{
 "metadata": {
  "name": "",
  "signature": "sha256:cf400d5011e927862b3e637f6fa6142600ab4c68f4b2881cf278a4cbfc637fa9"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from utils import *\n",
      "%matplotlib inline\n",
      "import matplotlib.pyplot as plt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = load_table_file(\"../data/data014.hf5\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "llh = data[\"llh\"]; clip = data[\"clip\"]; guesses = data[\"guesses\"]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "llh.shape"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "(1, 101)"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(llh.squeeze())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "[<matplotlib.lines.Line2D at 0x112340410>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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7UW9gW9x2hbOvIf2xJq4wMDLuXBVxx1Q28lwiItLCGnrC8BLA7SGRtyZsR5wl\nUXOm7t0O9AX2YH0pzwKnNuM8IiLSBpQTC5peznai4cCLcds3c2QnPMBSjuyATxR9vRewLm7/NODh\nFO/ZRCzgtGjRokVL45ZN+OAuYsFwEzDH5Zj2wGZshFZH4D1iHfBRS7FRWlEnYh33ACdhTVvRkWJv\nA9/A5tt/AXXAi4i0efnAP0geGlwILIw77iJgPZZ4N8ftn4z1pxwEqoBFzv7LgTVYn8m7wMVx74kO\nDd4EPJC+H0VERERERCSNUt0gGQR9sSbDMqxmd72zv7E3l2ajXKyG+5yzHdRrkQf8BetzXIs1FQf1\nWtyM/Y6sBv4/cAzBuRaPYSNvV8ftO9rPfjP2XVoOXNBKZcwIuVjzVzHQAff+mWzWExjirHfBmhYH\nYX1bM539s3Dv28pWPwaeABY420G9FnOBa5z19sAJBPNaFANbsAABeAqYTnCuxSjsRvD4MEn1sw/G\nvkM7YNdtEwGafmsER44cuwn3u/KD4llgHPZXRfQeoJ64j7rLRn2wPr3ziNVMgngtTsC+QBMF8Vrk\nY39kdcNC9TlgPMG6FsUcGSapfvbEkbcvYqNzU8qmpGnuDZLZqBj7C+RtGndzaTa6F/gpUB+3L4jX\noj/wKfD/gJXAH4DOBPNa7AbuBj7G7mfbizXxBPFaRKX62Qs58ibxBr9PsylMIn4XIEN0Af4K/BDY\nn/BadCx5tvsWsAPrL8lJcUxQrkV77D6th5x/Pye5xh6UazEA+BH2x1Yh9rtyZcIxQbkWbhr62Y96\nXbIpTCqxTuiovhyZrEHQAQuSx7FmLrC/NuJvLt3hQ7la2zexueM+BJ4ExmLXJIjXosJZ3nG2/4KF\nShXBuxZnA28Cu4DDwDNY83gQr0VUqt+JxO/TPs6+lLIpTFZgMwkXYzdITiXW8RoEOcAfsdE698Xt\nX4B1MuL8+yzZ7xbsF6E/8G3gFeAqgnktqrDm3xJnexw2muk5gnctyrF2/07Y78s47PcliNciKtXv\nxALsd6cj9ns0kNgku4GQ6gbJIBiJ9Q+8R+xZMBNIfXNpUIwh9kdFUK/FGVjN5H3sr/ETCO61mEls\naPBcrDYflGvxJNZXdAj7A+Nqjv6z34J9l5YDF7ZqSUVERERERERERERERERERERERERERERERERE\nRCS4/g/Vt+KntJ1XdgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1122979d0>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "llh = llh.squeeze()[:100]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weights = rescale(llh[0]/llh)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(weights)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "[<matplotlib.lines.Line2D at 0x112678890>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x112652510>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "guesses_weighted_mean = np.average(guesses, 0, weights)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.imshow(rescale(guesses_weighted_mean[13]))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 29,
       "text": [
        "<matplotlib.image.AxesImage at 0x11353fd50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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UZUQ3jIST9klwErSbFsBBrxLShTUqkzDBLkBu/V33Cp8U7adThXbnmKNNAgEC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\nSiQQ0dF7CBvI3P/kD+xIBaaFGgL61IvAvBQiMqnvH6lDn9RTM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mGmgwts9KYQVbReD9yK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\nxgSEIucpXgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x104082c50>"
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import scipy.io as sio\n",
      "index = sio.loadmat(\"movieindex.mat\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "index[\"mmv\"]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "array([[25],\n",
        "       [25],\n",
        "       [25],\n",
        "       ..., \n",
        "       [14],\n",
        "       [14],\n",
        "       [ 2]], dtype=int32)"
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}