Adding fixed script and figures

data/processed/nearest/nearest_stations.csv

@@ -0,0 +1,356 @@
+destination,walking_dist
+116th St - Columbia University,968.061
+Junction Blvd,569.848
+Rockaway Blvd,533.07
+Woodhaven Blvd,686.104
+Central Park North (110th St),833.246
+104th St,554.653
+Central Park North (110th St),399.128
+103rd St,968.061
+Jamaica - Van Wyck,988.156
+116th St,758.0859999999999
+125th St,818.9450000000002
+145th St,815.8380000000001
+3rd Ave - 138th St,449.62500000000006
+137th St - City College,815.8380000000001
+138th St - Grand Concourse,738.161
+6th Ave,366.068
+Harlem - 148 St,956.895
+163rd St - Amsterdam Av,679.136
+7th Ave,749.3799999999999
+167th St,1057.7689999999998
+157th St,679.136
+170th St,1013.3439999999999
+163rd St - Amsterdam Av,728.1889999999999
+Parsons Blvd,863.4630000000003
+Mt Eden Ave,658.444
+West Farms Sq - E Tremont Av,732.484
+176th St,606.203
+81st St,571.2159999999999
+Mt Eden Ave,542.851
+81st St,564.0500000000001
+183rd St,539.098
+182nd-183rd Sts,539.098
+Ave I,436.201
+14th St,411.847
+81st St,834.076
+181st St,771.505
+3rd Ave,610.191
+Inwood - 207th St,455.82
+Ave N,1150.387
+Inwood - 207th St,450.4959999999999
+225th St,509.96700000000004
+Vernon Blvd - Jackson Ave,361.406
+Queensboro Plz,652.616
+219th St,509.96700000000004
+Marble Hill - 225th St,663.023
+Nereid Ave (238 St),619.9869999999999
+Van Cortlandt Park - 242nd St,635.8539999999999
+33rd St,730.1569999999999
+Bay Pky,715.7600000000001
+4th Av - 9th St,1413.313
+33rd St,761.954
+39th Ave,0.0
+23rd St,730.1569999999999
+34th St - Penn Station,1176.2559999999999
+Herald Sq - 34th St,370.447
+36th St,726.211
+36th Ave,726.211
+30th Ave,0.0
+Union Sq - 14th St,480.173
+138th St - Grand Concourse,449.62500000000006
+149th St - Grand Concourse,855.548
+52nd St,1032.083
+5th Ave - Bryant Pk,246.019
+42nd St - Bryant Pk,631.075
+53rd St,733.6070000000001
+Northern Blvd,719.2519999999998
+49th St,431.62600000000003
+50th St,218.07600000000002
+Smith - 9th Sts,629.5519999999999
+49th St,218.07600000000002
+Lexington Ave - 53rd St,472.32
+Woodside - 61st St,789.5289999999999
+59th St,678.4320000000001
+62nd St,539.8330000000001
+5th Ave - 53rd St,549.231
+53rd St,678.4320000000001
+66th St - Lincoln Ctr,593.653
+57th St,549.231
+57th St,549.4230000000001
+42nd St - Bryant Pk,246.019
+New Utrecht Ave,238.388
+67th Ave,997.076
+69th St,448.1929999999999
+59th St - Columbus Circle,593.653
+Forest Hills - 71st Av,888.587
+Lexington Ave - 63rd St,397.805
+74th St - Broadway,416.41600000000005
+14th St,366.068
+New Utrecht Ave,696.621
+66th St - Lincoln Ctr,750.1890000000001
+Jackson Hts - Roosevelt Av,52.958000000000006
+Kew Gardens - Union Tpke,804.261
+Cypress Hills,482.531
+68th St - Hunter College,734.3779999999999
+86th St,598.6639999999998
+15th St - Prospect Park,749.3799999999999
+88th St,604.4830000000001
+181st St,564.0500000000001
+90th St - Elmhurst Av,634.1510000000001
+75th St - Eldert Ln,543.886
+79th St,598.6639999999998
+80th St,604.4830000000001
+59th St,1308.2009999999998
+Astor Pl,155.477
+Junction Blvd,599.997
+110th St,1173.8999999999999
+Church Ave,1635.7330000000002
+Liberty Ave,465.29
+Burke Ave,667.4000000000001
+Aqueduct Racetrack,0.0
+Aqueduct - North Conduit Av,0.0
+8th St - NYU,155.477
+Astoria Blvd,754.584
+39th Ave,495.83899999999994
+Bergen St,422.489
+Alabama Ave,571.4689999999999
+Ave J,798.9250000000001
+18th Ave,436.201
+Ave H,798.9250000000001
+Ave J,1427.714
+Ave P,690.999
+Kings Hwy,634.647
+Gravesend - 86th St,896.7840000000001
+Gravesend - 86th St,496.913
+Gravesend - 86th St,782.816
+25th Ave,715.7600000000001
+Bay Ridge Ave,2086.0580000000004
+59th St,932.616
+Eastchester - Dyre Ave,1935.4439999999995
+Beach 98th St,781.4899999999999
+Beach 36th St,834.7099999999999
+Beach 44th St,737.657
+Beach 36th St,737.657
+Beach 67th St,723.8639999999999
+Beach 60th St,723.8639999999999
+Beach 98th St,978.4169999999999
+Beach 105th St,781.4899999999999
+Classon Ave,578.635
+Metropolitan Ave,786.2320000000001
+Mosholu Pkwy,747.692
+Bedford Park Blvd,772.0150000000001
+Atlantic Av - Barclay's Center,422.489
+Cortelyou Rd,478.207
+Broadway - Lafayette St,169.228
+Court St,392.127
+Eastern Pkwy - Bklyn Museum,433.13300000000004
+Lower East Side - 2nd Ave,606.5559999999999
+Whitehall St,255.443
+Jamaica - Van Wyck,1032.2569999999998
+Ocean Pkwy,618.9090000000001
+Beach 90th St,3153.0619999999994
+Rector St,210.033
+Hewes St,295.546
+Bleecker St,169.228
+Bushwick - Aberdeen,430.469
+Pelham Pkwy,930.0910000000001
+Cypress Ave,455.774
+City Hall,333.309
+Ave H,1543.9090000000003
+Middletown Rd,466.829
+Allerton Ave,667.4000000000001
+183rd St,584.0070000000001
+Broadway Junction,430.469
+Canal St - Holland Tunnel,504.73699999999997
+Franklin St,268.401
+E 105th St,1087.5679999999998
+Smith - 9th Sts,863.4250000000001
+Zerega Ave,454.236
+Central Park North (110th St),667.445
+Knickerbocker Ave,658.02
+116th St,399.128
+City Hall,219.18
+Bushwick - Aberdeen,587.261
+W 4th St - Washington Sq (Upper),244.21499999999997
+Ditmas Ave,969.2439999999999
+Chambers St,219.18
+Court St,482.27099999999996
+Bedford - Nostrand Aves,578.635
+Van Siclen Ave,629.669
+Fulton St,747.7270000000001
+Neptune Ave,1143.806
+Beverly Rd,478.207
+World Trade Center,296.13199999999995
+Court Sq - 23rd St,85.596
+Court Sq,85.596
+Borough Hall,392.127
+Norwood Ave,550.554
+Kingston Ave,702.1659999999999
+Brook Ave,455.774
+75th St - Eldert Ln,482.531
+Nevins St,306.154
+Bowery,616.9599999999999
+18th Ave,637.7090000000001
+190th St,1171.011
+Canarsie - Rockaway Pkwy,1087.5679999999998
+E 149th St,455.875
+E 143rd St - St Mary's St,455.875
+West Farms Sq - E Tremont Av,698.567
+Delancey St - Essex St,632.0889999999999
+Baychester Ave,1935.4439999999995
+Botanic Garden,433.13300000000004
+Morrison Av - Soundview,415.76
+Grand Ave - Newtown,766.167
+Grant Ave,678.4020000000002
+Beach 25th St,845.6300000000001
+Mets - Willets Point,1435.185
+Broadway,592.18
+182nd-183rd Sts,631.637
+Seneca Ave,579.25
+67th Ave,888.587
+Botanic Garden,562.182
+Nostrand Ave,492.615
+Canal St - Holland Tunnel,268.401
+Simpson St,713.717
+Forest Ave,1017.672
+Church Ave,1305.847
+Lafayette Ave,140.85399999999998
+Halsey St,575.186
+Lorimer St,423.041
+Bergen St,709.4789999999998
+Elmhurst Ave,766.167
+5th Ave - Bryant Pk,503.69399999999996
+Montrose Ave,475.83700000000005
+Euclid Ave,678.4020000000002
+Ave X,496.913
+Nassau Ave,884.903
+Burke Ave,725.494
+Gates Ave,575.186
+155th St,956.895
+34th St - Penn Station,370.447
+Broadway,295.546
+Clark St,488.662
+Spring St,410.31500000000005
+Aqueduct Racetrack,1713.501
+DeKalb Ave,519.6990000000001
+Jay St - MetroTech,299.46200000000005
+21st St,395.875
+Simpson St,668.1859999999999
+Simpson St,399.96000000000004
+215th St,450.4959999999999
+Prospect Ave,831.953
+74th St - Broadway,52.958000000000006
+169th St,907.855
+Sutphin Blvd,769.9749999999999
+Sutphin Blvd - Archer Av,605.8969999999999
+Hoyt St,299.46200000000005
+Myrtle - Wyckoff Aves,1189.4050000000002
+103rd St - Corona Plaza,569.848
+Livonia Ave,170.551
+75th Ave,804.261
+Ave P,634.647
+Fordham Rd,722.594
+Nostrand Ave,843.437
+Crown Hts - Utica Ave,702.1659999999999
+Central Ave,658.02
+Gates Ave,693.4599999999999
+Fulton St,140.85399999999998
+51st St,472.32
+Lexington Ave - 63rd St,625.543
+68th St - Hunter College,397.805
+Alabama Ave,465.29
+Junius St,170.551
+Court Sq - 23rd St,265.79900000000004
+Prospect Ave,581.863
+Metropolitan Ave,272.73
+Broadway - Lafayette St,540.6160000000001
+231st St,663.023
+Hewes St,418.028
+Lorimer St,272.73
+Flushing - Main St,1435.185
+Fresh Pond Rd,2081.1130000000007
+Buhre Ave,466.829
+Grand St,475.83700000000005
+Montrose Ave,743.64
+Pelham Pkwy,996.414
+Elder Ave,415.76
+Bedford Park Blvd,747.692
+176th St,542.851
+Seneca Ave,536.512
+Central Ave,1015.3080000000002
+Flushing Ave,670.384
+Greenpoint Ave,884.903
+Sheepshead Bay,918.733
+Ave X,954.6099999999999
+233rd St,619.9869999999999
+DeKalb Ave,306.154
+Pennsylvania Ave,944.564
+62nd St,238.388
+Cortelyou Rd,743.127
+46th St,719.2519999999998
+Mosholu Pkwy,883.512
+Crescent St,550.554
+Franklin Ave - Fulton St,492.615
+Brighton Beach,618.9090000000001
+111th St,567.807
+Franklin Ave,930.5319999999999
+St Lawrence Ave,678.6770000000001
+Prospect Park,873.273
+Sutphin Blvd,659.5860000000001
+Buhre Ave,785.165
+Bronx Park East,930.0910000000001
+Livonia Ave,612.416
+Franklin Ave,839.66
+Broadway - Lafayette St,222.71999999999997
+Intervale Ave,499.2130000000001
+Parkside Ave,873.273
+Queensboro Plz,351.43499999999995
+Queens Plz,351.43499999999995
+Rockaway Ave,860.499
+Wall St,176.812
+Chauncey St,657.9330000000001
+104th St,533.07
+Beach 105th St,880.3280000000002
+21st St - Queensbridge,2515.542
+Sutter Ave - Rutland Road,744.9649999999999
+Myrtle - Wyckoff Aves,536.512
+Neck Rd,918.733
+Euclid Ave,764.0380000000001
+Intervale Ave,399.96000000000004
+4th Av - 9th St,629.5519999999999
+Whitehall St,178.18800000000002
+Houston St,410.31500000000005
+Morrison Av - Soundview,635.9700000000001
+46th St,849.0609999999999
+President St,996.228
+Parsons Blvd,659.5860000000001
+Jamaica Ctr - Parsons / Archer,605.8969999999999
+Livonia Ave,665.294
+Saratoga Ave,744.9649999999999
+42nd St - Bryant Pk,281.563
+Burnside Ave,675.829
+3rd Ave,480.173
+Atlantic Av - Barclay's Center,948.0550000000001
+Ralph Ave,864.545
+238th St,635.8539999999999
+Cleveland St,629.669
+21st St,361.406
+W 4th St - Washington Sq (Upper),0.0
+W 4th St - Washington Sq (Lower),0.0
+Ocean Pkwy,654.468
+Nereid Ave (238 St),644.961
+Rector St,176.812
+E 180th St,698.567
+Zerega Ave,537.389
+South Ferry,178.18800000000002
+Hunts Point Ave,686.923
+Chauncey St,1073.716
+Parkside Ave,1192.144
+104th-102nd Sts,686.104
+Grand Ave - Newtown,937.205
+Mosholu Pkwy,1087.3210000000001
+69th St,599.379
+Chambers St,236.199
+High St,493.606
+Castle Hill Ave,454.236

src/data/closest_stations.py

@@ -52,7 +52,7 @@ def calculate_walking_distances(nodes,graph, eculid_distances, no_candidates=30)
         for dest_station in list(nearest_candidates):
             if (dest_station, origin_station) not in distances.keys():
                 dest_node = nodes[dest_station]
-                distance  = nx.shortest_path_length(graph, origin_node, dest_node)
+                distance  = nx.shortest_path_length(graph, origin_node, dest_node, weight='length')
                 distances[(origin_station,dest_station)] = distance
             done+=1
             if(done%100==0):
@@ -74,7 +74,7 @@ def plot_route(graph, origin, destination):
     west = min(o['x'],d['x'])
     padding = 0.01
     local_graph = ox.truncate.truncate_graph_bbox(graph, north+padding,south -padding, east+padding,west-padding)
-    return ox.plot.plot_graph_route(local_graph, nx.shortest_path(graph,origin,destination),show=False)
+    return ox.plot.plot_graph_route(local_graph, nx.shortest_path(graph,origin,destination, weight='length'),show=False)
 
 def plot_all_routes(graph,nodes,routes):
     path = PROCESSED_DATA_PATH / "plots"