karsAOIsToFeature2b.ipynb

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    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import numpy as np\n",
      "import os as os\n",
      "\n",
      "pd.set_option('display.max_columns', 500)\n",
      "\n",
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# read in data table\n",
      "f = '../allFixTable_KARS_Base.txt'\n",
      "df = pd.read_csv( f, sep='\\t',low_memory=False )\n",
      "#df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# keep only fixations at background image.  Kick out saccade data\n",
      "# df.drop(['sacEndPosX','sacEndPosY','sacStartPosX', 'sacStartPosY','sacStartTime','sacEndTime','sacVel', 'sacDuration','sacAmp','sacAois'], axis=1, inplace=True)\n",
      "# df.drop(['loomimg'], axis=1, inplace=True)\n",
      "df = df[['subId','trial','loomvid','fixDuration','fixAois','pupil','lastMessage', 'acc','look_loc','look_rt']] \n",
      "\n",
      "\n",
      "df = df[ df.lastMessage == 'BackgroundFrame']\n",
      "df = df[ df.fixAois.notnull()]\n",
      "# df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# map the fixAOIs to the feature index  (in that direction)\n",
      "aoiDict= {'1':1, '2':2, '3':4, '4':7, '5':4, '6':6, '7':5, '8':np.nan  }\n",
      "'''\n",
      "            AOI ->  fileNameIndex\n",
      "     ----------------------\n",
      "    antenna 1 -> 1\n",
      "    mouth   2 -> 2\n",
      "    hand    3 -> 4\n",
      "    back/body 4-> 7  ( back actually fileNameIndex 3, and ignored. Using just index 7 for the body feature)    \n",
      "    hand    5 -> 4\n",
      "    tail    6 -> 6 \n",
      "    feet    7 -> 5\n",
      "    \n",
      "'''\n",
      "\n",
      "\n",
      "\n",
      "df['nameFeatIdx' ] = df.fixAois.apply( lambda(x): aoiDict[str(int(x))] )\n",
      "df = df[ df.nameFeatIdx.notnull()] # drop non-feature looks\n",
      "# get feature vector name (loomvid)\n",
      "df['featVect'] = df.loomvid.apply(lambda(x): x.split('_')[2] )\n",
      "df.drop( 'loomvid', axis=1, inplace=True)\n",
      "\n",
      "# tag the extra features to it\n",
      "catLabTag = { 'R':'00B','Q':'11A' } # add color, label, catLetter for figure drawing (A/B)\n",
      "df['longFeatVect'] = df.featVect.apply( lambda(x): x[1:]+catLabTag[x[0]])\n",
      "df = df.reset_index()\n",
      "\n",
      "# set to NAN when participants did not make response\n",
      "df.ix[df.look_rt ==-1,'acc' ] = np.nan\n",
      "df.ix[df.look_rt ==-1,'look_rt' ] = np.nan\n",
      "df.ix[df.look_rt ==-1,'look_loc' ] = np.nan\n",
      "\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        "      <th></th>\n",
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        "      <td> 6111.646</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>  382</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 12</td>\n",
        "      <td>  766</td>\n",
        "      <td> 2</td>\n",
        "      <td> 165</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 5174.547</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>  383</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 12</td>\n",
        "      <td>  262</td>\n",
        "      <td> 6</td>\n",
        "      <td> 179</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 5174.547</td>\n",
        "      <td> 6</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>  384</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 12</td>\n",
        "      <td>  538</td>\n",
        "      <td> 6</td>\n",
        "      <td> 164</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 5174.547</td>\n",
        "      <td> 6</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>  459</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 14</td>\n",
        "      <td>  730</td>\n",
        "      <td> 2</td>\n",
        "      <td> 136</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 4244.450</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1101111</td>\n",
        "      <td> 110111111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>  497</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 15</td>\n",
        "      <td>  420</td>\n",
        "      <td> 4</td>\n",
        "      <td> 164</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4613.224</td>\n",
        "      <td> 7</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>  499</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 15</td>\n",
        "      <td>  246</td>\n",
        "      <td> 2</td>\n",
        "      <td> 171</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4613.224</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>  501</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 15</td>\n",
        "      <td>  262</td>\n",
        "      <td> 2</td>\n",
        "      <td> 149</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4613.224</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>  502</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 15</td>\n",
        "      <td>  416</td>\n",
        "      <td> 2</td>\n",
        "      <td> 141</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4613.224</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>  539</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  254</td>\n",
        "      <td> 4</td>\n",
        "      <td> 207</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 7</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>  540</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td> 1260</td>\n",
        "      <td> 2</td>\n",
        "      <td> 240</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>  543</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  406</td>\n",
        "      <td> 2</td>\n",
        "      <td> 188</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>  545</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  190</td>\n",
        "      <td> 2</td>\n",
        "      <td> 194</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>  546</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  724</td>\n",
        "      <td> 2</td>\n",
        "      <td> 170</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>  548</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  402</td>\n",
        "      <td> 2</td>\n",
        "      <td> 246</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>  707</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 23</td>\n",
        "      <td>  458</td>\n",
        "      <td> 2</td>\n",
        "      <td> 166</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 5803.177</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0001000</td>\n",
        "      <td> 000100000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>  710</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 23</td>\n",
        "      <td> 1940</td>\n",
        "      <td> 2</td>\n",
        "      <td> 184</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 5803.177</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0001000</td>\n",
        "      <td> 000100000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>  844</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  212</td>\n",
        "      <td> 2</td>\n",
        "      <td> 190</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>  845</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  220</td>\n",
        "      <td> 2</td>\n",
        "      <td> 174</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>  846</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  626</td>\n",
        "      <td> 2</td>\n",
        "      <td> 191</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>  847</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  282</td>\n",
        "      <td> 4</td>\n",
        "      <td> 212</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 7</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>  848</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  520</td>\n",
        "      <td> 2</td>\n",
        "      <td> 209</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>  883</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 29</td>\n",
        "      <td>  390</td>\n",
        "      <td> 2</td>\n",
        "      <td> 192</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 3685.107</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td> 1011</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 34</td>\n",
        "      <td>  384</td>\n",
        "      <td> 2</td>\n",
        "      <td> 183</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0100000</td>\n",
        "      <td> 010000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td> 1012</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 34</td>\n",
        "      <td> 2604</td>\n",
        "      <td> 4</td>\n",
        "      <td> 224</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 7</td>\n",
        "      <td> R0100000</td>\n",
        "      <td> 010000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td> 1062</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 36</td>\n",
        "      <td>   98</td>\n",
        "      <td> 1</td>\n",
        "      <td> 177</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 4798.927</td>\n",
        "      <td> 1</td>\n",
        "      <td> R0000010</td>\n",
        "      <td> 000001000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td> 1110</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 38</td>\n",
        "      <td>  270</td>\n",
        "      <td> 2</td>\n",
        "      <td> 222</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111111</td>\n",
        "      <td> 111111111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td> 1111</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 38</td>\n",
        "      <td>  258</td>\n",
        "      <td> 2</td>\n",
        "      <td> 231</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111111</td>\n",
        "      <td> 111111111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td> 1140</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 39</td>\n",
        "      <td>  224</td>\n",
        "      <td> 2</td>\n",
        "      <td> 202</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 4284.314</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td> 1141</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 39</td>\n",
        "      <td>  884</td>\n",
        "      <td> 2</td>\n",
        "      <td> 207</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 4284.314</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td> 1163</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 40</td>\n",
        "      <td>  444</td>\n",
        "      <td> 6</td>\n",
        "      <td> 188</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td> 1164</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 40</td>\n",
        "      <td>  490</td>\n",
        "      <td> 5</td>\n",
        "      <td> 167</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 4</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td> 1165</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 40</td>\n",
        "      <td>  290</td>\n",
        "      <td> 2</td>\n",
        "      <td> 165</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>1133 rows \u00d7 13 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "    index subId  trial  fixDuration  fixAois  pupil      lastMessage  acc  \\\n",
        "0       8  4749      1          216        2    160  BackgroundFrame  NaN   \n",
        "1       9  4749      1          516        2    151  BackgroundFrame  NaN   \n",
        "2      10  4749      1          278        6    156  BackgroundFrame  NaN   \n",
        "3      11  4749      1          460        6    159  BackgroundFrame  NaN   \n",
        "4      12  4749      1          212        4    186  BackgroundFrame  NaN   \n",
        "5      13  4749      1         1500        2    180  BackgroundFrame  NaN   \n",
        "6      15  4749      1           30        2    224  BackgroundFrame  NaN   \n",
        "7      16  4749      1          296        6    220  BackgroundFrame  NaN   \n",
        "8      57  4749      2          182        2    194  BackgroundFrame    1   \n",
        "9      60  4749      2          230        2    156  BackgroundFrame    1   \n",
        "10     97  4749      3          446        4    231  BackgroundFrame    0   \n",
        "11    100  4749      3         1966        2    182  BackgroundFrame    0   \n",
        "12    101  4749      3          248        2    203  BackgroundFrame    0   \n",
        "13    137  4749      4          280        6    212  BackgroundFrame    0   \n",
        "14    138  4749      4          362        2    179  BackgroundFrame    0   \n",
        "15    171  4749      5          224        2    125  BackgroundFrame  NaN   \n",
        "16    172  4749      5          196        2    125  BackgroundFrame  NaN   \n",
        "17    173  4749      5         1526        2    161  BackgroundFrame  NaN   \n",
        "18    174  4749      5          388        5    158  BackgroundFrame  NaN   \n",
        "19    175  4749      5          380        2    160  BackgroundFrame  NaN   \n",
        "20    177  4749      5          232        2    154  BackgroundFrame  NaN   \n",
        "21    178  4749      5          452        2    141  BackgroundFrame  NaN   \n",
        "22    338  4749     11          198        2    159  BackgroundFrame    0   \n",
        "23    339  4749     11          946        2    144  BackgroundFrame    0   \n",
        "24    340  4749     11          362        6    159  BackgroundFrame    0   \n",
        "25    341  4749     11          216        6    145  BackgroundFrame    0   \n",
        "26    342  4749     11          588        2    156  BackgroundFrame    0   \n",
        "27    343  4749     11          326        6    155  BackgroundFrame    0   \n",
        "28    382  4749     12          766        2    165  BackgroundFrame    1   \n",
        "29    383  4749     12          262        6    179  BackgroundFrame    1   \n",
        "30    384  4749     12          538        6    164  BackgroundFrame    1   \n",
        "31    459  4749     14          730        2    136  BackgroundFrame    1   \n",
        "32    497  4749     15          420        4    164  BackgroundFrame    0   \n",
        "33    499  4749     15          246        2    171  BackgroundFrame    0   \n",
        "34    501  4749     15          262        2    149  BackgroundFrame    0   \n",
        "35    502  4749     15          416        2    141  BackgroundFrame    0   \n",
        "36    539  4749     16          254        4    207  BackgroundFrame  NaN   \n",
        "37    540  4749     16         1260        2    240  BackgroundFrame  NaN   \n",
        "38    543  4749     16          406        2    188  BackgroundFrame  NaN   \n",
        "39    545  4749     16          190        2    194  BackgroundFrame  NaN   \n",
        "40    546  4749     16          724        2    170  BackgroundFrame  NaN   \n",
        "41    548  4749     16          402        2    246  BackgroundFrame  NaN   \n",
        "42    707  4749     23          458        2    166  BackgroundFrame    1   \n",
        "43    710  4749     23         1940        2    184  BackgroundFrame    1   \n",
        "44    844  4749     28          212        2    190  BackgroundFrame    1   \n",
        "45    845  4749     28          220        2    174  BackgroundFrame    1   \n",
        "46    846  4749     28          626        2    191  BackgroundFrame    1   \n",
        "47    847  4749     28          282        4    212  BackgroundFrame    1   \n",
        "48    848  4749     28          520        2    209  BackgroundFrame    1   \n",
        "49    883  4749     29          390        2    192  BackgroundFrame    1   \n",
        "50   1011  4749     34          384        2    183  BackgroundFrame  NaN   \n",
        "51   1012  4749     34         2604        4    224  BackgroundFrame  NaN   \n",
        "52   1062  4749     36           98        1    177  BackgroundFrame    0   \n",
        "53   1110  4749     38          270        2    222  BackgroundFrame  NaN   \n",
        "54   1111  4749     38          258        2    231  BackgroundFrame  NaN   \n",
        "55   1140  4749     39          224        2    202  BackgroundFrame    1   \n",
        "56   1141  4749     39          884        2    207  BackgroundFrame    1   \n",
        "57   1163  4749     40          444        6    188  BackgroundFrame  NaN   \n",
        "58   1164  4749     40          490        5    167  BackgroundFrame  NaN   \n",
        "59   1165  4749     40          290        2    165  BackgroundFrame  NaN   \n",
        "      ...   ...    ...          ...      ...    ...              ...  ...   \n",
        "\n",
        "    look_loc   look_rt  nameFeatIdx  featVect longFeatVect  \n",
        "0          0       NaN            2  R0000100   000010000B  \n",
        "1          0       NaN            2  R0000100   000010000B  \n",
        "2          0       NaN            6  R0000100   000010000B  \n",
        "3          0       NaN            6  R0000100   000010000B  \n",
        "4          0       NaN            7  R0000100   000010000B  \n",
        "5          0       NaN            2  R0000100   000010000B  \n",
        "6          0       NaN            2  R0000100   000010000B  \n",
        "7          0       NaN            6  R0000100   000010000B  \n",
        "8          1  3997.219            2  R0000100   000010000B  \n",
        "9          1  3997.219            2  R0000100   000010000B  \n",
        "10         2  6087.442            7  R1000000   100000000B  \n",
        "11         2  6087.442            2  R1000000   100000000B  \n",
        "12         2  6087.442            2  R1000000   100000000B  \n",
        "13         2  3685.789            6  R1000000   100000000B  \n",
        "14         2  3685.789            2  R1000000   100000000B  \n",
        "15         0       NaN            2  Q1111101   111110111A  \n",
        "16         0       NaN            2  Q1111101   111110111A  \n",
        "17         0       NaN            2  Q1111101   111110111A  \n",
        "18         0       NaN            4  Q1111101   111110111A  \n",
        "19         0       NaN            2  Q1111101   111110111A  \n",
        "20         0       NaN            2  Q1111101   111110111A  \n",
        "21         0       NaN            2  Q1111101   111110111A  \n",
        "22         2  6111.646            2  R0010000   001000000B  \n",
        "23         2  6111.646            2  R0010000   001000000B  \n",
        "24         2  6111.646            6  R0010000   001000000B  \n",
        "25         2  6111.646            6  R0010000   001000000B  \n",
        "26         2  6111.646            2  R0010000   001000000B  \n",
        "27         2  6111.646            6  R0010000   001000000B  \n",
        "28         2  5174.547            2  Q1110111   111011111A  \n",
        "29         2  5174.547            6  Q1110111   111011111A  \n",
        "30         2  5174.547            6  Q1110111   111011111A  \n",
        "31         2  4244.450            2  Q1101111   110111111A  \n",
        "32         1  4613.224            7  Q1111011   111101111A  \n",
        "33         1  4613.224            2  Q1111011   111101111A  \n",
        "34         1  4613.224            2  Q1111011   111101111A  \n",
        "35         1  4613.224            2  Q1111011   111101111A  \n",
        "36         0       NaN            7  R0000100   000010000B  \n",
        "37         0       NaN            2  R0000100   000010000B  \n",
        "38         0       NaN            2  R0000100   000010000B  \n",
        "39         0       NaN            2  R0000100   000010000B  \n",
        "40         0       NaN            2  R0000100   000010000B  \n",
        "41         0       NaN            2  R0000100   000010000B  \n",
        "42         1  5803.177            2  R0001000   000100000B  \n",
        "43         1  5803.177            2  R0001000   000100000B  \n",
        "44         1  6718.218            2  R0000000   000000000B  \n",
        "45         1  6718.218            2  R0000000   000000000B  \n",
        "46         1  6718.218            2  R0000000   000000000B  \n",
        "47         1  6718.218            7  R0000000   000000000B  \n",
        "48         1  6718.218            2  R0000000   000000000B  \n",
        "49         2  3685.107            2  Q1111011   111101111A  \n",
        "50         0       NaN            2  R0100000   010000000B  \n",
        "51         0       NaN            7  R0100000   010000000B  \n",
        "52         2  4798.927            1  R0000010   000001000B  \n",
        "53         0       NaN            2  Q1111111   111111111A  \n",
        "54         0       NaN            2  Q1111111   111111111A  \n",
        "55         2  4284.314            2  Q1110111   111011111A  \n",
        "56         2  4284.314            2  Q1110111   111011111A  \n",
        "57         0       NaN            6  R0010000   001000000B  \n",
        "58         0       NaN            4  R0010000   001000000B  \n",
        "59         0       NaN            2  R0010000   001000000B  \n",
        "         ...       ...          ...       ...          ...  \n",
        "\n",
        "[1133 rows x 13 columns]"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# save a csv text file for each participant based on what they saw on each trial, as well as accuracy\n",
      "\n",
      "outDir = 'FeatSeenBySub/'\n",
      "if not os.path.exists( outDir):\n",
      "    os.mkdir(outDir)\n",
      "\n",
      "# go through every subject and trial, make a by subject  feature matrix\n",
      "cols = ['Antenna','Mouth','Back','Hand','Feet','Tail','Body','Color','Label', 'accuracy']\n",
      "\n",
      "for s in df.subId.unique():\n",
      "    # to store all feature vectors seen for a participant\n",
      "    subFeats = []\n",
      "   \n",
      "    f = open( outDir+s+'.csv', 'w')\n",
      "    f.write( ','.join(cols) + '\\n' )\n",
      "    for t in df[ df.subId ==s].trial.unique():\n",
      "        tr = df[(df.subId ==s) & (df.trial ==t)  ]\n",
      "        \n",
      "        # get unseen features            \n",
      "        missed = range(1,8)\n",
      "        missed = [ x for x in missed if x not in tr.nameFeatIdx.unique()]\n",
      "        # make the unseen ones .5 in long feature vector\n",
      "        longFeat = list(tr.longFeatVect.iloc[0])\n",
      "        for m in missed:\n",
      "            longFeat[m-1] = '0.5'\n",
      "        longFeat = ','.join(longFeat) #.split(',')\n",
      "        f.write( longFeat +',' + str(tr.acc.iloc[0]) +'\\n')  #features and accuracy\n",
      "#         subFeats.append(longFeat)\n",
      "    f.close()\n",
      "    # make and export dataframe    \n",
      "#     subDF = pd.DataFrame( subFeats, columns=cols)  \n",
      "#     subDF.to_csv( outDir+s+'.csv',sep=',', index=False )\n",
      "    \n",
      "  "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# get histogram of where participants look, and their corresponding accuracy on the experiment\n",
      "\n",
      "N = df.subId.unique().shape[0]\n",
      "lookList = np.zeros( (N,7))  *np.nan  #  where looked\n",
      "accList = np.zeros( N) * np.nan       # accuracy\n",
      "\n",
      "for idx,s in enumerate(df.subId.unique()):\n",
      "    sub = df[ df.subId == s]\n",
      "    #     h = sub.nameFeatIdx.value_counts()\n",
      "    lookList[idx,:], bins = np.histogram( sub.nameFeatIdx, bins=np.arange(1,9,1), normed=True)\n",
      "    accList[idx] = nanmean( sub.groupby('trial').head(1).acc )\n",
      "\n",
      "# drop the rows where there was a nan for accuracy    \n",
      "lookList = lookList[ ~isnan(accList),:]\n",
      "accList = accList[ ~isnan(accList) ]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/usr/local/lib/python2.7/dist-packages/numpy/lib/nanfunctions.py:598: RuntimeWarning: Mean of empty slice\n",
        "  warnings.warn(\"Mean of empty slice\", RuntimeWarning)\n"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "# see if where subjects look say anything about whether they learn or not\n",
      "from sklearn import linear_model\n",
      "\n",
      "# print h, bins\n",
      "# print lookList\n",
      "# print accList\n",
      "\n",
      "# Create linear regression object\n",
      "regr = linear_model.LinearRegression()\n",
      "\n",
      "# Train the model using the training sets\n",
      "regr.fit(lookList, accList)\n",
      "\n",
      "# The coefficients\n",
      "print('Coefficients: \\n', regr.coef_)\n",
      "# The mean square error\n",
      "print(\"Residual sum of squares: %.2f\"\n",
      "      % np.mean((regr.predict(lookList) - accList) ** 2))\n",
      "# Explained variance score: 1 is perfect prediction\n",
      "print('Variance score: %.2f' % regr.score(lookList, accList))\n",
      "\n",
      "# Plot outputs\n",
      "# plt.scatter(lookList, accList,  color='black')\n",
      "plt.plot(accList, regr.predict(lookList), '*',color='blue',\n",
      "         linewidth=3)\n",
      "\n",
      "plt.xticks(())\n",
      "plt.yticks(())\n",
      "\n",
      "plt.show()\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "('Coefficients: \\n', array([ -4.81243286e-01,   7.01951825e-02,   1.55332448e-16,\n",
        "        -3.82497065e-01,   6.12415250e-01,   1.64243973e-01,\n",
        "         1.68859459e-02]))\n",
        "Residual sum of squares: 0.03\n",
        "Variance score: 0.25\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADtCAYAAAAcNaZ2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x428d890>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "from sklearn import svm\n",
      "from sklearn.decomposition import PCA\n",
      "\n",
      "pca = PCA(n_components=2, whiten=True)\n",
      "X = pca.fit_transform(lookList)\n",
      "# PCA(copy=True, n_components=2, whiten=False)\n",
      "print 'PCA variance ratio'\n",
      "print(pca.explained_variance_ratio_) \n",
      "\n",
      "\n",
      "# split into learner/non-learners\n",
      "thresh = .55\n",
      "\n",
      "# X gotten above by PCA\n",
      "# X = copy(lookList)  \n",
      "y = copy( accList )\n",
      "y[accList >thresh] = 1\n",
      "y[accList <=thresh] = 0\n",
      "print('Percent categorized as learners: %.2f' %  mean(y))\n",
      "\n",
      "# Train SVM and look at learned model\n",
      "clf = svm.SVC(kernel='linear', class_weight={1:2,0:1 })\n",
      "clf.fit(X, y)\n",
      "print( 'Mean accuracy: %.2f' % clf.score(X, y) )\n",
      "print 'mean support vector', clf.support_vectors_.mean(axis=0)\n",
      "print 'predicted values'\n",
      "clf.predict( X)\n",
      "\n",
      "# lookList\n",
      "# nanmean( accList)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "PCA variance ratio\n",
        "[ 0.51727006  0.19965948]\n",
        "Percent categorized as learners: 0.37\n",
        "Mean accuracy: 0.57\n",
        "mean support vector [ 0.12611956 -0.02559933]\n",
        "predicted values\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 21,
       "text": [
        "array([ 1.,  1.,  0.,  0.,  1.,  0.,  1.,  1.,  0.,  0.,  1.,  1.,  1.,\n",
        "        1.,  0.,  0.,  1.,  1.,  0.,  0.,  0.,  1.,  1.,  1.,  1.,  0.,\n",
        "        1.,  1.,  1.,  0.,  0.,  1.,  1.,  1.,  1.])"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# figure(1)\n",
      "plot( X[y==1,0], X[y==1,1], 'g*', label='learner' )\n",
      "plot( X[y==0,0], X[y==0,1], 'r+', label='non-learner' )\n",
      "legend()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "<matplotlib.legend.Legend at 0x5cc9050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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FxThx4oRDFfZWOgWPlVbyewP4/ryd0t+fNewO+pSUFPj53dg8OTkZdXV1PcpU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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x5a14b90>"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "lookList"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "array([[ 0.02597403,  0.57142857,  0.        ,  0.02597403,  0.02597403,\n",
        "         0.19480519,  0.15584416],\n",
        "       [ 0.04444444,  0.4       ,  0.        ,  0.17777778,  0.02222222,\n",
        "         0.13333333,  0.22222222],\n",
        "       [ 0.        ,  0.2       ,  0.        ,  0.5       ,  0.1       ,\n",
        "         0.2       ,  0.        ],\n",
        "       [ 0.25      ,  0.        ,  0.        ,  0.66666667,  0.08333333,\n",
        "         0.        ,  0.        ],\n",
        "       [ 0.        ,  0.36842105,  0.        ,  0.15789474,  0.        ,\n",
        "         0.05263158,  0.42105263],\n",
        "       [ 0.1       ,  0.4       ,  0.        ,  0.5       ,  0.        ,\n",
        "         0.        ,  0.        ],\n",
        "       [ 0.        ,  1.        ,  0.        ,  0.        ,  0.        ,\n",
        "         0.        ,  0.        ],\n",
        "       [ 0.1       ,  0.33333333,  0.        ,  0.16666667,  0.        ,\n",
        "         0.06666667,  0.33333333],\n",
        "       [ 0.4       ,  0.4       ,  0.        ,  0.1       ,  0.        ,\n",
        "         0.        ,  0.1       ],\n",
        "       [ 0.375     ,  0.45      ,  0.        ,  0.075     ,  0.025     ,\n",
        "         0.        ,  0.075     ],\n",
        "       [ 0.        ,  0.25531915,  0.        ,  0.17021277,  0.17021277,\n",
        "         0.10638298,  0.29787234],\n",
        "       [ 0.06666667,  0.66666667,  0.        ,  0.06666667,  0.        ,\n",
        "         0.13333333,  0.06666667],\n",
        "       [ 0.        ,  0.33333333,  0.        ,  0.05555556,  0.05555556,\n",
        "         0.22222222,  0.33333333],\n",
        "       [ 0.15384615,  0.15384615,  0.        ,  0.07692308,  0.23076923,\n",
        "         0.15384615,  0.23076923],\n",
        "       [ 0.32      ,  0.32      ,  0.        ,  0.24      ,  0.04      ,\n",
        "         0.04      ,  0.04      ],\n",
        "       [ 0.02325581,  0.27906977,  0.        ,  0.37209302,  0.09302326,\n",
        "         0.06976744,  0.1627907 ],\n",
        "       [ 0.02083333,  0.4375    ,  0.        ,  0.20833333,  0.0625    ,\n",
        "         0.04166667,  0.22916667],\n",
        "       [ 0.00645161,  0.55483871,  0.        ,  0.18064516,  0.02580645,\n",
        "         0.10322581,  0.12903226],\n",
        "       [ 0.11111111,  0.55555556,  0.        ,  0.33333333,  0.        ,\n",
        "         0.        ,  0.        ],\n",
        "       [ 0.        ,  0.        ,  0.        ,  0.63636364,  0.09090909,\n",
        "         0.09090909,  0.18181818],\n",
        "       [ 0.        ,  0.10344828,  0.        ,  0.34482759,  0.37931034,\n",
        "         0.10344828,  0.06896552],\n",
        "       [ 0.05555556,  0.41666667,  0.        ,  0.27777778,  0.        ,\n",
        "         0.11111111,  0.13888889],\n",
        "       [ 0.11428571,  0.31428571,  0.        ,  0.14285714,  0.08571429,\n",
        "         0.28571429,  0.05714286],\n",
        "       [ 0.        ,  0.2972973 ,  0.        ,  0.27027027,  0.        ,\n",
        "         0.10810811,  0.32432432],\n",
        "       [ 0.28      ,  0.4       ,  0.        ,  0.        ,  0.        ,\n",
        "         0.08      ,  0.24      ],\n",
        "       [ 0.        ,  0.12121212,  0.        ,  0.57575758,  0.03030303,\n",
        "         0.09090909,  0.18181818],\n",
        "       [ 0.12121212,  0.57575758,  0.        ,  0.12121212,  0.        ,\n",
        "         0.        ,  0.18181818],\n",
        "       [ 0.15384615,  0.38461538,  0.        ,  0.23076923,  0.        ,\n",
        "         0.        ,  0.23076923],\n",
        "       [ 0.08      ,  0.48      ,  0.        ,  0.04      ,  0.        ,\n",
        "         0.        ,  0.4       ],\n",
        "       [ 0.44444444,  0.37037037,  0.        ,  0.11111111,  0.        ,\n",
        "         0.        ,  0.07407407],\n",
        "       [ 0.11111111,  0.22222222,  0.        ,  0.27777778,  0.05555556,\n",
        "         0.22222222,  0.11111111],\n",
        "       [ 0.04761905,  0.47619048,  0.        ,  0.0952381 ,  0.        ,\n",
        "         0.23809524,  0.14285714],\n",
        "       [ 0.        ,  0.38888889,  0.        ,  0.27777778,  0.05555556,\n",
        "         0.        ,  0.27777778],\n",
        "       [ 0.02380952,  0.36904762,  0.        ,  0.19047619,  0.0952381 ,\n",
        "         0.07142857,  0.25      ],\n",
        "       [ 0.01818182,  0.34545455,  0.        ,  0.2       ,  0.        ,\n",
        "         0.12727273,  0.30909091]])"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# clf.support_vectors_\n",
      "# clf.n_support_\n",
      "\n",
      "print cols[:7]\n",
      "print mean( X[y==1,:], axis=0)\n",
      "print mean( X[y==0,:], axis=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "['Antenna', 'Mouth', 'Back', 'Hand', 'Feet', 'Tail', 'Body']\n",
        "[ 0.23802611  0.35087863]\n",
        "[-0.1090953  -0.16081937]\n"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/usr/local/lib/python2.7/dist-packages/pandas/core/common.py:276: DeprecationWarning: numpy boolean negative (the unary `-` operator) is deprecated, use the bitwise_xor (the `^` operator) or the logical_xor function instead.\n",
        "  return -res\n",
        "/usr/local/lib/python2.7/dist-packages/pandas/core/common.py:276: DeprecationWarning: numpy boolean negative (the unary `-` operator) is deprecated, use the bitwise_xor (the `^` operator) or the logical_xor function instead.\n",
        "  return -res\n",
        "/usr/local/lib/python2.7/dist-packages/pandas/core/common.py:276: DeprecationWarning: numpy boolean negative (the unary `-` operator) is deprecated, use the bitwise_xor (the `^` operator) or the logical_xor function instead.\n",
        "  return -res\n",
        "/usr/local/lib/python2.7/dist-packages/pandas/core/common.py:276: DeprecationWarning: numpy boolean negative (the unary `-` operator) is deprecated, use the bitwise_xor (the `^` operator) or the logical_xor function instead.\n",
        "  return -res\n",
        "/usr/local/lib/python2.7/dist-packages/pandas/core/common.py:276: DeprecationWarning: numpy boolean negative (the unary `-` operator) is deprecated, use the bitwise_xor (the `^` operator) or the logical_xor function instead.\n",
        "  return -res\n",
        "/usr/local/lib/python2.7/dist-packages/pandas/core/common.py:276: DeprecationWarning: numpy boolean negative (the unary `-` operator) is deprecated, use the bitwise_xor (the `^` operator) or the logical_xor function instead.\n",
        "  return -res\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/usr/local/lib/python2.7/dist-packages/pandas/core/common.py:276: DeprecationWarning: numpy boolean negative (the unary `-` operator) is deprecated, use the bitwise_xor (the `^` operator) or the logical_xor function instead.\n",
        "  return -res\n",
        "/usr/local/lib/python2.7/dist-packages/pandas/core/common.py:276: DeprecationWarning: numpy boolean negative (the unary `-` operator) is deprecated, use the bitwise_xor (the `^` operator) or the logical_xor function instead.\n",
        "  return -res\n"
       ]
      },
      {
       "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>index</th>\n",
        "      <th>subId</th>\n",
        "      <th>trial</th>\n",
        "      <th>fixDuration</th>\n",
        "      <th>fixAois</th>\n",
        "      <th>pupil</th>\n",
        "      <th>lastMessage</th>\n",
        "      <th>acc</th>\n",
        "      <th>look_loc</th>\n",
        "      <th>look_rt</th>\n",
        "      <th>nameFeatIdx</th>\n",
        "      <th>featVect</th>\n",
        "      <th>longFeatVect</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>    8</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  1</td>\n",
        "      <td>  216</td>\n",
        "      <td> 2</td>\n",
        "      <td> 160</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>    9</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  1</td>\n",
        "      <td>  516</td>\n",
        "      <td> 2</td>\n",
        "      <td> 151</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>   10</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  1</td>\n",
        "      <td>  278</td>\n",
        "      <td> 6</td>\n",
        "      <td> 156</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>   11</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  1</td>\n",
        "      <td>  460</td>\n",
        "      <td> 6</td>\n",
        "      <td> 159</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td>   12</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  1</td>\n",
        "      <td>  212</td>\n",
        "      <td> 4</td>\n",
        "      <td> 186</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 7</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>   13</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1500</td>\n",
        "      <td> 2</td>\n",
        "      <td> 180</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>   15</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  1</td>\n",
        "      <td>   30</td>\n",
        "      <td> 2</td>\n",
        "      <td> 224</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>   16</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  1</td>\n",
        "      <td>  296</td>\n",
        "      <td> 6</td>\n",
        "      <td> 220</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>   57</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  2</td>\n",
        "      <td>  182</td>\n",
        "      <td> 2</td>\n",
        "      <td> 194</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 3997.219</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>   60</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  2</td>\n",
        "      <td>  230</td>\n",
        "      <td> 2</td>\n",
        "      <td> 156</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 3997.219</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>   97</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  3</td>\n",
        "      <td>  446</td>\n",
        "      <td> 4</td>\n",
        "      <td> 231</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6087.442</td>\n",
        "      <td> 7</td>\n",
        "      <td> R1000000</td>\n",
        "      <td> 100000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>  100</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  3</td>\n",
        "      <td> 1966</td>\n",
        "      <td> 2</td>\n",
        "      <td> 182</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6087.442</td>\n",
        "      <td> 2</td>\n",
        "      <td> R1000000</td>\n",
        "      <td> 100000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>  101</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  3</td>\n",
        "      <td>  248</td>\n",
        "      <td> 2</td>\n",
        "      <td> 203</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6087.442</td>\n",
        "      <td> 2</td>\n",
        "      <td> R1000000</td>\n",
        "      <td> 100000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>  137</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  4</td>\n",
        "      <td>  280</td>\n",
        "      <td> 6</td>\n",
        "      <td> 212</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 3685.789</td>\n",
        "      <td> 6</td>\n",
        "      <td> R1000000</td>\n",
        "      <td> 100000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>  138</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  4</td>\n",
        "      <td>  362</td>\n",
        "      <td> 2</td>\n",
        "      <td> 179</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 3685.789</td>\n",
        "      <td> 2</td>\n",
        "      <td> R1000000</td>\n",
        "      <td> 100000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>  171</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  5</td>\n",
        "      <td>  224</td>\n",
        "      <td> 2</td>\n",
        "      <td> 125</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111101</td>\n",
        "      <td> 111110111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>  172</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  5</td>\n",
        "      <td>  196</td>\n",
        "      <td> 2</td>\n",
        "      <td> 125</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111101</td>\n",
        "      <td> 111110111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>  173</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  5</td>\n",
        "      <td> 1526</td>\n",
        "      <td> 2</td>\n",
        "      <td> 161</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111101</td>\n",
        "      <td> 111110111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>  174</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  5</td>\n",
        "      <td>  388</td>\n",
        "      <td> 5</td>\n",
        "      <td> 158</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 4</td>\n",
        "      <td> Q1111101</td>\n",
        "      <td> 111110111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>  175</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  5</td>\n",
        "      <td>  380</td>\n",
        "      <td> 2</td>\n",
        "      <td> 160</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111101</td>\n",
        "      <td> 111110111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>  177</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  5</td>\n",
        "      <td>  232</td>\n",
        "      <td> 2</td>\n",
        "      <td> 154</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111101</td>\n",
        "      <td> 111110111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>  178</td>\n",
        "      <td> 4749</td>\n",
        "      <td>  5</td>\n",
        "      <td>  452</td>\n",
        "      <td> 2</td>\n",
        "      <td> 141</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111101</td>\n",
        "      <td> 111110111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>  338</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 11</td>\n",
        "      <td>  198</td>\n",
        "      <td> 2</td>\n",
        "      <td> 159</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6111.646</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>  339</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 11</td>\n",
        "      <td>  946</td>\n",
        "      <td> 2</td>\n",
        "      <td> 144</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6111.646</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>  340</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 11</td>\n",
        "      <td>  362</td>\n",
        "      <td> 6</td>\n",
        "      <td> 159</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6111.646</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>  341</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 11</td>\n",
        "      <td>  216</td>\n",
        "      <td> 6</td>\n",
        "      <td> 145</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6111.646</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>  342</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 11</td>\n",
        "      <td>  588</td>\n",
        "      <td> 2</td>\n",
        "      <td> 156</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6111.646</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>  343</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 11</td>\n",
        "      <td>  326</td>\n",
        "      <td> 6</td>\n",
        "      <td> 155</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 6111.646</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>  382</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 12</td>\n",
        "      <td>  766</td>\n",
        "      <td> 2</td>\n",
        "      <td> 165</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 5174.547</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>  383</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 12</td>\n",
        "      <td>  262</td>\n",
        "      <td> 6</td>\n",
        "      <td> 179</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 5174.547</td>\n",
        "      <td> 6</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td>  384</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 12</td>\n",
        "      <td>  538</td>\n",
        "      <td> 6</td>\n",
        "      <td> 164</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 5174.547</td>\n",
        "      <td> 6</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td>  459</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 14</td>\n",
        "      <td>  730</td>\n",
        "      <td> 2</td>\n",
        "      <td> 136</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 4244.450</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1101111</td>\n",
        "      <td> 110111111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>  497</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 15</td>\n",
        "      <td>  420</td>\n",
        "      <td> 4</td>\n",
        "      <td> 164</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4613.224</td>\n",
        "      <td> 7</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>  499</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 15</td>\n",
        "      <td>  246</td>\n",
        "      <td> 2</td>\n",
        "      <td> 171</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4613.224</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>  501</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 15</td>\n",
        "      <td>  262</td>\n",
        "      <td> 2</td>\n",
        "      <td> 149</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4613.224</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>  502</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 15</td>\n",
        "      <td>  416</td>\n",
        "      <td> 2</td>\n",
        "      <td> 141</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 4613.224</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>  539</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  254</td>\n",
        "      <td> 4</td>\n",
        "      <td> 207</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 7</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>  540</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td> 1260</td>\n",
        "      <td> 2</td>\n",
        "      <td> 240</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>  543</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  406</td>\n",
        "      <td> 2</td>\n",
        "      <td> 188</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>  545</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  190</td>\n",
        "      <td> 2</td>\n",
        "      <td> 194</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>  546</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  724</td>\n",
        "      <td> 2</td>\n",
        "      <td> 170</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>  548</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 16</td>\n",
        "      <td>  402</td>\n",
        "      <td> 2</td>\n",
        "      <td> 246</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000100</td>\n",
        "      <td> 000010000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>42</th>\n",
        "      <td>  707</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 23</td>\n",
        "      <td>  458</td>\n",
        "      <td> 2</td>\n",
        "      <td> 166</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 5803.177</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0001000</td>\n",
        "      <td> 000100000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>43</th>\n",
        "      <td>  710</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 23</td>\n",
        "      <td> 1940</td>\n",
        "      <td> 2</td>\n",
        "      <td> 184</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 5803.177</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0001000</td>\n",
        "      <td> 000100000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>44</th>\n",
        "      <td>  844</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  212</td>\n",
        "      <td> 2</td>\n",
        "      <td> 190</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>45</th>\n",
        "      <td>  845</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  220</td>\n",
        "      <td> 2</td>\n",
        "      <td> 174</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>46</th>\n",
        "      <td>  846</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  626</td>\n",
        "      <td> 2</td>\n",
        "      <td> 191</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>47</th>\n",
        "      <td>  847</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  282</td>\n",
        "      <td> 4</td>\n",
        "      <td> 212</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 7</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>48</th>\n",
        "      <td>  848</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 28</td>\n",
        "      <td>  520</td>\n",
        "      <td> 2</td>\n",
        "      <td> 209</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 6718.218</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0000000</td>\n",
        "      <td> 000000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>49</th>\n",
        "      <td>  883</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 29</td>\n",
        "      <td>  390</td>\n",
        "      <td> 2</td>\n",
        "      <td> 192</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 3685.107</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111011</td>\n",
        "      <td> 111101111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50</th>\n",
        "      <td> 1011</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 34</td>\n",
        "      <td>  384</td>\n",
        "      <td> 2</td>\n",
        "      <td> 183</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0100000</td>\n",
        "      <td> 010000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>51</th>\n",
        "      <td> 1012</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 34</td>\n",
        "      <td> 2604</td>\n",
        "      <td> 4</td>\n",
        "      <td> 224</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 7</td>\n",
        "      <td> R0100000</td>\n",
        "      <td> 010000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>52</th>\n",
        "      <td> 1062</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 36</td>\n",
        "      <td>   98</td>\n",
        "      <td> 1</td>\n",
        "      <td> 177</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2</td>\n",
        "      <td> 4798.927</td>\n",
        "      <td> 1</td>\n",
        "      <td> R0000010</td>\n",
        "      <td> 000001000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>53</th>\n",
        "      <td> 1110</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 38</td>\n",
        "      <td>  270</td>\n",
        "      <td> 2</td>\n",
        "      <td> 222</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111111</td>\n",
        "      <td> 111111111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>54</th>\n",
        "      <td> 1111</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 38</td>\n",
        "      <td>  258</td>\n",
        "      <td> 2</td>\n",
        "      <td> 231</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1111111</td>\n",
        "      <td> 111111111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>55</th>\n",
        "      <td> 1140</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 39</td>\n",
        "      <td>  224</td>\n",
        "      <td> 2</td>\n",
        "      <td> 202</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 4284.314</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>56</th>\n",
        "      <td> 1141</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 39</td>\n",
        "      <td>  884</td>\n",
        "      <td> 2</td>\n",
        "      <td> 207</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>  1</td>\n",
        "      <td> 2</td>\n",
        "      <td> 4284.314</td>\n",
        "      <td> 2</td>\n",
        "      <td> Q1110111</td>\n",
        "      <td> 111011111A</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>57</th>\n",
        "      <td> 1163</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 40</td>\n",
        "      <td>  444</td>\n",
        "      <td> 6</td>\n",
        "      <td> 188</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 6</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>58</th>\n",
        "      <td> 1164</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 40</td>\n",
        "      <td>  490</td>\n",
        "      <td> 5</td>\n",
        "      <td> 167</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 4</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>59</th>\n",
        "      <td> 1165</td>\n",
        "      <td> 4749</td>\n",
        "      <td> 40</td>\n",
        "      <td>  290</td>\n",
        "      <td> 2</td>\n",
        "      <td> 165</td>\n",
        "      <td> BackgroundFrame</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td>      NaN</td>\n",
        "      <td> 2</td>\n",
        "      <td> R0010000</td>\n",
        "      <td> 001000000B</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>1133 rows \u00d7 13 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "    index subId  trial  fixDuration  fixAois  pupil      lastMessage  acc  \\\n",
        "0       8  4749      1          216        2    160  BackgroundFrame  NaN   \n",
        "1       9  4749      1          516        2    151  BackgroundFrame  NaN   \n",
        "2      10  4749      1          278        6    156  BackgroundFrame  NaN   \n",
        "3      11  4749      1          460        6    159  BackgroundFrame  NaN   \n",
        "4      12  4749      1          212        4    186  BackgroundFrame  NaN   \n",
        "5      13  4749      1         1500        2    180  BackgroundFrame  NaN   \n",
        "6      15  4749      1           30        2    224  BackgroundFrame  NaN   \n",
        "7      16  4749      1          296        6    220  BackgroundFrame  NaN   \n",
        "8      57  4749      2          182        2    194  BackgroundFrame    1   \n",
        "9      60  4749      2          230        2    156  BackgroundFrame    1   \n",
        "10     97  4749      3          446        4    231  BackgroundFrame    0   \n",
        "11    100  4749      3         1966        2    182  BackgroundFrame    0   \n",
        "12    101  4749      3          248        2    203  BackgroundFrame    0   \n",
        "13    137  4749      4          280        6    212  BackgroundFrame    0   \n",
        "14    138  4749      4          362        2    179  BackgroundFrame    0   \n",
        "15    171  4749      5          224        2    125  BackgroundFrame  NaN   \n",
        "16    172  4749      5          196        2    125  BackgroundFrame  NaN   \n",
        "17    173  4749      5         1526        2    161  BackgroundFrame  NaN   \n",
        "18    174  4749      5          388        5    158  BackgroundFrame  NaN   \n",
        "19    175  4749      5          380        2    160  BackgroundFrame  NaN   \n",
        "20    177  4749      5          232        2    154  BackgroundFrame  NaN   \n",
        "21    178  4749      5          452        2    141  BackgroundFrame  NaN   \n",
        "22    338  4749     11          198        2    159  BackgroundFrame    0   \n",
        "23    339  4749     11          946        2    144  BackgroundFrame    0   \n",
        "24    340  4749     11          362        6    159  BackgroundFrame    0   \n",
        "25    341  4749     11          216        6    145  BackgroundFrame    0   \n",
        "26    342  4749     11          588        2    156  BackgroundFrame    0   \n",
        "27    343  4749     11          326        6    155  BackgroundFrame    0   \n",
        "28    382  4749     12          766        2    165  BackgroundFrame    1   \n",
        "29    383  4749     12          262        6    179  BackgroundFrame    1   \n",
        "30    384  4749     12          538        6    164  BackgroundFrame    1   \n",
        "31    459  4749     14          730        2    136  BackgroundFrame    1   \n",
        "32    497  4749     15          420        4    164  BackgroundFrame    0   \n",
        "33    499  4749     15          246        2    171  BackgroundFrame    0   \n",
        "34    501  4749     15          262        2    149  BackgroundFrame    0   \n",
        "35    502  4749     15          416        2    141  BackgroundFrame    0   \n",
        "36    539  4749     16          254        4    207  BackgroundFrame  NaN   \n",
        "37    540  4749     16         1260        2    240  BackgroundFrame  NaN   \n",
        "38    543  4749     16          406        2    188  BackgroundFrame  NaN   \n",
        "39    545  4749     16          190        2    194  BackgroundFrame  NaN   \n",
        "40    546  4749     16          724        2    170  BackgroundFrame  NaN   \n",
        "41    548  4749     16          402        2    246  BackgroundFrame  NaN   \n",
        "42    707  4749     23          458        2    166  BackgroundFrame    1   \n",
        "43    710  4749     23         1940        2    184  BackgroundFrame    1   \n",
        "44    844  4749     28          212        2    190  BackgroundFrame    1   \n",
        "45    845  4749     28          220        2    174  BackgroundFrame    1   \n",
        "46    846  4749     28          626        2    191  BackgroundFrame    1   \n",
        "47    847  4749     28          282        4    212  BackgroundFrame    1   \n",
        "48    848  4749     28          520        2    209  BackgroundFrame    1   \n",
        "49    883  4749     29          390        2    192  BackgroundFrame    1   \n",
        "50   1011  4749     34          384        2    183  BackgroundFrame  NaN   \n",
        "51   1012  4749     34         2604        4    224  BackgroundFrame  NaN   \n",
        "52   1062  4749     36           98        1    177  BackgroundFrame    0   \n",
        "53   1110  4749     38          270        2    222  BackgroundFrame  NaN   \n",
        "54   1111  4749     38          258        2    231  BackgroundFrame  NaN   \n",
        "55   1140  4749     39          224        2    202  BackgroundFrame    1   \n",
        "56   1141  4749     39          884        2    207  BackgroundFrame    1   \n",
        "57   1163  4749     40          444        6    188  BackgroundFrame  NaN   \n",
        "58   1164  4749     40          490        5    167  BackgroundFrame  NaN   \n",
        "59   1165  4749     40          290        2    165  BackgroundFrame  NaN   \n",
        "      ...   ...    ...          ...      ...    ...              ...  ...   \n",
        "\n",
        "    look_loc   look_rt  nameFeatIdx  featVect longFeatVect  \n",
        "0          0       NaN            2  R0000100   000010000B  \n",
        "1          0       NaN            2  R0000100   000010000B  \n",
        "2          0       NaN            6  R0000100   000010000B  \n",
        "3          0       NaN            6  R0000100   000010000B  \n",
        "4          0       NaN            7  R0000100   000010000B  \n",
        "5          0       NaN            2  R0000100   000010000B  \n",
        "6          0       NaN            2  R0000100   000010000B  \n",
        "7          0       NaN            6  R0000100   000010000B  \n",
        "8          1  3997.219            2  R0000100   000010000B  \n",
        "9          1  3997.219            2  R0000100   000010000B  \n",
        "10         2  6087.442            7  R1000000   100000000B  \n",
        "11         2  6087.442            2  R1000000   100000000B  \n",
        "12         2  6087.442            2  R1000000   100000000B  \n",
        "13         2  3685.789            6  R1000000   100000000B  \n",
        "14         2  3685.789            2  R1000000   100000000B  \n",
        "15         0       NaN            2  Q1111101   111110111A  \n",
        "16         0       NaN            2  Q1111101   111110111A  \n",
        "17         0       NaN            2  Q1111101   111110111A  \n",
        "18         0       NaN            4  Q1111101   111110111A  \n",
        "19         0       NaN            2  Q1111101   111110111A  \n",
        "20         0       NaN            2  Q1111101   111110111A  \n",
        "21         0       NaN            2  Q1111101   111110111A  \n",
        "22         2  6111.646            2  R0010000   001000000B  \n",
        "23         2  6111.646            2  R0010000   001000000B  \n",
        "24         2  6111.646            6  R0010000   001000000B  \n",
        "25         2  6111.646            6  R0010000   001000000B  \n",
        "26         2  6111.646            2  R0010000   001000000B  \n",
        "27         2  6111.646            6  R0010000   001000000B  \n",
        "28         2  5174.547            2  Q1110111   111011111A  \n",
        "29         2  5174.547            6  Q1110111   111011111A  \n",
        "30         2  5174.547            6  Q1110111   111011111A  \n",
        "31         2  4244.450            2  Q1101111   110111111A  \n",
        "32         1  4613.224            7  Q1111011   111101111A  \n",
        "33         1  4613.224            2  Q1111011   111101111A  \n",
        "34         1  4613.224            2  Q1111011   111101111A  \n",
        "35         1  4613.224            2  Q1111011   111101111A  \n",
        "36         0       NaN            7  R0000100   000010000B  \n",
        "37         0       NaN            2  R0000100   000010000B  \n",
        "38         0       NaN            2  R0000100   000010000B  \n",
        "39         0       NaN            2  R0000100   000010000B  \n",
        "40         0       NaN            2  R0000100   000010000B  \n",
        "41         0       NaN            2  R0000100   000010000B  \n",
        "42         1  5803.177            2  R0001000   000100000B  \n",
        "43         1  5803.177            2  R0001000   000100000B  \n",
        "44         1  6718.218            2  R0000000   000000000B  \n",
        "45         1  6718.218            2  R0000000   000000000B  \n",
        "46         1  6718.218            2  R0000000   000000000B  \n",
        "47         1  6718.218            7  R0000000   000000000B  \n",
        "48         1  6718.218            2  R0000000   000000000B  \n",
        "49         2  3685.107            2  Q1111011   111101111A  \n",
        "50         0       NaN            2  R0100000   010000000B  \n",
        "51         0       NaN            7  R0100000   010000000B  \n",
        "52         2  4798.927            1  R0000010   000001000B  \n",
        "53         0       NaN            2  Q1111111   111111111A  \n",
        "54         0       NaN            2  Q1111111   111111111A  \n",
        "55         2  4284.314            2  Q1110111   111011111A  \n",
        "56         2  4284.314            2  Q1110111   111011111A  \n",
        "57         0       NaN            6  R0010000   001000000B  \n",
        "58         0       NaN            4  R0010000   001000000B  \n",
        "59         0       NaN            2  R0010000   001000000B  \n",
        "         ...       ...          ...       ...          ...  \n",
        "\n",
        "[1133 rows x 13 columns]"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    }
   ],
   "metadata": {}
  }
 ]
}