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Intended to be paired with https://github.com/kuanb/ft_bogota/tree/master/gtfs (version 0.0.1, for reference only)
{
"cells": [
{
"cell_type": "code",
"execution_count": 255,
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"import matplotlib\n",
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import geopandas as gpd\n",
"import json\n",
"import networkx as nx\n",
"import numpy as np\n",
"import osmnx as ox\n",
"import pandas as pd\n",
"import time\n",
"\n",
"from matplotlib.colors import LinearSegmentedColormap\n",
"from networkx import NetworkXNoPath\n",
"from sklearn.neighbors import KDTree\n",
"\n",
"from shapely.geometry import Point, Polygon, MultiPolygon\n",
"from shapely.geometry import shape\n",
"\n",
"import ft_utils as ft"
]
},
{
"cell_type": "code",
"execution_count": 354,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6408 bad data points out of 510680 total; or 1.25%.\n",
"25 out of bounds data points.\n",
"Number of unique trip IDs: 388\n"
]
}
],
"source": [
"# load in the base csv\n",
"bdf = pd.read_csv('../bogota_points.csv')\n",
"coords = (-74.421387,4.4,-73.773193,4.957563)\n",
"bdfc = ft.clean_base_df(bdf, coords)\n",
"\n",
"print('Number of unique trip IDs: {}'.format(len(list(set(bdfc['trip_id'].values)))))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 0 min\n",
"Good vals remaining: 388\n",
"Using this target trip: T39046676\n",
"Subset that intersect target trip: 303\n",
"Of that subset, 20 are valid\n",
"Identified 20 trip IDs: ['T78419218', 'T90497910', 'T94878792', 'T17240845', 'T99586798', 'T71793797', 'T99020788', 'T11952715', 'T47931622', 'T55997866', 'T52549071', 'T28389423', 'T39027537', 'T58548281', 'T39046676', 'T64032436', 'T71041523', 'T39169275', 'T37408698', 'T26493351']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 1 min\n",
"Good vals remaining: 368\n",
"Using this target trip: T71273345\n",
"Subset that intersect target trip: 268\n",
"Of that subset, 19 are valid\n",
"Identified 19 trip IDs: ['T52295962', 'T71273345', 'T59567385', 'T81240852', 'T88113642', 'T53979518', 'T96470634', 'T33487330', 'T68459160', 'T94109607', 'T42219492', 'T64032436', 'T57378819', 'T81532461', 'T67734281', 'T10116098', 'T68399276', 'T6594016', 'T21982836']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 3 min\n",
"Good vals remaining: 350\n",
"Using this target trip: T66213358\n",
"Subset that intersect target trip: 216\n",
"Of that subset, 19 are valid\n",
"Identified 19 trip IDs: ['T59567385', 'T81240852', 'T92551078', 'T88113642', 'T99132809', 'T98190450', 'T46804420', 'T33487330', 'T35887882', 'T80045363', 'T89301768', 'T42219492', 'T13465057', 'T64032436', 'T66213358', 'T81532461', 'T94109607', 'T68399276', 'T6594016']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 4 min\n",
"Good vals remaining: 341\n",
"Using this target trip: T5451532\n",
"Subset that intersect target trip: 251\n",
"Of that subset, 10 are valid\n",
"Identified 10 trip IDs: ['T72530790', 'T78001979', 'T64828311', 'T37527478', 'T5451532', 'T60970028', 'T47266124', 'T80213680', 'T92584384', 'T14266306']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 5 min\n",
"Good vals remaining: 331\n",
"Using this target trip: T12803255\n",
"Subset that intersect target trip: 264\n",
"Of that subset, 14 are valid\n",
"Identified 14 trip IDs: ['T12803255', 'T78419218', 'T90497910', 'T63057913', 'T49774371', 'T11952715', 'T99067985', 'T18309771', 'T39027537', 'T52549071', 'T58548281', 'T71041523', 'T29443833', 'T57663754']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 7 min\n",
"Good vals remaining: 324\n",
"Using this target trip: T31862590\n",
"Subset that intersect target trip: 294\n",
"Of that subset, 28 are valid\n",
"Identified 28 trip IDs: ['T58241447', 'T97479369', 'T39169275', 'T81067452', 'T90497910', 'T7338050', 'T90712666', 'T21248776', 'T49224161', 'T3440003', 'T16222146', 'T52549071', 'T58548281', 'T79943953', 'T6059911', 'T28586738', 'T2455349', 'T62741415', 'T30349873', 'T78419218', 'T49822131', 'T71870567', 'T89257880', 'T9727747', 'T31862590', 'T45317976', 'T53795354', 'T18798897']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 8 min\n",
"Good vals remaining: 301\n",
"Using this target trip: T7221988\n",
"Subset that intersect target trip: 162\n",
"Of that subset, 11 are valid\n",
"Identified 11 trip IDs: ['T51133308', 'T47490015', 'T49637799', 'T21338560', 'T7221988', 'T56725254', 'T79975224', 'T37218099', 'T47981835', 'T37420467', 'T40469226']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 9 min\n",
"Good vals remaining: 290\n",
"Using this target trip: T64293761\n",
"Subset that intersect target trip: 254\n",
"Of that subset, 20 are valid\n",
"Identified 20 trip IDs: ['T63176', 'T59567385', 'T71870567', 'T96800136', 'T88113642', 'T99020788', 'T33487330', 'T9727747', 'T16222146', 'T68399276', 'T97479369', 'T42219492', 'T64032436', 'T67046298', 'T39169275', 'T81532461', 'T6594016', 'T63162510', 'T50566685', 'T64293761']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 11 min\n",
"Good vals remaining: 284\n",
"Using this target trip: T30193232\n",
"Subset that intersect target trip: 252\n",
"Of that subset, 20 are valid\n",
"Identified 20 trip IDs: ['T24651929', 'T62593368', 'T59567385', 'T81240852', 'T75420816', 'T60003309', 'T88113642', 'T64828311', 'T30193232', 'T19859556', 'T94109607', 'T4328046', 'T42219492', 'T40235054', 'T64032436', 'T28154135', 'T94451968', 'T40708696', 'T68399276', 'T6594016']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 12 min\n",
"Good vals remaining: 273\n",
"Using this target trip: T93466500\n",
"Subset that intersect target trip: 248\n",
"Of that subset, 23 are valid\n",
"Identified 23 trip IDs: ['T39569051', 'T42242532', 'T88613629', 'T13052276', 'T36128226', 'T97397386', 'T64083082', 'T98336627', 'T59332523', 'T56577895', 'T36659988', 'T9829054', 'T14175661', 'T22262581', 'T53008239', 'T4378376', 'T50154624', 'T75027911', 'T93949679', 'T70993453', 'T93466500', 'T19859556', 'T81119870']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 13 min\n",
"Good vals remaining: 251\n",
"Using this target trip: T36471080\n",
"Subset that intersect target trip: 209\n",
"Of that subset, 17 are valid\n",
"Identified 17 trip IDs: ['T52666227', 'T58951067', 'T25412735', 'T45414979', 'T73426262', 'T10060029', 'T98190450', 'T35887882', 'T75500747', 'T90798674', 'T33384266', 'T36471080', 'T88152131', 'T79788733', 'T3047051', 'T54365026', 'T25407060']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 15 min\n",
"Good vals remaining: 236\n",
"Using this target trip: T88248718\n",
"Subset that intersect target trip: 288\n",
"Of that subset, 25 are valid\n",
"Identified 25 trip IDs: ['T24651929', 'T60297485', 'T68459160', 'T88613629', 'T93153258', 'T83730458', 'T90497910', 'T28154135', 'T56134698', 'T97925018', 'T53979518', 'T60357736', 'T64032436', 'T58548281', 'T89764088', 'T83293275', 'T37408698', 'T94878792', 'T74826201', 'T81532461', 'T26493351', 'T51295162', 'T88248718', 'T38539886', 'T19859556']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 16 min\n",
"Good vals remaining: 224\n",
"Using this target trip: T78854971\n",
"Subset that intersect target trip: 248\n",
"Of that subset, 28 are valid\n",
"Identified 28 trip IDs: ['T24651929', 'T78854971', 'T77854453', 'T3780668', 'T60297485', 'T90497910', 'T28154135', 'T43307132', 'T81240852', 'T64828311', 'T98190450', 'T35887882', 'T33384266', 'T58548281', 'T66504089', 'T54365026', 'T84886955', 'T97858890', 'T22777170', 'T64115859', 'T78419218', 'T52779801', 'T57533864', 'T19859556', 'T94109607', 'T75500747', 'T40235054', 'T40708696']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 18 min\n",
"Good vals remaining: 213\n",
"Using this target trip: T29109244\n",
"Subset that intersect target trip: 237\n",
"Of that subset, 9 are valid\n",
"Identified 9 trip IDs: ['T78419218', 'T3035022', 'T66588205', 'T29109244', 'T52549071', 'T58548281', 'T90497910', 'T64115859', 'T31235741']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 19 min\n",
"Good vals remaining: 209\n",
"Using this target trip: T81084863\n",
"Subset that intersect target trip: 256\n",
"Of that subset, 26 are valid\n",
"Identified 26 trip IDs: ['T11952715', 'T16037478', 'T72503760', 'T90497910', 'T81067452', 'T92584384', 'T6245212', 'T14266306', 'T52549071', 'T58548281', 'T24509812', 'T11176318', 'T57850214', 'T77224622', 'T40310864', 'T80213680', 'T39027537', 'T71041523', 'T30349873', 'T78419218', 'T81084863', 'T55285993', 'T68686316', 'T47931622', 'T60780278', 'T17421028']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 21 min\n",
"Good vals remaining: 196\n",
"Using this target trip: T54763879\n",
"Subset that intersect target trip: 229\n",
"Of that subset, 16 are valid\n",
"Identified 16 trip IDs: ['T54763879', 'T59332523', 'T71870567', 'T73051047', 'T77224622', 'T42242532', 'T4378376', 'T19859556', 'T9727747', 'T75027911', 'T16222146', 'T93949679', 'T97479369', 'T99020788', 'T73485424', 'T67046298']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 22 min\n",
"Good vals remaining: 193\n",
"Using this target trip: T60233001\n",
"Subset that intersect target trip: 262\n",
"Of that subset, 20 are valid\n",
"Identified 20 trip IDs: ['T22262581', 'T3035022', 'T39569051', 'T66588205', 'T67734281', 'T60003309', 'T75420816', 'T1529019', 'T35405565', 'T19748513', 'T68263993', 'T70993453', 'T88613629', 'T4328046', 'T24200431', 'T26359757', 'T57378819', 'T64318796', 'T60233001', 'T94451968']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 23 min\n",
"Good vals remaining: 185\n",
"Using this target trip: T5254946\n",
"Subset that intersect target trip: 253\n",
"Of that subset, 5 are valid\n",
"Identified 5 trip IDs: ['T14441563', 'T60970028', 'T47266124', 'T72530790', 'T5254946']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 24 min\n",
"Good vals remaining: 183\n",
"Using this target trip: T86485651\n",
"Subset that intersect target trip: 173\n",
"Of that subset, 12 are valid\n",
"Identified 12 trip IDs: ['T59658725', 'T31059355', 'T32349439', 'T86485651', 'T55285993', 'T70160268', 'T14266306', 'T47931622', 'T80213680', 'T17186653', 'T92584384', 'T428826']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 26 min\n",
"Good vals remaining: 176\n",
"Using this target trip: T61831291\n",
"Subset that intersect target trip: 218\n",
"Of that subset, 8 are valid\n",
"Identified 8 trip IDs: ['T55110335', 'T71927684', 'T61831291', 'T64032436', 'T55467345', 'T81532461', 'T92584384', 'T83475335']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 27 min\n",
"Good vals remaining: 171\n",
"Using this target trip: T77251991\n",
"Subset that intersect target trip: 231\n",
"Of that subset, 9 are valid\n",
"Identified 9 trip IDs: ['T3035022', 'T74839773', 'T81167912', 'T37045073', 'T93729708', 'T77251991', 'T64916658', 'T17186653', 'T4002264']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 28 min\n",
"Good vals remaining: 164\n",
"Using this target trip: T12488842\n",
"Subset that intersect target trip: 205\n",
"Of that subset, 7 are valid\n",
"Identified 7 trip IDs: ['T12488842', 'T4057660', 'T34875815', 'T55422957', 'T96486199', 'T72530790', 'T17859276']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 29 min\n",
"Good vals remaining: 158\n",
"Using this target trip: T2612237\n",
"Subset that intersect target trip: 171\n",
"Of that subset, 3 are valid\n",
"Identified 3 trip IDs: ['T13052276', 'T2612237', 'T93729708']\n",
"\n",
"------------------------------\n",
"Starting new pass through. Elapsed time: 30 min\n",
"Good vals remaining: 157\n",
"Using this target trip: T288058\n",
"Subset that intersect target trip: 213\n",
"Of that subset, 26 are valid\n",
"Identified 26 trip IDs: ['T7779575', 'T12488842', 'T34713377', 'T19748513', 'T88613629', 'T85229655', 'T10989023', 'T68263993', 'T24200431', 'T57378819', 'T67734281', 'T66588205', 'T3464642', 'T1529019', 'T37400339', 'T26356674', 'T26359757', 'T77330801', 'T288058', 'T89993238', 'T87233066', 'T95175730', 'T45071938', 'T96759292', 'T5014724', 'T64318796']\n"
]
}
],
"source": [
"# We will use this to hold all our final result shapes\n",
"unique_trip_paths = {}\n",
"unique_trip_id_pairs = {}\n",
"\n",
"all_possible_ids = list(set(bdfc['trip_id'].values))\n",
"do_not_use = []\n",
"\n",
"start_time = time.time()\n",
"while len(do_not_use) < len(all_possible_ids):\n",
" print('\\n------------------------------')\n",
" print('Starting new pass through. Elapsed time: {} min'.format(round((time.time() - start_time)/60), 3))\n",
" use_vals = list(set(bdfc[~bdfc['trip_id'].isin(do_not_use)].trip_id.values))\n",
" print('Good vals remaining: {}'.format(len(use_vals)))\n",
"\n",
" # Start with a single trip\n",
" target_trip = ft.get_next_target_trip(bdfc, use_vals)\n",
" print('Using this target trip: {}'.format(target_trip))\n",
"\n",
" # Now convert that target trip into a Polygon\n",
" single_trip_mpoly = ft.extract_single_trip(bdfc, target_trip)\n",
"\n",
" # Find all other trip points that intersect with this buffered geometry\n",
" grouped_trips = ft.get_similar_routes(single_trip_mpoly, bdfc)\n",
"\n",
" # Also log the trip ids\n",
" gt_df = grouped_trips.to_frame()\n",
" identified_ids = list(set(gt_df.index.values))\n",
" print('Identified {} trip IDs: {}'.format(len(identified_ids), identified_ids))\n",
"\n",
" # Update the do not use tracker, and all final output values\n",
" do_not_use = do_not_use + identified_ids\n",
" \n",
" # Make sure the target trip also gets added to the used ones\n",
" if target_trip not in do_not_use:\n",
" do_not_use.append(target_trip)\n",
" \n",
" unique_trip_id_pairs[target_trip] = identified_ids\n",
" unique_trip_paths[target_trip] = None # placeholder"
]
},
{
"cell_type": "code",
"execution_count": 257,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"text/plain": [
"<module 'shapely' from '/usr/local/lib/python3.6/site-packages/shapely/__init__.py'>"
]
},
"execution_count": 257,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# used to reload flocktracker lib\n",
"import importlib\n",
"importlib.reload(ft)\n",
"import shapely\n",
"importlib.reload(shapely)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"# keeping this separate as that way we don't have to repeat all each time\n",
"# results = {}"
]
},
{
"cell_type": "code",
"execution_count": 260,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"---\n",
"Working with reference trip id T12488842 (1/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 0 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T12803255 (2/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 0 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T2612237 (3/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 2 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T288058 (4/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 2 min\n",
"Unified polygons: 3. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T29109244 (5/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 5 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T30193232 (6/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 6 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T31862590 (7/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 8 min\n",
"Unified polygons: 3. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T36471080 (8/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 12 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T39046676 (9/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 14 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T5254946 (10/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 15 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T5451532 (11/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 16 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T54763879 (12/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 17 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T60233001 (13/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 18 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T61831291 (14/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 21 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T64293761 (15/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 22 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T66213358 (16/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 23 min\n",
"Unified polygons: 3. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T71273345 (17/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 26 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T7221988 (18/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 27 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T77251991 (19/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 29 min\n",
"Unified polygons: 5. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T78854971 (20/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 31 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T81084863 (21/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 33 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T86485651 (22/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 35 min\n",
"Unified polygons: 2. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T88248718 (23/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 36 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"\n",
"---\n",
"Working with reference trip id T93466500 (24/24).\n",
"Already calculated. Skipping...\n",
"Elapsed time: 40 min\n",
"Unified polygons: 1. Largest will be extracted.\n",
"Completed\n"
]
}
],
"source": [
"start_time = time.time()\n",
"for ki, k in enumerate(list(unique_trip_id_pairs.keys())):\n",
" print('\\n---\\nWorking with reference trip id {} ({}/{}).'.format(k, ki + 1, len(list(unique_trip_id_pairs.keys()))))\n",
" \n",
" if k in results.keys():\n",
" print('Already calculated. Skipping...')\n",
"# continue\n",
"\n",
" print('Elapsed time: {} min'.format(round((time.time() - start_time)/60), 3))\n",
" tids = unique_trip_id_pairs[k]\n",
" tids.append(k)\n",
" \n",
" sub_df = bdfc[bdfc['trip_id'].isin(tids)]\n",
" sub_xys = [Point(x, y) for x, y in zip(sub_df['lon'].values, sub_df['lat'].values)]\n",
" sub_gdf = gpd.GeoDataFrame(sub_df, geometry=sub_xys)\n",
"\n",
" simplified = ft.unify_trips(sub_gdf.geometry, 0.0025)\n",
" # Convert this polygon into a triangulated composition\n",
" tri_cleaned = ft.triangulate_path_shape(simplified)\n",
"\n",
" skeleton = ft.run_skeletonization(simplified.buffer(0.05))\n",
" first_point, last_point = ft.get_farthest_point_pair(skeleton)\n",
"\n",
" (G,\n",
" id_of_end_pt,\n",
" id_of_start_pt) = ft.generate_multidigraph(tri_cleaned,\n",
" simplified,\n",
" first_point,\n",
" last_point)\n",
" \n",
" try:\n",
" route = nx.shortest_path(G,\n",
" source=id_of_start_pt,\n",
" target=id_of_end_pt,\n",
" weight='length')\n",
"\n",
" except NetworkXNoPath as e:\n",
" print('There was a NetworkXNoPath error. Trip ID: {}'.format(k))\n",
" gpd.GeoSeries(simplified).plot(figsize=(8,8))\n",
" raise e\n",
" \n",
" results[k] = {'G': G,\n",
" 'route': route,\n",
" 'path': LineString(Point(G.node[r]['x'], G.node[r]['y']) for r in route)}\n",
" \n",
"print('Completed')"
]
},
{
"cell_type": "code",
"execution_count": 261,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"T12488842\n"
]
},
{
"data": {
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jx7UlkPBL7gNVVamqquo1eDh+/Dh3794F/NUj4+Pj2b17tzbEYTKZglZsREVFERkZSXl5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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02d707e908>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T12803255\n"
]
},
{
"data": {
"image/png": 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ysXbtWh8Rl4dlO4iiiNFoDFhD//KVuT6rAI1Gw48//khzczNGo7FPtY1zc3Mf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\na5u4ugAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02bc175630>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T2612237\n"
]
},
{
"data": {
"image/png": 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PP//k/v37IQXJ7XZz4cIFFi5c2O0a+gtCpAQCP3wWSUeam5sxGAxs27at0+emp6dTV1fX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\nkCKEhDUKKUJIWKOQIoSEtf8DHCCA/0lFFfcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02c7454da0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T288058\n"
]
},
{
"data": {
"image/png": 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BsbmZ5oQEGDWK8ePH88knn6AoCrm5uYwePZqNGzd2upxF+2UwXlfSUxJCiD6Wef060ZmZ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\nMZYsWYKUlBS/3wV+3SF88cUXsFgsiIiIo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v/+PTo7O0VHZ60Y4ezZs6Izb+AsGEVR0Nra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\nxr/eHsMge2HpZAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02ba1533c8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T29109244\n"
]
},
{
"data": {
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Sk5ODH5D4+DEPp09n2bJlXLlyhfv37ysRN39/f6xWq5vGz4QJE5g+fTpnz56loaFBMUze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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02babdc5c0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T30193232\n"
]
},
{
"data": {
"image/png": 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S2tpKbm4u/v7+Ugxm06ZN7Nu3j6CgIK/GJiIigmXLlg3LHmtra92MjQO73Y7FYuHbb7/t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\n6lQ8Hg9lZWV+AUZRFCwWCx0dHX4VBGfPns3ChQsf6Hc+DLL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lpZSWlpKYmEh5eTm5ubna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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02c9346710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T31862590\n"
]
},
{
"data": {
"image/png": 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SJBEeHt5p7pPRaPRyay9ZskT++fjx44pu74qKCkUDsMPh6FYPqZfBd99912Xy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\noCOERiAQDDpCaAQCwaAjhEYgEAw6/w9x7pWHNw1N3wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02b94e1f98>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T36471080\n"
]
},
{
"data": {
"image/png": 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WKVNISE+PeH6Xy0V8fDyyLNPR0UFJSQklJSXK/r/97W+88MILTJ48+ZHvRQifQCC4LxaL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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02b7a93ef0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T39046676\n"
]
},
{
"data": {
"image/png": 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5kvnz57uWJLdvw4kT5OTkEBsbi3HECC4GBqJSqVxRzB3bwS/zmD106JCX6/7s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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02b9d3e278>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T5254946\n"
]
},
{
"data": {
"image/png": 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MfIaduDq7I3XFbrezc+dOXnvttcf6jvb2dpKSknjuuee84SbFxcq5sLAw8CUA\nFQxthp24uhNWB/eb4j0IBQUF/jFcvrJA4E2HhogyHhYMK3EdOXLkga575513cLvdSJLEyy+/TFRU\n1ON9scXiTZkG3meJkWtYMKwMGiUlJT2enz9/PkajEbfbDXg3hPfs2dPjPcEshe+//76S5BOA1lal\nGolKpRLiGiYMK3H1RGpqKhMnTgxIXeZ2u3nrrbe6ve/AgQN+xxEREbjdbnbu3PlLY2urvwjFtHBY\nMOzF1SGmJ554ApvNRnV1dcA1siyzdetW6jrlu+iga36M9vZ2nnzySex2Ox9++KG30WLxL6ggRq5h\nwbAXl06nA7w1sLZv3w54s+AG4/PPPw9oCw8P9zuWZZljx44RHR2NxWJh79690NqK0+lE6kg6I8Q1\nLBhW4oqPjw9o6xiNlDyCoBgfuiLLMh9++CF3795V2vzWVj4kSaK5uRmAhro6SouKFAMJkgQREY/1\nHoLBwbAS1+rVqx/oup4KzFksFr744guOHj0KoGTN7SCxS7i+xm7HbDbj8XjweDxcq6qCIGWEBEOP\nYfe/vGXLlgc2rU+dOpW0tLSg565duwbAJ598orSlp6fz4osvsnnzZubPn49er0fl8WCJjsap06F2\nOmlubHz8lxAMCobVPlcH69atU4IZuyJJEh2pHK9cuRJ02teB0+mktdMG8c2bN9m6davfNWEuFxHN\nzUiAW6PBLXwKhw3DbuTqYOXKlSQlJQW0d86R2pOwAD799NP7fo/K6STMbMajUtEaH0/96NEP31nB\noGRYjlwdrFq1itOnT1NUVPTA92zcuBGDwcDZs2c5f/78fa/XW63YTCZUHg+RDQ0i6ecwYtj/T8+e\nPRur1dqj94ZWq/XWzAoPV8z0M2bMoL6+3q+AQgcqlYoRI0awaNEijMePY7FauX79OmFhYUx/9dU+\nexfBwGLYiwtg0aJFREZGcu7cuaDnJ06cSFFREStXrgS808VTp04FFVbHyKZw545i7p84cSIESXct\nGJqIQgydcLvd7N69289I0YEkSeTm5nL58mUl+adGowm6LsvIyGDJkiUgy/A//gcXz57F5XIxbdo0\n+N3vQFSHHBYIcQVh79691HdT8FutVpOVlcX8+fPRaDSKdXDRokVkZmayb98+pS7X7KwsIt9/n6am\nJlQqFXlz58Jf/ZUoDzRMENPCIKxevZr9+/dz584dv/YXX3zRb5O4s69hti/hzNq1azGbzezbt4+S\no0fJ9AlcBPgwAAAgAElEQVTN43ZzpbaWSUJYw4Zha4q/H2azOaCta13iQ4cOAQRsSptMJjZt2oQl\nLo7KyZOxGwyY6upoKy/v1rVKMPQQ4uqGYCL46KOP/I47BJjuS/bZmePHj6Ox20ktLkZvs2FOSkKS\nZS7//HOf9Fcw8BDi6oZghgqn08kXX3wBoGTYBa+bVAf19fW88847FBcXYzOZcOr13hOyTHhzM+Zt\n27yGDsGQR4irG7rGaXVw9+5dioqK+LnTCNRhev/888/Zu3cvHo+H8ePHI0sS99LTaY2NxWo0YouM\nJPLePThxIiTvIOhfhLi6YcKECd2eO336tGKOV6lUlJSUsHXrVmpra0lNTWXz5s1cu3YNnU5HbVYW\n9ogIwnyF7lQqFXz3HVy6FKpXEfQTwhTfA2+//XaP4Sed0Wq1vPTSS5hMJj788EO/sH6D2czEU6eI\n0usxm81ERUUxZtw4b3HxjIy+6r6gnxHi6gGbzaZEJ9+P8PBwZFnGarUqbZ097DctWID+k08ou36d\nlpYWkpKSSBkzBgoKQJRsHZIIcT0Awfa87kdERISSA1Gr1bJ582bvVPDTT7ly5YqSU8MRFkba3/89\no3qYhgoGJ2IT+QF4/vnnA9p27NgRUKq1M21tbYrD74wZM7yNOTnQ0sIkUPwYZeD7r75ikxDXkEMY\nNB6RDRs2BI0H60yH0SMnJ0dpu5OZyTG7HUNrK1qrFUd4OGN+/hl8FScFQwcxLXxMHA4Hhw4dQqPR\ncPPmzQADiFqtZs6cORQWFv4y0nk8PPHJJzgNBmRfPo1r8+eTu3IlkyZNCvUrCPoIIa5epiMVdlck\nSSI+Pp5JkyZx5MgRMs+cIcaXRWry5Ml8YzBwd+RI9Ho9CxYs4Pjx44SFhbFmzZpQv4KglxDi6gO6\n5tFYtmwZo0eP5s6dO+zfvx9Jkhh59SrzPR5u3LjBpEmTMDz1FJeSkzl58qTfvRqNhoKCglB2X9BL\nCINGHzB69GgqKyuV42+++Ub5rFarcbvduOPiiPatyWpraxl97x45y5YRFRXF119/rVzf2Q3LYrFw\n8eJFLl++rLQZDAZefvnlbhOZCvoPIa4+YNmyZTidTpxOJzt27PA7Fx8fT21tLfPy82H3bgBvcKYv\nfCUhISHgeWazmYqKCk6fPh1wrmMvLiEhgfz8/D54G8GjIqyFfYRWqw1IdQ3eUQogftw4UKlQq9Ve\nq6LZDDabn+d9REQEkiSxa9euoMLqzL179x64RJIgNAhx9TEjR44M2n7xyhWIi0Ov1ysWxoOdSg8V\nFBTw2muvBVRd6YmSkhIRLzaAEOLqY55//nny8/N/KcLg4/Tp09yyWr1lXIGLFy9i8yW8ycjIQKPR\ncP78eSVlQFfGjx/vdQLuQkcAp6D/EeIKAQkJCaxbt04JY0lKSkKj0VB05w4NDQ3ei1pbSSorA7zT\nwbfeeouzZ8+iDZKhV61Wc+3ataBOxb1RdlbQOwhTfD/y7T/9E2E//4wsy8RXVeHS6SidM4eGtDQM\nBgMrVqzgwIEDylRv4sSJzJ8/H/BaDr/99tugiXQWLFjA+PHjQ/ougkDEyNWPjH3+eaonTCCsrQ1r\nVBTOsDBGFxWxfupUNm7cSFtbGw6HQ5lSKj6KgNFo7LZqy9GjR3v0exSEBiGufiQjI4PMjAy/sH8J\nMH7zDZSU8O233wLekrIQWJRvt8+UH4y9e/f2focFD4UQVz8ze/160v/iL/xqdp07c4Yzf/mXRNbX\nk5aWRn19vZ/xwmKx8M477ygF9latWhXwXDFy9T9iE3kAkPDkkyRER8PevZw7exYAyeNhdFERiXPm\nUGW1KntmJSUlfvtZixYtIikpicjIyKCZggX9hxi5Bgo5OeDLRS9LEi69Hn17O9Z33iGsqYmRI0fy\n7bffcuTIEWUNlpeXR3Z2NjabzS+tQAfCLN+/iJFrIDF9OnW5ucRcvYrWF9/lMJsZe+oUJZKENSqK\n8PBw2tvbyczMJCsrq8egzZqaGurr66murmbSpElBzfqCvkOY4gcgx/7hHzCeOeO3j+XU6ahfuZLb\nTicmkwmr1aoEYz4omzdvFgILIWJaOAB58m//lrzf/tavTetwkLJrF9F37mBuacHtdntLEvnIyspS\nPk+cOJGXX3454LnHjh3ru04LAhDiGohIEjz9NLbcXKXJo1LhUavJOnuW8YWFjI+Npbi4GEmS2Lhx\nIzdu3ABgzJgxzJ8/XymI3plgQZyCvkNMCwcysswPv/892ro6tHY7Ot86TPJ4QJZpTEtj0V//NZao\nKGXP69lnn+Xrr7/G4/H41Q/rSPOWmprKihUr+u2VhhNCXAMdWWb3n/5E5tmzSL7/KoderwgNwBIb\ny80pUyA+HrvdjkqlYtmyZXz99dfodDo2bdoEwFdffUVVVRXh4eG88sor3absFvQOQlyDhdpaTv+3\n/4ZcXw+yjLaTMcMeFobK7cacmEjk2rU88fTTSiH1/Px8vwDMixcvcurUKb9HL168mMzMzJC9ynBB\nrLkGC0lJzP63f6Nm7lxcHZVTfKg8HrQOB3HV1TxRWAjXr3Px4kUMBkNAZPOUKVNIS0vza/vhhx/6\nvPvDETFyDUK++/ZbGk6fJqm8nJjbt3FrNH7uUwDV48fzxO9+hykujjNnznDr1i3a29vp7r97y5Yt\noej6sEKIaxBz9uxZ7p48SfyZM6QZDNy9exdZlnFrNDj1elw6HWWzZuHW6ZAkifDwcAwGwy8xZF0Y\nOXJk0OzCgkdDrGgHMTNmzIAZM8DthqNHafjzn3G0t4MsY2hrg7Y2Xm5rI3LTJoiM5LPPPqOuro6I\niAjWrVsHwLZt25TnPWw+fEHPiJFrCGG+fp3iv/kbtF3yaNjDwiidPx+7bw3mcDgwm81Bp4jLly8P\nWJMJHg0hrqGGzUbr1q2E1dVRVFQEgCU6GpvRSFVODh6NRpki6vV6Ghsb/W5XKrIIHhsxLRxqGAxE\n/vt/D3v2wIULyEBYayvG5mZGZ2czZssWNBoNx48fp7i4GJVK5efD2DWRjuDREab4oYhWC+vW0RYV\nhcrjQe1ze3IeP47m1i1Onz5NcXExAB6Px09QwXItCh4NMS0cwrzzr//KhCNH0HcKSXEYDBQvWoRb\nq0WlUvHCCy+Q6Kts+cMPP3Djxg2WLFlChign+9iIkWsI89SyZVTk5dH5r6fa5WLktWukp6fz61//\nWhEWwDPPPINGo+G7777zy1EveDTEyDXE2bVrF5GnTjGirAxHWBgamw0VUDZnDvbUVGJjY8nOziYz\nMxONRoPFYuHDDz8EvBVWli9fTnJycv++xCBFiGsY8M2BAxh27cLoS2gDoIqO5sK8eTi7eHZ0VGHp\nzPr16zEajSHp61BCiGuY0HrtGuV/8ze4XS5kWWbq1Klo5syBlStxuVxUVlZy7do1GhoalGLonVm5\ncqUYwR4S9R//+Mc/9ncnBH2PPj6eEbGxJDkc3L17l4aGBkZ4PDB6NKq4OGV66PF4uH37dsD9lZWV\n5HYK3hTcH2HQGE4sWoQqIYGUlBRcLpfX3emLL8Dn0fH9999z5syZoHFeIvbr4RE/seGEVgurVpHU\n2EhtbS23b9/GaDQS9s037LPZlIoqLpcLk8mE2WxWbhUFHh4eseYajnz1FZ6TJyksLPQeezyUz5xJ\nU3Iy4eHhvPDCC5hMJt566y1MJhPR0dFUVlZiMBjYuHFj//Z9ECGmhcORZ56hwmc59KhUyJJEWlER\nLy1cyIYNGzCZTADIskxWVhbLli1Dq9Vis9nYunUrW7duFemyHwAhruGITodzxQpaY2Nx+xx5NS4X\ncV9/Db7MvR3ZpDqMGB1F+jrYsWMH1dXVoe33IEOIa5gyfsUKXBkZfuEp7TU18OGH4HBw6dIl4BdD\nRjDz/MGDB0PT2UGKMGgMYxb/3d/BF1/gOXeOwsJCrl69ylSdDs0nn9BotaLT6QBvznlRa/nhEeIa\nzkgSrFyJqrWVqR4PRUVFFBUVkadSkdzQgHPZMnbu3NmtpVCY53tGTAuHO2o1rF2LJjVVKfVaWFhI\nwq1buE6cUITVEYqi0+lYvXo1ubm5uFwujh8/3m9dH+gIcQlAr4f164kYNUppcoSFkVhRgamhgfXr\n1ytrrg0bNhAfH8+sWbOIiYmhuLhYsSCKqaM/QlwCL5GR8NpruLRaPJKE1mrF0N7OzOpqDn76KR6P\nhxdffNFvKth5kxl6LiM7HBGTZsEvJCRgW7yYiIMHlejk5lu3iHG5iMrP58yZM9TX1+NwOIImtwlm\nURzOCA8NQSDffce5f/onv6aKvDwaU1JQq9Xo9fpuN5G1Wi1r164VISoIcQmC4XJx/I03CGtpUZo8\nOh2T/+//5bMjR2htbUWj0ShxX2+++SYApaWlHD58GIDJkyczd+7c0Pd9ACHEJQhKW0UFxb/7HSpf\nZijJ7cajVnNpyRLGz5xJVFQUx48fZ/78+X5F+FwuF59++iktLS3odDpeeeUVioqKCA8PJycnp79e\np18Q4hJ0z+nTnPuHf8CjUoEso/J4GDNtGlFbtvDWV1+h0Wi6zXFYUlLCkSNH/NrCwsJ4/fXXQ9Dx\ngYEQl6B7ZJmD//k/o3E4iKupUZo9KhW3x43jyT/8gdi4OKXdZrNRXl5OTU0NTU1NmM1mv5yI8Ete\nxBUrVpCSkhKa9+gnhLgEPdLS1EThX/4lkbW1SptHklC7XLSOGEHllCnYguQ6lCQJtVrdYxapoV5Z\nRYhLcH88Hjh0iHP/5//gUalwazSKw682PJz2WbMIf+YZMseMCbASvvvuuzidTqVsbGeGurjEJrLg\n/qhUsHgx8ksv0RoX5+dJrwXmtLYy5fRpjL5wlQ5cLhdOp5O0tLSg+Tfu3bvX1z3vV8TIJXgo7hQX\n0/rhh2TIMrdu3aLZF3SZnp5OXEICzJ0LCxeCVsuXX37J7du3GTduHNevXwe8zr6ZmZmUlpYiyzJr\n1qwhNja2P1+pzxDiEjw8sgxFRfDNN9ibmykuLsbj8aDT6Zg0aRKqhAR4/nm2fvstGo0Gl8uFVqvF\n6XSyceNGDAYDLpeLd999F1mWefnll4mOjn6sLlmtVqqrqzl//jxjxoxh+vTpvfSyj44Ql+DRsVjg\nq6/gyhWqqqqoq6sDfkksenvsWGrHjGHk6NHU1NQQExPD2rVrldttNhsffPABsizzyiuvKOkFHobL\nly9z4sSJbs8/8cQT/ba/JsQleHyuX4cDB3A1NnLx4kVkWcYjSTj1ejw6Ha3Ll1NltVJQUBAQA9ZZ\nYA+b2fe7776joqLivtc9/fTTjBkz5qFf63ER4hL0DjYb/PADV7dvp729HYdej85uB8Cp11M2dy4b\nfv/7bm61sX37dr+2juljd5w/f56zZ88+UNdUKhUGg4Fnn302pOs7IS5Br2K+fJlLf/qTtyazJIEs\n0xobS0RLCzfnzsWSmBhgkpdlOSA/vV6vZ9OmTX5tW7dufez+xcbG0traqhzHx8fz1FNP9YmjsRCX\noNdxtrVR9ec/0/Tjj3gkSdnvkTUayufPxxofD3g3mt1uN06nM+hzOu+NBSsQ0ZXO+2Z79uwJKEnb\nE13Xg72B2OcS9DraiAgy/+IvuJuVpTj+AkguF+k//cTczEyWLl2q7IN1R+e/+8GE1dkA0nUtt3jx\nYm9ftNoH6nNTUxO7du16oGsfFCEuQd8gSUS//DJVXSx1KqeTqm3b+H77dsU1qsPfsMOqt2XLlgcq\nH2u32ykoKGDJkiW4XC6+/vpr5VzHei0/P/+Bu2w2m/n4448f+Pr7IcQl6DPmzZtHY3Y2t7OzAZDx\n5uaIvX2b7FOnGC1JREZGIssyS5Ys8Rtlpk2bFvC8+fPnA94p4sKFC7Hb7Wzbtg2DwcCoUaO4desW\nVVVVwC/i6slMH4yWlhbefvvtR3ndAIS4BH1KQUEBjTk51I0ejSxJuPR63FotGpeL+M8+w3TqFDNy\nc8nIyPCb+v3000+Ad7onSRKSJClxY263m3HjxrF+/XpUKhX79+8nNjYWjUbDV1995ecsfPfu3fv2\nMTIy0u+4qyf/oyLEJehzNr3xBiv++Z+pnDKFsNZWrxURcGs0jCgvZ9qpU1BSoojixIkTynpr48aN\nzJ49G1mWAzzsjUYjv/71r4mOjubSpUtKyu3OU7vO93RNyQ3eiOlg67K9e/c+5luL4neCUCFJTFy0\nCEtTE46yMqxGIzqbDSQJub0dU2UlbaWl1KrV3PH5K+bn5xMZGUlSUhLnzp2jvb2dhoYGAD/3pkmT\nJuFyubh16xaSJOFwOHC5XNR2CpMBiIuL80twqtfrqa2tDZoPpL29nbFjx6LX6x/5lcXIJQgdKhXj\n/sN/wPPKK7i0WmUEu3v3rlc8Fy4w8ccf0dhsTJ06lYSEBOVWtVrt543RdRSbPXs2q1atUka8oqIi\nv/OxsbGoutR/ttvtPU4Bf/jhh0d7Tx9CXIKQM/O111j0b//G9H/375g+YwaZmZnKuYaUFFw6HZ4u\n4klOTvZLOhqstGxSUlJQFyuAxsZGbyXNIISHh7N69WrFatlBRzHAR0XkLRT0D+Hh8NxzMH06MQcP\nEnfkCGqnE1mWiauupqKpiZmzZytCefLJJ/nwww+V22/evElaWlrAYzu88B+EmJgYnn/+ecWymJ6e\n3uPo+LAIDw1B/yPLFC1Zgt5qpSUhAbdWy/V583CGhzNu3DgWLlwI+Ls/xcfHs3r1ar/HVFRU8P33\n3wdNWPqo5ObmMnny5Afad+uKGLkE/U5jUxMXnn2WhJs3GV1URGRjIzUTJtAUHs7169e5fv0606dP\nJzIyUvEL7GyYKCws5MyZMw/1nenp6VitVurr63t0q7pw4QIXLlzg2WeffeiEOmLkEvQbnQMmk8rK\nSLl6VTlnj4jgysKFyGr1Qz1TpVKxfPlyjh8/HpDLPhharZbY2Fja29v9HHqDsW7dOqKioh68Lw98\npUDQyxw+fFiZwpkTE5E7GRTmZGezedw4Zs2aRURExH2fpVarWbJkCb/+9a9JSUnhlVdeue89W7Zs\n4fXXX6exsZHW1lYlGnrjxo1K4b/OfPLJJw/6aoCYFgr6kc6h/VaTiXvp6TxjNHLp0iWuXbvGRJ2O\n3N/8htzcXIqLi7utBRYsdXYwj3i9Xo/dF2MG/mu4JUuW8P3336PX6zlx4kTQckgP67khxCXoN2bO\nnElhYaFyfHvcOAoPHybaaMRisWBtbSXsm29g3boei+xdvnyZy5cvA16fwpycnIA1mCRJSnxY17iw\nl19+mZaWFmRZJiIigrKysqCp4B4WIS5Bv9ExunTkmzebzfxQW4vGJ7irV68SfecOp8vKoNOGclei\no6MVcdhstqDGjYyMjG7vP3z4sJLmrbGxkVGjRlHTKcNwZ2w2W48R0p0R4hL0C9u3b1fqeXU45JpM\nJvL//u8p/I//EU9VFbIs09TUxMiSElp7EJfRaOTll19WjoNFLHfEdwFkZ2dTUlKiHHfOn5icnNyj\ns++DCguEtVDQD7z//vt+ax+j0YjBYMBqteJ0OtHX1zPz449xazTUTJhARV4ebp+Pn16vJz8/H5PJ\n5Jd7Y9GiRWT7Qlv27dvnJ5gXX3yRxMTEoH15mNQBarWaX/3qVw98vbAWCkJKUVGRn7AALBYL9fX1\ntLW14XA4cKrVuDUabJGRRN27x8SjR1H5IpbtdjtffPEF5eXlGAwG1qxZA8CRI0ew2WzU19cHZPLt\nzu0JvIJ5UDqPfg+CGLkEIaWnkaKjoN6Iq1dJuXIFW2QkHrUaj1bL1QULgt5jMBhISkqisrKy2+eu\nWrWKpKSkoOecTicff/yx4knfHcuXLw/qbtUTYuQS9Cud1zAul4swIO3OHTw6HTq7HZ3dTk12NkuX\nLg1wrAWvgaEnYWVmZnYrLPBuIm/YsIGCggLy8vICzkdHR7N+/fqHFhYIg4YghNhsNj8TtyRJAUXK\nE8+dw202e8NRJAmPSoUlLo709HReeukl9uzZ47df1VNWqIiIiIeays2cOZOZM2c+4tsFIsQlCBk7\nd+702ztas2YNkiRx4MAB2tra0FqtxNy5g6xS4dDpsBuNmBMT8fgihWNjY5kxYwZnz54lOzub6upq\n2tvbMRgMASJdsmRJj+b3UCCmhYKQ0XWE+eSTT9i9e7fihOvWaLg5ZQrIMtF1dRgsFu5mZQEofoLT\npk0jISGBkpISFi5cSF5eXoCwJEnqd2GBEJdgAJF65QqZFy6ALKOx22kaMcJbGwzYvXs3xcXFgDf8\nvyMZTTDn3IdJp9aXiGmhICR01OcKhiRJaLVaNJGR3vJEKhXmpCTcnZxnPR4Px48fV9ygOhxrb9y4\nEfCseF9G3/5GiEsQEn788cduz8myjMPhQKqrI6KxkeYRI2hITaVh1CjAa2gYPXo03377rTJSBXOs\nzcrKUgIrBwJiWigYMJgTE2lKSSHcbGbSjz8SVV8PQHl5uWL06A5JknjmmWeC5s/oLwZOTwRDFkuX\nWsngjaWyWCzcunWLsrIyamtraUhNxWCxENbcTGNyMk6flbAjnZpGoyEuLg5Jkqj3Ca+Dzr6FAwUh\nLkGfEywOyuVycezYMaqrqxXzfNKNG6QUF2MPDweVihHl5TSlpvrd0yG0znSubjKQENNCQZ9jMpmI\niYnxa9u2bRtVVVV+vn21mZnYjEbFQhhuNqPpYmYfOXJk33e4lxDiEoSE7lyQOvvzufV6HHFxSoTy\n1KlTie+S16KrE27XRJ8DiYHbM8GQYsaMGd2e6zyqzV6/nlTfVLCtrY0XJk3q8d7eKprQFwhxCUJC\nR1bbrmg0GiWz7ZIlS1CPHavsYdXU1EB5OdPy8igoKAiatz2YM+9AQYhLEDLi4+N5+umn/do6poXJ\nyclel6XUVNBq0Wq1WK1WMJuhoQGNRhNQIxno1QSgvY0QlyCkjBkzJqBNrVazcuVK74FGA6NHExcX\nB/imfV28MLqybds2rxAHGEJcgpASzBdw+fLl/g2ZmYpVsK6uDsrLAbrNAOVyufjggw+4ePFi73b2\nMRHiEoSUzkXCOzh58qR/Q2amYgWsq6uDmzdpbmhQHHe749SpU+zfv7/X+vq4CHEJQk7XSo6NjY28\n/fbbHDt2zNuQlAQRERgMBpxOJ9jtfPWAdYrv3LkTEILSX4gcGoKQ43Q62bFjh1c4eD3cnb7yQeC1\nLD5rtdJ64oTi5nQ7O5s748YBXgvj0qVLuXLlStAQ//DwcDZs2BCit+keIS5Bv/LOO+/4BVFGRETQ\n1tZGXFUV6RcuKO2W2Fiuz5vH3LlzmTx5stLeXcKbgeASJXwLBf1K1+jkDs/31thY9BYL7SYTVpMJ\nq9HIxo0bA5Jy9kba6b5CrLkE/Up3eQOdBgN2oxG1x4OxuZm46mq2b9/OJ5984remCnZ/ZGRkn/X3\nYRDiEvQrGzduDCoQuYvnRVJ8PMnJyTQ1NbF9+3Z2796NzWYLmvnp1Vdf7bP+PgxCXIJ+RavV8qtf\n/YoFCxb4heeHG42oHQ5v2D9wr66OaJOJGTNmEBMTQ3NzM9u3bx+wU0IQay7BAGH8+PGMHz/+lwaz\nmYvvvYdHraYtOprWuDiqr1715jPsgQcplBcqhLgEA5KjH39MRFgYAOGtrXg0GtS+dNcQ3JBhMpke\nqKJkqBDTQsGApKGpiebEROx6PWqHA3cnYUFwh13FP3GAIMQlGJBMS0sjuq4Ovd2OW6fDZjQGrVPc\nmaNHj4aodw+GmBYKBiQGo9HvWOXx4HQ6SUpKYu7cuSQkJARsIPdUtK4/EOISDEgqqqrQAsgykseD\nxmZDlmVqa2vZt29fgH8iDCxjBohpoWCA0mSxIDkcyEBbTAztvrwaHXT4JXZm3bp1IerdgyHEJRiQ\njElLA7UaSZIIa21F6ysZpNVqSU9PZ8qUKf3cw/sjpoWCAUl7TQ2yz3NDkmUyx4+nyWjEYrFw8+bN\nAZ07owMxcgkGHFarFduxY6idTlxaLTJw+c4d2traFFEFM8V3rbXc34iRSzCgcDgc7PuXf2Gcy4Vb\nq0XldtOYnEzTyJEYDAbCw8OVa7tm3w2WHao/EeIS9DuFhYWcOXNGOc4oLVU+qzweDE4nmogI74hm\ns5Gbm8vMmTM5efIkly5dAiAhISHk/b4fIlhS0K+89dZbflM8fWsrE3/8EVWntun/+I8wdiz37t3j\n4MGDQad/K1euJDk5OSR9flCEuAT9xueff05tba1fW3phIXFVVTgMBpAk3FotxQsX3tdhFwZG9HFn\nxLRQ0C/U1tYGCMtgNhNbXQ2ShM5uR5ZlKnNymD5jBtHR0bS2ttLW1obVaqXcl25tICOshYJ+oWOt\n1Jnk69cZ70tCAyAnJGBOTOTcuXNUVlaSm5vLvHnzWLx4MSNGjAhldx8JIS5Bv9DV0hfe3EzM3buU\n+owZ06dPZ+Zf/RUv+0JIysrK2LlzJ+DNuzHQ/AiDIaaFgn6ha+mf5GvXAG/66pSUFEhOhvHjiZYk\nNm7cyPbt22lra+s229OsWbP6vM8Pixi5BP3CnDlzlM/Ghgai7t1TjpOSkuCZZxQjhsFgoKCgoNtn\nSZJEbm5u33X2EREjl6BfSE1NRa1W43a7UblcOMLC0Le1Ed7Swqlbtyg5fhz30aN4PB48Hk+PuTKe\ne+65EPb8wREjl6Df6AjJb4uNpT4lBV17O8bGRlq1WlxuNx6PB7fbfd8kNANtf6sDIS5BvxEREcFr\nr71GQkUFyaWl2I1GajMyMDY14XI4/ML6dToda9asCfoci8USqi4/FGJaKOhXIiIiSFq5Ek9JCRqH\ng7bYWNojIwlvacEaG8vEiROZN28e4F8/uTOlpaXk5eWFstsPhBi5BP3O7EWL0Nrt6KxWVC4XLr0e\nl07Hm2++qQgLGHD1t+6HEJeg/5Fl3FotdqMRvdVKUkUFGoeDrVu38tVXX+Fyubh58yZnz54Nevu4\nThvPAwkxLRT0O2d27EAly3gkSSm6YPUVyauqqmLbtm3d3qtWq/3CUAYSYuQS9C+yjPWbb5BkGZfB\nQKonQcUAAAi/SURBVLjZjNrjUaKQ78cLL7zQxx18dIS4BP1K67FjRLS0IKvVaO12zPHx3B479oHu\nXbJkyYCM4+pATAsF/UZzUxOX/t//o/OkzqNWY42K6vG+5OTkAZddNxhi5BL0G8U7d+JRq7FFRCC5\n3XhUKqb+4Q9MmToV8JZnDcZgEBaIkUvQj6iKizE2NQGgdrloSElh7+HDgHfT2OFwBNwzGLI+dSDE\nJQg5V65c4cTRo0zyhZ0YzGbCWlupe+MNYrRaWltbgwoLvD6JgwUxLRSElH379vHTTz8hq9Vcfuop\n6lNSlISfnp9+oqmxEZfL1e0INXfu3FB297EQOTQEIePAgQPU1NQox0k3bpBSXKwcjx8/nogXXoAn\nn1TausZvZWRksGTJkr7vbC8gpoWCkNFZWAANo0aRUFGB3moF4Nq1a4xxuYiKioIpU6iurg54Rlpa\nWkj62huIaaEgJJw7dy6gzWUwMPdf/oW07GylraysjPp33qG5sJCDBw8G3DNQXZ2CIcQlCAldc2aA\n1yJIQgIJv/0t2RMmKO2V5eVc/9OfMJjNoexiryPEJQgJNpstoG1Ch6BGjyby9dfJyclRzqlcLpLK\nylB1KhU0kOodPwhizSUICcHqaXWIyWaz8XNTE22SRCIgA069nnhfpZNbU6eSnZ2NyefMO1gQ1kJB\nyOguc5OCLJNx7hyxNTXgyw7VGhODZv165i9fHoIe9i5iWigIGVlZWd2e02q1IElUTZ+OLTIStcOB\nPSwMQ1sb8rffhrCXvYcQlyBkzJ49O6Bt2rRppKam4nQ6UalUuCSJ2owMAPRWK1qHg4T6eggyrRzo\nCHEJQobRaAxoO3/+PFVVVYA3IWh8fDzP/tf/irHTKNfW1MRP770Xqm72GkJcgpCyYcOGHp1v6+vr\n2b5jByUaDZLbjUOvpy0qiuarV0PYy95BWAsFISU8PJyRI0dy+/Ztv/aEhAQ0Gg1arZa7d+/SGhtL\nkq/aic5uRzsI7W5i5BKEnCZfmEkH2dnZPP/888iyzK1bt3A4HJjy8pA75ZNX2Wy0t7SEuquPhRi5\nBCHD5XJRVFSE1edL2EFJSQklJSUASorrqtpaogwGNE4nbl/QZHNZGeHTp4e834+KEJcgJNTV1fHZ\nZ5/d97rOWXbtRiP6+nrUvrbkQbaJLMQlCAmff/75fa/R6XSo1WpUKhUajQaXXu9/QVtbH/WubxDi\nEvQ5u3btum8xBQCHw0F8fDwvvPACGo2G0ro6zL4wlVGjRglxCQRdMd/Hu33Lli24XC6+/PJL6urq\n2LZtG1FRUbw4YQL/v737e4kqD+M4/j7Hc2wsdaZmMqd1azWUELowCqILo4gNpcDoMgyR8G+J/oWI\niC0vuugmCWrBLWLB7UaFkigr8kfgpDDTHn+MZ2bOXjgOo9ZuA3s8R/i87uacIzwXfpzxO9/v88yN\njvLlyxeqqqp2XLi0WiiBOXz4MLC20GFZFj09PfT399PU1EQmk2Ho2TO+FIfiTU1N8dfwcJDlVkzh\nksBcuHABoBQgWGun1t3dTX9/PxHXpSaToWCaZBIJPu+gzk+gj4USEMMwuHv3LgCPHj3ixIkTNDY2\nMjIywsLCAp7n8VM2y3I0ilkoUD8/z2IiEXDVlVG4xHdHjx7lTXGg+DrP88gWuz4BWyaY2LaN6brk\nbBvLdTGAzsuXt6Pc/40+ForvOjs72bNnzw8/bxgGOdclMTtLletSMAyMXA6r+D/aTqFwyba4evUq\n8Xj8u/cNwyiNAvI8D3N1FTOfxwB2f/1KbG6OVXNn/brqJLJsq1QqxezsLK9evdqwDSoWi1FXV8fC\nwsLa9Xye3ek0+2Zm+GVsDLNQ4P3Jk/x68ybW5i+XQ2pn/SmQHa+hoYGOjo4N25wA0uk009PTrKys\nUFNTg7VrF2ahQGJ6mqW9e5n/+WfqUyn+vHEjoMorp3BJIDb3gjdNk4GBAfr6+igUCriuS/WhQ6zU\n1mJls0QchxrHoWZsjN9u3doSzjBSuCQUrl27huM43Llzp9SGbWFpianTp3EjEapXVnCrq5lta4NM\nhtu3bwdc8X9TuCQUPn36xODg4JY9iIu2TfrAAapcFzub5dDEBPGpKQAGBweDKPWHKVwSCn8U53KV\ni0QitLW18XX//rVpk8UdGmahAIDjOORyuW2tsxIKlwTie3O24vE4ly5dYmBggO7ubt6+fYtp23R0\ndJSeMYrhAkqHLMNI4ZJAdHV1bbl26tQprly5QjKZJJ1O8/DhQwzD4GJPD2b5kf+yxYxMiI/+K1wS\nGutHUxzH4cGDBxiGQW9vL1YksuE5s+ydq6mpaVtrrIT2Fkpg1vtlrJuYmGCibBheb28vkUgELIvR\n0dHSdaPsZ8I8xlXhksB0dXUxNDT0zXtnzpxh8t07cm/e4D19yr4PH1iKxViury+9c4X5XQsULgnQ\nwYMHaWhoIJVKbbk38vgxR16+pMZxqEuliCwuYmezWNkss62ttLS0cP78+QCq/nHaWyiBGx4eZnJy\nsvTadF36lpexHAc8j8XhYTJzc6X76cZG2u/dg5CPcNWChgTu3LlzG17HZ2YYf/6cXC7H8ufPG4Ll\nmSar9fXw4sV2l1kxhUtCoXxhYl+x49P4+DhTr19veG6ltpbm1laYnIRNzUXDRuGSUCj/3quqbFyQ\nE4+Tam7GicfJWxZL0SjRaBQ8D8pOMoeRwiWhcfbsWQBWi4cm1+Wrq/k7kSDV0sKR48fXLto2VHC6\nOQhaLZTQaG1tJZlM8vv8PNFNK4i2bdPe3o5V7BvPsWNrAQsxrRZK+BQKcP8+vH//7fu1tXD9OsRi\n21tXhRQuCSfXhSdPYGwMyne+NzfDxYvwL/04wkLhknBbXoaPHyGfh2QSdlDvQoVLxCdaLRTxicIl\n4hOFS8QnCpeITxQuEZ8oXCI+UbhEfKJwifhE4RLxicIl4hOFS8QnCpeITxQuEZ8oXCI+UbhEfKJw\nifhE4RLxicIl4hOFS8QnCpeITxQuEZ/8AzohYoXz5yFRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02ba8f86a0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T5451532\n"
]
},
{
"data": {
"image/png": 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jPT8fpclkV2EBcv7f/0MbGwsTJrDwo4/w9/fn2bNn5ObmUltbi8FgcLvUb7/9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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02baec5e48>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T54763879\n"
]
},
{
"data": {
"image/png": 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X6mMIg7NAEADv2soe5syZQ2pqKgBbt26luLiYnJwcTCYT3377LUVFRRQVFTF8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\nGBISfIQQQ0KCjxBiSEjwEUIMif8HQWRYtqTBgpoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02b96be5f8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T60233001\n"
]
},
{
"data": {
"image/png": 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hxIkTzB4xQj3W0NCg5mwDmDlzJg6HQ+0FeV28eJGdO3cCP6e2+eCDDwJWFn1U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\nj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Bmlo182J0+enDbgEGM4UgMkoxRarRbt7e3w9PREQUEB9u7dK9u4wfj9zK2dTlwcsGQJ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02d7764cf8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T61831291\n"
]
},
{
"data": {
"image/png": 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C+xYXL17k/v37ulV76Iy+0BNLamoqzz//fMQ+R63MFggEOHr0aJiZtEZsbCyS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\nrhE3gNFopLOzE71ezyeffDIGV/viUlJSh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+/eIemOyMOkZxoiI0jL6NEkulxE9lWd8Ny8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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02baebfb70>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T64293761\n"
]
},
{
"data": {
"image/png": 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m5gFo7eOFEMQgxOFwUHThAi6jkXazGYfVSmN8vF/4+fHjx/nggw+orq7u9jre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\ns2geNw6z2UxISAhhYWGUlZVpqfS7otf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0lwuT14tlZIS0ffsg0lUaDAYn/UBbLBZqa2t5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\nNXXmAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02badebf98>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"T66213358\n"
]
},
{
"data": {
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