{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Penetration Analysis\n", "We define the segment based penetration rate $r$ as the fraction of traveling commuters in a bus that uses commuter module application and reports the commuter state for the segment between the pair of bus-stop. We select the fraction of commuters using commuter module application such that he/she has an equal probability of standing or sitting. For instance, if we take $r$ as 0.1 and consider that 100 commuters are traveling in a bus with a capacity of 60 seats i.e., 60 sitting commuters and 40 standing commuters. Then, among the 10 commuters using commuter module application, 6 commuters would be sitting $(60/100 \\times 10)$, and 4 commuters would be standing $(40/100 \\times 10)$. Further, the proposed system has the precision of $96.51$ \\% for transport mode classifier to detect that commuter is traveling in the bus, and the precision of $90.24$ \\% for commuter activity classifier when it uses feature set-1. Thus, the overall precision for the event that commuter state is $S_i$ (standing or sitting) and he/she is inside the bus is $96.51 \\times 90.24 = 87.09 \\%$." ] }, { "attachments": { "PenetrationAnalysisi_Eq.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Therefore, to increase the precision associated with the state $S_i$, we use the state reported from multiple commuters. For instance, if two commuters $C_1$ and $C_2$ report state $S_i$ independently, the probability that one of them is in state $S_i$ is\n", "\n", "![PenetrationAnalysisi_Eq.png](attachment:PenetrationAnalysisi_Eq.png)" ] }, { "attachments": { "PenetrationRoutes.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Hence, we use the state reported by two commuters to improve the precision associated with commuter state $S_i$ to $98.31 \\%$.\n", "\n", "When the proposed system uses the feature set-4, the precision for transport mode classifier to detect bus is 88.63 \\% and for commuter activity classifier is 89.39 \\%. Thus, the overall precision for the event that commuter state is $S_i$ and he/she is in bus becomes 79.22 \\%. In this case, we use three independently reported commuter states to increase the probability of at least one of them to have state $S_i$ to 99.10 \\%. \n", "\n", "To perform the penetration analysis, we use the public transport demand reported for Ahmedabad city [1]. It forecasts the probable travel demands between different segments of the routes using gravity model based on factors such as `land use estimates, employments of persons in the zone, trip length, and purpose of trips` for various commuters. The demand is in terms of numbers of commuters traveling between the pair of bus-stops for different routes during peak hours and off-peak hours. The report contains the travel demand for four routes, as described in following Table. \n", "\n", "![PenetrationRoutes.png](attachment:PenetrationRoutes.png)\n", "\n", "Route 1 and route 2 connects the urban areas of Ahmedabad city and Gandhinagar city of Gujarat, India. In addition, it covers the sub-urban and outskirt areas connecting the two cities. Whereas, route 3 and route 4 covers the urban areas of the Ahmedabad city. We further refine the demand based on `vehicle modal distribution` [2], and `average occupancy` of each mode [3]. Then, the traveling commuters are distributed among the operating buses on the route to determine the number of commuters inside each bus. For this, we have used the peak hour bus frequency of one bus per every $2.5$ minutes and the off-peak hour bus frequency of one bus per $7$ to $10$ minutes. The bus frequency is selected based on the Ahmedabad BRTS bus reports [4,5]. Aforementioned, the commuters using commuter module application are selected based on the segment-based penetration rate $r$ with the appropriate proportion of standing and sitting. For the segment between the pair of bus-stop, if commuter needed to stand and two or more standing commuters use our application, then the proposed system could detect the crowdedness for the case when it uses feature set-1. And, for the case when the proposed system uses feature set-4, it requires three or more standing commuters to detect the crowdedness.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Library Imports and penetration variable" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "'''Library Imports'''\n", "import pandas as pd\n", "import random\n", "import math\n", "import pprint\n", "import sys\n", "import os\n", "\n", "'''Custom Lib'''\n", "sys.path.append(os.path.join(os.getcwd(), 'LibCode'))\n", "import PenetrationLib\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "'''For directory management'''\n", "path = Path(os.getcwd())\n", "\n", "OneLevelUpPath = path.parents[0]\n", "\n", "PtDemandDir = os.path.join(str(OneLevelUpPath), 'data','PtDemand','')\n", "PtDemand = pd.ExcelFile(f'{PtDemandDir}PtDemand.xlsx')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''For updating the lib changes effects'''\n", "import importlib\n", "importlib.reload(PenetrationLib)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Sr NoFromToDaily_10PHPDT_10Daily_25PHPDT_25Daily_35PHPDT_35
01APMCVASNA193301160388682332637403824
12VASNANARAYAN NAGAR455742734708024248993535961
23NARAYAN NAGARPALDI6464438799525657151286277718
34PALDIMADALPUR85503513012237273421614229685
45MADALPURNAVA GANDHIGRAM959615758136351818117861810717
\n", "
" ], "text/plain": [ " Sr No From To Daily_10 PHPDT_10 Daily_25 \\\n", "0 1 APMC VASNA 19330 1160 38868 \n", "1 2 VASNA NARAYAN NAGAR 45574 2734 70802 \n", "2 3 NARAYAN NAGAR PALDI 64644 3879 95256 \n", "3 4 PALDI MADALPUR 85503 5130 122372 \n", "4 5 MADALPUR NAVA GANDHIGRAM 95961 5758 136351 \n", "\n", " PHPDT_25 Daily_35 PHPDT_35 \n", "0 2332 63740 3824 \n", "1 4248 99353 5961 \n", "2 5715 128627 7718 \n", "3 7342 161422 9685 \n", "4 8181 178618 10717 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''Read Demand Data from Excel '''\n", "PtDemandSheets = PtDemand.sheet_names\n", "\n", "#pprint.pprint(PtDemandSheets)\n", "\n", "PtDemandDF_Route1 = pd.read_excel(PtDemand, PtDemandSheets[0])\n", "PtDemandDF_Route2 = pd.read_excel(PtDemand, PtDemandSheets[1])\n", "PtDemandDF_Route3 = pd.read_excel(PtDemand, PtDemandSheets[2])\n", "PtDemandDF_Route4 = pd.read_excel(PtDemand, PtDemandSheets[3])\n", "\n", "PtDemandDF_Route1.head(5)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "'''For directory management'''\n", "path = Path(os.getcwd())\n", "\n", "OneLevelUpPath = path.parents[0]\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#ResultPathDir = os.path.join(os.getcwd(), 'Result','OpportunisticSensing','')\n", "ResultPathDir = os.path.join(str(OneLevelUpPath), 'results','OpportunisticSensing','')\n", "\n", "if os.path.exists(ResultPathDir) == False:\n", " os.mkdir(ResultPathDir)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "'''Penetration Variables'''\n", "\n", "PeakHourBusesRange = [2,4]\n", "OffPeakHourBuses = [7,13]\n", "\n", "'''Vehcile Composition '''\n", "TwoWheelersComposition = 0.7623\n", "ThreeWheelersComposition = 0.0527 \n", "FourWheelersComposition = 0.1336\n", "BusesComposition = 0.0514 * 0.15\n", "TrucksComposition = 0.0514 * 0.85\n", "\n", "'''Based on: Urban Mobility Forecasts: Emissions Scenarios for Three Indian Cities, TRB'''\n", "TwoWheelersOccupancy = 1.1\n", "ThreeWheelersOccupancy = 3\n", "FourWheelersOccupancy = 1.25\n", "BusesOccupancy = 40\n", "BusRate = 2.5\n", "TrucksOccupancy = 1\n", "BusCapacity = 36\n", "\n", "TwoWheelerProposition = TwoWheelersComposition * TwoWheelersOccupancy\n", "ThreeWheelersProposition = ThreeWheelersComposition * ThreeWheelersOccupancy\n", "FourWheelersProposition = FourWheelersComposition * FourWheelersOccupancy\n", "BusesProposition = BusesComposition * BusesOccupancy \n", "\n", "TotalProposition = TwoWheelerProposition + ThreeWheelersProposition + FourWheelersProposition + BusesProposition\n", "\n", "'''Normalized Vehicle Proportion'''\n", "TwoWheelerPropositionN = TwoWheelerProposition / TotalProposition \n", "ThreeWheelersPropositionN = ThreeWheelersProposition / TotalProposition\n", "FourWheelersPropositionN = FourWheelersProposition / TotalProposition\n", "BusesPropositionN = BusesProposition / TotalProposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Penetration Considering Feature set-1" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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inUWkNS6Lbh+gWyDMHNgAdIuh7YQSOKTbv2P/6g9LSlyYeZgZVFZWFgAjRuxJDHzzzTdz8803J7yf8VJQAGec4b6//jq0bl23/TEMw4DIS3x/wuV9mi4ivwCbgZa4PaKfgf9T1TejNaiq34lIQEliF3uUJILrqIiEPKAlIhNwy4H07Rtbfia/rMhbQdc2XWnbPEQSnDVrXETBPqFnV5mZmbRp04ZBgwYltY/xogqXXQZLlsC774YdjmEYRq0TaYlvA07EdZKI9Ad6AIXAD4HluVgJpSQBbBSRHqqaKyI9gE1h3p0JzAR3UDeeftTEyvyV1RUkKh662VWkGdTQoUNJCZWXqR7x6KNOCOOOO9zBXMMwjPpCjVp8AKq6SlW/VNXseJ0TOCUJ77Mvbv/pReAtYLxXZTwQ9ews0YQ9AwVu0wZCTjlKSkpYvHhxpeW9+sgXX8DEiXDaaXDrrXXdG8MwjMr4clBJ4DURWQa8jackAdwDnCQiPwK/9u7rjNLyUtZsWxPeQa1cCc2ahZQ6+uabbyguLq7XDmrDBicd2K+fm0FFyuJqGIZRF/hRkkg4YZQktgIn1kF3QrJ221rKtCz8Et+KFe6ve4glvECARHAEH8D0qidZE0RurlNyeOYZf9JCa9ZAerrTtP3gA5dN1TAMo74RlYMSkVSgj6ouSVJ/6g2BM1ARZ1Bh9p8yMzNJS0ujf//+lcrT09Pj7teOHZBX5fjynXfCf/7jluluu63mNk4/3bVxyikurNwwDKM+UqODEpEFwGiv7iJgk4h8rqrXJblvdUpFmo1wh3RXrHBrZCHIyspixIgR1QRm586dC8Cvf/3rmPr01VcwcqRzUqF48kl3+eHss+Gjj9xSnwm6GoZRH/Ezg+qgqttF5BLgOVW9XUTimkF56TQuwUkofQNcBPwDGAl4KnBcqKrZ8diJh5V5K2napCm92/eu/nD7dti6NeQMaufOnXz77becEThYFMTdd98NxOagfvnFCbi2b+/EWQO+76WX3OfZZ1f+Ho6XXnJ6tc8/DzfcYIKuhmHUX/w4qKZe2PcY4JZ4DYpIL+AaYJCqForIbCDwJ/UGVX01XhuJYEX+Cvp26EvTJiH+iQIh5iEi+BYvXkx5eXlCAyTKyuDccyEnx2XpOPxwV56b6/IjfvutE3U95RSX5uK550LPioLrN23q0mFYWgzDMOorfmK37gA+BH5S1SwR2Qf4MU67TYFWItIUaA2sj7O9hLMyb2Xk/ScIOYMKFyARD3fc4YIZHnpoj3MCN/sZP36P4nhwmotQRFvfMAyjLvHjoHJVdYiqXgGgqiuAmBeFVDUHJ0C7BsgFtqnqR97jqSKyREQeFJEWod4XkQkislBEFm7evDnWbtRIIFFh6Ifhz0BlZmbSv39/unTpkpB+vP023HWXi9KbMKHys6wsl+JCZM81fTpkZoZuK9r6hmEYdYkfB/WwzzJfeJGApwMDgJ5AGxE5D7gJ+BUwHOhEGKFYVZ2pqsNUdViinEBVdu7eyeaCzZFnUO3bQ2pqtUeZmZlhl/d273aSQhs21NyH3Fw47ji3tDd0KDzySHUB188+c1JFVa9w6S+irW8YhlGXRBKLPVJE/gJ0EZHrgq4pQDz6Pb8GVqrqZlUtAV4HjlLVXHUUA0/j0nHUCQGR2IgzqH32qeYxNm/ezKpVq8Iu7+2//2OUlT3ma0lt6lSn9LB7N7z2GrRqFdUQDMMwGjyRgiSaA229Ou2CyrcDoeOr/bEGOMJTMi/EHc5dGKTDJ8DvcarndYKvM1AHHlitOJSCeYD16+HFFwdSXu6i8P7+9/ApLVSdDi04ZfGWLaMfg2EYRkMnkljsJ8AnIvKMqq5OlEFV/a+IvAosBkqBr3Dir++LSBdclt1s4LJE2YyWiGegVJ2DOvXUao8yMzNp0qQJQ4cOrfbs+uuhtPRtjjoKSktHAXDSSaHtz5njPm+7DebOtVBwwzAaJ37CzFuIyExcmo2K+qp6QqxGVfV24PYqxTG3l2hW5q2kXfN2dG7VufrDDRugqChkgERWVhaDBg2ibdvK6Tlyc12eJZH7EYF//WsUgwfDm29WD+/OzXUK44HQ8aFDLRTcMIzGiZ8giVdws5xbgRuCrr2WFfkrGJA6oJoShHvoRfBVCTFX1bABElOnuiW7rl3d+aNI4d0WCm4YhuHwM4MqVdUZSe9JPWJl3kr277x/mIehD+muWrWKLVu2hAyQ+PBDl4B340Z3Bfze0UdXbz4rCz7/3IV/BxOqrmEYxt6MHwf1tohcAbwBFAcKVfWXWI2GkTrqAbwEdMZp/p2vqrtjtREt/af3Z/W2PVtt327+FrlD6NehH6smrtpTMTCD6tev0vuRAiS6dHEzp25eEvsFC8L3w0K+DcMwHH6W+MbjlvS+wDmORcDCWA0GSR0NU9XBuJD1s4F7gQdVdT8gD7g4VhuxsHrbavR2ZcNf3CGlh095GL1dKzktwM2gevWqFlqXmZlJixYtOPjggyuVf/stfPklXHJJUrtvGIax11HjDEpVwxwGittuKxEpwUkd5eKCJM7xnj8LTAFqfWmxIoIv0hmoMBJHhx56KM2aNatU/sQTLq/hBRfAmDHPJ7y/hmEYeys1zqBEpLWI3OpF8iEi+4vIabEaDCV1hJuV5atqqVdtHVA9VS3JlzratGsTAD3a9QhdYeXKavtPpaWlLFy4sNryXlGRE279/e/dMl+fPn3o06dPwvtsGIaxN+Jnie9pYDdwlHefA9wdq8FQUkfAb/2+n2ypo7wilw0wtWV1GSOKi2HdumozqO+++46CgoJqARL/+pdLk/GnP7n7l19+mZdffjnhfTYMw9gb8eOg9lXVaUAJgKoW4A7TxkooqaOjgY6eujlAb5wjrHXyCp2D6tiyY/WHa9a4g7pVZlDhAiQefxz694cTvUT2M2bMYMaMRhUQaRiGETN+ovh2i0grXMQdIrIvQdF8MRBS6giYj5NQegkXmPFmHDaipl+Hfsgde/xup2mdKsorCHMGKjMzkw4dOrDffvtVlP38M3z8sVMib+LnfwMMwzCMSvhxULcDHwB9ROQF3GznwlgNRpA6ehd4SUTu9sp8Ji9PDIFQ8mvev4bnlzxP3l/zqlcKcwYqMzOT4cOH0yTIEz35pHNMF12UrB4bhmHs3fiJ4psjIouBI3BLe9eq6pZ4jIaROlpBHSqYB8grygu9/wRuBtWixR6ZB6CwsJBvvvmGSZMmVZSVlsLTTzu5vl4hQz0MwzCMmvC7+NQLd16pOXCciJyRvC7VLXmFeaH3n8DNoPr3r7Rml52dTWlpaaUAiffec5J9geAIwzAMI3pqnEGJyFPAEOBbwEsCgeKCG6JGRAYCwaFs+wC3AR2BPwGB2PGbVfW9WGzEQ35RPqmtIsygQuw/QeUAiaws58NOOaXy66+++mpC+2oYhrE342cP6ghVHZQog6q6HEgHEJEUXLTeGzi5owdV9b5E2YqFvKI8DkyrnusJcDOoI44AYNq0aQwfPpysrCx69uxJz549mT9/PllZWaxfP4muXd0B3WDS0tKS3HvDMIy9Bz8O6ksRGaSqy5Jg/0TgZ1VdHVI5vA7IKwy9B1WyeTMr8/KgbVv44Qe6d+/OmWeeSatWrRgxYgTz589nzJgxzJ49mwULoGfP6m0/88wzAFx44YVJHYNhGMbegB8H9RzOSW3AhZcLoKo6JAH2zwZmBd1fJSIX4MLO/6KqIULpkkteUV7IJb4rL72Ux8HlvQjKfZGXl8f27dsrnFNGRgbXXRc6OMIclGEYhn/8OKgngfNxquPlNdT1jYg0B0YDN3lFM4C7cPtbdwH3A/8T4r0JwASAvn37Jqo7ABSVFlFUWhQySGLZd98xGLhp6lQXKOHx+uuv89prrzF58mQyMjIAl3Rw2LCEds0wDKPR4cdBbVbVt5Jg+xRgsapuBAh8AojI48A7oV5S1Zm4c1MMGzZME9mh/KJ8ILTMUc7GjRwNnHPlldChAwDz58/nk08+YfLkycyYMYOMjAyOPTaDTZsqRaIbhmEYMeDHQX0lIi8Cb1M5H1RMUXxBjCNoeU9Eeqhqrnf7B2BpnO1HTUDmqOoSn6qyfts2erVsWck5BS/rZWRkMGbMGB59dDaqGeagDMMw4sSPg2qFc0y/CSqLOcwcQETaACcBlwYVTxORdK/tVVWe1QrhhGK3bt3K7vJyenbqVFGWlZVV4ZwAMjIymD17Nm+8kQWYgzIMw4gXP0oSCRfrUdVduMy5wWXnJ9pOtIQTis3Jcbq1vTruKQ9WjgiQkZHBrl0ZPPxw6CW+996r9WNdhmEYDRY/B3UfClG8DVioqrUq6JpsKvagqizxVTgoH+eY1q93n6HCzFu3bh1X/wzDMBoTfqSOWuIO1v7oXUNw6TAuFpHpSetZHRBuia/CQXXrVmMbud4uWqiqjz76KI8++mh8nTQMw2gk+NmDGgIcraplACIyA/g3cAwu9DwqIkgdPeeV98ftQY2p7XNQkZb4BOgRalpUhdxcSEuD5s2rP5s9ezYAV1xxRbxdNQzD2OvxM4NKBdoG3bcBOnkOK+q8UKq6XFXTVTUdOAwowEkd3QjMU9X9gXnefa2SV5RHm2ZtaJZSWaMoZ+1augLNOncO/WIQubkWYm4YhpEI/MygpgHZIrIApyJxHPA3LxJvbpz2g6WOTgeO98qfBRYAf42z/agIJxS7fs0aegKkhhGRDcIclGEYRmLwE8X3pIi8x55cTTerqhcKwA1x2g+WOuoWdA5qAxBywyeZShLhckHlrFtHH/DtoAYlTFrXMAyj8VLjEp84FdcTgUO8qL2mIhJ3YsEgqaNXqj5TVcVLMR/i2UxVHaaqw7p06RJvNyqRVxhahy9nwwZ6QY0Oqrzc5YGyGZRhGEb8+FniexSnwXcCcCewA3gNGB7pJR9UkjoCNgbUJESkB7ApzvajJq8oj/4d+1cqKy4uZkt+vnNQQeegQrFli8umGy6WYsGCBQnopWEYRuPAT5DE4ap6JVAE4EXWhYhRi5pKUkfAW8B47/t4oNbPWOUX5Vdb4lvvHWzyM4MKhJjbDMowDCN+/DioEi+xoAKISBfiVDUPkjoKlku6BzhJRH4Efu3d1yqhckEFHJSfIImaHNR9993HfffVaT5GwzCMBoOfJb6HcGHgXUVkKnAWcGs8RsNIHW3F7XXVCaXlpezYvSO8igTUuMRXk4N65x0n0H799dfH0VPDMIzGgZ8ovhdEZBHOeQjwe1X9Luk9q2UCMkdhdfhatICWLSO2YUt8hmEYicNPFN++wEpVfQSXAuMkEemY7I7VNuFyQeXk5NAyJYVUnyHmHTpAq1bJ6KFhGEbjws8e1GtAmYjsBzwG9AFejMeoiHQUkVdF5HsR+U5EjhSRKSKSIyLZ3nVqPDaiJVwuqJycHHq1bIkEpdoIhx3SNQzDSBx+9qDKVbVURM4A/k9VHxaRr+K0+3fgA1U9yzsP1Ro4GXhQVeskiiCcUOz69evp2bSp70O6keT6WtnUyjAMwzd+HFSJiIwDLgBGeWXNItSPiIh0wMklXQigqruB3e48cN0RSSh2uEiNARLgUm0cfXT45++//34cPTQMw2hc+Fniuwg4EpiqqitFZADwfBw2BwCbgadF5CsRecILOwe4SkSWiMhTIhJyyiIiE0RkoYgs3Lx5cxzdqEyoXFCq6pb4ystrnEGp2hKfYRhGIqnRQanqMlW9RlVnefcrVfXeOGw2BYYCM1T1UGAXTrl8BrAvLvdULnB/mP4kReoo1BJfXl4eRUVF9Nq9u0YHlZ8PxcWRHdRdd93FXXfdlYjuGoZh7PX4mUElmnXAOlX9r3f/KjBUVTeqapmqlgOPs0ectlbIK8yjRUoLWjXbs09UEWJeVJQQFYl58+Yxb968uPtqGIbRGKh1B6WqG4C1XuJCcOerlnn6ewH+gAtprzXyivKq7T9VUpGI85CuYRiGER1+giQAEJHWqlqQILtXAy94EXwrcPtcD4lIOk5SaRVwaYJs+SJULqhKKhKmw2cYhlGr1OigROQo4AlcVt2+InIIcKmqxpy3XFWzgWFVis+Ptb1EECoXVMBBRaPD5yMrvGEYhuEDP0t8D+LOKG0FUNWvcWHiexWhckHl5OSQ1qEDLcCXg2rTBtq1C1+nc+fOdPaRNt4wDMPwucSnqmurnFMqi8eoJ5X0BDAYt6T3P8By4GWgP26Jb4yX2qNWyCvKY2DawEplOTk59OrYEbZtq3EPav36mpf3Xnvttfg6aRiG0YjwM4Na6y3zqYg0E5HrgXjFYgNKEr8CDvHauxGYp6r7A/O8+1ojXKqNnoEpkY8ZlO0/GYZhJA4/Duoy4EpcrEAO7pxSzPtPQUoST4JTklDVfOB04Fmv2rPA72O1ES3lWs624m0h96B6tW7tbhLgoG666SZuuummeLpqGIbRaPCzxDdQVc8NLhCRo4HPY7QZrCRxCLAIuBbopqpeqAEbgG4xth81O4p3UK7llfagSkpK2LRpE7323x+aNnUbTBHIzYVTa5C3/fLLLxPRXcMwjEaBnxnUwz7L/BJOSaICVVW8DL5VSYbUUUBFIvgcVG5uLqpKryZN3P5TBK3AnTvdZUt8hmEYiSPsDEpEjgSOArqIyHVBj9oDKXHYDKUkcSOwUUR6qGqud2h3U6iXVXUmMBNg2LBhIZ1YtFSk2gha4qs4A6VqIeaGYRh1QKQZVHPc2aemQLugazsu7XtMhFOSAN4Cxntl44E3Y7URLaGEYitUJEpL7ZCuYRhGHRB2BqWqnwCfiMgzqro6wXZDKUk0AWaLyMXAamBMgm2GJZRQbCUdvq5dI77v10H17t079k4ahmE0MvwESTwjItWW0lT1hFiNhlGSADebqnVCZdPNycmhefPmpO3YAQccEPF9b7JVo4P65z//GVc/DcMwGhN+HNT1Qd9bAmcCpcnpTt0QKkgiJyeHnj17Ivn5vpb4WrTwlXTXMAzD8EmNDkpVF1Up+lxEMpPUnzohvyifFEmhXfM9OkU5OTn06tUL/vtfXw6qe/eIgX4ATJw4EYDp06fH2WPDMIy9Hz9isZ2CbpsAhwEd4jEqIquAHTjJpFJVHSYiU4A/4c5IAdysqu/FY8cveYUu1UawnNP69es55KCDwGeQhJ8Aiezs7Dh7ahiG0Xjws8S3CHcmSXBLeyuBixNgO0NVt1Qpe1BV70tA21GRV5QXMtX7qcce6wp85IIaODBiFcMwDCNK/CzxDaiNjtQlVZMVbt++nV27dtGrgzdR9DGDyshIYgcNwzAaITUqSXgCsdeIyKvedZWINIvTrgIficgiEZkQVH6ViCwRkadEJKRXSIaSRH5RfugQ84C8UQQHVVQEeXl2BsowDCPR+JE6moHbd3rUuw7zyuLhGFUdCpwCXCkix3lt7osTo80F7g/1oqrOVNVhqjqsS5cucXbDUTUXVIWDatnSFURwUBs2uE8/DuqAAw7ggBpC1g3DMAyHnz2o4ap6SND9xyLydTxGVTXH+9wkIm8AI1T108BzEXkceCceG9FQNZtuhYpEiqfoFGEPyu8ZKICZM2fG2kXDMIxGh58ZVJmI7Bu4EZF9iCNhoYi0EZF2ge/Ab4Clnv5egD8AS2O1EQ2qWhHFF6BiBhUoiDCDMpkjwzCM5OD3oO58EVmBi+Trh5MmipVuwBteSHdT4EVV/UBEnheRdNz+1Crg0jhs+KawtJCS8pJqe1Cpqam0Kihwh5s6hI+qj8ZBTZjgtttsJmUYhlEzER2UiKTgMt7uDwQCqZeranGsBlV1hddm1fLzY20zHsLJHPXq1ctFP3ToAE3CTzRzcyElBfxsh/3www9x99cwDKOxEHGJT1XLgHGqWqyqS7wrZudUHwknFFvhoHyqSETwYYZhGEYM+Fni+1xE/g94GZdcEABVXZy0XtUigRlU1T2ogw8+GDZt8nVI1/afDMMwEo8fB5Xufd4ZVKZAzGrmYaSOOuGcYH/cHtQYVc2L1YZfArmg3n76bZqe2JRjjz2WjRs30qtXL+ZnZpJVVMSkCO+vWQObN7tw8+7dk91bwzCMxkONC1OqmhHiitk5BZGhqumqGki7cSMwT1X3B+ZRJQ18sggs8Y0YPoIxY8bw+uuvU15ezs6dOxnz/fcMryFN7sqVsH07TJtWs6309HTS09MT0GvDMIy9Hz8zqNridOB47/uzwALgr8k2GljiO/U3p9Jrdi/OOOMMAJ566in+1aEDGRFE9tasgcJCmDABnn0WJk2KPIsyFXPDMAz/1NXWfiipo26q6gVtswEXjl6NREsdBWZQHVp0ICMjg5EjRwJwzjnnkFFQEHEPavJk93nkkXDBBf5mUYZhGIY/6spBhZI6qkBVFefEqpFoqaO8wjzat2hPSpMU5s+fz4cffkizZs149ZVXmF9UFDaKLzcXXnvNfR861M2enn12j/RRKM477zzOO++8uPtsGIbRGAi7xCciZ0R6UVVfj9VoKKkjYKOI9FDVXE9VYlOs7UdDfrETip0/fz5jxoyhX79+9OjRg9uuuooxZ53F7E2bCCVUPm2aS7GxbBkMGgRNm+6ZRT3wQGhb69atS+pYDMMw9iYi7UGN8j67AkcBH3v3GcAXQEwOypM3aqKqO4Kkju4E3gLGA/d4n2/G0n60BIRis7Ky+Oc//8no0aMZPXo0GYMGMRvICuOgsrJgsRdo3yxI2/3oo2uj14ZhGHs/YR2Uql4EICIfAYMC+0Pe7OaZOGyGkzrKAmaLyMXAamBMHDZ8E8gFNenSSWRlZbF7925GjBgBeXlkABkXXBDyvU8/dat/55wDM+LVdjcMwzCq4SeKr09Q8ALARqBvrAYjSB1tBU6Mtd1YySvM44DOLgVGVlYWgHNQ33zjKoTZgwqElx92WK100zAMo9Hhx0HNE5EPgVne/VhgbvK6VLsEJyvMzMyka9eu9OnTB/79b1chjINatMh9Dh3q39aRRx4ZT1cNwzAaFX5Svl8lIn8AApF2M1X1jeR2q/bIK9qTrDAzM5MRI0YgIk6HD8I6qMWL3d7TQQf5t/X//t//i7e7hmEYjQa/YeaLgXdV9c/Ah4F8TvEgIiki8pWIvOPdPyMiK0Uk27vS47VRE7vLdlNQUkDHlh3Zvn0733//vVvegz0OKsw5qMWLYfBgaNEi2b00DMNonNTooETkT8CrwGNeUS/gXwmwfS3wXZWyGzz5o3RVzU6AjYhUpNpomcqiRYtQVYYPH+49zIM2bSqH6HmouiW+aPefzjzzTM4888x4u20YhtEo8DODuhI4GtgOoKo/4kLPY0ZEegO/A56Ip514CQjFBsLMgT0OKj8/7PLemjXwyy/R7T8BbN26la1bt8bYW8MwjMaFHwdVrKq7Azci0pQwKg9RMB2YBJRXKZ8qIktE5EERCbl4lkipo+BcUJmZmeyzzz507tzZexg+F1Tg/FO0DsowDMPwjx8H9YmI3Ay0EpGTgFeAt2M1KCKnAZtUdVGVRzcBvwKGA50IIxSbSKmj4FxQgQCJPQ/zIu4/paTAkCFxmTcMwzAi4MdB3QhsBr4BLgXeU9Vb4rB5NDDaywn1EnCCiPxTVXPVUQw8jZM/SiqBGVTp9lLWrl1b3UFFCDEfNAhatUp2Dw3DMBovfs5BXa2qfwceDxSIyLVeWdSo6k242RIicjxwvaqeF6TDJ8DvgaWxtB8NgT2oVd+uAoL2nyDsHlQgQOKUU6K3d+KJtX4O2TAMo8Hix0GNB6o6owtDlMXLCyLSBRAgG7gswe1XI7DEt+zrZaSkpHDooYcGPQw9g8rNdZngY9l/mhzIz2EYhmHUSCQ183HAOcAAEXkr6FE74JdEGFfVBbjEhCQoS29U5BXl0appK7768isGDx5MmzZt3IPSUtixI+QeVCBAwiSODMMwkkukGdQXQC6QBtwfVL4DWJLMTtUWeYVOKDYrK6siky7glvcg5Axq0SIQgUOqqQnWzCneuuD7778fQ28NwzAaF5HUzFcDq0XkXGC9qhYBiEgroDewKh7DIpICLARyVPU0ERmAC5roDCwCzg8Ob08G+cX5tN3ZltxfcisHSERwUIsXuzxQbdtGb6+wsDC2jhqGYTRC/ETxzabyeaUyXKh5vFRVkrgXeFBV9wPygIsTYCMieYV5NFnv/gmqRfBBWAdl558MwzCSjx8H1TR4JuN9bx6P0apKEl7k3gk4SSWAZ3GRfEklryiP3Wt306pVKw4KVn0No8O3aROsW2f7T4ZhGLWBHwe1WURGB25E5HRgS5x2p1NZSaIzkK+qpd79OpzmX1LJK8xj58qdDB06lKZNg1Y7w8ygTEHCMAyj9vATZn4ZLgT8EZzE0TogdJpZHwQrSXjnoKJ9fwIwAaBv35jzJgKQtyuPgpUFDP/t8MoPwuxBBRxUcDR6NJx22mmxvWgYhtEI8ZMP6mfgCBFp693vjNNmQEniVKAl0B53pqqjiDT1ZlG9gZww/ZkJzAQYNmxYzJqAZeVlbF+3HYqr7D9BxBnUfvtBhw6x2bz++utje9EwDKMR4ifdRjcReRJ4RVV3isggEYk5gEFVb1LV3qraHzgb+FhVzwXmA2d51cYDb8Zqww/birdVuMCQDqp5c2jZslLxokW2vGcYhlFb+NmDegb4EOjp3f8ATExCX/4KXCciP+H2pJ5Mgo0K8grzIAfadGjDPvvsU+WhpyIhUlH0yy+walV8Dur444/n+OOPj70BwzCMRoSfPag0VZ0tIjcBqGqpiJQlwngVJYkV1IJAbID8onxYD/sP3t+leK/0ML/a8t5XX7lPm0EZhmHUDn5mULtEpDNeDigROQLYltRe1QJ5RXmwHfoP6B/iYXUdPovgMwzDqF38zKCuA94C9hWRz4EuwB+T2qtaYOuurVAIXdJC5JTKy4OulZMGZ2dD374QyGdoGIZhJBc/DupbYCQwEKc0vhx/M6+QiEhL4FOghWf/VVW9XUSe8ewEZmcXqmp2rHZqYsMvG0Che5fu1R/m5Tk9oyBWrYJ9901WbwzDMIyq+HFQX6rqUJyjAkBEFgOxLnYVAyd4EYHNgM9EJKCeeoOqvhrh3YSRuykXgF5dQ5wHDrHEt3YtZGTEZ3PMmDHxNWAYhtGIiJRuoztOzaGViByKmz2BO7fUOlaDqqpA4CxVM++K+TxTrGzcvBEIMYMqL4dt2yo5qLIyWL8eeveOz+YVV1wRXwOGYRiNiEgzqJNxiQl7Aw8ElW8Hbo7HqKdkvgjYD3hEVf8rIpcDU0XkNmAecKOX/r3quwlRktj8y2YAOlfdVNqxwzmpIB2+DRuck+rTJ2ZzABQUFADQunXM/t0wDKPREHYvSVWfVdUM3F5QRtB1uqq+Ho9RVS1T1XSc8xshIoNxaeB/BQwHOuHORYV6d6aqDlPVYV26hAhw8Mkvv7ici6nBS3mzZkHg0O4DD7h73PIexO+gTj31VE499dT4GjEMw2gk+Al2+FxEngzsE8WrJBGMqubjFCR+q6q56igGnibJZ6Ly8/IB6NSpkyuYNQtuuQX+8hd3f+ml7n7WrAoHFe8Sn2EYhuEfPw7qaRKoJCEiXUSko/e9FXAS8L2I9PDKBJdqY2msNvywPX87EDSDmjoVnnwS9t/f3R93nLufOpV161xRvDMowzAMwz9+HFSaqlYkLfTEXONRkugBzBeRJUAWMEdV38Eppn8DfINLM393HDZqZNf2XaS0SKFlQG/vu+/gmGNg61Z337mzu//uO9auhdatQ+YvNAzDMJKEnzDzhCpJqOoSoFrCClU9IdY2Y6FweyEt2wWJwR54IHz2GWx2wROkpbn7Aw9k7Vo3e6qqiGQYhmEkj1iVJM6K/Er9RlUp3llMh/ZBeTNuuQUuvhhGjnT333wDl13mlvgeSsz+04UXXhh/I4ZhGI0EP/mgFotIJSUJVS1Jes+SyM7dO6EQ2nVqt6dw3Dj3edVV7vO669y+1LhxrL0BTjopfrvmoAzDMPwT6aDuGWEeHSAixBpqHkHqaADwEi7VxiLgfFXdHYuNmsgryoNCaN+xfeUH48bBO+/Af/8LS12MRmkp5OYmJkBiy5YtAKSlpcXfmGEYxl5OpBnUKO+zK3AU8LF3nwF8AcR6Fiqc1NF1wIOq+pKI/AO4GJgRo42I5BU6B1URYh7Mli1u/8lj/Xp3bjcRS3xnneVWRhcsWBB/Y4ZhGHs5kQ7qXqSqF+GkiAap6pmqeiZwkFcWE95Zp1BSRycAAR2+Z3Gh5kkhvygfCkOoSEA1B2Uh5oZhGHWDnzDzPqqaG3S/EYhdYwgndSQi2cAmYA7wM5DvhbADrMPpAIZ6d4KILBSRhZsDEXdRsiF/A5RCt87dqj+s4qASpSJhGIZhRIcfBzVPRD4UkQtF5ELgXWBuPEarSh3hJI78vhu31FHOxhwAuncNkWrDHJRhGEa9wE8U31Ui8gfgOK9opqq+kQjjqpovIvOBI4GOItLUm0X1BnISYSMUuZvDpNooKHBXlSW+tm2hfZV4CsMwDCO5+DkHheeQEuKURKQLUOI5p4DU0b04Tb6zcJF844E3E2EvFJu2bAKgV7cqDiqgIlFlBpWoQ7qXX355/I0YhmE0Enw5qATTA3jWS7nRBJitqu+IyDLgJRG5G/gKeDJZHdiy1Qv37lwl3DtYRcIj4KASwdixYxPTkGEYRiOg1h1UBKmjFSRZwTxAyFQb4PafoJqDOvjgxNhd621o9bENLcMwjBqJykGJSCouqm9JkvpTK+Tn5wMhzkFVcVC7d8PGjYmbQZ1//vmAnYMyDMPwQ40OSkQWAKO9uouATSLyuapeF4tBEekDPAd0w51/mqmqfxeRKcCfgEDs+M2q+l4sNmpiR/4OJEVo27Zt5QcBB+VFB65fD6oWwWcYjZmSkhLWrVtHUVFRXXelQdCyZUt69+5Ns2YxH5etwM8MqoOqbheRS4DnPFmieGZQpcBfPI2/dsAiEZnjPXtQVe+Lo21f7Nq2i+ZtmyNVIx+2bIEmTSrSvVuIuWEY69ato127dvTv37/63wyjEqrK1q1bWbduHQMGDIi7PT/noJp6yQTHAO/Ea9DLnLvY+74D+I4wh3KTRdGOIlq1a1X9wZYt0KkTpKQAe1QkLJOuYTReioqK6Ny5szknH4gInTt3Tths04+DuhOXUfcnVc0SkX2AHxNhXET64wIm/usVXSUiS0TkKW+/KykU7yymdfvW1R/YIV3DMEJgzsk/ify38nNQ9xXglaD7FcCZ8RoWkbbAa8BEbwlxBnAXbl/qLuB+4H9CvDcBmADQt2/0iktFpUVoodK+e4iTtyEcVIcO0K5d9aqx8Je//CUxDRmGYTQCapxBicg0EWkvIs1EZJ6IbBaR8+Ix6qmYvwa8EEjboaobPQmkcuBxwoScxyt1FFAy75DaofrDEA4qkct7o0aNYtSoUTVXNAyj4TJrFgwe7LYKBg9293GSkpJCeno6gwcPZtSoURWRyNGSnZ3Ne+/FF3t2yy230KdPn+pBZknAzxLfb1R1O3AasArYD7ghVoPi5n9PAt+p6gNB5T2Cqv0BWBqrjUgEckF1Sq051ca6dYld3lu+fDnLly9PXIOGYdQvZs1y2bkffhiKitznLbfE7aRatWpFdnY2S5cupVOnTjzyyCMxtZMIBzVq1CgyMzPjasMvfqL4AnV+B7yiqtviXGM8Gjgf+MZTNAe4GRgnIum4Jb5VwKXxGAnH5u2boRjSOlVRkVANOYMaOjRxti+91A3JzkEZRgNl4kTIzg7/PCsL9tsP7rhjT1m7dnDJJfDYY6HfSU+H6dN9d+HII49kyRIXSJ2dnc1ll11GQUEB++67L0899RSpqakcf/zx3HfffQwbNowtW7YwbNgwfvjhB2677TYKCwv57LPPuOmmmzjttNO4+uqrWbp0KSUlJUyZMoXTTz89ov0jjjjCd1/jxc8M6h0R+R44DKds3gWIOURDVT9TVVHVIaqa7l3vqer5qnqwVz66SoqPhJGz2WnQdutSJdXG9u1QUlLhoIqLYdMmC5AwDCMKCgrcxnUwHTq48gRQVlbGvHnzGD16NAAXXHAB9957L0uWLOHggw/mjmDHWIXmzZtz5513MnbsWLKzsxk7dixTp07lhBNOIDMzk/nz53PDDTewa9cu1q9fz6mnnpqQPseDnyCJG0VkGrBNVctEpACI7GLrMTmbnIPq0aVH5QdVVCRyPC11CzE3DKOCmmY6gwe72VNGxp6y+fPh6qshjpWTwsJC0tPTycnJ4cADD+Skk05i27Zt5OfnM3LkSADGjx/PH//4x6ja/eijj3jrrbe47z53/LSoqIg1a9Zw4IEHxr0UmAj8BEm0Bq5gT/r1nsCwZHYqmeRu8lJtVFUyr6IiYSHmhmFEzS23wMUXO6dUUuI+L77YlcdBYA9q9erVqGqNe1BNmzalvLwcIOKZJFXltddeIzs7m+zs7ArnVF/ws8T3NLAbOMq7zwHujtWgiPQRkfkiskxEvhWRa73yTiIyR0R+9D6Tcg5q01aXaqNPtyqep8oMyhyUYRhRM24cTJ3qZkwtW7rPqVNdeQJo3bo1Dz30EPfffz9t2rQhNTWVf//73wA8//zzFbOp/v37s2jRIgBeffXVivfbtWvHjh07Ku5PPvlkHn74YVQVgK+++ioh/UwUfhzUvqo6DSgBUNUCIJ4oiYDU0SDgCOBKERkE3AjMU9X9gXnefcLZ6uV86tqla+UHVRxUMlQkbr31Vm699dbENWgYRv1j3DhYuhTKytxngpxTgEMPPZQhQ4Ywa9Ysnn32WW644QaGDBlCdnY2t912GwDXX389M2bM4NBDD2VL4G8bkJGRwbJly0hPT+fll19m8uTJlJSUMGTIEA466CAmT54MEHEPatKkSfTu3ZuCggJ69+7NlClTEjq+SqhqxAv4AmgFLPbu9wUya3rP74VLTHgSsBzo4ZX1AJbX9O5hhx2m0TLikhEK6JYtWyo/uO8+VVDdtk1VVa+4QjU1NermDcPYy1i2bFldd6HBEerfDFioUfoHP2HmtwMfAH1E5AVcmPiFiXCOVaSOuumeyL0NOLXzUO/EpSSxLW8bAB09QdgKtmyBZs0qZCMSmagwQLYXnpqenp7Yhg3DMPZC/ETxzRGRxbjlOAGuVdUtNbxWIyGkjoJtqohomP7MBGYCDBs2LGSdSOzYtoOmrZuS4gnCVhA4A+X1IxkOauLEiYCdgzIMw/CDnz0ogJZAHrAdGCQix8VjNJTUEbAxoCbhfW6Kx0Y4CrYX0Lxt8+oPQqhIWIi5YRhG3eEnYeG9wFjgW6DcK1bg01gMhpM6At4CxgP3eJ9vxtJ+TRRtL6JN+zbVH2zeXOGgCgudv7IIPsMwjLrDzx7U74GBqlqcIJvhpI7uAWaLyMXAalz+qYSze9fu6ioS4DzSkCHAngg+c1CGYRh1hx8HtQJoBiTEQanqZ4QPUz8xETbCUVJWQnlBOe06hsifEbTEZ4kKDcMw6h4/DqoAyBaReQQ5KVW9Jmm9ShLbirdBIXRM7Vj5QVkZ/PJL0lUk/va3vyW2QcMw6iW5uXDRRfDMM9C9e/ztpaSkcPDBB1NaWsqAAQN4/vnnq0ci+yA7Ozsunb2CggL++Mc/8vPPP5OSksKoUaO45557YmrLD36CJN7CJRD8AlgUdDU4tu7a6lJtdKqSaiMvz6mZV1GRSPQM6qijjuKoo46quaJhGA2aadMgM9N9JoL6lG7j+uuv5/vvv+err77i888/5/3334+rvUj4CTN/NpEGReQpXG6pTao62CubAvwJ2OxVu1lVE65UmLMlBxS6dK6S6DCEzFFaGrRqlVj7X3zxBYA5KcNooNSUbQNcJoSFC92W9sMPw3/+A81DBA4HiDLbRp2m22jdujUZnhBu8+bNGTp0KOsCeyJJIOwMSkS+EZEl4a44bD4D/DZE+YMalH4jjvbDsnaDmxp1S6sSJBFC5igZ+08333wzN998c+IbNgyj3rB2LXTr5s78d+sGa9Ykru36lG4jPz+ft99+mxNPTF7oQKQZ1Gne55Xe5/Pe53m4MPOYUNVPPQWJWmf9pvUA9OgaOdXG2rXQr19t9swwjIZATTOd3Fw46CD49lvo0cPdDx4ML70U315UfUu3UVpayrhx47jmmmvYZ599Yh9YDYSdQanqalVdDZykqpNU9Rvv+ivwmyT05SpvdvZUJCVzEZkgIgtFZOHmzZvDVQvJhi0bAOjdrcr0KISDshBzwzCiZdo0GD/eOSdwnxdcEP9eVH1LtzFhwgT233//CnWcZOEnSEJE5Oigm6N8vhcNM3AitOlALnB/uIqqOlNVh6nqsC5duoSrFpJNW5w4Rb/uVaZHAQfVuTM//+xiJqomxTQMw6iJrCw3yxLZc02f7gImEkF9SLdx6623sm3bNqZHs3EWI34czcXAoyKySkRWAY8C/5PITqjqRlUtU9Vy4HFgRCLbD7D1F5dqo9oS3+bN0Lo1tG7NXXe5onqWFsUwjAbAZ5+5gOCq12efJc5GXabbWLduHVOnTmXZsmUMHTqU9PR0nnjiicQNrgoS8Jw1VhTpAKCq2+I26vag3gmK4usRUDIXkT8Dh6vq2TW1M2zYMF24cKFvu8PPH87Cfy6kqKiIFi1a7HkwfjwsWEDuf1ZzwAGwcye0bw/LlyfmDEMAUzM3jIbHd999V6+yzDYEQv2bicgiVY0qG7uflO/dRORJ4CVV3SYigzw5opgQkVnAl8BAEVnntTUtEDUIZAB/jrX9SGzL34Y0l8rOCSpUJKZNg4EDXdaN889P3BmGAOnp6eacDMMwfOJnie8Z4EOgp3f/AzAxVoOqOk5Ve6hqM1XtrapPqur5qnqwqg5R1dFBeaESys5tO2nWpln1B1u2kNt+IM8+C7t3w5FHwi23wLPPwoYNibM/d+5c5s6dm7gGDcMw9mL8OKg0VZ2Np2SuqqVAWVJ7lSQKthfQol2L6g+2bGHahvMZO9ZlaD7xxMRF3wRz9913c/fddyeuQcMwjL0YPw5ql4h0xjv7JCJHAHHtQ3mh5JtEZGlQWScRmSMiP3qfYUPNY6V4ZzGt27Wu/mDLFrK2DeQf/3AbmrffnvjoG8MwDCM6/Dio63B6fPuKyOfAc8DVcdp9hupqEjcC81R1f2Ced59Qdu/cTZsOVXJB7d4N27fz2RUvcvnl0LatK0pG9I1hGIbhHz9afItFZCQwEJcmY7mqlsRjNIyaxOnA8d73Z4EFwF/jsRNMuZZTXlBOh45VDjhtdaHnpKUx73k47jgXJGEYhmHULWEdlIicEebRASJCUKr2RNEtKDhiAxAiq2DsbC/eHjrVhndGYJ304Ycf4NJLE2nVMIzGRP/p/Vm9bXW18n4d+rFq4qqY260v6TYAfvvb35Kbm0tpaSnHHnssjzzyCCkpKTG3F4lIM6hR3mdX4CjgY+8+A5d6I9EOqgJVVREJeUBLRCYAEwD69u3ru80NeRugNESqDc9BzVvp9KSSqHvIY489lrzGDcOoc1ZvW43eXv1Pl9wRLkerPwJSR+A09x555BFuueWWqNvJzs5m4cKFcTmo2bNn0759e1SVs846i1deeYWzz67x2GpMhHVQqnoRgIh8BAwKOkjbA7eHlGg2Bg7sejY2henXTGAmuIO6fhtfnev+r6ZrWtfKDzw9v3nLupOWBgcfHEvX/TFw4MDkNW4YRtKZ+MFEsjdkR6xz/DPHR1We3j2d6b+d7rsPdZluA6B9+/aAE4zdvXs3IvE530j4CZLoU+Vc0kbA/9TFP28B473v44E3E9n42o3hU20oMC+rPSecAE0SrTIYxNtvv83bb7+dPAOGYezV1Jd0GyeffDJdu3alXbt2nHXWWQkfZwA/Kd/niciHwCzvfiwQ12lTT03ieCBNRNYBtwP3ALM9ZYnVwJh4bFQlkGqjZ9eelR9s2cJyBrJ+Q0pSl/cA7r/faeCOGjWqhpqGYdRHaprpyB3CggsX+C73S31Lt/Hhhx9SVFTEueeey8cff8xJJ50U89gi4SeK7yoR+QNwnFc0U1XfiMeoqo4L8yhpLiKgZB4q1ca8VqOgMLn7T4ZhGLES2IMqKCjg5JNP5pFHHmH8+PFh60ebbiOW7YeWLVty+umn8+abbybNQfnR4rsYWKqqf/auuJxTXbFpa/hUG/OanES/fpDEvFuGYTQC+nXoh9wh1a5+HRKTAbWu023s3LmT3Fy341NaWsq7777Lr371q4SMLRR+lvj6Ao9555YWAZ8C/1bV7KT1Kgls9c479eleORNh2eZfmF90BGec6NQjDMMwYiWeUHK/VE23EQiS2GeffXj66acBl25jzJgxzJw5k9/97ncV72ZkZHDPPfeQnp7OTTfdxOTJk5k4cSJDhgyhvLycAQMG8M4777B+/XouueSSast8u3btYvTo0RQXF1NeXk5GRgaXXXZZ0sYaTbqNVsCfgOuBXqqalMB3L+fUDpzeX2kkefZo0m0MHTOUr177ivLS8kpRJwt/dS7Dl7/ACy/AOefE1/eaOP744wFYsGBBcg0ZhpEwLN1G9CQq3UaNMygRuRU4GmgLfIVzUP+OxkgMZKjqlpqr+WdH/g5S2qRUC4mct2EwACeckEhroXn++eeTb8QwDGMvwc8S3xlAKfAu8AnwpaoWJ7VXSSBcqo15O4ZzUOcNdE9kZsIw9OnTp+ZKhmEYBuAjSEJVhwK/BjKBk4BvRCSZEqoKfCQiizzViEqIyAQRWSgiCzd7h2z9ULCjgJbtWlYqK9q6i8/Kj+LEgevi7rQfXn75ZV5++eVasWUYhtHQ8bPENxg4FhgJDAPWktwlvmNUNUdEugJzROR7Vf008DBWJYnincV06lpZ5ujLj3ZQSHdOHJqXoK5HZsaMGQCMHTu2VuwZhmE0ZPws8d2Dc0gPAVnxKpnXhKrmeJ+bROQNYAQucjAuSnaW0G7/dpXK5s1VmlDGyCN3x9u8YRiGkWD8LPGdBjwIbAcGikjSklGISBsRaRf4DvwGWBr5rZpRVcoLymnfsX1FWXk5vPdJG4aTRYd+HeM1YRiGYSQYPwd1RwI/Ao8AjwI/iMhxkd+KmW7AZyLyNW7P611V/SDeRrcVbINiSO20J0nvXXfBVz+35xKegC5d4jVhGIbBtGnTmD9/fqWy+fPnM23atLjaTUlJIT09ncGDBzNq1Cjy8/Njaic7OzuihFE0jB49msGDByekrXD4kUZ9APiNqo5U1eOAk3EzqoSjqitU9RDvOkhVpyai3dUbnZJ559TOALz3HtxxB5w/7Dsu5klIS0uEGcMwGjnDhw9nzJgxFU5q/vz5jBkzhuHDh8fVbkDqaOnSpXTq1IlHHnkkpnYS5aBef/112rZtG3c7NeFnD6qZqi4P3KjqD8lc5ksGazasAVyqjZ9/hnPPhSFD4B8nvoIsbgIxJP6KhWDJEcMwGh4TJ06syMsUjp49e3LyySfTo0cPcnNzOfDAA7njjjvCKo2np6czffp0332o63QbO3fu5IEHHmDmzJmMGZNQTe9q+JlBLRKRJ0TkeO96HPAn31BPWLfBhZF36tCdM890kkavvw6tt+VC587JzbERRFpaGmk2WzOMvZrU1FR69OjBmjVr6NGjB6mpqTW/5JP6kG5j8uTJ/OUvf6F169YJG1c4/MygLgOuBK7x7v+N24tKOCLyW+DvQArwhKreE6n+ovWLXKbKldBxa0fy3q4cLp46KpX8zvngxR1OWXgzpN9Mmx4d2WefPJdNtxYdxjPPPAPAhRdeWGs2DcNIHH5mOoFlvcmTJzNjxgxuv/12MjIy4rJbX9JtZGdn8/PPP/Pggw+yatWquMbkh4hTBxFJAb5W1QdU9QzvejAZShKerUeAU4BBwDgRGRTpnZRNh3HWxy+R9nwT54iqkN85n7Tnm9B/qZdH48X7aP1cG3Z18+rWgYMKOCnDMPY+As5p9uzZ3HnnncyePbvSnlSsBPagVq9ejarWuAcVbbqN7OxssrOzK5xTOL788ksWLlxI//79OeaYY/jhhx8qNEaTQUQHpaplwHIRSUYG3aqMAH7yAiV2Ay8BERdDy/iKVz87h+1dOsAiaDOge6WLRbC9SwdWfTPPvVAwlWcGHQYDcMqwX39tARKGYSSMrKwsZs+eXTFjysjIYPbs2WRlZSWk/bpOt3H55Zezfv16Vq1axWeffcYBBxyQVPFrP5svqcC3IjJPRN4KXEnoSy+cSkWAdV5ZJYKljigrh2awu3gnrIeC/K2VLtZ7z5q7YQ5tfixfrvOSfC1c6JzTaaclYSiGYTRGJk2aVG05LyMjg0mTJiXMRtV0GzfccANDhgwhOzub2267DXDpNmbMmMGhhx7Kli17dLczMjJYtmwZ6enpvPzyy0yePJmSkhKGDBnCQQcdxOTJkwFqTPleW9SYbsM7B1UNVf0koR0ROQv4rape4t2fDxyuqleFe6dnz55aXFxCSdGL7Jj0G/T2ymORO4S2935E81bncOWVl/PIIzPC1q0NLN2GYTQ8LN1G9CQ93YaI7Ad0q+qIROQYIDcaIz7JAYLlvnt7ZWHp2aMH/3vuufzu+jNgZYgKK6Gs6AxevfsOMq6+moyOHcPXNQzDMOoVYWdQIvIOcJOqflOl/GDgb6o6KqEdEWkK/ACciHNMWcA5qvpt2Hd6inIpsBJSVnekdH7lKL6mGamU9ct3e04BwtStDQoKCgBqJTzTMIzEYDOo6KmNhIXdqjonAFX9xkv/nlBUtVRErgI+xIWZPxXJOQEc1vMwFt4e/khWXTihSJhjMoyGiapWS3ZqhMZvlnY/RHJQHSM8a5WwHgShqu8BiRGKqoc8+qg7PnbFFVfUcU8Mw/BLy5Yt2bp1K507dzYnVQOqytatW2nZsmXNlX0QyUEtFJE/qerjwYUicgmwKCHWGxmzZ88GzEEZRkOid+/erFu3jmgSpDZmWrZsSe/evRPSViQHNRF4Q0TOZY9DGgY0B/6QEOuGYRj1nGbNmjFgwICaKxoJJ6yDUtWNwFEikgEENNXfVdWPa6VnhmEYRqOmRi0+VZ0PxKfTYRiGYRhRUjsy3oZhGIYRJTUqSdRnRGQHsLzGiokjDdhSYy2zZ/bMntkze1UZqKrtonnBT7qN+szyaA9+xYOILDR7Zs/smT2zF5u9aN+xJT7DMAyjXmIOyjAMw6iXNHQHNdPsmT2zZ/bM3t5pr0EHSRiGYRh7Lw19BmUYhmHspZiDMgzDMOolDdZBichvRWS5iPwkIjfWgr1VIvKNiGTHEi7po/2nRGSTiCwNKuskInNE5EfvMzXJ9qaISI43xmwRSVjOZxHpIyLzRWSZiHwrItd65UkZYwR7SRmjiLQUkUwR+dqzd4dXPkBE/uv9nL4sIs2TbO8ZEVkZNL70RNjz2k4Rka+8XHFJG1sEe0kbm9d+td/xJP8OhrKXzN/BjiLyqoh8LyLficiRSR5fKHvRjU9VG9yFyxf1M7APTrz2a2BQkm2uAtKS2P5xwFBgaVDZNOBG7/uNwL1JtjcFuD5J4+sBDPW+t8MlpxyUrDFGsJeUMQICtPW+NwP+CxwBzAbO9sr/AVyeZHvPAGcl6b/hdcCLwDvefVLGFsFe0sbmtV/tdzzJv4Oh7CXzd/BZ4BLve3NcSqVkji+UvajG11BnUCOAn1R1haruBl4CTq/jPsWFqn4K/FKl+HTcf2S8z98n2V7SUNVcVV3sfd8BfAf0IkljjGAvKahjp3fbzLsUOAF41StP5PjC2UsKItIb+B3whHcvJGlsoezVIUn7HaxNRKQD7n9KnwRQ1d2qmk+SxhfBXlQ0VAfVC1gbdL+OJP7x8VDgIxFZJCITkmwrQDdVzfW+bwC61YLNq0RkibcEmLDpfjDiMjIfivu//qSPsYo9SNIYvSWpbGATMAc3y89X1VKvSkJ/TqvaU9XA+KZ643tQRFokyNx0YBJQ7t13JoljC2EvQDLGFiDU73gyfz7D/U1Jxs/nAGAz8LS3bPqEiLQheeMLZw+iGF9DdVB1wTGqOhQ4BbhSRI6rTePq5snJPhMwA9gXSAdygfsTbUBE2gKvARNVdXvws2SMMYS9pI1RVctUNR3ojZvl/ypRbfuxJyKDgZs8u8OBTsBf47UjIqcBm1S1VhKVRrCX8LFVIeLveBJ+PkPZS9bPZ1Pckv4MVT0U2IVb0qsgweMLZy+q8TVUB5UD9Am67+2VJQ1VzfE+NwFv4P4AJZuNItIDwPvclExjqrrR+6NXDjxOgscoIs1wzuIFVX3dK07aGEPZS/YYPRv5uBQ1RwIdRSSgeZmUn9Mge7/1ljZVVYuBp0nM+I4GRovIKtxy+gnA30ne2KrZE5F/JmlsFYT5HU/az2coe0n8+VwHrAuaZb+KcyDJGl9Ie9GOr6E6qCxgfy+KqDlwNvBWsoyJSBsRaRf4DvwGWBr5rYTwFjDe+z4eeDOZxgI/qB5/IIFj9PYsngS+U9UHgh4lZYzh7CVrjCLSRUQ6et9bASfh9r3mA2d51RI5vlD2vg/6YyO4/YS4x6eqN6lqb1Xtj/td+1hVzyVJYwtj77xkjC1AhN/xZP18hrSXrJ9PVd0ArBWRgV7RicAykjS+cPaiHl8iojXq4gJOxUVm/QzckmRb++AiBb8Gvk2GPWAWbspbgvu/j4tx6/zzgB+BuUCnJNt7HvgGWIL7we2RQHvH4JYPlgDZ3nVqssYYwV5SxggMAb7y2l0K3Bb0s5MJ/AS8ArRIsr2PvfEtBf6JF+mXwP+Ox7Mnqi4pY4tgL2ljC/c7nsSfz3D2kvk7mA4s9Nr+F5Ca5L8xoexFNT6TOjIMwzDqJQ11ic8wDMPYyzEHZRiGYdRLzEEZhmEY9RJzUIZhGEa9xByUYRiGUS8xB2U0KESkzFNBXioir4hI6wS3PzGWNkXkQhHpGXT/hIgMSkB/LhSR/4u3Hb9tisjvReQ27/tlInJBFO0O9GR7lojIkV5ZUxGZG/xvKiIvicj+8Y7D2PsxB2U0NApVNV1VBwO7gcsS3P5EIKSDEpGUCO9dCFQ4KFW9RFWXJbRntcMk4FEAVf2Hqj4XxbuXAtfizptd75VdDvxTVQuC6s3w7BhGRMxBGQ2ZfwP7eafynxKXH+krETkdKmYKr4vIB+Ly3UwLvCgivxGRL0VksTcTaysi1+CczHwRme/V2yki94vI18CRInKbiGR5M7iZ4jgLGAa84M3uWonIAhEZ5rUxTlzen6Uicm9QH3aKyFRxOZ3+IyIRhTo99YjXPPtZInK0iDQRl1eoY1C9H0WkW6j6NbR/AFCsqlu8+ykicr33fYGI3Ov9G/8gIseGaKIE59xbAyVen0YBVZ3cv4Ffyx6ZJMMIiTkoo0Hi/XE7BXcq/RacHM4IIAP4X9mjnJwOjAUOBsaKS2SYBtwK/FqdWOdC4DpVfQhYD2Soaob3fhvgv6p6iKp+Bvyfqg73ZnCtgNNU9VWvjXO92V1hUD97Avfi9OvSgeEi8vugtv+jqocAnwJ/qmHYfwceVNXhwJnAE+o0zd7EycYgIocDq1V1Y6j6NbR/NLA4wvOm3r/xROD2EM8fAW7GpW34GzAZ+JvXxwq8+5+AQ2roj9HIsf+DMRoarcSlmAD3f+JPAl/gxEUDy0otgb7e93mqug1ARJYB/XCJ0wYBnztZN5oDX4axV4YTnA2QISKTcLOETjiZmrcj9Hc4sEBVN3t9eAGXJ+dfuCXKd7x6i3B6epH4NTDI6zNAe3Fq7S8Dt+EEVM/27iPVD0cPXIqEcAQEfhcB/as+VNU1OGkiRGQ/nIDsdyLyPO7feLKq/uBV34SbrdaKQrrRMDEHZTQ0CtWlmKhA3F/gM1V1eZXyw4HioKIy3M+84PInjfNhr0hVy7z2WuL2Z4ap6loRmYJzhrFSonu0xgJ9i0QT4AhVLQouFJEvcUudXXAiqnfXUD9c+4VAhwj2A/+Wfvo6FTdLvQY3c1uFm1Wd6z1v6dkzjLDYEp+xN/AhcLXnqBCRQ2uo/x/gaO//8gPK0gd4z3bgUsSHIuCMtngzkbOCnoV7LxMYKSJpXpDFOOCTmgYUho+AqwM3IpIOFXl83gAewKm3b41UPwLfAfvF2LcKRGQksF5Vf8TNNMu9Kzj45ABqJyOA0YAxB2XsDdyFS3m+RES+9e7D4i23XQjMEpEluOW9QHLBmcAHgSCJKu/l43LYLMU5xaygx88A/wgESQS9k4tL1DYfp1y9SFVjTWlwDTDMC+NeRuUIxpeB89izvFdT/VB8ChwqEaZYNeG9eyt7/hvMxO2FvQvc59XphpsJb4jVjtE4MDVzwzAqEJG/A2+r6twk2vgzsF1Vn0yWDWPvwGZQhmEE8zfCnANLIPm4SD/DiIjNoAzDMIx6ic2gDMMwjHqJOSjDMAyjXmIOyjAMw6iXmIMyDMMw6iXmoAzDMIx6yf8HKnjh8u8K310AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "CommuterThreshold = 2\n", "PenetrationLib.PenetrationAnalysisPlot(BusRate, PtDemandDF_Route1, PtDemandDF_Route2, PtDemandDF_Route3,\n", " PtDemandDF_Route4, BusesPropositionN, CommuterThreshold, BusCapacity,\n", " ResultPathDir\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Penetration Considering Feature set-4" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "CommuterThreshold = 3\n", "PenetrationLib.PenetrationAnalysisPlot(BusRate, PtDemandDF_Route1, PtDemandDF_Route2, PtDemandDF_Route3,\n", " PtDemandDF_Route4, BusesPropositionN, CommuterThreshold, BusCapacity, \n", " ResultPathDir\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "1. Traffic Demand Analysis, No. 3, Gujarat Infrastruct. Dev. Board, 2019, URL http://www.gidb.org/pdf/5_Ch2_Traffic_Demand.pdf. (Accessed 29 December 2019).\n", "2. Greater ahmedabad integrated mobility plan - data collection and analysis, in: Prep. by Cent. Environ. Plan. Technol., CEPT, Urban Mass Transit Co. Ltd. (UMTC), Lea Assoc. South Asia Pvt Ltd, 2012.\n", "3. L. Rayle, Urban mobility forecasts : Emissions scenarios for three Indian cities, in: 89th Annual Meeting of the Transportation Research Board, Transp. Res. Rec., Vol. 9, Washington DC, 2009.\n", "4. Janmarg Bus Rapid Transit in Ahmedabad, Cent. Excell. Urban Transp. CEPT Univ. Ahmedabad, India, 2019, URL https://www.dimts.in/pdf/ Symposium-on-Publi-Transportation/BRT_Systems_in_Indian_cities-Prof.Shivanad_Swamy.pdf. (Accessed 30 December 2019)\n", "5. Janmarg - BRTS Ahmedabad Bus Rapid Transit System, Cent. Excell. Urban Transp. CEPT Univ. Ahmedabad, India, 2019, URL https://www.unescap.org/sites/default/files/4.2Institutionalissuesandcoordinationinsustainabletransport-CEPT.pdf. (Accessed 30 December 2019)." ] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 2 }