{
 "metadata": {
  "name": "",
  "signature": "sha256:ef697e1839b00d035b30ea4b91450cf0f9e97465900cb0b1cd7f2b91a0691a8c"
 },
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 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Try out R-W learning of various number marking systems using data from Ramscar, et al. (2011)."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import pandas.rpy.common as com\n",
      "import numpy as np\n",
      "from sklearn.feature_extraction import DictVectorizer\n",
      "\n",
      "import ndl\n",
      "\n",
      "%load_ext autoreload\n",
      "%autoreload 2\n",
      "\n",
      "%load_ext rmagic\n",
      "\n",
      "%matplotlib inline\n",
      "\n",
      "%precision 2\n",
      "pd.set_option('display.precision', 2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R\n",
      "library(ndl)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "This is ndl version 0.2.16. \n",
        "For an overview of the package, type 'help(\"ndl.package\")'.\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = com.load_data('numbers')\n",
      "data['Cues'] = [x.split('_') for x in data['Cues']]\n",
      "data['Number'] = data['Outcomes']\n",
      "data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Cues</th>\n",
        "      <th>Outcomes</th>\n",
        "      <th>Frequency</th>\n",
        "      <th>Number</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>                 [size, shape, color, 1, exactly1]</td>\n",
        "      <td>  1</td>\n",
        "      <td> 455</td>\n",
        "      <td>  1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>              [size, shape, color, 1, 2, exactly2]</td>\n",
        "      <td>  2</td>\n",
        "      <td> 205</td>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>           [size, shape, color, 1, 2, 3, exactly3]</td>\n",
        "      <td>  3</td>\n",
        "      <td> 107</td>\n",
        "      <td>  3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>        [size, shape, color, 1, 2, 3, 4, exactly4]</td>\n",
        "      <td>  4</td>\n",
        "      <td>  60</td>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>     [size, shape, color, 1, 2, 3, 4, 5, exactly5]</td>\n",
        "      <td>  5</td>\n",
        "      <td>  50</td>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>  [size, shape, color, 1, 2, 3, 4, 5, 6, exactly6]</td>\n",
        "      <td>  6</td>\n",
        "      <td>  36</td>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, exac...</td>\n",
        "      <td>  7</td>\n",
        "      <td>  21</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, e...</td>\n",
        "      <td>  8</td>\n",
        "      <td>  20</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td>  9</td>\n",
        "      <td>  13</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td> 10</td>\n",
        "      <td>  16</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td> 11</td>\n",
        "      <td>   3</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td> 12</td>\n",
        "      <td>   4</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td> 13</td>\n",
        "      <td>   2</td>\n",
        "      <td> 13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td> 14</td>\n",
        "      <td>   2</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td> 15</td>\n",
        "      <td>   4</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>15 rows \u00d7 4 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "                                                 Cues Outcomes  Frequency  \\\n",
        "1                   [size, shape, color, 1, exactly1]        1        455   \n",
        "2                [size, shape, color, 1, 2, exactly2]        2        205   \n",
        "3             [size, shape, color, 1, 2, 3, exactly3]        3        107   \n",
        "4          [size, shape, color, 1, 2, 3, 4, exactly4]        4         60   \n",
        "5       [size, shape, color, 1, 2, 3, 4, 5, exactly5]        5         50   \n",
        "6    [size, shape, color, 1, 2, 3, 4, 5, 6, exactly6]        6         36   \n",
        "7   [size, shape, color, 1, 2, 3, 4, 5, 6, 7, exac...        7         21   \n",
        "8   [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, e...        8         20   \n",
        "9   [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...        9         13   \n",
        "10  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...       10         16   \n",
        "11  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...       11          3   \n",
        "12  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...       12          4   \n",
        "13  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...       13          2   \n",
        "14  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...       14          2   \n",
        "15  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...       15          4   \n",
        "\n",
        "   Number  \n",
        "1       1  \n",
        "2       2  \n",
        "3       3  \n",
        "4       4  \n",
        "5       5  \n",
        "6       6  \n",
        "7       7  \n",
        "8       8  \n",
        "9       9  \n",
        "10     10  \n",
        "11     11  \n",
        "12     12  \n",
        "13     13  \n",
        "14     14  \n",
        "15     15  \n",
        "\n",
        "[15 rows x 4 columns]"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "\n",
      "Singular, plural\n",
      "-------------------"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['Outcomes'] = 'plural'\n",
      "data['Outcomes'][1] = 'singular'\n",
      "data"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Cues</th>\n",
        "      <th>Outcomes</th>\n",
        "      <th>Frequency</th>\n",
        "      <th>Number</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>                 [size, shape, color, 1, exactly1]</td>\n",
        "      <td> singular</td>\n",
        "      <td> 455</td>\n",
        "      <td>  1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>              [size, shape, color, 1, 2, exactly2]</td>\n",
        "      <td>   plural</td>\n",
        "      <td> 205</td>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>           [size, shape, color, 1, 2, 3, exactly3]</td>\n",
        "      <td>   plural</td>\n",
        "      <td> 107</td>\n",
        "      <td>  3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>        [size, shape, color, 1, 2, 3, 4, exactly4]</td>\n",
        "      <td>   plural</td>\n",
        "      <td>  60</td>\n",
        "      <td>  4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>     [size, shape, color, 1, 2, 3, 4, 5, exactly5]</td>\n",
        "      <td>   plural</td>\n",
        "      <td>  50</td>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>  [size, shape, color, 1, 2, 3, 4, 5, 6, exactly6]</td>\n",
        "      <td>   plural</td>\n",
        "      <td>  36</td>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, exac...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>  21</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, e...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>  20</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>  13</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>  16</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>   3</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>   4</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>   2</td>\n",
        "      <td> 13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>   2</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...</td>\n",
        "      <td>   plural</td>\n",
        "      <td>   4</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>15 rows \u00d7 4 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "                                                 Cues  Outcomes  Frequency  \\\n",
        "1                   [size, shape, color, 1, exactly1]  singular        455   \n",
        "2                [size, shape, color, 1, 2, exactly2]    plural        205   \n",
        "3             [size, shape, color, 1, 2, 3, exactly3]    plural        107   \n",
        "4          [size, shape, color, 1, 2, 3, 4, exactly4]    plural         60   \n",
        "5       [size, shape, color, 1, 2, 3, 4, 5, exactly5]    plural         50   \n",
        "6    [size, shape, color, 1, 2, 3, 4, 5, 6, exactly6]    plural         36   \n",
        "7   [size, shape, color, 1, 2, 3, 4, 5, 6, 7, exac...    plural         21   \n",
        "8   [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, e...    plural         20   \n",
        "9   [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...    plural         13   \n",
        "10  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...    plural         16   \n",
        "11  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...    plural          3   \n",
        "12  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...    plural          4   \n",
        "13  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...    plural          2   \n",
        "14  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...    plural          2   \n",
        "15  [size, shape, color, 1, 2, 3, 4, 5, 6, 7, 8, 9...    plural          4   \n",
        "\n",
        "   Number  \n",
        "1       1  \n",
        "2       2  \n",
        "3       3  \n",
        "4       4  \n",
        "5       5  \n",
        "6       6  \n",
        "7       7  \n",
        "8       8  \n",
        "9       9  \n",
        "10     10  \n",
        "11     11  \n",
        "12     12  \n",
        "13     13  \n",
        "14     14  \n",
        "15     15  \n",
        "\n",
        "[15 rows x 4 columns]"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "W = ndl.rw(data,M=100)\n",
      "W"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>plural</th>\n",
        "      <th>singular</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> 9.3e-02</td>\n",
        "      <td> 1.2e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 2.0e-03</td>\n",
        "      <td>-2.8e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 2.0e-03</td>\n",
        "      <td>-2.8e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 2.0e-03</td>\n",
        "      <td>-2.8e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 0.0e+00</td>\n",
        "      <td> 0.0e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 0.0e+00</td>\n",
        "      <td> 0.0e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 0.0e+00</td>\n",
        "      <td> 0.0e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td> 2.2e-01</td>\n",
        "      <td>-1.2e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td> 1.3e-01</td>\n",
        "      <td>-7.4e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> 7.9e-02</td>\n",
        "      <td>-5.2e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td> 4.7e-02</td>\n",
        "      <td>-3.1e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
        "      <td> 4.5e-02</td>\n",
        "      <td>-2.9e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td> 4.0e-02</td>\n",
        "      <td>-2.3e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
        "      <td> 2.4e-02</td>\n",
        "      <td>-1.4e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
        "      <td> 5.3e-03</td>\n",
        "      <td>-6.0e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>color</th>\n",
        "      <td> 9.3e-02</td>\n",
        "      <td> 1.2e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly1</th>\n",
        "      <td>-1.3e-01</td>\n",
        "      <td> 2.4e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly10</th>\n",
        "      <td> 0.0e+00</td>\n",
        "      <td> 0.0e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly11</th>\n",
        "      <td> 0.0e+00</td>\n",
        "      <td> 0.0e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly12</th>\n",
        "      <td> 2.0e-03</td>\n",
        "      <td>-2.8e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly13</th>\n",
        "      <td> 0.0e+00</td>\n",
        "      <td> 0.0e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly14</th>\n",
        "      <td> 0.0e+00</td>\n",
        "      <td> 0.0e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly15</th>\n",
        "      <td> 0.0e+00</td>\n",
        "      <td> 0.0e+00</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly2</th>\n",
        "      <td> 9.5e-02</td>\n",
        "      <td>-5.0e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly3</th>\n",
        "      <td> 4.6e-02</td>\n",
        "      <td>-2.2e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly4</th>\n",
        "      <td> 3.2e-02</td>\n",
        "      <td>-2.1e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly5</th>\n",
        "      <td> 1.8e-03</td>\n",
        "      <td>-2.0e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly6</th>\n",
        "      <td> 4.9e-03</td>\n",
        "      <td>-5.6e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly7</th>\n",
        "      <td> 1.6e-02</td>\n",
        "      <td>-9.0e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly8</th>\n",
        "      <td> 1.9e-02</td>\n",
        "      <td>-8.0e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>exactly9</th>\n",
        "      <td> 3.4e-03</td>\n",
        "      <td>-3.2e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>shape</th>\n",
        "      <td> 9.3e-02</td>\n",
        "      <td> 1.2e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>size</th>\n",
        "      <td> 9.3e-02</td>\n",
        "      <td> 1.2e-01</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>33 rows \u00d7 2 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "            plural  singular\n",
        "1          9.3e-02   1.2e-01\n",
        "10         2.0e-03  -2.8e-03\n",
        "11         2.0e-03  -2.8e-03\n",
        "12         2.0e-03  -2.8e-03\n",
        "13         0.0e+00   0.0e+00\n",
        "14         0.0e+00   0.0e+00\n",
        "15         0.0e+00   0.0e+00\n",
        "2          2.2e-01  -1.2e-01\n",
        "3          1.3e-01  -7.4e-02\n",
        "4          7.9e-02  -5.2e-02\n",
        "5          4.7e-02  -3.1e-02\n",
        "6          4.5e-02  -2.9e-02\n",
        "7          4.0e-02  -2.3e-02\n",
        "8          2.4e-02  -1.4e-02\n",
        "9          5.3e-03  -6.0e-03\n",
        "color      9.3e-02   1.2e-01\n",
        "exactly1  -1.3e-01   2.4e-01\n",
        "exactly10  0.0e+00   0.0e+00\n",
        "exactly11  0.0e+00   0.0e+00\n",
        "exactly12  2.0e-03  -2.8e-03\n",
        "exactly13  0.0e+00   0.0e+00\n",
        "exactly14  0.0e+00   0.0e+00\n",
        "exactly15  0.0e+00   0.0e+00\n",
        "exactly2   9.5e-02  -5.0e-02\n",
        "exactly3   4.6e-02  -2.2e-02\n",
        "exactly4   3.2e-02  -2.1e-02\n",
        "exactly5   1.8e-03  -2.0e-03\n",
        "exactly6   4.9e-03  -5.6e-03\n",
        "exactly7   1.6e-02  -9.0e-03\n",
        "exactly8   1.9e-02  -8.0e-03\n",
        "exactly9   3.4e-03  -3.2e-03\n",
        "shape      9.3e-02   1.2e-01\n",
        "size       9.3e-02   1.2e-01\n",
        "\n",
        "[33 rows x 2 columns]"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def activation(W):\n",
      "    return pd.DataFrame([ndl.activation(c,W) for c in data.Cues],index=data.index)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "activation(W)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>plural</th>\n",
        "      <th>singular</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 0.7</td>\n",
        "      <td> 0.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 0.9</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 0.9</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 1.0</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 1.0</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 1.0</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 1.0</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 1.0</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 1.0</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 1.0</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 1.0</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>15 rows \u00d7 2 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "    plural  singular\n",
        "1      0.2       0.7\n",
        "2      0.7       0.3\n",
        "3      0.8       0.3\n",
        "4      0.8       0.2\n",
        "5      0.8       0.2\n",
        "6      0.9       0.2\n",
        "7      0.9       0.1\n",
        "8      1.0       0.1\n",
        "9      1.0       0.1\n",
        "10     1.0       0.1\n",
        "11     1.0       0.1\n",
        "12     1.0       0.1\n",
        "13     1.0       0.1\n",
        "14     1.0       0.1\n",
        "15     1.0       0.1\n",
        "\n",
        "[15 rows x 2 columns]"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "\n",
      "Singular, dual, plural\n",
      "----------------------"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['Outcomes'] = 'plural'\n",
      "data['Outcomes'][1] = 'singular'\n",
      "data['Outcomes'][2] = 'dual'\n",
      "W = ndl.rw(data,M=100)\n",
      "activation(W)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>dual</th>\n",
        "      <th>plural</th>\n",
        "      <th>singular</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 0.4</td>\n",
        "      <td> 0.3</td>\n",
        "      <td> 0.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.6</td>\n",
        "      <td> 0.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.7</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.7</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.7</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>15 rows \u00d7 3 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "    dual  plural  singular\n",
        "1    0.1     0.1       0.8\n",
        "2    0.4     0.3       0.3\n",
        "3    0.2     0.5       0.3\n",
        "4    0.2     0.6       0.3\n",
        "5    0.1     0.7       0.2\n",
        "6    0.1     0.7       0.2\n",
        "7    0.1     0.7       0.2\n",
        "8    0.1     0.8       0.2\n",
        "9    0.1     0.8       0.2\n",
        "10   0.1     0.8       0.2\n",
        "11   0.1     0.8       0.2\n",
        "12   0.1     0.8       0.2\n",
        "13   0.1     0.8       0.2\n",
        "14   0.1     0.8       0.2\n",
        "15   0.1     0.8       0.2\n",
        "\n",
        "[15 rows x 3 columns]"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "\n",
      "Singular, dual, trial, plural\n",
      "-----------------------------"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['Outcomes'] = 'plural'\n",
      "data['Outcomes'][1] = 'singular'\n",
      "data['Outcomes'][2] = 'dual'\n",
      "data['Outcomes'][3] = 'trial'\n",
      "W = ndl.rw(data,M=100)\n",
      "activation(W)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>dual</th>\n",
        "      <th>plural</th>\n",
        "      <th>singular</th>\n",
        "      <th>trial</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.0</td>\n",
        "      <td> 0.7</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.3</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 0.3</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.4</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.6</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.6</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.7</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.7</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.7</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>15 rows \u00d7 4 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "    dual  plural  singular  trial\n",
        "1    0.2     0.0       0.7    0.1\n",
        "2    0.5     0.1       0.3    0.1\n",
        "3    0.3     0.2       0.2    0.3\n",
        "4    0.2     0.4       0.2    0.2\n",
        "5    0.2     0.5       0.2    0.2\n",
        "6    0.2     0.5       0.2    0.2\n",
        "7    0.2     0.6       0.2    0.2\n",
        "8    0.2     0.6       0.2    0.2\n",
        "9    0.2     0.7       0.2    0.2\n",
        "10   0.2     0.7       0.1    0.1\n",
        "11   0.2     0.7       0.2    0.1\n",
        "12   0.2     0.8       0.2    0.1\n",
        "13   0.2     0.8       0.2    0.1\n",
        "14   0.2     0.8       0.2    0.1\n",
        "15   0.2     0.8       0.2    0.1\n",
        "\n",
        "[15 rows x 4 columns]"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "\n",
      "Singular, dual, trial, quadral, plural\n",
      "--------------------------------------"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['Outcomes'] = 'plural'\n",
      "data['Outcomes'][1] = 'singular'\n",
      "data['Outcomes'][2] = 'dual'\n",
      "data['Outcomes'][3] = 'trial'\n",
      "data['Outcomes'][4] = '4ial'\n",
      "W = ndl.rw(data,M=100)\n",
      "activation(W)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>4ial</th>\n",
        "      <th>dual</th>\n",
        "      <th>plural</th>\n",
        "      <th>singular</th>\n",
        "      <th>trial</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.0</td>\n",
        "      <td> 0.8</td>\n",
        "      <td> 0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.4</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.3</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.3</td>\n",
        "      <td> 0.2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 0.3</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.3</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.4</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.4</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.5</td>\n",
        "      <td> 0.2</td>\n",
        "      <td> 0.1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>15 rows \u00d7 5 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "    4ial  dual  plural  singular  trial\n",
        "1    0.1   0.1     0.0       0.8    0.0\n",
        "2    0.1   0.4     0.1       0.3    0.1\n",
        "3    0.1   0.2     0.2       0.3    0.2\n",
        "4    0.3   0.1     0.3       0.2    0.1\n",
        "5    0.2   0.1     0.4       0.2    0.1\n",
        "6    0.2   0.1     0.4       0.2    0.1\n",
        "7    0.2   0.1     0.5       0.2    0.1\n",
        "8    0.2   0.1     0.5       0.2    0.1\n",
        "9    0.2   0.1     0.5       0.2    0.1\n",
        "10   0.2   0.1     0.5       0.2    0.1\n",
        "11   0.2   0.1     0.5       0.2    0.1\n",
        "12   0.2   0.1     0.5       0.2    0.1\n",
        "13   0.2   0.1     0.5       0.2    0.1\n",
        "14   0.2   0.1     0.5       0.2    0.1\n",
        "15   0.2   0.1     0.5       0.2    0.1\n",
        "\n",
        "[15 rows x 5 columns]"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "---\n",
      "\n",
      "Dual, non-dual\n",
      "--------------"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data['Outcomes'] = 'notdual'\n",
      "data['Outcomes'][1] = 'notdual'\n",
      "data['Outcomes'][2] = 'dual'\n",
      "W = ndl.rw(data,M=100)\n",
      "activation(W)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>dual</th>\n",
        "      <th>notdual</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 0.3</td>\n",
        "      <td> 0.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 0.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 0.1</td>\n",
        "      <td> 1.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>15 rows \u00d7 2 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "    dual  notdual\n",
        "1    0.1      0.9\n",
        "2    0.3      0.7\n",
        "3    0.1      0.9\n",
        "4    0.1      0.9\n",
        "5    0.1      0.9\n",
        "6    0.1      0.9\n",
        "7    0.1      1.0\n",
        "8    0.1      1.0\n",
        "9    0.1      1.0\n",
        "10   0.1      1.0\n",
        "11   0.1      1.0\n",
        "12   0.1      1.0\n",
        "13   0.1      1.0\n",
        "14   0.1      1.0\n",
        "15   0.1      1.0\n",
        "\n",
        "[15 rows x 2 columns]"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}