S1_Code_Experiment1_Data_Import.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center><h1>Supplement S1 of</h1><h2>Categorical Perception of Fear and Anger Expressions in Whole,<br>Masked and Composite Faces.</h2></center>\n",
    "<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Data for Experiment 1 (Masking)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This file contains the full code to extract all information from the original logfiles, count the responses and create a table with the main results, which can be used in later analyses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import fnmatch\n",
    "import os\n",
    "import sys\n",
    "import csv\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('max_columns', 100)\n",
    "pd.set_option('max_rows', 1000)\n",
    "\n",
    "%pylab inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get List of Subject Files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def getsubject(whichfolder, whichexperiment):\n",
    "    #os.chdir(whichfolder)\n",
    "    pList = []\n",
    "    for fileName in os.listdir(whichfolder):\n",
    "        if fnmatch.fnmatch(fileName, whichexperiment):\n",
    "            pList.append(whichfolder+fileName)\n",
    "    return pList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pList = getsubject(\"./data/exp1/\", \"*.log\")\n",
    "pList.sort()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./data/exp1/01-Vp001_ParaMasked_pt1.log',\n",
       " './data/exp1/01-Vp001_ParaMasked_pt2.log',\n",
       " './data/exp1/02-Vp002_ParaMasked_pt1.log',\n",
       " './data/exp1/02-Vp002_ParaMasked_pt2.log',\n",
       " './data/exp1/03-Vp003_ParaMasked_pt1.log',\n",
       " './data/exp1/03-Vp003_ParaMasked_pt2.log',\n",
       " './data/exp1/04-Vp004_ParaMasked_pt1.log',\n",
       " './data/exp1/04-Vp004_ParaMasked_pt2.log',\n",
       " './data/exp1/05-Vp005_ParaMasked_pt1.log',\n",
       " './data/exp1/05-Vp005_ParaMasked_pt2.log']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pList[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute Number of hits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def howmany(d):\n",
    "    i = 0.\n",
    "    for e in d:\n",
    "        if d[e] == \"hit\":\n",
    "            i = i + 1\n",
    "    return i/len(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find Entries and count # of hits for each condition"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the logfiles, the masking conditions have a legacy naming, which goes as follows:\n",
    "- whole face: 'orig'\n",
    "- upper half: 'nom' (no mouth)\n",
    "- lower half: 'noe' (no eyes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def findentry_sub(cond,grade,filename):\n",
    "    tempDict = {}\n",
    "    fileContent = open(filename,'r')\n",
    "    origArray = [\"*_00_orig*\", \"*_01_orig*\", \"*_02_orig*\", \"*_03_orig*\", \"*_04_orig*\", \"*_05_orig*\", \"*_06_orig*\", \"*_07_orig*\", \"*_08_orig*\", \"*_09_orig*\", \"*_10_orig*\"]\n",
    "    noeArray = [\"*_00_noe*\", \"*_01_noe*\", \"*_02_noe*\", \"*_03_noe*\", \"*_04_noe*\", \"*_05_noe*\", \"*_06_noe*\", \"*_07_noe*\", \"*_08_noe*\", \"*_09_noe*\", \"*_10_noe*\"]\n",
    "    nomArray = [\"*_00_nom*\", \"*_01_nom*\", \"*_02_nom*\", \"*_03_nom*\", \"*_04_nom*\", \"*_05_nom*\", \"*_06_nom*\", \"*_07_nom*\", \"*_08_nom*\", \"*_09_nom*\", \"*_10_nom*\"]\n",
    "    condArray = [origArray, noeArray, nomArray]\n",
    "\n",
    "    for entry in fileContent:\n",
    "            if fnmatch.fnmatch(entry, condArray[cond][grade]) == True:\n",
    "                thisEntry = entry.split()\n",
    "                picName = thisEntry[3][:-4]\n",
    "                response = thisEntry[-2]\n",
    "                tempDict[picName] = response\n",
    "\n",
    "    return howmany(tempDict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example (for one condition, one morph and one logfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "findentry_sub(0,0,pList[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For all morphing grades in one condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_cond(cond,filename):\n",
    "    d = {}\n",
    "    for i in np.arange(0,11):\n",
    "        if i < 10:\n",
    "            d[\"m0\"+str(i)] = findentry_sub(cond,i,filename)\n",
    "        else:\n",
    "            d[\"m\"+str(i)] = findentry_sub(cond,i,filename)\n",
    "    return d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'m00': 0.1,\n",
       " 'm01': 0.15,\n",
       " 'm02': 0.25,\n",
       " 'm03': 0.25,\n",
       " 'm04': 0.35,\n",
       " 'm05': 0.6,\n",
       " 'm06': 0.65,\n",
       " 'm07': 0.9,\n",
       " 'm08': 1.0,\n",
       " 'm09': 1.0,\n",
       " 'm10': 1.0}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_cond(0,pList[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For all Conditions in one experiment part"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_pt(filename):\n",
    "    d = {}\n",
    "    for i in np.arange(0,3):\n",
    "        d[i] = get_cond(i,filename)\n",
    "    return d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: {'m00': 0.1,\n",
       "  'm01': 0.15,\n",
       "  'm02': 0.25,\n",
       "  'm03': 0.25,\n",
       "  'm04': 0.35,\n",
       "  'm05': 0.6,\n",
       "  'm06': 0.65,\n",
       "  'm07': 0.9,\n",
       "  'm08': 1.0,\n",
       "  'm09': 1.0,\n",
       "  'm10': 1.0},\n",
       " 1: {'m00': 0.2,\n",
       "  'm01': 0.4,\n",
       "  'm02': 0.35,\n",
       "  'm03': 0.4,\n",
       "  'm04': 0.45,\n",
       "  'm05': 0.5,\n",
       "  'm06': 0.8,\n",
       "  'm07': 0.75,\n",
       "  'm08': 0.85,\n",
       "  'm09': 0.7,\n",
       "  'm10': 0.75},\n",
       " 2: {'m00': 0.15,\n",
       "  'm01': 0.0,\n",
       "  'm02': 0.2,\n",
       "  'm03': 0.2,\n",
       "  'm04': 0.4,\n",
       "  'm05': 0.3,\n",
       "  'm06': 0.5,\n",
       "  'm07': 0.85,\n",
       "  'm08': 0.85,\n",
       "  'm09': 1.0,\n",
       "  'm10': 0.95}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_pt(pList[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_ident_parts(pList,p):\n",
    "    pt1 = get_pt(pList[p])\n",
    "    pt2 = get_pt(pList[p+1])\n",
    "    return pt1,pt2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def make_ident_df(pList,p):\n",
    "    # each subject has two logfiles which follow each other\n",
    "    # in the file list\n",
    "    pt1_df = pd.DataFrame(get_ident_parts(pList,p)[0])\n",
    "    pt2_df = pd.DataFrame(get_ident_parts(pList,p)[1])\n",
    "    cond_names = [\"whole\",\"mouth\",\"eyes\"]\n",
    "    pt1_df.columns = cond_names\n",
    "    pt2_df.columns = cond_names\n",
    "    avg_df = (pt1_df + pt2_df)/2\n",
    "    return pt1_df, pt2_df, avg_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>whole</th>\n",
       "      <th>mouth</th>\n",
       "      <th>eyes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>m00</th>\n",
       "      <td>0.125</td>\n",
       "      <td>0.325</td>\n",
       "      <td>0.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.250</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.675</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     whole  mouth   eyes\n",
       "m00  0.125  0.325  0.125\n",
       "m01  0.175  0.425  0.050\n",
       "m02  0.250  0.400  0.175\n",
       "m03  0.200  0.525  0.225\n",
       "m04  0.275  0.575  0.425\n",
       "m05  0.600  0.600  0.425\n",
       "m06  0.675  0.750  0.650\n",
       "m07  0.950  0.800  0.850\n",
       "m08  0.975  0.850  0.900\n",
       "m09  1.000  0.825  0.975\n",
       "m10  1.000  0.825  0.975"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_ident_df(pList,0)[2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Data for entire sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def make_ident_sample(pList):\n",
    "    # make the first subject to establish the df-structure\n",
    "    pt1_df, pt2_df, avg_df = make_ident_df(pList,0)\n",
    "    pt1_df.index = [[\"p001\"]*len(pt1_df), pt1_df.index ]\n",
    "    pt2_df.index = [[\"p001\"]*len(pt2_df), pt2_df.index ]\n",
    "    avg_df.index = [[\"p001\"]*len(avg_df), avg_df.index ]\n",
    "    \n",
    "    # make the rest of the sample\n",
    "    for p_nr in range(2,len(pList),2):\n",
    "        p_pt1,p_pt2,p_avg = make_ident_df(pList,p_nr)\n",
    "        # get the naming of the subject right\n",
    "        thisNr = \"00\"+str(p_nr/2+1)\n",
    "        p_pt1.index = [['p'+thisNr[-3:] ]*len(p_pt1), p_pt1.index ]\n",
    "        p_pt2.index = [['p'+thisNr[-3:] ]*len(p_pt2), p_pt2.index ]\n",
    "        p_avg.index = [['p'+thisNr[-3:] ]*len(p_avg), p_avg.index ]\n",
    "\n",
    "        # add this subject to sample-df\n",
    "        pt1_df = pd.concat([pt1_df,p_pt1])\n",
    "        pt2_df = pd.concat([pt2_df,p_pt2])\n",
    "        avg_df = pd.concat([avg_df,p_avg])\n",
    "\n",
    "    # finalising the df\n",
    "    pt1_df.index.names = ['p','grade']\n",
    "    pt2_df.index.names = ['p','grade']\n",
    "    avg_df.index.names = ['p','grade']\n",
    "    \n",
    "    cond_names = [\"whole\",\"mouth\",\"eyes\"]\n",
    "    pt1_df.columns = cond_names\n",
    "    pt2_df.columns = cond_names\n",
    "    avg_df.columns = cond_names\n",
    "    \n",
    "    return pt1_df, pt2_df, avg_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>whole</th>\n",
       "      <th>mouth</th>\n",
       "      <th>eyes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p</th>\n",
       "      <th>grade</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p001</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.125</td>\n",
       "      <td>0.325</td>\n",
       "      <td>0.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.250</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.675</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p002</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.325</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.375</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.575</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.700</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.875</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p003</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.125</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.475</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.675</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.775</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p004</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.125</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.325</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.325</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.800</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.875</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.875</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p005</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.450</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.825</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.775</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p006</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.450</td>\n",
       "      <td>0.475</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.775</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.875</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p007</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.125</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.325</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.800</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p008</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.250</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.300</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.425</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.625</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p009</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.075</td>\n",
       "      <td>0.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.250</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.350</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.625</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.800</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p010</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.300</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.250</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.700</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p011</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.325</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.775</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.925</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.900</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p012</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.125</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.250</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.375</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.475</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.675</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p013</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.325</td>\n",
       "      <td>0.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.125</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.625</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.725</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.925</td>\n",
       "      <td>0.925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.925</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p014</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.500</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.625</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.825</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p015</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.350</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.375</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.675</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.825</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p016</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.475</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.625</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.800</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.975</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.975</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p017</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.575</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.550</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.625</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.650</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.700</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.775</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.825</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.825</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.825</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p018</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.450</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.425</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.425</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.450</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.550</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.575</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.625</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.525</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.875</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.800</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p019</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.475</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.525</td>\n",
       "      <td>0.475</td>\n",
       "      <td>0.475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.775</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.925</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p020</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.325</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.350</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.725</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.750</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.875</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.475</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.875</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p021</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.325</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.450</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.700</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p022</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.225</td>\n",
       "      <td>0.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.325</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.475</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.775</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p023</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.125</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.325</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.525</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.750</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p024</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.100</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.275</td>\n",
       "      <td>0.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.550</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.800</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.925</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p025</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.425</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.500</td>\n",
       "      <td>0.475</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.450</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.700</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.750</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p026</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.300</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.475</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.700</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.875</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p027</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.175</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.200</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.300</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.325</td>\n",
       "      <td>0.600</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.500</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.750</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.925</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.925</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.850</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p028</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.325</td>\n",
       "      <td>0.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.025</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.150</td>\n",
       "      <td>0.325</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.250</td>\n",
       "      <td>0.425</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.275</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.550</td>\n",
       "      <td>0.725</td>\n",
       "      <td>0.425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.700</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.975</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p029</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.050</td>\n",
       "      <td>0.200</td>\n",
       "      <td>0.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.075</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.225</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.250</td>\n",
       "      <td>0.350</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.650</td>\n",
       "      <td>0.525</td>\n",
       "      <td>0.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.675</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>0.825</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.900</td>\n",
       "      <td>0.775</td>\n",
       "      <td>0.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>0.950</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p030</th>\n",
       "      <th>m00</th>\n",
       "      <td>0.350</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>0.375</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.575</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>0.525</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>0.450</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>0.650</td>\n",
       "      <td>0.675</td>\n",
       "      <td>0.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.700</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.825</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>0.950</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.850</td>\n",
       "      <td>0.875</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            whole  mouth   eyes\n",
       "p    grade                     \n",
       "p001 m00    0.125  0.325  0.125\n",
       "     m01    0.175  0.425  0.050\n",
       "     m02    0.250  0.400  0.175\n",
       "     m03    0.200  0.525  0.225\n",
       "     m04    0.275  0.575  0.425\n",
       "     m05    0.600  0.600  0.425\n",
       "     m06    0.675  0.750  0.650\n",
       "     m07    0.950  0.800  0.850\n",
       "     m08    0.975  0.850  0.900\n",
       "     m09    1.000  0.825  0.975\n",
       "     m10    1.000  0.825  0.975\n",
       "p002 m00    0.150  0.175  0.225\n",
       "     m01    0.000  0.200  0.250\n",
       "     m02    0.050  0.300  0.275\n",
       "     m03    0.150  0.325  0.350\n",
       "     m04    0.225  0.400  0.450\n",
       "     m05    0.375  0.550  0.600\n",
       "     m06    0.575  0.750  0.725\n",
       "     m07    0.700  0.750  0.825\n",
       "     m08    0.875  0.850  0.900\n",
       "     m09    0.900  0.825  0.925\n",
       "     m10    0.975  0.900  0.900\n",
       "p003 m00    0.125  0.250  0.300\n",
       "     m01    0.150  0.250  0.375\n",
       "     m02    0.150  0.375  0.450\n",
       "     m03    0.200  0.425  0.625\n",
       "     m04    0.475  0.600  0.700\n",
       "     m05    0.675  0.525  0.750\n",
       "     m06    0.775  0.725  0.875\n",
       "     m07    0.975  0.650  0.850\n",
       "     m08    1.000  0.650  0.850\n",
       "     m09    1.000  0.775  0.975\n",
       "     m10    1.000  0.850  0.975\n",
       "p004 m00    0.050  0.200  0.225\n",
       "     m01    0.075  0.300  0.275\n",
       "     m02    0.200  0.350  0.375\n",
       "     m03    0.125  0.225  0.275\n",
       "     m04    0.325  0.400  0.375\n",
       "     m05    0.325  0.450  0.575\n",
       "     m06    0.600  0.450  0.675\n",
       "     m07    0.800  0.525  0.575\n",
       "     m08    0.875  0.650  0.775\n",
       "     m09    0.850  0.575  0.800\n",
       "     m10    0.875  0.575  0.875\n",
       "p005 m00    0.000  0.200  0.050\n",
       "     m01    0.000  0.200  0.025\n",
       "     m02    0.100  0.300  0.150\n",
       "     m03    0.150  0.275  0.275\n",
       "     m04    0.200  0.350  0.250\n",
       "     m05    0.225  0.275  0.350\n",
       "     m06    0.450  0.450  0.525\n",
       "     m07    0.600  0.400  0.600\n",
       "     m08    0.825  0.575  0.825\n",
       "     m09    0.775  0.650  0.875\n",
       "     m10    0.850  0.550  0.875\n",
       "p006 m00    0.050  0.175  0.050\n",
       "     m01    0.075  0.175  0.075\n",
       "     m02    0.025  0.225  0.075\n",
       "     m03    0.075  0.350  0.050\n",
       "     m04    0.175  0.375  0.350\n",
       "     m05    0.450  0.475  0.400\n",
       "     m06    0.775  0.625  0.700\n",
       "     m07    0.950  0.675  0.825\n",
       "     m08    0.950  0.750  0.975\n",
       "     m09    1.000  0.850  0.975\n",
       "     m10    1.000  0.875  1.000\n",
       "p007 m00    0.125  0.375  0.100\n",
       "     m01    0.100  0.550  0.100\n",
       "     m02    0.150  0.575  0.200\n",
       "     m03    0.225  0.450  0.225\n",
       "     m04    0.150  0.550  0.250\n",
       "     m05    0.325  0.650  0.450\n",
       "     m06    0.600  0.725  0.600\n",
       "     m07    0.800  0.925  0.700\n",
       "     m08    0.900  0.950  0.850\n",
       "     m09    0.950  0.875  0.900\n",
       "     m10    0.975  0.875  0.950\n",
       "p008 m00    0.175  0.600  0.150\n",
       "     m01    0.275  0.675  0.150\n",
       "     m02    0.250  0.650  0.300\n",
       "     m03    0.300  0.625  0.325\n",
       "     m04    0.425  0.675  0.300\n",
       "     m05    0.600  0.725  0.425\n",
       "     m06    0.625  0.800  0.650\n",
       "     m07    0.900  0.900  0.800\n",
       "     m08    0.950  0.950  0.975\n",
       "     m09    0.950  0.925  0.925\n",
       "     m10    1.000  0.925  0.975\n",
       "p009 m00    0.050  0.100  0.025\n",
       "     m01    0.025  0.075  0.025\n",
       "     m02    0.000  0.200  0.050\n",
       "     m03    0.050  0.200  0.150\n",
       "     m04    0.250  0.275  0.225\n",
       "     m05    0.350  0.625  0.450\n",
       "     m06    0.625  0.650  0.550\n",
       "     m07    0.800  0.800  0.875\n",
       "     m08    0.950  0.850  0.850\n",
       "     m09    0.975  0.850  0.950\n",
       "     m10    1.000  0.875  0.975\n",
       "p010 m00    0.150  0.350  0.175\n",
       "     m01    0.225  0.375  0.350\n",
       "     m02    0.300  0.375  0.375\n",
       "     m03    0.275  0.500  0.375\n",
       "     m04    0.250  0.550  0.400\n",
       "     m05    0.600  0.600  0.400\n",
       "     m06    0.700  0.700  0.525\n",
       "     m07    0.850  0.700  0.700\n",
       "     m08    0.975  0.775  0.875\n",
       "     m09    0.950  0.700  0.825\n",
       "     m10    1.000  0.850  0.850\n",
       "p011 m00    0.025  0.325  0.050\n",
       "     m01    0.100  0.250  0.050\n",
       "     m02    0.100  0.425  0.075\n",
       "     m03    0.075  0.450  0.100\n",
       "     m04    0.200  0.575  0.275\n",
       "     m05    0.400  0.675  0.250\n",
       "     m06    0.775  0.825  0.450\n",
       "     m07    0.900  0.925  0.800\n",
       "     m08    0.925  1.000  0.900\n",
       "     m09    0.950  0.900  1.000\n",
       "     m10    1.000  0.950  0.975\n",
       "p012 m00    0.125  0.375  0.250\n",
       "     m01    0.075  0.450  0.275\n",
       "     m02    0.250  0.450  0.325\n",
       "     m03    0.375  0.450  0.250\n",
       "     m04    0.475  0.575  0.450\n",
       "     m05    0.675  0.625  0.550\n",
       "     m06    0.850  0.850  0.625\n",
       "     m07    1.000  0.850  0.700\n",
       "     m08    0.950  0.925  0.875\n",
       "     m09    1.000  0.950  0.900\n",
       "     m10    0.950  0.875  0.950\n",
       "p013 m00    0.025  0.375  0.000\n",
       "     m01    0.025  0.325  0.125\n",
       "     m02    0.025  0.450  0.150\n",
       "     m03    0.125  0.450  0.175\n",
       "     m04    0.225  0.600  0.250\n",
       "     m05    0.275  0.650  0.350\n",
       "     m06    0.625  0.700  0.575\n",
       "     m07    0.725  0.775  0.775\n",
       "     m08    0.900  0.925  0.925\n",
       "     m09    0.925  0.800  0.875\n",
       "     m10    0.950  0.800  0.975\n",
       "p014 m00    0.050  0.100  0.050\n",
       "     m01    0.025  0.025  0.075\n",
       "     m02    0.100  0.300  0.100\n",
       "     m03    0.100  0.125  0.250\n",
       "     m04    0.225  0.225  0.300\n",
       "     m05    0.500  0.250  0.500\n",
       "     m06    0.625  0.575  0.625\n",
       "     m07    0.825  0.650  0.800\n",
       "     m08    0.975  0.750  0.950\n",
       "     m09    0.975  0.750  0.975\n",
       "     m10    1.000  0.800  0.950\n",
       "p015 m00    0.075  0.275  0.125\n",
       "     m01    0.050  0.225  0.075\n",
       "     m02    0.100  0.300  0.075\n",
       "     m03    0.175  0.350  0.350\n",
       "     m04    0.350  0.375  0.225\n",
       "     m05    0.375  0.425  0.425\n",
       "     m06    0.675  0.500  0.525\n",
       "     m07    0.825  0.550  0.650\n",
       "     m08    0.950  0.550  0.750\n",
       "     m09    0.975  0.550  0.900\n",
       "     m10    1.000  0.625  0.900\n",
       "p016 m00    0.100  0.375  0.050\n",
       "     m01    0.050  0.450  0.150\n",
       "     m02    0.100  0.500  0.175\n",
       "     m03    0.175  0.525  0.175\n",
       "     m04    0.275  0.625  0.225\n",
       "     m05    0.475  0.800  0.425\n",
       "     m06    0.625  0.800  0.625\n",
       "     m07    0.800  0.850  0.825\n",
       "     m08    0.900  0.975  0.950\n",
       "     m09    1.000  0.950  0.950\n",
       "     m10    1.000  0.975  0.975\n",
       "p017 m00    0.575  0.525  0.625\n",
       "     m01    0.400  0.550  0.625\n",
       "     m02    0.600  0.625  0.675\n",
       "     m03    0.550  0.650  0.650\n",
       "     m04    0.625  0.650  0.550\n",
       "     m05    0.650  0.700  0.600\n",
       "     m06    0.700  0.675  0.675\n",
       "     m07    0.775  0.625  0.625\n",
       "     m08    0.825  0.700  0.825\n",
       "     m09    0.825  0.750  0.875\n",
       "     m10    0.825  0.650  0.850\n",
       "p018 m00    0.450  0.550  0.350\n",
       "     m01    0.425  0.550  0.450\n",
       "     m02    0.425  0.500  0.550\n",
       "     m03    0.450  0.525  0.375\n",
       "     m04    0.550  0.600  0.650\n",
       "     m05    0.575  0.450  0.550\n",
       "     m06    0.625  0.625  0.650\n",
       "     m07    0.525  0.575  0.725\n",
       "     m08    0.875  0.500  0.725\n",
       "     m09    0.900  0.650  0.800\n",
       "     m10    0.800  0.500  0.950\n",
       "p019 m00    0.050  0.350  0.075\n",
       "     m01    0.025  0.300  0.050\n",
       "     m02    0.100  0.375  0.150\n",
       "     m03    0.075  0.400  0.225\n",
       "     m04    0.225  0.475  0.300\n",
       "     m05    0.525  0.475  0.475\n",
       "     m06    0.775  0.725  0.725\n",
       "     m07    0.950  0.850  0.900\n",
       "     m08    0.975  0.825  0.950\n",
       "     m09    1.000  0.825  0.975\n",
       "     m10    1.000  0.925  1.000\n",
       "p020 m00    0.275  0.200  0.275\n",
       "     m01    0.275  0.400  0.350\n",
       "     m02    0.325  0.200  0.425\n",
       "     m03    0.350  0.400  0.450\n",
       "     m04    0.400  0.400  0.525\n",
       "     m05    0.600  0.375  0.650\n",
       "     m06    0.725  0.400  0.675\n",
       "     m07    0.750  0.375  0.775\n",
       "     m08    0.875  0.400  0.900\n",
       "     m09    0.900  0.475  0.850\n",
       "     m10    0.875  0.400  0.875\n",
       "p021 m00    0.025  0.175  0.025\n",
       "     m01    0.025  0.275  0.050\n",
       "     m02    0.050  0.275  0.050\n",
       "     m03    0.100  0.300  0.050\n",
       "     m04    0.175  0.425  0.075\n",
       "     m05    0.325  0.525  0.200\n",
       "     m06    0.450  0.525  0.250\n",
       "     m07    0.700  0.550  0.450\n",
       "     m08    0.850  0.650  0.600\n",
       "     m09    0.950  0.825  0.875\n",
       "     m10    1.000  0.750  0.875\n",
       "p022 m00    0.050  0.225  0.050\n",
       "     m01    0.050  0.200  0.075\n",
       "     m02    0.100  0.225  0.125\n",
       "     m03    0.175  0.300  0.150\n",
       "     m04    0.325  0.400  0.350\n",
       "     m05    0.475  0.575  0.450\n",
       "     m06    0.600  0.725  0.575\n",
       "     m07    0.775  0.750  0.775\n",
       "     m08    0.950  0.800  0.875\n",
       "     m09    1.000  0.900  1.000\n",
       "     m10    1.000  0.900  0.950\n",
       "p023 m00    0.075  0.200  0.150\n",
       "     m01    0.025  0.200  0.175\n",
       "     m02    0.125  0.150  0.075\n",
       "     m03    0.200  0.250  0.250\n",
       "     m04    0.325  0.375  0.325\n",
       "     m05    0.525  0.425  0.500\n",
       "     m06    0.750  0.550  0.675\n",
       "     m07    0.900  0.675  0.850\n",
       "     m08    0.975  0.700  0.925\n",
       "     m09    1.000  0.750  0.950\n",
       "     m10    1.000  0.800  1.000\n",
       "p024 m00    0.100  0.250  0.125\n",
       "     m01    0.175  0.300  0.100\n",
       "     m02    0.150  0.275  0.200\n",
       "     m03    0.200  0.375  0.300\n",
       "     m04    0.275  0.300  0.350\n",
       "     m05    0.550  0.400  0.450\n",
       "     m06    0.800  0.550  0.725\n",
       "     m07    0.925  0.675  0.825\n",
       "     m08    0.975  0.725  0.950\n",
       "     m09    0.975  0.725  0.975\n",
       "     m10    1.000  0.800  0.975\n",
       "p025 m00    0.200  0.450  0.175\n",
       "     m01    0.175  0.425  0.225\n",
       "     m02    0.275  0.375  0.225\n",
       "     m03    0.225  0.425  0.325\n",
       "     m04    0.425  0.500  0.325\n",
       "     m05    0.500  0.475  0.425\n",
       "     m06    0.600  0.450  0.400\n",
       "     m07    0.700  0.575  0.725\n",
       "     m08    0.750  0.550  0.900\n",
       "     m09    0.900  0.600  0.900\n",
       "     m10    0.950  0.700  0.850\n",
       "p026 m00    0.075  0.200  0.150\n",
       "     m01    0.075  0.300  0.250\n",
       "     m02    0.050  0.175  0.225\n",
       "     m03    0.075  0.300  0.300\n",
       "     m04    0.225  0.350  0.400\n",
       "     m05    0.475  0.400  0.525\n",
       "     m06    0.700  0.525  0.675\n",
       "     m07    0.875  0.500  0.800\n",
       "     m08    0.975  0.675  0.875\n",
       "     m09    1.000  0.700  0.875\n",
       "     m10    1.000  0.725  0.975\n",
       "p027 m00    0.075  0.200  0.175\n",
       "     m01    0.175  0.350  0.275\n",
       "     m02    0.200  0.375  0.300\n",
       "     m03    0.300  0.525  0.500\n",
       "     m04    0.325  0.600  0.550\n",
       "     m05    0.500  0.700  0.625\n",
       "     m06    0.750  0.850  0.700\n",
       "     m07    0.925  0.850  0.875\n",
       "     m08    0.925  0.825  0.875\n",
       "     m09    1.000  0.900  0.975\n",
       "     m10    1.000  0.850  1.000\n",
       "p028 m00    0.075  0.325  0.025\n",
       "     m01    0.025  0.250  0.100\n",
       "     m02    0.025  0.375  0.100\n",
       "     m03    0.150  0.325  0.175\n",
       "     m04    0.250  0.425  0.225\n",
       "     m05    0.275  0.550  0.225\n",
       "     m06    0.550  0.725  0.425\n",
       "     m07    0.700  0.675  0.675\n",
       "     m08    0.850  0.750  0.850\n",
       "     m09    0.975  0.800  0.900\n",
       "     m10    0.975  0.850  0.900\n",
       "p029 m00    0.000  0.125  0.025\n",
       "     m01    0.050  0.150  0.050\n",
       "     m02    0.050  0.200  0.100\n",
       "     m03    0.075  0.175  0.125\n",
       "     m04    0.225  0.250  0.175\n",
       "     m05    0.250  0.350  0.300\n",
       "     m06    0.650  0.525  0.500\n",
       "     m07    0.675  0.575  0.725\n",
       "     m08    0.825  0.675  0.825\n",
       "     m09    0.900  0.775  0.900\n",
       "     m10    0.950  0.700  0.875\n",
       "p030 m00    0.350  0.625  0.325\n",
       "     m01    0.375  0.550  0.450\n",
       "     m02    0.400  0.575  0.400\n",
       "     m03    0.525  0.650  0.550\n",
       "     m04    0.450  0.700  0.600\n",
       "     m05    0.650  0.675  0.600\n",
       "     m06    0.850  0.700  0.725\n",
       "     m07    0.850  0.825  0.725\n",
       "     m08    1.000  0.800  0.750\n",
       "     m09    0.950  1.000  0.875\n",
       "     m10    1.000  0.850  0.875"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pt1_df, pt2_df, avg_df = make_ident_sample(pList)\n",
    "avg_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## create all data frames"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we convert the probabilities into percentages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"11\" halign=\"left\">whole</th>\n",
       "      <th colspan=\"11\" halign=\"left\">mouth</th>\n",
       "      <th colspan=\"11\" halign=\"left\">eyes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grade</th>\n",
       "      <th>m00</th>\n",
       "      <th>m01</th>\n",
       "      <th>m02</th>\n",
       "      <th>m03</th>\n",
       "      <th>m04</th>\n",
       "      <th>m05</th>\n",
       "      <th>m06</th>\n",
       "      <th>m07</th>\n",
       "      <th>m08</th>\n",
       "      <th>m09</th>\n",
       "      <th>m10</th>\n",
       "      <th>m00</th>\n",
       "      <th>m01</th>\n",
       "      <th>m02</th>\n",
       "      <th>m03</th>\n",
       "      <th>m04</th>\n",
       "      <th>m05</th>\n",
       "      <th>m06</th>\n",
       "      <th>m07</th>\n",
       "      <th>m08</th>\n",
       "      <th>m09</th>\n",
       "      <th>m10</th>\n",
       "      <th>m00</th>\n",
       "      <th>m01</th>\n",
       "      <th>m02</th>\n",
       "      <th>m03</th>\n",
       "      <th>m04</th>\n",
       "      <th>m05</th>\n",
       "      <th>m06</th>\n",
       "      <th>m07</th>\n",
       "      <th>m08</th>\n",
       "      <th>m09</th>\n",
       "      <th>m10</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>p001</th>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p002</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p003</th>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p004</th>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p005</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p006</th>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p007</th>\n",
       "      <td>12.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p008</th>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p009</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p010</th>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p011</th>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p012</th>\n",
       "      <td>12.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p013</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p014</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p015</th>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p016</th>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p017</th>\n",
       "      <td>57.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p018</th>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p019</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p020</th>\n",
       "      <td>27.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p021</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p022</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p023</th>\n",
       "      <td>7.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p024</th>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p025</th>\n",
       "      <td>20.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p026</th>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p027</th>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p028</th>\n",
       "      <td>7.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p029</th>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p030</th>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      whole                                                                  \\\n",
       "grade   m00   m01   m02   m03   m04   m05   m06    m07    m08    m09    m10   \n",
       "p                                                                             \n",
       "p001   12.5  17.5  25.0  20.0  27.5  60.0  67.5   95.0   97.5  100.0  100.0   \n",
       "p002   15.0   0.0   5.0  15.0  22.5  37.5  57.5   70.0   87.5   90.0   97.5   \n",
       "p003   12.5  15.0  15.0  20.0  47.5  67.5  77.5   97.5  100.0  100.0  100.0   \n",
       "p004    5.0   7.5  20.0  12.5  32.5  32.5  60.0   80.0   87.5   85.0   87.5   \n",
       "p005    0.0   0.0  10.0  15.0  20.0  22.5  45.0   60.0   82.5   77.5   85.0   \n",
       "p006    5.0   7.5   2.5   7.5  17.5  45.0  77.5   95.0   95.0  100.0  100.0   \n",
       "p007   12.5  10.0  15.0  22.5  15.0  32.5  60.0   80.0   90.0   95.0   97.5   \n",
       "p008   17.5  27.5  25.0  30.0  42.5  60.0  62.5   90.0   95.0   95.0  100.0   \n",
       "p009    5.0   2.5   0.0   5.0  25.0  35.0  62.5   80.0   95.0   97.5  100.0   \n",
       "p010   15.0  22.5  30.0  27.5  25.0  60.0  70.0   85.0   97.5   95.0  100.0   \n",
       "p011    2.5  10.0  10.0   7.5  20.0  40.0  77.5   90.0   92.5   95.0  100.0   \n",
       "p012   12.5   7.5  25.0  37.5  47.5  67.5  85.0  100.0   95.0  100.0   95.0   \n",
       "p013    2.5   2.5   2.5  12.5  22.5  27.5  62.5   72.5   90.0   92.5   95.0   \n",
       "p014    5.0   2.5  10.0  10.0  22.5  50.0  62.5   82.5   97.5   97.5  100.0   \n",
       "p015    7.5   5.0  10.0  17.5  35.0  37.5  67.5   82.5   95.0   97.5  100.0   \n",
       "p016   10.0   5.0  10.0  17.5  27.5  47.5  62.5   80.0   90.0  100.0  100.0   \n",
       "p017   57.5  40.0  60.0  55.0  62.5  65.0  70.0   77.5   82.5   82.5   82.5   \n",
       "p018   45.0  42.5  42.5  45.0  55.0  57.5  62.5   52.5   87.5   90.0   80.0   \n",
       "p019    5.0   2.5  10.0   7.5  22.5  52.5  77.5   95.0   97.5  100.0  100.0   \n",
       "p020   27.5  27.5  32.5  35.0  40.0  60.0  72.5   75.0   87.5   90.0   87.5   \n",
       "p021    2.5   2.5   5.0  10.0  17.5  32.5  45.0   70.0   85.0   95.0  100.0   \n",
       "p022    5.0   5.0  10.0  17.5  32.5  47.5  60.0   77.5   95.0  100.0  100.0   \n",
       "p023    7.5   2.5  12.5  20.0  32.5  52.5  75.0   90.0   97.5  100.0  100.0   \n",
       "p024   10.0  17.5  15.0  20.0  27.5  55.0  80.0   92.5   97.5   97.5  100.0   \n",
       "p025   20.0  17.5  27.5  22.5  42.5  50.0  60.0   70.0   75.0   90.0   95.0   \n",
       "p026    7.5   7.5   5.0   7.5  22.5  47.5  70.0   87.5   97.5  100.0  100.0   \n",
       "p027    7.5  17.5  20.0  30.0  32.5  50.0  75.0   92.5   92.5  100.0  100.0   \n",
       "p028    7.5   2.5   2.5  15.0  25.0  27.5  55.0   70.0   85.0   97.5   97.5   \n",
       "p029    0.0   5.0   5.0   7.5  22.5  25.0  65.0   67.5   82.5   90.0   95.0   \n",
       "p030   35.0  37.5  40.0  52.5  45.0  65.0  85.0   85.0  100.0   95.0  100.0   \n",
       "\n",
       "      mouth                                                                \\\n",
       "grade   m00   m01   m02   m03   m04   m05   m06   m07    m08    m09   m10   \n",
       "p                                                                           \n",
       "p001   32.5  42.5  40.0  52.5  57.5  60.0  75.0  80.0   85.0   82.5  82.5   \n",
       "p002   17.5  20.0  30.0  32.5  40.0  55.0  75.0  75.0   85.0   82.5  90.0   \n",
       "p003   25.0  25.0  37.5  42.5  60.0  52.5  72.5  65.0   65.0   77.5  85.0   \n",
       "p004   20.0  30.0  35.0  22.5  40.0  45.0  45.0  52.5   65.0   57.5  57.5   \n",
       "p005   20.0  20.0  30.0  27.5  35.0  27.5  45.0  40.0   57.5   65.0  55.0   \n",
       "p006   17.5  17.5  22.5  35.0  37.5  47.5  62.5  67.5   75.0   85.0  87.5   \n",
       "p007   37.5  55.0  57.5  45.0  55.0  65.0  72.5  92.5   95.0   87.5  87.5   \n",
       "p008   60.0  67.5  65.0  62.5  67.5  72.5  80.0  90.0   95.0   92.5  92.5   \n",
       "p009   10.0   7.5  20.0  20.0  27.5  62.5  65.0  80.0   85.0   85.0  87.5   \n",
       "p010   35.0  37.5  37.5  50.0  55.0  60.0  70.0  70.0   77.5   70.0  85.0   \n",
       "p011   32.5  25.0  42.5  45.0  57.5  67.5  82.5  92.5  100.0   90.0  95.0   \n",
       "p012   37.5  45.0  45.0  45.0  57.5  62.5  85.0  85.0   92.5   95.0  87.5   \n",
       "p013   37.5  32.5  45.0  45.0  60.0  65.0  70.0  77.5   92.5   80.0  80.0   \n",
       "p014   10.0   2.5  30.0  12.5  22.5  25.0  57.5  65.0   75.0   75.0  80.0   \n",
       "p015   27.5  22.5  30.0  35.0  37.5  42.5  50.0  55.0   55.0   55.0  62.5   \n",
       "p016   37.5  45.0  50.0  52.5  62.5  80.0  80.0  85.0   97.5   95.0  97.5   \n",
       "p017   52.5  55.0  62.5  65.0  65.0  70.0  67.5  62.5   70.0   75.0  65.0   \n",
       "p018   55.0  55.0  50.0  52.5  60.0  45.0  62.5  57.5   50.0   65.0  50.0   \n",
       "p019   35.0  30.0  37.5  40.0  47.5  47.5  72.5  85.0   82.5   82.5  92.5   \n",
       "p020   20.0  40.0  20.0  40.0  40.0  37.5  40.0  37.5   40.0   47.5  40.0   \n",
       "p021   17.5  27.5  27.5  30.0  42.5  52.5  52.5  55.0   65.0   82.5  75.0   \n",
       "p022   22.5  20.0  22.5  30.0  40.0  57.5  72.5  75.0   80.0   90.0  90.0   \n",
       "p023   20.0  20.0  15.0  25.0  37.5  42.5  55.0  67.5   70.0   75.0  80.0   \n",
       "p024   25.0  30.0  27.5  37.5  30.0  40.0  55.0  67.5   72.5   72.5  80.0   \n",
       "p025   45.0  42.5  37.5  42.5  50.0  47.5  45.0  57.5   55.0   60.0  70.0   \n",
       "p026   20.0  30.0  17.5  30.0  35.0  40.0  52.5  50.0   67.5   70.0  72.5   \n",
       "p027   20.0  35.0  37.5  52.5  60.0  70.0  85.0  85.0   82.5   90.0  85.0   \n",
       "p028   32.5  25.0  37.5  32.5  42.5  55.0  72.5  67.5   75.0   80.0  85.0   \n",
       "p029   12.5  15.0  20.0  17.5  25.0  35.0  52.5  57.5   67.5   77.5  70.0   \n",
       "p030   62.5  55.0  57.5  65.0  70.0  67.5  70.0  82.5   80.0  100.0  85.0   \n",
       "\n",
       "       eyes                                                                \n",
       "grade   m00   m01   m02   m03   m04   m05   m06   m07   m08    m09    m10  \n",
       "p                                                                          \n",
       "p001   12.5   5.0  17.5  22.5  42.5  42.5  65.0  85.0  90.0   97.5   97.5  \n",
       "p002   22.5  25.0  27.5  35.0  45.0  60.0  72.5  82.5  90.0   92.5   90.0  \n",
       "p003   30.0  37.5  45.0  62.5  70.0  75.0  87.5  85.0  85.0   97.5   97.5  \n",
       "p004   22.5  27.5  37.5  27.5  37.5  57.5  67.5  57.5  77.5   80.0   87.5  \n",
       "p005    5.0   2.5  15.0  27.5  25.0  35.0  52.5  60.0  82.5   87.5   87.5  \n",
       "p006    5.0   7.5   7.5   5.0  35.0  40.0  70.0  82.5  97.5   97.5  100.0  \n",
       "p007   10.0  10.0  20.0  22.5  25.0  45.0  60.0  70.0  85.0   90.0   95.0  \n",
       "p008   15.0  15.0  30.0  32.5  30.0  42.5  65.0  80.0  97.5   92.5   97.5  \n",
       "p009    2.5   2.5   5.0  15.0  22.5  45.0  55.0  87.5  85.0   95.0   97.5  \n",
       "p010   17.5  35.0  37.5  37.5  40.0  40.0  52.5  70.0  87.5   82.5   85.0  \n",
       "p011    5.0   5.0   7.5  10.0  27.5  25.0  45.0  80.0  90.0  100.0   97.5  \n",
       "p012   25.0  27.5  32.5  25.0  45.0  55.0  62.5  70.0  87.5   90.0   95.0  \n",
       "p013    0.0  12.5  15.0  17.5  25.0  35.0  57.5  77.5  92.5   87.5   97.5  \n",
       "p014    5.0   7.5  10.0  25.0  30.0  50.0  62.5  80.0  95.0   97.5   95.0  \n",
       "p015   12.5   7.5   7.5  35.0  22.5  42.5  52.5  65.0  75.0   90.0   90.0  \n",
       "p016    5.0  15.0  17.5  17.5  22.5  42.5  62.5  82.5  95.0   95.0   97.5  \n",
       "p017   62.5  62.5  67.5  65.0  55.0  60.0  67.5  62.5  82.5   87.5   85.0  \n",
       "p018   35.0  45.0  55.0  37.5  65.0  55.0  65.0  72.5  72.5   80.0   95.0  \n",
       "p019    7.5   5.0  15.0  22.5  30.0  47.5  72.5  90.0  95.0   97.5  100.0  \n",
       "p020   27.5  35.0  42.5  45.0  52.5  65.0  67.5  77.5  90.0   85.0   87.5  \n",
       "p021    2.5   5.0   5.0   5.0   7.5  20.0  25.0  45.0  60.0   87.5   87.5  \n",
       "p022    5.0   7.5  12.5  15.0  35.0  45.0  57.5  77.5  87.5  100.0   95.0  \n",
       "p023   15.0  17.5   7.5  25.0  32.5  50.0  67.5  85.0  92.5   95.0  100.0  \n",
       "p024   12.5  10.0  20.0  30.0  35.0  45.0  72.5  82.5  95.0   97.5   97.5  \n",
       "p025   17.5  22.5  22.5  32.5  32.5  42.5  40.0  72.5  90.0   90.0   85.0  \n",
       "p026   15.0  25.0  22.5  30.0  40.0  52.5  67.5  80.0  87.5   87.5   97.5  \n",
       "p027   17.5  27.5  30.0  50.0  55.0  62.5  70.0  87.5  87.5   97.5  100.0  \n",
       "p028    2.5  10.0  10.0  17.5  22.5  22.5  42.5  67.5  85.0   90.0   90.0  \n",
       "p029    2.5   5.0  10.0  12.5  17.5  30.0  50.0  72.5  82.5   90.0   87.5  \n",
       "p030   32.5  45.0  40.0  55.0  60.0  60.0  72.5  72.5  75.0   87.5   87.5  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_between_df = avg_df.unstack(\"grade\")*100\n",
    "pt1_between_df = pt1_df.unstack(\"grade\")*100\n",
    "pt2_between_df = pt2_df.unstack(\"grade\")*100\n",
    "avg_between_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exclude Non-Compliant Subjects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By comparing accuracies and reaction times (see below), we identified two subjects who were both fast and very inaccurate. These were excluded from all further analyses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"11\" halign=\"left\">whole</th>\n",
       "      <th colspan=\"11\" halign=\"left\">mouth</th>\n",
       "      <th colspan=\"11\" halign=\"left\">eyes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grade</th>\n",
       "      <th>m00</th>\n",
       "      <th>m01</th>\n",
       "      <th>m02</th>\n",
       "      <th>m03</th>\n",
       "      <th>m04</th>\n",
       "      <th>m05</th>\n",
       "      <th>m06</th>\n",
       "      <th>m07</th>\n",
       "      <th>m08</th>\n",
       "      <th>m09</th>\n",
       "      <th>m10</th>\n",
       "      <th>m00</th>\n",
       "      <th>m01</th>\n",
       "      <th>m02</th>\n",
       "      <th>m03</th>\n",
       "      <th>m04</th>\n",
       "      <th>m05</th>\n",
       "      <th>m06</th>\n",
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       "      <th>m00</th>\n",
       "      <th>m01</th>\n",
       "      <th>m02</th>\n",
       "      <th>m03</th>\n",
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       "      <th>m08</th>\n",
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       "      <th>m10</th>\n",
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       "    <tr>\n",
       "      <th>p</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>p001</th>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
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       "    <tr>\n",
       "      <th>p002</th>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p003</th>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p004</th>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p005</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p006</th>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p007</th>\n",
       "      <td>12.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p008</th>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p009</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p010</th>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p011</th>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p012</th>\n",
       "      <td>12.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p013</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p014</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p015</th>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p016</th>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p019</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p020</th>\n",
       "      <td>27.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p021</th>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p022</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p023</th>\n",
       "      <td>7.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p024</th>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p025</th>\n",
       "      <td>20.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p026</th>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p027</th>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p028</th>\n",
       "      <td>7.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p029</th>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p030</th>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      whole                                                                  \\\n",
       "grade   m00   m01   m02   m03   m04   m05   m06    m07    m08    m09    m10   \n",
       "p                                                                             \n",
       "p001   12.5  17.5  25.0  20.0  27.5  60.0  67.5   95.0   97.5  100.0  100.0   \n",
       "p002   15.0   0.0   5.0  15.0  22.5  37.5  57.5   70.0   87.5   90.0   97.5   \n",
       "p003   12.5  15.0  15.0  20.0  47.5  67.5  77.5   97.5  100.0  100.0  100.0   \n",
       "p004    5.0   7.5  20.0  12.5  32.5  32.5  60.0   80.0   87.5   85.0   87.5   \n",
       "p005    0.0   0.0  10.0  15.0  20.0  22.5  45.0   60.0   82.5   77.5   85.0   \n",
       "p006    5.0   7.5   2.5   7.5  17.5  45.0  77.5   95.0   95.0  100.0  100.0   \n",
       "p007   12.5  10.0  15.0  22.5  15.0  32.5  60.0   80.0   90.0   95.0   97.5   \n",
       "p008   17.5  27.5  25.0  30.0  42.5  60.0  62.5   90.0   95.0   95.0  100.0   \n",
       "p009    5.0   2.5   0.0   5.0  25.0  35.0  62.5   80.0   95.0   97.5  100.0   \n",
       "p010   15.0  22.5  30.0  27.5  25.0  60.0  70.0   85.0   97.5   95.0  100.0   \n",
       "p011    2.5  10.0  10.0   7.5  20.0  40.0  77.5   90.0   92.5   95.0  100.0   \n",
       "p012   12.5   7.5  25.0  37.5  47.5  67.5  85.0  100.0   95.0  100.0   95.0   \n",
       "p013    2.5   2.5   2.5  12.5  22.5  27.5  62.5   72.5   90.0   92.5   95.0   \n",
       "p014    5.0   2.5  10.0  10.0  22.5  50.0  62.5   82.5   97.5   97.5  100.0   \n",
       "p015    7.5   5.0  10.0  17.5  35.0  37.5  67.5   82.5   95.0   97.5  100.0   \n",
       "p016   10.0   5.0  10.0  17.5  27.5  47.5  62.5   80.0   90.0  100.0  100.0   \n",
       "p019    5.0   2.5  10.0   7.5  22.5  52.5  77.5   95.0   97.5  100.0  100.0   \n",
       "p020   27.5  27.5  32.5  35.0  40.0  60.0  72.5   75.0   87.5   90.0   87.5   \n",
       "p021    2.5   2.5   5.0  10.0  17.5  32.5  45.0   70.0   85.0   95.0  100.0   \n",
       "p022    5.0   5.0  10.0  17.5  32.5  47.5  60.0   77.5   95.0  100.0  100.0   \n",
       "p023    7.5   2.5  12.5  20.0  32.5  52.5  75.0   90.0   97.5  100.0  100.0   \n",
       "p024   10.0  17.5  15.0  20.0  27.5  55.0  80.0   92.5   97.5   97.5  100.0   \n",
       "p025   20.0  17.5  27.5  22.5  42.5  50.0  60.0   70.0   75.0   90.0   95.0   \n",
       "p026    7.5   7.5   5.0   7.5  22.5  47.5  70.0   87.5   97.5  100.0  100.0   \n",
       "p027    7.5  17.5  20.0  30.0  32.5  50.0  75.0   92.5   92.5  100.0  100.0   \n",
       "p028    7.5   2.5   2.5  15.0  25.0  27.5  55.0   70.0   85.0   97.5   97.5   \n",
       "p029    0.0   5.0   5.0   7.5  22.5  25.0  65.0   67.5   82.5   90.0   95.0   \n",
       "p030   35.0  37.5  40.0  52.5  45.0  65.0  85.0   85.0  100.0   95.0  100.0   \n",
       "\n",
       "      mouth                                                                \\\n",
       "grade   m00   m01   m02   m03   m04   m05   m06   m07    m08    m09   m10   \n",
       "p                                                                           \n",
       "p001   32.5  42.5  40.0  52.5  57.5  60.0  75.0  80.0   85.0   82.5  82.5   \n",
       "p002   17.5  20.0  30.0  32.5  40.0  55.0  75.0  75.0   85.0   82.5  90.0   \n",
       "p003   25.0  25.0  37.5  42.5  60.0  52.5  72.5  65.0   65.0   77.5  85.0   \n",
       "p004   20.0  30.0  35.0  22.5  40.0  45.0  45.0  52.5   65.0   57.5  57.5   \n",
       "p005   20.0  20.0  30.0  27.5  35.0  27.5  45.0  40.0   57.5   65.0  55.0   \n",
       "p006   17.5  17.5  22.5  35.0  37.5  47.5  62.5  67.5   75.0   85.0  87.5   \n",
       "p007   37.5  55.0  57.5  45.0  55.0  65.0  72.5  92.5   95.0   87.5  87.5   \n",
       "p008   60.0  67.5  65.0  62.5  67.5  72.5  80.0  90.0   95.0   92.5  92.5   \n",
       "p009   10.0   7.5  20.0  20.0  27.5  62.5  65.0  80.0   85.0   85.0  87.5   \n",
       "p010   35.0  37.5  37.5  50.0  55.0  60.0  70.0  70.0   77.5   70.0  85.0   \n",
       "p011   32.5  25.0  42.5  45.0  57.5  67.5  82.5  92.5  100.0   90.0  95.0   \n",
       "p012   37.5  45.0  45.0  45.0  57.5  62.5  85.0  85.0   92.5   95.0  87.5   \n",
       "p013   37.5  32.5  45.0  45.0  60.0  65.0  70.0  77.5   92.5   80.0  80.0   \n",
       "p014   10.0   2.5  30.0  12.5  22.5  25.0  57.5  65.0   75.0   75.0  80.0   \n",
       "p015   27.5  22.5  30.0  35.0  37.5  42.5  50.0  55.0   55.0   55.0  62.5   \n",
       "p016   37.5  45.0  50.0  52.5  62.5  80.0  80.0  85.0   97.5   95.0  97.5   \n",
       "p019   35.0  30.0  37.5  40.0  47.5  47.5  72.5  85.0   82.5   82.5  92.5   \n",
       "p020   20.0  40.0  20.0  40.0  40.0  37.5  40.0  37.5   40.0   47.5  40.0   \n",
       "p021   17.5  27.5  27.5  30.0  42.5  52.5  52.5  55.0   65.0   82.5  75.0   \n",
       "p022   22.5  20.0  22.5  30.0  40.0  57.5  72.5  75.0   80.0   90.0  90.0   \n",
       "p023   20.0  20.0  15.0  25.0  37.5  42.5  55.0  67.5   70.0   75.0  80.0   \n",
       "p024   25.0  30.0  27.5  37.5  30.0  40.0  55.0  67.5   72.5   72.5  80.0   \n",
       "p025   45.0  42.5  37.5  42.5  50.0  47.5  45.0  57.5   55.0   60.0  70.0   \n",
       "p026   20.0  30.0  17.5  30.0  35.0  40.0  52.5  50.0   67.5   70.0  72.5   \n",
       "p027   20.0  35.0  37.5  52.5  60.0  70.0  85.0  85.0   82.5   90.0  85.0   \n",
       "p028   32.5  25.0  37.5  32.5  42.5  55.0  72.5  67.5   75.0   80.0  85.0   \n",
       "p029   12.5  15.0  20.0  17.5  25.0  35.0  52.5  57.5   67.5   77.5  70.0   \n",
       "p030   62.5  55.0  57.5  65.0  70.0  67.5  70.0  82.5   80.0  100.0  85.0   \n",
       "\n",
       "       eyes                                                                \n",
       "grade   m00   m01   m02   m03   m04   m05   m06   m07   m08    m09    m10  \n",
       "p                                                                          \n",
       "p001   12.5   5.0  17.5  22.5  42.5  42.5  65.0  85.0  90.0   97.5   97.5  \n",
       "p002   22.5  25.0  27.5  35.0  45.0  60.0  72.5  82.5  90.0   92.5   90.0  \n",
       "p003   30.0  37.5  45.0  62.5  70.0  75.0  87.5  85.0  85.0   97.5   97.5  \n",
       "p004   22.5  27.5  37.5  27.5  37.5  57.5  67.5  57.5  77.5   80.0   87.5  \n",
       "p005    5.0   2.5  15.0  27.5  25.0  35.0  52.5  60.0  82.5   87.5   87.5  \n",
       "p006    5.0   7.5   7.5   5.0  35.0  40.0  70.0  82.5  97.5   97.5  100.0  \n",
       "p007   10.0  10.0  20.0  22.5  25.0  45.0  60.0  70.0  85.0   90.0   95.0  \n",
       "p008   15.0  15.0  30.0  32.5  30.0  42.5  65.0  80.0  97.5   92.5   97.5  \n",
       "p009    2.5   2.5   5.0  15.0  22.5  45.0  55.0  87.5  85.0   95.0   97.5  \n",
       "p010   17.5  35.0  37.5  37.5  40.0  40.0  52.5  70.0  87.5   82.5   85.0  \n",
       "p011    5.0   5.0   7.5  10.0  27.5  25.0  45.0  80.0  90.0  100.0   97.5  \n",
       "p012   25.0  27.5  32.5  25.0  45.0  55.0  62.5  70.0  87.5   90.0   95.0  \n",
       "p013    0.0  12.5  15.0  17.5  25.0  35.0  57.5  77.5  92.5   87.5   97.5  \n",
       "p014    5.0   7.5  10.0  25.0  30.0  50.0  62.5  80.0  95.0   97.5   95.0  \n",
       "p015   12.5   7.5   7.5  35.0  22.5  42.5  52.5  65.0  75.0   90.0   90.0  \n",
       "p016    5.0  15.0  17.5  17.5  22.5  42.5  62.5  82.5  95.0   95.0   97.5  \n",
       "p019    7.5   5.0  15.0  22.5  30.0  47.5  72.5  90.0  95.0   97.5  100.0  \n",
       "p020   27.5  35.0  42.5  45.0  52.5  65.0  67.5  77.5  90.0   85.0   87.5  \n",
       "p021    2.5   5.0   5.0   5.0   7.5  20.0  25.0  45.0  60.0   87.5   87.5  \n",
       "p022    5.0   7.5  12.5  15.0  35.0  45.0  57.5  77.5  87.5  100.0   95.0  \n",
       "p023   15.0  17.5   7.5  25.0  32.5  50.0  67.5  85.0  92.5   95.0  100.0  \n",
       "p024   12.5  10.0  20.0  30.0  35.0  45.0  72.5  82.5  95.0   97.5   97.5  \n",
       "p025   17.5  22.5  22.5  32.5  32.5  42.5  40.0  72.5  90.0   90.0   85.0  \n",
       "p026   15.0  25.0  22.5  30.0  40.0  52.5  67.5  80.0  87.5   87.5   97.5  \n",
       "p027   17.5  27.5  30.0  50.0  55.0  62.5  70.0  87.5  87.5   97.5  100.0  \n",
       "p028    2.5  10.0  10.0  17.5  22.5  22.5  42.5  67.5  85.0   90.0   90.0  \n",
       "p029    2.5   5.0  10.0  12.5  17.5  30.0  50.0  72.5  82.5   90.0   87.5  \n",
       "p030   32.5  45.0  40.0  55.0  60.0  60.0  72.5  72.5  75.0   87.5   87.5  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rev_avg_between_df = pd.concat([avg_between_df[0:16], avg_between_df[18:] ])\n",
    "rev_pt1_between_df = pd.concat([pt1_between_df[0:16], pt1_between_df[18:] ])\n",
    "rev_pt2_between_df = pd.concat([pt2_between_df[0:16], pt2_between_df[18:] ])\n",
    "rev_avg_between_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Table to File"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The pandas tables are saved as csv files. They are then re-used in the following notebooks. The csv files can also easily be imported with other toolboxes/software."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def savePandas(where,df,csv):\n",
    "    #os.chdir(where)\n",
    "    df.to_csv(where+csv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "my_folder = './data/'\n",
    "\n",
    "# save table with all 30 subjects\n",
    "savePandas(my_folder,avg_between_df,'Exp1AvgResultsAll.txt')\n",
    "# save revised table with 28 subjects\n",
    "savePandas(my_folder,rev_avg_between_df,'Exp1AvgResults.txt')\n",
    "\n",
    "savePandas(my_folder,pt1_between_df,'Exp1Pt1ResultsAll.txt')\n",
    "savePandas(my_folder,rev_pt1_between_df,'Exp1Pt1MainResults.txt')\n",
    "\n",
    "savePandas(my_folder,pt2_between_df,'Exp1Pt2ResultsAll.txt')\n",
    "savePandas(my_folder,rev_pt2_between_df,'Exp1Pt2MainResults.txt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reaction Times"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While reaction times were also extracted, their analysis is not part of the publication. However, their timecourse is well aligned with the accuracy data (the more difficult a decision, the longer the RTs)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def findentry_rt_sub(d, cond,grade,filename):\n",
    "    filecontent = open(filename,'r')\n",
    "    r  = 0\n",
    "    for entry in filecontent:\n",
    "        if entry.find(cond) != -1 and entry.find(grade) != -1:\n",
    "            #print entry\n",
    "            r += 1\n",
    "        if entry.find('Response') != -1 and r == 1:\n",
    "            #print entry\n",
    "            r = 0\n",
    "            if grade in d[cond]:\n",
    "                d[cond][grade].append(float(entry.split()[-2]))\n",
    "            else:\n",
    "                d[cond][grade] = []\n",
    "    return d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def participant_rt(List,nr):\n",
    "    d = {'orig':{},'noe':{},'nom':{}}\n",
    "    for cond in ['noe','nom','orig']:\n",
    "        for grade in ['_00_','_01_','_02_','_03_','_04_','_05_','_06_','_07_','_08_','_09_','_10_']:\n",
    "            d = findentry_rt_sub(d,cond,grade,List[nr])\n",
    "            d = findentry_rt_sub(d,cond,grade,List[nr+1])\n",
    "    \n",
    "    d_median = {'orig':{},'noe':{},'nom':{}}\n",
    "    for cond in ['noe','nom','orig']:\n",
    "        for grade in ['_00_','_01_','_02_','_03_','_04_','_05_','_06_','_07_','_08_','_09_','_10_']:\n",
    "            d_median[cond][grade] = np.median(d[cond][grade])\n",
    "    \n",
    "        for key in d[cond]:\n",
    "            plt.hist(d[cond][key])\n",
    "\n",
    "    return pd.DataFrame(d_median)/10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>noe</th>\n",
       "      <th>nom</th>\n",
       "      <th>orig</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>_00_</th>\n",
       "      <td>1420.5</td>\n",
       "      <td>1224.4</td>\n",
       "      <td>1083.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_01_</th>\n",
       "      <td>1523.4</td>\n",
       "      <td>1244.4</td>\n",
       "      <td>1159.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_02_</th>\n",
       "      <td>1374.2</td>\n",
       "      <td>1114.7</td>\n",
       "      <td>1248.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_03_</th>\n",
       "      <td>1663.6</td>\n",
       "      <td>1148.2</td>\n",
       "      <td>1351.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_04_</th>\n",
       "      <td>1183.5</td>\n",
       "      <td>1300.6</td>\n",
       "      <td>1770.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_05_</th>\n",
       "      <td>1162.1</td>\n",
       "      <td>1559.5</td>\n",
       "      <td>1259.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_06_</th>\n",
       "      <td>1513.5</td>\n",
       "      <td>1346.9</td>\n",
       "      <td>1370.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_07_</th>\n",
       "      <td>1279.6</td>\n",
       "      <td>1431.7</td>\n",
       "      <td>1283.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_08_</th>\n",
       "      <td>1099.5</td>\n",
       "      <td>1270.8</td>\n",
       "      <td>1076.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_09_</th>\n",
       "      <td>1241.9</td>\n",
       "      <td>1170.4</td>\n",
       "      <td>976.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_10_</th>\n",
       "      <td>1163.2</td>\n",
       "      <td>960.1</td>\n",
       "      <td>895.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         noe     nom    orig\n",
       "_00_  1420.5  1224.4  1083.0\n",
       "_01_  1523.4  1244.4  1159.0\n",
       "_02_  1374.2  1114.7  1248.9\n",
       "_03_  1663.6  1148.2  1351.1\n",
       "_04_  1183.5  1300.6  1770.1\n",
       "_05_  1162.1  1559.5  1259.4\n",
       "_06_  1513.5  1346.9  1370.9\n",
       "_07_  1279.6  1431.7  1283.8\n",
       "_08_  1099.5  1270.8  1076.3\n",
       "_09_  1241.9  1170.4   976.4\n",
       "_10_  1163.2   960.1   895.9"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f346df90f10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "participant_rt(pList,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def make_rt_sample(pList):\n",
    "    # make the first subject to establish the df-structure\n",
    "    df = participant_rt(pList,0)\n",
    "    df.index = [[\"p001\"]*len(df), df.index ]\n",
    "    \n",
    "    # make the rest of the sample\n",
    "    for i in range(2,len(pList))[::2]:\n",
    "        this_df = participant_rt(pList,i)\n",
    "        # get the naming of the subject right\n",
    "        thisName = \"00\"+str(i/2+1)\n",
    "        this_df.index = [ [\"p\"+thisName[-3:] ]*len(this_df), this_df.index ]\n",
    "        # add this subject to sample-df\n",
    "        df = pd.concat([df,this_df])\n",
    "    # finalising the df\n",
    "    df.index.names = ['participant','grade']\n",
    "    df.columns = ['mouth','eyes','whole']\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"11\" halign=\"left\">mouth</th>\n",
       "      <th colspan=\"11\" halign=\"left\">eyes</th>\n",
       "      <th colspan=\"11\" halign=\"left\">whole</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>grade</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>p001</th>\n",
       "      <td>1420.5</td>\n",
       "      <td>1523.4</td>\n",
       "      <td>1374.2</td>\n",
       "      <td>1663.6</td>\n",
       "      <td>1183.5</td>\n",
       "      <td>1162.1</td>\n",
       "      <td>1513.5</td>\n",
       "      <td>1279.6</td>\n",
       "      <td>1099.5</td>\n",
       "      <td>1241.9</td>\n",
       "      <td>1163.2</td>\n",
       "      <td>1224.4</td>\n",
       "      <td>1244.4</td>\n",
       "      <td>1114.7</td>\n",
       "      <td>1148.2</td>\n",
       "      <td>1300.6</td>\n",
       "      <td>1559.5</td>\n",
       "      <td>1346.9</td>\n",
       "      <td>1431.7</td>\n",
       "      <td>1270.8</td>\n",
       "      <td>1170.4</td>\n",
       "      <td>960.1</td>\n",
       "      <td>1083.0</td>\n",
       "      <td>1159.0</td>\n",
       "      <td>1248.9</td>\n",
       "      <td>1351.1</td>\n",
       "      <td>1770.1</td>\n",
       "      <td>1259.4</td>\n",
       "      <td>1370.9</td>\n",
       "      <td>1283.8</td>\n",
       "      <td>1076.3</td>\n",
       "      <td>976.4</td>\n",
       "      <td>895.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p002</th>\n",
       "      <td>1847.2</td>\n",
       "      <td>1449.9</td>\n",
       "      <td>1271.7</td>\n",
       "      <td>1425.5</td>\n",
       "      <td>1212.3</td>\n",
       "      <td>1779.9</td>\n",
       "      <td>1377.9</td>\n",
       "      <td>1513.8</td>\n",
       "      <td>1273.6</td>\n",
       "      <td>1462.6</td>\n",
       "      <td>1106.3</td>\n",
       "      <td>1287.6</td>\n",
       "      <td>1071.4</td>\n",
       "      <td>1314.1</td>\n",
       "      <td>1675.1</td>\n",
       "      <td>1524.8</td>\n",
       "      <td>1347.9</td>\n",
       "      <td>1287.7</td>\n",
       "      <td>1124.7</td>\n",
       "      <td>1028.5</td>\n",
       "      <td>1033.2</td>\n",
       "      <td>1001.6</td>\n",
       "      <td>1045.3</td>\n",
       "      <td>1240.2</td>\n",
       "      <td>1210.3</td>\n",
       "      <td>1324.4</td>\n",
       "      <td>1377.3</td>\n",
       "      <td>1126.5</td>\n",
       "      <td>1609.6</td>\n",
       "      <td>1427.6</td>\n",
       "      <td>1052.6</td>\n",
       "      <td>1139.2</td>\n",
       "      <td>1018.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p003</th>\n",
       "      <td>1476.3</td>\n",
       "      <td>1329.5</td>\n",
       "      <td>1289.1</td>\n",
       "      <td>1479.6</td>\n",
       "      <td>1504.4</td>\n",
       "      <td>1319.4</td>\n",
       "      <td>1576.6</td>\n",
       "      <td>1333.0</td>\n",
       "      <td>1516.5</td>\n",
       "      <td>1316.3</td>\n",
       "      <td>1055.6</td>\n",
       "      <td>1476.9</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>1526.9</td>\n",
       "      <td>1121.4</td>\n",
       "      <td>1300.6</td>\n",
       "      <td>1211.1</td>\n",
       "      <td>1151.6</td>\n",
       "      <td>1336.0</td>\n",
       "      <td>1075.4</td>\n",
       "      <td>1012.3</td>\n",
       "      <td>915.3</td>\n",
       "      <td>1805.0</td>\n",
       "      <td>1737.6</td>\n",
       "      <td>1919.8</td>\n",
       "      <td>1677.7</td>\n",
       "      <td>2442.7</td>\n",
       "      <td>1831.1</td>\n",
       "      <td>1761.1</td>\n",
       "      <td>1571.1</td>\n",
       "      <td>1255.6</td>\n",
       "      <td>1211.3</td>\n",
       "      <td>1139.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p004</th>\n",
       "      <td>756.7</td>\n",
       "      <td>739.8</td>\n",
       "      <td>722.0</td>\n",
       "      <td>802.5</td>\n",
       "      <td>835.8</td>\n",
       "      <td>765.4</td>\n",
       "      <td>852.2</td>\n",
       "      <td>705.9</td>\n",
       "      <td>748.0</td>\n",
       "      <td>681.7</td>\n",
       "      <td>826.7</td>\n",
       "      <td>831.6</td>\n",
       "      <td>767.6</td>\n",
       "      <td>786.5</td>\n",
       "      <td>815.5</td>\n",
       "      <td>805.9</td>\n",
       "      <td>804.4</td>\n",
       "      <td>740.0</td>\n",
       "      <td>804.2</td>\n",
       "      <td>691.7</td>\n",
       "      <td>668.1</td>\n",
       "      <td>677.1</td>\n",
       "      <td>801.9</td>\n",
       "      <td>759.4</td>\n",
       "      <td>743.7</td>\n",
       "      <td>756.1</td>\n",
       "      <td>783.7</td>\n",
       "      <td>722.6</td>\n",
       "      <td>852.0</td>\n",
       "      <td>759.8</td>\n",
       "      <td>706.1</td>\n",
       "      <td>725.3</td>\n",
       "      <td>667.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p005</th>\n",
       "      <td>1175.6</td>\n",
       "      <td>1012.2</td>\n",
       "      <td>1586.3</td>\n",
       "      <td>1278.9</td>\n",
       "      <td>1380.6</td>\n",
       "      <td>1349.2</td>\n",
       "      <td>1486.4</td>\n",
       "      <td>1264.7</td>\n",
       "      <td>1628.1</td>\n",
       "      <td>1475.1</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>1041.4</td>\n",
       "      <td>1180.9</td>\n",
       "      <td>1377.5</td>\n",
       "      <td>1063.5</td>\n",
       "      <td>1328.6</td>\n",
       "      <td>1453.4</td>\n",
       "      <td>1662.1</td>\n",
       "      <td>1563.1</td>\n",
       "      <td>1215.3</td>\n",
       "      <td>1140.4</td>\n",
       "      <td>1051.6</td>\n",
       "      <td>1390.4</td>\n",
       "      <td>1531.4</td>\n",
       "      <td>1100.5</td>\n",
       "      <td>1303.6</td>\n",
       "      <td>1471.6</td>\n",
       "      <td>1260.8</td>\n",
       "      <td>1628.5</td>\n",
       "      <td>1325.1</td>\n",
       "      <td>1339.0</td>\n",
       "      <td>986.9</td>\n",
       "      <td>1164.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p006</th>\n",
       "      <td>1546.9</td>\n",
       "      <td>1240.0</td>\n",
       "      <td>1634.2</td>\n",
       "      <td>1842.3</td>\n",
       "      <td>1404.6</td>\n",
       "      <td>1476.8</td>\n",
       "      <td>1631.7</td>\n",
       "      <td>1690.8</td>\n",
       "      <td>1611.9</td>\n",
       "      <td>1434.5</td>\n",
       "      <td>1474.0</td>\n",
       "      <td>911.7</td>\n",
       "      <td>985.2</td>\n",
       "      <td>1160.7</td>\n",
       "      <td>1211.1</td>\n",
       "      <td>1452.7</td>\n",
       "      <td>1479.6</td>\n",
       "      <td>1709.3</td>\n",
       "      <td>1328.0</td>\n",
       "      <td>1313.7</td>\n",
       "      <td>1023.1</td>\n",
       "      <td>954.6</td>\n",
       "      <td>1279.8</td>\n",
       "      <td>1257.8</td>\n",
       "      <td>1018.0</td>\n",
       "      <td>1381.6</td>\n",
       "      <td>1435.4</td>\n",
       "      <td>1921.7</td>\n",
       "      <td>1469.0</td>\n",
       "      <td>1634.2</td>\n",
       "      <td>1177.8</td>\n",
       "      <td>1112.7</td>\n",
       "      <td>1048.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p007</th>\n",
       "      <td>1132.6</td>\n",
       "      <td>1218.7</td>\n",
       "      <td>1298.8</td>\n",
       "      <td>1092.1</td>\n",
       "      <td>1135.6</td>\n",
       "      <td>1159.7</td>\n",
       "      <td>1100.9</td>\n",
       "      <td>1005.4</td>\n",
       "      <td>1148.7</td>\n",
       "      <td>996.8</td>\n",
       "      <td>829.6</td>\n",
       "      <td>981.2</td>\n",
       "      <td>962.7</td>\n",
       "      <td>957.6</td>\n",
       "      <td>936.2</td>\n",
       "      <td>1018.0</td>\n",
       "      <td>1188.1</td>\n",
       "      <td>940.6</td>\n",
       "      <td>1114.4</td>\n",
       "      <td>1034.8</td>\n",
       "      <td>908.6</td>\n",
       "      <td>861.4</td>\n",
       "      <td>909.2</td>\n",
       "      <td>1023.6</td>\n",
       "      <td>1119.7</td>\n",
       "      <td>1028.8</td>\n",
       "      <td>1102.3</td>\n",
       "      <td>1211.2</td>\n",
       "      <td>1201.6</td>\n",
       "      <td>1062.2</td>\n",
       "      <td>960.5</td>\n",
       "      <td>906.6</td>\n",
       "      <td>833.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p008</th>\n",
       "      <td>877.1</td>\n",
       "      <td>884.4</td>\n",
       "      <td>805.0</td>\n",
       "      <td>799.6</td>\n",
       "      <td>804.5</td>\n",
       "      <td>952.8</td>\n",
       "      <td>819.3</td>\n",
       "      <td>824.6</td>\n",
       "      <td>708.1</td>\n",
       "      <td>693.1</td>\n",
       "      <td>819.4</td>\n",
       "      <td>674.9</td>\n",
       "      <td>724.0</td>\n",
       "      <td>770.1</td>\n",
       "      <td>691.9</td>\n",
       "      <td>857.4</td>\n",
       "      <td>876.6</td>\n",
       "      <td>833.1</td>\n",
       "      <td>685.5</td>\n",
       "      <td>815.6</td>\n",
       "      <td>853.8</td>\n",
       "      <td>691.2</td>\n",
       "      <td>751.2</td>\n",
       "      <td>757.1</td>\n",
       "      <td>811.1</td>\n",
       "      <td>666.1</td>\n",
       "      <td>763.1</td>\n",
       "      <td>796.3</td>\n",
       "      <td>705.5</td>\n",
       "      <td>892.3</td>\n",
       "      <td>650.5</td>\n",
       "      <td>645.3</td>\n",
       "      <td>627.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p009</th>\n",
       "      <td>1279.7</td>\n",
       "      <td>1565.0</td>\n",
       "      <td>1415.6</td>\n",
       "      <td>1600.5</td>\n",
       "      <td>2276.4</td>\n",
       "      <td>2462.1</td>\n",
       "      <td>1995.5</td>\n",
       "      <td>1763.8</td>\n",
       "      <td>2359.7</td>\n",
       "      <td>1634.9</td>\n",
       "      <td>1559.6</td>\n",
       "      <td>1060.4</td>\n",
       "      <td>1311.1</td>\n",
       "      <td>1121.4</td>\n",
       "      <td>1214.6</td>\n",
       "      <td>1561.7</td>\n",
       "      <td>1474.4</td>\n",
       "      <td>1415.7</td>\n",
       "      <td>1442.9</td>\n",
       "      <td>1210.1</td>\n",
       "      <td>1016.0</td>\n",
       "      <td>1060.9</td>\n",
       "      <td>1042.9</td>\n",
       "      <td>1095.5</td>\n",
       "      <td>1293.4</td>\n",
       "      <td>1391.7</td>\n",
       "      <td>1740.2</td>\n",
       "      <td>1612.5</td>\n",
       "      <td>1872.4</td>\n",
       "      <td>1514.4</td>\n",
       "      <td>1209.5</td>\n",
       "      <td>1164.2</td>\n",
       "      <td>1087.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p010</th>\n",
       "      <td>1198.9</td>\n",
       "      <td>890.4</td>\n",
       "      <td>912.1</td>\n",
       "      <td>887.1</td>\n",
       "      <td>1055.7</td>\n",
       "      <td>851.5</td>\n",
       "      <td>881.3</td>\n",
       "      <td>918.2</td>\n",
       "      <td>860.1</td>\n",
       "      <td>833.4</td>\n",
       "      <td>914.6</td>\n",
       "      <td>862.4</td>\n",
       "      <td>775.6</td>\n",
       "      <td>935.7</td>\n",
       "      <td>982.2</td>\n",
       "      <td>908.8</td>\n",
       "      <td>956.0</td>\n",
       "      <td>967.9</td>\n",
       "      <td>823.5</td>\n",
       "      <td>791.6</td>\n",
       "      <td>852.3</td>\n",
       "      <td>751.6</td>\n",
       "      <td>918.1</td>\n",
       "      <td>953.2</td>\n",
       "      <td>953.5</td>\n",
       "      <td>906.0</td>\n",
       "      <td>985.6</td>\n",
       "      <td>1017.7</td>\n",
       "      <td>883.1</td>\n",
       "      <td>812.6</td>\n",
       "      <td>774.6</td>\n",
       "      <td>825.8</td>\n",
       "      <td>764.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p011</th>\n",
       "      <td>1403.9</td>\n",
       "      <td>1691.6</td>\n",
       "      <td>1450.3</td>\n",
       "      <td>1877.8</td>\n",
       "      <td>1772.6</td>\n",
       "      <td>1483.1</td>\n",
       "      <td>1522.4</td>\n",
       "      <td>1140.3</td>\n",
       "      <td>1193.6</td>\n",
       "      <td>1017.8</td>\n",
       "      <td>1042.2</td>\n",
       "      <td>873.9</td>\n",
       "      <td>873.8</td>\n",
       "      <td>1027.3</td>\n",
       "      <td>1447.6</td>\n",
       "      <td>1250.8</td>\n",
       "      <td>1761.6</td>\n",
       "      <td>1744.2</td>\n",
       "      <td>1422.9</td>\n",
       "      <td>1210.4</td>\n",
       "      <td>976.6</td>\n",
       "      <td>795.9</td>\n",
       "      <td>882.8</td>\n",
       "      <td>797.2</td>\n",
       "      <td>860.1</td>\n",
       "      <td>1216.3</td>\n",
       "      <td>1671.6</td>\n",
       "      <td>1752.5</td>\n",
       "      <td>1439.7</td>\n",
       "      <td>1065.6</td>\n",
       "      <td>922.2</td>\n",
       "      <td>817.6</td>\n",
       "      <td>813.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p012</th>\n",
       "      <td>1343.3</td>\n",
       "      <td>1318.2</td>\n",
       "      <td>1543.8</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>1605.2</td>\n",
       "      <td>1238.9</td>\n",
       "      <td>1319.4</td>\n",
       "      <td>1171.9</td>\n",
       "      <td>1073.9</td>\n",
       "      <td>1026.9</td>\n",
       "      <td>1008.0</td>\n",
       "      <td>1388.5</td>\n",
       "      <td>1355.2</td>\n",
       "      <td>2919.3</td>\n",
       "      <td>2331.0</td>\n",
       "      <td>1817.4</td>\n",
       "      <td>1735.6</td>\n",
       "      <td>2387.0</td>\n",
       "      <td>2879.6</td>\n",
       "      <td>1314.2</td>\n",
       "      <td>1252.2</td>\n",
       "      <td>1004.6</td>\n",
       "      <td>1290.4</td>\n",
       "      <td>1683.8</td>\n",
       "      <td>1591.0</td>\n",
       "      <td>1714.3</td>\n",
       "      <td>2038.9</td>\n",
       "      <td>1284.0</td>\n",
       "      <td>1516.6</td>\n",
       "      <td>1097.1</td>\n",
       "      <td>1202.2</td>\n",
       "      <td>1079.1</td>\n",
       "      <td>959.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p013</th>\n",
       "      <td>1133.3</td>\n",
       "      <td>1384.3</td>\n",
       "      <td>1223.8</td>\n",
       "      <td>1256.7</td>\n",
       "      <td>1356.4</td>\n",
       "      <td>1269.5</td>\n",
       "      <td>1101.9</td>\n",
       "      <td>1215.6</td>\n",
       "      <td>1121.2</td>\n",
       "      <td>1111.9</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>994.1</td>\n",
       "      <td>1115.6</td>\n",
       "      <td>963.0</td>\n",
       "      <td>1039.6</td>\n",
       "      <td>1457.3</td>\n",
       "      <td>1152.8</td>\n",
       "      <td>1086.2</td>\n",
       "      <td>1031.7</td>\n",
       "      <td>1065.7</td>\n",
       "      <td>1079.8</td>\n",
       "      <td>879.7</td>\n",
       "      <td>899.8</td>\n",
       "      <td>1022.4</td>\n",
       "      <td>1108.0</td>\n",
       "      <td>968.1</td>\n",
       "      <td>1157.1</td>\n",
       "      <td>1142.1</td>\n",
       "      <td>1346.0</td>\n",
       "      <td>1126.4</td>\n",
       "      <td>965.2</td>\n",
       "      <td>920.2</td>\n",
       "      <td>778.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p014</th>\n",
       "      <td>1906.7</td>\n",
       "      <td>2190.1</td>\n",
       "      <td>1979.2</td>\n",
       "      <td>1834.3</td>\n",
       "      <td>2002.7</td>\n",
       "      <td>2051.1</td>\n",
       "      <td>2020.4</td>\n",
       "      <td>1557.3</td>\n",
       "      <td>1552.1</td>\n",
       "      <td>1678.4</td>\n",
       "      <td>1644.8</td>\n",
       "      <td>1702.1</td>\n",
       "      <td>2145.0</td>\n",
       "      <td>1668.2</td>\n",
       "      <td>1962.3</td>\n",
       "      <td>2351.3</td>\n",
       "      <td>2042.1</td>\n",
       "      <td>2419.9</td>\n",
       "      <td>2134.9</td>\n",
       "      <td>1751.5</td>\n",
       "      <td>1235.2</td>\n",
       "      <td>1256.5</td>\n",
       "      <td>1744.1</td>\n",
       "      <td>1776.2</td>\n",
       "      <td>1781.0</td>\n",
       "      <td>2162.5</td>\n",
       "      <td>2371.9</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>2307.7</td>\n",
       "      <td>2003.6</td>\n",
       "      <td>1721.8</td>\n",
       "      <td>1477.9</td>\n",
       "      <td>1424.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p015</th>\n",
       "      <td>1134.2</td>\n",
       "      <td>1150.9</td>\n",
       "      <td>943.1</td>\n",
       "      <td>1109.1</td>\n",
       "      <td>1047.7</td>\n",
       "      <td>945.7</td>\n",
       "      <td>1018.3</td>\n",
       "      <td>978.3</td>\n",
       "      <td>1194.6</td>\n",
       "      <td>1002.2</td>\n",
       "      <td>930.5</td>\n",
       "      <td>1137.9</td>\n",
       "      <td>1343.6</td>\n",
       "      <td>1163.5</td>\n",
       "      <td>1160.6</td>\n",
       "      <td>1157.4</td>\n",
       "      <td>1254.3</td>\n",
       "      <td>1615.9</td>\n",
       "      <td>1347.6</td>\n",
       "      <td>1209.5</td>\n",
       "      <td>953.8</td>\n",
       "      <td>975.8</td>\n",
       "      <td>1383.7</td>\n",
       "      <td>1231.7</td>\n",
       "      <td>1164.1</td>\n",
       "      <td>1309.8</td>\n",
       "      <td>1423.6</td>\n",
       "      <td>1412.6</td>\n",
       "      <td>1831.7</td>\n",
       "      <td>1262.5</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>1088.2</td>\n",
       "      <td>795.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p016</th>\n",
       "      <td>1265.4</td>\n",
       "      <td>1187.0</td>\n",
       "      <td>1255.7</td>\n",
       "      <td>1068.2</td>\n",
       "      <td>1103.9</td>\n",
       "      <td>991.7</td>\n",
       "      <td>1282.3</td>\n",
       "      <td>987.3</td>\n",
       "      <td>1136.6</td>\n",
       "      <td>961.8</td>\n",
       "      <td>942.2</td>\n",
       "      <td>1113.6</td>\n",
       "      <td>1031.6</td>\n",
       "      <td>979.9</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>1057.7</td>\n",
       "      <td>1471.6</td>\n",
       "      <td>1046.8</td>\n",
       "      <td>1042.1</td>\n",
       "      <td>1066.1</td>\n",
       "      <td>817.7</td>\n",
       "      <td>883.9</td>\n",
       "      <td>893.2</td>\n",
       "      <td>1060.4</td>\n",
       "      <td>970.2</td>\n",
       "      <td>943.3</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>1266.5</td>\n",
       "      <td>1019.0</td>\n",
       "      <td>1103.6</td>\n",
       "      <td>1064.6</td>\n",
       "      <td>940.9</td>\n",
       "      <td>882.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p017</th>\n",
       "      <td>819.5</td>\n",
       "      <td>722.8</td>\n",
       "      <td>1021.8</td>\n",
       "      <td>832.7</td>\n",
       "      <td>825.1</td>\n",
       "      <td>946.6</td>\n",
       "      <td>842.7</td>\n",
       "      <td>863.7</td>\n",
       "      <td>921.0</td>\n",
       "      <td>836.0</td>\n",
       "      <td>727.3</td>\n",
       "      <td>939.8</td>\n",
       "      <td>824.0</td>\n",
       "      <td>809.7</td>\n",
       "      <td>935.7</td>\n",
       "      <td>804.5</td>\n",
       "      <td>1321.0</td>\n",
       "      <td>1001.2</td>\n",
       "      <td>916.1</td>\n",
       "      <td>733.3</td>\n",
       "      <td>786.6</td>\n",
       "      <td>736.0</td>\n",
       "      <td>775.8</td>\n",
       "      <td>956.6</td>\n",
       "      <td>938.4</td>\n",
       "      <td>919.7</td>\n",
       "      <td>835.5</td>\n",
       "      <td>755.5</td>\n",
       "      <td>697.9</td>\n",
       "      <td>912.6</td>\n",
       "      <td>825.1</td>\n",
       "      <td>719.7</td>\n",
       "      <td>687.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p018</th>\n",
       "      <td>549.1</td>\n",
       "      <td>510.9</td>\n",
       "      <td>599.7</td>\n",
       "      <td>537.6</td>\n",
       "      <td>601.8</td>\n",
       "      <td>523.9</td>\n",
       "      <td>618.6</td>\n",
       "      <td>634.9</td>\n",
       "      <td>549.3</td>\n",
       "      <td>524.7</td>\n",
       "      <td>495.6</td>\n",
       "      <td>698.1</td>\n",
       "      <td>490.9</td>\n",
       "      <td>628.3</td>\n",
       "      <td>693.1</td>\n",
       "      <td>485.9</td>\n",
       "      <td>615.6</td>\n",
       "      <td>680.4</td>\n",
       "      <td>593.7</td>\n",
       "      <td>657.7</td>\n",
       "      <td>645.3</td>\n",
       "      <td>619.0</td>\n",
       "      <td>692.5</td>\n",
       "      <td>730.3</td>\n",
       "      <td>606.5</td>\n",
       "      <td>699.0</td>\n",
       "      <td>708.3</td>\n",
       "      <td>607.6</td>\n",
       "      <td>649.1</td>\n",
       "      <td>676.2</td>\n",
       "      <td>631.7</td>\n",
       "      <td>671.6</td>\n",
       "      <td>640.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p019</th>\n",
       "      <td>1103.8</td>\n",
       "      <td>1600.4</td>\n",
       "      <td>1364.2</td>\n",
       "      <td>1368.2</td>\n",
       "      <td>1567.6</td>\n",
       "      <td>1692.2</td>\n",
       "      <td>1122.3</td>\n",
       "      <td>1139.8</td>\n",
       "      <td>1267.5</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>883.5</td>\n",
       "      <td>883.5</td>\n",
       "      <td>1044.2</td>\n",
       "      <td>1211.2</td>\n",
       "      <td>1180.5</td>\n",
       "      <td>1301.8</td>\n",
       "      <td>1641.9</td>\n",
       "      <td>1668.1</td>\n",
       "      <td>1183.1</td>\n",
       "      <td>868.9</td>\n",
       "      <td>983.9</td>\n",
       "      <td>889.4</td>\n",
       "      <td>892.4</td>\n",
       "      <td>996.5</td>\n",
       "      <td>922.7</td>\n",
       "      <td>1192.3</td>\n",
       "      <td>1280.2</td>\n",
       "      <td>1196.9</td>\n",
       "      <td>1443.6</td>\n",
       "      <td>1139.7</td>\n",
       "      <td>842.6</td>\n",
       "      <td>858.3</td>\n",
       "      <td>763.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p020</th>\n",
       "      <td>905.8</td>\n",
       "      <td>808.0</td>\n",
       "      <td>887.7</td>\n",
       "      <td>862.3</td>\n",
       "      <td>903.6</td>\n",
       "      <td>879.4</td>\n",
       "      <td>961.5</td>\n",
       "      <td>791.9</td>\n",
       "      <td>729.8</td>\n",
       "      <td>828.6</td>\n",
       "      <td>850.4</td>\n",
       "      <td>1077.2</td>\n",
       "      <td>985.4</td>\n",
       "      <td>943.6</td>\n",
       "      <td>1036.4</td>\n",
       "      <td>1098.5</td>\n",
       "      <td>935.6</td>\n",
       "      <td>883.5</td>\n",
       "      <td>892.7</td>\n",
       "      <td>805.2</td>\n",
       "      <td>710.5</td>\n",
       "      <td>769.7</td>\n",
       "      <td>1071.6</td>\n",
       "      <td>1071.7</td>\n",
       "      <td>976.6</td>\n",
       "      <td>994.9</td>\n",
       "      <td>984.8</td>\n",
       "      <td>1020.5</td>\n",
       "      <td>875.6</td>\n",
       "      <td>839.7</td>\n",
       "      <td>771.0</td>\n",
       "      <td>827.5</td>\n",
       "      <td>723.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p021</th>\n",
       "      <td>1321.4</td>\n",
       "      <td>1108.2</td>\n",
       "      <td>1224.2</td>\n",
       "      <td>1227.3</td>\n",
       "      <td>1386.7</td>\n",
       "      <td>1435.6</td>\n",
       "      <td>1353.7</td>\n",
       "      <td>1585.5</td>\n",
       "      <td>1959.6</td>\n",
       "      <td>1363.6</td>\n",
       "      <td>1127.7</td>\n",
       "      <td>869.5</td>\n",
       "      <td>810.4</td>\n",
       "      <td>905.8</td>\n",
       "      <td>1016.8</td>\n",
       "      <td>1109.9</td>\n",
       "      <td>1120.1</td>\n",
       "      <td>1132.8</td>\n",
       "      <td>1172.7</td>\n",
       "      <td>1295.7</td>\n",
       "      <td>942.7</td>\n",
       "      <td>954.1</td>\n",
       "      <td>1196.1</td>\n",
       "      <td>1058.7</td>\n",
       "      <td>1015.6</td>\n",
       "      <td>1140.0</td>\n",
       "      <td>1473.7</td>\n",
       "      <td>1411.7</td>\n",
       "      <td>1797.4</td>\n",
       "      <td>1918.0</td>\n",
       "      <td>1224.1</td>\n",
       "      <td>922.5</td>\n",
       "      <td>885.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p022</th>\n",
       "      <td>1427.0</td>\n",
       "      <td>1305.8</td>\n",
       "      <td>1205.1</td>\n",
       "      <td>1361.0</td>\n",
       "      <td>1461.9</td>\n",
       "      <td>1313.3</td>\n",
       "      <td>1425.5</td>\n",
       "      <td>1181.7</td>\n",
       "      <td>1071.6</td>\n",
       "      <td>1335.7</td>\n",
       "      <td>1130.5</td>\n",
       "      <td>930.6</td>\n",
       "      <td>1077.6</td>\n",
       "      <td>1026.2</td>\n",
       "      <td>1071.6</td>\n",
       "      <td>1266.6</td>\n",
       "      <td>1334.7</td>\n",
       "      <td>1331.7</td>\n",
       "      <td>1254.4</td>\n",
       "      <td>936.7</td>\n",
       "      <td>1023.4</td>\n",
       "      <td>947.4</td>\n",
       "      <td>1082.7</td>\n",
       "      <td>1143.5</td>\n",
       "      <td>1048.7</td>\n",
       "      <td>1229.2</td>\n",
       "      <td>1503.6</td>\n",
       "      <td>1199.2</td>\n",
       "      <td>1399.0</td>\n",
       "      <td>1007.4</td>\n",
       "      <td>975.7</td>\n",
       "      <td>983.6</td>\n",
       "      <td>955.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p023</th>\n",
       "      <td>2070.2</td>\n",
       "      <td>1930.1</td>\n",
       "      <td>1888.2</td>\n",
       "      <td>1882.0</td>\n",
       "      <td>2329.5</td>\n",
       "      <td>1957.8</td>\n",
       "      <td>2046.5</td>\n",
       "      <td>1967.1</td>\n",
       "      <td>1715.5</td>\n",
       "      <td>1689.3</td>\n",
       "      <td>1751.7</td>\n",
       "      <td>1817.7</td>\n",
       "      <td>1506.8</td>\n",
       "      <td>1455.3</td>\n",
       "      <td>1638.1</td>\n",
       "      <td>1524.2</td>\n",
       "      <td>2106.7</td>\n",
       "      <td>2956.8</td>\n",
       "      <td>1851.3</td>\n",
       "      <td>1430.4</td>\n",
       "      <td>1119.6</td>\n",
       "      <td>1151.6</td>\n",
       "      <td>1231.7</td>\n",
       "      <td>1560.0</td>\n",
       "      <td>1383.6</td>\n",
       "      <td>2035.4</td>\n",
       "      <td>2122.1</td>\n",
       "      <td>2910.9</td>\n",
       "      <td>2327.7</td>\n",
       "      <td>1532.4</td>\n",
       "      <td>1653.2</td>\n",
       "      <td>1064.5</td>\n",
       "      <td>1275.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p024</th>\n",
       "      <td>1230.8</td>\n",
       "      <td>1183.6</td>\n",
       "      <td>1293.5</td>\n",
       "      <td>1233.8</td>\n",
       "      <td>1385.8</td>\n",
       "      <td>1171.0</td>\n",
       "      <td>1547.3</td>\n",
       "      <td>1310.5</td>\n",
       "      <td>1274.4</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>1038.6</td>\n",
       "      <td>959.6</td>\n",
       "      <td>1060.7</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>1111.6</td>\n",
       "      <td>1047.7</td>\n",
       "      <td>1170.9</td>\n",
       "      <td>1168.2</td>\n",
       "      <td>967.7</td>\n",
       "      <td>907.0</td>\n",
       "      <td>850.5</td>\n",
       "      <td>797.8</td>\n",
       "      <td>924.6</td>\n",
       "      <td>1163.8</td>\n",
       "      <td>1080.3</td>\n",
       "      <td>1076.7</td>\n",
       "      <td>1044.2</td>\n",
       "      <td>1549.3</td>\n",
       "      <td>1649.4</td>\n",
       "      <td>1211.4</td>\n",
       "      <td>936.0</td>\n",
       "      <td>1017.9</td>\n",
       "      <td>870.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p025</th>\n",
       "      <td>998.1</td>\n",
       "      <td>1024.7</td>\n",
       "      <td>1072.8</td>\n",
       "      <td>1028.9</td>\n",
       "      <td>1199.2</td>\n",
       "      <td>983.7</td>\n",
       "      <td>1028.4</td>\n",
       "      <td>1044.0</td>\n",
       "      <td>995.1</td>\n",
       "      <td>1026.0</td>\n",
       "      <td>1172.9</td>\n",
       "      <td>904.0</td>\n",
       "      <td>957.7</td>\n",
       "      <td>983.6</td>\n",
       "      <td>979.9</td>\n",
       "      <td>977.0</td>\n",
       "      <td>823.7</td>\n",
       "      <td>1165.3</td>\n",
       "      <td>1161.7</td>\n",
       "      <td>839.6</td>\n",
       "      <td>955.1</td>\n",
       "      <td>826.6</td>\n",
       "      <td>930.6</td>\n",
       "      <td>977.9</td>\n",
       "      <td>1034.7</td>\n",
       "      <td>1107.5</td>\n",
       "      <td>1062.7</td>\n",
       "      <td>1309.5</td>\n",
       "      <td>935.6</td>\n",
       "      <td>1116.9</td>\n",
       "      <td>860.8</td>\n",
       "      <td>964.8</td>\n",
       "      <td>842.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p026</th>\n",
       "      <td>1266.7</td>\n",
       "      <td>1351.7</td>\n",
       "      <td>1300.3</td>\n",
       "      <td>1187.9</td>\n",
       "      <td>1169.2</td>\n",
       "      <td>1159.3</td>\n",
       "      <td>1182.2</td>\n",
       "      <td>1337.2</td>\n",
       "      <td>1216.2</td>\n",
       "      <td>1566.4</td>\n",
       "      <td>1239.4</td>\n",
       "      <td>1225.5</td>\n",
       "      <td>953.8</td>\n",
       "      <td>1499.9</td>\n",
       "      <td>1618.0</td>\n",
       "      <td>1472.4</td>\n",
       "      <td>1295.6</td>\n",
       "      <td>1169.9</td>\n",
       "      <td>1215.6</td>\n",
       "      <td>1090.6</td>\n",
       "      <td>1083.2</td>\n",
       "      <td>1010.7</td>\n",
       "      <td>1027.8</td>\n",
       "      <td>1079.7</td>\n",
       "      <td>1289.9</td>\n",
       "      <td>1303.6</td>\n",
       "      <td>1385.8</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>1385.4</td>\n",
       "      <td>1183.6</td>\n",
       "      <td>891.0</td>\n",
       "      <td>943.9</td>\n",
       "      <td>863.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p027</th>\n",
       "      <td>1273.6</td>\n",
       "      <td>1195.3</td>\n",
       "      <td>1285.0</td>\n",
       "      <td>1007.6</td>\n",
       "      <td>1276.9</td>\n",
       "      <td>1183.6</td>\n",
       "      <td>1059.5</td>\n",
       "      <td>954.1</td>\n",
       "      <td>1093.9</td>\n",
       "      <td>883.6</td>\n",
       "      <td>1010.9</td>\n",
       "      <td>1230.3</td>\n",
       "      <td>1095.6</td>\n",
       "      <td>1127.6</td>\n",
       "      <td>973.8</td>\n",
       "      <td>1322.2</td>\n",
       "      <td>1086.4</td>\n",
       "      <td>913.4</td>\n",
       "      <td>936.4</td>\n",
       "      <td>883.9</td>\n",
       "      <td>845.8</td>\n",
       "      <td>911.7</td>\n",
       "      <td>1031.6</td>\n",
       "      <td>1141.0</td>\n",
       "      <td>1021.0</td>\n",
       "      <td>977.7</td>\n",
       "      <td>1218.5</td>\n",
       "      <td>1292.5</td>\n",
       "      <td>902.0</td>\n",
       "      <td>963.9</td>\n",
       "      <td>961.7</td>\n",
       "      <td>921.6</td>\n",
       "      <td>817.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p028</th>\n",
       "      <td>1285.3</td>\n",
       "      <td>1368.5</td>\n",
       "      <td>1479.7</td>\n",
       "      <td>1541.1</td>\n",
       "      <td>1481.0</td>\n",
       "      <td>1594.9</td>\n",
       "      <td>1403.1</td>\n",
       "      <td>1578.6</td>\n",
       "      <td>1297.1</td>\n",
       "      <td>1554.7</td>\n",
       "      <td>1236.6</td>\n",
       "      <td>1121.4</td>\n",
       "      <td>1047.4</td>\n",
       "      <td>1194.3</td>\n",
       "      <td>1137.3</td>\n",
       "      <td>1417.5</td>\n",
       "      <td>1244.0</td>\n",
       "      <td>1499.0</td>\n",
       "      <td>1248.8</td>\n",
       "      <td>1141.5</td>\n",
       "      <td>991.7</td>\n",
       "      <td>918.9</td>\n",
       "      <td>883.3</td>\n",
       "      <td>970.7</td>\n",
       "      <td>1044.2</td>\n",
       "      <td>964.5</td>\n",
       "      <td>1028.6</td>\n",
       "      <td>1118.8</td>\n",
       "      <td>1284.2</td>\n",
       "      <td>1045.3</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>967.7</td>\n",
       "      <td>983.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p029</th>\n",
       "      <td>2201.4</td>\n",
       "      <td>2532.7</td>\n",
       "      <td>2143.2</td>\n",
       "      <td>2175.6</td>\n",
       "      <td>2122.8</td>\n",
       "      <td>2331.5</td>\n",
       "      <td>2367.6</td>\n",
       "      <td>2337.7</td>\n",
       "      <td>2343.6</td>\n",
       "      <td>2148.8</td>\n",
       "      <td>2058.8</td>\n",
       "      <td>2055.7</td>\n",
       "      <td>2066.2</td>\n",
       "      <td>2173.5</td>\n",
       "      <td>2165.1</td>\n",
       "      <td>2144.3</td>\n",
       "      <td>2036.8</td>\n",
       "      <td>1916.0</td>\n",
       "      <td>1827.0</td>\n",
       "      <td>1657.8</td>\n",
       "      <td>1501.9</td>\n",
       "      <td>1603.9</td>\n",
       "      <td>2215.7</td>\n",
       "      <td>2344.9</td>\n",
       "      <td>2149.1</td>\n",
       "      <td>2274.0</td>\n",
       "      <td>2516.8</td>\n",
       "      <td>1951.6</td>\n",
       "      <td>2534.6</td>\n",
       "      <td>2239.6</td>\n",
       "      <td>2127.6</td>\n",
       "      <td>1815.8</td>\n",
       "      <td>2219.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p030</th>\n",
       "      <td>812.4</td>\n",
       "      <td>784.5</td>\n",
       "      <td>884.4</td>\n",
       "      <td>756.1</td>\n",
       "      <td>871.7</td>\n",
       "      <td>756.6</td>\n",
       "      <td>986.8</td>\n",
       "      <td>867.1</td>\n",
       "      <td>737.6</td>\n",
       "      <td>754.1</td>\n",
       "      <td>790.0</td>\n",
       "      <td>848.4</td>\n",
       "      <td>912.6</td>\n",
       "      <td>804.7</td>\n",
       "      <td>861.4</td>\n",
       "      <td>917.2</td>\n",
       "      <td>803.6</td>\n",
       "      <td>789.0</td>\n",
       "      <td>828.2</td>\n",
       "      <td>826.5</td>\n",
       "      <td>806.8</td>\n",
       "      <td>710.6</td>\n",
       "      <td>892.9</td>\n",
       "      <td>904.8</td>\n",
       "      <td>969.8</td>\n",
       "      <td>1064.2</td>\n",
       "      <td>930.7</td>\n",
       "      <td>900.2</td>\n",
       "      <td>767.0</td>\n",
       "      <td>726.9</td>\n",
       "      <td>812.6</td>\n",
       "      <td>730.0</td>\n",
       "      <td>756.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              mouth                                                          \\\n",
       "grade          _00_    _01_    _02_    _03_    _04_    _05_    _06_    _07_   \n",
       "participant                                                                   \n",
       "p001         1420.5  1523.4  1374.2  1663.6  1183.5  1162.1  1513.5  1279.6   \n",
       "p002         1847.2  1449.9  1271.7  1425.5  1212.3  1779.9  1377.9  1513.8   \n",
       "p003         1476.3  1329.5  1289.1  1479.6  1504.4  1319.4  1576.6  1333.0   \n",
       "p004          756.7   739.8   722.0   802.5   835.8   765.4   852.2   705.9   \n",
       "p005         1175.6  1012.2  1586.3  1278.9  1380.6  1349.2  1486.4  1264.7   \n",
       "p006         1546.9  1240.0  1634.2  1842.3  1404.6  1476.8  1631.7  1690.8   \n",
       "p007         1132.6  1218.7  1298.8  1092.1  1135.6  1159.7  1100.9  1005.4   \n",
       "p008          877.1   884.4   805.0   799.6   804.5   952.8   819.3   824.6   \n",
       "p009         1279.7  1565.0  1415.6  1600.5  2276.4  2462.1  1995.5  1763.8   \n",
       "p010         1198.9   890.4   912.1   887.1  1055.7   851.5   881.3   918.2   \n",
       "p011         1403.9  1691.6  1450.3  1877.8  1772.6  1483.1  1522.4  1140.3   \n",
       "p012         1343.3  1318.2  1543.8  1274.0  1605.2  1238.9  1319.4  1171.9   \n",
       "p013         1133.3  1384.3  1223.8  1256.7  1356.4  1269.5  1101.9  1215.6   \n",
       "p014         1906.7  2190.1  1979.2  1834.3  2002.7  2051.1  2020.4  1557.3   \n",
       "p015         1134.2  1150.9   943.1  1109.1  1047.7   945.7  1018.3   978.3   \n",
       "p016         1265.4  1187.0  1255.7  1068.2  1103.9   991.7  1282.3   987.3   \n",
       "p017          819.5   722.8  1021.8   832.7   825.1   946.6   842.7   863.7   \n",
       "p018          549.1   510.9   599.7   537.6   601.8   523.9   618.6   634.9   \n",
       "p019         1103.8  1600.4  1364.2  1368.2  1567.6  1692.2  1122.3  1139.8   \n",
       "p020          905.8   808.0   887.7   862.3   903.6   879.4   961.5   791.9   \n",
       "p021         1321.4  1108.2  1224.2  1227.3  1386.7  1435.6  1353.7  1585.5   \n",
       "p022         1427.0  1305.8  1205.1  1361.0  1461.9  1313.3  1425.5  1181.7   \n",
       "p023         2070.2  1930.1  1888.2  1882.0  2329.5  1957.8  2046.5  1967.1   \n",
       "p024         1230.8  1183.6  1293.5  1233.8  1385.8  1171.0  1547.3  1310.5   \n",
       "p025          998.1  1024.7  1072.8  1028.9  1199.2   983.7  1028.4  1044.0   \n",
       "p026         1266.7  1351.7  1300.3  1187.9  1169.2  1159.3  1182.2  1337.2   \n",
       "p027         1273.6  1195.3  1285.0  1007.6  1276.9  1183.6  1059.5   954.1   \n",
       "p028         1285.3  1368.5  1479.7  1541.1  1481.0  1594.9  1403.1  1578.6   \n",
       "p029         2201.4  2532.7  2143.2  2175.6  2122.8  2331.5  2367.6  2337.7   \n",
       "p030          812.4   784.5   884.4   756.1   871.7   756.6   986.8   867.1   \n",
       "\n",
       "                                       eyes                                  \\\n",
       "grade          _08_    _09_    _10_    _00_    _01_    _02_    _03_    _04_   \n",
       "participant                                                                   \n",
       "p001         1099.5  1241.9  1163.2  1224.4  1244.4  1114.7  1148.2  1300.6   \n",
       "p002         1273.6  1462.6  1106.3  1287.6  1071.4  1314.1  1675.1  1524.8   \n",
       "p003         1516.5  1316.3  1055.6  1476.9  1572.0  1526.9  1121.4  1300.6   \n",
       "p004          748.0   681.7   826.7   831.6   767.6   786.5   815.5   805.9   \n",
       "p005         1628.1  1475.1  1650.0  1041.4  1180.9  1377.5  1063.5  1328.6   \n",
       "p006         1611.9  1434.5  1474.0   911.7   985.2  1160.7  1211.1  1452.7   \n",
       "p007         1148.7   996.8   829.6   981.2   962.7   957.6   936.2  1018.0   \n",
       "p008          708.1   693.1   819.4   674.9   724.0   770.1   691.9   857.4   \n",
       "p009         2359.7  1634.9  1559.6  1060.4  1311.1  1121.4  1214.6  1561.7   \n",
       "p010          860.1   833.4   914.6   862.4   775.6   935.7   982.2   908.8   \n",
       "p011         1193.6  1017.8  1042.2   873.9   873.8  1027.3  1447.6  1250.8   \n",
       "p012         1073.9  1026.9  1008.0  1388.5  1355.2  2919.3  2331.0  1817.4   \n",
       "p013         1121.2  1111.9  1130.0   994.1  1115.6   963.0  1039.6  1457.3   \n",
       "p014         1552.1  1678.4  1644.8  1702.1  2145.0  1668.2  1962.3  2351.3   \n",
       "p015         1194.6  1002.2   930.5  1137.9  1343.6  1163.5  1160.6  1157.4   \n",
       "p016         1136.6   961.8   942.2  1113.6  1031.6   979.9  1049.0  1057.7   \n",
       "p017          921.0   836.0   727.3   939.8   824.0   809.7   935.7   804.5   \n",
       "p018          549.3   524.7   495.6   698.1   490.9   628.3   693.1   485.9   \n",
       "p019         1267.5  1125.0   883.5   883.5  1044.2  1211.2  1180.5  1301.8   \n",
       "p020          729.8   828.6   850.4  1077.2   985.4   943.6  1036.4  1098.5   \n",
       "p021         1959.6  1363.6  1127.7   869.5   810.4   905.8  1016.8  1109.9   \n",
       "p022         1071.6  1335.7  1130.5   930.6  1077.6  1026.2  1071.6  1266.6   \n",
       "p023         1715.5  1689.3  1751.7  1817.7  1506.8  1455.3  1638.1  1524.2   \n",
       "p024         1274.4  1350.0  1038.6   959.6  1060.7  1010.0  1111.6  1047.7   \n",
       "p025          995.1  1026.0  1172.9   904.0   957.7   983.6   979.9   977.0   \n",
       "p026         1216.2  1566.4  1239.4  1225.5   953.8  1499.9  1618.0  1472.4   \n",
       "p027         1093.9   883.6  1010.9  1230.3  1095.6  1127.6   973.8  1322.2   \n",
       "p028         1297.1  1554.7  1236.6  1121.4  1047.4  1194.3  1137.3  1417.5   \n",
       "p029         2343.6  2148.8  2058.8  2055.7  2066.2  2173.5  2165.1  2144.3   \n",
       "p030          737.6   754.1   790.0   848.4   912.6   804.7   861.4   917.2   \n",
       "\n",
       "                                                              whole          \\\n",
       "grade          _05_    _06_    _07_    _08_    _09_    _10_    _00_    _01_   \n",
       "participant                                                                   \n",
       "p001         1559.5  1346.9  1431.7  1270.8  1170.4   960.1  1083.0  1159.0   \n",
       "p002         1347.9  1287.7  1124.7  1028.5  1033.2  1001.6  1045.3  1240.2   \n",
       "p003         1211.1  1151.6  1336.0  1075.4  1012.3   915.3  1805.0  1737.6   \n",
       "p004          804.4   740.0   804.2   691.7   668.1   677.1   801.9   759.4   \n",
       "p005         1453.4  1662.1  1563.1  1215.3  1140.4  1051.6  1390.4  1531.4   \n",
       "p006         1479.6  1709.3  1328.0  1313.7  1023.1   954.6  1279.8  1257.8   \n",
       "p007         1188.1   940.6  1114.4  1034.8   908.6   861.4   909.2  1023.6   \n",
       "p008          876.6   833.1   685.5   815.6   853.8   691.2   751.2   757.1   \n",
       "p009         1474.4  1415.7  1442.9  1210.1  1016.0  1060.9  1042.9  1095.5   \n",
       "p010          956.0   967.9   823.5   791.6   852.3   751.6   918.1   953.2   \n",
       "p011         1761.6  1744.2  1422.9  1210.4   976.6   795.9   882.8   797.2   \n",
       "p012         1735.6  2387.0  2879.6  1314.2  1252.2  1004.6  1290.4  1683.8   \n",
       "p013         1152.8  1086.2  1031.7  1065.7  1079.8   879.7   899.8  1022.4   \n",
       "p014         2042.1  2419.9  2134.9  1751.5  1235.2  1256.5  1744.1  1776.2   \n",
       "p015         1254.3  1615.9  1347.6  1209.5   953.8   975.8  1383.7  1231.7   \n",
       "p016         1471.6  1046.8  1042.1  1066.1   817.7   883.9   893.2  1060.4   \n",
       "p017         1321.0  1001.2   916.1   733.3   786.6   736.0   775.8   956.6   \n",
       "p018          615.6   680.4   593.7   657.7   645.3   619.0   692.5   730.3   \n",
       "p019         1641.9  1668.1  1183.1   868.9   983.9   889.4   892.4   996.5   \n",
       "p020          935.6   883.5   892.7   805.2   710.5   769.7  1071.6  1071.7   \n",
       "p021         1120.1  1132.8  1172.7  1295.7   942.7   954.1  1196.1  1058.7   \n",
       "p022         1334.7  1331.7  1254.4   936.7  1023.4   947.4  1082.7  1143.5   \n",
       "p023         2106.7  2956.8  1851.3  1430.4  1119.6  1151.6  1231.7  1560.0   \n",
       "p024         1170.9  1168.2   967.7   907.0   850.5   797.8   924.6  1163.8   \n",
       "p025          823.7  1165.3  1161.7   839.6   955.1   826.6   930.6   977.9   \n",
       "p026         1295.6  1169.9  1215.6  1090.6  1083.2  1010.7  1027.8  1079.7   \n",
       "p027         1086.4   913.4   936.4   883.9   845.8   911.7  1031.6  1141.0   \n",
       "p028         1244.0  1499.0  1248.8  1141.5   991.7   918.9   883.3   970.7   \n",
       "p029         2036.8  1916.0  1827.0  1657.8  1501.9  1603.9  2215.7  2344.9   \n",
       "p030          803.6   789.0   828.2   826.5   806.8   710.6   892.9   904.8   \n",
       "\n",
       "                                                                             \\\n",
       "grade          _02_    _03_    _04_    _05_    _06_    _07_    _08_    _09_   \n",
       "participant                                                                   \n",
       "p001         1248.9  1351.1  1770.1  1259.4  1370.9  1283.8  1076.3   976.4   \n",
       "p002         1210.3  1324.4  1377.3  1126.5  1609.6  1427.6  1052.6  1139.2   \n",
       "p003         1919.8  1677.7  2442.7  1831.1  1761.1  1571.1  1255.6  1211.3   \n",
       "p004          743.7   756.1   783.7   722.6   852.0   759.8   706.1   725.3   \n",
       "p005         1100.5  1303.6  1471.6  1260.8  1628.5  1325.1  1339.0   986.9   \n",
       "p006         1018.0  1381.6  1435.4  1921.7  1469.0  1634.2  1177.8  1112.7   \n",
       "p007         1119.7  1028.8  1102.3  1211.2  1201.6  1062.2   960.5   906.6   \n",
       "p008          811.1   666.1   763.1   796.3   705.5   892.3   650.5   645.3   \n",
       "p009         1293.4  1391.7  1740.2  1612.5  1872.4  1514.4  1209.5  1164.2   \n",
       "p010          953.5   906.0   985.6  1017.7   883.1   812.6   774.6   825.8   \n",
       "p011          860.1  1216.3  1671.6  1752.5  1439.7  1065.6   922.2   817.6   \n",
       "p012         1591.0  1714.3  2038.9  1284.0  1516.6  1097.1  1202.2  1079.1   \n",
       "p013         1108.0   968.1  1157.1  1142.1  1346.0  1126.4   965.2   920.2   \n",
       "p014         1781.0  2162.5  2371.9  2014.0  2307.7  2003.6  1721.8  1477.9   \n",
       "p015         1164.1  1309.8  1423.6  1412.6  1831.7  1262.5  1262.0  1088.2   \n",
       "p016          970.2   943.3  1042.0  1266.5  1019.0  1103.6  1064.6   940.9   \n",
       "p017          938.4   919.7   835.5   755.5   697.9   912.6   825.1   719.7   \n",
       "p018          606.5   699.0   708.3   607.6   649.1   676.2   631.7   671.6   \n",
       "p019          922.7  1192.3  1280.2  1196.9  1443.6  1139.7   842.6   858.3   \n",
       "p020          976.6   994.9   984.8  1020.5   875.6   839.7   771.0   827.5   \n",
       "p021         1015.6  1140.0  1473.7  1411.7  1797.4  1918.0  1224.1   922.5   \n",
       "p022         1048.7  1229.2  1503.6  1199.2  1399.0  1007.4   975.7   983.6   \n",
       "p023         1383.6  2035.4  2122.1  2910.9  2327.7  1532.4  1653.2  1064.5   \n",
       "p024         1080.3  1076.7  1044.2  1549.3  1649.4  1211.4   936.0  1017.9   \n",
       "p025         1034.7  1107.5  1062.7  1309.5   935.6  1116.9   860.8   964.8   \n",
       "p026         1289.9  1303.6  1385.8  1500.0  1385.4  1183.6   891.0   943.9   \n",
       "p027         1021.0   977.7  1218.5  1292.5   902.0   963.9   961.7   921.6   \n",
       "p028         1044.2   964.5  1028.6  1118.8  1284.2  1045.3  1066.0   967.7   \n",
       "p029         2149.1  2274.0  2516.8  1951.6  2534.6  2239.6  2127.6  1815.8   \n",
       "p030          969.8  1064.2   930.7   900.2   767.0   726.9   812.6   730.0   \n",
       "\n",
       "                     \n",
       "grade          _10_  \n",
       "participant          \n",
       "p001          895.9  \n",
       "p002         1018.9  \n",
       "p003         1139.5  \n",
       "p004          667.3  \n",
       "p005         1164.2  \n",
       "p006         1048.7  \n",
       "p007          833.2  \n",
       "p008          627.3  \n",
       "p009         1087.1  \n",
       "p010          764.2  \n",
       "p011          813.9  \n",
       "p012          959.9  \n",
       "p013          778.2  \n",
       "p014         1424.3  \n",
       "p015          795.2  \n",
       "p016          882.4  \n",
       "p017          687.7  \n",
       "p018          640.1  \n",
       "p019          763.9  \n",
       "p020          723.8  \n",
       "p021          885.0  \n",
       "p022          955.6  \n",
       "p023         1275.7  \n",
       "p024          870.0  \n",
       "p025          842.3  \n",
       "p026          863.1  \n",
       "p027          817.4  \n",
       "p028          983.8  \n",
       "p029         2219.3  \n",
       "p030          756.2  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/n03yFeANwFnh/xBwcnYtR+pY6C7d7rbT/U8f9xn/ksZHu92m3W4P9ZirDv8krwA2lVJ+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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f346d751a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rt_between = make_rt_sample(pList).unstack('grade')\n",
    "rt_between"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Excluding the non-compliant participants:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rev_rt_between = pd.concat([rt_between[0:16], rt_between[18:] ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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V9p2V/7mgeQW9l5YGVZ99nLCnHyMszBbq1axJzvTpXletWsyqgYVvjDI9moyx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\nsXWj6V3lfML3Hjz1JJGaeua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9b/aTFzzgKadqjP63btHnRusJSFEUZ/F6vXhzGzQUm5Km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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f346d5f9f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for cond in rev_rt_between.columns.levels[0]:\n",
    "    errorbar(range(len(rev_rt_between[cond].mean())),\n",
    "             rev_rt_between[cond].mean(),\n",
    "             rev_rt_between[cond].std(),\n",
    "             label=cond)\n",
    "legend(loc='best')\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# save table with all 30 subjects\n",
    "savePandas(my_folder,rt_between,'Exp1RtMedian.txt')\n",
    "# save revised table with 28 subjects\n",
    "savePandas(my_folder,rev_rt_between,'Exp1RtMedianAll.txt')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}