Charting #notebook-project #inactive

gappy_charting.ipynb

{
 "metadata": {
  "name": "gappy_charting.ipynb",
  "notebook_path": "https://gist.github.com/3355728/gappy_charting.ipynb"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import trtools.charting.api as charting"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ind = pd.date_range(start='1/1/2000', freq='10min', periods=1000)\n",
      "ts = pd.TimeSeries(np.random.randn(len(ind)), index=ind)\n",
      "ts = ts.cumsum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ts[ts.index.hour < 7].plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10b263bd0>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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qe7wAAKB8KqomoiXVZyeeaKuMN91kW+h/+aW0YMHhj9m/394Et2hhc1x33SUt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\niIi49P8dCnDQB0ke6AAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = charting.Figure(1)\n",
      "fig.plot('gapless', ts[ts.index.hour < 7])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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oz09Pt17TCROsH/WDD4p2HQAAEBm+LAq9Omvl9ttt6/7Jk23HzCeftNmWjRul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\noNfPmH0TtgAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Speed of int-index plotting. \n",
      "============================\n",
      "Taken from https://github.com/pydata/pandas/issues/1579"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dr = pd.date_range(datetime.datetime(2010,1,1),datetime.datetime(2013,1,1),freq = 'T')\n",
      "s = pd.Series(numpy.zeros(len(dr)),dr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%time s.plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "CPU times: user 49.69 s, sys: 0.64 s, total: 50.33 s\n",
        "Wall time: 50.09 s\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x135fd2a10>"
       ]
      },
      {
       "output_type": "display_data",
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AAKAyARBoJD0doA5mC1A6ARAAAKAhdAABAAAKpgMIAABAZQIg0Eh6OkAdzBag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\no4Tnb4elbrgAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = charting.Figure(1)\n",
      "%time s.fplot('hi')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "CPU times: user 0.11 s, sys: 0.02 s, total: 0.13 s\n",
        "Wall time: 0.13 s\n"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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777wz9TjA008/HXr37h127NgRNm3aFL7xjW+0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\n"
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}

ohlc_plot.ipynb