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mra1385/Bikeshare25MMRidesLater.ipynb

Last active September 23, 2019 21:39
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Bikeshare25MMRidesLater.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# import modules\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as tkr\n",
"import matplotlib.dates as mdates\n",
"from math import radians, cos, sin, asin, sqrt\n",
"import numpy as np\n",
"import pandas as pd\n",
"from datetime import datetime, timedelta\n",
"import pprint\n",
"import seaborn as sns\n",
"import xml.etree.ElementTree as ET\n",
"import urllib\n",
"%matplotlib inline\n",
"\n",
"# use fivethirtyeight plot style\n",
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# load pickle\n",
"bike_share = pd.read_pickle('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/bs_pickle_2010-2018')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"frequency = \"M\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...)..apply(<func>)\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# growth in number of rides by total minutes\n",
"\n",
"ax = pd.DataFrame(bike_share['Minutes'].resample(frequency, how=lambda x: x.sum()).rolling(window=12).mean()).plot(figsize=(10,6), fontsize=14, legend=False)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x)/1000000)\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.set_ylim(0,7000000)\n",
"\n",
"# set label\n",
"ax.set_ylabel('Minutes (millions)', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/total_rides_minutes.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:3: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...)..apply(<func>)\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# growth in number of rides\n",
"\n",
"ax = bike_share['Minutes'].resample(frequency, how=lambda x: x.count()).rolling(window=12).mean().plot(figsize=(10,6), fontsize=14)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x)/1000)\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"ax.set_ylim(0,350000)\n",
"\n",
"# set label\n",
"ax.set_ylabel('Rides (thousands)', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/total_rides.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...)..apply(<func>)\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# growth in number of rides by casual members\n",
"ax = bike_share[bike_share['Member Type'] == 'Casual']['Minutes'].resample(frequency, how=lambda x: x.count()).rolling(window=12).mean().plot(figsize=(10,6), fontsize=14)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x)/1000)\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"\n",
"# set label\n",
"ax.set_ylabel('Rides (thousands)', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.set_ylim(0,90000)\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/casual_total_rides.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...)..apply(<func>)\n",
" \n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x179807f2cc0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#casual riders as a percent of total\n",
"(bike_share[bike_share['Member Type'] == 'Casual']['Minutes'].resample(frequency, how=lambda x: x.count()).rolling(window=12).mean() / bike_share['Minutes'].resample(frequency, how=lambda x: x.count()).rolling(window=12).mean()).plot(figsize=(10,6), fontsize=14)\n",
"\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x) * 100)\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"\n",
"# set label\n",
"ax.set_ylabel('Casual Riders (percent of total rides)', fontsize=14)\n",
"ax.set_xlabel('')\n",
"# ax.set_ylim(0,90000)\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/casual_rides_pct_total.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...)..apply(<func>)\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# growth in number of rides by Registered members\n",
"ax = bike_share[bike_share['Member Type'] == 'Registered']['Minutes'].resample(frequency, how=lambda x: x.count()).rolling(window=12).mean().plot(figsize=(10,6), fontsize=14)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x)/1000)\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"\n",
"# set label\n",
"ax.set_ylabel('Rides (thousands)', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.set_ylim(0,250000)\n",
"\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/registered_total_rides.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...).sum()\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# growth in total minutes ridden (rolling 12m average)\n",
"ax = pd.DataFrame(bike_share['Minutes'].resample(frequency, how='sum')).rolling(window=12).mean().plot(figsize=(10,6), fontsize=14,legend=False)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x)/1000000)\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"\n",
"# set y-axis label\n",
"ax.set_ylabel('Minutes (millions)', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.set_ylim(0,7000000)\n",
"\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/total_rides_minutes.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...).nunique()\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# growth in number of stations\n",
"ax = bike_share['Starting Station'].resample(frequency, how='nunique').plot(figsize=(10,6), fontsize=14)\n",
"\n",
"ax.set_ylabel('Stations', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.set_ylim(0,600)\n",
"\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/registered_total_stations.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...).nunique()\n",
" \n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# addition of bike share stations per month\n",
"ax = pd.DataFrame(bike_share['Starting Station']['2011':].resample(frequency, how='nunique').diff()).rolling(window=12).mean().plot(figsize=(10,6), fontsize=14,legend=False)\n",
"\n",
"ax.set_ylabel('Stations', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.set_ylim(0,10)\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/addl_stations.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...).nunique()\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# growth in number of bikes\n",
"ax = bike_share['Bike'].resample(frequency, how='nunique').plot(figsize=(10,6), fontsize=14)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x))\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"\n",
"# set y-axis label\n",
"ax.set_ylabel('Bikes', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.set_ylim(0,5000)\n",
"\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/total_bikes.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...).nunique()\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#monthly change in bike additions\n",
"ax = pd.DataFrame(bike_share['Bike']['2011':].resample(frequency, how='nunique').diff()).rolling(window=12).mean().plot(figsize=(10,6), fontsize=14,legend=False)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x))\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"\n",
"# set y-axis label\n",
"ax.set_ylabel('Bikes', fontsize=14)\n",
"ax.set_xlabel('')\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/addl_bikes.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"25080173"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#total number of rides \n",
"bike_share['Minutes'].count()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Bike</th>\n",
" <th>Duration</th>\n",
" <th>End Date</th>\n",
" <th>End Terminal</th>\n",
" <th>Member Type</th>\n",
" <th>Minutes</th>\n",
" <th>Start Terminal</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Starting Station</th>\n",
" <th>End Station</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <td>42241</td>\n",
" <td>41908</td>\n",
" <td>42241</td>\n",
" <td>20489</td>\n",
" <td>42241</td>\n",
" <td>42241</td>\n",
" <td>20489</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lincoln Memorial</th>\n",
" <th>Jefferson Memorial</th>\n",
" <td>35060</td>\n",
" <td>34586</td>\n",
" <td>35060</td>\n",
" <td>17930</td>\n",
" <td>35060</td>\n",
" <td>35060</td>\n",
" <td>17930</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <th>Lincoln Memorial</th>\n",
" <td>32823</td>\n",
" <td>32416</td>\n",
" <td>32823</td>\n",
" <td>15690</td>\n",
" <td>32823</td>\n",
" <td>32823</td>\n",
" <td>15690</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">Lincoln Memorial</th>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <td>29414</td>\n",
" <td>29053</td>\n",
" <td>29414</td>\n",
" <td>13979</td>\n",
" <td>29414</td>\n",
" <td>29414</td>\n",
" <td>13979</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lincoln Memorial</th>\n",
" <td>27536</td>\n",
" <td>27210</td>\n",
" <td>27536</td>\n",
" <td>14326</td>\n",
" <td>27536</td>\n",
" <td>27536</td>\n",
" <td>14326</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ohio Dr &amp; West Basin Dr SW / MLK &amp; FDR Memorials</th>\n",
" <th>Ohio Dr &amp; West Basin Dr SW / MLK &amp; FDR Memorials</th>\n",
" <td>21128</td>\n",
" <td>20928</td>\n",
" <td>21128</td>\n",
" <td>11112</td>\n",
" <td>21128</td>\n",
" <td>21128</td>\n",
" <td>11112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Smithsonian / Jefferson Dr &amp; 12th St SW</th>\n",
" <th>Smithsonian / Jefferson Dr &amp; 12th St SW</th>\n",
" <td>20256</td>\n",
" <td>19854</td>\n",
" <td>20256</td>\n",
" <td>7256</td>\n",
" <td>20256</td>\n",
" <td>20256</td>\n",
" <td>7256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Jefferson Memorial</th>\n",
" <th>Lincoln Memorial</th>\n",
" <td>18667</td>\n",
" <td>18502</td>\n",
" <td>18667</td>\n",
" <td>9791</td>\n",
" <td>18667</td>\n",
" <td>18667</td>\n",
" <td>9791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Smithsonian-National Mall / Jefferson Dr &amp; 12th St SW</th>\n",
" <th>Smithsonian-National Mall / Jefferson Dr &amp; 12th St SW</th>\n",
" <td>15564</td>\n",
" <td>15564</td>\n",
" <td>15564</td>\n",
" <td>13783</td>\n",
" <td>15564</td>\n",
" <td>15564</td>\n",
" <td>13783</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Jefferson Memorial</th>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <td>14407</td>\n",
" <td>14273</td>\n",
" <td>14407</td>\n",
" <td>6943</td>\n",
" <td>14407</td>\n",
" <td>14407</td>\n",
" <td>6943</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Bike \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 42241 \n",
"Lincoln Memorial Jefferson Memorial 35060 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 32823 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 29414 \n",
" Lincoln Memorial 27536 \n",
"Ohio Dr & West Basin Dr SW / MLK & FDR Memorials Ohio Dr & West Basin Dr SW / MLK & FDR Memorials 21128 \n",
"Smithsonian / Jefferson Dr & 12th St SW Smithsonian / Jefferson Dr & 12th St SW 20256 \n",
"Jefferson Memorial Lincoln Memorial 18667 \n",
"Smithsonian-National Mall / Jefferson Dr & 12th... Smithsonian-National Mall / Jefferson Dr & 12th... 15564 \n",
"Jefferson Memorial Jefferson Dr & 14th St SW 14407 \n",
"\n",
" Duration \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 41908 \n",
"Lincoln Memorial Jefferson Memorial 34586 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 32416 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 29053 \n",
" Lincoln Memorial 27210 \n",
"Ohio Dr & West Basin Dr SW / MLK & FDR Memorials Ohio Dr & West Basin Dr SW / MLK & FDR Memorials 20928 \n",
"Smithsonian / Jefferson Dr & 12th St SW Smithsonian / Jefferson Dr & 12th St SW 19854 \n",
"Jefferson Memorial Lincoln Memorial 18502 \n",
"Smithsonian-National Mall / Jefferson Dr & 12th... Smithsonian-National Mall / Jefferson Dr & 12th... 15564 \n",
"Jefferson Memorial Jefferson Dr & 14th St SW 14273 \n",
"\n",
" End Date \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 42241 \n",
"Lincoln Memorial Jefferson Memorial 35060 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 32823 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 29414 \n",
" Lincoln Memorial 27536 \n",
"Ohio Dr & West Basin Dr SW / MLK & FDR Memorials Ohio Dr & West Basin Dr SW / MLK & FDR Memorials 21128 \n",
"Smithsonian / Jefferson Dr & 12th St SW Smithsonian / Jefferson Dr & 12th St SW 20256 \n",
"Jefferson Memorial Lincoln Memorial 18667 \n",
"Smithsonian-National Mall / Jefferson Dr & 12th... Smithsonian-National Mall / Jefferson Dr & 12th... 15564 \n",
"Jefferson Memorial Jefferson Dr & 14th St SW 14407 \n",
"\n",
" End Terminal \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 20489 \n",
"Lincoln Memorial Jefferson Memorial 17930 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 15690 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 13979 \n",
" Lincoln Memorial 14326 \n",
"Ohio Dr & West Basin Dr SW / MLK & FDR Memorials Ohio Dr & West Basin Dr SW / MLK & FDR Memorials 11112 \n",
"Smithsonian / Jefferson Dr & 12th St SW Smithsonian / Jefferson Dr & 12th St SW 7256 \n",
"Jefferson Memorial Lincoln Memorial 9791 \n",
"Smithsonian-National Mall / Jefferson Dr & 12th... Smithsonian-National Mall / Jefferson Dr & 12th... 13783 \n",
"Jefferson Memorial Jefferson Dr & 14th St SW 6943 \n",
"\n",
" Member Type \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 42241 \n",
"Lincoln Memorial Jefferson Memorial 35060 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 32823 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 29414 \n",
" Lincoln Memorial 27536 \n",
"Ohio Dr & West Basin Dr SW / MLK & FDR Memorials Ohio Dr & West Basin Dr SW / MLK & FDR Memorials 21128 \n",
"Smithsonian / Jefferson Dr & 12th St SW Smithsonian / Jefferson Dr & 12th St SW 20256 \n",
"Jefferson Memorial Lincoln Memorial 18667 \n",
"Smithsonian-National Mall / Jefferson Dr & 12th... Smithsonian-National Mall / Jefferson Dr & 12th... 15564 \n",
"Jefferson Memorial Jefferson Dr & 14th St SW 14407 \n",
"\n",
" Minutes \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 42241 \n",
"Lincoln Memorial Jefferson Memorial 35060 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 32823 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 29414 \n",
" Lincoln Memorial 27536 \n",
"Ohio Dr & West Basin Dr SW / MLK & FDR Memorials Ohio Dr & West Basin Dr SW / MLK & FDR Memorials 21128 \n",
"Smithsonian / Jefferson Dr & 12th St SW Smithsonian / Jefferson Dr & 12th St SW 20256 \n",
"Jefferson Memorial Lincoln Memorial 18667 \n",
"Smithsonian-National Mall / Jefferson Dr & 12th... Smithsonian-National Mall / Jefferson Dr & 12th... 15564 \n",
"Jefferson Memorial Jefferson Dr & 14th St SW 14407 \n",
"\n",
" Start Terminal \n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 20489 \n",
"Lincoln Memorial Jefferson Memorial 17930 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 15690 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 13979 \n",
" Lincoln Memorial 14326 \n",
"Ohio Dr & West Basin Dr SW / MLK & FDR Memorials Ohio Dr & West Basin Dr SW / MLK & FDR Memorials 11112 \n",
"Smithsonian / Jefferson Dr & 12th St SW Smithsonian / Jefferson Dr & 12th St SW 7256 \n",
"Jefferson Memorial Lincoln Memorial 9791 \n",
"Smithsonian-National Mall / Jefferson Dr & 12th... Smithsonian-National Mall / Jefferson Dr & 12th... 13783 \n",
"Jefferson Memorial Jefferson Dr & 14th St SW 6943 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Busiest stations by casual station\n",
"bike_share[bike_share['Member Type']=='Casual'].groupby([\"Starting Station\", 'End Station']).count().sort_values(by='Bike', ascending=False).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
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" vertical-align: top;\n",
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Bike</th>\n",
" <th>Duration</th>\n",
" <th>End Date</th>\n",
" <th>End Terminal</th>\n",
" <th>Member Type</th>\n",
" <th>Minutes</th>\n",
" <th>Start Terminal</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Starting Station</th>\n",
" <th>End Station</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Eastern Market Metro / Pennsylvania Ave &amp; 7th St SE</th>\n",
" <th>Lincoln Park / 13th &amp; East Capitol St NE</th>\n",
" <td>29730</td>\n",
" <td>29009</td>\n",
" <td>29730</td>\n",
" <td>14700</td>\n",
" <td>29730</td>\n",
" <td>29730</td>\n",
" <td>14700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lincoln Park / 13th &amp; East Capitol St NE</th>\n",
" <th>Eastern Market Metro / Pennsylvania Ave &amp; 7th St SE</th>\n",
" <td>27858</td>\n",
" <td>27140</td>\n",
" <td>27858</td>\n",
" <td>13614</td>\n",
" <td>27858</td>\n",
" <td>27858</td>\n",
" <td>13614</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Columbus Circle / Union Station</th>\n",
" <th>8th &amp; F St NE</th>\n",
" <td>27064</td>\n",
" <td>25936</td>\n",
" <td>27064</td>\n",
" <td>13066</td>\n",
" <td>27064</td>\n",
" <td>27064</td>\n",
" <td>13066</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Adams Mill &amp; Columbia Rd NW</th>\n",
" <th>Calvert St &amp; Woodley Pl NW</th>\n",
" <td>25722</td>\n",
" <td>25143</td>\n",
" <td>25722</td>\n",
" <td>11012</td>\n",
" <td>25722</td>\n",
" <td>25722</td>\n",
" <td>11012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8th &amp; F St NE</th>\n",
" <th>Columbus Circle / Union Station</th>\n",
" <td>23367</td>\n",
" <td>22445</td>\n",
" <td>23367</td>\n",
" <td>11287</td>\n",
" <td>23367</td>\n",
" <td>23367</td>\n",
" <td>11287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Calvert St &amp; Woodley Pl NW</th>\n",
" <th>Adams Mill &amp; Columbia Rd NW</th>\n",
" <td>22818</td>\n",
" <td>22242</td>\n",
" <td>22818</td>\n",
" <td>9713</td>\n",
" <td>22818</td>\n",
" <td>22818</td>\n",
" <td>9713</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13th &amp; D St NE</th>\n",
" <th>Columbus Circle / Union Station</th>\n",
" <td>21267</td>\n",
" <td>20665</td>\n",
" <td>21267</td>\n",
" <td>9960</td>\n",
" <td>21267</td>\n",
" <td>21267</td>\n",
" <td>9960</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15th &amp; P St NW</th>\n",
" <th>Massachusetts Ave &amp; Dupont Circle NW</th>\n",
" <td>20661</td>\n",
" <td>20129</td>\n",
" <td>20661</td>\n",
" <td>9506</td>\n",
" <td>20661</td>\n",
" <td>20661</td>\n",
" <td>9506</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Massachusetts Ave &amp; Dupont Circle NW</th>\n",
" <th>15th &amp; P St NW</th>\n",
" <td>20530</td>\n",
" <td>20096</td>\n",
" <td>20530</td>\n",
" <td>9542</td>\n",
" <td>20530</td>\n",
" <td>20530</td>\n",
" <td>9542</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Columbus Circle / Union Station</th>\n",
" <th>6th &amp; H St NE</th>\n",
" <td>19290</td>\n",
" <td>19037</td>\n",
" <td>19290</td>\n",
" <td>11293</td>\n",
" <td>19290</td>\n",
" <td>19290</td>\n",
" <td>11293</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Bike \\\n",
"Starting Station End Station \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 29730 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 27858 \n",
"Columbus Circle / Union Station 8th & F St NE 27064 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 25722 \n",
"8th & F St NE Columbus Circle / Union Station 23367 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 22818 \n",
"13th & D St NE Columbus Circle / Union Station 21267 \n",
"15th & P St NW Massachusetts Ave & Dupont Circle NW 20661 \n",
"Massachusetts Ave & Dupont Circle NW 15th & P St NW 20530 \n",
"Columbus Circle / Union Station 6th & H St NE 19290 \n",
"\n",
" Duration \\\n",
"Starting Station End Station \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 29009 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 27140 \n",
"Columbus Circle / Union Station 8th & F St NE 25936 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 25143 \n",
"8th & F St NE Columbus Circle / Union Station 22445 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 22242 \n",
"13th & D St NE Columbus Circle / Union Station 20665 \n",
"15th & P St NW Massachusetts Ave & Dupont Circle NW 20129 \n",
"Massachusetts Ave & Dupont Circle NW 15th & P St NW 20096 \n",
"Columbus Circle / Union Station 6th & H St NE 19037 \n",
"\n",
" End Date \\\n",
"Starting Station End Station \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 29730 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 27858 \n",
"Columbus Circle / Union Station 8th & F St NE 27064 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 25722 \n",
"8th & F St NE Columbus Circle / Union Station 23367 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 22818 \n",
"13th & D St NE Columbus Circle / Union Station 21267 \n",
"15th & P St NW Massachusetts Ave & Dupont Circle NW 20661 \n",
"Massachusetts Ave & Dupont Circle NW 15th & P St NW 20530 \n",
"Columbus Circle / Union Station 6th & H St NE 19290 \n",
"\n",
" End Terminal \\\n",
"Starting Station End Station \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 14700 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 13614 \n",
"Columbus Circle / Union Station 8th & F St NE 13066 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 11012 \n",
"8th & F St NE Columbus Circle / Union Station 11287 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 9713 \n",
"13th & D St NE Columbus Circle / Union Station 9960 \n",
"15th & P St NW Massachusetts Ave & Dupont Circle NW 9506 \n",
"Massachusetts Ave & Dupont Circle NW 15th & P St NW 9542 \n",
"Columbus Circle / Union Station 6th & H St NE 11293 \n",
"\n",
" Member Type \\\n",
"Starting Station End Station \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 29730 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 27858 \n",
"Columbus Circle / Union Station 8th & F St NE 27064 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 25722 \n",
"8th & F St NE Columbus Circle / Union Station 23367 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 22818 \n",
"13th & D St NE Columbus Circle / Union Station 21267 \n",
"15th & P St NW Massachusetts Ave & Dupont Circle NW 20661 \n",
"Massachusetts Ave & Dupont Circle NW 15th & P St NW 20530 \n",
"Columbus Circle / Union Station 6th & H St NE 19290 \n",
"\n",
" Minutes \\\n",
"Starting Station End Station \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 29730 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 27858 \n",
"Columbus Circle / Union Station 8th & F St NE 27064 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 25722 \n",
"8th & F St NE Columbus Circle / Union Station 23367 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 22818 \n",
"13th & D St NE Columbus Circle / Union Station 21267 \n",
"15th & P St NW Massachusetts Ave & Dupont Circle NW 20661 \n",
"Massachusetts Ave & Dupont Circle NW 15th & P St NW 20530 \n",
"Columbus Circle / Union Station 6th & H St NE 19290 \n",
"\n",
" Start Terminal \n",
"Starting Station End Station \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 14700 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 13614 \n",
"Columbus Circle / Union Station 8th & F St NE 13066 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 11012 \n",
"8th & F St NE Columbus Circle / Union Station 11287 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 9713 \n",
"13th & D St NE Columbus Circle / Union Station 9960 \n",
"15th & P St NW Massachusetts Ave & Dupont Circle NW 9506 \n",
"Massachusetts Ave & Dupont Circle NW 15th & P St NW 9542 \n",
"Columbus Circle / Union Station 6th & H St NE 11293 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Busiest stations by registered users\n",
"bike_share[bike_share['Member Type']=='Registered'].groupby([\"Starting Station\", 'End Station']).count().sort_values(by='Bike', ascending=False).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Bike</th>\n",
" <th>Duration</th>\n",
" <th>End Date</th>\n",
" <th>End Terminal</th>\n",
" <th>Member Type</th>\n",
" <th>Minutes</th>\n",
" <th>Start Terminal</th>\n",
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" <th>Starting Station</th>\n",
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" <th></th>\n",
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" <th></th>\n",
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <td>46118</td>\n",
" <td>45743</td>\n",
" <td>46118</td>\n",
" <td>23012</td>\n",
" <td>46118</td>\n",
" <td>46118</td>\n",
" <td>23012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lincoln Memorial</th>\n",
" <th>Jefferson Memorial</th>\n",
" <td>41508</td>\n",
" <td>40952</td>\n",
" <td>41508</td>\n",
" <td>22559</td>\n",
" <td>41508</td>\n",
" <td>41508</td>\n",
" <td>22559</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <th>Lincoln Memorial</th>\n",
" <td>37836</td>\n",
" <td>37360</td>\n",
" <td>37836</td>\n",
" <td>19027</td>\n",
" <td>37836</td>\n",
" <td>37836</td>\n",
" <td>19027</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">Lincoln Memorial</th>\n",
" <th>Jefferson Dr &amp; 14th St SW</th>\n",
" <td>33668</td>\n",
" <td>33258</td>\n",
" <td>33668</td>\n",
" <td>16679</td>\n",
" <td>33668</td>\n",
" <td>33668</td>\n",
" <td>16679</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lincoln Memorial</th>\n",
" <td>31797</td>\n",
" <td>31405</td>\n",
" <td>31797</td>\n",
" <td>17120</td>\n",
" <td>31797</td>\n",
" <td>31797</td>\n",
" <td>17120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Eastern Market Metro / Pennsylvania Ave &amp; 7th St SE</th>\n",
" <th>Lincoln Park / 13th &amp; East Capitol St NE</th>\n",
" <td>30990</td>\n",
" <td>30250</td>\n",
" <td>30990</td>\n",
" <td>15334</td>\n",
" <td>30990</td>\n",
" <td>30990</td>\n",
" <td>15334</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Lincoln Park / 13th &amp; East Capitol St NE</th>\n",
" <th>Eastern Market Metro / Pennsylvania Ave &amp; 7th St SE</th>\n",
" <td>29115</td>\n",
" <td>28383</td>\n",
" <td>29115</td>\n",
" <td>14262</td>\n",
" <td>29115</td>\n",
" <td>29115</td>\n",
" <td>14262</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Columbus Circle / Union Station</th>\n",
" <th>8th &amp; F St NE</th>\n",
" <td>27921</td>\n",
" <td>26785</td>\n",
" <td>27921</td>\n",
" <td>13558</td>\n",
" <td>27921</td>\n",
" <td>27921</td>\n",
" <td>13558</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Adams Mill &amp; Columbia Rd NW</th>\n",
" <th>Calvert St &amp; Woodley Pl NW</th>\n",
" <td>27742</td>\n",
" <td>27127</td>\n",
" <td>27742</td>\n",
" <td>11858</td>\n",
" <td>27742</td>\n",
" <td>27742</td>\n",
" <td>11858</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Calvert St &amp; Woodley Pl NW</th>\n",
" <th>Adams Mill &amp; Columbia Rd NW</th>\n",
" <td>24801</td>\n",
" <td>24195</td>\n",
" <td>24801</td>\n",
" <td>10558</td>\n",
" <td>24801</td>\n",
" <td>24801</td>\n",
" <td>10558</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Bike \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 46118 \n",
"Lincoln Memorial Jefferson Memorial 41508 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 37836 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 33668 \n",
" Lincoln Memorial 31797 \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 30990 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 29115 \n",
"Columbus Circle / Union Station 8th & F St NE 27921 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 27742 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 24801 \n",
"\n",
" Duration \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 45743 \n",
"Lincoln Memorial Jefferson Memorial 40952 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 37360 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 33258 \n",
" Lincoln Memorial 31405 \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 30250 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 28383 \n",
"Columbus Circle / Union Station 8th & F St NE 26785 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 27127 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 24195 \n",
"\n",
" End Date \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 46118 \n",
"Lincoln Memorial Jefferson Memorial 41508 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 37836 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 33668 \n",
" Lincoln Memorial 31797 \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 30990 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 29115 \n",
"Columbus Circle / Union Station 8th & F St NE 27921 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 27742 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 24801 \n",
"\n",
" End Terminal \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 23012 \n",
"Lincoln Memorial Jefferson Memorial 22559 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 19027 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 16679 \n",
" Lincoln Memorial 17120 \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 15334 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 14262 \n",
"Columbus Circle / Union Station 8th & F St NE 13558 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 11858 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 10558 \n",
"\n",
" Member Type \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 46118 \n",
"Lincoln Memorial Jefferson Memorial 41508 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 37836 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 33668 \n",
" Lincoln Memorial 31797 \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 30990 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 29115 \n",
"Columbus Circle / Union Station 8th & F St NE 27921 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 27742 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 24801 \n",
"\n",
" Minutes \\\n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 46118 \n",
"Lincoln Memorial Jefferson Memorial 41508 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 37836 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 33668 \n",
" Lincoln Memorial 31797 \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 30990 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 29115 \n",
"Columbus Circle / Union Station 8th & F St NE 27921 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 27742 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 24801 \n",
"\n",
" Start Terminal \n",
"Starting Station End Station \n",
"Jefferson Dr & 14th St SW Jefferson Dr & 14th St SW 23012 \n",
"Lincoln Memorial Jefferson Memorial 22559 \n",
"Jefferson Dr & 14th St SW Lincoln Memorial 19027 \n",
"Lincoln Memorial Jefferson Dr & 14th St SW 16679 \n",
" Lincoln Memorial 17120 \n",
"Eastern Market Metro / Pennsylvania Ave & 7th S... Lincoln Park / 13th & East Capitol St NE 15334 \n",
"Lincoln Park / 13th & East Capitol St NE Eastern Market Metro / Pennsylvania Ave & 7th S... 14262 \n",
"Columbus Circle / Union Station 8th & F St NE 13558 \n",
"Adams Mill & Columbia Rd NW Calvert St & Woodley Pl NW 11858 \n",
"Calvert St & Woodley Pl NW Adams Mill & Columbia Rd NW 10558 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Busiest stations by starting and ending station\n",
"bike_share.groupby([\"Starting Station\", 'End Station']).count().sort_values(by='Bike', ascending=False).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Minutes</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Bike</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>W00307</th>\n",
" <td>191146.566304</td>\n",
" </tr>\n",
" <tr>\n",
" <th>W00743</th>\n",
" <td>179929.951692</td>\n",
" </tr>\n",
" <tr>\n",
" <th>W00093</th>\n",
" <td>178517.556808</td>\n",
" </tr>\n",
" <tr>\n",
" <th>W00873</th>\n",
" <td>175757.764196</td>\n",
" </tr>\n",
" <tr>\n",
" <th>W01039</th>\n",
" <td>174585.496349</td>\n",
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"</div>"
],
"text/plain": [
" Minutes\n",
"Bike \n",
"W00307 191146.566304\n",
"W00743 179929.951692\n",
"W00093 178517.556808\n",
"W00873 175757.764196\n",
"W01039 174585.496349"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Busiest bike\n",
"bike_share.groupby(\"Bike\").sum().sort_values(by='Minutes', ascending=False).head()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...)..apply(<func>)\n",
" \n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# median ride duration by registered riders\n",
"ax = bike_share[bike_share['Member Type'] == 'Registered']['Minutes'].resample(frequency, how=lambda x: x.median()).rolling(window=12).mean().plot(figsize=(10,6), fontsize=14)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x))\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"\n",
"# set label\n",
"ax.set_ylabel('Minutes', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.set_ylim(0,12)\n",
"\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/registered_median_duration.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mazar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: how in .resample() is deprecated\n",
"the new syntax is .resample(...)..apply(<func>)\n",
" \n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# median ride duration by casual riders\n",
"ax = bike_share[bike_share['Member Type'] == 'Casual']['Minutes'].resample(frequency, how=lambda x: x.median()).rolling(window=12).mean().plot(figsize=(10,6), fontsize=14)\n",
"\n",
"# y formatter function\n",
"def func(x, pos): \n",
" s = '{:0,.0f}'.format(int(x))\n",
" return s\n",
"\n",
"y_format = tkr.FuncFormatter(func) \n",
"ax.yaxis.set_major_formatter(y_format)\n",
"\n",
"# set label\n",
"ax.set_ylabel('Minutes', fontsize=14)\n",
"ax.set_xlabel('')\n",
"ax.set_ylim(0,26)\n",
"\n",
"\n",
"ax.text(0.08, -0.15, \"From: chart-it (MikeRAzar.com/chart-it) | Source: www.capitalbikeshare.com/system-data\", \n",
" fontsize=12, transform=ax.transAxes) \n",
"\n",
"plt.savefig('/Users/mazar/Desktop/personal/chart-it/posts/Bikeshare/pt 4/casual_median_duration.png', dpi=200, orientation='landscape',\n",
" bbox_inches='tight', pad_inches=0.1)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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