJidIXX0gnnODRtQGgJWM6Es1KWaVDz/66Ucc/NeOgAWyv9+dta9L1AmZdmAdTklUOp75YnKYT/jdT//hseaMC2DFbFmvy+7epa/4ubW/VQWWz/iCAAYCHCGFoFizL0o8rM3T8UzP19K8bVFbZuG2EPl+0QyUVnm+43aNNrA7tbP+2QanZxfstnD+YSodTny3aoeP/N1O3fb5cW3NKGvW6S5Z87xoBqyjR/M6DNGHSk/rZCrBGsQAQRJiORNBbl1mgB75d49EG2gVlVfpm2U5ddLjnd/OdObSTlvu4TURj/LgiQ/1T6t/Gq9Lh1OQlaXph+ibtyC1t9HlDnQ7dM+11Xb7E1QH/i8HH679n/E2XHdtfx/Zr2+S6AaClIoQhaOWVVOh/v2zQB/Ncdzx66r2523ThyC4eb9R8xiEd9OAPa2T3Nqw/rsrUP07qd8DjFVVOfbkkTS9O36S0PY0PX5IUX16s5795XONSF0uSnhh3mYpvvk3Tju+jNnGRXqkbAFoqQhiCjsNp6aMF2/XUz+uVV1LZ5POtzSjQom17NLJ7a49e3y4hSkf0TNacze6PxHnTpqwibdxVuG/vw4oqpz5fvEMvTd+s9Dz3wpckdc7L1Jtf/kf9srerNCxSH//tIV34r+vVpXWMt0sHgBaJEIagMm9Lju7/drXW1e7Y3kTvzd3mcQiTXNsY2R3CJNcC/euSY/TZojS9PH2TduaXeXSew9LW6rWvHlSbknztSWyjvE+/0JUnj/VytQDQshl/7TvnTcaYBEn5+fn5Skiofw0Mmo/GtJxoirAQozl3Had2Hm5FlF9SqZEP/aoKR+NuCPCFuIhQHdm7jVam5yvDw/AlSWeumaEnfnxWkY5KFQ8aotipP0qdO3uxUgBo3goKCpSYmChJiZZlHdioshp3RyKglVU69MyvGxrdcsJTVU5LHy/Y4fHrE2PCNc6mRerdk2M0onsrOSzp5zW75PR0gZxl6ZbZH+q5755UpKNS1oQJip03hwAGAD5CCENA+2DeNj3z68ZGt5xoig/nb1NlE0ayJgzt5MVqDi7USMO6Jql/Sry25pRo0dY9Kq10SJK6edB8NrKyXG9MfUp/n/Ox64E77pCZPFmKi2vwtVkFZbrvm1Uqq74+AKBxCGEIaOce1lmRYf75a5pVWK6fV+/y+PXHD2in2IhQL1Z0oNaxERrVo7WSYiK0dHtenWvjisvd63vW21Go2VP/qxNWzJDCwqQ33pAee0wKOfj7Xlbp0PPTNmpc9Z6c09Y2bS9OAGhpCGEIaK1iI3TOYf4bYXp37laPXxsVHqqTB6V4r5ga+qfEaVjXJBWUVmp+aq5yiivqPXZ9ZqHiGhEGYyJC9Z/uDv386Z1qt2aZ1KqV9Msv0l/+ctDXWZZrg+/jnpyhp37ZoJIK1wjY54s9n84FgJaIEIaAd/mRPfx2rQWpuVqXWe8aygZ5cxujqLAQjezeSt2TY7Qus0hLt+epqhHrvaqclvqmxNf7fHio0WVHdNPcIWW69PaJCtmxXerTR5o/Xxo37qDnXrwtV2e/NEd//2TZAXdeztqwW7sKPL8hAABaGkIYAl6/lHgd1TvZb9d7b67n+0ke1buNkmMjmnT9TklROrx7K4WHhmjh1j2N3laoIcZIZw3tqGm3jNUDW6cp8cJzpaIi6dhjpXnzXEGsHjtyS3TjR0t07stztWxHXp3HOC1p8pJ0r9QKAC0BIQxB4cqj/Dca9tWSdOWXetYENjw0RKcd0sGj1x7SKVGDOyYoPa9MC7buUaGba7tq2rirSKE1NgA4tl9b/XDT0Xrm3MHqes9t0s03S06na+px6lSpdd090grLKvXY1HU6/n8z9X0j7k79YvEOtzcSB4CWimatCArH9mun7skxXhsVOpjSSoe+XJymK8d4FvwmDO3Y6NG0hOgwDUhJ0LbcEq1I997+k4XlVRrYIV6R4aG6a3x/jeqZLOXlSaed5lr3ZYz0xBPSP/7h+t+1OJyWPlu0Q0/9vF7ZRfWvP6tt8+5iLduRp2Fd2dgbABrCSBiCQkiI0eVHdvfb9d6ft83jfluHdW2lTknRBz2mV9tYjejWSmWVTs1PzVVmE5qr1mdAhwRNvv5IVwDbvFk64ghXAIuJkb76Srr11joD2O8bs3Xac7N19+SVbgWwvT5fnOaN8gGg2SOEIWj834guio/0z+Btanaxft+U7dFrjTF1LtAPC5EO65qkPu3jtHl3sRZt26OKKt/1P/ttXZaqHE7p/felkSOldetcjVd//12aMOGA4zfvLtJf3lmoSW/Ob9K2UN8t30nPMABoBEIYgkZcZJjOG9HFb9d7rwntKibUCGHt4iM1qkdrxUeFa8n2PG3cVeSF6hoWsStDeSeeIl16qbRnj3T44dKCBdKwYfsdl1dSofu/Xa2Tn56laeua3uursKxKP63ObPJ5AKC5I4QhqFx+ZPe6ZtB8Ytq6LO3I9WwNWv+UBJ0woJ0O7ZKo7KJyzU/N1Z4Szxb7u82ydN6KX/TLmzeo7YxfpIgI6eGHpT/+kDr8edNARZVTb/6eqrFPzNA7c7Y2qv1FY33BlCQANIgQhqDSNTlGJwxo75drWZb0wXzP21UM7JCg5Tvy5cVs06AOBbv1zuf364kpzyqhvFjLO/ZV8dz50t13u7rhy9Vs9Zc1u3TyM7P03+/XeHwn6MH8vilbGfmlXj8vADQnhDAEnSuO6u63a322cIfH65uO91NYlCRZli5Y/pN+evMGjUtdrPLQcD0y7nKdM/EJTbHa7Dtszc4CTXxjvq5+b5FSs4t9WQ49wwCgAYQwBJ0jeiar/0E6wnvTnpJKfbd8p0evHdIpUW3jI71c0YE6FmTpvc/u1WNTn1dCRYmWdOynU694Tq+O+j85QkL1zbJ0ZRWW6c4vVui052drzuYcn9ckuaYkW3LPsLySChU1odcbgOaPEIagY4zxa/PW9+Zu8yhMhIQYHd+/nQ8qqmZZunjZFP385g06ZutSlYVF6L/H/kX/N/FxbU523cDQJi5CFVVOnf3iHH26aIf8mYlSs4u1eNse/10wQJRVOvTqzM065vHpenfOVrvLARDACGEISmcO7ajWTdweqDFSEqL0Fw+btkq+m5LsnJepDz/9lx7+6UXFVZRqYaeBOuWK5/Xm4WfLGRKq7skxGt4tSXuKKzQ/NVcdEqN8UkdDWtICfYfT0heL03TckzP0yJR1Kiir0pu/p6qkgtEwAHWjYz6CUlR4qCaO6qrnf9vkk/NHhoXo2mN66rpxvRQT4fk/kzG92ygyLETlXuoHZiynJi39UXfNeEexlWUqDYvU42Mv1buHnS5nSKgGd0yQJK3aWbDf7gIVDt/1IzuY71dk6L4zBik6ItSW6/uDZVmasWG3Hpuy7oD+arnFFfp4wY4mBXkAzRchDEFr0uhuennGZq+2VpCk0w7poLtP6a/OrWKafK7oiFAd1buNfvNC/62uezL0+JRnNXrHKknS/C6Ddccpf1N6cicN65KknKJyrdpZUOdr12UWKjo8RKWV/g1jReVVmro6Q2cP6+zX6/rLirQ8PfLjOs3dUv86u9dmbdak0V0VGdZ8gygAzxDCELTaJ0TptEM66Jtlni2cr21ghwTdd8ZA1zY/XnT8gHZNCmHGcuryxd/p9lnvKaayXMXhUXps7GX6+ogJGtApScW7ixpce1VR5dTQLklatiPP4zo89cXitGYXwrblFOuJn9Y3alPzXQXl+mJxmiaO6uaHygAEE0IYgtoVR/VocghLjo3QbSf30/kjuig0xPudYI/v317/0iqPXts9N12PT3lWh6etkSTN6XqInjjvNoX36aXKtHzNT81t9LlC/dXltpY5m3OUtqfEKyOLdsspKtfzv23Sh/O3qdLR+BHYV2Zu1gUjuigslGW4AP5ECENQG9olSYd1TdKS7XluvzYsxOiKo7rrpuP7KCEq3PvFVUtJjNLgTglalV73VGFdQpwOXbHoW90++31FVVWoKCJar59+nWYfe7aWpRXISnX/rsMNuwoVaiQ3soNX7O0Z9rfj+/j3wl5UUlGlN2en6tVZWzxqO7Ejt1TfLt+pcw5rXiOCAJqGEIagd8VRPbRk+1K3XnNc/3b612kD1KttnI+q2t/x/ds3OoT1zEnTEz8+o+E710mSlvUbof+df7tmVcRKaY0PcrUVlldpcMeEeteN+dIXi9N003G9ZWwajfNUlcOpzxal6ZlfNyirsLxJ53px+iadNbSTQnww2gogOBHCEPTGD05Rh8QoZeSXNXhsr7axuuf0gRrXz4f9u+pwwoD2enbaxoMeE+J06KqFX+vW2R8o0lGpkqgYPX/KdXq5z7FShXf+w23XXYrbc0u0IDXX6+vtfMWyLP28Zpcen7pOm3d7Z2eBzbuLNXV1pk4d0qHhgwG0CIQwBL3w0BBdckQ3PT51fb3HxEeF6ZYT+uqSI7op3IZ1OYM7Jah9QqR2FdQ9mtI7e7ue/PEZDc3YIEn6o/dw3X7iDdqZ4N2w6MutihryxeK0oAhhi7bm6pEp63zSaPb53zbplMEpQTciCMA3WCWKZuGikV0VFX7gX+cQI00c1VUzbhunK8f0sCWASa4u/8f1P7Bxa6jTob/O/Uw/vvN3Dc3YoILIWN1+yt808Zz7vR7AJCm7qEK92/lnCra2H1ZmqDiAt/HZlFWka95bpP97Za7POv2vzSjQ9PVNb1cCoHlgJAzNQqvYCJ09rLM+XrB932Oje7bWfWcM0oAOCTZW9qcTBrTbr76+u7fq+V+eV78drhG833qO0D9PvlGZCW3qO4VXJMdGyDctbg+upMKhKasy9X/DA2txelZBmZ7+daM+W7RDDi/3nKvL879t0rH92jEaBoAQhubjiqO66+MF29W5VbT+fdoAnTwosKZ9jurdRlHhIXKWV+i+td/r/CnvKNxRpfzIWD1wwjWaPOg4yQ/1pueV+vwa9fli8Y6ACWGFZZV6bdYWvTE7VaWVDr9dd+n2PM3dnKMje/s2bAMIfIQwNBt928fruYuG6aSB7RUVHnjdyaPCQ3VTcolOePwu9ctwjUX90nuU/nXSX5UV77+1Uml7StWlVbR27PF/GJu3JVfbc0rUNdm+nmEVVU59NH+bnvttk3KLK2yp4YXpmwhhAAhhaF7OPLSj3SXUraJCevhhXf/gQwpxVGlPVLzuO/FafTtgrF9Gv2rrmGRPCJOkL5ek6ZYT+/r9uk6npe9XZujJn9Zre25Jwy/woTmbc7R42x4N79bK1joA2IuF+YAvOZ3S999LI0dKDzygEEeVpvY9Qif95SV9O3CcLQFMknJsGgGSXHdJOv2w9qqmOZuyNeHFP/S3j5faHsD2enG6HSvzAAQSRsIAX8jLk95+W3rxRWnzZtdjycnSiy/q8R3ttDvb3iBQWeVQm9hwZRdX+v3a6XmlmpeaoyN7+X46bm1GgR6dsk4zN+z2+bXc9du6LK1Kz9fgTol2lwLAJoyEAd60Zo30179KnTtL//iHK4AlJUm33up67oILNNbPjWJrGtwxQYM7JWhbbql6+Gm3gLp8sTjNp+dPzyvVPz5bplOfmx2QAWyvl2YwGga0ZIyEAU3lcLimHJ9/Xpo27c/HBw2S/vY3aeJEKTZ238Nj+7bV239s9Vt5YSHSoV1aKbuofL8ti0oq/HdHYG1TVmbqPxOqFBfp/Y+gkooqjX96lgoDuCfZXlNWZWpTVqF6t4u3uxQANmAkDPDUnj3Sk09KvXtLZ53lCmAhIdLZZ0u//SatXCldc81+AUySRvdMVmSY7//pJUSHaVSP1kqIjtDibXu0LWf/KdD1mYWKs2kbo9JKh35ckeGTc8dEhOm0Q4JjayDLkl6ducXuMgDYhBAGuGvVKunaa11TjrffLm3dKrVuLd1xh7RlizR5snTssfUuuo8KD9VoH27f0ykpWiO7t1J5pVPzU3PrbcNQ5bTUN8W+EZjPF+/w2bmvOaanXfc8uOWsoR1160n97C4DgE2YjgQao6pK+u4715Tj9Ol/Pn7IIdJNN0kXXyzFNL731di+bb2+Vql/SrwiwkK0Ii2/0Q1Z/XuP4v4Wbt2jrdnF6t4mtuGD3dSzbZxOGZyiH1dmev3c3jCoY4LuP3OQRnZvbXcpAGxECAMOJidHevNN112O26u3HAoNdU0/3nSTdMwxHrWZGNuvrfR908sLMdLQLknKK63UusxCt1+/IbNQYSFSlbPptXjiyyVpPhsJum5sr4ALYa1iwnX7yf11wcguCg0JgqE6AD5FCAPqsny5a9Trww+lsjLXY8nJrjVe118vdenSpNP3bBOrzq2ileZhw9S4yFAN6pioLdnFWrI9z+M6iiscGtwpUavS8z0+R1N8uThNN5/Q1yeB5JDOSRrTu41+35Tt9XO7KzTE6JLR3XTLCX2VGBNudzkAAgQhDNirqkr6+mtX+Jo168/Hhw1zjXpdeKEUHe2VSxljNK5fW30wb3vDB9eQkhCprq1jtXJnvuan5nqlluhw+5aG7swv09zNORrTxzc9w64f18v2EHZEz2Tdf+Yg9bNx/R2AwEQIA7Kzpddfl15+WdpRvVg8NFQ691xX+DrqKJ90th/bt12jQ1jf9nGKiQjTirQ8ZRaUe7WO1Oxir57PXZ8v3uGzEHZkr2Qd0jlRK9L8P9LXKcm1kfz4wYG1kTyAwEEIQ8u1dKlr1Oujj6Ty6mDTtq1ryvG661x3P/rQEb2SFR5qVOmoe3m8kTS0a5KKyqq0YVeRz+rILqpQ73Zx2pTlu2sczNRVmSooq1RClPen6Ywxun5sL13/4RKvn7s+kWEhun5cL117TC9F29QCBEBwIIShZcnPlz7/3LWl0Jw5fz4+fLirser550tRUX4pJS4yTCO6tdbcLTn7PR4dHqIhnRO1PbdUS5uw3ssdybERsqt3+7h+bVVe6ZR89LafNChFPdvEaosfRvxOHZKif546QJ1bNf5OWQAtFyEMzV9VlfTLL9K770rffPPnQvuwMOm881xTjqNH27KZ9rh+bfeFsHbxkerRJlardxZoQeoev9aRkV/m1+tJrqnC20/up2FdW/n0OqEhRteO7ak7v1zps2v0bBurBycM1pG9fb8fJoDmgxCG5mv5cum991x3OO7a9efjAwZIl10mXXKJ1LGjffXJ1aris0U7lBgdruVp+coq9O56r8banluiTknRje4v1hRDOiXqzvH9fbYOrC5nDeukp3/ZqMwC34TN9vFRBDAAbiOEoXnJzHSt8XrvPVcI26tNG1dD1UsvlQ47zJZRr7r0bRcnh9NqUpsJb+nUyrchrGfbWN1+Uj9bFqpHhoXqqqN76MEf1vrk/HO35GhBaq4O70HzVQCNx7ZFCH6lpdInn0innip16iTdeqsrgEVEuO5w/OYbaedO6dlnXWu/AiSASVJISIjOGtbJ7jIkSfkllT45b4fEKD1+7iH6+eZjdMqQDrbdKXjh4V2VGO27Hl3PTdvos3MDaJ4YCUNwsizp999dI16ffSYVFPz53OjRrunG88937ekY4M4e1knP/Gr/f8A3ZBWqdUy4cr0UxlrFhOuGY3tr0uhuigq3/y7BuMgwXXZENz33m29uQfh9U7YWb8vV8G6B/3cOQGAghCG4bN7sCl7vvy+lpv75eLdurjVel1wi9e1rX30e6JYcq+HdWmnxNv8uxq/Nslx7LuY2sY7YiFBddXRPXXV0D8X7oO1EU1x2ZHe9NnuLyip9s0/Ts9M26b0rD/fJuQE0P4SwQFJV5bpjD/vLy3ONdr33nvTHH38+Hhfnurvxssuko4+WQoJ3dv3sYZ1sD2GSVOHwPJxEhIZo4uiuuuHY3moTF+nFqrwnOS5SF47sqnfmbPXJ+Wdt2K2l2/f4/I5PAM2Dsay6G0UGMmNMgqT8/Px8JSQk2F2O9/zzn67NogcPloYMcf05eLA0aJAU38K2PKmslH76yRW8vv32z2aqISHSiSe6FtifdZYU0zz6MeWVVOjwh6Y1KQR5Q0RYiEKNVOrGSFGIkc45rLNuPqFPUPTHSttTorFPzJDD6ZvPvnH92uqdKxgNA1qygoICJSYmSlKiZVkF9R3HsEsgWbVKysqSfvvN9VVTt277B7PBg6X+/aXIwBxx8IhlScuWuYLXRx+53ou9Bg1yjXhNnGh7WwlfSIqJ0LH92+qn1bsaPtiHKqqcGto5ScvS8hp1/MmD2uu2k/qpT/vg+SWhc6sYTTi0oyYvTffJ+Wes363lO/J0aJckn5wfQPPBSFggKS6W1q51hbFVq6SVK11/7txZ9/GhoVKfPgeGs169XM8Fi507XaHr3XddP+9ebdu6Qtell0pDhwbUXY2+MHVVpq77YLHdZTRqfdoRPZN1x3jfN1r1lfWZhTr5mVkNH+ih4/u305uXj/TZ+QEEtsaOhBHCgkFurrR69f7BbOVK11qpukRFSQMH7h/MBg927YXojyDjcLi2B8rJcX3l5tb/5+7drnYSzurpr4gIacIEV/A6+WQpPLAWdvtSeZVDox6epjwftYporPioMBWXV6mu2bohnRJ1x/h+GtO7TdBvSn3Vuwv169qshg/00Pc3jdHgTok+Oz+AwEUIa+4sS8rI2D+YrVrlCmul9TTcTEw8MJgNHuxqZFrfNQoKDgxPDQWrPXtcr3XHUUe5gtd550mtgnN0xRv+/fVKfTBvu91laGCHBK3J+PNzo2fbWN12Uj+dYkOjVV9ZvC1X574812fnP39EZz3+f4f67PwAAhchrKVyOKStW/cPZqtWSevXu+6+rEv79q4pzejoAwOVw+F5LfHxUnKyq1fXwf4cMEDq2dPz6zQji7ft0bkvz2n4QB87vEdrLUjNVYfEKN18Qh+de1hnhYUG792n9Tn/lblasDXXq+cMtP5oAPyPEIb9VVRIGzYcGM62bGn4tdHRdYengwWrVq1cU4twi2VZOvbJGdqaU2JrHQM7JuicYZ2afZCYvi5LV7yz0Cvnig53bY109TE9lRBg/dEA+Bd3R2J/ERF/Tj/WVFQkrVnjmsasqjowULVu7Qph8Isl2/MUEmLPdF94qNEJA9rr/BFddHSfNs1y5Ku2cf3aqn9KvNZlFnp8jrAQo4tHddWNx/VWu/goL1YHoLljJAwIAOszC/XET+v161r/t6jonxKv80Z00VlDOyo5QJus+tI3y9L190+WefTaMw/tqFtP6qtuybHeLQpAUGMkDAgC23NK9PSvG/T1snS372VoioSoME0Y2knnj+iiwZ0Sms1ie0+cNqSDnvhpvdL21HNDSx3G9m2rO8b306CO3P0IwHOEMMAGWYVleuG3Tfp4wXZVOvyTvoyRxvRuo/8b3lknD0pp1mu93BEWGqJrj+mpe75Z3eCxQ7sk6c7x/XVEr2Q/VAaguSOEAX6UX1qp12Zt1lu/b1VpZRPuPHVD51bROm94F507vFNQbCtkh/NGdNEzv25UTnFFnc/3ahur20/ur5MHtW/Ro4YAvIsQBvjJh/O36fGp65Vf6vtmrJFhITplcIrOH9FFo3sm27bYP1hEhYfqyjE99MRP6/d7vENilG45oa/OOaxTi7hRAYB/EcIAP9mVX+bzAHZolySdP6KzTj+koxKjaZPgjkmju+nlGZtVXuXQcf3b6exhnXVs/7aKDGPaFoBvcHck4Cc780o15rHf6twOqCmSYyN09rBOOm9EF/VLCZ6NtAPRoq256t0uTkkx9LgD4DnujgQCTMekaB0/oL1+WeOdNhSxEaF66vyhOq5/O0WEMVXmDSO6t7a7BAAtCJ/cgB9NGt3Na+cqrXSoVUw4AQwAghSf3oAfHd27jbolN+0OxeiIUB3evbXaxkXqzd9TvVQZAMDfCGGAH4WEGF18eFePXts6NkKH92itMCMt2JqrXYXlmrYuSxn5jW8yCgAIHIQwwM/OG9HFrSnErq1jNKJbKxWUVmhBaq4Ky//sL+ZwWvp04Q5flAkA8DFCGOBnrWMjdNqQDg0eN6BDvIZ0StD23BIt2rZHVc66j/tkwQ5VOep5EgAQsAhhgA0mja57SjLESId1TVKvtrFam1Golen13tm8T2ZBmX5bl+XtEgEAPkYIA/yorNKhKSsz9PKMzerVNnbf49Hhfy62X7I9T5t3F7t13g/nb/d2qQAAH6NPGOBjTqelhVtz9fWydP2wIkMFZVWSpGFdktQ6NkJ92sVpzc58Ldia6/E1Zm3cre05JeraxDsvAQD+QwgDfGRTVpG+Wpqmr5fuVHregXcwLt2Rp/AQo/mpnoevvSxL+mjBdt11Sv8mnwsA4B+EMMCLsovK9e2ynZq5frdmbtzd4PGVXtzD6PNFO3TLiX3Y6xAAggQhDGiiskqHfl27S5OXpGvmht1yOC0dbsP2NznFFfpp9S6deWhHv18bAOA+Qhjggb3rvL5a6lrnVVhetd/zK9PzFR8VpsKyqnrO4BsfzttGCAOAIEEIA9ywZXeRvlqarq+WpittT/2d6ksrHRrVubVX1nu5Y35qrjZlFap3u3i/XhcA4D5CGNCAPcUV+n7FTk1emq6l2/Ma/br1uwoVHmpU6fDeuq/G+HD+dt13xiC/XhMA4D5CGFCH8iqHpq/brclL0jR9fZZHQSqvpFIju7fSwq17fFBh/b5cnKY7Tu6v6AgW6ANAICOEAdUsy9KS7Xn6ammavlueofzSyiafM/0gU5a+UlBWpe9X7NR5I7r4/doAgMYjhKHF255TUr3OK01bc0q8eu6d+WUa1jXJrWlMb/hw/nZCGAAEOEIYWqT80kr9uDJDk5ek+Xy6sMALI2ruWrYjT6vS8zW4U6Lfrw0AaBxCGFqMSodTM9fv1ldL0/XL2l2qqHL65bqbdxdrQId4rc0o9Mv19vpw/nY9cs4Qv14TANB4bOCNFmN7bomu/3CxfliZ4bcAtldYiP//qX2zLF2FZf4fhQMANA4hDC1Gr7ZxunJMD1uuvTI9X91a+3dz7ZIKh75ettOv1wQANB4hDC3KTcf1UfuESFuu3Sbe/9f9cN42WZZ/+5QBABqHEIYWJS4yTP86baAt1162I0/t/BzE1mUWaomf78wEADQOIQwtzhmHdNCoHv7fYNvhtNS9Tazfr/vh/G1+vyYAoGGEMLQ4xhj9Z8JghYYYv197ZXq+4iP928n++xUZyiup8Os1AQANI4ShReqXEq/Ljuju9+uWVjg0sKN/e3dVVDn1xeI0v14TANAwQhharJtP7KM2cf5fLL+hemNvfyoud/j1egCAhhHC0GIlRIXr7lP6+/26e0oqNbRLkl+vOaZPG79eDwDQMEIYWrRzDuukEd1a+f266Xn+29g7PipMh3Zm+yIACDSEMLRoxhg9MGGQ/L1Gf2demddGwzolRR/0+SN7JSsslH/qABBo+GRGizeoY6Imje7m9+sWlVd5/Nq4yDBdekQ3/XTzMZp+27iDttwY06etx9dBYCitcOgDGu8CzQ4beAOSbj2xn75fkaHcYv+1ctiUVaQBKfFam9n4jb37p8TrkiO66ayhnRQb+ec/31cmDdfZL/2hrTkl+x0/sEOCTh7U3ms1w/8qqpy67oPFmrlht5Zuz9Oj5w5ROCObQLNACAMkJcaE687x/XTnlyv9et3GTBNGhIbotEM6aNLorjqsaysZc+DcaavYCL1x2Ujd9eUKZeSXKbuoXNce01M3HtdHEWH8BztYOZyWbvl0mWZu2C1J+nJJmrKLyvXSxMP2C+EAgpMJxuFtY0yCpPz8/HwlJCTYXQ6aCafT0tkvz9HyHXl+vW631jHalltywONdWkdr4qhuOm94ZyW72UrDsqw6wxqCh2VZunvySn2ycMcBzx3SOVFvXT7SlhYrABpWUFCgxMRESUq0LKugvuP4FRmoFhJi9J8zB8nf2aXmxt7GSCcMaKe3rxipmbcdq+vG9nI7gLnOQwALdo9OXVdnAJOkFWn5OvflOdqWU+znqgB4EyNhQC13T16hjxfU/R8/XwgLMerVNk4nDGyniw7vqs6tYvx2bQSml2Zs0uNT1zd4XHJshN6+YqQO6Zzk+6IANFpjR8IIYUAtucUVOvbJGcovrfT5tQ7tnKjLj+quUwanKCqcNT6QPpi3Tf/+elWjj4+JCNXLk4ZrbF/uggUCBdORgIdax0botpP7+ez84aFGE4Z21Fd/PVLf3DhGZw/rTACDJOmbZem655vGBzBJKqlw6C/vLNSX7A8KBB0++YE6XHx4V32yYLtW76z3Fxi3tYmL1MRRXTVxVFe1S4jy2nnRPPy2bpdu/Wy5PJmcqHJauvXz5dpVWKbrx/ZiTSAQJJiOBOqxeFuuzn15bpPPc2jnRF1xVA+dMiRFkWGhXqgMzc38LTm69K0FKq9yNvlclx3RTfeeMUih/t4GAsA+jZ2OZCQMqMfwbq117mGd9eUS96d5wkONTh3SQZcf2V3Duvp/b0oEj1Xp+brq3UVeCWCS9O7cbdpdVK7/nT9UUeGEfiCQEcKAg7jrlP76eXWmChu5xRBTjnDH5t1FuuytBY3++9VYP67MVE7RAr126QglRod79dwAvIfpSKABb/2eqv98v+agxzDlCHel55XqvJfnaGd+mc+u0a99vN698nClJPILAeBPtKgAvKTK4dRpz/2u9bv23+ORKUd4KruoXOe/Mldbsn3fbLVjYpTevfJw9Wkf7/NrAXAhhAFeNH9Lji54bZ4kphzRNPmllbrotXlak+G9O28bkhgdro+vHq2BHfm8BPyBhfmAF43qmay/Hd9HPdvEMuUIj5VWOHTVuwv9GsAk17Rkjzaxfr0mgIYRwoBG+seJfe0uAUGsosqp6z9crIVb9/j1uoM6JuiNy0coOoJfHIBAQ8d8APAxh9PSPz5bphnrd/v1uj3bxOrdKw9XQhR3SAKBiBAGAD5kWZb+/fUqfb8iw6/X7ZgYpfevGqU2cZF+vS6AxiOEAYAPPTZ1vT5esN2v10yOjdD7V41Sp6Rov14XgHsIYQDgIy/P2KxXZm726zXjI8P07pWHq1fbOL9eF4D7CGEA4AMfzt+mx6au8+s1I8NC9OblIzW4U6JfrwvAM4QwAPCy75bv1L+/XuXXa4aFGL0yabgO79Har9cF4DlCGAB40fT1Wbrl02XyZx9sY6SnLxiqY/u3899FATQZIQwAvGRBaq6u/2Cxqpz+3YnkobOG6IxDO/r1mgCazq0QZoy53hizwhhTUP011xhzSo3njTHmfmPMTmNMqTFmhjFmUK1zRBpjnjfGZBtjio0x3xpjOnvrBwIAO6TtKdFf3lmoskqnX6975/j+unhUV79eE4B3uDsSlibpLkkjqr9+k/RNjaB1h6R/SLpR0khJmZJ+McbU3Dn2GUlnS7pQ0hhJcZK+N8bQzhlA0OqUFK1Lj+zm12teN7aXrh/Xy6/XBOA9Td7A2xiTK+l2SW9J2inpGcuyHqt+LlLSLkl3Wpb1qjEmUdJuSZdYlvVp9TEdJe2QdKplWT818pps4A0gIL02a7Me/tH3d0VePKqrHjprsIwxPr8WAPc0dgNvj9eEGWNCjTEXSoqVNFdSD0kpkn7ee4xlWeWSZko6svqh4ZLCax2zU9KqGscAQNC65pheeuzcIQrxYTY6/ZAO+u8EAhgQ7NzewNsYM0Su0BUlqUjS2ZZlrTHG7A1Ru2q9ZJekvWP0KZIqLMuqvYPtrurn6rtmpKSae2/E13csANjtgpFdlRAVrr9/skwVDu+uERvXr63+d/5Qhfoy5QHwC09GwtZLGipptKSXJb1rjBlY4/na85umjsdqa+iYuyXl1/hKc6NeAPC7U4Z00JuXj1BMhPeWux7evbVenjhcEWHc2A40B27/S7Ysq8KyrE2WZS2yLOtuScsl/V2uRfjSgSNa7fTn6FimpAhjTKuDHFOXRyQl1vjibkoAAe/oPm31wVWjlBgd3uRzDeqYoDcuH6FoL4Y6APbyxq9TRq6pwlS5QtaJ+54wJkLSWElzqh9aLKmy1jEdJA2uccwBLMsqtyyrYO+XpEIv1A0APndY11b67Noj1C4+suGD69GzTazevfJwJUQ1PcwBCBzu9gl72BhztDGmuzFmiDHmIUnjJH1ouW6zfEbSP40xZxtjBkt6R1KJpI8kybKsfElvSnrKGHO8MWaYpA8krZT0q5d+JgAIKP1S4vXFdUeqa+sYt1/bMTFK7181Sm3iPA9xAAKTuyNh7SW9L9e6sGmSRkkab1nWL9XPPy5XEHtJ0iJJnSSdZFlWzZGrWyR9LekzSX/IFdLOsCzL4dmPAACBr2tyjL647gj1a9/4+4qSYyP0wVWj1Ckp2oeVAbBLk/uE2YE+YQCCVV5Jha54Z6GWbs876HHxkWH6+JrRGtwp0T+FAfAan/cJAwC4LykmQh/8ZZSO7tOm3mOiwkP01hUjCWBAM0cIAwA/i40M0xuXjdCpQw5sjxgWYvTypOEa2b21DZUB8CdCGADYIDIsVM9fdJguGNFl32PGSE9fMFTH9mtnY2UA/IUQBgA2CQ0xevTcIbr2mJ6SpIfOGqIzDu1oc1UA/IWF+QAQAJZs36PDutbuYw0gGLEwHwCCCAEMaHkIYQAAADYghAEAANiAEAYAAGADQhgAAIANCGEAAAA2IIQBAADYgBAGAABgA0IYAACADQhhAAAANiCEAQAA2IAQBgAAYANCGAAAgA0IYQAAADYghAEAANiAEAYAAGADQhgAAIANCGEAAAA2IIQBAADYgBAGAABgA0IYAACADQhhAAAANiCEAQAA2IAQBgAAYANCGAAAgA0IYQAAADYghAEAANiAEAYAAGADQhgAAIANCGEAAAA2IIQBAADYgBAGAABgA0IYAACADQhhAAAANiCEAQAA2IAQBgAAYANCGAAAgA0IYQAAADYghAEAANiAEAYAAGADQhgAAIANCGEAAAA2IIQBAADYgBAGAABgA0IYAACADQhhAAAANiCEAQAA2IAQBgAAYANCGAAAgA0IYQAAADYghAEAANiAEAYAAGADQhgAAIANCGEAAAA2IIQBAADYgBDWjFiWZXcJAACgkQhhzci2nBJd8uZ8LUjNtbsUAADQgDC7C4D3FJZVafbGbM3emK1RPVrrb8f30ZG9kmWMsbs0AABQCyNhzUhhWeW+/z0/NVcT35ivc1+eo+nrs5iqBAAgwBDCmpGCsqoDHluyPU9XvL1QE178Qz+vziSMAQAQIAhhzUjNkbDaVqTl65r3F+uUZ2frhxUZcjoJYwAA2IkQ1ozUNRJW27rMQt3w0RKd9Mwsfb00XVUOpx8qAwAAtRHCmpGDjYTVtimrSDd/ukwn/G+mPlu0Q5WEMQAA/IoQ1owUNmIkrLatOSW644sVOvbJGfpw/jaVVzl8UBkAAKiNENaMuDMSVlvanlL966tVGvfEDL3zR6rKKgljAAD4EiGsGfFkJKy2jPwy3f/dGh39+HS9PmuLSiqafk4AAHAgQlgz4o0QttfuwnI99ONajXlsul6cvqlJo2wAAOBAhLBmpMAHQSm3uEJP/LReYx6brmd+3aD8EsIYAADeQAhrRrw5ElZbfmmlnvl1oya9Od9n1wAAoCUhhDUj/pgybB0b4fNrAADQEhDCmpHGNGttqo5JUT6/BgAALQEhrJkor3Koosr3DVc7Jkb7/BoAALQEhLBmwpfrwWrqkEQIAwDAGwhhzYS/QhjTkQAAeAchrJkoKPVP6wimIwEA8A5CWDPhr5GwlERGwgAEjmlrd+n7FTvtLgPwSJjdBcA7/NGeok1chKLCQ31+HQBojO05Jbr502UqLKvSkm15uvvU/goPZWwBwYO/rc2EP0bCOjAVCSBAlFU6dP2Hi/d99r31R6ouem2eMvPLbK4MaDxCWDOR74c1YR2YigQQIB74bo1W7yzY77FF2/bo9Odna87mbJuqAtxDCGsmduaX+vwaHWlPASAAfLk4TR8v2F7nc9lFFZr0xny9PGOzLMvyc2WAewhhzUTaHn+EMEbCANhrXWaB/vX1yoMe47Skx6au0zXvL/bLLAHgKUJYM+GPEMaaMAB2Kiyr1F8/WKKyysbtDvLLml0684XftabWtCUQKAhhzUTanhKfX4PpSAB2sSxLd325Uluyi9163bacEp390h/6YnGajyoDPEcIawbySyv9cnck05EA7PLOnK36YWWGR68tr3Lqts+X6+7JK1VW6fByZYDnCGHNwI5c34+ChYYYtYsnhAHwv8Xb9uihH9Y2+TwfL9iu816Z65fPTKAxCGHNgD/Wg6UkRCk0xPj8OgBQU25xhW78aImqnN6503Fler5Of/53TV+f5ZXzAU1BCGsG/LEejB5hAPzN4bT090+WKsPLDVjzSyt15TsL9b9fNsjhpXAHeIIQ1gz4pz0Fi/IB+NcLv23S7I2+abxqWdJz0zbq8rcXKLe4wifXABpCCGsG/NKegkX5APxo9sbdembaBj9cJ1unPzdby3bk+fxaQG2EsGbAL+0p6BEGwE925pXq758sk78a3u/ML9N5r8zR+3O30mUffkUIC3KWZSmd6UgAzURFlVM3frTE71OElQ5L93yzWrd8ukwlFb5v+QNIhLCgV1BapcJy339gsDAfgD88OmWdlmzPs+36Xy/bqbNe/ENbdhfZVgNaDkJYkNvhh6lIiZEwAL7348oMvfVHqt1laMOuIp35wh+a4mFzWKCxCGFBzh+L8qPCQ9QqJtzn1wHQcm3ZXaQ7vlhhdxn7FJVX6foPl+ihH9ao0tG4vSoBdxHCgpy/FuUbQ6NWAL5RWuHQXz9coiI/LK1w1+uzUzXx9fnKKvBurzJAIoQFPdpTAAhmlmXp31+v0rrMQrtLqdeCrbk69bnfNX9Ljt2loJkhhAU52lMACGafLtyhL5ek2V1Gg7KLynXxG/P12qzNtLGA1xDCgpx/RsIIYQC8b1V6vu79drXdZTSaw2np4R/X6foPlqigrNLuctAMEMKCmGVZfglhnZiOBFCDZVlaun1Pk86RX1qpv364RBVVwbfoferqTE144Q+tyyywuxQEOUJYEMsvrfTLQtYOTEcCqOH12Vt09ktz9OiUdary4M5By7J02+fLtT3XPy12fCE1u1hnvfiHvloa+FOpCFxhdhcQLN6YvUXfLNupjklR6pgUrU5J0eqYFK0OiVHqlBStNnGRCgnx7x2E/hgFk6SOjIQBqLZoa64em7pekvTKzM1avC1Xz190mFLcaOj8+uwt+mXNLl+V6DdllU7d8ulyLd62R/ecPlCRYaF2l4QgQwhrpG05JVqZnq+V6fl1Ph8eatQhMXq/kLb3+72BLTbSu2+3PxblS4yEAXDJKSrXjR8tlcP558L0hVv36NTnZuvpC4ZqbN+2DZ5jQeqfIa65+GDedq1My9dLk4arE2to4QZCWCPlFJcf9PlKh6XtuSUHHV5PjA6vDmhR1QFt/5DWLj5SYaGNnyH2x0hYYnS418MjgODjdFq65bPlyqyjX1ZucYUue2uBbji2l245oW+9n2O7C8t140dL9gtxzcXytHyd/txsPXPhsEaFUUAihDVaTlHTN5PNL61Ufmml1mbUvZgzNMSofXxkdTiL3hfY9n2fGK2E6LB9jVP9cmcke0YCkPTSjE2atWH3QY95cfpmLdq6R89dNEztE/b/7HA4Lf3t46XKKjz4L7TBbE9JpS5/e4FuPr6vbjqut9+XqCD4EMIaKae46SGsIQ6npZ35ZdqZXyZtq/vOo9iI0H2hbFOW7zeYZWgdwJzN2frfLxsadez81Fyd+uxsPXPhUB3d588Rof/9sl5zW0CzU8uSnv51g5bu2KOnzx+qVrERdpeEAMbdkY2UUxQYv70VVzi0MatIMzfsVnqeH9pTtCKEAS1ZVmGZ/vbxMrkzg5hTXKFL31qg//28Xg6npd/W7dKL0zf7rsgANGP9bp3+/O9akZZndykIYIyENUKVw6m80pbZmK8zIQxosRxOS3//eJmyPfgl1LKk537bpHmpuVofwFsS+VJ6Xqn+7+W5uv/MQbro8C7swYsDMBLWCHtKKtVSd6nolBRjdwkAbPLsrxuaPIW4IDVX+S30l1hJqnA49c+vVuq2z1eotMJhdzkIMISwRsj1w3qwQMVIGNAyzdqwW89P32R3Gc3Gl0vSdPZLf2hrdrHdpSCAEMIaIVDWg9mBNWFAy5OZX6abP13WYmcAfGVdZqEmvjE/KLdqgm8Qwhohu4WOhEWFhyiZO3uAFqXS4dRNHy9p0TMAvnTvGQMVEcZ/euHC34RGyG2hI2GdkqJZSAq0ME/+vF4LtzZtc27U7dpjeurkQSl2l4EAQghrBH/0CAtEnVqxKB9oSaat3aVXZ26xu4xm6fAerXX7yf3sLgMBhhDWCC01hLEoH2g50vaU6B+fLbe7jGapbXykXrhomFvb0qFl4G9EI7TUhfl0ywdahooqp274aGmLbiXhK6EhRi9cNEztEtgCDgcihDWCN/aNDEaMhAEtwyNT1mr5jjy7y2iW7ji5n0b1TLa7DAQoQlgjtNS7hAhhQPM3dVWG3v5jq91lNEsnDWyva47paXcZCGCEsEbwZMuO5oBu+UDzti2nWLd/vsLuMpqlbskxeuK8Q7nDHAdFCGtARZVTBWVVdpfhd+GhRu3iI+0uA4CPlFU69NcPl6iwvOV9vvlaZFiIXp44XInR4XaXggBHCGvAnpKWORXZMSlaISH8Bgc0V//9fo1W7yywu4xm6b9nDdbAjgl2l4EgQAhrQEudimQ9GNB8fbMsXR/O3253Gc3SBSO66PwRXewuA0GCENaAlroon/YUQPO0KatId09eaXcZzdLADgl6YMIgu8tAECGENaDltqdgUT7QHL35+xaVVDjsLqPZiY8K0yuThisqPNTuUhBECGENaKnd8hkJA5qn/0wYrL+M6WF3Gc3O/84fqq7J/PIK9xDCGsCaMADNSXhoiO45faBeuHiYYiIYtfGG68f10okD29tdBoIQIawB2YUtM4R1IoQBzdrph3TUNzccpV5tY+0uJagd0TNZt57Y1+4yEKQIYQ1oiSNhoSFGKexzBjR7fdrH65sbx+jUISl2lxKU2sVH6jk25kYT8DenAdktcGF+SkIUHypACxEXGaYXLz5M/z5tgELpDdhooSFGL1x8mNrS1BpNwH9pG9ASR8KYigRaFmOMrjq6pz66apTaxBEqGuOu8f11eI/WdpeBIEcIOwjLslpkCGNRPtAyjeqZrB/+NkYjurWyu5SANn5Qiq46mjtM0XSEsIPIL61UpcOyuwy/60x7CqDFap8QpY+vGa0rjyJk1KV7coweP+8QNuaGVxDCDqIljoJJNGoFWrrw0BDdewZtLGqLCg/Ry5OGKyGKjbnhHW6FMGPM3caYhcaYQmNMljHma2NMv1rHvGOMsWp9zat1TKQx5nljTLYxptgY860xprM3fiBv2l3Y8hblS6wJA+BCG4v9PXjWEA3owMbc8B53R8LGSnpR0mhJJ0oKk/SzMab2v9CpkjrU+Dq11vPPSDpb0oWSxkiKk/S9MSagfuVqqSNhdMsHsBdtLFwuOryL/m94wI0VIMiFuXOwZVnja35vjLlCUpak4ZJm1Xiq3LKszLrOYYxJlPQXSZdYlvVr9WOTJO2QdIKkn9ypyZdaYggzRuqQRI8wAH/a28bizd9T9ciUdXI4W9Za2cGdEnTfGWzMDe9zK4TVIbH6z9xaj48zxmRJypM0U9K/LMvKqn5uuKRwST/vPdiyrJ3GmFWSjlQdIcwYEymp5n3T8U2su1GO799eoSFGK9LytSo9Xxt2Faq5f/a0i49UZFhADUgCCAB721gM6ZSoGz5a2mJ+SU2MDtfLE9mYG77hcQgzrltD/ifpd8uyVtV4aoqkzyVtk9RD0n8l/WaMGW5ZVrmkFEkVlmXtqXXKXdXP1eVuSfd5WqunuibH6NIjuu/7vrTCoTUZBVqZlqcV6a5gtimrqFkFMxblAziYvW0sbvhwiRZtq/0x3vw8fcGh6tKaz0X4RlNGwl6QdIhca7r2sSzr0xrfrjLGLJIrkJ0mafJBzmck1RdnHpEr8O0VLynN3YKbKjoiVMO7tdLwGj10SiqqtGZngVak5Wtluutr8+4iWUEazFgPBqAhe9tYPPLjOr31R6rd5fjMDcf20nH92ZgbvuNRCDPGPC/pTEnHWJZ10DBkWVaGMWabpD7VD2VKijDGtKo1GtZO0px6zlEuad/YdyD1Z4mJCNOI7q01ovufnZOLyvcGszytSs/X6p0F2pZboooqp42VNg6NWgE0xt42FsO6JunOL1eopMJhd0ledWSvZP3jxH4NHwg0gVshrHoK8nm57mwcZ1lWg78CGWOSJXWRlFH90GJJlXLdXflZ9TEdJA2WdIc79QSquMgwHd6j9X5bWjidlrIKy7Utp1jbcku0Paek+k/X93kllTZW/CfaUwBwxxmHdlT/lHhd+8FibdldbHc5XtE+wbUxN3tpwtfcHQl7UdLFkiZIKjTG7F3DlW9ZVqkxJk7S/ZK+lCt0dZf0sKRsSV9JkmVZ+caYNyU9ZYzJkWtR/5OSVkr6tUk/TQALCTFKSYxSSmKURvVMPuD5/NJK7cgt0bacEm3LLXaFtJwSbc8t0c78Ur9Nb7ImDIC7+rSP1zc3HKU7vlihKavqvDE+aISFGL148WHsoQm/cDeEXV/954xaj18h6R1JDklDJF0qKUmuIDZd0gWWZRXWOP4WSVVyjYRFS5om6XLLsprXeLYbEqPDldgpUYM7JR7wXHmVQ+l7Sv8cQcsp0fbc4n0hrdyL05ysCQPgifiocL008TC9MTtVj04N3jYWd53Sf7/lJYAvGSsIV5AbYxIk5efn5yshoWV3L947zbk9t0Tbcoqr//xzqnOPm9Oca/8zXtFsUwKgCeZtydGNQdjG4tQhKXrx4sMCat0xglNBQYESExMlKdGyrIL6jiOENXMFZZXaXj1iVnMEbVtOiTLyS/drr9EmLkKL/n2ifcUCaDZ2FZQFVRuLnm1i9c2NRymefSHhBY0NYU1t1ooAlxAVrsH1THNWVDmVtsc1arYjSO7eBBAc9raxePjHtXr7j612l3NQUeEhemnSYQQw+B0jYQAAn/p2+U7dFcBtLJ6+4FCdPYx9IeE9jR0Jc3cDbwAA3HLmoR319Q1HqWfbWLtLOcDEUV0JYLANIQwA4HN9q9tYnDK4vt3p/O+Qzom694yBdpeBFowQBgDwi71tLP516gDbG6EmRofrxYsPU2QYd4PDPoQwAIDfGGN09TE99eFVo2xtiPrMBUPZmBu2I4QBAPxudM9k/fC3MRrRrZXfr33Tcb11bP92fr8uUBshDABgi71tLK44qrvfrjmmdxvdfEJfv10POBhCGADANuGhIbrvjEF67qJhivHxbh0pCVF69sKhtq9HA/YihAEAbOfrNhZhIUYvTjxMyWzMjQBCCAMABIS9bSzGD/J+G4t/njpAw21YfwYcDCEMABAw4qPC9fKkw/TPU/t7bdrwtEM6+HXdGdBYhDAAQEAxxuiaY3pVt7GIaNK5eraN1WPnHiJjWAeGwEMIAwAEJFcbi6M9nkaMDg/VK5OGKy4yzMuVAd5BCAMABKz2CVH6+OrRuvzI7m6/9tFzh6hv+3jvFwV4CSEMABDQIsJCdP+Zg/TshUMVHd64NhaXjO6mCUM7+bgyoGkIYQCAoDBhaCd9c+NR6tnm4G0sDu2SpH+fPsBPVQGeI4QBAIJG3/bx+ubG+ttYJMWE68WLh7ExN4ICIQwAEFTqa2NhjGtj7s6t2JgbwYEQBgAIOnW1sbjpuD4a14+NuRE8jGVZdtfgNmNMgqT8/Px8JSQk2F0OAMBGuwrK9NYfqbrjZO81eAWaoqCgQImJiZKUaFlWQX3HEcIAAAC8qLEhjOlIAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGhDAAAAAbEMIAAABsQAgDAACwASEMAADABoQwAAAAGxDCAAAAbEAIAwAAsAEhDAAAwAaEMAAAABsQwgAAAGxACAMAALABIQwAAMAGYXYX0BQFBQV2lwAAALCfxuYTY1mWj0vxPmNMJ0lpdtcBAABwEJ0ty0qv78lgDWFGUkdJhXbX4iPxcoXMzmq+P6M38D41jPeocXifGof3qXF4nxrWEt6jeEk7rYMEraCcjqz+gepNlsHOlTElSYWWZTHnWg/ep4bxHjUO71Pj8D41Du9Tw1rIe9Tgz8XCfAAAABsQwgAAAGxACAtM5ZIeqP4T9eN9ahjvUePwPjUO71Pj8D41jPdIQbowHwAAINgxEgYAAGADQhgAAIANCGEAAAA2IIQBAADYgBDWSMaYu40xljHmmQaOu8EYs9YYU2qMWW+MubTW84OMMV8aY7ZWn+/mes7zV2NMqjGmzBiz2BhzdK3n44wxLxhj0qqvtdYYc32N57tXn7+ur/NqHLe1jucfbSbvUXtjzDvGmJ3GmBJjzFRjTJ9ax0QaY543xmQbY4qNMd8aYzrXOqaVMeZ9Y0x+9df7xpgkN96a2nUH1ftkjGld/R6tr35+uzHmOWNMYq3zeO3vUvX5gup9qj5mRh3vwSe1jvHa36dge4+MDZ9L1efz2/tkjDnGGPNd9XtgGWPOquMYY4y5v/qY0uq/N4NqHdOsP5u88T4Zmz6bvMqyLL4a+JI0UlKqpOWSnjnIcdfL1SH3Akk9JV0o13YMZ9Q61xPVz2VIurmO81wgqULSVZIGSHpGUpGkrjWOeV3SJknjJHWXdI2kKkkTqp8PlZRS6+ve6vPE1TjPVkn31DouLtjfI0lG0lxJs6rP10/Sq5K2SYqtcZ6X5do64wRJwyT9JmmZpNAax0yRtFLSEdVfKyV91xz+LjXmfZI0WNKXks6Q1EvScZI2SPqi1rW88ncpWN+n6uNmSHqt1nuQWOtaXvn7FIzvkfz8uWTT+3SKpAclnSPJknRWHcfcWX2tc+T69/WJpJ2S4lvQZ1OT3yfZ8Nnk7S/bCwj0L0lx1f+nniDXB+zB/nLOkfRErceekfR7Pcdvrecv53xJL9d6bK2kR2p8v0rSPbWOWSzpvwepb6mkNxtTQ7C/R5L6Vv/DHlTj+VBJOZKuqv4+Ua7/qFxQ45iOkhySTq7+fkD1eUbVOGZ09WP9WsL7VM/1zpOrv0+YN/8uBfv71Ih6vfL3KZjfozrO65PPJbvep1rHHBAu5AqrGZLurPFYpKQ8SddWf9/sP5u88T7Vcy6ffTb54ovpyIa9KOkHy7J+bcSxkZLKaj1WKulwY0x4Yy5mjImQNFzSz7We+lnSkTW+/13SmcaYTtVDtv/f3t3HyFWVcRz/Pi1dlBeppdZWU2ppxRBRa9tUiaa+pQ0xiDZaU8WQ2pIY/aPR0thETSSB0H9ICMGXGDWtBE0MkBQrCkZiCSg10qItilbxDewLsK2tAukbD388Z7p3L3e2d7p75+69/X2SyezMPXvOmWfPnD33nnNmPkB0gvd3yXcBMA/4fsHh9WY2aGa/N7Ovpjr0YjzG6Ox0f7Isdz9BdGzvTU8tACZl83H3PcQAt5PP5cAhd/9tJs024BDD/x5lNDVORS4ADrv78dzzo21L0Pw4XZ2mkP5oZjeb2fmZY2PVnpoeo06+VfZL0Oc4lTSbuBKT7XeOAA8yFMtW900llYlTkSr7pjHXyC/w7hczW0G8GRaW/JX7gWvNbDOwI/3uKuLNNJUY1Z/KVOLscX/u+f1Eg+xYQ0xJPk1MQ75EnG0+3CXf1cAT7v6b3PO3proeBBYBG4jGf22Juo7nGP2ZmAbZYGafA54H1qbjM1Ka6cBRdz84Qj7TgWcK6vAMw/8eI2p4nPKv5ULi0v53codG1ZZS3k2P0w+JKZ19xFTJBuAdwJJ0fNTtqQUxyqqkX4La4lRGJ15FsZyVSdPmvqmMMnEapsq+qSoahHVhZjOJP9xSd8+P+ru5gWg424hLqfuBTcCXicvIvfB8lXLPrSEuPV9FdHyLgW+Z2d782YyZvRr4dKrf8ELcb8k83GlmB4G7zGy9uw+OVMHxHCN3P2ZmHyfOsA+kvH9JrKE4lXys8+UUpemeWYviZGavAe4F/kR85chQIaNoSynvxsfJ3b+befi4mf0VeNTM5rv7ji7lDCtrJG2I0clfrKhfSnnXHacyTtXHF2lb31RGqThV2TdVSdOR3S0ApgHbzey4mR0H3gesSY8n5n/B3V9091XAOcRi+YuIuej/Ac+VLPc5oiHnz2Smkc4IUud1E7DW3be4+053/wbwY2BdQZ6fSHW6vUT529L93BJpx22MUlnb3X0eMBmY4e5XABcSVyogrlYMmNlrR8hnH/D6gjq8jleeoXXT9DgBkKbV7iMWUS9z92OnKL+XtgQtiVPODuAY0NkhONr21KYYVdUvQX1xKmNfuh8plm3vm8ooEyegL31TZTQI6+4B4G3EeoXO7VFiumFeWutQyN2PufvTKc0K4Kfu/lKZQt39KLHAfknu0BJiQSTEZd9JxBRk1gmK/6argZ+4+7MlqvDOdF/mkvJ4jlE2/SF3f9Ziq/xC4J50aDvxD/JkPmY2g5hG6uTzCHCBmS3KpHkXse7gFWV10fQ4dc4yf0Gs77mq5FlzL20JWhCnAm8l3qudGIy2PbUpRlX1S1BTnErqTFdn+50BYvDTiWWr+6aSysSpX31TdXwc7A5oyo3crhFiXvn2zONLgM8QZ72LiO20g8CbMmkGGGrse4htvPOAuZk0na3gq4gdMLcQI/xZubo8TnxExWxgJbE48vO5Os8lBmtXFLyey4EvpfJnA58E/gPc05IYLU/xuRj4KHG2dneuvt8GngI+RLwxH6B4G/gfiOnfdwM7Oc1t4E2ME3A+cea4k9gGnt3mPbGqttTAOM0hPm5hIXGF4MPE7sEdVbanJsWorn6pz3E6L5PGM68l+xFD64ldfsuIgdWPKP6Iijb3TaOOEzX2TWN1q70CTboVNM5NwNbM40uJ7dYvEDtUNpPbKkx0zl5w25pL9wWiAztCnBUtzh2fDmxMjelFYlHsWsBy6W5Kb+QJBa9nfmrA/83kcT1wTktitCa99qPEurkbgIFcmlcBtxGdyAvAFmBmLs0U4A7i82oOp58nt6gtjRgn4p9qUTlO6niraEsNjNNMYufWYMrjb8R6mylVtqcmxSiTrq/9Uj/jRPf3y6ZMGkuvaS+x0/BB4LJcWa3um8YiTiPkUXnfNFY3S5UUERERkT7SmjARERGRGmgQJiIiIlIDDcJEREREaqBBmIiIiEgNNAgTERERqYEGYSIiIiI10CBMREREpAYahImIiMgZxcwWm9kWM9tjZm5mHzuNPMzM1pnZbjM7YmZPmdlXesnjrF4LFREREWm4c4mvfNoI3H2aedwKLAXWAbuI7+2c2ksG+sR8EREROWOZmQPL3H1z5rkB4EbgamAy8V3N6919azp+KfGdlZe5+19Ot2xNR4qIiIgMtxF4D7ACeDtwJ3Cfmb05Hf8I8HfgSjP7h5n908y+Z2ZTeilEgzARERGRxMzmAJ8Clrv7Q+7+pLvfDDwMfDYluxiYBSwHrgFWAguAu3opS2vCRERERIbMBwzYbWbZ588GBtPPE9Lja9x9N4CZrQa2m9lbyk5RahAmIiIiMmQCcIK4snUid+z/6X4vcLwzAEueSPcXARqEiYiIiPToMWAiMM3dH+qS5tfAWWY2x92fTM9dku7/VbYg7Y4UERGRM4qZnQfMTQ8fA9YCvwIOuPu/zewOYmH+den4VOCDwC53/5mZTQB+R1wZ+yJx9eybwGF3X1q6HhqEiYiIyJnEzN5PDLryfuDuK81sEvA1YtH9G4m1YI8AX3f3XSmPNwC3EZ8V9jzwc+A6dz9Quh4ahImIiIj0nz6iQkRERKQGGoSJiIiI1ECDMBEREZEaaBAmIiIiUgMNwkRERERqoEGYiIiISA00CBMRERGpgQZhIiIiIjXQIExERESkBhqEiYiIiNRAgzARERGRGmgQJiIiIlKDlwG/hcgf2fYpmAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1)\n", + "obstacle_data_frame.plot(ax=ax, label='Building Footprint')\n", + "trace_data_frame.plot(ax=ax,cmap=None, color=\"red\", label='Trace Line')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize the grid for the area on which the conflict is to be resolved\n", + "the bounding box of the area can be extracted from [this](https://boundingbox.klokantech.com/) website and export it in json format" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "grid = PixelGrid.pixel_grid(\n", + " resolution=1,\n", + " grid_bounds=convert_and_get_extent(\n", + " [\n", + " [\n", + " [2.13242075, 42.84341088],\n", + " [2.23118924, 42.84341088],\n", + " [2.23118924, 42.90975515],\n", + " [2.13242075, 42.90975515],\n", + " [2.13242075, 42.84341088],\n", + " ]\n", + " ],\n", + " crs_to=\"epsg:26910\",\n", + " ),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add obstacle to the grid so the navigator is aware of which part of the grid is to avoid" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "grid.add_obstacle(obstacle_data_frame, extend_boundary_pixel=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generate Traces from dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "traces = traces_from_data_frame(trace_data_frame)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize the navigator to find path" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "navigator = AStar()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for solved_path in navigator.path_finder_from_traces(grid, traces, search_space_threshold=30):\n", + " solved_path_data_frame = gpd.GeoDataFrame([LineString(solved_path)],\n", + " columns=['LineString'], \n", + " geometry='LineString')\n", + " f, ax = plt.subplots(1)\n", + " obstacle_data_frame.plot(ax=ax, label='Building Footprint')\n", + " trace_data_frame.plot(ax=ax,cmap=None, color=\"red\", label='Trace Line')\n", + " \n", + " solved_path_data_frame.plot(ax=ax, cmap=None, color=\"green\", label='Solved Conflict')\n", + "\n", + " plt.legend()\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/ConflictResolverWithMapMatching.ipynb b/examples/ConflictResolverWithMapMatching.ipynb new file mode 100644 index 0000000..5b61640 --- /dev/null +++ b/examples/ConflictResolverWithMapMatching.ipynb @@ -0,0 +1,309 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## When for path finding intermediate goal are to found by matching the conflicting RoadElement with nearby Referenced Lines \n", + "These Referened Lines can be of any type and not limited to *Probe Lines*, *Osm Map Data*, *Noisy observation available in the area*, *Goverment Sources*, or any other Reference Data available\n", + "\n", + "This example answers on how to correct existing road element using reference data available\n", + "\n", + "NOTE - For example below OSM Map Data is used as reference for solving the conflict" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd\n", + "import pandas as pd\n", + "\n", + "%matplotlib inline\n", + "plt.rcParams['figure.figsize'] = [8, 10]\n", + "plt.rcParams['figure.dpi'] = 100\n", + "\n", + "module_path = os.path.abspath(os.path.join('../'))\n", + "if module_path not in sys.path:\n", + " sys.path.append(module_path)\n", + " \n", + "from kaizen.utils.gis import read_data_frame\n", + "from kaizen.map.trace import traces_from_data_frame\n", + "from kaizen.map.grid import PixelGrid\n", + "from kaizen.utils.gis import convert_and_get_extent\n", + "from kaizen.map.navigator import AStar\n", + "from shapely.geometry import LineString\n", + "from kaizen.map.matcher import Match\n", + "from kaizen.map.road import road_network_from_data_frame\n", + "from kaizen.map.trace import traces_from_data_frame, single_trace" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read trace Data Frame" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "trace_data_frame = read_data_frame(r\"D:\\Cypherics\\Library\\kaizen\\data\\complex_1.shp\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read Obstacle Data Frame" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "obstacle_data_frame = read_data_frame(\"D:\\Cypherics\\Library\\kaizen\\data\\complex_1_bfp.shp\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read Reference Data Frame" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['osmid', 'ref', 'name', 'highway', 'oneway', 'length', 'u', 'v', 'key',\n", + " 'fid', 'geometry'],\n", + " dtype='object')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "referenced_data_frame = read_data_frame(r\"D:\\Cypherics\\Library\\kaizen\\data\\please_work_osm_complex_1.shp\")\n", + "referenced_data_frame.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualize the data frames" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1)\n", + "\n", + "referenced_data_frame.plot(ax=ax, color=\"cyan\", label='Reference Data Frame')\n", + "trace_data_frame.plot(ax=ax,cmap=None, color=\"red\", label='Conflicting Road Element')\n", + "obstacle_data_frame.plot(ax=ax, color=\"black\", label='Building Footprint')\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize the grid for the area on which the conflict is to be resolved\n", + "the bounding box of the area can be extracted from [this](https://boundingbox.klokantech.com/) website and export it in json format" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "grid = PixelGrid.pixel_grid(\n", + " resolution=1,\n", + " grid_bounds=convert_and_get_extent(\n", + " [\n", + " [\n", + " [2.13242075, 42.84341088],\n", + " [2.23118924, 42.84341088],\n", + " [2.23118924, 42.90975515],\n", + " [2.13242075, 42.90975515],\n", + " [2.13242075, 42.84341088],\n", + " ]\n", + " ],\n", + " crs_to=\"epsg:26910\",\n", + " ),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Add obstacle to the grid so the navigator is aware of which part of the grid is to avoid" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "grid.add_obstacle(obstacle_data_frame, extend_boundary_pixel=2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Generate Traces from dataframe and Initialize the Road Map to which th trace are to be matched" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "traces = traces_from_data_frame(trace_data_frame)\n", + "referenced_data = road_network_from_data_frame(referenced_data_frame)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize the Matcher with Refrence Data and The navigator to find path" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "matcher = Match(referenced_data, observation_error=30)\n", + "navigator = AStar()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1)\n", + "\n", + "solved_path_list = list()\n", + "reference_poi_list = list()\n", + "\n", + "for trace_id, trace in traces.items():\n", + " # REFRENCE POI WILL ACT AS INTERMEDIATE GOALS FOR THE NAVIGATOR TO REACH ITS FINAL GOAL\n", + " _, _, reference_poi = matcher.match_trace(trace_id, trace)\n", + " \n", + " reference_poi_list.extend(reference_poi)\n", + " \n", + " # CONVERT COORDINATES TO TRACE\n", + " intermediate_goals = [(point.x, point.y) for point in reference_poi]\n", + " intermediate_goals.insert(0, (trace[0].x, trace[0].y))\n", + " intermediate_goals.insert(-1, (trace[-1].x, trace[-1].y))\n", + " \n", + " new_trace_coordinates = single_trace(intermediate_goals)\n", + "\n", + " \n", + " # FIND THE PATH \n", + " solved_path = navigator.path_finder_from_trace(grid, new_trace_coordinates[0], search_space_threshold=5, area_simplify=2)\n", + " solved_path_list.append(LineString(solved_path))\n", + " \n", + "# CREATE DATA FRAME FOR NEW FOUND PATH\n", + "solved_path_data_frame = gpd.GeoDataFrame(solved_path_list,\n", + " columns=['LineString'], \n", + " geometry='LineString')\n", + "\n", + "# CREATE DATA FRAME FOR REFERENCE POI\n", + "reference_poi_data_frame = gpd.GeoDataFrame(reference_poi_list,\n", + " columns=['Points'], \n", + " geometry='Points')\n", + "\n", + "# VISUALIZE THE PATH\n", + "obstacle_data_frame.plot(ax=ax, color=\"black\", label='Building Footprint')\n", + "trace_data_frame.plot(ax=ax,cmap=None, color=\"red\", label='Conflicting Road Element')\n", + "solved_path_data_frame.plot(ax=ax, cmap=None, color=\"green\", label='Solved Conflict')\n", + "reference_poi_data_frame.plot(ax=ax, cmap=None, color=\"cyan\", label='Reference Points Used to solve COnflict')\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/MapMatchingWithLineString.ipynb b/examples/MapMatchingWithLineString.ipynb new file mode 100644 index 0000000..7d2762f --- /dev/null +++ b/examples/MapMatchingWithLineString.ipynb @@ -0,0 +1,227 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Map Matching with Road Network when the available traces are in form of LineString" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd\n", + "import pandas as pd\n", + "\n", + "%matplotlib inline\n", + "plt.rcParams['figure.figsize'] = [10, 10]\n", + "plt.rcParams['figure.dpi'] = 100\n", + "\n", + "module_path = os.path.abspath(os.path.join('../'))\n", + "if module_path not in sys.path:\n", + " sys.path.append(module_path)\n", + " \n", + "from kaizen.utils.gis import read_data_frame\n", + "from kaizen.map.matcher import Match\n", + "from kaizen.map.road import road_network_from_data_frame\n", + "from kaizen.map.trace import traces_from_data_frame" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read the Road Network File\n", + "Required Param = ['u', 'v'] (*start node* and *end node* of a edge)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['osmid', 'ref', 'name', 'highway', 'oneway', 'length', 'u', 'v', 'key',\n", + " 'fid', 'geometry'],\n", + " dtype='object')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "road_network_data_frame = read_data_frame(r\"D:\\Cypherics\\Library\\kaizen\\data\\please_work_osm.shp\")\n", + "road_network_data_frame.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read the Trace File \n", + "The code assumes every road element as a independent trace and every point on the trace as a trace point" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "traces_data_frame = read_data_frame(r\"D:\\Cypherics\\Library\\kaizen\\data\\demo1.shp\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot Road network along with Trace" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1)\n", + "road_network_data_frame.plot(ax=ax, label='Road Network')\n", + "traces_data_frame.plot(ax=ax,cmap=None, color=\"red\", label='Trace Line')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize Road Network and Trace" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "road_network = road_network_from_data_frame(road_network_data_frame)\n", + "traces = traces_from_data_frame(traces_data_frame)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize the Matcher\n", + "observation_error is used to tell how off in *meters* the trace point are expected from the road network" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "matcher = Match(road_network, observation_error=30)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Run\n", + "- The matcher will keep on yielding the results untill all the traces are processed\n", + "- The Matcher returns 3 results\n", + " - *connected_shape* -- List[LineString]\n", + " This is the list road elements map matched to the trace\n", + " - *connected_info* -- Contains all the information associated with the map maptched road elements that is present in the provided road network\n", + " - *reference_poi* -- Reference Point of Trace on the map matched road elements" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1)\n", + "\n", + "for connected_shape, connected_info, reference_poi in matcher.match_traces(traces):\n", + " \n", + " reference_poi_data_frame = gpd.GeoDataFrame(reference_poi,\n", + " columns=['Points'], \n", + " geometry='Points') \n", + " \n", + " connected_shape_data_frame = gpd.GeoDataFrame(connected_shape,\n", + " columns=['LineString'], \n", + " geometry='LineString') \n", + "\n", + " road_network_data_frame.plot(ax=ax, color=\"pink\", label='Road Network')\n", + " traces_data_frame.plot(ax=ax,cmap=None, color=\"cyan\", label='Trace Line')\n", + " \n", + " connected_shape_data_frame.plot(ax=ax, cmap=None, color=\"green\", label='Matched Road Element')\n", + " reference_poi_data_frame.plot(ax=ax, cmap=None, color=\"blue\", label='Points Referenced on Matched Road')\n", + "\n", + " plt.legend()\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/MapMatchingWithPoint.ipynb b/examples/MapMatchingWithPoint.ipynb new file mode 100644 index 0000000..cb90d2a --- /dev/null +++ b/examples/MapMatchingWithPoint.ipynb @@ -0,0 +1,232 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Map Matching with Road Network when the available traces are in form of Points" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import matplotlib.pyplot as plt\n", + "import geopandas as gpd\n", + "import pandas as pd\n", + "\n", + "%matplotlib inline\n", + "plt.rcParams['figure.figsize'] = [10, 10]\n", + "plt.rcParams['figure.dpi'] = 100\n", + "\n", + "module_path = os.path.abspath(os.path.join('../'))\n", + "if module_path not in sys.path:\n", + " sys.path.append(module_path)\n", + " \n", + "from kaizen.utils.gis import read_data_frame\n", + "from kaizen.map.matcher import Match\n", + "from kaizen.map.road import road_network_from_data_frame\n", + "from kaizen.map.trace import traces_from_data_frame\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read the Road Network File\n", + "Required Param = ['u', 'v'] (*start node* and *end node* of a edge)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['osmid', 'ref', 'name', 'highway', 'oneway', 'length', 'u', 'v', 'key',\n", + " 'fid', 'geometry'],\n", + " dtype='object')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "road_network_data_frame = read_data_frame(r\"D:\\Cypherics\\Library\\kaizen\\data\\please_work_osm.shp\")\n", + "road_network_data_frame.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Read the Trace File \n", + "*trace_id* is a required property to be present" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['id', 'trace_id', 'geometry'], dtype='object')" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "traces_data_frame = read_data_frame(r\"D:\\Cypherics\\Library\\kaizen\\data\\example_trace_point.shp\")\n", + "traces_data_frame.columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot Road network along with Trace" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1)\n", + "road_network_data_frame.plot(ax=ax, label='Road Network')\n", + "traces_data_frame.plot(ax=ax,cmap=None, color=\"red\", label='Trace Line')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "road_network = road_network_from_data_frame(road_network_data_frame)\n", + "traces = traces_from_data_frame(traces_data_frame)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Initialize the Matcher\n", + "observation_error is used to tell how off in *meters* the trace point are expected from the road network" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "matcher = Match(road_network, observation_error=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Run\n", + "- The matcher will keep on yielding the results untill all the traces are processed\n", + "- The Matcher returns 3 results\n", + " - *connected_shape* -- List[LineString]\n", + " This is the list road elements map matched to the trace\n", + " - *connected_info* -- Contains all the information associated with the map maptched road elements that is present in the provided road network\n", + " - *reference_poi* -- Reference Point of Trace on the map matched road elements" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1)\n", + "\n", + "for connected_shape, connected_info, reference_poi in matcher.match_traces(traces):\n", + " \n", + " reference_poi_data_frame = gpd.GeoDataFrame(reference_poi,\n", + " columns=['Points'], \n", + " geometry='Points') \n", + " \n", + " connected_shape_data_frame = gpd.GeoDataFrame(connected_shape,\n", + " columns=['LineString'], \n", + " geometry='LineString') \n", + "\n", + " road_network_data_frame.plot(ax=ax, color=\"pink\", label='Road Network')\n", + " traces_data_frame.plot(ax=ax,cmap=None, color=\"cyan\", label='Trace Line')\n", + " \n", + " connected_shape_data_frame.plot(ax=ax, cmap=None, color=\"green\", label='Matched Road Element')\n", + " reference_poi_data_frame.plot(ax=ax, cmap=None, color=\"blue\", label='Points Referenced on Matched Road')\n", + "\n", + " plt.legend()\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}