Report Demo.ipynb

{
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  "name": "",
  "signature": "sha256:82138636baa380680a455ff32d0f56b438f56666aaa778a453789171b8cc4ac8"
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# %%ignore_input_from_report%%\n",
      "# %%ignore_output_from_report%%\n",
      "import plotly.plotly as py"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%ignore_input_from_report%%\n",
      "py.iplot([{'x': [1,2,3], 'y': [1,2,3]}], filename='magic')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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       "metadata": {},
       "output_type": "pyout",
       "png": 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zOH700Ufm9ddfN3fffbdZuXKlefHFF80777xjnnnmGRfepcfyVyel0akaSEuD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\n278PkqQPt8ieo5O9LFsZv9HhZb88Jc6GlyWqMn9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     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zOH700Ufm9ddfN3fffbdZuXKlefHFF80777xjnnnmGRfepcfyVyel0akaSEuD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\n9q9A+ZGLVJXyx1VUT7ycn62GJ7/++mszOjpqjh49an75y1+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       "text": [
        "<IPython.core.display.Image at 0x103aa9a90>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## The title *is* **The Title** [duh](https://stupid.com/)"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Section:\n",
      "Since this is markdown, it's pretty readable ot the user who's actually making the report."
     ]
    }
   ],
   "metadata": {}
  }
 ]
}