{ "metadata": { "name": "", "signature": "sha256:cb22df17dfe2d6f83b96d7e32a03b1cf2ba7ae8f0b11cfc3f6e71e59d0edb2bb" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import matplotlib.pylab as plt\n", "\n", "\n", "\n", "df = pd.read_csv('data/p_20130101_avg_dist.csv')\n", "\n", "plt.scatter(df.building_block_int_dis_tbl_bulkdens, df.avg_pickup_dist_feet) #, s=df.col3)\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 1, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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FhZ12F8RTkgxsNhs1NTVERUVRXV1NZGQkANHR0ZSXlzvmq6ioIDo6+rhldEwG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\nfqZPCWwUo2sq0Hz9RTH2itu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"text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "#from http://stackoverflow.com/questions/7714677/r-scatterplot-with-too-many-points\n", "import numpy as np\n", "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 = df.building_block_int_dis_tbl_bulkdens\n", "y = df.avg_pickup_dist_feet\n", "\n", "plt.xlabel('building_block_int_dis_tbl_bulkdens')\n", "plt.ylabel('avg_pickup_dist_feet')\n", "\n", "plt.scatter(x, y, s=70, alpha=0.03)\n", "plt.ylim((0, 50))\n", "plt.xlim((0, 40))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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F0Q9cFQWHc2audk8DXGYJ3ZMl60s9p07aNB26DhCiRghA00h0HTArc02ZBR+C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"text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np\n", "\n", "\n", "x = df.building_block_int_dis_tbl_bulkdens\n", "y = df.avg_pickup_dist_feet\n", "\n", "regression = np.polyfit(x, y, 1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "\n", "from bokeh.plotting import figure, output_file, show\n", "\n", "# prepare some data\n", "N = 4000\n", "# x = np.random.random(size=N) * 100\n", "# y = np.random.random(size=N) * 100\n", "radii = np.random.random(size=N) * 1.5\n", "radii = 1\n", "colors = [\"#%02x%02x%02x\" % (r, g, 150) for r, g in zip(np.floor(50+2*x), np.floor(30+2*y))]\n", "\n", "# output to static HTML file (with CDN resources)\n", "output_file(\"color_scatter.html\", title=\"color_scatter.py example\", mode=\"cdn\")\n", "\n", "TOOLS=\"resize,crosshair,pan,wheel_zoom,box_zoom,reset,box_select,lasso_select\"\n", "\n", "# create a new plot with the tools above, and explicit ranges\n", "p = figure(tools=TOOLS, x_range=(0,100), y_range=(0,100))\n", "\n", "# add a circle renderer with vecorized colors and sizes\n", "p.circle(x,y, radius=radii, fill_color=colors, fill_alpha=0.6, line_color=None)\n", "\n", "# show the results\n", "show(p)" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ImportError", "evalue": "No module named bokeh.plotting", "output_type": "pyerr", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mbokeh\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplotting\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mfigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutput_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshow\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# prepare some data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mImportError\u001b[0m: No module named bokeh.plotting" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "#DON'T RUN, 1.3 GB FILE RESULTS. \n", "#DON'T RUN, 1.3 GB FILE RESULTS. \n", "#DON'T RUN, 1.3 GB FILE RESULTS. \n", "#DON'T RUN, 1.3 GB FILE RESULTS. \n", "#DON'T RUN, 1.3 GB FILE RESULTS.\n", "\n", "import numpy as np\n", "\n", "from bokeh.plotting import *\n", "\n", "N = 1000\n", "\n", "# x = np.linspace(0, 10, N)\n", "# y = np.linspace(0, 10, N)\n", "xx, yy = np.meshgrid(x, y)\n", "d = np.sin(xx)*np.cos(yy)\n", "\n", "output_file(\"image.html\", title=\"image.py example\")\n", "\n", "p = figure(x_range=[0, 100], y_range=[0, 100])\n", "p.image(image=[d], x=[0], y=[0], dw=[10], dh=[10], palette=\"Spectral11\")\n", "\n", "show(p) # open a browser\n", "\n", "#DON'T RUN, 1.3 GB FILE RESULTS. \n", "#DON'T RUN, 1.3 GB FILE RESULTS. \n", "#DON'T RUN, 1.3 GB FILE RESULTS. \n", "#DON'T RUN, 1.3 GB FILE RESULTS. \n", "#DON'T RUN, 1.3 GB FILE RESULTS. " ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "#NEED TO INSTALL SEABORN\n", "#NEED TO INSTALL SEABORN\n", "#NEED TO INSTALL SEABORN\n", "#NEED TO INSTALL SEABORN\n", "#NEED TO INSTALL SEABORN\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib as mplc\n", "import matplotlib.pyplot as plt\n", "from bokeh import mpl\n", "from bokeh.plotting import show\n", "\n", "# Generate the pandas dataframe\n", "data = np.random.multivariate_normal([0, 0], [[1, 2], [2, 20]], size=100)\n", "data = pd.DataFrame(data, columns=[\"X\", \"Y\"])\n", "mplc.rc(\"figure\", figsize=(6, 6))\n", "\n", "# Just plot seaborn kde\n", "sns.kdeplot(data, cmap=\"BuGn_d\")\n", "\n", "plt.title(\"Seaborn kdeplot in bokeh.\")\n", "\n", "show(mpl.to_bokeh(name=\"kde\"))" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ImportError", "evalue": "No module named seaborn", "output_type": "pyerr", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mseaborn\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mmplc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mImportError\u001b[0m: No module named seaborn" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }