notebooks/citi_bike_single_day.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "569f3fd0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python binary: /opt/homebrew/Cellar/jupyterlab/4.0.3/libexec/bin/python3.11\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(f'Python binary: {sys.executable}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "c508acd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Statistics related to all Citi Bikes:\n",
      "Total number of bikes: 37688\n",
      "Total number of regular bikes: 28572\n",
      "Total number of Ebikes: 3891\n",
      "Regular bike to Ebike ratio: 7.34\n",
      "Total number of broken bikes: 5225\n",
      "Percentage of broken bikes: 13.86%\n",
      "Total number of broken docks: 256\n",
      "Percentage of broken docks: 0.39%\n",
      "Percentage of available docks: 41.64%\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "# Load the data\n",
    "data = pd.read_csv(os.path.expanduser('~/workspace/citi-bike-data/2023-08-05.csv'))\n",
    "\n",
    "# Drop duplicates, keeping only the first occurrence of each station\n",
    "data = data.drop_duplicates(subset='Name', keep='first')\n",
    "\n",
    "# Calculate the total capacity for each station\n",
    "data['TotalCapacity'] = data['BikesDisabled'] + data['EBikesAvailable'] + data['BikesAvailable'] + data['DocksDisabled'] + data['DocksAvailable']\n",
    "\n",
    "# Calculate the percentage of available docks for each station\n",
    "data['PercentageAvailable'] = (data['DocksAvailable'] / data['TotalCapacity']) * 100\n",
    "\n",
    "# Now calculate the total (city-wide) metrics\n",
    "total_bikes = data['BikesAvailable'].sum() + data['EBikesAvailable'].sum() + data['BikesDisabled'].sum()\n",
    "total_regular_bikes = data['BikesAvailable'].sum()\n",
    "total_ebikes = data['EBikesAvailable'].sum()\n",
    "bike_ratio = total_regular_bikes / total_ebikes\n",
    "total_broken_bikes = data['BikesDisabled'].sum()\n",
    "perc_broken_bikes = 100 * total_broken_bikes / total_bikes\n",
    "total_broken_docks = data['DocksDisabled'].sum()\n",
    "total_capacity = data['TotalCapacity'].sum()\n",
    "perc_broken_docks = 100 * total_broken_docks / total_capacity\n",
    "perc_docks_available = 100 * data['DocksAvailable'].sum() / total_capacity\n",
    "\n",
    "print('Statistics related to all Citi Bikes:')\n",
    "print(f'Total number of bikes: {total_bikes}')\n",
    "print(f'Total number of regular bikes: {total_regular_bikes}')\n",
    "print(f'Total number of Ebikes: {total_ebikes:}')\n",
    "print(f'Regular bike to Ebike ratio: {bike_ratio:.2f}')\n",
    "print(f'Total number of broken bikes: {total_broken_bikes}')\n",
    "print(f'Percentage of broken bikes: {perc_broken_bikes:.2f}%')\n",
    "print(f'Total number of broken docks: {total_broken_docks}')\n",
    "print(f'Percentage of broken docks: {perc_broken_docks:.2f}%')\n",
    "print(f'Percentage of available docks: {perc_docks_available:.2f}%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "9c620d87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The data contains 10906 records.\n",
      "Total citi bike capacity in 'Red Hook' at 2023-08-15 23:56:41-04:00: 488\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "# get data file names\n",
    "filenames = glob.glob(os.path.expanduser('~/Downloads/2023-08-15.csv'))\n",
    "\n",
    "# create an empty list to store the data frames\n",
    "dfs = []\n",
    "\n",
    "for filename in filenames:\n",
    "    df = pd.read_csv(filename)\n",
    "    dfs.append(df)\n",
    "\n",
    "data = pd.concat(dfs, ignore_index=True)\n",
    "print(f'The data contains {len(data)} records.')\n",
    "\n",
    "data = data.drop_duplicates(subset=['TimeStamp', 'Name'])\n",
    "\n",
    "# Convert the 'TimeStamp' column to a datetime data type\n",
    "data['TimeStamp'] = pd.to_datetime(data['TimeStamp'])\n",
    "\n",
    "# Calculate the total capacity for each timestamp\n",
    "data['TotalCapacity'] = data['BikesDisabled'] + data['EBikesAvailable'] + data['BikesAvailable'] + data['DocksDisabled'] + data['DocksAvailable']\n",
    "\n",
    "# Group by the 'TimeStamp' column and calculate the total capacity for the first timestamp\n",
    "grouped_data = data.groupby('TimeStamp')['TotalCapacity'].sum()\n",
    "\n",
    "# Get the last timestamp\n",
    "last_timestamp = grouped_data.index[-1]\n",
    "\n",
    "# Get the total capacity for the last timestamp\n",
    "total_capacity_last_timestamp = grouped_data.loc[last_timestamp]\n",
    "\n",
    "# Print total capacity of bikes in \"Red Hook\" for the last timestamp\n",
    "print(f\"Total citi bike capacity in 'Red Hook' at {last_timestamp}: {total_capacity_last_timestamp}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "a442dc1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the data\n",
    "try:\n",
    "    data\n",
    "except NameError:\n",
    "    data = pd.read_csv('../data/2023-07-25.csv')\n",
    "\n",
    "# Convert the 'TimeStamp' column to a datetime data type\n",
    "data['TimeStamp'] = pd.to_datetime(data['TimeStamp'])\n",
    "\n",
    "# Extract the hour from the 'TimeStamp' column\n",
    "data['Hour'] = data['TimeStamp'].dt.hour\n",
    "\n",
    "# Calculate the total capacity for each timestamp\n",
    "data['TotalCapacity'] = data['BikesDisabled'] + data['EBikesAvailable'] + data['BikesAvailable'] + data['DocksDisabled'] + data['DocksAvailable']\n",
    "\n",
    "# Calculate the percentage of available docks for each timestamp\n",
    "data['PercentageAvailable'] = (data['DocksAvailable'] / data['TotalCapacity']) * 100\n",
    "\n",
    "# Group by the 'Hour' column and calculate the average percentage of available docks\n",
    "grouped_data = data.groupby('Hour')['PercentageAvailable'].mean()\n",
    "\n",
    "# Create a bar chart\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(grouped_data.index, grouped_data.values)\n",
    "plt.xlabel('Hour')\n",
    "plt.ylabel('Average Percentage of Available Docks')\n",
    "plt.title('Average Percentage of Available Docks per Hour')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "b02a4104",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the data\n",
    "try:\n",
    "    data\n",
    "except NameError:\n",
    "    data = pd.read_csv('../data/2023-07-25.csv')\n",
    "\n",
    "# Convert the 'TimeStamp' column to a datetime data type\n",
    "data['TimeStamp'] = pd.to_datetime(data['TimeStamp'])\n",
    "\n",
    "# Extract the hour from the 'TimeStamp' column\n",
    "data['Hour'] = data['TimeStamp'].dt.hour\n",
    "\n",
    "data['ZeroDocks'] = (data['DocksAvailable'] == 0).astype(int)\n",
    "data['NumberOfStations'] = 1\n",
    "\n",
    "grouped_data = data.groupby('Hour').agg({\n",
    "    'ZeroDocks': 'sum', \n",
    "    'NumberOfStations': 'sum', \n",
    "    'TimeStamp': 'nunique'\n",
    "})\n",
    "\n",
    "\n",
    "# Calculate the percentage of full stations per hour\n",
    "grouped_data['PercentageFullStations'] = (grouped_data['ZeroDocks'] / grouped_data['NumberOfStations']) * 100\n",
    "\n",
    "# Create a bar chart\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.bar(grouped_data.index, grouped_data['PercentageFullStations'])\n",
    "plt.xlabel('Hour')\n",
    "plt.ylabel('Average Percentage of Full Stations')\n",
    "plt.title('Average Percentage of Full Stations per Hour')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "72503071",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the data\n",
    "try:\n",
    "    data\n",
    "except NameError:\n",
    "    data = pd.read_csv('../data/2023-07-25.csv')\n",
    "\n",
    "# Convert the 'TimeStamp' column to a datetime data type\n",
    "data['TimeStamp'] = pd.to_datetime(data['TimeStamp'])\n",
    "\n",
    "# Extract the hour from the 'TimeStamp' column\n",
    "data['Hour'] = data['TimeStamp'].dt.hour\n",
    "\n",
    "data['LowAvailability'] = (data['DocksAvailable'] < 2).astype(int)\n",
    "data['ModerateAvailability'] = ((data['DocksAvailable'] >= 2) & (data['DocksAvailable'] < 5)).astype(int)\n",
    "data['HighAvailability'] = (data['DocksAvailable'] >= 5).astype(int)\n",
    "\n",
    "# Calculate the total number of stations\n",
    "data['NumberOfStations'] = 1\n",
    "\n",
    "# Group by the 'Hour' column\n",
    "grouped_data = data.groupby('Hour').agg({\n",
    "    'LowAvailability': 'sum',\n",
    "    'ModerateAvailability': 'sum',\n",
    "    'HighAvailability': 'sum',\n",
    "    'NumberOfStations': 'sum',\n",
    "})\n",
    "\n",
    "# Calculate the percentage of stations for each availability level per hour\n",
    "grouped_data['PercentageLowAvailability'] = (grouped_data['LowAvailability'] / grouped_data['NumberOfStations']) * 100\n",
    "grouped_data['PercentageModerateAvailability'] = (grouped_data['ModerateAvailability'] / grouped_data['NumberOfStations']) * 100\n",
    "grouped_data['PercentageHighAvailability'] = (grouped_data['HighAvailability'] / grouped_data['NumberOfStations']) * 100\n",
    "\n",
    "# Create a bar chart\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "bar1 = plt.bar(grouped_data.index, grouped_data['PercentageHighAvailability'], bottom=grouped_data['PercentageLowAvailability'] + grouped_data['PercentageModerateAvailability'], color='steelblue', label='High Availability')\n",
    "bar2 = plt.bar(grouped_data.index, grouped_data['PercentageModerateAvailability'], bottom=grouped_data['PercentageLowAvailability'], color='skyblue', label='Moderate Availability')\n",
    "bar3 = plt.bar(grouped_data.index, grouped_data['PercentageLowAvailability'], color='lightblue', label='Low Availability')\n",
    "\n",
    "plt.xlabel('Hour')\n",
    "plt.ylabel('Percentage of Stations')\n",
    "plt.title('Dock Availability Levels by Hour of the Day')\n",
    "\n",
    "# Place the legend at the top right corner\n",
    "plt.legend(loc='upper right')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "9e30c5b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load the data\n",
    "try:\n",
    "    data\n",
    "except NameError:\n",
    "    data = pd.read_csv('../data/2023-07-25.csv')\n",
    "\n",
    "# Calculate the total capacity for each timestamp\n",
    "data['TotalCapacity'] = data['BikesDisabled'] + data['EBikesAvailable'] + data['BikesAvailable'] + data['DocksDisabled'] + data['DocksAvailable']\n",
    "\n",
    "# Calculate the percentage of available docks for each timestamp\n",
    "data['PercentageAvailable'] = (data['DocksAvailable'] / data['TotalCapacity']) * 100\n",
    "\n",
    "# Calculate the average percentage of available docks\n",
    "average_percentage_available = data['PercentageAvailable'].mean()\n",
    "\n",
    "# Calculate the average percentage of each category\n",
    "average_percentage_disabled = (data['DocksDisabled'].sum() + data['BikesDisabled'].sum()) / data['TotalCapacity'].sum() * 100\n",
    "average_percentage_ebikes_available = (data['EBikesAvailable'].sum() / data['TotalCapacity'].sum()) * 100\n",
    "average_percentage_bikes_available = (data['BikesAvailable'].sum() / data['TotalCapacity'].sum()) * 100\n",
    "\n",
    "# Define the data for the pie chart\n",
    "sizes = [average_percentage_available, average_percentage_disabled, average_percentage_ebikes_available, average_percentage_bikes_available]\n",
    "labels = ['Available Docks', 'Disabled Equipment', 'Available EBikes', 'Available Bikes']\n",
    "colors = ['#ff9999', '#66b3ff', '#99ff99', '#ffcc99']\n",
    "\n",
    "# Create a pie chart\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie(sizes, labels=labels, colors=colors, autopct='%1.1f%%')\n",
    "plt.title('Daily Citi Bike Station Usage')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "491e500f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      Name  UsableDocks\n",
      "  Pioneer St & Richards St     0.317073\n",
      " Columbia St & Lorraine St     0.400697\n",
      "      Columbia St & W 9 St     0.470383\n",
      "    Clinton St & Centre St     0.533101\n",
      "         Bay St & Court St     0.825784\n",
      "    Wolcott St & Dwight St     0.839721\n",
      "   Dwight St & Van Dyke St     1.261324\n",
      "  Richards St & Delavan St     1.449477\n",
      "Van Brunt St & Van Dyke St     1.728223\n",
      "         Henry St & Bay St     1.735192\n",
      " Pioneer St & Van Brunt St     1.780488\n",
      "Sigourney St & Columbia St     2.156794\n",
      "    Coffey St & Conover St     2.236934\n",
      " Van Brunt St & Wolcott St     2.320557\n",
      "Commerce St & Van Brunt St     2.327526\n",
      "     Coffey St & Ferris St     3.585366\n",
      "         Henry St & W 9 St     3.930314\n",
      "  Carroll St & Columbia St     5.236934\n",
      "   Columbia St & Degraw St     5.728223\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "import folium\n",
    "import numpy as np\n",
    "from folium.plugins import HeatMap\n",
    "from pandas import json_normalize\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.stats import zscore\n",
    "from shapely.geometry import Point\n",
    "import geopandas as gpd\n",
    "\n",
    "# Load the data\n",
    "try:\n",
    "    data\n",
    "except NameError:\n",
    "    data = pd.read_csv('../data/2023-07-25.csv')\n",
    "\n",
    "# Load the station information\n",
    "with open('../data/station_info.json', 'r') as f:\n",
    "    station_info = json.load(f)\n",
    "\n",
    "stations = station_info['stations']  # Extract station data\n",
    "\n",
    "# Convert station data to a dataframe\n",
    "stations_df = pd.json_normalize(stations)  # Flatten JSON into a dataframe\n",
    "\n",
    "# Merge the data with station information to get latitude and longitude\n",
    "merged_data = pd.merge(data, stations_df, how=\"left\", left_on=\"Name\", right_on=\"name\")  \n",
    "\n",
    "# Calculate the total number of usable docks for each timestamp\n",
    "merged_data['UsableDocks'] = merged_data['DocksAvailable']\n",
    "\n",
    "# Group by the 'Name' column and calculate the average number of usable docks\n",
    "grouped_data = merged_data.groupby('Name')[['UsableDocks', 'longitude', 'latitude']].mean()\n",
    "\n",
    "grouped_data = grouped_data.sort_values(by='UsableDocks')\n",
    "\n",
    "# Define color assignment function\n",
    "def assign_color(value):\n",
    "    if value < 2:\n",
    "        return 'red'\n",
    "    elif 2 <= value < 5:\n",
    "        return 'orange'\n",
    "    else:\n",
    "        return 'green'\n",
    "\n",
    "# Create a new column 'Color' based on 'UsableDocks' values\n",
    "grouped_data['Color'] = grouped_data['UsableDocks'].apply(assign_color)\n",
    "\n",
    "# Convert latitude and longitude to geometric points\n",
    "geometry = [Point(xy) for xy in zip(grouped_data['longitude'], grouped_data['latitude'])]\n",
    "\n",
    "# Create a GeoDataFrame\n",
    "geo_df = gpd.GeoDataFrame(grouped_data, geometry=geometry)\n",
    "\n",
    "# Create a Folium map centered on the mean of latitude and longitude\n",
    "m = folium.Map(location=[grouped_data['latitude'].mean(), grouped_data['longitude'].mean()],\n",
    "               zoom_start=15, tiles='CartoDB Positron')\n",
    "\n",
    "# Add data to map\n",
    "for idx, row in geo_df.iterrows():\n",
    "    folium.CircleMarker(location=(row['latitude'], row['longitude']),\n",
    "                        radius=7,\n",
    "                        fill=True,\n",
    "                        fill_opacity=0.7,\n",
    "                        color=row['Color'],\n",
    "                        fill_color=row['Color']).add_to(m)\n",
    "\n",
    "m.save('heatmap.html')\n",
    "\n",
    "grouped_data_reset = grouped_data.reset_index()\n",
    "print(grouped_data_reset[['Name', 'UsableDocks']].to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e948f69e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                         Name  UsableDocks\n",
      "                                57 Rd & 58 St     0.000000\n",
      "                              W 54 St & 9 Ave     0.000000\n",
      "                                52 St & 1 Ave     0.003484\n",
      "                    Jerome Ave & Anderson Ave     0.020906\n",
      "                               64 St & 51 Ave     0.020906\n",
      "                                2 Ave & 44 St     0.038328\n",
      "                     Pioneer St & Richards St     0.038328\n",
      "                          Dyckman St & 10 Ave     0.041812\n",
      "                    Columbia St & Lorraine St     0.069686\n",
      "                                41 St & 3 Ave     0.094077\n",
      "                   Schenectady Ave & Maple St     0.101045\n",
      "                           63 St & Borden Ave     0.149826\n",
      "                                2 Ave & 32 St     0.198606\n",
      "                       Webster Ave & E 166 St     0.198606\n",
      "               Matthews Ct & Coney Island Ave     0.229965\n",
      "                        Inwood Ave & W 170 St     0.240418\n",
      "                      Old Broadway & W 133 St     0.268293\n",
      "                                34 St & 5 Ave     0.292683\n",
      "                          Maurice Ave & 53 Dr     0.299652\n",
      "                       White St & Johnson Ave     0.310105\n",
      "                         E 149 St & Eagle Ave     0.341463\n",
      "                  Morris Ave & E Burnside Ave     0.350174\n",
      "                    Clay Ave & Claremont Pkwy     0.351916\n",
      "                       E 171 St & Webster Ave     0.355401\n",
      "                                41 St & 4 Ave     0.397213\n",
      "                      Decatur Ave & Oliver Pl     0.442509\n",
      "                                48 St & 2 Ave     0.452962\n",
      "                             12 Ave & W 40 St     0.480836\n",
      "                             E 128 St & 3 Ave     0.484321\n",
      "                     65 Ln & Metropolitan Ave     0.491289\n",
      "                       E 169 St & Webster Ave     0.501742\n",
      "              Decatur Ave & Bedford Park Blvd     0.527875\n",
      "                                2 Ave & 36 St     0.543554\n",
      "                       Midwood St & Utica Ave     0.564460\n",
      "                      Tyler Ave & Maurice Ave     0.564460\n",
      "                            Keegan Rd & 2 Ave     0.567944\n",
      "                           Lenox Rd & E 43 St     0.578397\n",
      "                                47 St & 3 Ave     0.581882\n",
      "                      Rugby Rd & Albemarle Rd     0.585366\n",
      "                      University Pl & E 14 St     0.607143\n",
      "                     River Ave & McClellan St     0.609756\n",
      "                        Lafayette St & E 8 St     0.643564\n",
      "                         Allen St & Hester St     0.665217\n",
      "                        Hart St & Wyckoff Ave     0.670732\n",
      "                     Metropolitan Ave & 65 Ln     0.682927\n",
      "                    Marion Ave & Mosholu Pkwy     0.717770\n",
      "                       Troy Ave & Linden Blvd     0.724739\n",
      "                        Bailey Ave & W 193 St     0.728223\n",
      "                            10 Ave & W 204 St     0.738676\n",
      "                                34 St & 4 Ave     0.745645\n",
      "                            W 133 St & 12 Ave     0.745645\n",
      "                          Bridge St & York St     0.756098\n",
      "                           61 St & Borden Ave     0.759582\n",
      "                                 2 Av & 37 St     0.759582\n",
      "                    Pioneer St & Van Brunt St     0.790941\n",
      "                 Prospect Ave & Vanderbilt St     0.797909\n",
      "                        Nagle Ave & Thayer St     0.797909\n",
      "                         River Ave & E 153 St     0.825784\n",
      "                       George St & Wilson Ave     0.843206\n",
      "                   St Nicholas Ave & W 134 St     0.843206\n",
      "                                58 St & 2 Ave     0.850174\n",
      "                          61 St & Queens Blvd     0.853659\n",
      "                       Wolcott St & Dwight St     0.871080\n",
      "                    E New York Ave & Troy Ave     0.895470\n",
      "                 Suydam St & St. Nicholas Ave     0.916376\n",
      "                          E 161 St & Park Ave     0.947735\n",
      "                   Morningside Ave & W 123 St     0.954704\n",
      "                                64 St & 53 Dr     0.965157\n",
      "                                23 St & 3 Ave     0.968641\n",
      "                    Bedford Ave & Fenimore St     0.977273\n",
      "                       Jerome Ave & Ogden Ave     0.989547\n",
      "                      Clarkson Ave & Troy Ave     1.000000\n",
      "                        Maple St & Albany Ave     1.027875\n",
      "                       Melrose Ave & E 154 St     1.031359\n",
      "                            10 Ave & W 207 St     1.038328\n",
      "                     Winthrop St & Rogers Ave     1.045296\n",
      "                       Nagle Ave & Ellwood St     1.062718\n",
      "                      Madison St & Clinton St     1.069930\n",
      "                 Prospect Ave & Greenwood Ave     1.094077\n",
      "                     E Tremont Ave & E 176 St     1.104530\n",
      "                               57 St & 37 Ave     1.118467\n",
      "                          Isham St & Broadway     1.118467\n",
      "                           Front St & Gold St     1.132404\n",
      "                          Nassau St & Navy St     1.132404\n",
      "                         Columbia St & W 9 St     1.132404\n",
      "                           Pearl St & York St     1.139373\n",
      "                         Church Ave & E 42 St     1.181185\n",
      "                                3 Ave & 17 St     1.205575\n",
      "                             Union St & 4 Ave     1.207317\n",
      "                                56 Dr & 61 St     1.212544\n",
      "           W 155 St & Frederick Douglass Blvd     1.231707\n",
      "                    E 155 St & Courtlandt Ave     1.289199\n",
      "                             E 117 St & 1 Ave     1.294425\n",
      "                            Henry St & W 9 St     1.299652\n",
      "                               58 St & Pier 4     1.306620\n",
      "                   Linden Blvd & Nostrand Ave     1.324042\n",
      "                        Walton Ave & E 171 St     1.337979\n",
      "                        Goble Pl & Macombs Rd     1.341463\n",
      "                       E 115 St & Madison Ave     1.344948\n",
      "                     Central Ave & Melrose St     1.351916\n",
      "                Knickerbocker Ave & Thames St     1.386760\n",
      "                         Lenox Ave & W 115 St     1.393728\n",
      "                                44 St & 3 Ave     1.411150\n",
      "                        Willis Ave & E 141 St     1.421603\n",
      "                   Empire Blvd & New York Ave     1.425087\n",
      "               Lefferts Ave & Schenectady Ave     1.466899\n",
      "                         President St & 4 Ave     1.470383\n",
      "                     E 115 St & Lexington Ave     1.484321\n",
      "                Knickerbocker Ave & George St     1.486063\n",
      "                        Grand Ave & Remsen Pl     1.487805\n",
      "                  St. Nicholas Ave & W 126 St     1.498258\n",
      "                          E 165 St & Clay Ave     1.515679\n",
      "                        Morris Ave & E 142 St     1.515679\n",
      "                        Jerome Ave & E 164 St     1.515679\n",
      "                       Railroad Ave & Kay Ave     1.540070\n",
      "                        65 St & Roosevelt Ave     1.554007\n",
      "                          E 167 St & Clay Ave     1.559233\n",
      "                                36 St & 4 Ave     1.564460\n",
      "                     W 204 St & Vermilyea Ave     1.571429\n",
      "                    Tompkins Ave & Hopkins St     1.571429\n",
      "                         Brook Ave & E 138 St     1.574913\n",
      "                    Church Ave & McDonald Ave     1.583624\n",
      "                  Clarkson Ave & Nostrand Ave     1.585366\n",
      "                             Soissons Landing     1.594077\n",
      "                     Clarkson Ave & Utica Ave     1.616725\n",
      "                        Lorimer St & Broadway     1.620209\n",
      "                       E 128 St & Madison Ave     1.627178\n",
      "                                4 Ave & 26 St     1.630662\n",
      "                                64 St & 3 Ave     1.634146\n",
      "                       Decatur Ave & E 197 St     1.637631\n",
      "                   Featherbed Ln & Jerome Ave     1.644599\n",
      "                         Wales Ave & E 147 St     1.662021\n",
      "    Frederick Douglass Blvd & Harlem River Dr     1.677700\n",
      "                             E 114 St & 1 Ave     1.691638\n",
      "                                2 Ave & 43 St     1.696864\n",
      "                       Melrose Ave & E 150 St     1.719512\n",
      "                          Broadway & W 131 St     1.728223\n",
      "                          Broadway & W 133 St     1.738676\n",
      "                         River Ave & E 151 St     1.747387\n",
      "                   Sigourney St & Columbia St     1.768293\n",
      "                      Sherman Ave & Thayer St     1.780488\n",
      "          Adam Clayton Powell Blvd & W 130 St     1.783972\n",
      "                      Rogers Ave & Lincoln Rd     1.783972\n",
      "                                53 St & 2 Ave     1.783972\n",
      "                   Commerce St & Van Brunt St     1.786477\n",
      "                                30 St & 4 Ave     1.794425\n",
      "                      E 141 St & St Ann's Ave     1.829268\n",
      "                 Turner Pl & Coney Island Ave     1.832753\n",
      "                       Cortelyou Rd & E 34 St     1.836237\n",
      "                             3 Ave & E 169 St     1.850174\n",
      "                        Bergen Ave & E 152 St     1.850174\n",
      "                      Irving Ave & DeKalb Ave     1.853659\n",
      "                       E 158 St & Melrose Ave     1.855401\n",
      "           Frederick Douglass Blvd & W 129 St     1.864111\n",
      "                          Paul Ave & W 205 St     1.871080\n",
      "                       Coffey St & Conover St     1.874564\n",
      "                   Bedford Ave & Clarkson Ave     1.888502\n",
      "                        E 134 St & Walnut Ave     1.888502\n",
      "                        Little West St & 1 Pl     1.895470\n",
      "                       E 170 St & Webster Ave     1.895470\n",
      "                       Rugby Rd & Beverley Rd     1.902439\n",
      "                            Degraw St & 3 Ave     1.905923\n",
      "                         Brook Ave & E 157 St     1.909408\n",
      "                        Columbia St & Kane St     1.916376\n",
      "                          Clay Ave & E 173 St     1.919861\n",
      "                    Van Brunt St & Wolcott St     1.947735\n",
      "                   Central Ave & Flushing Ave     1.951220\n",
      "                       Greenwood Ave & E 4 St     1.954704\n",
      "                           Carroll St & 5 Ave     1.954704\n",
      "                    Dawson St & Intervale Ave     1.993031\n",
      "                    Palmetto St & Traffic Ave     1.996516\n",
      "                      Townsend Ave & E 175 St     2.000000\n",
      "                  Cortelyou Rd & Stratford Rd     2.008711\n",
      "                        Rutgers St & Henry St     2.029617\n",
      "                        Gerard Ave & E 146 St     2.038328\n",
      "                      Dwight St & Van Dyke St     2.059233\n",
      "                            57 St & Grand Ave     2.059233\n",
      "                        E 34 St & Linden Blvd     2.066202\n",
      "                         Woodside Ave & 60 St     2.080139\n",
      "                      Calyer St & Guernsey St     2.080702\n",
      "                            W 211 St & 10 Ave     2.087108\n",
      "                    Nostrand Ave & Rutland Rd     2.088850\n",
      "                       Congress St & Hicks St     2.092334\n",
      "                         Pike St & E Broadway     2.101045\n",
      "                         Lenox Ave & W 144 St     2.102787\n",
      "                          Pike St & Monroe St     2.111498\n",
      "                     Richards St & Delavan St     2.111498\n",
      "                      Faile St & Garrison Ave     2.114983\n",
      "                         E 157 St & River Ave     2.118467\n",
      "                                 4 Ave & 3 St     2.120209\n",
      "                              S 5 Pl & S 5 St     2.121951\n",
      "                      Maple St & New York Ave     2.125436\n",
      "                         Crescent St & 35 Ave     2.142857\n",
      "                 Willoughby Ave & Wyckoff Ave     2.144599\n",
      "                       Cortelyou Rd & E 19 St     2.153310\n",
      "                     Wyckoff Av & Stanhope St     2.165505\n",
      "                         Steinway St & 19 Ave     2.181185\n",
      "                                58 St & 56 Dr     2.188153\n",
      "                     South St & Gouverneur Ln     2.193380\n",
      "                                     Union St     2.195122\n",
      "                 Hunts Point Ave & Bryant Ave     2.233449\n",
      "       Mama Johnson Field - 4 St & Jackson St     2.233449\n",
      "                                2 Ave & 39 St     2.254355\n",
      "                     Southern Blvd & E 149 St     2.263066\n",
      "                     Rogers Ave & Sterling St     2.264808\n",
      "                    E 156 St & Courtlandt Ave     2.268293\n",
      "                                36 St & 3 Ave     2.275261\n",
      "                                5 Ave & 66 St     2.299652\n",
      "                               54 St & 37 Ave     2.310105\n",
      "                     Halsey St & Tompkins Ave     2.315331\n",
      "                          Calyer St & West St     2.318815\n",
      "                         Market St & Henry St     2.322300\n",
      "                        E 165 St & Jerome Ave     2.324042\n",
      "                          St Marks Pl & 4 Ave     2.336237\n",
      "                        Macombs Pl & W 152 St     2.372822\n",
      "                         Macon St & Lewis Ave     2.376307\n",
      "                             W 111 St & 5 Ave     2.386760\n",
      "                                Sands St Gate     2.391986\n",
      "                   Bushwick Ave & McKibbin St     2.393728\n",
      "                       Clarkson Ave & E 37 St     2.404181\n",
      "                         Tilden Ave & Lott St     2.411150\n",
      "                          Broadway & Kent Ave     2.440767\n",
      "                   E Tremont Ave & Jerome Ave     2.442509\n",
      "                             9 Ave & W 219 St     2.449477\n",
      "                    New York Ave & Snyder Ave     2.466899\n",
      "                          Plaza Dr & W 170 St     2.473868\n",
      "                       Irving Ave & Harman St     2.475610\n",
      "                               39 Ave & 56 St     2.480836\n",
      "                    Shore Blvd & Astoria Park     2.487805\n",
      "                             E 118 St & 3 Ave     2.498258\n",
      "                    31 Pl & Hunters Point Ave     2.500000\n",
      "                    Sterling St & Bedford Ave     2.512195\n",
      "                                 5 Ave & 3 St     2.513937\n",
      "                      Prospect Ave & E 151 St     2.522648\n",
      "                        Bloomfield St & 15 St     2.533101\n",
      "                     Harrison Pl & Porter Ave     2.543554\n",
      "                        4 Ave & Shore Road Dr     2.543554\n",
      "                                3 Ave & 14 St     2.547038\n",
      "                      Pleasant Ave & E 120 St     2.552265\n",
      "                      Pleasant Ave & E 116 St     2.566202\n",
      "                   Sterling St & Nostrand Ave     2.571429\n",
      "                               20 Ave & 21 St     2.571429\n",
      "                        Webster Ave & Ford St     2.581882\n",
      "                     Park Ave & St Edwards St     2.588850\n",
      "                               24 Ave & 26 St     2.599303\n",
      "                       E 132 St & Madison Ave     2.608014\n",
      "                        Broadway & Ellwood St     2.613240\n",
      "                   Ft. Hamilton Pkwy & E 5 St     2.613240\n",
      "                            Henry St & Bay St     2.613240\n",
      "                          Page Pl & Grand Ave     2.634146\n",
      "              St Nicholas Ave & Manhattan Ave     2.635889\n",
      "                       Academy St & Nagle Ave     2.648084\n",
      "                       Leonard St & Boerum St     2.648084\n",
      "                    DeKalb Ave & Franklin Ave     2.658537\n",
      "                        Jerome Ave & W 177 St     2.662021\n",
      "                              8 Ave & W 31 St     2.674216\n",
      "                 Sedgwick Ave & W Tremont Ave     2.679443\n",
      "                   Macombs Rd & Featherbed Ln     2.686411\n",
      "                        Halsey St & Ralph Ave     2.696864\n",
      "                                 7 St & 5 Ave     2.700348\n",
      "                                23 Rd & 31 St     2.700348\n",
      "                Park Ave & Marcus Garvey Blvd     2.707317\n",
      "                               20 Ave & 48 St     2.714286\n",
      "                     Amsterdam Ave & W 125 St     2.714286\n",
      "                     Boston Rd & Prospect Ave     2.722997\n",
      "                             Broadway & 51 St     2.742160\n",
      "                                 7 St & 3 Ave     2.759582\n",
      "                            10 Ave & W 215 St     2.770035\n",
      "                          55 Dr & Maurice Ave     2.783972\n",
      "                       E 16 St & Cortelyou Rd     2.790941\n",
      "                            12 Ave & W 125 St     2.801394\n",
      "                        Verona Pl & Fulton St     2.819930\n",
      "                           3 Ave & Carroll St     2.822300\n",
      "          Adam Clayton Powell Blvd & W 141 St     2.844948\n",
      "                   Beverley Rd & Nostrand Ave     2.885017\n",
      "          Adam Clayton Powell Blvd & W 151 St     2.891986\n",
      "                            E 156 & Brook Ave     2.895470\n",
      "                      Communipaw & Berry Lane     2.916376\n",
      "          Adam Clayton Powell Blvd & W 115 St     2.921603\n",
      "                                65 St & 2 Ave     2.923345\n",
      "                         Lenox Ave & W 130 St     2.942509\n",
      "                          Wythe Ave & N 13 St     2.947735\n",
      "                               23 Ave & 31 St     2.958188\n",
      "                         Rogers Pl & E 165 St     2.965157\n",
      "                    MacDonough St & Marcy Ave     2.977352\n",
      "                                27 Ave & 3 St     2.977352\n",
      "                          E 153 St & E 157 St     2.986063\n",
      "                           Cooper Ave & 65 Pl     2.996516\n",
      "                    Tilden Ave & Nostrand Ave     3.013937\n",
      "                               23 St & 31 Ave     3.027875\n",
      "                             3 Ave & E 112 St     3.027875\n",
      "                     Catherine St & Monroe St     3.040070\n",
      "                     Eastern Pkwy & Ralph Ave     3.045296\n",
      "                          Vernon Blvd & 47 Rd     3.052265\n",
      "                Cadman Plaza E & Red Cross Pl     3.054007\n",
      "                Knickerbocker Ave & Moffat St     3.059233\n",
      "                               60 St & 37 Ave     3.059233\n",
      "                                24 St & 5 Ave     3.069686\n",
      "                           Wyckoff St & 3 Ave     3.078397\n",
      "                       E 106 St & Madison Ave     3.090592\n",
      "                               30 Ave & 12 St     3.097561\n",
      "                   Carlton Ave & Flushing Ave     3.114983\n",
      "           Grand Concourse & E Mosholu Pkwy S     3.118467\n",
      "                        Willis Ave & E 143 St     3.121951\n",
      "                         W 204 St & Nagle Ave     3.123693\n",
      "               St Ann's Ave & Westchester Ave     3.132404\n",
      "                   Van Brunt St & Van Dyke St     3.135889\n",
      "                        Seaman Ave & Isham St     3.141115\n",
      "                    Washington Ave & E 163 St     3.146341\n",
      "                    Manhattan Av & Leonard St     3.167247\n",
      "                   Carroll St & Rochester Ave     3.205575\n",
      "             Prospect Park SW & Greenwood Ave     3.219512\n",
      "                Suydam St & Knickerbocker Ave     3.224739\n",
      "                   Botanical Sq & Webster Ave     3.240418\n",
      "                              5 Ave & E 72 St     3.254355\n",
      "                      Ocean Pkwy & Church Ave     3.264808\n",
      "                        Morris Ave & E 163 St     3.268293\n",
      "                        Canal St & Rutgers St     3.277972\n",
      "                             3 Ave & E 163 St     3.292683\n",
      "                        Morris Ave & E 153 St     3.296167\n",
      "                 Willoughby Ave & Walworth St     3.310105\n",
      "                                10 St & 5 Ave     3.313589\n",
      "                                5 Ave & 37 St     3.313589\n",
      "                  Bronx Shore Comfort Station     3.320557\n",
      "                   E Fordham Rd & Webster Ave     3.329268\n",
      "                   Willis Ave & Bruckner Blvd     3.331010\n",
      "                           Myrtle Ave & 65 St     3.332168\n",
      "          Adam Clayton Powell Blvd & W 132 St     3.346690\n",
      "                                17 St & 5 Ave     3.348432\n",
      "                         Brook Ave & E 148 St     3.348432\n",
      "                         Ditmars Blvd & 19 St     3.362369\n",
      "                     61 St & Laurel Hill Blvd     3.372822\n",
      "                           South St & Pike St     3.376307\n",
      "                       Goulden Ave & W 205 St     3.378049\n",
      "                                10 St & 2 Ave     3.393728\n",
      "Central Park North & Adam Clayton Powell Blvd     3.425087\n",
      "                                4 Ave & 17 St     3.425087\n",
      "                         Vernon Blvd & 31 Ave     3.435540\n",
      "                       Madison Ave & E 120 St     3.442509\n",
      "                          White St & Moore St     3.463415\n",
      "                          Degraw St & Hoyt St     3.498258\n",
      "                        Rogers Ave & Lenox Rd     3.515679\n",
      "                                21 St & 31 Dr     3.526132\n",
      "                               19 St & 24 Ave     3.547038\n",
      "                    Bainbridge Ave & E 193 St     3.557491\n",
      "                        E 147 St & Bergen Ave     3.574913\n",
      "                         31 Ave & Crescent St     3.581882\n",
      "                               20 Ave & 42 St     3.588850\n",
      "                    Irving Ave & Jefferson St     3.592334\n",
      "                       Albany Ave & Fulton St     3.595819\n",
      "                      Rogers Ave & Snyder Ave     3.634146\n",
      "                      E 135 St & St Ann's Ave     3.642857\n",
      "                    Bedford Ave & Beverley Rd     3.644599\n",
      "                         Lott St & Erasmus St     3.644599\n",
      "                             3 Ave & E 172 St     3.672474\n",
      "                                57 St & 1 Ave     3.682927\n",
      "                           S 4 St & Wythe Ave     3.688153\n",
      "                          8 St & Astoria Blvd     3.688153\n",
      "                               20 Ave & 38 St     3.703833\n",
      "                 Meserole Ave & Manhattan Ave     3.724739\n",
      "                     Wilson Ave & Troutman St     3.731707\n",
      "                    E Mosholu Pkwy & E 204 St     3.738676\n",
      "                             5 Ave & W 126 St     3.743902\n",
      "                     E 103 St & Lexington Ave     3.749129\n",
      "                      Columbia St & Degraw St     3.756098\n",
      "                     Grove St & Fresh Pond Rd     3.763066\n",
      "                      Ashland Pl & Dekalb Ave     3.783972\n",
      "                        Ocean Ave & Tennis Ct     3.815331\n",
      "                            16th St & 4th Ave     3.832753\n",
      "                                Old Fulton St     3.832753\n",
      "                        Church Ave & Story St     3.853659\n",
      "                                57 St & 4 Ave     3.855401\n",
      "                        E 150 St & Gerard Ave     3.874564\n",
      "                     Southern Blvd & E 175 St     3.881533\n",
      "                             5 Ave & W 131 St     3.909408\n",
      "                    Morris Ave & McClellan St     3.912892\n",
      "                        55 St & Northern Blvd     3.923345\n",
      "           Frederick Douglass Blvd & W 117 St     3.944251\n",
      "               Willoughby Ave & Onderdonk Ave     3.958188\n",
      "                     Union Ave & Wallabout St     3.975610\n",
      "                          Douglass St & 3 Ave     3.984321\n",
      "                    Kent St & McGuinness Blvd     3.993031\n",
      "                    Church Ave & Nostrand Ave     4.017422\n",
      "                    Bailey Ave & Sedgwick Ave     4.041812\n",
      "                        Forsyth St & Canal St     4.050523\n",
      "                         Seaman Ave & Beak St     4.066202\n",
      "                  Flushing Ave & Woodward Ave     4.097561\n",
      "                          E 118 St & Park Ave     4.101045\n",
      "                          Court St & State St     4.104530\n",
      "                        Willis Ave & E 137 St     4.121951\n",
      "                             Broadway & 12 St     4.132404\n",
      "                            Hazen St & 20 Ave     4.149826\n",
      "                               35 St & 23 Ave     4.158537\n",
      "                        Coffey St & Ferris St     4.162021\n",
      "                   Madison St & Montgomery St     4.163763\n",
      "                   Kingston Ave & Herkimer St     4.168990\n",
      "                                10 St & 4 Ave     4.177700\n",
      "                     Lexington Ave & E 120 St     4.195122\n",
      "                       Clinton St & Newark St     4.209059\n",
      "                                   Bergen Ave     4.285714\n",
      "                               Lafayette Park     4.339721\n",
      "                             E 116 St & 2 Ave     4.407666\n",
      "                       Carroll St & Utica Ave     4.414634\n",
      "                 Washington Ave & Empire Blvd     4.416376\n",
      "                       W 225 St & Exterior St     4.418118\n",
      "                               31 Ave & 57 St     4.421603\n",
      "                          W 218 St & Broadway     4.421603\n",
      "              Westchester Ave & Southern Blvd     4.421603\n",
      "                                 3 St & 3 Ave     4.452962\n",
      "                             Broadway & 49 St     4.459930\n",
      "                 Wards Meadow Comfort Station     4.461672\n",
      "                         Woodside Ave & 69 St     4.463415\n",
      "                  Mt Morris Park W & W 120 St     4.475610\n",
      "                           Willow Ave & 12 St     4.479094\n",
      "                      Milton St & Franklin St     4.484321\n",
      "                               25 Ave & 41 St     4.487805\n",
      "                       Clinton St & Cherry St     4.491289\n",
      "                                62 St & 4 Ave     4.491289\n",
      "                   Willoughby St & Ashland Pl     4.494774\n",
      "                          Broadway & Berry St     4.515679\n",
      "                 Kosciuszko St & Nostrand Ave     4.564460\n",
      "                               18 St & 27 Ave     4.571429\n",
      "                        E 17 St & Beverley Rd     4.573171\n",
      "                         S 3 St & Bedford Ave     4.576655\n",
      "                  W 135 St & Lenox Terrace Pl     4.581882\n",
      "                               61 St & 39 Ave     4.581882\n",
      "                               50 Ave & 65 St     4.589161\n",
      "                     Cortelyou Rd & Argyle Rd     4.592334\n",
      "                         Warren St & Smith St     4.599303\n",
      "                            S 2 St & Kent Ave     4.616725\n",
      "                                 Newport Pkwy     4.620209\n",
      "                   St Nicholas Ave & W 137 St     4.621951\n",
      "                              E 1 St & Bowery     4.644599\n",
      "                               36 Ave & 10 St     4.644599\n",
      "                          Caton Ave & E 10 St     4.662021\n",
      "                             1 Ave & E 110 St     4.674216\n",
      "                 St. Ann's Av & Bruckner Blvd     4.679443\n",
      "                  Parkside Ave & Flatbush Ave     4.688153\n",
      "                     Amsterdam Ave & W 131 St     4.693380\n",
      "                                 Lincoln Park     4.696864\n",
      "                      Waterbury St & Stagg St     4.699288\n",
      "                                63 St & 5 Ave     4.703833\n",
      "                Flushing Ave & Vanderbilt Ave     4.721254\n",
      "          Adam Clayton Powell Blvd & W 118 St     4.724739\n",
      "                            10 Ave & W 202 St     4.731707\n",
      "                     Banker St & Meserole Ave     4.740418\n",
      "                            Front St & Jay St     4.743902\n",
      "                  Pier 40 - Hudson River Park     4.764808\n",
      "                               31 Ave & 30 St     4.804878\n",
      "                      Grand St & Havemeyer St     4.827526\n",
      "                    Washington Ave & E 167 St     4.836237\n",
      "                         Center Blvd & 48 Ave     4.850174\n",
      "                          N 15 St & Wythe Ave     4.864111\n",
      "                             E 171 St & 3 Ave     4.881533\n",
      "                   E 138 St & Grand Concourse     4.885017\n",
      "                        Myrtle Ave & Grove St     4.893728\n",
      "                              Brunswick & 6th     4.904181\n",
      "                         W 218 St & Indian Rd     4.905923\n",
      "                          Union Ave & N 12 St     4.905923\n",
      "                                       Dey St     4.919861\n",
      "                     E 106 St & Lexington Ave     4.925087\n",
      "                        Walnut Ave & E 136 St     4.935540\n",
      "                       Beaver St & Fayette St     4.944251\n",
      "                       Humboldt St & Varet St     4.956446\n",
      "                       Lewis Ave & Decatur St     4.982578\n",
      "                                59 St & 59 Rd     5.000000\n",
      "                           21 St & Hoyt Ave S     5.006969\n",
      "                          Broadway & W 192 St     5.010453\n",
      "                       E 118 St & Madison Ave     5.024390\n",
      "                 Buffalo Ave & E New York Ave     5.034843\n",
      "                               45 Ave & 21 St     5.034965\n",
      "                               48 St & 37 Ave     5.041812\n",
      "                  DeKalb Ave & S Portland Ave     5.048780\n",
      "                               39 Ave & 54 St     5.055749\n",
      "                 McDonald Ave & Vanderbilt St     5.073171\n",
      "                  New York Ave & Hawthorne St     5.073171\n",
      "                      South St & Whitehall St     5.102787\n",
      "                Marcus Garvey Blvd & Macon St     5.128920\n",
      "          Adam Clayton Powell Blvd & W 138 St     5.134146\n",
      "                                45 Rd & 11 St     5.146341\n",
      "                         Rutland Rd & E 45 St     5.153310\n",
      "                                21 St & 4 Ave     5.177700\n",
      "                     Stanton St & Chrystie St     5.179443\n",
      "                     Lexington Ave & E 111 St     5.212544\n",
      "                          E 3 St & Church Ave     5.226481\n",
      "                       Carlton Ave & Park Ave     5.229965\n",
      "                         Boerum St & Broadway     5.257840\n",
      "                   Featherbed Ln & Nelson Ave     5.285714\n",
      "                               37 Ave & 63 St     5.285714\n",
      "                         Clinton St & 4 Place     5.327526\n",
      "                   St Mary's St & Jackson Ave     5.336237\n",
      "                         3 Ave & Franklin Ave     5.344948\n",
      "                               3 St & Hoyt St     5.355401\n",
      "                     Monroe St & Tompkins Ave     5.367596\n",
      "                      Henry St & Atlantic Ave     5.378049\n",
      "                    Brooklyn Ave & Snyder Ave     5.383275\n",
      "                       Fresh Pond Rd & 69 Ave     5.386760\n",
      "                     Irving Ave & Palmetto St     5.425087\n",
      "                    Stockholm St & Wilson Ave     5.428571\n",
      "           St. Nicholas Terrace & Convent Ave     5.432056\n",
      "                         Stagg St & Union Ave     5.439024\n",
      "             Jerome Ave & E Mosholu Parkway S     5.439024\n",
      "                     W 110 St & Amsterdam Ave     5.442509\n",
      "                       E 141 St & Jackson Ave     5.445993\n",
      "                     Greenwich St & Rector St     5.447735\n",
      "                      DeKalb Ave & Hudson Ave     5.458188\n",
      "                               62 St & 43 Ave     5.461672\n",
      "                        Broadway & Whipple St     5.473868\n",
      "                        Skillman Ave & 43 Ave     5.473868\n",
      "                        Gerard Ave & E 164 St     5.505226\n",
      "                       Pacific St & Nevins St     5.512195\n",
      "                 Kosciuszko St & Tompkins Ave     5.515679\n",
      "                        Stagg St & Morgan Ave     5.517422\n",
      "                                 9 St & 44 Rd     5.527875\n",
      "                  Astoria Park S & Shore Blvd     5.547038\n",
      "                       Lincoln Rd & Ocean Ave     5.637631\n",
      "                       Bedford Ave & Maple St     5.641115\n",
      "                       Albemarle Rd & E 21 St     5.641115\n",
      "                           Liberty Light Rail     5.644599\n",
      "                      Watts St & Greenwich St     5.658537\n",
      "                    Putnam Ave & Nostrand Ave     5.663763\n",
      "                      McKibbin St & Bogart St     5.679443\n",
      "                      Clinton St & Tillary St     5.684669\n",
      "                       Clinton St & Centre St     5.686411\n",
      "                             3 Ave & E 170 St     5.700348\n",
      "                   Bedford Ave & Albemarle Rd     5.717770\n",
      "                     West Broadway & Watts St     5.726481\n",
      "                   Ft. Hamilton Pkwy & E 2 St     5.745645\n",
      "                            E 169 St & Fox St     5.766551\n",
      "                    Greene Ave & Nostrand Ave     5.778746\n",
      "                     Cedar Ave & W Fordham Rd     5.804878\n",
      "                     Menahan St & Wyckoff Ave     5.810105\n",
      "                       Tiebout Ave & E 184 St     5.818815\n",
      "                             7 St & Monroe St     5.820557\n",
      "                   Southern Blvd & Tiffany St     5.843206\n",
      "                              67 St & Erik Pl     5.846690\n",
      "                     Roosevelt Island Tramway     5.846690\n",
      "                     Alexander Ave & E 134 St     5.864111\n",
      "                          20 Ave & Shore Blvd     5.874564\n",
      "                        Macon St & Howard Ave     5.904181\n",
      "                          Kent Ave & Grand St     5.918118\n",
      "                          King St & Varick St     5.956446\n",
      "                         Center Blvd & 51 Ave     5.970383\n",
      "                          Douglass St & 4 Ave     5.979094\n",
      "                       Crescent St & Broadway     5.984321\n",
      "                      Clermont Ave & Park Ave     6.003484\n",
      "            Johnson St & Brooklyn Bridge Blvd     6.010453\n",
      "                             5 Ave & E 135 St     6.027875\n",
      "                         31 St & Ditmars Blvd     6.038328\n",
      "                       Hanson Pl & Ashland Pl     6.045296\n",
      "                Linden St & Knickerbocker Ave     6.045296\n",
      "                         Lenox Ave & W 126 St     6.085366\n",
      "                     MacDougal St & Prince St     6.087108\n",
      "                        Devoe St & Morgan Ave     6.097561\n",
      "                    Thompson St & Bleecker St     6.106272\n",
      "                                45 St & 4 Ave     6.108014\n",
      "                  Lafayette Ave & Classon Ave     6.134146\n",
      "                    Wyckoff Av & Jefferson St     6.139373\n",
      "                               37 St & 24 Ave     6.160279\n",
      "                              1 Ave & E 94 St     6.165505\n",
      "                               49 Ave & 21 St     6.226481\n",
      "                      Kent Ave & Division Ave     6.256757\n",
      "                    Kenmare St & Elizabeth St     6.289199\n",
      "                               23 Ave & 27 St     6.308362\n",
      "                               28 St & 36 Ave     6.308772\n",
      "                               Pershing Field     6.322300\n",
      "                            51 St & Hobart St     6.327526\n",
      "                 Fresh Pond Rd & Flushing Ave     6.331010\n",
      "                       Lincoln Ave & E 134 St     6.362369\n",
      "                         Peck Slip & South St     6.365854\n",
      "                      Borden Ave & Review Ave     6.372822\n",
      "                       Stanton St & Mangin St     6.379791\n",
      "                        Morris Ave & E 171 St     6.383275\n",
      "                             W 43 St & 10 Ave     6.386760\n",
      "                        E 201 St & Briggs Ave     6.393728\n",
      "           Frederick Douglass Blvd & W 112 St     6.412892\n",
      "                         Roebling St & N 4 St     6.421603\n",
      "                         Degraw St & Smith St     6.439024\n",
      "                      3 Ave & Schermerhorn St     6.470383\n",
      "                           Madison St & 10 St     6.470383\n",
      "                Davidson Ave & W Burnside Ave     6.489547\n",
      "                     Atlantic Ave & Furman St     6.510453\n",
      "                    Stewart Ave & Johnson Ave     6.533101\n",
      "                    Gerard Ave & McClellan St     6.543554\n",
      "           Frederick Douglass Blvd & W 145 St     6.560976\n",
      "                              Smith St & 9 St     6.592334\n",
      "                W Tremont Ave & Matthewson Rd     6.609756\n",
      "                       Bayard St & Leonard St     6.613240\n",
      "                    Longfellow Ave & E 165 St     6.613240\n",
      "                               21 St & 21 Ave     6.635889\n",
      "                                5 St & 51 Ave     6.648084\n",
      "                               34 Ave & 45 St     6.679443\n",
      "                               34 Ave & 48 St     6.689895\n",
      "                        Main St & Plymouth St     6.689895\n",
      "                          48 St & Barnett Ave     6.689895\n",
      "                               34 Ave & 13 St     6.703833\n",
      "                            Bay St & Court St     6.717770\n",
      "                    W Broadway & W Houston St     6.721254\n",
      "                          Driggs Ave & S 2 St     6.724739\n",
      "           Frederick Douglass Blvd & W 115 St     6.728223\n",
      "                            Bergen St & 4 Ave     6.731707\n",
      "                     Madison St & Cypress Ave     6.731707\n",
      "                             35 St & Broadway     6.738676\n",
      "                    Halsey St & Evergreen Ave     6.743902\n",
      "                         65 Pl & Woodside Ave     6.789199\n",
      "                         Lenox Ave & W 146 St     6.797909\n",
      "                           N 5 St & Wythe Ave     6.803136\n",
      "                          St Marks Pl & 1 Ave     6.824042\n",
      "                     Bradhurst Ave & W 148 St     6.825784\n",
      "                    Central Park W & W 103 St     6.851916\n",
      "                         Lenox Ave & W 117 St     6.879791\n",
      "                               62 St & 34 Ave     6.888502\n",
      "                      Graham Ave & Withers St     6.893728\n",
      "                Brooklyn Bridge Park - Pier 2     6.898955\n",
      "          W 144 St & Adam Clayton Powell Blvd     6.898955\n",
      "                     W 148 St & Amsterdam Ave     6.902439\n",
      "                               39 St & 50 Ave     6.933798\n",
      "                9 St HBLR - Jackson St & 8 St     6.951220\n",
      "                      Wakeman Pl & Ridge Blvd     6.975610\n",
      "                        47 Ave & Skillman Ave     6.979094\n",
      "                                  Astor Place     6.979094\n",
      "                           N 11 St & Kent Ave     6.984000\n",
      "                             E 106 St & 1 Ave     6.989547\n",
      "                               43 St & 50 Ave     6.993031\n",
      "                            Kent Ave & N 7 St     7.006757\n",
      "                               51 Ave & 61 St     7.013937\n",
      "                Willoughby Ave & Tompkins Ave     7.019164\n",
      "                            Grand Ave & 55 St     7.045296\n",
      "          Adam Clayton Powell Blvd & W 123 St     7.045296\n",
      "                             2 Ave & E 122 St     7.062718\n",
      "                               35 Ave & 10 St     7.069686\n",
      "                        Fulton Ave & E 172 St     7.085366\n",
      "                              E 23 St & 1 Ave     7.090592\n",
      "                                57 Rd & 59 St     7.094077\n",
      "                          E 170 St & Clay Ave     7.121951\n",
      "                 W 106 St & Central Park West     7.155052\n",
      "                             Jay St & York St     7.165505\n",
      "                   Bergen St & Vanderbilt Ave     7.175958\n",
      "                             E 102 St & 1 Ave     7.179443\n",
      "                           3 Ave & Wakeman Pl     7.198606\n",
      "                      Leonard St & Nassau Ave     7.207317\n",
      "                          39 St & Queens Blvd     7.209059\n",
      "                      Riverside Dr & Broadway     7.254355\n",
      "                 Longwood Ave & Southern Blvd     7.257840\n",
      "                         Lenox Ave & W 140 St     7.264808\n",
      "                               57 St & 43 Ave     7.268293\n",
      "                  Lexington Ave & Classon Ave     7.285714\n",
      "                     Lexington Ave & E 128 St     7.369338\n",
      "              Thomas S. Boyland St & Macon St     7.411150\n",
      "                     Fulton St & Williams Ave     7.463415\n",
      "                      Greene Ave & Throop Ave     7.479094\n",
      "        Grand Concourse & East Mount Eden Ave     7.496516\n",
      "                    Nostrand Ave & Myrtle Ave     7.508711\n",
      "                           E 5 St & Cooper Sq     7.510453\n",
      "                       Anthony Ave & E 175 St     7.515679\n",
      "                     Charlotte St & Boston Rd     7.550523\n",
      "                          Jackson Ave & 46 Rd     7.557491\n",
      "                                    City Hall     7.567944\n",
      "               Park Pl & Thomas S. Boyland St     7.581882\n",
      "                         Maiden Ln & Pearl St     7.594077\n",
      "                   S Portland Ave & Hanson Pl     7.606272\n",
      "                     Bedford Ave & Nassau Ave     7.609756\n",
      "                              Adams St & 2 St     7.630662\n",
      "              Columbia Heights & Cranberry St     7.641115\n",
      "                                Hamilton Park     7.648084\n",
      "                         Henry St & Degraw St     7.655052\n",
      "                Sedgwick Ave & W Burnside Ave     7.658537\n",
      "                      New York Ave & Lenox Rd     7.668990\n",
      "                          E 138 St & Park Ave     7.675958\n",
      "                        Cedar St & Myrtle Ave     7.679443\n",
      "                                5 Ave & 41 St     7.682927\n",
      "                   Central Ave & Weirfield St     7.693380\n",
      "                        E 149 St & Morris Ave     7.714286\n",
      "                        Baldwin at Montgomery     7.721254\n",
      "                    Delancey St & Eldridge St     7.731707\n",
      "                      Evergreen Ave & Noll St     7.733449\n",
      "                             9 Ave & W 204 St     7.735192\n",
      "                               24 St & 38 Ave     7.743902\n",
      "                               Jackson Square     7.756098\n",
      "                        Market St & Cherry St     7.773519\n",
      "                          Bond St & Bergen St     7.777003\n",
      "                        Beck St & Leggett Ave     7.790941\n",
      "                      Mercer St & Bleecker St     7.808362\n",
      "                           Park Cir & East Dr     7.818815\n",
      "                               30 Ave & 21 St     7.836237\n",
      "                     Cambridge Pl & Gates Ave     7.843206\n",
      "                           Grant Ave & MLK Dr     7.850174\n",
      "                          Webb Ave & W 190 St     7.860627\n",
      "                        Mercer St & Spring St     7.864111\n",
      "                           Caton Ave & E 7 St     7.865854\n",
      "                     Valentine Ave & E 181 St     7.888502\n",
      "                           Dock St & Front St     7.891986\n",
      "               Metropolitan Ave & Stewart Ave     7.912892\n",
      "          Adam Clayton Powell Blvd & W 126 St     7.949477\n",
      "             City Hall - Washington St & 1 St     7.982578\n",
      "            Crotona Park North & Prospect Ave     8.000000\n",
      "                               31 Ave & 14 St     8.010453\n",
      "                   Loring Pl North & W 183 St     8.017422\n",
      "                       Hamilton Pl & W 140 St     8.019164\n",
      "                  Forest Ave & Summerfield St     8.062718\n",
      "                        Jerome Ave & E 181 St     8.076655\n",
      "                   Flatbush Ave & Fenimore St     8.121951\n",
      "                       Concord St & Bridge St     8.132404\n",
      "                     Parkside Ave & Parade Pl     8.146341\n",
      "                      Prospect Ave & E 167 St     8.163763\n",
      "                        Dyckman St & Staff St     8.191638\n",
      "                         61 St & Woodside Ave     8.200348\n",
      "                         60 Pl & Flushing Ave     8.216028\n",
      "                      W 181 St & Riverside Dr     8.231707\n",
      "                           N 10 St & Berry St     8.235192\n",
      "                    Central Ave & Woodbine St     8.250871\n",
      "                         Crescent St & 30 Ave     8.250877\n",
      "                             Hudson St & 4 St     8.259582\n",
      "                       Union Ave & Jackson St     8.259582\n",
      "                         Bergen St & Troy Ave     8.278746\n",
      "              Van Sinderen Ave & Atlantic Ave     8.296167\n",
      "                   Myrtle Ave & St Edwards St     8.313589\n",
      "                    Washington Ave & E 174 St     8.317073\n",
      "                    Home St & Westchester Ave     8.376307\n",
      "                            E 2 St & Avenue A     8.390244\n",
      "                             Monmouth and 6th     8.405923\n",
      "                         Steinway St & 23 Ave     8.409408\n",
      "                   Central Ave & Starr Street     8.419861\n",
      "                                29 St & 5 Ave     8.421603\n",
      "                      W 107 St & Columbus Ave     8.426829\n",
      "                               12 Ave & 36 St     8.466899\n",
      "                                53 St & 4 Ave     8.468641\n",
      "                      Bank St & Washington St     8.496516\n",
      "                          State St & Smith St     8.505226\n",
      "                     Bleecker St & Forest Ave     8.526132\n",
      "                              E 10 St & 2 Ave     8.550523\n",
      "                                     Grand St     8.554007\n",
      "                 Wilkins Ave & Crotona Park E     8.562718\n",
      "                             65 St & Broadway     8.578397\n",
      "                       St James Pl & Pearl St     8.595819\n",
      "                                 Morris Canal     8.616725\n",
      "     Hoboken Terminal - Hudson St & Hudson Pl     8.660279\n",
      "                   Stanhope St & Fairview Ave     8.662021\n",
      "   Southwest Park - Jackson St & Observer Hwy     8.686411\n",
      "                  Cadman Plaza E & Tillary St     8.703833\n",
      "                           56 St & Arnold Ave     8.724739\n",
      "                  Willoughby Ave & Myrtle Ave     8.783972\n",
      "                    University Ave & W 168 St     8.808362\n",
      "                      Central Ave & Covert St     8.824042\n",
      "                    Franklin Ave & Myrtle Ave     8.832753\n",
      "                     Hancock St & Wyckoff Ave     8.832753\n",
      "              Metropolitan Ave & Flushing Ave     8.839721\n",
      "                          Bus Slip & State St     8.844948\n",
      "                      President St & Henry St     8.846690\n",
      "                     Carroll St & Columbia St     8.855401\n",
      "                               41 Ave & 67 St     8.867596\n",
      "                  Hancock St & Stuyvesant Ave     8.883275\n",
      "                              2 St & Park Ave     8.886760\n",
      "                     Wadsworth Ave & W 175 St     8.886760\n",
      "                   Onderdonk Ave & Dekalb Ave     8.888502\n",
      "                               21 St & 23 Ave     8.893728\n",
      "                         Warren St & Court St     8.897213\n",
      "                               38 St & 30 Ave     8.898955\n",
      "                      Monroe St & Bedford Ave     8.898955\n",
      "                         21 Ave & Crescent St     8.940767\n",
      "                      St James Pl & Oliver St     8.940767\n",
      "               Greenpoint Ave & Manhattan Ave     8.949477\n",
      "                    W 176 St & Montgomery Ave     8.966899\n",
      "                 Lafayette Ave & Ft Greene Pl     8.972125\n",
      "                         Vernon Blvd & 50 Ave     8.972125\n",
      "                        LaGuardia Pl & W 3 St     8.982578\n",
      "                       Hicks St & Montague St     8.991289\n",
      "                        Greene Av & Myrtle Av     8.991289\n",
      "                 Crotona Park East & E 173 St     8.996516\n",
      "                Westchester Ave & Jackson Ave     9.010453\n",
      "                           E 91 St & Park Ave     9.022648\n",
      "                               Great Jones St     9.038328\n",
      "           Bainbridge Ave & Bedford Park Blvd     9.038328\n",
      "                     Greenpoint Ave & West St     9.041812\n",
      "                          W 190 St & Broadway     9.085366\n",
      "                 Kingston Ave & Montgomery St     9.101045\n",
      "                              65 St & Otto Rd     9.128920\n",
      "                             Adams St & 11 St     9.144599\n",
      "                   Herkimer St & New York Ave     9.153310\n",
      "                    Marcy Ave & Lafayette Ave     9.163763\n",
      "                 Eastern Pkwy & Rochester Ave     9.181185\n",
      "                   Stevens - River Ter & 6 St     9.195122\n",
      "                          Bond St & Fulton St     9.195122\n",
      "                         Bridge St & Water St     9.195122\n",
      "                        Walker St & Baxter St     9.198606\n",
      "                   Clinton Ave & Flushing Ave     9.198606\n",
      "                         St Felix Ave & 61 St     9.207317\n",
      "                         Ogden Ave & W 165 St     9.240418\n",
      "                       34th Ave & Vernon Blvd     9.243902\n",
      "                          Henry St & Grand St     9.254355\n",
      "                   Crescent St & Ditmars Blvd     9.261324\n",
      "                               Columbus Drive     9.270035\n",
      "                        N 12 St & Bedford Ave     9.273519\n",
      "                           Dahill Rd & 12 Ave     9.273519\n",
      "              Pulaski St & Marcus Garvey Blvd     9.278746\n",
      "                    Onderdonk Ave & Gates Ave     9.296167\n",
      "                         West St & Liberty St     9.296167\n",
      "                         Boone Ave & E 172 St     9.299652\n",
      "            Goulden Ave & Bedford Park Blvd W     9.299652\n",
      "                                14 St & 5 Ave     9.310105\n",
      "                            Sands St & Jay St     9.311847\n",
      "                             11 Ave & W 59 St     9.341463\n",
      "                         Pitt St & Stanton St     9.348432\n",
      "                         Lenox Ave & W 133 St     9.358885\n",
      "                               35 St & 30 Ave     9.371080\n",
      "                                7 Ave & 20 St     9.379791\n",
      "                               28 Ave & 44 St     9.412892\n",
      "                         Lenox Ave & W 111 St     9.442509\n",
      "                                27 Ave & 9 St     9.445993\n",
      "                     Washington Pl & Broadway     9.456446\n",
      "                              E 14 St & 1 Ave     9.458188\n",
      "                     Amsterdam Ave & W 136 St     9.459930\n",
      "                          Vernon Blvd & 10 St     9.508711\n",
      "                          Leonard Gordon Park     9.508711\n",
      "                                 Glenwood Ave     9.519164\n",
      "                          Newtown Ave & 23 St     9.526132\n",
      "                     Southern Blvd & E 172 St     9.529617\n",
      "                      Caton Ave & Bedford Ave     9.547038\n",
      "             Prospect Park SW & Vanderbilt St     9.554007\n",
      "                   Steinway St & Ditmars Blvd     9.602787\n",
      "                   Rivington St & Chrystie St     9.621951\n",
      "                               44 St & 48 Ave     9.644599\n",
      "                    Longfellow Ave & Aldus St     9.655052\n",
      "                                 Jersey & 3rd     9.655052\n",
      "                   Jefferson St & Cypress Ave     9.672474\n",
      "                   Cypress Hills St & Otto Rd     9.682927\n",
      "                                Montgomery St     9.686411\n",
      "                      Water St &  Fletcher St     9.691638\n",
      "                        Lewis Ave & Fulton St     9.717770\n",
      "                                 Newport PATH     9.736934\n",
      "                     Parkside Ave & Ocean Ave     9.736934\n",
      "                       Irving Ave & Halsey St     9.773519\n",
      "                  Washington Ave & Greene Ave     9.780488\n",
      "                          Park Ave & E 124 St     9.790941\n",
      "                  W 171 St & St. Nicholas Ave     9.790941\n",
      "                    Decatur St & Saratoga Ave     9.804878\n",
      "                      Norman St & Wyckoff Ave     9.822300\n",
      "                        E 138 St & Willow Ave     9.839721\n",
      "                         Steinway St & 21 Ave     9.850174\n",
      "                      St Johns Pl & Utica Ave     9.853659\n",
      "                       Harman St & Seneca Ave     9.857143\n",
      "                 Engert Ave & McGuinness Blvd     9.860627\n",
      "                        Walton Ave & E 168 St     9.874564\n",
      "                          Grove St & Broadway     9.876307\n",
      "                                Icahn Stadium     9.878049\n",
      "                        Broadway & Battery Pl     9.895470\n",
      "                   Winthrop St & Nostrand Ave     9.895470\n",
      "                  Patchen Ave & Bainbridge St     9.895470\n",
      "                North Moore St & Greenwich St     9.900697\n",
      "                 Bradley Ave & Greenpoint Ave     9.926829\n",
      "                   Fulton Ave & St. Paul's Pl     9.926829\n",
      "                    W 170 St & University Ave     9.933798\n",
      "                           N 9 St & Wythe Ave     9.937282\n",
      "                               21 St & 38 Ave     9.940767\n",
      "                     Fulton St & Saratoga Ave     9.944251\n",
      "                       Norfolk St & Broome St     9.961672\n",
      "                       Parade Pl & Crooke Ave     9.965157\n",
      "                              W 35 St & 9 Ave     9.972125\n",
      "                        Pacific St & Smith St    10.020906\n",
      "                       Sumpter St & Fulton St    10.020906\n",
      "                     Woodward Ave & Harman St    10.027875\n",
      "                     Cauldwell Ave & E 161 St    10.036585\n",
      "                 Wythe Ave & Metropolitan Ave    10.043554\n",
      "                       Barclay St & Church St    10.059233\n",
      "                         Crescent St & 34 Ave    10.102787\n",
      "                    Courtlandt Ave & E 149 St    10.104530\n",
      "                       E 188 St & Creston Ave    10.114983\n",
      "                             W 46 St & 11 Ave    10.120209\n",
      "                       Adams St & Prospect St    10.146341\n",
      "              Sedgwick Ave & Hall of Fame Tce    10.149826\n",
      "                      Bushwick Ave & Stagg St    10.153310\n",
      "                          21 Ave & Shore Blvd    10.160279\n",
      "          W 147 St & Adam Clayton Powell Blvd    10.162021\n",
      "                                Fairmount Ave    10.195122\n",
      "                               38 Ave & 29 St    10.217770\n",
      "                  MacDougal St & Rockaway Ave    10.226481\n",
      "                         Fulton St & Adams St    10.245645\n",
      "                   Herkimer St & Eastern Pkwy    10.261324\n",
      "                          Nelson Ave & 167 St    10.264808\n",
      "                        62 St & Northern Blvd    10.289199\n",
      "                  Albemarle Rd & McDonald Ave    10.289199\n",
      "               Metropolitan Ave & Bedford Ave    10.313589\n",
      "                     Amsterdam Ave & W 189 St    10.337979\n",
      "                         E 21 St & Church Ave    10.369338\n",
      "                         Division St & Bowery    10.371080\n",
      "                         Ditmars Blvd & 48 St    10.372822\n",
      "                       Sherman Ave & E 166 St    10.400697\n",
      "                     Central Park W & W 97 St    10.402439\n",
      "                      Dyckman St & Henshaw St    10.411150\n",
      "                  University Ave & Macombs Rd    10.411150\n",
      "                              5 Av & W 139 St    10.439024\n",
      "                          Mott St & Prince St    10.447735\n",
      "                         Bedford Ave & S 9 St    10.449477\n",
      "                     Howard St & Lafayette St    10.491289\n",
      "                         12 St & Sinatra Dr N    10.493031\n",
      "                      Throop Ave & Myrtle Ave    10.501742\n",
      "                         Steinway St & 28 Ave    10.506969\n",
      "                       Macon St & Patchen Ave    10.508711\n",
      "                         Court St & Nelson St    10.519164\n",
      "                                48 Ave & 5 St    10.531469\n",
      "                         Ditmars Blvd & 73 St    10.540070\n",
      "                                  Paulus Hook    10.555749\n",
      "                               65 St & 35 Ave    10.567944\n",
      "                    E Burnside Ave & Ryer Ave    10.574913\n",
      "                         York St & Marin Blvd    10.578397\n",
      "                                56 Dr & 59 St    10.588850\n",
      "                         Broadway & Moylan Pl    10.595819\n",
      "                   Westchester Ave & E 156 St    10.620209\n",
      "                             Grand St & 14 St    10.632653\n",
      "                  Hancock St & Malcolm X Blvd    10.679443\n",
      "                             5 St & Market St    10.686411\n",
      "                     Edgecombe Ave & W 167 St    10.717770\n",
      "                     Fairview Ave & Linden St    10.750871\n",
      "                         Grand St & Greene St    10.754355\n",
      "                   Grand Concourse & E 197 St    10.770035\n",
      "                                Washington St    10.773519\n",
      "                        Gerard Ave & E 165 St    10.783972\n",
      "           Metropolitan Ave & Vandervoort Ave    10.810105\n",
      "                          Spruce St & Gold St    10.811847\n",
      "                               31 Ave & 61 St    10.846690\n",
      "                      Sterling Pl & Ralph Ave    10.857143\n",
      "                     Edgecombe Ave & W 141 St    10.867596\n",
      "                     E 123 St & Lexington Ave    10.895470\n",
      "                    Washington Ave & Park Ave    10.895470\n",
      "                      Paul Ave & Mosholu Pkwy    10.902439\n",
      "                          Sterling Pl & 5 Ave    10.907666\n",
      "                    Bushwick Ave & Forrest St    10.919861\n",
      "                      Lexington Ave & E 36 St    10.939024\n",
      "                       E 149 St & Jackson Ave    10.940767\n",
      "                         Johnson St & Gold St    10.951220\n",
      "                      Dock 72 Way & Market St    10.954704\n",
      "                        Caton Ave & Argyle Rd    10.975610\n",
      "                      Central Ave & Himrod St    10.994774\n",
      "                      Menahan St & Seneca Ave    10.996516\n",
      "                    Brooklyn Ave & Tilden Ave    11.000000\n",
      "                      Franklin Ave & E 169 St    11.000000\n",
      "                            Dean St & Hoyt St    11.000000\n",
      "                       E 138 St & Cypress Ave    11.003484\n",
      "                   Withers St & Kingsland Ave    11.010453\n",
      "                    Fresh Pond Rd & Eliot Ave    11.034843\n",
      "                       Huron St & Franklin St    11.043554\n",
      "                           E 8 St & Caton Ave    11.059233\n",
      "                      Aqueduct Ave & W 190 St    11.059233\n",
      "                              Jersey & 6th St    11.059233\n",
      "                   Grand Concourse & E 192 St    11.064460\n",
      "                                 6 Ave & 9 St    11.088850\n",
      "                       Brooklyn Ave & Dean St    11.088850\n",
      "                         53 St & Flushing Ave    11.090592\n",
      "                   Grand Concourse & E 199 St    11.094077\n",
      "              Louis Nine Blvd & Intervale Ave    11.097561\n",
      "                      Graham Ave & Herbert St    11.108014\n",
      "                      Jackson St & Leonard St    11.153310\n",
      "                     St Johns Pl & Howard Ave    11.160279\n",
      "                                    Cherry St    11.177700\n",
      "                            Madison St & 1 St    11.188153\n",
      "                   Scholes St & Manhattan Ave    11.198606\n",
      "                              W 35 St & 8 Ave    11.203833\n",
      "                      Monroe St & Classon Ave    11.226481\n",
      "                          50 St & Barnett Ave    11.282230\n",
      "                          51 St & Queens Blvd    11.306620\n",
      "                     St Marks Ave & Ralph Ave    11.327526\n",
      "                                40 Ave & 9 St    11.331010\n",
      "                    Flatbush Ave & Lincoln Rd    11.332753\n",
      "                               E 6 St & 2 Ave    11.351916\n",
      "                               31 Ave & 34 St    11.364111\n",
      "                     Bushwick Ave & Harman St    11.365854\n",
      "                               69 St & 38 Ave    11.432056\n",
      "                          Bank St & Hudson St    11.456446\n",
      "                      Driggs Ave & Lorimer St    11.493031\n",
      "                             E 142 St & 3 Ave    11.496516\n",
      "                               34 Ave & 21 St    11.508711\n",
      "                         Bergen St & Smith St    11.510453\n",
      "                         Halsey St & Broadway    11.548780\n",
      "                                46 Ave & 5 St    11.554007\n",
      "                        42 Pl & Northern Blvd    11.555749\n",
      "               Westchester Ave & Longwood Ave    11.557491\n",
      "                   Grand Concourse & E 161 St    11.569686\n",
      "                      Stephen St & Seneca Ave    11.613240\n",
      "                               21 St & 36 Ave    11.626812\n",
      "                       Lewis Ave & Madison St    11.628920\n",
      "                  Duffield St & Willoughby St    11.634146\n",
      "                      Franklin St & Dupont St    11.665505\n",
      "                   Hoboken Ave at Monmouth St    11.722997\n",
      "                             3 Ave & E 100 St    11.731707\n",
      "                        Willow Ave & E 133 St    11.736934\n",
      "                          64 St & Woodbine St    11.754355\n",
      "                       Leonard St & Maujer St    11.780488\n",
      "                          E 149 St & Park Ave    11.787456\n",
      "                        Barry St & Tiffany St    11.790941\n",
      "                    West Farms Rd & Boone Ave    11.801394\n",
      "                                 Manila & 1st    11.836237\n",
      "                      Cypress Ave & George St    11.839721\n",
      "                  Greenwich St & W Houston St    11.878049\n",
      "                        11 St & Washington St    11.904181\n",
      "                     Grand Ave & W Fordham Rd    11.905923\n",
      "            Concourse Village West & E 156 St    11.925087\n",
      "                             Essex Light Rail    11.930314\n",
      "                   Madison St & Evergreen Ave    11.933798\n",
      "                     Franklin St & W Broadway    11.965157\n",
      "                       Goulden Ave & W 197 St    12.001742\n",
      "                 New York Ave & Montgomery St    12.013937\n",
      "                                    Warren St    12.080139\n",
      "                          Broadway & W 185 St    12.080139\n",
      "                  Greenpoint Ave & Monitor St    12.083624\n",
      "                         Skillman Ave & 54 St    12.087108\n",
      "                       Lewis Ave & Greene Ave    12.113240\n",
      "                          Berkeley Pl & 7 Ave    12.114983\n",
      "                     Cleveland Pl & Spring St    12.125436\n",
      "                           S 4 St & Rodney St    12.127178\n",
      "                      Nassau St & Duffield St    12.128920\n",
      "                         8 St & Washington St    12.162021\n",
      "               MacDonough St & Malcolm X Blvd    12.174216\n",
      "                    Clinton St & Joralemon St    12.184669\n",
      "                   Harlem River Dr & W 155 St    12.226481\n",
      "                  Amory Ct & Metropolitan Ave    12.226481\n",
      "                          40 St & Queens Blvd    12.229965\n",
      "                      Amsterdam Ave & W 66 St    12.259582\n",
      "                                12 St & 4 Ave    12.268293\n",
      "                      Madison St & Seneca Ave    12.299652\n",
      "                       Ash St & Manhattan Ave    12.299652\n",
      "                        Nelson Ave & W 172 St    12.306620\n",
      "                              W 30 St & 8 Ave    12.306620\n",
      "                                   Newark Ave    12.327526\n",
      "                         Brook Ave & E 141 St    12.348432\n",
      "                  Van Dam St & Greenpoint Ave    12.362369\n",
      "                       Creston Ave & E 178 St    12.365854\n",
      "                      Columbus Ave & W 103 St    12.374564\n",
      "                              7 Ave & Park Pl    12.390244\n",
      "                      Sheridan Ave & E 168 St    12.397213\n",
      "                        Greene St & Prince St    12.397213\n",
      "                          Broadway & W 142 St    12.397213\n",
      "                                60 St & 60 Rd    12.397213\n",
      "                   Grand Concourse & E 171 St    12.402439\n",
      "                                7 Ave & 17 St    12.404181\n",
      "                       Ocean Ave & Crooke Ave    12.407666\n",
      "                     Amsterdam Ave & W 186 St    12.411150\n",
      "                   Kingsland Ave & Nassau Ave    12.418118\n",
      "                    E 174 St & Longfellow Ave    12.431818\n",
      "                 Summerfield St & Cypress Ave    12.439024\n",
      "                               E 4 St & Ave B    12.442509\n",
      "                     N 5 St & Northside Piers    12.456446\n",
      "              Lafayette Ave & Hunts Point Ave    12.473868\n",
      "                     Amsterdam Ave & W 152 St    12.477352\n",
      "                            Berry St & N 8 St    12.480836\n",
      "            Grand St & Samuel Dickstein Plaza    12.491289\n",
      "                           Marshall St & 2 St    12.512195\n",
      "                      Van Buren St & Broadway    12.547038\n",
      "                        Jerome Ave & W 193 St    12.550523\n",
      "                         E 144 St & Brook Ave    12.587108\n",
      "                   Richardson St & N Henry St    12.637631\n",
      "                        Park Pl & Buffalo Ave    12.639373\n",
      "                     Morgan Ave & Maspeth Ave    12.648084\n",
      "                     Greenwich St & Hubert St    12.660279\n",
      "                   Grand Concourse & E 205 St    12.675958\n",
      "               Bergen St & Mother Gaston Blvd    12.675958\n",
      "                     Cauldwell Ave & E 158 St    12.689895\n",
      "                        E 182 St & Morris Ave    12.689895\n",
      "           Frederick Douglass Blvd & W 139 St    12.696864\n",
      "                           W 92 St & Broadway    12.728223\n",
      "                         Carroll St & Bond St    12.731707\n",
      "                     Cedar St & Evergreen Ave    12.745645\n",
      "              Intervale Ave & Westchester Ave    12.745645\n",
      "                   Shakespeare Ave & W 169 St    12.745645\n",
      "                  Central Park West & W 72 St    12.752613\n",
      "                     Chauncey St & Howard Ave    12.756098\n",
      "                                6 Ave & 60 St    12.770035\n",
      "                              9 Ave & W 39 St    12.794425\n",
      "              Southern Blvd & Avenue St. John    12.804878\n",
      "                     Amsterdam Ave & W 175 St    12.811847\n",
      "                           Carroll St & 6 Ave    12.843206\n",
      "                     Southern Blvd & E 174 St    12.857143\n",
      "                        72 St & Northern Blvd    12.881533\n",
      "                          E 102 St & Park Ave    12.916376\n",
      "                Sunken Meadow Comfort Station    12.944251\n",
      "                    Buffalo Ave & St Johns Pl    12.949477\n",
      "                              5 Ave & E 87 St    12.991289\n",
      "                Cumberland St & Lafayette Ave    12.993031\n",
      "                              5 Ave & E 93 St    13.001742\n",
      "                      Monroe St & Patchen Ave    13.041812\n",
      "                         Kane St & Clinton St    13.055749\n",
      "                        E 133 St & Cypress Pl    13.073171\n",
      "                     Andrews Ave S & W 179 St    13.090592\n",
      "                         Ditmars Blvd & 43 St    13.104530\n",
      "                         Woodside Ave & 55 St    13.139373\n",
      "                     Bushwick Ave & Linden St    13.141115\n",
      "            14 St Ferry - 14 St & Shipyard Ln    13.167247\n",
      "                 Chauncey St & Stuyvesant Ave    13.184669\n",
      "                             W 4 St & 7 Ave S    13.189895\n",
      "                       College Ave & E 170 St    13.205575\n",
      "                     W 100 St & Manhattan Ave    13.259582\n",
      "                      Maple St & Flatbush Ave    13.264808\n",
      "                      W 163 St & Riverside Dr    13.292683\n",
      "                     Garrison Ave & Manida St    13.299652\n",
      "                Jefferson Ave & Evergreen Ave    13.311847\n",
      "                          Broadway & W 220 St    13.315331\n",
      "                            5 Corners Library    13.334495\n",
      "                       Audubon Ave & W 192 St    13.334495\n",
      "                         57 St & Woodside Ave    13.334495\n",
      "                               24 St & 41 Ave    13.337979\n",
      "                  McKibbin St & Manhattan Ave    13.362369\n",
      "                      Aqueduct Ave & North St    13.369338\n",
      "                        Tinton Ave & E 165 St    13.369338\n",
      "                      N Henry St & Norman Ave    13.385017\n",
      "                         Cliff St & Fulton St    13.393728\n",
      "                        E 174 St & Walton Ave    13.397213\n",
      "                               34 St & 35 Ave    13.428571\n",
      "                               24 Ave & 29 St    13.430314\n",
      "                         John St & William St    13.433798\n",
      "                      Bergen Ave & Stegman St    13.435540\n",
      "                         Sharon St & Olive St    13.449477\n",
      "                         Powers St & Olive St    13.451220\n",
      "                            Newton Rd & 44 St    13.456446\n",
      "             Thomas S. Boyland St & Marion St    13.458188\n",
      "                             Heights Elevator    13.463415\n",
      "                     Amsterdam Ave & W 167 St    13.473868\n",
      "                              W 29 St & 9 Ave    13.480836\n",
      "                               39 St & 47 Ave    13.505226\n",
      "                        Hoe Ave & Jennings St    13.541812\n",
      "                           E 98 St & Park Ave    13.552265\n",
      "                          Park Ave & E 162 St    13.560976\n",
      "                       College Ave & E 169 St    13.571429\n",
      "                               Ave D & E 8 St    13.574913\n",
      "                              4 St & Grand St    13.581882\n",
      "                        38 St & Northern Blvd    13.599303\n",
      "                     Wyckoff Ave & Cooper Ave    13.623693\n",
      "                               43 Ave & 42 St    13.627178\n",
      "                           Avenue D & E 10 St    13.648084\n",
      "                         40 Ave & Crescent St    13.653310\n",
      "                         48 St & Skillman Ave    13.662021\n",
      "                           Windsor Pl & 8 Ave    13.668990\n",
      "                        Devoe St & Lorimer St    13.679443\n",
      "                   Brooklyn Ave & Beverley Rd    13.693380\n",
      "             Jerome Ave & Bedford Park Blvd E    13.724739\n",
      "                            Clinton St & 7 St    13.731707\n",
      "                        Pacific St & Troy Ave    13.738676\n",
      "                      Riverside Dr & W 148 St    13.766551\n",
      "                   W Fordham Rd & Loring Pl N    13.777003\n",
      "                      Macon St & Nostrand Ave    13.778746\n",
      "                               39 Ave & 45 St    13.787456\n",
      "                              E 68 St & 3 Ave    13.792683\n",
      "                          Broadway & W 165 St    13.797909\n",
      "                                59 St & 4 Ave    13.824042\n",
      "                         43 St & Skillman Ave    13.825784\n",
      "                        Fulton St & Utica Ave    13.853659\n",
      "                       Creston Ave & E 181 St    13.881533\n",
      "            Concourse Village East & E 158 St    13.902439\n",
      "                   Greene Ave & Grandview Ave    13.909408\n",
      "                    Pacific St & Nostrand Ave    13.935540\n",
      "                     W 159 St & Edgecombe Ave    13.940767\n",
      "                                6 Ave & 21 St    13.947735\n",
      "                          31 St & Newtown Ave    14.029617\n",
      "                        Popham Ave & W 174 St    14.033101\n",
      "                          Ryer Ave & E 182 St    14.048780\n",
      "                              E 78 St & 2 Ave    14.050523\n",
      "               Monroe St & Marcus Garvey Blvd    14.057491\n",
      "                    Sullivan Pl & Bedford Ave    14.069686\n",
      "                       East End Ave & E 86 St    14.085366\n",
      "                     Intervale Ave & Kelly St    14.106272\n",
      "                          36 St & Queens Blvd    14.108014\n",
      "                               Journal Square    14.114983\n",
      "                      Monitor St & Meeker Ave    14.114983\n",
      "                 Tiebout Ave & E Fordham Road    14.144599\n",
      "                        Crown St & Rogers Ave    14.149826\n",
      "                         Grand Ave & W 181 St    14.153310\n",
      "                               60 Pl & 67 Ave    14.163763\n",
      "                    Cathedral Pkwy & Broadway    14.188153\n",
      "                     Murray St & Greenwich St    14.188153\n",
      "                              E 12 St & Ave C    14.191638\n",
      "                      Bleecker St & Crosby St    14.207317\n",
      "                         Ditmars Blvd & 76 St    14.209059\n",
      "                               47 Ave & 48 St    14.216028\n",
      "                         Ogden Ave & W 164 St    14.219512\n",
      "                 Bialystoker Pl & Delancey St    14.229965\n",
      "                 Rockaway Ave & Bainbridge St    14.249129\n",
      "                      Greenwich St & Perry St    14.259582\n",
      "                        Myrtle Ave & Fleet Pl    14.263066\n",
      "                            JC Medical Center    14.264808\n",
      "                             48 St & Broadway    14.273519\n",
      "                          Driggs Ave & N 9 St    14.282230\n",
      "                   Grand Concourse & E 175 St    14.306620\n",
      "                              E 138 St & 5 Av    14.315331\n",
      "                             10 Ave & W 14 St    14.315331\n",
      "                  Madison St & Malcolm X Blvd    14.324042\n",
      "                      Anderson Ave & W 164 St    14.337979\n",
      "                               36 Ave & 31 St    14.348432\n",
      "                          Queens Blvd & 56 St    14.353659\n",
      "                     Vesey Pl & River Terrace    14.378049\n",
      "                              E 11 St & 1 Ave    14.378049\n",
      "                       E 82 St & East End Ave    14.379791\n",
      "                     Central Ave & Decatur St    14.383275\n",
      "                               36 St & 47 Ave    14.397213\n",
      "                                39 Dr & 52 St    14.411150\n",
      "                               43 St & 35 Ave    14.445993\n",
      "                          Broadway & W 160 St    14.449477\n",
      "                               46 St & 25 Ave    14.449477\n",
      "                      Putnam Ave & Throop Ave    14.463415\n",
      "                     W 163 St & Edgecombe Ave    14.466899\n",
      "                    Bainbridge Ave & E 196 St    14.473868\n",
      "                               Riverview Park    14.480836\n",
      "                 St Marks Ave & Rochester Ave    14.480836\n",
      "                   Menahan St & Onderdonk Ave    14.487805\n",
      "                   Grand Concourse & E 166 St    14.498258\n",
      "                        11 Ave & Prospect Ave    14.519164\n",
      "                              1 Ave & E 39 St    14.588850\n",
      "                               28 St & 41 Ave    14.588850\n",
      "                                6 Ave & 55 St    14.592334\n",
      "                       Seneca Ave & Irvine St    14.616725\n",
      "                                10 St & 7 Ave    14.621951\n",
      "                               30 Ave & 41 St    14.627178\n",
      "                        Forsyth St & Grand St    14.658537\n",
      "                        Beverley Rd & E 49 St    14.668990\n",
      "                               34 Ave & 31 St    14.682927\n",
      "                              2 Ave & E 99 St    14.700348\n",
      "                     Water St & Gouverneur Ln    14.731707\n",
      "                     Menahan St & Central Ave    14.763066\n",
      "                     Amsterdam Ave & W 172 St    14.783972\n",
      " South Waterfront Walkway - Sinatra Dr & 1 St    14.789199\n",
      "                         Chester Ave & 12 Ave    14.790941\n",
      "                               34 St & 48 Ave    14.815331\n",
      "                    Cortelyou Rd & Albany Ave    14.836237\n",
      "                Schenectady Ave & Prospect Pl    14.843206\n",
      "                      Riverside Dr & W 153 St    14.851916\n",
      "                   Green St & McGuinness Blvd    14.851916\n",
      "                               21 Ave & 80 St    14.860627\n",
      "                        Jerome Ave & W 195 St    14.871080\n",
      "                  Anthony Ave & E Tremont Ave    14.876307\n",
      "                       60 Ave & Fresh Pond Rd    14.878049\n",
      "                          Broadway & W 153 St    14.881533\n",
      "                                 5 St & 6 Ave    14.891986\n",
      "                    W Tremont Ave & Grand Ave    14.909408\n",
      "                         Calyer St & Jewel St    14.912892\n",
      "                         Boston Rd & E 167 St    14.916376\n",
      "                              W 42 St & 8 Ave    14.921603\n",
      "                        Jerome Ave & E 198 St    14.933798\n",
      "                               48 Ave & 41 St    14.944251\n",
      "                    W 192 St & University Ave    14.947735\n",
      "                               30 Ave & 47 St    14.972125\n",
      "                        Broadway & Hancock St    14.986063\n",
      "                      Norman Ave & Leonard St    15.017422\n",
      "                        E 160 St & Tinton Ave    15.031359\n",
      "                          Park Pl & Utica Ave    15.031359\n",
      "                         Moffat St & Bushwick    15.054007\n",
      "               Schenectady Ave & Cortelyou Rd    15.057491\n",
      "                          Prospect Pl & 6 Ave    15.059233\n",
      "                Ft. Washington Ave & W 190 St    15.062718\n",
      "                     Hancock St & Bedford Ave    15.064460\n",
      "                              Ave A & E 14 St    15.071429\n",
      "                 Chauncey St & Malcolm X Blvd    15.090592\n",
      "                       Dean St & Franklin Ave    15.099303\n",
      "                     Southern Blvd & E 142 St    15.101045\n",
      "                  Skillman Ave & Honeywell St    15.121951\n",
      "                              E 81 St & 1 Ave    15.135889\n",
      "                              E 84 St & 1 Ave    15.144599\n",
      "                         E 18 St & Church Ave    15.146341\n",
      "                                14 St & 7 Ave    15.149826\n",
      "                     Bergen St & Flatbush Ave    15.151568\n",
      "                       Centre St & Seneca Ave    15.156794\n",
      "                              McGinley Square    15.195122\n",
      "              University Ave & W Burnside Ave    15.195122\n",
      "                         Henry St & Remsen St    15.210801\n",
      "                              E 39 St & 2 Ave    15.238676\n",
      "                       Myrtle Ave & Marcy Ave    15.271777\n",
      "                               21 St & 43 Ave    15.278746\n",
      "                               32 Ave & 75 St    15.292683\n",
      "                           W 67 St & Broadway    15.306620\n",
      "                               34 Ave & 71 St    15.317073\n",
      "                         Ditmars Blvd & 79 St    15.331010\n",
      "                  W 190 St & St. Nicholas Ave    15.341463\n",
      "                   St Nicholas Ave & W 150 St    15.351916\n",
      "                        Jerome Ave & W 184 St    15.355401\n",
      "                          W 100 St & Broadway    15.358885\n",
      "                               49 St & 31 Ave    15.358885\n",
      "                      Bedford Ave & Bergen St    15.386760\n",
      "                          Berkeley Pl & 6 Ave    15.390244\n",
      "              Waterloo Pl & Crotona Park East    15.393728\n",
      "               Lexington Ave & Stuyvesant Ave    15.400697\n",
      "               Schenectady Ave & President St    15.418118\n",
      "                               35 Ave & 37 St    15.440767\n",
      "                        Carroll St & Smith St    15.451220\n",
      "                               81 St & 35 Ave    15.463415\n",
      "                          60 Pl & Bleecker St    15.473868\n",
      "                                 3 St & 7 Ave    15.489547\n",
      "                               35 St & 34 Ave    15.508711\n",
      "                        E 163 St & Tiffany St    15.519164\n",
      "                       Greenpoint Ave & 47 St    15.533101\n",
      "                       Park Pl & Franklin Ave    15.536585\n",
      "                   Pacific St & Rochester Ave    15.536585\n",
      "                     St. Ann's Ave & E 144 St    15.540070\n",
      "                   Catalpa Ave & Woodward Ave    15.543554\n",
      "                  E 58 St & 1 Ave (NE Corner)    15.560976\n",
      "                 Montgomery St & Franklin Ave    15.578397\n",
      "                   University Ave & Brandt Pl    15.592334\n",
      "                               28 Ave & 35 St    15.595819\n",
      "                              Washington Park    15.597561\n",
      "                     Edgecombe Ave & W 150 St    15.599303\n",
      "               W Tremont Ave & Montgomery Ave    15.602787\n",
      "                  St. Nicholas Ave & W 157 St    15.637631\n",
      "                               48 Ave & 37 St    15.644599\n",
      "                      Allen St & Rivington St    15.653310\n",
      "                              6 St & Grand St    15.668990\n",
      "                                  Dixon Mills    15.675958\n",
      "                               1 Ave & E 6 St    15.677700\n",
      "                 Schenectady Ave & Pacific St    15.710801\n",
      "                                 Brunswick St    15.721254\n",
      "                             W 53 St & 10 Ave    15.743902\n",
      "                  Malcolm X Blvd & DeKalb Ave    15.780488\n",
      "                          Washington Square E    15.818815\n",
      "                             2 Ave & E 104 St    15.822300\n",
      "                                      Hilltop    15.824042\n",
      "              Andrew Ave N & Hall of Fame Tce    15.836237\n",
      "                               30 St & 48 Ave    15.836237\n",
      "                                48 St & 5 Ave    15.850174\n",
      "                               71 St & 32 Ave    15.871080\n",
      "                   Grand Concourse & E 164 St    15.872822\n",
      "                  Nevins St & Schermerhorn St    15.907666\n",
      "                       Convent Ave & W 151 St    15.916376\n",
      "                               34 Ave & 38 St    15.940767\n",
      "                    Carroll St & Franklin Ave    15.986063\n",
      "                    Jerome Ave & W Fordham Rd    15.993031\n",
      "                    Kingston Ave & Carroll St    16.048780\n",
      "                        Orchard St & Grand St    16.078397\n",
      "                       Forsyth St & Broome St    16.090592\n",
      "            Columbus Park - Clinton St & 9 St    16.101045\n",
      "                               E 2 St & 2 Ave    16.113240\n",
      "                              8 Ave & W 24 St    16.125436\n",
      "                              Southpoint Park    16.135889\n",
      "                        Melrose St & Broadway    16.137631\n",
      "                   Prospect Ave & Jennings St    16.160279\n",
      "                  Central Park West & W 85 St    16.207317\n",
      "                         E 161 St & River Ave    16.212544\n",
      "               Fort Washington Ave & W 183 St    16.214286\n",
      "                       Putnam Ave & Ralph Ave    16.247387\n",
      "                        Macombs Rd & W 175 St    16.264808\n",
      "    Bulova Ave & Brooklyn Queens Expressway W    16.303136\n",
      "                          Hope St & Union Ave    16.304878\n",
      "                            E 9 St & Avenue C    16.317073\n",
      "                      Madison St & Forest Ave    16.350174\n",
      "                        Fulton Ave & E 168 St    16.355401\n",
      "               Fort Washington Ave & W 173 St    16.358885\n",
      "                     W 106 St & Amsterdam Ave    16.362369\n",
      "                     W 145 St & Amsterdam Ave    16.383275\n",
      "                  W 160 St & St. Nicholas Ave    16.393728\n",
      "                            E 165 St & Fox St    16.397213\n",
      "                      E 170 St & Sheridan Ave    16.416376\n",
      "                       Pacific St & Utica Ave    16.435540\n",
      "                 MacDougal St & Washington Sq    16.439024\n",
      "                           E 88 St & Park Ave    16.456446\n",
      "                      Grand St & Elizabeth St    16.472125\n",
      "                     Amsterdam Ave & W 162 St    16.479094\n",
      "                  Prospect Ave & Longwood Ave    16.491289\n",
      "                               11 St & 43 Ave    16.512195\n",
      "                        Barrow St & Hudson St    16.520906\n",
      "                     Pinehurst Ave & W 187 St    16.522648\n",
      "                  Sterling Pl & Rochester Ave    16.543554\n",
      "                     Congress St & Clinton St    16.548780\n",
      "                Knickerbocker Ave & Halsey St    16.552265\n",
      "                         36 St & Ditmars Blvd    16.567944\n",
      "                  DeKalb Ave & Vanderbilt Ave    16.571429\n",
      "                           W 63 St & Broadway    16.580139\n",
      "                              E 13 St & 2 Ave    16.581882\n",
      "                              Christ Hospital    16.583624\n",
      "                               43 St & 37 Ave    16.588850\n",
      "                          Broadway & W 168 St    16.594077\n",
      "                               74 St & 37 Ave    16.602787\n",
      "                       Pacific St & Ralph Ave    16.630662\n",
      "                      Albany Ave & Carroll St    16.641115\n",
      "                             5 Ave & E 103 St    16.656794\n",
      "               Knickerbocker Ave & Hancock St    16.658537\n",
      "                            Eliot Ave & 60 Ln    16.703833\n",
      "                              8 Ave & W 38 St    16.714286\n",
      "                       Lincoln Ave & E 138 St    16.717770\n",
      "                     Amsterdam Ave & W 180 St    16.717770\n",
      "                        Broadway & Madison St    16.731707\n",
      "                    Bainbridge Ave & E 198 St    16.818815\n",
      "                           E 67 St & Park Ave    16.827526\n",
      "                               50 St & 30 Ave    16.864111\n",
      "             Church Sq Park - 5 St & Park Ave    16.864111\n",
      "                  W 186 St & St. Nicholas Ave    16.867596\n",
      "                               48 St & 50 Ave    16.885017\n",
      "                       W 74 St & Columbus Ave    16.904181\n",
      "                  Prospect Pl & Underhill Ave    16.959930\n",
      "                                19 St & 8 Ave    16.972125\n",
      "                     Prospect Pl & Howard Ave    17.008711\n",
      "                          Vernon Blvd & 41 Rd    17.024390\n",
      "                               Van Vorst Park    17.031359\n",
      "                    Lewis Ave & Kosciuszko St    17.040070\n",
      "                      Seneca Ave & Decatur St    17.048780\n",
      "                      E 167 St & Franklin Ave    17.050523\n",
      "                               43 St & 23 Ave    17.073171\n",
      "                             Marin Light Rail    17.083624\n",
      "                      Cabrini Blvd & W 177 St    17.090592\n",
      "                      Buchanan Pl & Grand Ave    17.097561\n",
      "                      West End Ave & W 107 St    17.101045\n",
      "                    Madison St & Woodward Ave    17.106272\n",
      "                 Bedford Park Blvd & Paul Ave    17.118467\n",
      "                       Riverside Dr & W 72 St    17.118467\n",
      "                      Bergen St & Buffalo Ave    17.121951\n",
      "                Metropolitan Ave & Meeker Ave    17.132404\n",
      "                                46 St & 7 Ave    17.142857\n",
      "                        Graham Ave & Grand St    17.162021\n",
      "                      Eastern Pkwy & Troy Ave    17.181185\n",
      "                      Adelphi St & Myrtle Ave    17.189895\n",
      "      Margaret Corbin Plz & Ft Washington Ave    17.238676\n",
      "                             E 20 St & FDR Dr    17.243902\n",
      "                    3 St & Prospect Park West    17.249129\n",
      "            Pacific St & Thomas S. Boyland St    17.278746\n",
      "                               77 St & 31 Ave    17.306620\n",
      "                  Jefferson Ave & Patchen Ave    17.317073\n",
      "                          Broadway & W 138 St    17.339721\n",
      "                                52 St & 6 Ave    17.348432\n",
      "                    South End Ave & Albany St    17.360627\n",
      "                Sterling Pl & Schenectady Ave    17.372822\n",
      "                               43 Ave & 47 St    17.411150\n",
      "                          44 Dr & Jackson Ave    17.421603\n",
      "                      Van Dam St & Meeker Ave    17.421603\n",
      "               Eastern Pkwy & Schenectady Ave    17.425087\n",
      "                                 6 St & 7 Ave    17.425087\n",
      "                              E 55 St & 2 Ave    17.435540\n",
      "                      Amsterdam Ave & W 82 St    17.458188\n",
      "                       Myrtle Ave & Lewis Ave    17.472125\n",
      "                   Cypress Ave & St Felix Ave    17.477352\n",
      "                      Ogden Ave & Merriam Ave    17.489547\n",
      "                       Kingston Ave & Park Pl    17.536585\n",
      "                  Central Park West & W 76 St    17.548780\n",
      "                         Butler St & Court St    17.550523\n",
      "                               51 St & 43 Ave    17.564460\n",
      "                     Bergen St & Kingston Ave    17.574913\n",
      "                      Pacific St & Sackman St    17.578397\n",
      "                        Walton Ave & E 176 St    17.588850\n",
      "                                7 Ave & 62 St    17.602787\n",
      "                  New York Ave & St Marks Ave    17.606272\n",
      "                             W 47 St & 10 Ave    17.634146\n",
      "                   Prospect Pl & Nostrand Ave    17.642857\n",
      "                               49 St & 25 Ave    17.675958\n",
      "              West Drive & Prospect Park West    17.693380\n",
      "                Christopher St & Greenwich St    17.703833\n",
      "                              2 Ave & E 96 St    17.709059\n",
      "                       44 St & Greenpoint Ave    17.728223\n",
      "                                50 St & 7 Ave    17.729965\n",
      "                              E 93 St & 2 Ave    17.736934\n",
      "                                6 Ave & 12 St    17.738676\n",
      "                        Grand Ave & Bergen St    17.797909\n",
      "                              E 88 St & 1 Ave    17.848432\n",
      "                              Smith St & 3 St    17.851916\n",
      "                           E 72 St & Park Ave    17.883117\n",
      "                          Broadway & W 155 St    17.891986\n",
      "                     Amsterdam Ave & W 183 St    17.893728\n",
      "                Van Sinderen Ave & Truxton St    17.902439\n",
      "              W Burnside Ave & University Ave    17.923345\n",
      "                         Albany Ave & Park Pl    17.926829\n",
      "                    36 St & Hunters Point Ave    17.933798\n",
      "                           31 St & Hoyt Ave N    17.951220\n",
      "                               76 St & 21 Ave    17.958188\n",
      "                                    Motorgate    17.963415\n",
      "                           Troy Ave & Park Pl    18.000000\n",
      "                          Hudson St & W 13 St    18.010453\n",
      "                       Union St & Bedford Ave    18.076655\n",
      "                             3 Ave & E 174 St    18.076655\n",
      "                Audubon Ave & Fort George Ave    18.087108\n",
      "                      Scholes St & Lorimer St    18.094077\n",
      "         E Mosholu Pkwy & Van Cortlandt Ave E    18.097561\n",
      "                   Columbus Pl & Atlantic Ave    18.104530\n",
      "                        Morris Ave & E 184 St    18.113240\n",
      "                   Grand Concourse & E 144 St    18.142857\n",
      "                          Broadway & W 122 St    18.146341\n",
      "                              E 26 St & 3 Ave    18.175958\n",
      "                       Convent Ave & W 135 St    18.184669\n",
      "                     Amsterdam Ave & W 156 St    18.191638\n",
      "                     Somers St & Rockaway Ave    18.236934\n",
      "                          Hoyt St & Warren St    18.263066\n",
      "                Eastern Pkwy & Washington Ave    18.270035\n",
      "                       Dean St & Rockaway Ave    18.355401\n",
      "                       West End Ave & W 60 St    18.355401\n",
      "                   Greenwich Ave & Charles St    18.355401\n",
      "                                63 St & 59 Dr    18.358885\n",
      "                       W 84 St & Columbus Ave    18.374564\n",
      "                        Clinton St & Grand St    18.395470\n",
      "                           E 76 St & Park Ave    18.430314\n",
      "                               35 St & 21 Ave    18.435540\n",
      "                           W 42 St & Dyer Ave    18.437282\n",
      "                            60 Pl & Linden St    18.445993\n",
      "                     Pacific St & Classon Ave    18.447735\n",
      "                   Grand Concourse & E 156 St    18.463415\n",
      "                   Stuyvesant Ave & Gates Ave    18.473868\n",
      "                  Montrose Ave & Bushwick Ave    18.475610\n",
      "                   Underhill Ave & Pacific St    18.477352\n",
      "                                57 St & 7 Ave    18.484321\n",
      "              W Mosholu Pkwy S & Sedgwick Ave    18.501742\n",
      "                       W 129 St & Convent Ave    18.508711\n",
      "                                46 St & 6 Ave    18.519164\n",
      "                     Broadway & Kosciuszko St    18.557491\n",
      "                  St. Johns Pl & Kingston Ave    18.644599\n",
      "                           Broadway & E 14 St    18.687861\n",
      "                      W 140 St & Riverside Dr    18.703833\n",
      "                              E 19 St & 3 Ave    18.728223\n",
      "                    Morton St & Washington St    18.733449\n",
      "                                7 Ave & 41 St    18.745645\n",
      "                        E 66 St & Madison Ave    18.759582\n",
      "                     Bergen St & Saratoga Ave    18.771777\n",
      "                       Broadway & Roebling St    18.780488\n",
      "                             43 St & Broadway    18.810105\n",
      "          St Marks Ave & Thomas S. Boyland St    18.815331\n",
      "                        Madison Ave & E 82 St    18.876307\n",
      "                               71 St & 37 Ave    18.912892\n",
      "                     Albany St & Greenwich St    18.939024\n",
      "                         S 4 St & Roebling St    18.965157\n",
      "                     Clinton Ave & Myrtle Ave    18.979094\n",
      "                              Ave C & E 16 St    19.006969\n",
      "                        Henry St & Middagh St    19.073171\n",
      "                       Audobon Ave & W 179 St    19.101045\n",
      "                   Underhill Ave & Lincoln Pl    19.144599\n",
      "                     W 104 St & Amsterdam Ave    19.163763\n",
      "                     Valentine Ave & E 183 St    19.188153\n",
      "                    Brevoort Pl & Bedford Ave    19.247387\n",
      "                        Allen St & Stanton St    19.254355\n",
      "                   E Houston St & Columbia St    19.261324\n",
      "                          Garfield Pl & 8 Ave    19.264808\n",
      "                         31 Ave & Steinway St    19.283972\n",
      "                              9 Ave & W 45 St    19.350174\n",
      "                             W 37 St & 10 Ave    19.350174\n",
      "                                7 Ave & 22 St    19.355401\n",
      "                         E 163 St & Union Ave    19.372822\n",
      "                   Grand Concourse & E 196 St    19.381533\n",
      "                          33 St & Queens Blvd    19.407666\n",
      "                          W 146 St & Broadway    19.432056\n",
      "                          46 St & Queens Blvd    19.498258\n",
      "                  Eastern Pkwy & Brooklyn Ave    19.526132\n",
      "                              W 18 St & 9 Ave    19.529091\n",
      "                                  Oakland Ave    19.555749\n",
      "                    Pierrepont St & Monroe Pl    19.665505\n",
      "                                55 St & 7 Ave    19.703833\n",
      "               Lafayette Ave & Stuyvesant Ave    19.785714\n",
      "                              E 25 St & 1 Ave    19.794425\n",
      "                           E 11 St & Avenue B    19.825784\n",
      "                Washington St & Gansevoort St    19.836237\n",
      "                                59 St & 5 Ave    19.871080\n",
      "                     Manhattan Ave & Devoe St    19.878049\n",
      "                           E 89 St & York Ave    19.881533\n",
      "                              W 31 St & 7 Ave    19.947735\n",
      "                       West End Ave & W 94 St    20.076655\n",
      "                               34 St & 38 Ave    20.094077\n",
      "                             11 Ave & W 41 St    20.111498\n",
      "                              8 Ave & W 27 St    20.111498\n",
      "                     Putnam Ave & Wyckoff Ave    20.128920\n",
      "                   Brooklyn Ave & Prospect Pl    20.139373\n",
      "                 W 180 St & Ft Washington Ave    20.188153\n",
      "                  Franklin Ave & St Marks Ave    20.202091\n",
      "                    Cypress Ave & Palmetto St    20.243902\n",
      "                          W 12 St & Hudson St    20.264808\n",
      "                      Sheridan Ave & E 172 St    20.275261\n",
      "                      Prospect Park W & 20 St    20.278746\n",
      "                    Prospect Park West & 8 St    20.290941\n",
      "                              8 Ave & W 16 St    20.325784\n",
      "                     Eldert St & Bushwick Ave    20.357143\n",
      "                    Washington St & Barrow St    20.398955\n",
      "                           W 95 St & Broadway    20.400697\n",
      "                  St. Nicholas Ave & W 155 St    20.454704\n",
      "                             W 56 St & 10 Ave    20.479094\n",
      "                            E 7 St & Avenue A    20.486063\n",
      "                     Flatbush Ave & Ocean Ave    20.493031\n",
      "                                 Picnic Point    20.505226\n",
      "               W 165 St & Fort Washington Ave    20.522648\n",
      "                               33 St & 47 Ave    20.522648\n",
      "                   Sterling Pl & New York Ave    20.541812\n",
      "                               34 Ave & 74 St    20.550523\n",
      "                              4 Ave & E 12 St    20.585366\n",
      "                   Grand Concourse & E 203 St    20.717770\n",
      "                   Lefferts Pl & Franklin Ave    20.735192\n",
      "                             W 26 St & 10 Ave    20.759582\n",
      "                      Fulton St & Waverly Ave    20.763066\n",
      "                             31 St & Broadway    20.818815\n",
      "                   Grand Concourse & E 167 St    20.822300\n",
      "                              W 50 St & 9 Ave    20.862369\n",
      "                  Sullivan St & Washington Sq    20.865854\n",
      "                       Windsor Pl & Howard Pl    20.885017\n",
      "                     Frost St & Debevoise Ave    20.986063\n",
      "                      Riverside Dr & W 104 St    21.006969\n",
      "                    Schermerhorn St & Hoyt St    21.027875\n",
      "                              E 75 St & 3 Ave    21.071930\n",
      "                              E 97 St & 3 Ave    21.080139\n",
      "                        Ralph Ave & Fulton St    21.092334\n",
      "                        Yankee Ferry Terminal    21.160279\n",
      "                     Morgan Ave & Lombardy St    21.205575\n",
      "                    Sterling Pl & Bedford Ave    21.207317\n",
      "                        Spring St & Hudson St    21.259582\n",
      "                      Riverside Dr & W 138 St    21.317073\n",
      "                       Wilson Ave & Moffat St    21.365854\n",
      "                       Myrtle Ave & Linden St    21.407666\n",
      "                   Beverley Rd & Flatbush Ave    21.508711\n",
      "                            1 Pl & Clinton St    21.520906\n",
      "                             2 Ave & E 125 St    21.587108\n",
      "                    Bushwick Ave & Dekalb Ave    21.602787\n",
      "                     Stuyvesant Ave & Hart St    21.616725\n",
      "                      W 70 St & Amsterdam Ave    21.696864\n",
      "                         Broad St & Bridge St    21.738676\n",
      "                  Bedford Ave & Montgomery St    21.738676\n",
      "                 St Johns Pl & Washington Ave    21.738676\n",
      "                              8 Ave & W 52 St    21.752613\n",
      "                       W Broadway & Spring St    21.808362\n",
      "                      W 90 St & Amsterdam Ave    21.842657\n",
      "                              E 85 St & 3 Ave    21.862369\n",
      "                     Prospect Park SW & 16 St    21.864111\n",
      "                      W 10 St & Washington St    21.923345\n",
      "                               37 Ave & 35 St    21.972125\n",
      "                                7 Ave & 40 St    21.986063\n",
      "                                44 St & 6 Ave    21.993031\n",
      "                              1 Ave & E 62 St    22.104530\n",
      "                     Whitehall St & Bridge St    22.221254\n",
      "             Thomas S. Boyland St & Fulton St    22.331010\n",
      "                              E 95 St & 3 Ave    22.334495\n",
      "                        50 St & Northern Blvd    22.339721\n",
      "                           E 81 St & York Ave    22.344948\n",
      "                         E 48 St & Tilden Ave    22.445993\n",
      "                                   Harborside    22.501742\n",
      "                    Graham Ave & Conselyea St    22.536585\n",
      "                          71 Ave & Myrtle Ave    22.547038\n",
      "                           E 14 St & Avenue B    22.550523\n",
      "                            27 St & Hunter St    22.583624\n",
      "                   Classon Ave & St Marks Ave    22.606272\n",
      "                              1 Ave & E 30 St    22.628920\n",
      "                               E 7 St & Ave C    22.672474\n",
      "                    Lincoln Pl & Nostrand Ave    22.675958\n",
      "                           E 60 St & York Ave    22.703833\n",
      "                     Edgecombe Ave & W 145 St    22.749129\n",
      "                     Willoughby Ave & Hall St    22.780488\n",
      "                        West St & Chambers St    22.782230\n",
      "                      Harrison St & Hudson St    22.824042\n",
      "                     Eagle St & Manhattan Ave    22.836237\n",
      "                     Lincoln Pl & Classon Ave    22.837979\n",
      "                             W 44 St & 11 Ave    22.839721\n",
      "                  Central Park West & W 68 St    22.940767\n",
      "             W 64 St & Thelonious Monk Circle    23.054007\n",
      "                              W 13 St & 5 Ave    23.116725\n",
      "                         31 St & Astoria Blvd    23.134146\n",
      "                        Fulton St & Irving Pl    23.183274\n",
      "                               47 Ave & 31 St    23.219512\n",
      "                  President St & Nostrand Ave    23.261324\n",
      "                             11 Ave & W 27 St    23.348432\n",
      "                        Carlton Ave & Dean St    23.365854\n",
      "                               31 St & 21 Ave    23.435540\n",
      "                  W 82 St & Central Park West    23.465157\n",
      "                       Steinway St & Broadway    23.468641\n",
      "                  Eastern Pkwy & Nostrand Ave    23.567944\n",
      "                                  Exchange Pl    23.606272\n",
      "               Morningside Dr & Amsterdam Ave    23.693380\n",
      "                  Lawrence St & Willoughby St    23.726481\n",
      "                  Lafayette Ave & St James Pl    23.759582\n",
      "                        Walton Ave & E 183 St    23.780488\n",
      "                     Amsterdam Ave & W 119 St    23.825784\n",
      "                              E 65 St & 2 Ave    23.846690\n",
      "      Hoboken Terminal - River St & Hudson Pl    23.900697\n",
      "                           E 81 St & Park Ave    23.951220\n",
      "                            E 6 St & Avenue D    23.973868\n",
      "                             W 15 St & 10 Ave    23.977352\n",
      "                        E 56 St & Madison Ave    23.986063\n",
      "                             10 Ave & W 28 St    24.064460\n",
      "                                Grove St PATH    24.120209\n",
      "                   Columbia St & Rivington St    24.139373\n",
      "                           E 72 St & York Ave    24.200348\n",
      "                         Suydam St & Broadway    24.231707\n",
      "                   Carlton Ave & St Marks Ave    24.369338\n",
      "                              E 51 St & 1 Ave    24.397213\n",
      "                     W 120 St & Claremont Ave    24.470383\n",
      "                  Carroll St & Washington Ave    24.658537\n",
      "                        Broadway & Furman Ave    24.790941\n",
      "                      Stanton St & Norfolk St    24.820557\n",
      "                         Vesey St & Church St    24.862369\n",
      "                           Broadway & W 37 St    24.881533\n",
      "               Putnam Ave & Knickerbocker Ave    24.961672\n",
      "                     Lexington Ave & E 127 St    25.027875\n",
      "                              W 49 St & 8 Ave    25.054007\n",
      "                        Bayard St & Baxter St    25.113240\n",
      "                         Bergen Ave & Sip Ave    25.177700\n",
      "                              1 Ave & E 18 St    25.372822\n",
      "                     W 116 St & Amsterdam Ave    25.425087\n",
      "                               E 5 St & Ave A    25.430314\n",
      "                              W 13 St & 7 Ave    25.583624\n",
      "                               E 4 St & 2 Ave    25.691638\n",
      "             Queens Plaza North & Crescent St    25.691638\n",
      "                              E 17 St & 2 Ave    25.933798\n",
      "                              W 25 St & 6 Ave    25.944251\n",
      "                 Plaza St West & Flatbush Ave    25.947735\n",
      "                       67 Ave & Fresh Pond Rd    25.965157\n",
      "                              1 Ave & E 16 St    26.015679\n",
      "                          N 7 St & Driggs Ave    26.033101\n",
      "                         Somers St & Broadway    26.118467\n",
      "                      Riverside Dr & W 145 St    26.141115\n",
      "                              5 Ave & E 78 St    26.235192\n",
      "                            6 Ave & Walker St    26.480836\n",
      "                            E 5 St & Avenue C    26.486063\n",
      "                     Lafayette St & Jersey St    26.522648\n",
      "                  Flatbush Ave & Eastern Pkwy    26.578397\n",
      "                       Fulton St & William St    26.646341\n",
      "                              W 36 St & 9 Ave    26.651568\n",
      "                     Wadsworth Ave & W 179 St    26.655052\n",
      "                  E 58 St & 1 Ave (NW Corner)    26.693380\n",
      "                               E 1 St & 1 Ave    26.742160\n",
      "                                53 St & 5 Ave    26.898955\n",
      "                    Washington St & Laight St    26.986063\n",
      "                      W 87 St & Amsterdam Ave    26.993031\n",
      "                              W 41 St & 8 Ave    27.139373\n",
      "                      Centre St & Chambers St    27.168990\n",
      "                                55 St & 5 Ave    27.191638\n",
      "                    Prospect Park SW & 10 Ave    27.254355\n",
      "                      Lafayette St & Grand St    27.350174\n",
      "                       W 87 St & West End Ave    27.358885\n",
      "                     Division Ave & Marcy Ave    27.407666\n",
      "                     Central Park W & W 91 St    27.442509\n",
      "                                 1 St & 6 Ave    27.468641\n",
      "                Atlantic Ave & Fort Greene Pl    27.480836\n",
      "                              E 12 St & 3 Ave    27.595819\n",
      "                    Bushwick Ave & Furman Ave    27.756098\n",
      "                           E 50 St & Park Ave    27.928571\n",
      "                           W 35 St & Dyer Ave    27.935540\n",
      "                     Bushwick Ave & Powers St    28.125436\n",
      "                  Eastern Pkwy & Kingston Ave    28.142857\n",
      "             Grand Army Plaza & Plaza St West    28.207317\n",
      "                      Wyckoff Ave & Gates Ave    28.334495\n",
      "                        E 97 St & Madison Ave    28.445993\n",
      "                           Carmine St & 6 Ave    28.529617\n",
      "                               E 3 St & 1 Ave    28.540070\n",
      "                   McGuinness Blvd & Eagle St    28.609756\n",
      "                              E 51 St & 2 Ave    28.820557\n",
      "                      Emerson Pl & Myrtle Ave    28.926829\n",
      "                              E 54 St & 1 Ave    29.148084\n",
      "                       W 89 St & Columbus Ave    29.364312\n",
      "                              W 40 St & 7 Ave    29.418118\n",
      "                            Avenue D & E 3 St    29.588850\n",
      "                              E 89 St & 3 Ave    29.648084\n",
      "                              E 77 St & 1 Ave    29.668990\n",
      "                           E 84 St & Park Ave    29.808362\n",
      "                              E 53 St & 3 Ave    30.170732\n",
      "                      E 39 St & Lexington Ave    30.275261\n",
      "                              E 81 St & 3 Ave    30.275261\n",
      "                               E 9 St & 5 Ave    30.360627\n",
      "                        7 Ave S & Bleecker St    30.370629\n",
      "                         Fulton St & Broadway    30.538328\n",
      "                           Broadway & E 19 St    30.794425\n",
      "                           W 78 St & Broadway    30.811847\n",
      "                              6 Ave & W 33 St    30.872822\n",
      "                              E 45 St & 3 Ave    30.873239\n",
      "                              W 36 St & 7 Ave    30.993031\n",
      "                              E 44 St & 2 Ave    31.052265\n",
      "                       Columbus Ave & W 95 St    31.174216\n",
      "                   21 St & Queens Plaza North    31.217770\n",
      "                              6 Ave & W 34 St    31.226481\n",
      "                              E 63 St & 3 Ave    31.348432\n",
      "                        Clinton St & Union St    31.348432\n",
      "                          Clark St & Henry St    31.834495\n",
      "                           Avenue D & E 12 St    31.871080\n",
      "                                India St Pier    31.926829\n",
      "                           E 20 St & Park Ave    32.078397\n",
      "                      Rivington St & Ridge St    32.095819\n",
      "                             W 54 St & 11 Ave    32.247387\n",
      "                        E 43 St & Madison Ave    32.256098\n",
      "                     India St & Manhattan Ave    32.364111\n",
      "                               West Thames St    32.367596\n",
      "                         Broadway & Morris St    32.400697\n",
      "                             W 50 St & 10 Ave    32.472125\n",
      "                        31 St & Northern Blvd    32.508711\n",
      "                           Broadway & W 41 St    32.806620\n",
      "                             W 30 St & 10 Ave    32.897213\n",
      "                              E 77 St & 3 Ave    32.919861\n",
      "                   Schermerhorn St & Court St    33.047038\n",
      "                         Duane St & Hudson St    33.148084\n",
      "                        Washington Pl & 6 Ave    33.597561\n",
      "                             W 20 St & 10 Ave    33.912587\n",
      "                              E 22 St & 2 Ave    34.247387\n",
      "                          W 116 St & Broadway    34.505226\n",
      "                        E 35 St & Madison Ave    34.585366\n",
      "                             W 52 St & 11 Ave    34.655052\n",
      "                           E 10 St & Avenue A    34.742160\n",
      "                     Perry St & Greenwich Ave    34.900697\n",
      "                           E 85 St & York Ave    34.944251\n",
      "                     Montague St & Clinton St    34.982578\n",
      "                              W 47 St & 9 Ave    34.984321\n",
      "                              3 Ave & E 71 St    35.013937\n",
      "                           E 17 St & Broadway    35.019164\n",
      "                       Nassau Ave & Newell St    35.451220\n",
      "                              W 20 St & 7 Ave    35.557491\n",
      "                              2 Ave & E 72 St    35.761324\n",
      "                       Riverside Dr & W 91 St    35.773519\n",
      "                              5 Ave & E 63 St    35.797909\n",
      "                      Nassau Ave & Russell St    35.851916\n",
      "                         Church St & Worth St    35.996516\n",
      "                       Riverside Dr & W 82 St    36.167247\n",
      "                  Eastern Pkwy & Franklin Ave    36.209059\n",
      "                      E 44 St & Lexington Ave    36.306620\n",
      "                          Old Slip & South St    36.519164\n",
      "                     Riverside Blvd & W 67 St    36.639373\n",
      "                              W 56 St & 8 Ave    36.834495\n",
      "                              W 15 St & 7 Ave    36.844948\n",
      "                              E 91 St & 2 Ave    37.322300\n",
      "                              W 56 St & 6 Ave    37.472125\n",
      "                              E 58 St & 3 Ave    37.651568\n",
      "                              W 27 St & 7 Ave    37.783972\n",
      "                              2 Ave & E 31 St    37.851916\n",
      "                         Madison Av & E 51 St    37.871080\n",
      "                          31 St & Thomson Ave    38.118467\n",
      "            Gramercy Park N & Gramercy Park E    38.439024\n",
      "                              E 11 St & 3 Ave    38.778746\n",
      "                      Amsterdam Ave & W 73 St    39.097561\n",
      "                              W 17 St & 7 Ave    39.217770\n",
      "                      Driggs Ave & N Henry St    39.554007\n",
      "                         Centre St & Worth St    39.573171\n",
      "                              W 42 St & 6 Ave    39.689895\n",
      "                        E 68 St & Madison Ave    39.759582\n",
      "                         Hudson St & Reade St    39.797909\n",
      "                           W 84 St & Broadway    39.864111\n",
      "                              W 11 St & 6 Ave    39.897213\n",
      "                              W 45 St & 8 Ave    39.945993\n",
      "                      Hudson Blvd W & W 36 St    39.977352\n",
      "                           Broadway & W 36 St    40.205575\n",
      "                      Amsterdam Ave & W 79 St    40.224739\n",
      "                           Broadway & W 61 St    40.256098\n",
      "                          FDR Drive & E 35 St    40.609756\n",
      "                       Leonard St & Church St    40.616725\n",
      "                              Ave A & E 11 St    40.665505\n",
      "              W 168th S & Fort Washington Ave    40.804878\n",
      "                 Clermont Ave & Lafayette Ave    40.815331\n",
      "                              3 Ave & E 62 St    41.442509\n",
      "                           E 32 St & Park Ave    41.649826\n",
      "                              8 Ave & W 49 St    41.787456\n",
      "                              W 43 St & 6 Ave    41.938596\n",
      "                            E 2 St & Avenue B    42.054007\n",
      "                       Columbus Ave & W 72 St    42.059233\n",
      "                              E 33 St & 5 Ave    42.095819\n",
      "                              2 Ave & E 29 St    42.407666\n",
      "                              W 37 St & 5 Ave    42.484321\n",
      "                              E 16 St & 5 Ave    42.489547\n",
      "                              W 20 St & 5 Ave    42.519164\n",
      "                              W 52 St & 6 Ave    42.561189\n",
      "                              E 43 St & 2 Ave    42.614983\n",
      "                              E 15 St & 3 Ave    42.984321\n",
      "                              5 Ave & E 29 St    43.146341\n",
      "                              9 Ave & W 22 St    43.256098\n",
      "                           Broadway & E 21 St    43.625436\n",
      "                 W 48 St &  Rockefeller Plaza    43.968641\n",
      "                        E 59 St & Madison Ave    44.386760\n",
      "                            E 6 St & Avenue B    44.447735\n",
      "                        E 53 St & Madison Ave    44.594077\n",
      "                         William St & Pine St    45.111498\n",
      "                          Reade St & Broadway    45.531359\n",
      "                          St Marks Pl & 2 Ave    45.552265\n",
      "                      Lexington Ave & E 29 St    45.832753\n",
      "                          Park Pl & Church St    45.888502\n",
      "                              W 44 St & 5 Ave    46.128920\n",
      "                     Willoughby St & Fleet St    46.353659\n",
      "                      W 34 St & Hudson Blvd E    46.381533\n",
      "                  W 51 St & Rockefeller Plaza    46.878049\n",
      "                              1 Ave & E 68 St    46.907666\n",
      "                      Lispenard St & Broadway    46.923345\n",
      "                     Division Ave & Hooper St    47.493031\n",
      "                              W 52 St & 5 Ave    47.576655\n",
      "                      W 16 St & The High Line    47.656794\n",
      "                    Pearl St & Hanover Square    47.722997\n",
      "                       W 76 St & Columbus Ave    47.933798\n",
      "                 Plaza St East & Flatbush Ave    48.794425\n",
      "                       Central Park S & 6 Ave    49.100707\n",
      "                              8 Ave & W 33 St    49.304878\n",
      "                              W 25 St & 8 Ave    49.388502\n",
      "                               E 7 St & Ave B    49.456446\n",
      "            E 41 St & Madison Ave (SE corner)    49.649826\n",
      "                      Suffolk St & Stanton St    49.719512\n",
      "                              W 22 St & 8 Ave    49.787456\n",
      "                         E 30 St & Park Ave S    49.841463\n",
      "                              W 25 St & 9 Ave    49.871080\n",
      "                      E 53 St & Lexington Ave    50.289199\n",
      "                     Cooper Square & Astor Pl    50.810105\n",
      "                          Murray St & West St    50.942509\n",
      "                       Perry St & Bleecker St    51.327526\n",
      "                              E 48 St & 5 Ave    51.508711\n",
      "                              6 Ave & W 45 St    51.688153\n",
      "                              W 54 St & 6 Ave    52.000000\n",
      "                       Riverside Dr & W 78 St    52.062718\n",
      "                             W 34 St & 11 Ave    52.108014\n",
      "                              E 33 St & 1 Ave    52.445993\n",
      "                        River Ter & Warren St    53.001742\n",
      "                        Liberty St & Broadway    53.109756\n",
      "                              E 47 St & 1 Ave    53.135889\n",
      "                        E 58 St & Madison Ave    53.503484\n",
      "                           Broadway & W 48 St    53.580139\n",
      "                            6 Ave & Broome St    53.911150\n",
      "                              E 74 St & 1 Ave    54.470383\n",
      "                      Lexington Ave & E 26 St    54.604530\n",
      "                         E 27 St & Park Ave S    54.662021\n",
      "                              W 15 St & 6 Ave    54.914591\n",
      "                          E 16 St & Irving Pl    54.921603\n",
      "                             6 Ave & Canal St    55.201754\n",
      "                              E 20 St & 2 Ave    56.113240\n",
      "                              W 27 St & 6 Ave    56.461672\n",
      "                   7 Ave & Central Park South    57.341463\n",
      "                       Warren St & W Broadway    57.398955\n",
      "                           E 40 St & Park Ave    57.794425\n",
      "                              W 17 St & 8 Ave    58.726481\n",
      "                           Broadway & W 38 St    58.801394\n",
      "                        Madison Ave & E 26 St    59.278746\n",
      "                       N Moore St & Hudson St    59.524390\n",
      "                        Greenwich Ave & 8 Ave    59.658537\n",
      "                             W 22 St & 10 Ave    60.182927\n",
      "                              W 21 St & 6 Ave    60.310105\n",
      "                              W 47 St & 6 Ave    60.540070\n",
      "                              7 Ave & W 55 St    60.597561\n",
      "                      E 51 St & Lexington Ave    60.757840\n",
      "                              W 55 St & 6 Ave    60.980836\n",
      "                              W 18 St & 6 Ave    61.334495\n",
      "                       University Pl & E 8 St    61.473868\n",
      "                           Broadway & W 58 St    62.796167\n",
      "                              9 Ave & W 18 St    63.233449\n",
      "                              W 20 St & 8 Ave    63.789199\n",
      "                              W 24 St & 7 Ave    64.000000\n",
      "                     Fulton St & Clermont Ave    64.172474\n",
      "                      Lexington Ave & E 24 St    64.240418\n",
      "                              E 25 St & 2 Ave    66.313589\n",
      "                           W 37 St & Broadway    66.324042\n",
      "                              1 Ave & E 44 St    67.191638\n",
      "                           Broadway & W 53 St    67.405923\n",
      "                            E 2 St & Avenue C    68.766551\n",
      "                              E 48 St & 3 Ave    69.493031\n",
      "                              E 56 St & 3 Ave    70.790941\n",
      "                        Laight St & Hudson St    71.219512\n",
      "                           Broadway & W 29 St    71.449477\n",
      "                           Broadway & W 51 St    73.062718\n",
      "                              W 51 St & 6 Ave    74.724739\n",
      "                              E 40 St & 5 Ave    76.019164\n",
      "                              E 27 St & 1 Ave    76.254355\n",
      "                           E 13 St & Avenue A    76.277003\n",
      "            Grand Army Plaza & Central Park S    76.855401\n",
      "                              E 47 St & 2 Ave    79.111498\n",
      "                    Gansevoort St & Hudson St    86.982578\n",
      "                           Broadway & W 25 St    89.439024\n",
      "                           Broadway & W 56 St    92.151568\n",
      "                             W 59 St & 10 Ave    95.259582\n",
      "                           E 47 St & Park Ave   100.381533\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "import folium\n",
    "import numpy as np\n",
    "import geopandas as gpd\n",
    "from folium.plugins import HeatMap\n",
    "from pandas import json_normalize\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.stats import zscore\n",
    "from shapely.geometry import Point\n",
    "\n",
    "# Load the data\n",
    "data = pd.read_csv(os.path.expanduser('~/workspace/citi-bike-data/2023-08-05.csv'))\n",
    "\n",
    "# Only look at active stations\n",
    "data = data[(data['IsReturning'] == 1) & (data['IsRenting'] == 1) & (data['IsInstalled'] == 1)]\n",
    "\n",
    "# Load the station information\n",
    "with open('../data/all_stations.json', 'r') as f:\n",
    "    station_info = json.load(f)\n",
    "\n",
    "stations = station_info['stations']  # Extract station data\n",
    "\n",
    "# Convert station data to a dataframe\n",
    "stations_df = pd.json_normalize(stations)  # Flatten JSON into a dataframe\n",
    "\n",
    "# Merge the data with station information to get latitude and longitude\n",
    "merged_data = pd.merge(data, stations_df, how=\"left\", left_on=\"Name\", right_on=\"name\")  \n",
    "\n",
    "# Calculate the total number of usable docks for each timestamp\n",
    "merged_data['UsableDocks'] = merged_data['DocksAvailable']\n",
    "\n",
    "# Group by the 'Name' column and calculate the average number of usable docks\n",
    "grouped_data = merged_data.groupby('Name')[['UsableDocks', 'longitude', 'latitude']].mean()\n",
    "\n",
    "grouped_data = grouped_data.sort_values(by='UsableDocks')\n",
    "\n",
    "# Define color assignment function\n",
    "def assign_color(value):\n",
    "    if value < 2:\n",
    "        return 'red'\n",
    "    elif 2 <= value < 5:\n",
    "        return 'orange'\n",
    "    else:\n",
    "        return 'green'\n",
    "\n",
    "# Create a new column 'Color' based on 'UsableDocks' values\n",
    "grouped_data['Color'] = grouped_data['UsableDocks'].apply(assign_color)\n",
    "\n",
    "# Convert latitude and longitude to geometric points\n",
    "geometry = [Point(xy) for xy in zip(grouped_data['longitude'], grouped_data['latitude'])]\n",
    "\n",
    "# Create a GeoDataFrame\n",
    "geo_df = gpd.GeoDataFrame(grouped_data, geometry=geometry)\n",
    "\n",
    "# Create a Folium map centered on the mean of latitude and longitude\n",
    "m = folium.Map(location=[grouped_data['latitude'].mean(), grouped_data['longitude'].mean()],\n",
    "               zoom_start=12, tiles='CartoDB Positron')\n",
    "\n",
    "# Add data to map\n",
    "for idx, row in geo_df.iterrows():\n",
    "    folium.CircleMarker(location=(row['latitude'], row['longitude']),\n",
    "                        radius=3,\n",
    "                        fill=True,\n",
    "                        fill_opacity=0.7,\n",
    "                        color=row['Color'],\n",
    "                        fill_color=row['Color']).add_to(m)\n",
    "\n",
    "m.save('heatmap_all.html')\n",
    "\n",
    "grouped_data_reset = grouped_data.reset_index()\n",
    "print(grouped_data_reset[['Name', 'UsableDocks']].to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "ab554c5a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import time\n",
    "\n",
    "from selenium import webdriver\n",
    "\n",
    "# Setup a webdriver\n",
    "driver = webdriver.Chrome()\n",
    "\n",
    "html_file_path = 'file://' + os.path.realpath('heatmap_all.html')\n",
    "\n",
    "# Open the webpage\n",
    "driver.get(html_file_path)\n",
    "\n",
    "# Give the map tiles some time to load\n",
    "time.sleep(1)\n",
    "\n",
    "# Save a screenshot\n",
    "driver.save_screenshot('heatmap_all.png')\n",
    "\n",
    "# Close the driver\n",
    "driver.quit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "1256f96f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                         Name  BikesAvailable\n",
      "                              W 54 St & 9 Ave        1.965157\n",
      "                             E 20 St & FDR Dr       13.794425\n",
      "                         Stagg St & Union Ave        6.054007\n",
      "                         Allen St & Hester St      104.071739\n",
      "                           Broadway & W 37 St        2.912892\n",
      "                        Lafayette St & E 8 St       95.237624\n",
      "                   St Nicholas Ave & W 134 St       20.188153\n",
      "                             Soissons Landing       16.433798\n",
      "                             12 Ave & W 40 St       69.520906\n",
      "                        Hart St & Wyckoff Ave       22.275261\n",
      "                               58 St & Pier 4       25.264808\n",
      "                                57 Rd & 58 St       21.000000\n",
      "                                52 St & 1 Ave       21.996516\n",
      "                               64 St & 51 Ave       17.979094\n",
      "                    Jerome Ave & Anderson Ave       18.982578\n",
      "                                2 Ave & 44 St       16.961672\n",
      "                     Pioneer St & Richards St       20.961672\n",
      "                          Dyckman St & 10 Ave       16.958188\n",
      "                    Columbia St & Lorraine St       35.930314\n",
      "                                41 St & 3 Ave       17.905923\n",
      "                   Schenectady Ave & Maple St       17.303136\n",
      "                           63 St & Borden Ave       20.853659\n",
      "                       Webster Ave & E 166 St       18.459930\n",
      "                                2 Ave & 32 St       25.801394\n",
      "               Matthews Ct & Coney Island Ave       20.355401\n",
      "                        Inwood Ave & W 170 St       17.759582\n",
      "                      Old Broadway & W 133 St       16.731707\n",
      "                                34 St & 5 Ave       18.710801\n",
      "                          Maurice Ave & 53 Dr       13.717770\n",
      "                       White St & Johnson Ave       21.689895\n",
      "                         E 149 St & Eagle Ave       17.094077\n",
      "                             E 128 St & 3 Ave       14.766551\n",
      "                  Morris Ave & E Burnside Ave       17.644599\n",
      "                    Clay Ave & Claremont Pkwy       16.811847\n",
      "                       E 171 St & Webster Ave       18.362369\n",
      "                                41 St & 4 Ave       19.594077\n",
      "                      Decatur Ave & Oliver Pl       20.554007\n",
      "                                48 St & 2 Ave       18.550523\n",
      "                Knickerbocker Ave & George St       19.939024\n",
      "                     65 Ln & Metropolitan Ave       21.512195\n",
      "                       E 169 St & Webster Ave       15.580139\n",
      "                  St. Nicholas Ave & W 126 St       20.818815\n",
      "              Decatur Ave & Bedford Park Blvd       18.466899\n",
      "                                2 Ave & 36 St       40.454704\n",
      "                      Tyler Ave & Maurice Ave       15.432056\n",
      "                       Midwood St & Utica Ave       21.439024\n",
      "                            Keegan Rd & 2 Ave       33.432056\n",
      "                           Lenox Rd & E 43 St       19.421603\n",
      "                                47 St & 3 Ave       21.414634\n",
      "                      Rugby Rd & Albemarle Rd       16.418118\n",
      "                      University Pl & E 14 St       25.150000\n",
      "                     River Ave & McClellan St       16.808362\n",
      "                     Metropolitan Ave & 65 Ln       24.320557\n",
      "                    Marion Ave & Mosholu Pkwy       18.243902\n",
      "                       Troy Ave & Linden Blvd       19.822300\n",
      "                        Bailey Ave & W 193 St       22.275261\n",
      "                            10 Ave & W 204 St       19.263066\n",
      "                            W 133 St & 12 Ave       15.506969\n",
      "                                34 St & 4 Ave       19.252613\n",
      "                          Bridge St & York St       52.797909\n",
      "                           61 St & Borden Ave       20.240418\n",
      "                                 2 Av & 37 St       30.240418\n",
      "                    Pioneer St & Van Brunt St       36.588850\n",
      "                 Prospect Ave & Vanderbilt St       17.212544\n",
      "                        Nagle Ave & Thayer St       32.198606\n",
      "                         River Ave & E 153 St       15.806620\n",
      "                       George St & Wilson Ave       17.705575\n",
      "                                58 St & 2 Ave       32.825784\n",
      "                          61 St & Queens Blvd       23.142857\n",
      "                       Wolcott St & Dwight St       18.843206\n",
      "                    E New York Ave & Troy Ave       20.059233\n",
      "                 Suydam St & St. Nicholas Ave       15.822300\n",
      "                          E 161 St & Park Ave       15.456446\n",
      "                   Morningside Ave & W 123 St       30.777003\n",
      "                                64 St & 53 Dr       15.540070\n",
      "                                23 St & 3 Ave       22.031359\n",
      "                    Bedford Ave & Fenimore St       17.962121\n",
      "                       Jerome Ave & Ogden Ave       17.681185\n",
      "                      Clarkson Ave & Troy Ave       20.000000\n",
      "                     W 110 St & Amsterdam Ave       29.433798\n",
      "                        Maple St & Albany Ave       12.968641\n",
      "                       Melrose Ave & E 154 St       16.372822\n",
      "                            10 Ave & W 207 St       34.752613\n",
      "                     Winthrop St & Rogers Ave       17.700348\n",
      "                       Nagle Ave & Ellwood St       17.937282\n",
      "                      Madison St & Clinton St       36.160839\n",
      "                       Congress St & Hicks St       30.529617\n",
      "                 Prospect Ave & Greenwood Ave       20.482578\n",
      "                     E Tremont Ave & E 176 St       18.400697\n",
      "                               57 St & 37 Ave       20.878049\n",
      "                          Isham St & Broadway       26.282230\n",
      "                         Columbia St & W 9 St       19.494774\n",
      "                           Front St & Gold St       31.979094\n",
      "                          Nassau St & Navy St       54.806620\n",
      "                           Pearl St & York St       46.912892\n",
      "                         Church Ave & E 42 St       23.794425\n",
      "                                3 Ave & 17 St       15.491289\n",
      "                             Union St & 4 Ave       26.245645\n",
      "                                56 Dr & 61 St       17.679443\n",
      "           W 155 St & Frederick Douglass Blvd       29.425087\n",
      "                 Hunts Point Ave & Bryant Ave       15.989547\n",
      "                    E 155 St & Courtlandt Ave       15.891986\n",
      "                             E 117 St & 1 Ave       16.672474\n",
      "                            Henry St & W 9 St       17.055749\n",
      "                   Linden Blvd & Nostrand Ave       19.679443\n",
      "                        Walton Ave & E 171 St       16.662021\n",
      "                        Goble Pl & Macombs Rd       16.181185\n",
      "                       E 115 St & Madison Ave       27.425087\n",
      "                     Central Ave & Melrose St       13.818815\n",
      "                Knickerbocker Ave & Thames St       17.425087\n",
      "                         Lenox Ave & W 115 St       28.581882\n",
      "                                44 St & 3 Ave       19.944251\n",
      "                        Willis Ave & E 141 St       16.250871\n",
      "                   Empire Blvd & New York Ave       20.602787\n",
      "               Lefferts Ave & Schenectady Ave       25.445993\n",
      "                         President St & 4 Ave       27.318815\n",
      "                     E 115 St & Lexington Ave       20.292683\n",
      "                        Grand Ave & Remsen Pl       18.019164\n",
      "                              S 5 Pl & S 5 St       33.679443\n",
      "                          E 165 St & Clay Ave       17.491289\n",
      "                        Jerome Ave & E 164 St       17.703833\n",
      "                        Morris Ave & E 142 St       19.473868\n",
      "                       Railroad Ave & Kay Ave       28.376307\n",
      "                        65 St & Roosevelt Ave       25.905923\n",
      "                          E 167 St & Clay Ave       26.416376\n",
      "                                36 St & 4 Ave       25.592334\n",
      "                    Tompkins Ave & Hopkins St       16.846690\n",
      "                     W 204 St & Vermilyea Ave       17.254355\n",
      "                         Brook Ave & E 138 St       19.048780\n",
      "                    Church Ave & McDonald Ave       26.407666\n",
      "                  Clarkson Ave & Nostrand Ave       22.411150\n",
      "                     Clarkson Ave & Utica Ave       15.263066\n",
      "                        Lorimer St & Broadway       24.146341\n",
      "                       E 128 St & Madison Ave       21.060976\n",
      "                                4 Ave & 26 St       21.362369\n",
      "                                64 St & 3 Ave       31.365854\n",
      "                       Decatur Ave & E 197 St       15.362369\n",
      "                   Featherbed Ln & Jerome Ave       17.350174\n",
      "                         Wales Ave & E 147 St       15.660279\n",
      "    Frederick Douglass Blvd & Harlem River Dr       16.148084\n",
      "                             E 114 St & 1 Ave       16.500000\n",
      "                                2 Ave & 43 St       16.299652\n",
      "                       Melrose Ave & E 150 St       24.930314\n",
      "                          Broadway & W 131 St       16.059233\n",
      "                          Broadway & W 133 St       15.987805\n",
      "                         River Ave & E 151 St       24.083624\n",
      "                   Sigourney St & Columbia St       15.839721\n",
      "                      Sherman Ave & Thayer St       18.222997\n",
      "          Adam Clayton Powell Blvd & W 130 St       15.404181\n",
      "                      Rogers Ave & Lincoln Rd       20.191638\n",
      "                                53 St & 2 Ave       27.210801\n",
      "                   Commerce St & Van Brunt St       16.167260\n",
      "                                30 St & 4 Ave       16.048780\n",
      "                      E 141 St & St Ann's Ave       15.198606\n",
      "                 Turner Pl & Coney Island Ave       16.135889\n",
      "                       Cortelyou Rd & E 34 St       16.163763\n",
      "                             3 Ave & E 169 St       16.322300\n",
      "                        Bergen Ave & E 152 St       17.149826\n",
      "                      Irving Ave & DeKalb Ave       23.571429\n",
      "                       E 158 St & Melrose Ave       20.595819\n",
      "           Frederick Douglass Blvd & W 129 St       21.634146\n",
      "                          Paul Ave & W 205 St       17.125436\n",
      "                       Coffey St & Conover St       28.324042\n",
      "                        E 134 St & Walnut Ave       10.644599\n",
      "                   Bedford Ave & Clarkson Ave       17.602787\n",
      "                       E 170 St & Webster Ave       19.128920\n",
      "                        Little West St & 1 Pl       27.458188\n",
      "                       Rugby Rd & Beverley Rd       20.097561\n",
      "                            Degraw St & 3 Ave       32.482578\n",
      "                         Brook Ave & E 157 St       17.965157\n",
      "                        Columbia St & Kane St       16.648084\n",
      "                          Clay Ave & E 173 St       16.083624\n",
      "                    Van Brunt St & Wolcott St       28.416376\n",
      "                   Central Ave & Flushing Ave       15.824042\n",
      "                       Greenwood Ave & E 4 St       17.573171\n",
      "                           Carroll St & 5 Ave       23.749129\n",
      "                    Dawson St & Intervale Ave       14.996516\n",
      "                    Palmetto St & Traffic Ave       19.000000\n",
      "                      Townsend Ave & E 175 St       16.059233\n",
      "                  Cortelyou Rd & Stratford Rd       17.487805\n",
      "                        Rutgers St & Henry St       33.871080\n",
      "                        Gerard Ave & E 146 St       13.275261\n",
      "                            57 St & Grand Ave       15.937282\n",
      "                      Dwight St & Van Dyke St       18.682927\n",
      "                        E 34 St & Linden Blvd       19.578397\n",
      "                         Woodside Ave & 60 St       18.076655\n",
      "                      Calyer St & Guernsey St       16.180702\n",
      "                            W 211 St & 10 Ave       15.916376\n",
      "                    Nostrand Ave & Rutland Rd       16.355401\n",
      "                         Pike St & E Broadway       29.177700\n",
      "                         Lenox Ave & W 144 St       17.601045\n",
      "                     Richards St & Delavan St       15.369338\n",
      "                          Pike St & Monroe St       20.569686\n",
      "                      Faile St & Garrison Ave       13.878049\n",
      "                         E 157 St & River Ave       11.986063\n",
      "                                 4 Ave & 3 St       34.397213\n",
      "                      Maple St & New York Ave       18.756098\n",
      "                         Crescent St & 35 Ave       22.020906\n",
      "                 Willoughby Ave & Wyckoff Ave       15.972125\n",
      "                       Cortelyou Rd & E 19 St       17.778746\n",
      "                     Wyckoff Av & Stanhope St       17.876307\n",
      "                         Steinway St & 19 Ave       16.818815\n",
      "                                58 St & 56 Dr       16.285714\n",
      "                     South St & Gouverneur Ln       38.750871\n",
      "                                     Union St       15.533101\n",
      "       Mama Johnson Field - 4 St & Jackson St       18.761324\n",
      "                                2 Ave & 39 St       42.463415\n",
      "                     Southern Blvd & E 149 St       21.785714\n",
      "                     Rogers Ave & Sterling St       14.599303\n",
      "                    E 156 St & Courtlandt Ave       15.135889\n",
      "                                36 St & 3 Ave       24.714286\n",
      "                                5 Ave & 66 St       13.696864\n",
      "                               54 St & 37 Ave       21.184669\n",
      "                     Halsey St & Tompkins Ave       15.066202\n",
      "                          Calyer St & West St       30.916376\n",
      "                         Market St & Henry St       37.055749\n",
      "                        E 165 St & Jerome Ave       17.454704\n",
      "                          St Marks Pl & 4 Ave       19.778746\n",
      "                              8 Ave & W 31 St       79.475610\n",
      "                        Macombs Pl & W 152 St       28.519164\n",
      "                         Macon St & Lewis Ave       16.433798\n",
      "                             W 111 St & 5 Ave       19.118467\n",
      "                                Sands St Gate       15.433798\n",
      "                   Bushwick Ave & McKibbin St       18.494774\n",
      "                       Clarkson Ave & E 37 St       16.954704\n",
      "                         Tilden Ave & Lott St       15.160279\n",
      "                          Broadway & Kent Ave       31.235192\n",
      "                   E Tremont Ave & Jerome Ave       12.743902\n",
      "                             9 Ave & W 219 St       16.550523\n",
      "                    New York Ave & Snyder Ave       18.602787\n",
      "                          Plaza Dr & W 170 St       26.445993\n",
      "                       Irving Ave & Harman St       17.508711\n",
      "                               39 Ave & 56 St       14.529617\n",
      "                    Shore Blvd & Astoria Park       28.357143\n",
      "                             E 118 St & 3 Ave       27.912892\n",
      "                    31 Pl & Hunters Point Ave       14.500000\n",
      "                    Sterling St & Bedford Ave       13.510453\n",
      "                                 5 Ave & 3 St       26.369338\n",
      "                      Prospect Ave & E 151 St       15.000000\n",
      "                        Bloomfield St & 15 St       11.167247\n",
      "                        4 Ave & Shore Road Dr       14.686411\n",
      "                     Harrison Pl & Porter Ave       17.010453\n",
      "                                3 Ave & 14 St       21.459930\n",
      "                      Pleasant Ave & E 120 St        8.857143\n",
      "                      Pleasant Ave & E 116 St       16.818815\n",
      "                               20 Ave & 21 St       15.097561\n",
      "                   Sterling St & Nostrand Ave       19.278746\n",
      "                        Webster Ave & Ford St       17.400697\n",
      "                     Park Ave & St Edwards St       47.395470\n",
      "                               24 Ave & 26 St       15.397213\n",
      "                       E 132 St & Madison Ave        8.567944\n",
      "                        Broadway & Ellwood St       13.721254\n",
      "                            Henry St & Bay St       14.390244\n",
      "                   Ft. Hamilton Pkwy & E 5 St       20.346690\n",
      "                          Page Pl & Grand Ave       15.362369\n",
      "              St Nicholas Ave & Manhattan Ave       25.048780\n",
      "                       Academy St & Nagle Ave       17.348432\n",
      "                       Leonard St & Boerum St       19.353659\n",
      "                    DeKalb Ave & Franklin Ave       13.785714\n",
      "                        Jerome Ave & W 177 St       25.332753\n",
      "                 Sedgwick Ave & W Tremont Ave       14.463415\n",
      "                   Macombs Rd & Featherbed Ln       10.745645\n",
      "                        Halsey St & Ralph Ave       16.282230\n",
      "                                23 Rd & 31 St       17.498258\n",
      "                                 7 St & 5 Ave       21.494774\n",
      "                Park Ave & Marcus Garvey Blvd       19.282230\n",
      "                               20 Ave & 48 St       19.195122\n",
      "                     Amsterdam Ave & W 125 St       28.003484\n",
      "                     Boston Rd & Prospect Ave       12.066202\n",
      "                             Broadway & 51 St       23.665505\n",
      "                                 7 St & 3 Ave       13.397213\n",
      "                            10 Ave & W 215 St       17.243902\n",
      "                          55 Dr & Maurice Ave       12.519164\n",
      "                       E 16 St & Cortelyou Rd       21.951220\n",
      "                            12 Ave & W 125 St       29.756098\n",
      "                        Verona Pl & Fulton St       13.451049\n",
      "                           3 Ave & Carroll St       20.749129\n",
      "          Adam Clayton Powell Blvd & W 141 St       14.777003\n",
      "                   Beverley Rd & Nostrand Ave       18.752613\n",
      "          Adam Clayton Powell Blvd & W 151 St       13.043554\n",
      "                            E 156 & Brook Ave       13.947735\n",
      "                      Communipaw & Berry Lane       11.066202\n",
      "          Adam Clayton Powell Blvd & W 115 St       12.294425\n",
      "                                65 St & 2 Ave       16.076655\n",
      "                         Lenox Ave & W 130 St       17.109756\n",
      "                          Wythe Ave & N 13 St       39.031359\n",
      "           Frederick Douglass Blvd & W 117 St       26.904181\n",
      "                               23 Ave & 31 St       23.303136\n",
      "                         Rogers Pl & E 165 St       15.630662\n",
      "                                27 Ave & 3 St       13.012195\n",
      "                    MacDonough St & Marcy Ave       17.069686\n",
      "                          E 153 St & E 157 St       14.074913\n",
      "                           Cooper Ave & 65 Pl       19.996516\n",
      "                    Tilden Ave & Nostrand Ave       15.738676\n",
      "                               23 St & 31 Ave       14.958188\n",
      "                             3 Ave & E 112 St       18.290941\n",
      "                     Catherine St & Monroe St       27.059233\n",
      "                     Eastern Pkwy & Ralph Ave       17.735192\n",
      "                          Vernon Blvd & 47 Rd       22.662021\n",
      "                Cadman Plaza E & Red Cross Pl       33.872822\n",
      "                               60 St & 37 Ave       15.944251\n",
      "                Knickerbocker Ave & Moffat St       20.331010\n",
      "                                24 St & 5 Ave       14.641115\n",
      "                           Wyckoff St & 3 Ave       16.250871\n",
      "                       E 106 St & Madison Ave       18.494774\n",
      "                               30 Ave & 12 St       29.313589\n",
      "                   Carlton Ave & Flushing Ave       42.383275\n",
      "           Grand Concourse & E Mosholu Pkwy S       17.212544\n",
      "                        Willis Ave & E 143 St       17.351916\n",
      "                         W 204 St & Nagle Ave       16.724739\n",
      "               St Ann's Ave & Westchester Ave       15.604530\n",
      "                   Van Brunt St & Van Dyke St       17.907666\n",
      "                        Seaman Ave & Isham St       15.033101\n",
      "                    Washington Ave & E 163 St       14.834495\n",
      "                    Manhattan Av & Leonard St       13.012195\n",
      "                   Carroll St & Rochester Ave       16.794425\n",
      "             Prospect Park SW & Greenwood Ave       25.731707\n",
      "                Suydam St & Knickerbocker Ave       22.452962\n",
      "                   Botanical Sq & Webster Ave       27.067944\n",
      "                              5 Ave & E 72 St       11.836237\n",
      "                      Ocean Pkwy & Church Ave       19.658537\n",
      "                        Morris Ave & E 163 St       11.696864\n",
      "                        Canal St & Rutgers St       39.847902\n",
      "                             3 Ave & E 163 St       22.799652\n",
      "                        Morris Ave & E 153 St       14.860627\n",
      "                 Willoughby Ave & Walworth St       14.268293\n",
      "                                10 St & 5 Ave       19.163763\n",
      "                                5 Ave & 37 St       26.675958\n",
      "                           Myrtle Ave & 65 St       14.461538\n",
      "                  Bronx Shore Comfort Station       19.679443\n",
      "                   E Fordham Rd & Webster Ave       27.794425\n",
      "                   Willis Ave & Bruckner Blvd       10.393728\n",
      "          Adam Clayton Powell Blvd & W 132 St       15.449477\n",
      "                         Brook Ave & E 148 St       13.228223\n",
      "                                17 St & 5 Ave       20.665505\n",
      "                         Ditmars Blvd & 19 St       21.196864\n",
      "                     61 St & Laurel Hill Blvd       15.627178\n",
      "                           South St & Pike St       29.628920\n",
      "                       Goulden Ave & W 205 St       11.181185\n",
      "                                10 St & 2 Ave       13.745645\n",
      "                                4 Ave & 17 St       17.132404\n",
      "Central Park North & Adam Clayton Powell Blvd       25.874564\n",
      "                         Vernon Blvd & 31 Ave       17.006969\n",
      "                       Madison Ave & E 120 St       24.477352\n",
      "                          White St & Moore St       15.998258\n",
      "                   Willoughby St & Ashland Pl       24.459930\n",
      "                          Degraw St & Hoyt St       20.675958\n",
      "                        Rogers Ave & Lenox Rd       17.486063\n",
      "                                21 St & 31 Dr       15.494774\n",
      "                               19 St & 24 Ave       19.219512\n",
      "                    Bainbridge Ave & E 193 St       20.567944\n",
      "                        E 147 St & Bergen Ave       18.317073\n",
      "                         31 Ave & Crescent St       14.317073\n",
      "                               20 Ave & 42 St       15.404181\n",
      "                    Irving Ave & Jefferson St       14.860627\n",
      "                       Albany Ave & Fulton St       21.564460\n",
      "                      Rogers Ave & Snyder Ave       16.874564\n",
      "                      E 135 St & St Ann's Ave       19.369338\n",
      "                         Lott St & Erasmus St       13.937282\n",
      "                    Bedford Ave & Beverley Rd       19.926829\n",
      "                             3 Ave & E 172 St       14.313589\n",
      "                                57 St & 1 Ave       20.778746\n",
      "                          8 St & Astoria Blvd       12.348432\n",
      "                           S 4 St & Wythe Ave       16.376307\n",
      "                               20 Ave & 38 St       23.832753\n",
      "                 Meserole Ave & Manhattan Ave       20.024390\n",
      "                     Wilson Ave & Troutman St       21.419861\n",
      "                    E Mosholu Pkwy & E 204 St       15.264808\n",
      "                             5 Ave & W 126 St       20.083624\n",
      "                     E 103 St & Lexington Ave       28.367596\n",
      "                      Columbia St & Degraw St       15.702091\n",
      "                     Grove St & Fresh Pond Rd       14.240418\n",
      "                      Ashland Pl & Dekalb Ave       42.947735\n",
      "                        Ocean Ave & Tennis Ct       17.189895\n",
      "                            16th St & 4th Ave       25.167247\n",
      "                                Old Fulton St       32.435540\n",
      "                        Church Ave & Story St       17.135889\n",
      "                                57 St & 4 Ave       14.857143\n",
      "                        E 150 St & Gerard Ave       21.642857\n",
      "                     Southern Blvd & E 175 St       12.325784\n",
      "                             5 Ave & W 131 St       10.804878\n",
      "                    Morris Ave & McClellan St       15.829268\n",
      "                        55 St & Northern Blvd       18.066202\n",
      "               Willoughby Ave & Onderdonk Ave       22.439024\n",
      "                     Union Ave & Wallabout St       21.672474\n",
      "                          Douglass St & 3 Ave       26.445993\n",
      "                    Kent St & McGuinness Blvd       16.003484\n",
      "                    Church Ave & Nostrand Ave       22.717770\n",
      "                    Bailey Ave & Sedgwick Ave       13.108014\n",
      "                        Forsyth St & Canal St       17.740418\n",
      "                         Seaman Ave & Beak St       15.930314\n",
      "                  Flushing Ave & Woodward Ave       16.691638\n",
      "                          E 118 St & Park Ave       20.825784\n",
      "                          Court St & State St       27.020906\n",
      "                        Willis Ave & E 137 St       13.627178\n",
      "                             Broadway & 12 St       26.536585\n",
      "                            Hazen St & 20 Ave       16.564460\n",
      "                               35 St & 23 Ave       22.087108\n",
      "                        Coffey St & Ferris St       18.606272\n",
      "                   Madison St & Montgomery St       15.277003\n",
      "                   Kingston Ave & Herkimer St       17.209059\n",
      "                                10 St & 4 Ave       25.808362\n",
      "                     Lexington Ave & E 120 St       22.231707\n",
      "                       Clinton St & Newark St        3.923345\n",
      "                                   Bergen Ave        7.707317\n",
      "                      Kent Ave & Division Ave       34.587838\n",
      "                               Lafayette Park        9.649826\n",
      "                               3 St & Hoyt St       44.344948\n",
      "                             E 116 St & 2 Ave       24.006969\n",
      "                       Carroll St & Utica Ave       15.153310\n",
      "                 Washington Ave & Empire Blvd       21.550523\n",
      "                       W 225 St & Exterior St       11.397213\n",
      "              Westchester Ave & Southern Blvd       16.034843\n",
      "                               31 Ave & 57 St       16.543554\n",
      "                          W 218 St & Broadway       21.578397\n",
      "                       Humboldt St & Varet St       34.982578\n",
      "                                 3 St & 3 Ave       73.132404\n",
      "                             Broadway & 49 St       19.540070\n",
      "                 Wards Meadow Comfort Station        4.691638\n",
      "                         Woodside Ave & 69 St       11.491289\n",
      "                  Mt Morris Park W & W 120 St       20.012195\n",
      "                           Willow Ave & 12 St       10.324042\n",
      "                      Milton St & Franklin St       24.912892\n",
      "                               25 Ave & 41 St       14.858885\n",
      "                                62 St & 4 Ave       14.508711\n",
      "                       Clinton St & Cherry St       26.489547\n",
      "                          Broadway & Berry St       27.062718\n",
      "                 Kosciuszko St & Nostrand Ave       16.311847\n",
      "                Westchester Ave & Jackson Ave        5.982578\n",
      "                               18 St & 27 Ave       15.428571\n",
      "                        E 17 St & Beverley Rd       16.867596\n",
      "                         S 3 St & Bedford Ave       11.684669\n",
      "                  W 135 St & Lenox Terrace Pl       23.500000\n",
      "                               61 St & 39 Ave       24.099303\n",
      "                               50 Ave & 65 St       12.695804\n",
      "                     Cortelyou Rd & Argyle Rd       19.372822\n",
      "                         Warren St & Smith St       26.303136\n",
      "                            S 2 St & Kent Ave       39.890244\n",
      "                                 Newport Pkwy        6.385017\n",
      "                   St Nicholas Ave & W 137 St       12.764808\n",
      "                               36 Ave & 10 St       11.494774\n",
      "                              E 1 St & Bowery       37.895470\n",
      "                          Caton Ave & E 10 St       23.290941\n",
      "                             1 Ave & E 110 St       20.332753\n",
      "                 St. Ann's Av & Bruckner Blvd        7.815331\n",
      "                  Parkside Ave & Flatbush Ave       18.679443\n",
      "                     Amsterdam Ave & W 131 St       11.031359\n",
      "                                 Lincoln Park       13.287456\n",
      "                      Waterbury St & Stagg St       17.510676\n",
      "                                63 St & 5 Ave       17.299652\n",
      "                Flushing Ave & Vanderbilt Ave       19.721254\n",
      "          Adam Clayton Powell Blvd & W 118 St       17.480836\n",
      "                            10 Ave & W 202 St       16.742160\n",
      "                     Banker St & Meserole Ave       25.334495\n",
      "                            Front St & Jay St       15.756098\n",
      "                  Pier 40 - Hudson River Park       15.425087\n",
      "                               31 Ave & 30 St       12.494774\n",
      "                      Grand St & Havemeyer St       23.735192\n",
      "                    Washington Ave & E 167 St       12.202091\n",
      "                         Center Blvd & 48 Ave       20.942509\n",
      "                          N 15 St & Wythe Ave       46.986063\n",
      "                             E 171 St & 3 Ave       16.731707\n",
      "                   E 138 St & Grand Concourse       16.118467\n",
      "                        Myrtle Ave & Grove St       17.557491\n",
      "                              Brunswick & 6th        9.092334\n",
      "                         W 218 St & Indian Rd       15.740418\n",
      "                          Union Ave & N 12 St       30.534843\n",
      "                                       Dey St       13.083624\n",
      "                     E 106 St & Lexington Ave       17.360627\n",
      "                        Walnut Ave & E 136 St        9.341463\n",
      "                       Beaver St & Fayette St       23.989547\n",
      "                       Lewis Ave & Decatur St       11.895470\n",
      "                                59 St & 59 Rd       15.480836\n",
      "                           21 St & Hoyt Ave S       26.982578\n",
      "                          Broadway & W 192 St       16.989547\n",
      "                       E 118 St & Madison Ave       20.162021\n",
      "                 Buffalo Ave & E New York Ave       15.898955\n",
      "                               45 Ave & 21 St       11.853147\n",
      "                               48 St & 37 Ave       19.294425\n",
      "                  DeKalb Ave & S Portland Ave       14.719512\n",
      "                               39 Ave & 54 St        8.439024\n",
      "                  New York Ave & Hawthorne St       13.745645\n",
      "                 McDonald Ave & Vanderbilt St       13.848432\n",
      "                      South St & Whitehall St       47.397213\n",
      "                Marcus Garvey Blvd & Macon St       11.775261\n",
      "          Adam Clayton Powell Blvd & W 138 St       15.562718\n",
      "                                45 Rd & 11 St       15.536585\n",
      "                         Rutland Rd & E 45 St       17.851916\n",
      "                                21 St & 4 Ave       12.304878\n",
      "                     Stanton St & Chrystie St       38.844948\n",
      "                     Lexington Ave & E 111 St       18.731707\n",
      "                          E 3 St & Church Ave       15.442509\n",
      "                       Carlton Ave & Park Ave       16.763066\n",
      "                         Boerum St & Broadway       10.709059\n",
      "                   Featherbed Ln & Nelson Ave       10.714286\n",
      "                               37 Ave & 63 St       16.714286\n",
      "                         Clinton St & 4 Place       18.790941\n",
      "                   St Mary's St & Jackson Ave       12.020906\n",
      "                         3 Ave & Franklin Ave       10.076655\n",
      "                     Monroe St & Tompkins Ave        8.540070\n",
      "                      Henry St & Atlantic Ave       14.588850\n",
      "                    Brooklyn Ave & Snyder Ave       15.919861\n",
      "                       Fresh Pond Rd & 69 Ave       21.296167\n",
      "                     Irving Ave & Palmetto St       13.571429\n",
      "                    Stockholm St & Wilson Ave       17.195122\n",
      "           St. Nicholas Terrace & Convent Ave       13.585366\n",
      "             Jerome Ave & E Mosholu Parkway S       15.841463\n",
      "                       E 141 St & Jackson Ave       11.299652\n",
      "                     Greenwich St & Rector St       31.560976\n",
      "                      DeKalb Ave & Hudson Ave       65.801394\n",
      "                               62 St & 43 Ave       14.529617\n",
      "                        Skillman Ave & 43 Ave       10.703833\n",
      "                        Broadway & Whipple St       17.674216\n",
      "                        Gerard Ave & E 164 St       13.538328\n",
      "                       Pacific St & Nevins St       11.289199\n",
      "                 Kosciuszko St & Tompkins Ave        9.045296\n",
      "                        Stagg St & Morgan Ave       15.783972\n",
      "                                 9 St & 44 Rd       25.580139\n",
      "                  Astoria Park S & Shore Blvd       26.071429\n",
      "                       Lincoln Rd & Ocean Ave       11.543554\n",
      "                       Albemarle Rd & E 21 St       12.982578\n",
      "                       Bedford Ave & Maple St       14.874564\n",
      "                           Liberty Light Rail       15.331010\n",
      "                      Watts St & Greenwich St       21.404181\n",
      "                    Putnam Ave & Nostrand Ave       12.437282\n",
      "                      McKibbin St & Bogart St       23.874564\n",
      "                      Clinton St & Tillary St       24.780488\n",
      "                       Clinton St & Centre St       14.299652\n",
      "                             3 Ave & E 170 St       12.268293\n",
      "                   Bedford Ave & Albemarle Rd       15.275261\n",
      "                     West Broadway & Watts St       26.688153\n",
      "                   Ft. Hamilton Pkwy & E 2 St       11.777003\n",
      "                            E 169 St & Fox St       12.160279\n",
      "                    Greene Ave & Nostrand Ave       11.601045\n",
      "                     Cedar Ave & W Fordham Rd       18.188153\n",
      "                     Menahan St & Wyckoff Ave       12.885017\n",
      "                       Tiebout Ave & E 184 St        3.716028\n",
      "                             7 St & Monroe St       16.167247\n",
      "                   Southern Blvd & Tiffany St       13.585366\n",
      "                              67 St & Erik Pl       16.456446\n",
      "                     Roosevelt Island Tramway       29.587108\n",
      "                     Alexander Ave & E 134 St       12.036585\n",
      "                          20 Ave & Shore Blvd       12.790941\n",
      "                        Macon St & Howard Ave       13.641115\n",
      "                          Kent Ave & Grand St       37.303136\n",
      "                          King St & Varick St       23.764808\n",
      "                         Center Blvd & 51 Ave       14.766551\n",
      "                          Douglass St & 4 Ave       44.019164\n",
      "                       Crescent St & Broadway       10.667247\n",
      "                      Clermont Ave & Park Ave       10.500000\n",
      "            Johnson St & Brooklyn Bridge Blvd       21.447735\n",
      "                             5 Ave & E 135 St       11.578397\n",
      "                         31 St & Ditmars Blvd       13.245645\n",
      "                Linden St & Knickerbocker Ave       10.564460\n",
      "                       Hanson Pl & Ashland Pl       26.780488\n",
      "                         Lenox Ave & W 126 St       19.825784\n",
      "                     MacDougal St & Prince St       42.785714\n",
      "                        Devoe St & Morgan Ave        9.783972\n",
      "                    Thompson St & Bleecker St       49.196864\n",
      "                                45 St & 4 Ave       15.205575\n",
      "                  Lafayette Ave & Classon Ave       13.346690\n",
      "                    Wyckoff Av & Jefferson St       19.280488\n",
      "                               37 St & 24 Ave       12.508711\n",
      "                              1 Ave & E 94 St       30.501742\n",
      "                      Leonard St & Nassau Ave       26.567944\n",
      "                               49 Ave & 21 St       13.114983\n",
      "                 W 106 St & Central Park West       45.348432\n",
      "                    Kenmare St & Elizabeth St       27.768293\n",
      "                               23 Ave & 27 St       12.782230\n",
      "                               28 St & 36 Ave       19.640351\n",
      "                               Pershing Field       11.670732\n",
      "                            51 St & Hobart St       15.630662\n",
      "                 Fresh Pond Rd & Flushing Ave       12.261324\n",
      "                       Lincoln Ave & E 134 St       10.641115\n",
      "                         Peck Slip & South St       33.216028\n",
      "                      Borden Ave & Review Ave       10.627178\n",
      "                       Stanton St & Mangin St       10.914634\n",
      "                        Morris Ave & E 171 St       13.167247\n",
      "                             W 43 St & 10 Ave       77.986063\n",
      "                        E 201 St & Briggs Ave       12.310105\n",
      "           Frederick Douglass Blvd & W 112 St       23.637631\n",
      "                         Roebling St & N 4 St       17.367596\n",
      "                         Degraw St & Smith St       18.886760\n",
      "                           Madison St & 10 St       14.283972\n",
      "                      3 Ave & Schermerhorn St       22.247387\n",
      "                Davidson Ave & W Burnside Ave       24.608014\n",
      "                     Atlantic Ave & Furman St       27.451220\n",
      "                    Stewart Ave & Johnson Ave        9.487805\n",
      "                    Gerard Ave & McClellan St       22.452962\n",
      "           Frederick Douglass Blvd & W 145 St       19.533101\n",
      "                              Smith St & 9 St       14.388502\n",
      "                W Tremont Ave & Matthewson Rd        8.365854\n",
      "                    Longfellow Ave & E 165 St       13.393728\n",
      "                       Bayard St & Leonard St       32.317073\n",
      "                               21 St & 21 Ave       13.547038\n",
      "                                5 St & 51 Ave       13.616725\n",
      "                            Bergen St & 4 Ave       23.165505\n",
      "                               34 Ave & 45 St       14.250871\n",
      "                          48 St & Barnett Ave        8.024390\n",
      "                               34 Ave & 48 St       15.299652\n",
      "                        Main St & Plymouth St       34.663763\n",
      "                               34 Ave & 13 St       11.270035\n",
      "                    W Broadway & W Houston St       41.313589\n",
      "                            Bay St & Court St       16.111498\n",
      "                          Driggs Ave & S 2 St       20.252613\n",
      "           Frederick Douglass Blvd & W 115 St       24.750871\n",
      "                     Madison St & Cypress Ave        9.658537\n",
      "                             35 St & Broadway        7.078397\n",
      "                    Halsey St & Evergreen Ave       12.745645\n",
      "                         65 Pl & Woodside Ave        9.212544\n",
      "                         Lenox Ave & W 146 St       14.902439\n",
      "                           N 5 St & Wythe Ave       29.555749\n",
      "                           N 11 St & Kent Ave       16.872000\n",
      "                          St Marks Pl & 1 Ave       61.961672\n",
      "                     Bradhurst Ave & W 148 St       11.449477\n",
      "                              E 23 St & 1 Ave        8.473868\n",
      "                    Central Park W & W 103 St       25.944251\n",
      "                            Kent Ave & N 7 St       43.635135\n",
      "                         Lenox Ave & W 117 St       16.496516\n",
      "                               62 St & 34 Ave       13.355401\n",
      "                      Graham Ave & Withers St       11.041812\n",
      "          W 144 St & Adam Clayton Powell Blvd       16.099303\n",
      "                Brooklyn Bridge Park - Pier 2       19.883275\n",
      "                     W 148 St & Amsterdam Ave       13.986063\n",
      "                               39 St & 50 Ave       10.141115\n",
      "                9 St HBLR - Jackson St & 8 St       10.419861\n",
      "                      Wakeman Pl & Ridge Blvd       10.073171\n",
      "                                  Astor Place        7.017422\n",
      "                        47 Ave & Skillman Ave       11.986063\n",
      "                             E 106 St & 1 Ave       16.949477\n",
      "                               43 St & 50 Ave        9.742160\n",
      "                               51 Ave & 61 St       11.993031\n",
      "                Willoughby Ave & Tompkins Ave        8.853659\n",
      "                            Grand Ave & 55 St       10.292683\n",
      "          Adam Clayton Powell Blvd & W 123 St       19.543554\n",
      "                               57 St & 43 Ave       11.351916\n",
      "                             2 Ave & E 122 St       15.442509\n",
      "                               35 Ave & 10 St       17.383275\n",
      "                        Fulton Ave & E 172 St        8.259582\n",
      "                                57 Rd & 59 St       10.383275\n",
      "                          E 170 St & Clay Ave       10.501742\n",
      "                             Jay St & York St       26.259582\n",
      "                   Bergen St & Vanderbilt Ave        8.841463\n",
      "                             E 102 St & 1 Ave       15.515679\n",
      "                           3 Ave & Wakeman Pl       18.881533\n",
      "                          39 St & Queens Blvd       13.048780\n",
      "                      Riverside Dr & Broadway       14.891986\n",
      "                 Longwood Ave & Southern Blvd       12.240418\n",
      "                         Lenox Ave & W 140 St       10.956446\n",
      "                  Lexington Ave & Classon Ave        7.911150\n",
      "                     Lexington Ave & E 128 St       14.634146\n",
      "              Thomas S. Boyland St & Macon St       13.264808\n",
      "                     Fulton St & Williams Ave       11.526132\n",
      "                      Greene Ave & Throop Ave        8.785714\n",
      "        Grand Concourse & East Mount Eden Ave        8.355401\n",
      "                    Nostrand Ave & Myrtle Ave        8.655052\n",
      "                           E 5 St & Cooper Sq       39.482578\n",
      "                       Anthony Ave & E 175 St        5.895470\n",
      "                     Charlotte St & Boston Rd       11.449477\n",
      "                          Jackson Ave & 46 Rd       15.832753\n",
      "                                    City Hall       14.400697\n",
      "               Park Pl & Thomas S. Boyland St       13.777003\n",
      "                         Maiden Ln & Pearl St       18.557491\n",
      "                   S Portland Ave & Hanson Pl       13.564460\n",
      "                     Bedford Ave & Nassau Ave       28.541812\n",
      "                              Adams St & 2 St        7.376307\n",
      "              Columbia Heights & Cranberry St       19.111498\n",
      "                                Hamilton Park       17.703833\n",
      "                         Henry St & Degraw St       14.372822\n",
      "                Sedgwick Ave & W Burnside Ave        8.608014\n",
      "                      New York Ave & Lenox Rd       13.149826\n",
      "                          E 138 St & Park Ave       11.313589\n",
      "                        Cedar St & Myrtle Ave       19.296167\n",
      "                                5 Ave & 41 St       19.019164\n",
      "                   Central Ave & Weirfield St       11.285714\n",
      "                        E 149 St & Morris Ave       24.818815\n",
      "                        Baldwin at Montgomery        5.146341\n",
      "                    Delancey St & Eldridge St       22.013937\n",
      "                      Evergreen Ave & Noll St       17.067944\n",
      "                             9 Ave & W 204 St       15.961672\n",
      "                               24 St & 38 Ave       10.310105\n",
      "                               Jackson Square        8.264808\n",
      "                        Market St & Cherry St       36.550523\n",
      "                          Bond St & Bergen St       18.409408\n",
      "                        Beck St & Leggett Ave       11.000000\n",
      "                      Mercer St & Bleecker St       51.627178\n",
      "                           Park Cir & East Dr       16.616725\n",
      "                               30 Ave & 21 St        7.160279\n",
      "                     Cambridge Pl & Gates Ave        8.606272\n",
      "                           Grant Ave & MLK Dr       10.153310\n",
      "                          Webb Ave & W 190 St       12.045296\n",
      "                        Mercer St & Spring St       52.062718\n",
      "                           Caton Ave & E 7 St       10.135889\n",
      "                     Valentine Ave & E 181 St       10.606272\n",
      "                           Dock St & Front St       19.137631\n",
      "               Metropolitan Ave & Stewart Ave        7.961672\n",
      "          Adam Clayton Powell Blvd & W 126 St       17.858885\n",
      "                    W 176 St & Montgomery Ave        4.027875\n",
      "             City Hall - Washington St & 1 St       11.369338\n",
      "            Crotona Park North & Prospect Ave        8.766551\n",
      "                               31 Ave & 14 St        9.277003\n",
      "                   Loring Pl North & W 183 St        9.954704\n",
      "                       Hamilton Pl & W 140 St        4.430314\n",
      "                  Forest Ave & Summerfield St       11.386760\n",
      "                        Jerome Ave & E 181 St        9.916376\n",
      "                   Flatbush Ave & Fenimore St       14.874564\n",
      "                       Concord St & Bridge St        9.641115\n",
      "                     Parkside Ave & Parade Pl       11.745645\n",
      "                      Prospect Ave & E 167 St        4.419861\n",
      "                        Dyckman St & Staff St        8.832753\n",
      "                         61 St & Woodside Ave       10.606272\n",
      "                         60 Pl & Flushing Ave        8.770035\n",
      "                         Crescent St & 30 Ave       12.863158\n",
      "                      W 181 St & Riverside Dr        9.320557\n",
      "                           N 10 St & Berry St       36.346690\n",
      "                    Central Ave & Woodbine St        7.336237\n",
      "                             Hudson St & 4 St        5.533101\n",
      "                       Union Ave & Jackson St       10.195122\n",
      "                         Bergen St & Troy Ave       12.101045\n",
      "              Van Sinderen Ave & Atlantic Ave       13.682927\n",
      "                   Myrtle Ave & St Edwards St       47.442509\n",
      "                    Washington Ave & E 174 St        9.679443\n",
      "                    Home St & Westchester Ave       10.637631\n",
      "                            E 2 St & Avenue A       27.000000\n",
      "                             Monmouth and 6th        5.097561\n",
      "                         Steinway St & 23 Ave       10.280488\n",
      "                   Central Ave & Starr Street       10.736934\n",
      "                                29 St & 5 Ave        7.560976\n",
      "                      W 107 St & Columbus Ave       10.271777\n",
      "                                53 St & 4 Ave       14.247387\n",
      "                               12 Ave & 36 St       12.153310\n",
      "                      Bank St & Washington St       17.700348\n",
      "                          State St & Smith St       54.973868\n",
      "                     Bleecker St & Forest Ave        9.885017\n",
      "                              E 10 St & 2 Ave       28.597561\n",
      "                                     Grand St        9.433798\n",
      "                 Wilkins Ave & Crotona Park E        5.045296\n",
      "                             65 St & Broadway        8.421603\n",
      "                       St James Pl & Pearl St       16.134146\n",
      "                  Central Park West & W 72 St       22.376307\n",
      "                                 Morris Canal        4.975610\n",
      "     Hoboken Terminal - Hudson St & Hudson Pl       14.141115\n",
      "                   Stanhope St & Fairview Ave        7.066202\n",
      "   Southwest Park - Jackson St & Observer Hwy       10.310105\n",
      "                  Cadman Plaza E & Tillary St       39.414634\n",
      "                           56 St & Arnold Ave       11.268293\n",
      "                  Willoughby Ave & Myrtle Ave        7.090592\n",
      "                    University Ave & W 168 St        4.271777\n",
      "                      Central Ave & Covert St       19.787456\n",
      "                     Hancock St & Wyckoff Ave        9.163763\n",
      "                    Franklin Ave & Myrtle Ave       12.674216\n",
      "              Metropolitan Ave & Flushing Ave       10.052265\n",
      "                          Bus Slip & State St       56.322300\n",
      "                      President St & Henry St       13.536585\n",
      "                     Carroll St & Columbia St       29.121951\n",
      "                               41 Ave & 67 St       10.132404\n",
      "               Metropolitan Ave & Bedford Ave       40.250871\n",
      "                  Hancock St & Stuyvesant Ave       10.108014\n",
      "                              2 St & Park Ave        5.743902\n",
      "                     Wadsworth Ave & W 175 St       11.717770\n",
      "                   Onderdonk Ave & Dekalb Ave        7.717770\n",
      "                               21 St & 23 Ave        8.703833\n",
      "                         Warren St & Court St       20.101045\n",
      "                      Monroe St & Bedford Ave        9.398955\n",
      "                               38 St & 30 Ave       14.017422\n",
      "                         21 Ave & Crescent St       14.716028\n",
      "                      St James Pl & Oliver St       36.698606\n",
      "               Greenpoint Ave & Manhattan Ave       13.900697\n",
      "                 Lafayette Ave & Ft Greene Pl       17.789199\n",
      "                         Vernon Blvd & 50 Ave       33.588850\n",
      "                        LaGuardia Pl & W 3 St       38.285714\n",
      "                       Hicks St & Montague St        4.527875\n",
      "                        Greene Av & Myrtle Av       19.804878\n",
      "                 Crotona Park East & E 173 St        3.855401\n",
      "                           E 91 St & Park Ave       13.768293\n",
      "                               Great Jones St        8.578397\n",
      "           Bainbridge Ave & Bedford Park Blvd        8.878049\n",
      "                     Greenpoint Ave & West St       23.959930\n",
      "                          W 190 St & Broadway        9.904181\n",
      "                 Kingston Ave & Montgomery St        7.855401\n",
      "                          Park Ave & E 124 St       20.604530\n",
      "                              65 St & Otto Rd        9.614983\n",
      "                             Adams St & 11 St        8.336237\n",
      "                   Herkimer St & New York Ave       13.243902\n",
      "                    Marcy Ave & Lafayette Ave       11.510453\n",
      "                 Eastern Pkwy & Rochester Ave       13.275261\n",
      "                   Stevens - River Ter & 6 St        8.285714\n",
      "                          Bond St & Fulton St       33.292683\n",
      "                         Bridge St & Water St       34.980836\n",
      "                   Clinton Ave & Flushing Ave       12.790941\n",
      "                        Walker St & Baxter St       31.470383\n",
      "                 Wythe Ave & Metropolitan Ave       32.937282\n",
      "                         St Felix Ave & 61 St        7.181185\n",
      "                    Washington Ave & Park Ave       40.231707\n",
      "                         Ogden Ave & W 165 St        2.533101\n",
      "                       34th Ave & Vernon Blvd       17.759582\n",
      "                          Henry St & Grand St       19.383275\n",
      "                   Herkimer St & Eastern Pkwy        7.735192\n",
      "                   Crescent St & Ditmars Blvd       10.641115\n",
      "                               Columbus Drive        4.421603\n",
      "                           Dahill Rd & 12 Ave       11.724739\n",
      "                        N 12 St & Bedford Ave       35.900697\n",
      "              Pulaski St & Marcus Garvey Blvd        8.243902\n",
      "                    Onderdonk Ave & Gates Ave        6.911150\n",
      "                         West St & Liberty St       30.878049\n",
      "                         Boone Ave & E 172 St        6.292683\n",
      "            Goulden Ave & Bedford Park Blvd W        8.703833\n",
      "                                14 St & 5 Ave        8.439024\n",
      "                            Sands St & Jay St       35.951220\n",
      "                             11 Ave & W 59 St       10.003484\n",
      "                         Pitt St & Stanton St        4.782230\n",
      "                         Lenox Ave & W 133 St       10.564460\n",
      "                               35 St & 30 Ave       19.634146\n",
      "                         Ditmars Blvd & 48 St        6.627178\n",
      "                                7 Ave & 20 St        7.160279\n",
      "                               28 Ave & 44 St        5.574913\n",
      "                         Lenox Ave & W 111 St       22.735192\n",
      "                                27 Ave & 9 St       29.383275\n",
      "                     Washington Pl & Broadway       15.012195\n",
      "                              E 14 St & 1 Ave       19.139373\n",
      "                     Amsterdam Ave & W 136 St        5.019164\n",
      "                          Leonard Gordon Park        4.491289\n",
      "                          Vernon Blvd & 10 St       29.918118\n",
      "                                 Glenwood Ave        8.487805\n",
      "                          Newtown Ave & 23 St       15.355401\n",
      "                     Southern Blvd & E 172 St        5.480836\n",
      "                      Caton Ave & Bedford Ave        9.979094\n",
      "             Prospect Park SW & Vanderbilt St       22.857143\n",
      "                   Steinway St & Ditmars Blvd       10.259582\n",
      "                   Rivington St & Chrystie St       47.574913\n",
      "                               44 St & 48 Ave       11.357143\n",
      "                                 Jersey & 3rd        4.344948\n",
      "                    Longfellow Ave & Aldus St       12.134146\n",
      "                   Jefferson St & Cypress Ave       14.416376\n",
      "                   Cypress Hills St & Otto Rd        7.519164\n",
      "                                Montgomery St        3.313589\n",
      "                      Water St &  Fletcher St       60.616725\n",
      "                     Parkside Ave & Ocean Ave       16.886760\n",
      "                        Lewis Ave & Fulton St        8.470383\n",
      "                                 Newport PATH        6.073171\n",
      "                       Irving Ave & Halsey St        6.317073\n",
      "                  Washington Ave & Greene Ave        5.609756\n",
      "                  W 171 St & St. Nicholas Ave       17.144599\n",
      "                    Decatur St & Saratoga Ave       10.815331\n",
      "                      Norman St & Wyckoff Ave        4.709059\n",
      "                        E 138 St & Willow Ave        6.383275\n",
      "                         Steinway St & 21 Ave        9.322300\n",
      "                      St Johns Pl & Utica Ave       10.149826\n",
      "                       Harman St & Seneca Ave        8.083624\n",
      "                 Engert Ave & McGuinness Blvd        8.827526\n",
      "                        Walton Ave & E 168 St        7.139373\n",
      "                          Grove St & Broadway       17.707317\n",
      "                                Icahn Stadium        6.787456\n",
      "                  Patchen Ave & Bainbridge St        8.721254\n",
      "                   Winthrop St & Nostrand Ave       12.094077\n",
      "                        Broadway & Battery Pl       35.168990\n",
      "                North Moore St & Greenwich St       14.982578\n",
      "                   Fulton Ave & St. Paul's Pl        1.459930\n",
      "                 Bradley Ave & Greenpoint Ave       11.069686\n",
      "                    W 170 St & University Ave        6.372822\n",
      "                           N 9 St & Wythe Ave       19.526132\n",
      "                               21 St & 38 Ave        8.059233\n",
      "                     Fulton St & Saratoga Ave        9.055749\n",
      "                       Norfolk St & Broome St       43.564460\n",
      "                       Parade Pl & Crooke Ave       16.740418\n",
      "                              W 35 St & 9 Ave       18.142857\n",
      "                       Sumpter St & Fulton St        7.599303\n",
      "                        Pacific St & Smith St       34.026132\n",
      "                     Woodward Ave & Harman St        6.853659\n",
      "                     Cauldwell Ave & E 161 St        5.026132\n",
      "                       Barclay St & Church St       23.789199\n",
      "                                 6 Ave & 9 St        9.987805\n",
      "                         Crescent St & 34 Ave       14.585366\n",
      "                    Courtlandt Ave & E 149 St        7.090592\n",
      "                       E 188 St & Creston Ave       22.869338\n",
      "                             W 46 St & 11 Ave        9.926829\n",
      "                       Adams St & Prospect St       47.634146\n",
      "              Sedgwick Ave & Hall of Fame Tce        8.853659\n",
      "                      Bushwick Ave & Stagg St       10.508711\n",
      "                          21 Ave & Shore Blvd       10.400697\n",
      "          W 147 St & Adam Clayton Powell Blvd       13.693380\n",
      "                                Fairmount Ave        7.801394\n",
      "                               38 Ave & 29 St        4.881533\n",
      "                  MacDougal St & Rockaway Ave        9.754355\n",
      "                         Fulton St & Adams St       32.763066\n",
      "                          Nelson Ave & 167 St        8.829268\n",
      "                  Albemarle Rd & McDonald Ave        7.707317\n",
      "                        62 St & Northern Blvd       14.707317\n",
      "                     Amsterdam Ave & W 189 St        3.658537\n",
      "                         E 21 St & Church Ave       12.017422\n",
      "                         Division St & Bowery       29.818815\n",
      "                       Sherman Ave & E 166 St        1.430314\n",
      "                     Central Park W & W 97 St       32.937282\n",
      "                  University Ave & Macombs Rd        4.818815\n",
      "                      Dyckman St & Henshaw St        5.972125\n",
      "                              5 Av & W 139 St        6.670732\n",
      "                          Mott St & Prince St       23.513937\n",
      "                         Bedford Ave & S 9 St        9.564460\n",
      "                          Bank St & Hudson St       12.864111\n",
      "                     Howard St & Lafayette St       13.017422\n",
      "                         12 St & Sinatra Dr N       16.277003\n",
      "                      Throop Ave & Myrtle Ave        9.968641\n",
      "                         Steinway St & 28 Ave       10.907666\n",
      "                       Macon St & Patchen Ave        7.766551\n",
      "                         Court St & Nelson St       21.641115\n",
      "                                48 Ave & 5 St       62.325175\n",
      "                         Ditmars Blvd & 73 St        7.567944\n",
      "                                  Paulus Hook        2.449477\n",
      "                               65 St & 35 Ave       12.682927\n",
      "                    E Burnside Ave & Ryer Ave        9.459930\n",
      "                         York St & Marin Blvd        6.271777\n",
      "                                56 Dr & 59 St        8.418118\n",
      "                         Broadway & Moylan Pl       23.019164\n",
      "                   Westchester Ave & E 156 St        6.381533\n",
      "                             Grand St & 14 St        8.061224\n",
      "                  Hancock St & Malcolm X Blvd        7.412892\n",
      "                             5 St & Market St       26.411150\n",
      "                     Edgecombe Ave & W 167 St        6.412892\n",
      "                     Fairview Ave & Linden St        5.282230\n",
      "                         Grand St & Greene St       24.529617\n",
      "                   Grand Concourse & E 197 St        7.222997\n",
      "                                Washington St        6.216028\n",
      "                        Gerard Ave & E 165 St        8.829268\n",
      "           Metropolitan Ave & Vandervoort Ave       12.175958\n",
      "                          Spruce St & Gold St       40.388502\n",
      "                               31 Ave & 61 St        9.557491\n",
      "                      Sterling Pl & Ralph Ave        6.146341\n",
      "                     Edgecombe Ave & W 141 St        9.003484\n",
      "                     E 123 St & Lexington Ave       12.369338\n",
      "                      Paul Ave & Mosholu Pkwy        4.911150\n",
      "                          Sterling Pl & 5 Ave       13.494774\n",
      "                    Bushwick Ave & Forrest St        8.888502\n",
      "                      Lexington Ave & E 36 St        9.839721\n",
      "                       E 149 St & Jackson Ave       11.031359\n",
      "                         Johnson St & Gold St       26.726481\n",
      "                      Dock 72 Way & Market St        8.843206\n",
      "                        Caton Ave & Argyle Rd        8.163763\n",
      "                      Central Ave & Himrod St       12.541812\n",
      "                      Menahan St & Seneca Ave        4.432056\n",
      "                      Franklin Ave & E 169 St        2.627178\n",
      "                    Brooklyn Ave & Tilden Ave       12.000000\n",
      "                            Dean St & Hoyt St       63.975610\n",
      "                       E 138 St & Cypress Ave        9.832753\n",
      "                   Withers St & Kingsland Ave        5.982578\n",
      "                    Fresh Pond Rd & Eliot Ave        7.815331\n",
      "                       Huron St & Franklin St       19.527875\n",
      "                              Jersey & 6th St        1.818815\n",
      "                      Aqueduct Ave & W 190 St        7.034843\n",
      "                           E 8 St & Caton Ave       16.571429\n",
      "                   Grand Concourse & E 192 St        8.783972\n",
      "                       Brooklyn Ave & Dean St        5.681185\n",
      "                         53 St & Flushing Ave        6.787456\n",
      "                   Grand Concourse & E 199 St        7.898955\n",
      "              Louis Nine Blvd & Intervale Ave        6.902439\n",
      "                      Graham Ave & Herbert St       10.742160\n",
      "                      Jackson St & Leonard St        8.679443\n",
      "                     St Johns Pl & Howard Ave        9.261324\n",
      "                                    Cherry St       23.114983\n",
      "                            Madison St & 1 St        9.792683\n",
      "                   Scholes St & Manhattan Ave       22.222997\n",
      "                              W 35 St & 8 Ave       40.778746\n",
      "                      Monroe St & Classon Ave        7.296167\n",
      "                    Flatbush Ave & Lincoln Rd       10.703833\n",
      "                          50 St & Barnett Ave       11.139373\n",
      "                          51 St & Queens Blvd        4.895470\n",
      "                     St Marks Ave & Ralph Ave        7.087108\n",
      "                                40 Ave & 9 St        5.371080\n",
      "                               E 6 St & 2 Ave       50.639373\n",
      "                               31 Ave & 34 St        9.573171\n",
      "                     Bushwick Ave & Harman St       12.306620\n",
      "                               69 St & 38 Ave       10.688153\n",
      "                     Amsterdam Ave & W 152 St        6.186411\n",
      "                      Driggs Ave & Lorimer St       12.935540\n",
      "                             E 142 St & 3 Ave        6.458188\n",
      "                               34 Ave & 21 St       11.303136\n",
      "                         Bergen St & Smith St       34.055749\n",
      "                                46 Ave & 5 St       29.083624\n",
      "                         Halsey St & Broadway        6.393728\n",
      "                        42 Pl & Northern Blvd        9.951220\n",
      "               Westchester Ave & Longwood Ave        8.879791\n",
      "                   Grand Concourse & E 161 St        8.642857\n",
      "                      Stephen St & Seneca Ave        2.386760\n",
      "                               21 St & 36 Ave        6.380435\n",
      "                       Lewis Ave & Madison St        7.510453\n",
      "                  Duffield St & Willoughby St       28.921603\n",
      "                        Greene St & Prince St       23.078397\n",
      "                      Franklin St & Dupont St       12.487805\n",
      "                   Hoboken Ave at Monmouth St       19.527875\n",
      "                             3 Ave & E 100 St        8.602787\n",
      "                        Willow Ave & E 133 St        1.803136\n",
      "                          64 St & Woodbine St        4.564460\n",
      "                       Leonard St & Maujer St        9.588850\n",
      "                          E 149 St & Park Ave       12.257840\n",
      "                        Barry St & Tiffany St        1.547038\n",
      "                    West Farms Rd & Boone Ave        8.721254\n",
      "                                 Manila & 1st        6.148084\n",
      "                      Cypress Ave & George St        5.148084\n",
      "                       College Ave & E 170 St        7.986063\n",
      "                  Greenwich St & W Houston St       63.939024\n",
      "                        11 St & Washington St       11.449477\n",
      "                     Grand Ave & W Fordham Rd        6.703833\n",
      "            Concourse Village West & E 156 St        7.604530\n",
      "                             Essex Light Rail        9.052265\n",
      "                   Madison St & Evergreen Ave        3.679443\n",
      "                     Franklin St & W Broadway       17.552265\n",
      "                   Grand Concourse & E 175 St        4.601045\n",
      "                       Goulden Ave & W 197 St        3.874564\n",
      "                 New York Ave & Montgomery St        2.979094\n",
      "                          Broadway & W 185 St        3.477352\n",
      "                                    Warren St        9.618467\n",
      "                  Greenpoint Ave & Monitor St        5.919861\n",
      "                         Skillman Ave & 54 St        4.571429\n",
      "                       Lewis Ave & Greene Ave       10.773519\n",
      "                          Berkeley Pl & 7 Ave       14.871080\n",
      "                           S 4 St & Rodney St        7.716028\n",
      "                     Cleveland Pl & Spring St       10.087108\n",
      "                      Nassau St & Duffield St       36.909408\n",
      "                         8 St & Washington St        7.707317\n",
      "               MacDonough St & Malcolm X Blvd        8.360627\n",
      "                    Clinton St & Joralemon St       35.611498\n",
      "                  Amory Ct & Metropolitan Ave        8.686411\n",
      "                   Harlem River Dr & W 155 St       10.763066\n",
      "                          40 St & Queens Blvd        8.386760\n",
      "                      Amsterdam Ave & W 66 St        3.635889\n",
      "                                12 St & 4 Ave       11.019164\n",
      "                      Madison St & Seneca Ave        8.912892\n",
      "                       Ash St & Manhattan Ave       16.745645\n",
      "                        Nelson Ave & W 172 St        2.710801\n",
      "                              W 30 St & 8 Ave       45.973868\n",
      "                                   Newark Ave        7.674216\n",
      "                         Brook Ave & E 141 St        4.641115\n",
      "                  Van Dam St & Greenpoint Ave        3.595819\n",
      "                       Creston Ave & E 178 St       11.890244\n",
      "                      Columbus Ave & W 103 St       17.193380\n",
      "                              7 Ave & Park Pl        6.404181\n",
      "                          Broadway & W 142 St        5.484321\n",
      "                                60 St & 60 Rd        6.602787\n",
      "                      Sheridan Ave & E 168 St        7.529617\n",
      "                   Grand Concourse & E 171 St        7.778746\n",
      "                                7 Ave & 17 St        4.020906\n",
      "                       Ocean Ave & Crooke Ave       14.592334\n",
      "                     Amsterdam Ave & W 186 St        8.588850\n",
      "                   Kingsland Ave & Nassau Ave       10.249129\n",
      "                               24 Ave & 29 St       30.008711\n",
      "                    E 174 St & Longfellow Ave        6.274476\n",
      "                 Summerfield St & Cypress Ave        6.554007\n",
      "                               E 4 St & Ave B       19.796167\n",
      "                     N 5 St & Northside Piers       23.301394\n",
      "              Lafayette Ave & Hunts Point Ave        3.139373\n",
      "                            Berry St & N 8 St        9.527875\n",
      "            Grand St & Samuel Dickstein Plaza       65.763066\n",
      "                           Marshall St & 2 St        5.017422\n",
      "                      Van Buren St & Broadway        8.029617\n",
      "                        Jerome Ave & W 193 St        2.170732\n",
      "                         E 144 St & Brook Ave        2.203833\n",
      "                               43 Ave & 42 St        7.752613\n",
      "                   Richardson St & N Henry St       11.163763\n",
      "                        Park Pl & Buffalo Ave        7.000000\n",
      "                     Morgan Ave & Maspeth Ave       12.041812\n",
      "                           Avenue D & E 10 St       13.702091\n",
      "                     Greenwich St & Hubert St       10.294425\n",
      "                          Broadway & W 220 St        3.379791\n",
      "                   Grand Concourse & E 205 St        5.153310\n",
      "               Bergen St & Mother Gaston Blvd       11.327526\n",
      "                     Cauldwell Ave & E 158 St        2.721254\n",
      "                        E 182 St & Morris Ave        5.383275\n",
      "           Frederick Douglass Blvd & W 139 St        7.146341\n",
      "                           W 92 St & Broadway        5.930314\n",
      "                         Carroll St & Bond St       10.240418\n",
      "                   Shakespeare Ave & W 169 St        1.256098\n",
      "                     Cedar St & Evergreen Ave       11.308362\n",
      "              Intervale Ave & Westchester Ave       14.216028\n",
      "                     Chauncey St & Howard Ave        6.229965\n",
      "                                6 Ave & 60 St        7.022648\n",
      "                              9 Ave & W 39 St       18.787456\n",
      "              Southern Blvd & Avenue St. John        2.198606\n",
      "                     Amsterdam Ave & W 175 St        5.270035\n",
      "                           Carroll St & 6 Ave        8.428571\n",
      "                              E 65 St & 2 Ave        6.236934\n",
      "                     Southern Blvd & E 174 St       14.360627\n",
      "                        72 St & Northern Blvd        5.121951\n",
      "                          E 102 St & Park Ave       19.921603\n",
      "                Sunken Meadow Comfort Station       11.564460\n",
      "                    Buffalo Ave & St Johns Pl        7.045296\n",
      "                              5 Ave & E 87 St       16.486063\n",
      "                Cumberland St & Lafayette Ave       13.965157\n",
      "                              5 Ave & E 93 St       27.108014\n",
      "                      Monroe St & Patchen Ave        5.771777\n",
      "                         Kane St & Clinton St       12.921603\n",
      "                        E 133 St & Cypress Pl        1.557491\n",
      "                     Andrews Ave S & W 179 St        5.094077\n",
      "                         Ditmars Blvd & 43 St       10.886760\n",
      "                         Woodside Ave & 55 St        4.857143\n",
      "                     Bushwick Ave & Linden St       14.465157\n",
      "            14 St Ferry - 14 St & Shipyard Ln       18.574913\n",
      "                 Chauncey St & Stuyvesant Ave        9.811847\n",
      "                             W 4 St & 7 Ave S       42.672474\n",
      "                     W 100 St & Manhattan Ave       15.773519\n",
      "                      Maple St & Flatbush Ave        9.153310\n",
      "                      W 163 St & Riverside Dr        2.334495\n",
      "                     Garrison Ave & Manida St       16.080139\n",
      "                      Aqueduct Ave & North St        5.930314\n",
      "                Jefferson Ave & Evergreen Ave        3.182927\n",
      "                         57 St & Woodside Ave        3.662021\n",
      "                            5 Corners Library        3.668990\n",
      "                       Audubon Ave & W 192 St        6.501742\n",
      "                               24 St & 41 Ave        2.773519\n",
      "                  McKibbin St & Manhattan Ave        8.059233\n",
      "                        Tinton Ave & E 165 St        1.179443\n",
      "                       E 82 St & East End Ave       10.672474\n",
      "                      N Henry St & Norman Ave       13.630662\n",
      "                         Cliff St & Fulton St       46.925087\n",
      "                        E 174 St & Walton Ave       12.623693\n",
      "                               34 St & 35 Ave        6.545296\n",
      "                         John St & William St       25.306620\n",
      "                      Bergen Ave & Stegman St        5.560976\n",
      "                         Sharon St & Olive St        9.547038\n",
      "                         Powers St & Olive St        3.505226\n",
      "                            Newton Rd & 44 St        3.041812\n",
      "             Thomas S. Boyland St & Marion St        5.383275\n",
      "                             Heights Elevator        3.536585\n",
      "                     Amsterdam Ave & W 167 St        5.578397\n",
      "                              W 29 St & 9 Ave        7.731707\n",
      "                               39 St & 47 Ave        4.736934\n",
      "                        Hoe Ave & Jennings St        1.454704\n",
      "                           E 98 St & Park Ave        4.951220\n",
      "                          Park Ave & E 162 St        5.515679\n",
      "                       College Ave & E 169 St        1.320557\n",
      "                               Ave D & E 8 St       14.635889\n",
      "                              4 St & Grand St        4.144599\n",
      "                        38 St & Northern Blvd        7.874564\n",
      "                     Wyckoff Ave & Cooper Ave        4.365854\n",
      "                         40 Ave & Crescent St        8.303136\n",
      "                         48 St & Skillman Ave        4.543554\n",
      "                           Windsor Pl & 8 Ave        2.773519\n",
      "                        Devoe St & Lorimer St        2.118467\n",
      "                   Brooklyn Ave & Beverley Rd        5.714286\n",
      "             Jerome Ave & Bedford Park Blvd E       10.074913\n",
      "                            Clinton St & 7 St        4.254355\n",
      "                        Pacific St & Troy Ave        4.163763\n",
      "                      Riverside Dr & W 148 St        3.588850\n",
      "                   W Fordham Rd & Loring Pl N        6.675958\n",
      "                      Macon St & Nostrand Ave        8.090592\n",
      "                               39 Ave & 45 St        4.205575\n",
      "                              E 68 St & 3 Ave       17.996516\n",
      "                          Broadway & W 165 St        5.195122\n",
      "                                59 St & 4 Ave       21.177700\n",
      "                         43 St & Skillman Ave        2.905923\n",
      "                        Fulton St & Utica Ave        4.104530\n",
      "                       Creston Ave & E 181 St        7.768293\n",
      "            Concourse Village East & E 158 St       14.094077\n",
      "                   Greene Ave & Grandview Ave        2.515679\n",
      "                    Pacific St & Nostrand Ave        6.822300\n",
      "                     W 159 St & Edgecombe Ave        2.480836\n",
      "                                6 Ave & 21 St       11.479094\n",
      "                          31 St & Newtown Ave       21.691638\n",
      "                        Popham Ave & W 174 St        4.832753\n",
      "                          Ryer Ave & E 182 St        9.937282\n",
      "                              E 78 St & 2 Ave        6.175958\n",
      "               Monroe St & Marcus Garvey Blvd        4.477352\n",
      "                    Sullivan Pl & Bedford Ave        4.937282\n",
      "                              Ave A & E 14 St       21.550523\n",
      "                       East End Ave & E 86 St        9.620209\n",
      "                     Intervale Ave & Kelly St        1.398955\n",
      "                          36 St & Queens Blvd        6.885017\n",
      "                               Journal Square        3.557491\n",
      "                      Monitor St & Meeker Ave        6.778746\n",
      "                              E 81 St & 1 Ave       11.301394\n",
      "                 Tiebout Ave & E Fordham Road       13.904181\n",
      "                        Crown St & Rogers Ave        2.613240\n",
      "                         Grand Ave & W 181 St        1.804878\n",
      "                               60 Pl & 67 Ave        0.836237\n",
      "                     Murray St & Greenwich St       33.020906\n",
      "                    Cathedral Pkwy & Broadway        9.219512\n",
      "                              E 12 St & Ave C       25.114983\n",
      "                      Bleecker St & Crosby St       47.698606\n",
      "                         Ditmars Blvd & 76 St        4.790941\n",
      "                         Henry St & Remsen St        6.045296\n",
      "                               47 Ave & 48 St        3.397213\n",
      "                         Ogden Ave & W 164 St        2.165505\n",
      "                 Bialystoker Pl & Delancey St       18.759582\n",
      "                 Rockaway Ave & Bainbridge St        9.602787\n",
      "                      Greenwich St & Perry St       28.752613\n",
      "                        Myrtle Ave & Fleet Pl       31.405923\n",
      "                            JC Medical Center        5.857143\n",
      "                             48 St & Broadway       15.210801\n",
      "                          Driggs Ave & N 9 St       31.891986\n",
      "                              E 138 St & 5 Av        3.243902\n",
      "                             10 Ave & W 14 St       35.057491\n",
      "                  Madison St & Malcolm X Blvd       10.468641\n",
      "                      Anderson Ave & W 164 St        1.592334\n",
      "                               36 Ave & 31 St       10.712544\n",
      "                          Queens Blvd & 56 St        5.644599\n",
      "                              E 11 St & 1 Ave       44.233449\n",
      "                     Vesey Pl & River Terrace       38.261324\n",
      "                     Central Ave & Decatur St        9.613240\n",
      "                               36 St & 47 Ave        1.602787\n",
      "                                39 Dr & 52 St        2.592334\n",
      "                     W 116 St & Amsterdam Ave        4.475610\n",
      "                 MacDougal St & Washington Sq       11.383275\n",
      "                               35 Ave & 37 St       12.331010\n",
      "                               43 St & 35 Ave        9.456446\n",
      "                          Broadway & W 160 St        5.543554\n",
      "                               46 St & 25 Ave        7.289199\n",
      "                      Putnam Ave & Throop Ave        6.296167\n",
      "                     W 163 St & Edgecombe Ave        2.264808\n",
      "                    Bainbridge Ave & E 196 St        3.209059\n",
      "                               Riverview Park        2.494774\n",
      "                 St Marks Ave & Rochester Ave        4.473868\n",
      "                   Menahan St & Onderdonk Ave        5.041812\n",
      "                   Grand Concourse & E 166 St        7.763066\n",
      "                        11 Ave & Prospect Ave        3.672474\n",
      "                               28 St & 41 Ave        8.142857\n",
      "                              1 Ave & E 39 St       32.827526\n",
      "                                6 Ave & 55 St        4.357143\n",
      "                       Seneca Ave & Irvine St        4.317073\n",
      "                                10 St & 7 Ave        3.017422\n",
      "                               30 Ave & 41 St        7.536585\n",
      "                        Forsyth St & Grand St       42.125436\n",
      "                        Beverley Rd & E 49 St        7.285714\n",
      "                               34 Ave & 31 St        4.310105\n",
      "                              2 Ave & E 99 St       14.144599\n",
      "                     Water St & Gouverneur Ln       16.794425\n",
      "                     Menahan St & Central Ave        6.804878\n",
      "                     Amsterdam Ave & W 172 St        3.939024\n",
      " South Waterfront Walkway - Sinatra Dr & 1 St       13.240418\n",
      "                         Chester Ave & 12 Ave        4.209059\n",
      "                               34 St & 48 Ave        8.843206\n",
      "                    Cortelyou Rd & Albany Ave        5.790941\n",
      "                Schenectady Ave & Prospect Pl        3.142857\n",
      "                   Green St & McGuinness Blvd        4.141115\n",
      "                      Riverside Dr & W 153 St        4.883275\n",
      "                               21 Ave & 80 St        4.125436\n",
      "                        Jerome Ave & W 195 St       16.301394\n",
      "                  Anthony Ave & E Tremont Ave        2.979094\n",
      "                       60 Ave & Fresh Pond Rd        3.121951\n",
      "                          Broadway & W 153 St        3.123693\n",
      "                                 5 St & 6 Ave        7.102787\n",
      "                    W Tremont Ave & Grand Ave        5.013937\n",
      "                         Calyer St & Jewel St       23.965157\n",
      "                         Boston Rd & E 167 St        3.832753\n",
      "                              W 42 St & 8 Ave       16.912892\n",
      "                        Jerome Ave & E 198 St        0.898955\n",
      "                               48 Ave & 41 St        4.925087\n",
      "                    W 192 St & University Ave        4.700348\n",
      "                               30 Ave & 47 St        5.466899\n",
      "                        Broadway & Hancock St       18.372822\n",
      "                      Norman Ave & Leonard St       13.318815\n",
      "                        E 160 St & Tinton Ave        4.865854\n",
      "                          Park Pl & Utica Ave        5.627178\n",
      "                         Moffat St & Bushwick        2.108014\n",
      "               Schenectady Ave & Cortelyou Rd        6.909408\n",
      "                          Prospect Pl & 6 Ave        4.804878\n",
      "                Ft. Washington Ave & W 190 St        1.137631\n",
      "                     Hancock St & Bedford Ave        5.219512\n",
      "                 Chauncey St & Malcolm X Blvd        7.630662\n",
      "                       Dean St & Franklin Ave        3.426829\n",
      "                     Southern Blvd & E 142 St        6.905923\n",
      "                  Skillman Ave & Honeywell St        2.878049\n",
      "                              E 84 St & 1 Ave        9.081882\n",
      "                         E 18 St & Church Ave       12.846690\n",
      "                                14 St & 7 Ave        7.292683\n",
      "                     Bergen St & Flatbush Ave       11.252613\n",
      "                       Centre St & Seneca Ave        7.444251\n",
      "                              McGinley Square        5.797909\n",
      "              University Ave & W Burnside Ave        6.804878\n",
      "                              E 39 St & 2 Ave       15.317073\n",
      "                       Myrtle Ave & Marcy Ave        6.588850\n",
      "                               21 St & 43 Ave       10.470383\n",
      "                               32 Ave & 75 St        2.885017\n",
      "                           W 67 St & Broadway       11.414634\n",
      "                               34 Ave & 71 St        5.766551\n",
      "                         Ditmars Blvd & 79 St        6.024390\n",
      "                  W 190 St & St. Nicholas Ave        9.271777\n",
      "                   St Nicholas Ave & W 150 St        4.625436\n",
      "                        Jerome Ave & W 184 St        1.125436\n",
      "                               49 St & 31 Ave        2.482578\n",
      "                          W 100 St & Broadway       11.628920\n",
      "                      Bedford Ave & Bergen St        5.052265\n",
      "                          Berkeley Pl & 6 Ave       21.304878\n",
      "              Waterloo Pl & Crotona Park East        1.794425\n",
      "               Lexington Ave & Stuyvesant Ave        4.606272\n",
      "               Schenectady Ave & President St        5.216028\n",
      "                        Carroll St & Smith St       22.163763\n",
      "                               81 St & 35 Ave        7.148084\n",
      "                          60 Pl & Bleecker St        2.571429\n",
      "                                 3 St & 7 Ave        6.503484\n",
      "                               35 St & 34 Ave        7.006969\n",
      "                        E 163 St & Tiffany St        2.407666\n",
      "                       Greenpoint Ave & 47 St        3.679443\n",
      "                   Pacific St & Rochester Ave        0.993031\n",
      "                       Park Pl & Franklin Ave        1.829268\n",
      "                     St. Ann's Ave & E 144 St        2.118467\n",
      "                   Catalpa Ave & Woodward Ave        2.869338\n",
      "                  E 58 St & 1 Ave (NE Corner)        9.200348\n",
      "                 Montgomery St & Franklin Ave        2.581882\n",
      "                   University Ave & Brandt Pl        2.857143\n",
      "                               28 Ave & 35 St        9.592334\n",
      "                              Washington Park        5.181185\n",
      "                     Edgecombe Ave & W 150 St        3.306620\n",
      "               W Tremont Ave & Montgomery Ave        1.348432\n",
      "                  St. Nicholas Ave & W 157 St        1.048780\n",
      "                               48 Ave & 37 St        2.358885\n",
      "                      Allen St & Rivington St       20.569686\n",
      "                              6 St & Grand St        2.327526\n",
      "                                  Dixon Mills        1.986063\n",
      "                               1 Ave & E 6 St       69.175958\n",
      "                 Schenectady Ave & Pacific St        3.289199\n",
      "                                 Brunswick St        6.282230\n",
      "                       Forsyth St & Broome St       47.712544\n",
      "                             W 53 St & 10 Ave        8.716028\n",
      "                  Malcolm X Blvd & DeKalb Ave        3.540070\n",
      "                          Washington Square E       42.379791\n",
      "                             2 Ave & E 104 St        8.811847\n",
      "                                      Hilltop        9.439024\n",
      "              Andrew Ave N & Hall of Fame Tce        2.019164\n",
      "                               30 St & 48 Ave       12.425087\n",
      "                                48 St & 5 Ave       11.139373\n",
      "                               71 St & 32 Ave        3.130662\n",
      "                   Grand Concourse & E 164 St        2.010453\n",
      "                  Nevins St & Schermerhorn St        9.094077\n",
      "                       Convent Ave & W 151 St        6.898955\n",
      "                               34 Ave & 38 St       13.472125\n",
      "                    Carroll St & Franklin Ave        1.637631\n",
      "                    Jerome Ave & W Fordham Rd        3.027875\n",
      "                    Kingston Ave & Carroll St        1.993031\n",
      "                        Orchard St & Grand St       11.062718\n",
      "            Columbus Park - Clinton St & 9 St        8.170732\n",
      "                               E 2 St & 2 Ave       64.433798\n",
      "                              8 Ave & W 24 St       17.660279\n",
      "                              Southpoint Park       17.832753\n",
      "                        Melrose St & Broadway        2.355401\n",
      "                   Prospect Ave & Jennings St        3.841463\n",
      "                        Graham Ave & Grand St        7.581882\n",
      "                  Central Park West & W 85 St       15.060976\n",
      "                         E 161 St & River Ave       14.982578\n",
      "               Fort Washington Ave & W 183 St       10.153310\n",
      "                       Putnam Ave & Ralph Ave        3.378049\n",
      "                        Macombs Rd & W 175 St        2.428571\n",
      "    Bulova Ave & Brooklyn Queens Expressway W        1.344948\n",
      "                          Hope St & Union Ave        5.214286\n",
      "                            E 9 St & Avenue C       31.141115\n",
      "                      Madison St & Forest Ave        7.064460\n",
      "                        Fulton Ave & E 168 St        2.128920\n",
      "               Fort Washington Ave & W 173 St        3.641115\n",
      "                     W 106 St & Amsterdam Ave       15.285714\n",
      "                     W 145 St & Amsterdam Ave        2.770035\n",
      "                  W 160 St & St. Nicholas Ave        7.020906\n",
      "                            E 165 St & Fox St        9.599303\n",
      "                      E 170 St & Sheridan Ave        3.935540\n",
      "                       Pacific St & Utica Ave        2.031359\n",
      "                           E 88 St & Park Ave       18.933798\n",
      "                      Grand St & Elizabeth St       24.236934\n",
      "                     Amsterdam Ave & W 162 St        7.151568\n",
      "                  Prospect Ave & Longwood Ave        7.510453\n",
      "                               11 St & 43 Ave        9.799652\n",
      "                        Barrow St & Hudson St       22.872822\n",
      "                     Pinehurst Ave & W 187 St        2.008711\n",
      "                  Sterling Pl & Rochester Ave        5.459930\n",
      "                     Congress St & Clinton St       25.991289\n",
      "                Knickerbocker Ave & Halsey St        2.432056\n",
      "                         36 St & Ditmars Blvd        6.459930\n",
      "                  DeKalb Ave & Vanderbilt Ave        4.839721\n",
      "                           W 63 St & Broadway        5.541812\n",
      "                              E 13 St & 2 Ave       31.435540\n",
      "                              Christ Hospital        4.390244\n",
      "                               43 St & 37 Ave        3.491289\n",
      "                          Broadway & W 168 St        6.038328\n",
      "                               74 St & 37 Ave       13.125436\n",
      "                    3 St & Prospect Park West        7.184669\n",
      "                       Pacific St & Ralph Ave        1.630662\n",
      "                      Albany Ave & Carroll St        2.362369\n",
      "                             5 Ave & E 103 St       14.191638\n",
      "               Knickerbocker Ave & Hancock St        3.390244\n",
      "                            Eliot Ave & 60 Ln        4.282230\n",
      "                              8 Ave & W 38 St       41.541812\n",
      "                     Amsterdam Ave & W 180 St        2.836237\n",
      "                       Lincoln Ave & E 138 St        6.592334\n",
      "                        Broadway & Madison St        5.027875\n",
      "                    Bainbridge Ave & E 198 St        3.850174\n",
      "                           E 67 St & Park Ave       20.268293\n",
      "             Church Sq Park - 5 St & Park Ave        2.135889\n",
      "                               50 St & 30 Ave        6.125436\n",
      "                  W 186 St & St. Nicholas Ave        7.268293\n",
      "                               48 St & 50 Ave        4.108014\n",
      "                       W 74 St & Columbus Ave        7.064460\n",
      "                  Prospect Pl & Underhill Ave        4.843206\n",
      "                                19 St & 8 Ave        4.745645\n",
      "                     Prospect Pl & Howard Ave        1.181185\n",
      "                          Vernon Blvd & 41 Rd        9.702091\n",
      "                               Van Vorst Park        4.149826\n",
      "                    Lewis Ave & Kosciuszko St        4.780488\n",
      "                      Seneca Ave & Decatur St        1.951220\n",
      "                      E 167 St & Franklin Ave        0.757840\n",
      "                               43 St & 23 Ave        5.923345\n",
      "                             Marin Light Rail        8.895470\n",
      "                      Cabrini Blvd & W 177 St        4.529617\n",
      "                      Buchanan Pl & Grand Ave        2.707317\n",
      "                      West End Ave & W 107 St       10.851916\n",
      "                    Madison St & Woodward Ave        1.766551\n",
      "                 Bedford Park Blvd & Paul Ave        3.872822\n",
      "                       Riverside Dr & W 72 St       21.224739\n",
      "                      Bergen St & Buffalo Ave        2.665505\n",
      "                Metropolitan Ave & Meeker Ave        9.238676\n",
      "                                46 St & 7 Ave        1.850174\n",
      "                      Eastern Pkwy & Troy Ave        3.824042\n",
      "                      Adelphi St & Myrtle Ave        9.175958\n",
      "      Margaret Corbin Plz & Ft Washington Ave        2.379791\n",
      "            Pacific St & Thomas S. Boyland St        1.721254\n",
      "                               77 St & 31 Ave        2.139373\n",
      "                  Jefferson Ave & Patchen Ave        1.675958\n",
      "                          Broadway & W 138 St        6.245645\n",
      "                                52 St & 6 Ave        1.651568\n",
      "                    South End Ave & Albany St       21.423345\n",
      "                Sterling Pl & Schenectady Ave        2.121951\n",
      "                               43 Ave & 47 St       15.581882\n",
      "                      Van Dam St & Meeker Ave        3.571429\n",
      "                          44 Dr & Jackson Ave       13.639373\n",
      "                                 6 St & 7 Ave        1.576655\n",
      "               Eastern Pkwy & Schenectady Ave        3.390244\n",
      "                              E 55 St & 2 Ave        5.236934\n",
      "                      Amsterdam Ave & W 82 St       11.794425\n",
      "                       Myrtle Ave & Lewis Ave        5.383275\n",
      "                   Cypress Ave & St Felix Ave        3.515679\n",
      "                     Flatbush Ave & Ocean Ave       11.193380\n",
      "                      Ogden Ave & Merriam Ave        0.682927\n",
      "                       Kingston Ave & Park Pl        1.477352\n",
      "                  Central Park West & W 76 St       14.724739\n",
      "                         Butler St & Court St       16.393728\n",
      "                               51 St & 43 Ave        6.836237\n",
      "                     Bergen St & Kingston Ave        2.536585\n",
      "                      Pacific St & Sackman St        1.421603\n",
      "                        Walton Ave & E 176 St        1.226481\n",
      "                                7 Ave & 62 St        9.630662\n",
      "                  New York Ave & St Marks Ave        3.327526\n",
      "                             W 47 St & 10 Ave       12.574913\n",
      "                   Prospect Pl & Nostrand Ave        3.144599\n",
      "                               49 St & 25 Ave        5.327526\n",
      "              West Drive & Prospect Park West        5.912892\n",
      "                Christopher St & Greenwich St       48.911150\n",
      "                              2 Ave & E 96 St       24.865854\n",
      "                       44 St & Greenpoint Ave        8.341463\n",
      "                                50 St & 7 Ave        1.898955\n",
      "                              E 93 St & 2 Ave       50.794425\n",
      "                                6 Ave & 12 St       10.172474\n",
      "                                7 Ave & 41 St        1.989547\n",
      "                     Willoughby Ave & Hall St       21.283972\n",
      "                        Grand Ave & Bergen St        5.386760\n",
      "                              E 88 St & 1 Ave       15.933798\n",
      "                              Smith St & 3 St        6.146341\n",
      "                           E 72 St & Park Ave       14.110390\n",
      "                          Broadway & W 155 St        9.909408\n",
      "                     Amsterdam Ave & W 183 St        2.069686\n",
      "                Van Sinderen Ave & Truxton St        2.595819\n",
      "              W Burnside Ave & University Ave        2.672474\n",
      "                         Albany Ave & Park Pl        1.869338\n",
      "                    36 St & Hunters Point Ave        2.062718\n",
      "                           31 St & Hoyt Ave N       16.393728\n",
      "                               76 St & 21 Ave        2.794425\n",
      "                                    Motorgate       16.074913\n",
      "                           Troy Ave & Park Pl        2.148084\n",
      "                          Hudson St & W 13 St       21.113240\n",
      "                       Union St & Bedford Ave        1.543554\n",
      "                             3 Ave & E 174 St       12.986063\n",
      "                Audubon Ave & Fort George Ave        2.285714\n",
      "                      Scholes St & Lorimer St        6.639373\n",
      "         E Mosholu Pkwy & Van Cortlandt Ave E        2.250871\n",
      "                   Columbus Pl & Atlantic Ave        2.902439\n",
      "                        Morris Ave & E 184 St        0.703833\n",
      "                   Grand Concourse & E 144 St        0.937282\n",
      "                          Broadway & W 122 St        8.954704\n",
      "                              E 26 St & 3 Ave       11.836237\n",
      "                       Convent Ave & W 135 St        8.853659\n",
      "                     Amsterdam Ave & W 156 St        5.494774\n",
      "                     Somers St & Rockaway Ave        1.766551\n",
      "                          Hoyt St & Warren St       15.318815\n",
      "                Eastern Pkwy & Washington Ave       10.550523\n",
      "                       Dean St & Rockaway Ave        2.634146\n",
      "                       West End Ave & W 60 St       12.088850\n",
      "                   Greenwich Ave & Charles St       37.628920\n",
      "                                63 St & 59 Dr        1.641115\n",
      "                       W 84 St & Columbus Ave       11.505226\n",
      "                        Clinton St & Grand St       43.775261\n",
      "                           Broadway & E 14 St       14.225434\n",
      "                           E 76 St & Park Ave        6.024390\n",
      "                               35 St & 21 Ave        4.383275\n",
      "                           W 42 St & Dyer Ave       13.322300\n",
      "                            60 Pl & Linden St        1.554007\n",
      "                     Pacific St & Classon Ave        1.557491\n",
      "                   Grand Concourse & E 156 St        0.397213\n",
      "                   Stuyvesant Ave & Gates Ave        3.162021\n",
      "                  Montrose Ave & Bushwick Ave       20.782230\n",
      "                   Underhill Ave & Pacific St        5.310105\n",
      "                                57 St & 7 Ave        2.763066\n",
      "              W Mosholu Pkwy S & Sedgwick Ave       17.010453\n",
      "                       W 129 St & Convent Ave        6.731707\n",
      "                                46 St & 6 Ave        0.473868\n",
      "                     Broadway & Kosciuszko St        8.268293\n",
      "                  St. Johns Pl & Kingston Ave        1.473868\n",
      "                      W 140 St & Riverside Dr        1.965157\n",
      "                              E 19 St & 3 Ave       12.689895\n",
      "                    Morton St & Washington St        9.304878\n",
      "                        E 66 St & Madison Ave        4.578397\n",
      "                     Bergen St & Saratoga Ave        1.228223\n",
      "                       Broadway & Roebling St        5.416376\n",
      "                             43 St & Broadway        5.139373\n",
      "          St Marks Ave & Thomas S. Boyland St        1.616725\n",
      "                        Madison Ave & E 82 St       10.362369\n",
      "                               71 St & 37 Ave        4.094077\n",
      "                     Albany St & Greenwich St       23.374564\n",
      "                         S 4 St & Roebling St       17.071429\n",
      "                     Clinton Ave & Myrtle Ave       10.118467\n",
      "                              Ave C & E 16 St        9.564460\n",
      "                        Henry St & Middagh St       15.355401\n",
      "                       Audobon Ave & W 179 St        0.787456\n",
      "                   Underhill Ave & Lincoln Pl        5.560976\n",
      "                     W 104 St & Amsterdam Ave       19.970383\n",
      "                     Valentine Ave & E 183 St        1.662021\n",
      "                    Brevoort Pl & Bedford Ave        3.073171\n",
      "                        Allen St & Stanton St       26.411150\n",
      "                   E Houston St & Columbia St       26.444251\n",
      "                          Garfield Pl & 8 Ave        3.912892\n",
      "                         31 Ave & Steinway St        3.449477\n",
      "                              9 Ave & W 45 St        8.222997\n",
      "                             W 37 St & 10 Ave       13.982578\n",
      "                                7 Ave & 22 St        4.797909\n",
      "                         E 163 St & Union Ave        1.620209\n",
      "                   Grand Concourse & E 196 St        1.426829\n",
      "                          33 St & Queens Blvd        4.132404\n",
      "                          W 146 St & Broadway        4.790941\n",
      "                          46 St & Queens Blvd       10.728223\n",
      "                  Eastern Pkwy & Brooklyn Ave        0.477352\n",
      "                              W 18 St & 9 Ave       18.456364\n",
      "                                  Oakland Ave        4.961672\n",
      "                    Pierrepont St & Monroe Pl        4.304878\n",
      "                                55 St & 7 Ave        2.296167\n",
      "               Lafayette Ave & Stuyvesant Ave        3.918118\n",
      "                              E 25 St & 1 Ave        9.076655\n",
      "                           E 11 St & Avenue B       42.689895\n",
      "                Washington St & Gansevoort St       23.496516\n",
      "                                59 St & 5 Ave        9.101045\n",
      "                     Manhattan Ave & Devoe St        2.909408\n",
      "                           E 89 St & York Ave       12.337979\n",
      "                              W 31 St & 7 Ave       61.635889\n",
      "                             11 Ave & W 41 St       27.067944\n",
      "                       West End Ave & W 94 St        5.005226\n",
      "                               34 St & 38 Ave        4.177700\n",
      "                              8 Ave & W 27 St        7.315331\n",
      "                     Putnam Ave & Wyckoff Ave        3.834495\n",
      "                   Brooklyn Ave & Prospect Pl        3.649826\n",
      "                 W 180 St & Ft Washington Ave        2.630662\n",
      "                  Franklin Ave & St Marks Ave        4.045296\n",
      "                    Cypress Ave & Palmetto St        4.747387\n",
      "                          W 12 St & Hudson St       18.313589\n",
      "                      Sheridan Ave & E 172 St        0.491289\n",
      "                      Prospect Park W & 20 St        1.731707\n",
      "                    Prospect Park West & 8 St        2.052265\n",
      "                              8 Ave & W 16 St        6.348432\n",
      "                     Eldert St & Bushwick Ave        1.625436\n",
      "                    Washington St & Barrow St       26.419861\n",
      "                           W 95 St & Broadway        3.231707\n",
      "                  St. Nicholas Ave & W 155 St        1.517422\n",
      "                             W 56 St & 10 Ave       18.085366\n",
      "                            E 7 St & Avenue A       20.275261\n",
      "                                 Picnic Point       22.031359\n",
      "                               33 St & 47 Ave        1.728223\n",
      "               W 165 St & Fort Washington Ave        2.979094\n",
      "                   Sterling Pl & New York Ave        4.466899\n",
      "                               34 Ave & 74 St        3.456446\n",
      "                              4 Ave & E 12 St       12.332753\n",
      "                   Grand Concourse & E 203 St        1.216028\n",
      "                   Lefferts Pl & Franklin Ave        1.470383\n",
      "                 St Johns Pl & Washington Ave        4.064460\n",
      "                             W 26 St & 10 Ave       23.770035\n",
      "                      Fulton St & Waverly Ave        8.897213\n",
      "                             31 St & Broadway       12.198606\n",
      "                   Grand Concourse & E 167 St        0.702091\n",
      "                              W 50 St & 9 Ave        6.365854\n",
      "                  Sullivan St & Washington Sq       33.519164\n",
      "                       Windsor Pl & Howard Pl        2.013937\n",
      "                     Frost St & Debevoise Ave        0.763066\n",
      "                      Riverside Dr & W 104 St       30.285714\n",
      "                    Schermerhorn St & Hoyt St       15.101045\n",
      "                              E 75 St & 3 Ave       14.912281\n",
      "                              E 97 St & 3 Ave        8.860627\n",
      "                        Ralph Ave & Fulton St        2.858885\n",
      "                        Yankee Ferry Terminal       17.714286\n",
      "                     Morgan Ave & Lombardy St        7.792683\n",
      "                    Sterling Pl & Bedford Ave        1.770035\n",
      "                        Spring St & Hudson St       17.888502\n",
      "                      Riverside Dr & W 138 St        6.707317\n",
      "                       Wilson Ave & Moffat St       10.386760\n",
      "                       Myrtle Ave & Linden St        3.599303\n",
      "                   Beverley Rd & Flatbush Ave        8.489547\n",
      "                            1 Pl & Clinton St        5.560976\n",
      "                             2 Ave & E 125 St        4.965157\n",
      "                    Bushwick Ave & Dekalb Ave        6.506969\n",
      "                     Stuyvesant Ave & Hart St        4.825784\n",
      "                      W 70 St & Amsterdam Ave       12.642857\n",
      "                  Bedford Ave & Montgomery St        3.379791\n",
      "                         Broad St & Bridge St       25.250871\n",
      "                              8 Ave & W 52 St        4.574913\n",
      "                       W Broadway & Spring St       40.972125\n",
      "                      W 90 St & Amsterdam Ave        6.097902\n",
      "                              E 85 St & 3 Ave        5.524390\n",
      "                     Prospect Park SW & 16 St        8.076655\n",
      "                      W 10 St & Washington St       41.167247\n",
      "                               37 Ave & 35 St        1.391986\n",
      "                                7 Ave & 40 St        1.668990\n",
      "                                44 St & 6 Ave        1.925087\n",
      "                              1 Ave & E 62 St       14.641115\n",
      "                         E 48 St & Tilden Ave        4.425087\n",
      "                     Whitehall St & Bridge St       18.188153\n",
      "             Thomas S. Boyland St & Fulton St        0.473868\n",
      "                              E 95 St & 3 Ave        5.625436\n",
      "                        50 St & Northern Blvd        2.533101\n",
      "                           E 81 St & York Ave       21.958188\n",
      "                                   Harborside        6.026132\n",
      "                    Graham Ave & Conselyea St        4.278746\n",
      "                          71 Ave & Myrtle Ave        3.618467\n",
      "                           E 14 St & Avenue B       16.062718\n",
      "                            27 St & Hunter St        5.831010\n",
      "                   Classon Ave & St Marks Ave        3.691638\n",
      "                              1 Ave & E 30 St        9.996516\n",
      "                               E 7 St & Ave C       12.965157\n",
      "                    Lincoln Pl & Nostrand Ave        1.912892\n",
      "                           E 60 St & York Ave        7.303136\n",
      "                     Edgecombe Ave & W 145 St        4.304878\n",
      "                        West St & Chambers St       83.513937\n",
      "                             W 44 St & 11 Ave       41.210801\n",
      "                      Harrison St & Hudson St       13.787456\n",
      "                     Eagle St & Manhattan Ave       10.189895\n",
      "                     Lincoln Pl & Classon Ave        3.552265\n",
      "                  Central Park West & W 68 St        9.970383\n",
      "             W 64 St & Thelonious Monk Circle       17.404181\n",
      "                              W 13 St & 5 Ave       12.674216\n",
      "                         31 St & Astoria Blvd        6.801394\n",
      "                        Fulton St & Irving Pl        7.058719\n",
      "                               47 Ave & 31 St        2.233449\n",
      "                  President St & Nostrand Ave        2.860627\n",
      "                             11 Ave & W 27 St       17.128920\n",
      "                        Carlton Ave & Dean St        2.912892\n",
      "                               31 St & 21 Ave        3.257840\n",
      "                  W 82 St & Central Park West        9.750871\n",
      "                       Steinway St & Broadway        4.277003\n",
      "                  Eastern Pkwy & Nostrand Ave        1.710801\n",
      "                                  Exchange Pl        6.388502\n",
      "               Morningside Dr & Amsterdam Ave        9.550523\n",
      "                  Lawrence St & Willoughby St       10.062718\n",
      "                  Lafayette Ave & St James Pl       13.797909\n",
      "                        Walton Ave & E 183 St        1.581882\n",
      "                     Amsterdam Ave & W 119 St        1.937282\n",
      "      Hoboken Terminal - River St & Hudson Pl       20.858885\n",
      "                           E 81 St & Park Ave       16.747387\n",
      "                            E 6 St & Avenue D       19.608014\n",
      "                             W 15 St & 10 Ave       28.749129\n",
      "                        E 56 St & Madison Ave        2.898955\n",
      "                             10 Ave & W 28 St       38.681185\n",
      "                                Grove St PATH       16.895470\n",
      "                   Columbia St & Rivington St       15.731707\n",
      "                           E 72 St & York Ave       10.482578\n",
      "                         Suydam St & Broadway        5.836237\n",
      "                   Carlton Ave & St Marks Ave        1.627178\n",
      "                              E 51 St & 1 Ave        7.501742\n",
      "                     W 120 St & Claremont Ave       10.212544\n",
      "                  Carroll St & Washington Ave        1.303136\n",
      "                        Broadway & Furman Ave        3.210801\n",
      "                      Stanton St & Norfolk St       20.398955\n",
      "                         Vesey St & Church St       14.222997\n",
      "               Putnam Ave & Knickerbocker Ave        2.412892\n",
      "                     Lexington Ave & E 127 St        5.818815\n",
      "                              W 49 St & 8 Ave       27.456446\n",
      "                        Bayard St & Baxter St       12.811847\n",
      "                      Riverside Dr & W 145 St        1.989547\n",
      "                         Bergen Ave & Sip Ave        7.808362\n",
      "                              1 Ave & E 18 St       23.355401\n",
      "                               E 5 St & Ave A       18.275261\n",
      "                              W 13 St & 7 Ave        9.613240\n",
      "                       Fulton St & William St       11.792683\n",
      "             Queens Plaza North & Crescent St        4.113240\n",
      "                               E 4 St & 2 Ave       45.193380\n",
      "                              E 17 St & 2 Ave       17.738676\n",
      "                              W 25 St & 6 Ave        6.036585\n",
      "                 Plaza St West & Flatbush Ave        4.571429\n",
      "                       67 Ave & Fresh Pond Rd        4.045296\n",
      "                              1 Ave & E 16 St       22.304878\n",
      "                          N 7 St & Driggs Ave       23.139373\n",
      "                         Somers St & Broadway        2.885017\n",
      "                              5 Ave & E 78 St       13.418118\n",
      "                            6 Ave & Walker St       11.121951\n",
      "                            E 5 St & Avenue C       25.855401\n",
      "                     Lafayette St & Jersey St       31.179443\n",
      "                  Flatbush Ave & Eastern Pkwy        1.160279\n",
      "                              W 36 St & 9 Ave       12.923345\n",
      "                     Wadsworth Ave & W 179 St        5.721254\n",
      "                  E 58 St & 1 Ave (NW Corner)        8.663763\n",
      "                               E 1 St & 1 Ave       44.050523\n",
      "                                53 St & 5 Ave        1.850174\n",
      "                    Washington St & Laight St       15.029617\n",
      "                      W 87 St & Amsterdam Ave       10.635889\n",
      "                              W 41 St & 8 Ave       37.674216\n",
      "                      Centre St & Chambers St       18.121951\n",
      "                                55 St & 5 Ave        0.808362\n",
      "                    Prospect Park SW & 10 Ave        0.445993\n",
      "                      Lafayette St & Grand St       44.945993\n",
      "                       W 87 St & West End Ave       15.449477\n",
      "                     Division Ave & Marcy Ave        2.581882\n",
      "                     Central Park W & W 91 St       14.421603\n",
      "                                 1 St & 6 Ave        5.432056\n",
      "                Atlantic Ave & Fort Greene Pl       32.533101\n",
      "                              E 12 St & 3 Ave       35.716028\n",
      "                    Bushwick Ave & Furman Ave        2.069686\n",
      "                           E 50 St & Park Ave        7.853659\n",
      "                           W 35 St & Dyer Ave        9.374564\n",
      "                     Bushwick Ave & Powers St        2.411150\n",
      "                  Eastern Pkwy & Kingston Ave        0.787456\n",
      "             Grand Army Plaza & Plaza St West        6.560976\n",
      "                      Wyckoff Ave & Gates Ave        5.862369\n",
      "                        E 97 St & Madison Ave        6.569686\n",
      "                           Carmine St & 6 Ave       26.712544\n",
      "                               E 3 St & 1 Ave       24.801394\n",
      "                   McGuinness Blvd & Eagle St        8.498258\n",
      "                              E 51 St & 2 Ave        7.494774\n",
      "                      Emerson Pl & Myrtle Ave       28.580139\n",
      "                              E 54 St & 1 Ave        8.064460\n",
      "                       W 89 St & Columbus Ave       12.126394\n",
      "                              W 40 St & 7 Ave        8.299652\n",
      "                            Avenue D & E 3 St       21.186411\n",
      "                              E 89 St & 3 Ave        6.705575\n",
      "                              E 77 St & 1 Ave       19.597561\n",
      "                           E 84 St & Park Ave       11.980836\n",
      "                              E 53 St & 3 Ave        5.263066\n",
      "                           E 10 St & Avenue A       61.391986\n",
      "                      E 39 St & Lexington Ave       27.820557\n",
      "                              E 81 St & 3 Ave       11.397213\n",
      "                               E 9 St & 5 Ave       26.331010\n",
      "                        7 Ave S & Bleecker St       50.718531\n",
      "                         Fulton St & Broadway       14.932056\n",
      "                           Broadway & E 19 St       10.452962\n",
      "                           W 78 St & Broadway        5.439024\n",
      "                              6 Ave & W 33 St       28.740418\n",
      "                              E 45 St & 3 Ave        6.239437\n",
      "                              W 36 St & 7 Ave        5.609756\n",
      "                              E 44 St & 2 Ave        4.500000\n",
      "                       Columbus Ave & W 95 St        3.864111\n",
      "                   21 St & Queens Plaza North        3.203833\n",
      "                              6 Ave & W 34 St       31.057491\n",
      "                        Clinton St & Union St        5.487805\n",
      "                              E 63 St & 3 Ave       17.932056\n",
      "                          Clark St & Henry St        7.505226\n",
      "                           Avenue D & E 12 St        9.106272\n",
      "                                India St Pier       17.616725\n",
      "                           E 20 St & Park Ave        9.855401\n",
      "                      Rivington St & Ridge St       21.505226\n",
      "                             W 54 St & 11 Ave       18.444251\n",
      "                        E 43 St & Madison Ave       13.710801\n",
      "                               West Thames St       35.891986\n",
      "                     India St & Manhattan Ave       14.759582\n",
      "                         Broadway & Morris St       31.815331\n",
      "                             W 50 St & 10 Ave       17.383275\n",
      "                        31 St & Northern Blvd        1.188153\n",
      "                           Broadway & W 41 St       17.266551\n",
      "                             W 30 St & 10 Ave       18.918118\n",
      "                              E 77 St & 3 Ave        8.623693\n",
      "                   Schermerhorn St & Court St       19.696864\n",
      "                         Duane St & Hudson St        5.961672\n",
      "                        E 35 St & Madison Ave        8.632404\n",
      "                        Washington Pl & 6 Ave       15.594077\n",
      "                             W 20 St & 10 Ave       11.335664\n",
      "                              E 22 St & 2 Ave        7.947735\n",
      "                          W 116 St & Broadway        3.996516\n",
      "                             W 52 St & 11 Ave       15.839721\n",
      "                     Perry St & Greenwich Ave       10.141115\n",
      "                           E 85 St & York Ave       10.334495\n",
      "                     Montague St & Clinton St        9.890244\n",
      "                              W 47 St & 9 Ave       13.125436\n",
      "                              3 Ave & E 71 St        4.702091\n",
      "                           E 17 St & Broadway       24.505226\n",
      "                       Nassau Ave & Newell St       13.815331\n",
      "                              W 20 St & 7 Ave        3.226481\n",
      "                              2 Ave & E 72 St        9.236934\n",
      "                       Riverside Dr & W 91 St       18.958188\n",
      "                              5 Ave & E 63 St        9.498258\n",
      "                      Nassau Ave & Russell St        9.337979\n",
      "                         Church St & Worth St        4.585366\n",
      "                       Riverside Dr & W 82 St       28.533101\n",
      "                  Eastern Pkwy & Franklin Ave        2.576655\n",
      "                      E 44 St & Lexington Ave        9.146341\n",
      "                          Old Slip & South St       53.386760\n",
      "                     Riverside Blvd & W 67 St       33.174216\n",
      "                              W 56 St & 8 Ave        4.130662\n",
      "                              W 15 St & 7 Ave       30.604530\n",
      "                              E 91 St & 2 Ave       31.897213\n",
      "                              W 56 St & 6 Ave       10.054007\n",
      "                              E 58 St & 3 Ave        8.130662\n",
      "                              W 27 St & 7 Ave        5.614983\n",
      "                              2 Ave & E 31 St       12.867596\n",
      "                         Madison Av & E 51 St        4.069686\n",
      "                          31 St & Thomson Ave        8.881533\n",
      "            Gramercy Park N & Gramercy Park E        4.184669\n",
      "                         Centre St & Worth St       36.259582\n",
      "                              E 11 St & 3 Ave       34.280488\n",
      "                      Amsterdam Ave & W 73 St       13.783972\n",
      "                              W 17 St & 7 Ave        6.782230\n",
      "                      Driggs Ave & N Henry St       11.125436\n",
      "                              W 42 St & 6 Ave        6.792683\n",
      "                        E 68 St & Madison Ave       14.268293\n",
      "                         Hudson St & Reade St       13.512195\n",
      "                           W 84 St & Broadway        7.071429\n",
      "                              W 11 St & 6 Ave        3.804878\n",
      "                              W 45 St & 8 Ave       15.216028\n",
      "                      Hudson Blvd W & W 36 St        5.439024\n",
      "                           Broadway & W 36 St       32.912892\n",
      "                      Amsterdam Ave & W 79 St        4.411150\n",
      "                           Broadway & W 61 St        6.045296\n",
      "                          FDR Drive & E 35 St       73.850174\n",
      "                       Leonard St & Church St        7.491289\n",
      "                              Ave A & E 11 St       23.627178\n",
      "              W 168th S & Fort Washington Ave        5.555749\n",
      "                 Clermont Ave & Lafayette Ave        7.857143\n",
      "                              3 Ave & E 62 St        3.205575\n",
      "                           E 32 St & Park Ave        7.447735\n",
      "                              8 Ave & W 49 St       14.148084\n",
      "                              W 43 St & 6 Ave       13.247368\n",
      "                              E 15 St & 3 Ave       27.998258\n",
      "                            E 2 St & Avenue B       37.010453\n",
      "                       Columbus Ave & W 72 St       19.101045\n",
      "                              E 33 St & 5 Ave       12.836237\n",
      "                              W 20 St & 5 Ave        8.954704\n",
      "                       Central Park S & 6 Ave        9.637809\n",
      "                              2 Ave & E 29 St        6.005226\n",
      "                              W 37 St & 5 Ave       11.386760\n",
      "                              E 16 St & 5 Ave       10.867596\n",
      "                              W 52 St & 6 Ave        5.192308\n",
      "                              E 43 St & 2 Ave        6.911150\n",
      "                              5 Ave & E 29 St        9.482578\n",
      "                              9 Ave & W 22 St       14.020906\n",
      "                           Broadway & E 21 St        7.651568\n",
      "                 W 48 St &  Rockefeller Plaza        4.139373\n",
      "                        E 59 St & Madison Ave        5.095819\n",
      "                            E 6 St & Avenue B       21.242160\n",
      "                        E 53 St & Madison Ave        3.620209\n",
      "                         William St & Pine St        8.881533\n",
      "                          Reade St & Broadway        9.125436\n",
      "                          St Marks Pl & 2 Ave       24.691638\n",
      "                      Lexington Ave & E 29 St        4.141115\n",
      "                          Park Pl & Church St        7.198606\n",
      "                              W 44 St & 5 Ave       18.327526\n",
      "                     Willoughby St & Fleet St       13.155052\n",
      "                      W 34 St & Hudson Blvd E        6.189895\n",
      "                  W 51 St & Rockefeller Plaza        2.442509\n",
      "                              1 Ave & E 68 St        8.348432\n",
      "                      Lispenard St & Broadway       28.710801\n",
      "                     Division Ave & Hooper St        8.489547\n",
      "                              W 52 St & 5 Ave       10.052265\n",
      "                      W 16 St & The High Line        8.310105\n",
      "                    Pearl St & Hanover Square       16.560976\n",
      "                       W 76 St & Columbus Ave        8.376307\n",
      "                              W 22 St & 8 Ave        9.972125\n",
      "                 Plaza St East & Flatbush Ave        8.872822\n",
      "                              8 Ave & W 33 St       38.918118\n",
      "                              W 25 St & 8 Ave        9.888502\n",
      "                               E 7 St & Ave B       15.393728\n",
      "            E 41 St & Madison Ave (SE corner)       34.449477\n",
      "                      Suffolk St & Stanton St       23.705575\n",
      "                         E 30 St & Park Ave S        9.379791\n",
      "                              W 25 St & 9 Ave        7.970383\n",
      "                      E 53 St & Lexington Ave        4.817073\n",
      "                     Cooper Square & Astor Pl       31.318815\n",
      "                          Murray St & West St        7.736934\n",
      "                       Perry St & Bleecker St       21.959930\n",
      "                              E 48 St & 5 Ave        4.256098\n",
      "                              6 Ave & W 45 St       11.435540\n",
      "                              W 54 St & 6 Ave        3.770035\n",
      "                       Riverside Dr & W 78 St       20.533101\n",
      "                             W 34 St & 11 Ave       20.573171\n",
      "                              E 33 St & 1 Ave       24.066202\n",
      "                        River Ter & Warren St        9.951220\n",
      "                        Liberty St & Broadway        7.179443\n",
      "                              E 47 St & 1 Ave       15.827526\n",
      "                        E 58 St & Madison Ave        5.712544\n",
      "                           Broadway & W 48 St       14.379791\n",
      "                            6 Ave & Broome St       15.273519\n",
      "                              E 74 St & 1 Ave       16.557491\n",
      "                              W 15 St & 6 Ave        4.562278\n",
      "                      Lexington Ave & E 26 St       21.797909\n",
      "                         E 27 St & Park Ave S        9.020906\n",
      "                          E 16 St & Irving Pl       19.151568\n",
      "                             6 Ave & Canal St       14.357895\n",
      "                              E 20 St & 2 Ave       17.954704\n",
      "                              W 27 St & 6 Ave        8.944251\n",
      "                   7 Ave & Central Park South       19.860627\n",
      "                       Warren St & W Broadway       12.439024\n",
      "                           E 40 St & Park Ave       22.824042\n",
      "                              W 17 St & 8 Ave       14.783972\n",
      "                           Broadway & W 38 St        6.412892\n",
      "                        Madison Ave & E 26 St        6.123693\n",
      "                       N Moore St & Hudson St        4.902439\n",
      "                      E 51 St & Lexington Ave       10.646341\n",
      "                        Greenwich Ave & 8 Ave       11.029617\n",
      "                             W 22 St & 10 Ave        8.074913\n",
      "                              W 21 St & 6 Ave       11.203833\n",
      "                              W 47 St & 6 Ave        4.848432\n",
      "                              7 Ave & W 55 St        1.949477\n",
      "                              1 Ave & E 44 St        9.853659\n",
      "                              W 55 St & 6 Ave        4.857143\n",
      "                              W 18 St & 6 Ave        5.017422\n",
      "                       University Pl & E 8 St        9.034843\n",
      "                           Broadway & W 58 St        7.179443\n",
      "                              9 Ave & W 18 St       13.750871\n",
      "                              W 20 St & 8 Ave       14.433798\n",
      "                              W 24 St & 7 Ave        9.121951\n",
      "                     Fulton St & Clermont Ave        8.912892\n",
      "                      Lexington Ave & E 24 St        6.620209\n",
      "                              E 25 St & 2 Ave        7.430314\n",
      "                           W 37 St & Broadway       14.247387\n",
      "                           Broadway & W 53 St        7.451220\n",
      "                            E 2 St & Avenue C       10.545296\n",
      "                              E 48 St & 3 Ave        5.493031\n",
      "                              E 56 St & 3 Ave        6.395470\n",
      "                        Laight St & Hudson St       12.602787\n",
      "                           Broadway & W 29 St       18.684669\n",
      "                           Broadway & W 51 St        2.811847\n",
      "                              W 51 St & 6 Ave        3.902439\n",
      "                              E 40 St & 5 Ave        4.864111\n",
      "                              E 27 St & 1 Ave        7.527875\n",
      "                           E 13 St & Avenue A       12.397213\n",
      "            Grand Army Plaza & Central Park S        7.721254\n",
      "                              E 47 St & 2 Ave       17.817073\n",
      "                    Gansevoort St & Hudson St       25.336237\n",
      "                           Broadway & W 25 St       13.947735\n",
      "                           Broadway & W 56 St       12.656794\n",
      "                             W 59 St & 10 Ave       13.435540\n",
      "                           E 47 St & Park Ave        7.268293\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import pandas as pd\n",
    "import folium\n",
    "import numpy as np\n",
    "import geopandas as gpd\n",
    "from folium.plugins import HeatMap\n",
    "from pandas import json_normalize\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.stats import zscore\n",
    "from shapely.geometry import Point\n",
    "\n",
    "# Load the data\n",
    "data = pd.read_csv(os.path.expanduser('~/workspace/citi-bike-data/2023-08-05.csv'))\n",
    "\n",
    "# Only look at active stations\n",
    "data = data[(data['IsReturning'] == 1) & (data['IsRenting'] == 1) & (data['IsInstalled'] == 1)]\n",
    "\n",
    "# Load the station information\n",
    "with open('../data/all_stations.json', 'r') as f:\n",
    "    station_info = json.load(f)\n",
    "\n",
    "stations = station_info['stations']  # Extract station data\n",
    "\n",
    "# Convert station data to a dataframe\n",
    "stations_df = pd.json_normalize(stations)  # Flatten JSON into a dataframe\n",
    "\n",
    "# Merge the data with station information to get latitude and longitude\n",
    "merged_data = pd.merge(data, stations_df, how=\"left\", left_on=\"Name\", right_on=\"name\")  \n",
    "\n",
    "# Calculate the total number of usable docks for each timestamp\n",
    "merged_data['UsableDocks'] = merged_data['DocksAvailable'] - merged_data['DocksDisabled']\n",
    "\n",
    "\n",
    "# Group by the 'Name' column, calculate the average number of usable docks and BikesAvailable\n",
    "grouped_data = merged_data.groupby('Name')[['UsableDocks', 'BikesAvailable', 'longitude', 'latitude']].mean()\n",
    "\n",
    "# Sort by 'UsableDocks' and then 'BikesAvailable'\n",
    "grouped_data.sort_values(by=['UsableDocks', 'BikesAvailable'], inplace=True)\n",
    "\n",
    "def assign_color(row):\n",
    "    if row['UsableDocks'] < 3:\n",
    "        return 'red'\n",
    "    elif row['BikesAvailable'] < 3:\n",
    "        return 'skyblue'\n",
    "#     elif row['UsableDocks'] < 6:\n",
    "#         return 'orange'\n",
    "#     elif row['BikesAvailable'] < 6:\n",
    "#         return 'skyblue'\n",
    "    else:\n",
    "        return 'green'  \n",
    "\n",
    "grouped_data['Color'] = grouped_data.apply(assign_color, axis=1)\n",
    "\n",
    "# Convert latitude and longitude to geometric points\n",
    "geometry = [Point(xy) for xy in zip(grouped_data['longitude'], grouped_data['latitude'])]\n",
    "\n",
    "# Create a GeoDataFrame\n",
    "geo_df = gpd.GeoDataFrame(grouped_data, geometry=geometry)\n",
    "\n",
    "# Create a Folium map centered on the mean of latitude and longitude\n",
    "m = folium.Map(location=[grouped_data['latitude'].mean()+0.01, grouped_data['longitude'].mean()],\n",
    "               zoom_start=12, tiles='CartoDB Positron')\n",
    "\n",
    "# Add data to map\n",
    "for idx, row in geo_df.iterrows():\n",
    "    folium.CircleMarker(location=(row['latitude'], row['longitude']),\n",
    "                        radius=4,\n",
    "                        fill=True,\n",
    "                        fill_opacity=0.7,\n",
    "                        color=row['Color'],\n",
    "                        fill_color=row['Color']).add_to(m)\n",
    "\n",
    "m.save('heatmap_all.html')\n",
    "\n",
    "grouped_data_reset = grouped_data.reset_index()\n",
    "print(grouped_data_reset[['Name', 'BikesAvailable']].to_string(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4cd3fa9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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