Skip to content

Instantly share code, notes, and snippets.

@tungwaiyip
Last active August 29, 2015 13:56
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save tungwaiyip/9202713 to your computer and use it in GitHub Desktop.
Save tungwaiyip/9202713 to your computer and use it in GitHub Desktop.
Bay area Bike Share (2014-02-24)
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np; import pandas as pd; from pandas import Series, DataFrame\n",
"df = pd.read_csv(open(\"data-yR5yN (2014-02-24).csv\",\"rb\"))\n",
"df.Date = pd.to_datetime(df.Date)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# df2 is the diff of the cumulative sum of df\n",
"df2 = df[['Date']]\n",
"df2['Systemwide' ] = df['Systemwide' ].diff()\n",
"df2['San Francisco'] = df['San Francisco'].diff()\n",
"df2['Redwood City' ] = df['Redwood City' ].diff()\n",
"df2['Palo Alto' ] = df['Palo Alto' ].diff()\n",
"df2['Mountain View'] = df['Mountain View'].diff()\n",
"df2['San Jose' ] = df['San Jose' ].diff()\n",
"df2.ix[0] = df.ix[0]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# resample by week\n",
"df2 = df2.set_index([df2.Date])\n",
"df2 = df2.resample('W',how='sum')\n",
"# drop last incomplete week\n",
"df3 = df2[:-1]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#plt.figure();\n",
"df3.plot(figsize=(10, 6))\n",
"plt.legend(loc='lower center', ncol=3, bbox_to_anchor=(0.5, -0.23))\n",
"plt.title('Bay Area Bike Share')\n",
"plt.ylabel('Trips per Week');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAmcAAAGzCAYAAABq9bC1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x612c210>"
]
}
],
"prompt_number": 8
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment