{ "metadata": { "name": "", "signature": "sha256:c6f78d79bac4636de6b741e085bb5a416d509c89dac604690a09654fd54d7a8f" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import glob\n", "\n", "pj = '/Users/danielmsheehan/Desktop/data/'\n", "pj = '/Users/danielmsheehan/Dropbox/data/'\n", "\n", "from ggplot import *\n", "\n", "df = pd.read_csv(pj+'output/all/taxi_2013.csv', dtype={'geoid':object})\n", "\n", "rows = np.random.choice(df.index.values, 1000000)\n", "dfs = df.ix[rows]\n", "\n", "print len(dfs.index)\n", "\n", "print dfs.dtypes\n", " " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1000000\n", "tuid int64\n", "dist_roadbed float64\n", "geoid object\n", "dist_bldg_hght float64\n", "type object\n", "dtype: object\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# ggplot(dfs, aes('dist_bldg_hght', 'dist_roadbed')) + \\\n", "# geom_point(alpha=1/20.) + \\\n", "# ylim(0, 20000)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as plt\n", "\n", "# N = 10000\n", "# mean = [0, 0]\n", "# cov = [[2, 2], [0, 2]]\n", "# x,y = np.random.multivariate_normal(mean, cov, N).T\n", "\n", "x = dfs.dist_bldg_hght\n", "y = dfs.dist_roadbed\n", "\n", "plt.xlabel('dist_bldg_hght')\n", "plt.ylabel('dist_roadbed')\n", "\n", "plt.scatter(x, y, s=70, alpha=0.03)\n", "plt.ylim((0, 600))\n", "plt.xlim((0, 200))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEQCAYAAABBQVgLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "%reset" ], "language": "python", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "stream": "stdout", "text": [ "Once deleted, variables cannot be recovered. Proceed (y/[n])? y\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }