S2_Code_Experiment2_Data_Import.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center><h1>Supplement S2 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 2 (Composite)"
   ]
  },
  {
   "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 # filename matching\n",
    "import os # navigating directories\n",
    "import pickle # saving python objects to file\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 logfiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def getsubject(whichfolder, whichexperiment):\n",
    "    #os.chdir(whichfolder)\n",
    "    VpList = []\n",
    "    for fileName in os.listdir(whichfolder):\n",
    "        if fnmatch.fnmatch(fileName, whichexperiment):\n",
    "            VpList.append(whichfolder+fileName)\n",
    "    return VpList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:\t./data/exp2/Vp001-Vp001_UpDown_Identification.log\n",
      "1:\t./data/exp2/Vp002-Vp002_UpDown_Identification.log\n",
      "2:\t./data/exp2/Vp003-Vp003_UpDown_Identification.log\n",
      "3:\t./data/exp2/Vp004-Vp004_UpDown_Identification.log\n",
      "4:\t./data/exp2/Vp005-Vp005_UpDown_Identification.log\n",
      "5:\t./data/exp2/Vp006-Vp006_UpDown_Identification.log\n",
      "6:\t./data/exp2/Vp007-Vp007_UpDown_Identification.log\n",
      "7:\t./data/exp2/Vp008-Vp008_UpDown_Identification.log\n",
      "8:\t./data/exp2/Vp009-Vp009_UpDown_Identification.log\n",
      "9:\t./data/exp2/Vp010-Vp010_UpDown_Identification.log\n",
      "10:\t./data/exp2/Vp011-Vp011_UpDown_Identification.log\n",
      "11:\t./data/exp2/Vp012-Vp012_UpDown_Identification.log\n",
      "12:\t./data/exp2/Vp013-Vp013_UpDown_Identification.log\n",
      "13:\t./data/exp2/Vp014-Vp014_UpDown_Identification.log\n",
      "14:\t./data/exp2/Vp015-Vp015_UpDown_Identification.log\n",
      "15:\t./data/exp2/Vp016-Vp016_UpDown_Identification.log\n",
      "16:\t./data/exp2/Vp017-Vp017_UpDown_Identification.log\n",
      "17:\t./data/exp2/Vp018-Vp018_UpDown_Identification.log\n",
      "18:\t./data/exp2/Vp019-Vp019_UpDown_Identification.log\n",
      "19:\t./data/exp2/Vp020-Vp020_UpDown_Identification.log\n",
      "20:\t./data/exp2/Vp021-Vp021_UpDown_Identification.log\n",
      "21:\t./data/exp2/Vp022-Vp022_UpDown_Identification.log\n",
      "22:\t./data/exp2/Vp023-Vp023_UpDown_Identification.log\n",
      "23:\t./data/exp2/Vp024-Vp024_UpDown_Identification.log\n",
      "24:\t./data/exp2/Vp025-Vp025_UpDown_Identification.log\n",
      "25:\t./data/exp2/Vp026-Vp026_UpDown_Identification.log\n",
      "26:\t./data/exp2/Vp027-Vp027_UpDown_Identification.log\n",
      "27:\t./data/exp2/Vp028-Vp028_UpDown_Identification.log\n",
      "28:\t./data/exp2/Vp029-Vp029_UpDown_Identification.log\n",
      "29:\t./data/exp2/Vp030-Vp030_UpDown_Identification.log\n"
     ]
    }
   ],
   "source": [
    "IdentList = getsubject('./data/exp2/','*.log')\n",
    "IdentList.sort()\n",
    "\n",
    "for i in range(0,len(IdentList)):\n",
    "    print str(i) + \":\\t\" + IdentList[i]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get Responses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform each row into dict entry"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The logfiles have a legacy naming of the composite face conditions which is as follows:\n",
    "- rating of upper half\n",
    " - lower half angry: low10 (as 10 is the number of the 100% angry face)\n",
    " - lower half fearful: low00 (as 0 is the number of the 0% angry / 100% fearful face)\n",
    "- rating of lower half:\n",
    " - upper half angry: up10\n",
    " - upper half angry: up00"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_ident_data(Vp):\n",
    "    \n",
    "    filename = open(Vp,'r')\n",
    "    d = {'pt1': {'up10':{}, 'low10':{}, 'up00':{}, 'low00':{} },\n",
    "         'pt2': {'up10':{}, 'low10':{}, 'up00':{}, 'low00':{} }} # basic conditions\n",
    "    \n",
    "    i = 1 # count of items\n",
    "    \n",
    "    pt_switch = 1\n",
    "    r = 0\n",
    "    for entry in filename:  \n",
    "        # check if experiment part has changed\n",
    "        if entry.find(\"pause\") != -1: \n",
    "            pt_switch = 2\n",
    "        \n",
    "        # check if logfile row contains relevant information\n",
    "        if entry.find(\"Morph\") != -1:\n",
    "            first = entry.split()[3] # name of target face\n",
    "            second = entry.split()[5] # name of mask face\n",
    "            resp = entry.split()[-2] # respose given\n",
    "            \n",
    "            # get condition\n",
    "            if second.find(\"10_UPPER\") != -1:\n",
    "                cond = 'up10'\n",
    "            if second.find(\"10_LOWER\") != -1:\n",
    "                cond = 'low10'\n",
    "            if second.find(\"00_UPPER\") != -1:\n",
    "                cond = 'up00'\n",
    "            if second.find(\"00_LOWER\") != -1:\n",
    "                cond = 'low00' \n",
    "                \n",
    "            # write to dict\n",
    "            if pt_switch == 1:\n",
    "                d['pt1'][cond][\"item_\" + str(i)] = {\"target\": first, \"mask\": second, \"resp\": resp, \"rt\": 0.0}\n",
    "            if pt_switch == 2:\n",
    "                d['pt2'][cond][\"item_\" + str(i)] = {\"target\": first, \"mask\": second, \"resp\": resp, \"rt\": 0.0}\n",
    "            i += 1\n",
    "            r += 1\n",
    "        \n",
    "        if entry.find('Response') != -1 and i > 1 and r == 1:\n",
    "            rt = float(entry.split()[-2])/10 # ms\n",
    "            # write to dict\n",
    "            if pt_switch == 1:\n",
    "                d['pt1'][cond][\"item_\" + str(i-1)]['rt'] = rt\n",
    "                r = 0\n",
    "            if pt_switch == 2:\n",
    "                d['pt2'][cond][\"item_\" + str(i-1)]['rt'] = rt\n",
    "                r = 0\n",
    "            \n",
    "    return d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'mask': 'MorphM2_00_LOWER.jpg',\n",
       " 'resp': 'hit',\n",
       " 'rt': 25198.8,\n",
       " 'target': 'MorphM2_07_orig.jpg'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mydict = get_ident_data(IdentList[0])\n",
    "mydict['pt1']['low00']['item_1']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Count the hits for all morphing grades of a certain condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_ident_morphs(d,pt,cond):\n",
    "    morphs = ['_00_','_01_','_02_','_03_','_04_','_05_','_06_','_07_','_08_','_09_','_10_']\n",
    "    d_names = ['m00','m01','m02','m03','m04','m05','m06','m07','m08','m09','m10']\n",
    "    d_count = {'m00':{},'m01':{},'m02':{},'m03':{},'m04':{},'m05':{},'m06':{},'m07':{},'m08':{},'m09':{},'m10':{}}\n",
    "    j = 0\n",
    "    for m in morphs:\n",
    "        i = 0\n",
    "        for entry in d[pt][cond]:\n",
    "            if d[pt][cond][entry]['target'].find(m) != -1:\n",
    "                if d[pt][cond][entry]['resp'] == 'hit':\n",
    "                    i += 1\n",
    "        d_count[d_names[j]] = i\n",
    "        j += 1\n",
    "    return d_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Count hits for all conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_ident_cond(d,pt):\n",
    "    d_conds = {'up10':{}, 'low10':{}, 'up00':{}, 'low00':{} }\n",
    "    d_names = ['up10','low10','up00','low00']\n",
    "    i = 0\n",
    "    for c in d_names:\n",
    "        d_conds[d_names[i]] = get_ident_morphs(d,pt,d_names[i])\n",
    "        i += 1\n",
    "    return d_conds      "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'low00': {'m00': 4,\n",
       "  'm01': 6,\n",
       "  'm02': 10,\n",
       "  'm03': 7,\n",
       "  'm04': 12,\n",
       "  'm05': 10,\n",
       "  'm06': 12,\n",
       "  'm07': 15,\n",
       "  'm08': 16,\n",
       "  'm09': 16,\n",
       "  'm10': 17},\n",
       " 'low10': {'m00': 7,\n",
       "  'm01': 9,\n",
       "  'm02': 6,\n",
       "  'm03': 12,\n",
       "  'm04': 7,\n",
       "  'm05': 11,\n",
       "  'm06': 13,\n",
       "  'm07': 15,\n",
       "  'm08': 15,\n",
       "  'm09': 15,\n",
       "  'm10': 19},\n",
       " 'up00': {'m00': 7,\n",
       "  'm01': 4,\n",
       "  'm02': 6,\n",
       "  'm03': 8,\n",
       "  'm04': 7,\n",
       "  'm05': 9,\n",
       "  'm06': 8,\n",
       "  'm07': 9,\n",
       "  'm08': 9,\n",
       "  'm09': 11,\n",
       "  'm10': 12},\n",
       " 'up10': {'m00': 9,\n",
       "  'm01': 8,\n",
       "  'm02': 10,\n",
       "  'm03': 12,\n",
       "  'm04': 11,\n",
       "  'm05': 11,\n",
       "  'm06': 12,\n",
       "  'm07': 11,\n",
       "  'm08': 15,\n",
       "  'm09': 12,\n",
       "  'm10': 15}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_ident_cond(mydict,'pt1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Count Hits for both parts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_ident_parts(d):\n",
    "    pt1 = get_ident_cond(d,'pt1')\n",
    "    pt2 = get_ident_cond(d,'pt2')\n",
    "    return pt1,pt2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform into Pandas Data Frame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "00 --> fear<br>\n",
    "10 --> anger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def make_ident_df(d):\n",
    "    pt1_df = pd.DataFrame(get_ident_parts(d)[0])/20.*100 # transformation into percent\n",
    "    pt2_df = pd.DataFrame(get_ident_parts(d)[1])/20.*100\n",
    "    pt1_df.columns = [\"fear_low\", \"anger_low\",\"fear_high\",\"anger_high\" ]\n",
    "    pt2_df.columns = [\"fear_low\", \"anger_low\",\"fear_high\",\"anger_high\" ]\n",
    "    avg_df = (pt1_df + pt2_df)/2\n",
    "    return pt1_df, pt2_df, avg_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pt1,pt2,avg = make_ident_df(get_ident_data(IdentList[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>fear_low</th>\n",
       "      <th>anger_low</th>\n",
       "      <th>fear_high</th>\n",
       "      <th>anger_high</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>m00</th>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>42.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     fear_low  anger_low  fear_high  anger_high\n",
       "m00      15.0       25.0       35.0        57.5\n",
       "m01      25.0       32.5       32.5        42.5\n",
       "m02      42.5       32.5       42.5        55.0\n",
       "m03      40.0       45.0       40.0        57.5\n",
       "m04      42.5       37.5       42.5        62.5\n",
       "m05      50.0       52.5       45.0        50.0\n",
       "m06      55.0       62.5       42.5        57.5\n",
       "m07      62.5       67.5       42.5        57.5\n",
       "m08      77.5       75.0       45.0        67.5\n",
       "m09      77.5       75.0       52.5        60.0\n",
       "m10      80.0       87.5       50.0        70.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Do This for all Participants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def make_ident_sample(VpList):\n",
    "    # make the first subject to establish the df-structure\n",
    "    pt1_df, pt2_df, avg_df = make_ident_df(get_ident_data(VpList[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 vp_nr in range(1,len(VpList)):\n",
    "        vp_pt1,vp_pt2,vp_avg = make_ident_df(get_ident_data(VpList[vp_nr]))\n",
    "        # get the naming of the subject right\n",
    "        if vp_nr < 10-1:\n",
    "            vp_pt1.index = [[\"p00\"+str(vp_nr+1) ]*len(vp_pt1), vp_pt1.index ]\n",
    "            vp_pt2.index = [[\"p00\"+str(vp_nr+1) ]*len(vp_pt2), vp_pt2.index ]\n",
    "            vp_avg.index = [[\"p00\"+str(vp_nr+1) ]*len(vp_avg), vp_avg.index ]\n",
    "        if vp_nr >=10-1:\n",
    "            vp_pt1.index = [[ \"p0\"+str(vp_nr+1) ]*len(vp_pt1), vp_pt1.index ]\n",
    "            vp_pt2.index = [[ \"p0\"+str(vp_nr+1) ]*len(vp_pt2), vp_pt2.index ]\n",
    "            vp_avg.index = [[ \"p0\"+str(vp_nr+1) ]*len(vp_avg), vp_avg.index ]\n",
    "        # add this subject to sample-df\n",
    "        pt1_df = pd.concat([pt1_df,vp_pt1])\n",
    "        pt2_df = pd.concat([pt2_df,vp_pt2])\n",
    "        avg_df = pd.concat([avg_df,vp_avg])\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",
    "    pt1_df.columns = ['fearLOW','angerLOW','fearUP','angerUP']\n",
    "    pt2_df.columns = ['fearLOW','angerLOW','fearUP','angerUP']\n",
    "    avg_df.columns = ['fearLOW','angerLOW','fearUP','angerUP']\n",
    "    \n",
    "    return pt1_df, pt2_df, avg_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>fearLOW</th>\n",
       "      <th>angerLOW</th>\n",
       "      <th>fearUP</th>\n",
       "      <th>angerUP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p</th>\n",
       "      <th>grade</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th rowspan=\"11\" valign=\"top\">p001</th>\n",
       "      <th>m00</th>\n",
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       "      <td>57.5</td>\n",
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       "      <th>m08</th>\n",
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       "      <td>45.0</td>\n",
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       "      <td>70.0</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p002</th>\n",
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       "      <td>52.5</td>\n",
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       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
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       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>50.0</td>\n",
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       "      <td>42.5</td>\n",
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       "      <th>m06</th>\n",
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       "      <td>87.5</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p003</th>\n",
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       "    <tr>\n",
       "      <th>m01</th>\n",
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       "      <th>m02</th>\n",
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       "    <tr>\n",
       "      <th>m04</th>\n",
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       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>35.0</td>\n",
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       "      <td>42.5</td>\n",
       "      <td>62.5</td>\n",
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       "      <th>m06</th>\n",
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       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>65.0</td>\n",
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       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
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       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>90.0</td>\n",
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       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>90.0</td>\n",
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       "      <td>52.5</td>\n",
       "      <td>67.5</td>\n",
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       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>97.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>75.0</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p004</th>\n",
       "      <th>m00</th>\n",
       "      <td>12.5</td>\n",
       "      <td>35.0</td>\n",
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       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>17.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>65.0</td>\n",
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       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>17.5</td>\n",
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       "      <td>37.5</td>\n",
       "      <td>60.0</td>\n",
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       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>25.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
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       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>25.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>35.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>45.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>42.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>52.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>60.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>80.0</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p005</th>\n",
       "      <th>m00</th>\n",
       "      <td>2.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>92.5</td>\n",
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       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>12.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>90.0</td>\n",
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       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
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       "      <td>92.5</td>\n",
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       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>35.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>95.0</td>\n",
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       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>92.5</td>\n",
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       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>70.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>92.5</td>\n",
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       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>100.0</td>\n",
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       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>100.0</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p006</th>\n",
       "      <th>m00</th>\n",
       "      <td>40.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>62.5</td>\n",
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       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>32.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>72.5</td>\n",
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       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>75.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>77.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p007</th>\n",
       "      <th>m00</th>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>85.0</td>\n",
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       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>22.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>90.0</td>\n",
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       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>22.5</td>\n",
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       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>30.0</td>\n",
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       "      <td>25.0</td>\n",
       "      <td>85.0</td>\n",
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       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>50.0</td>\n",
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       "      <td>20.0</td>\n",
       "      <td>95.0</td>\n",
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       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>55.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p008</th>\n",
       "      <th>m00</th>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>32.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>40.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>50.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>60.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>65.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>72.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p009</th>\n",
       "      <th>m00</th>\n",
       "      <td>42.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>62.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>70.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>75.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>82.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p010</th>\n",
       "      <th>m00</th>\n",
       "      <td>7.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>55.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>52.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>87.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p011</th>\n",
       "      <th>m00</th>\n",
       "      <td>15.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p012</th>\n",
       "      <th>m00</th>\n",
       "      <td>7.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>12.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>10.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>50.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>60.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p013</th>\n",
       "      <th>m00</th>\n",
       "      <td>12.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>12.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>10.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>30.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>22.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p014</th>\n",
       "      <th>m00</th>\n",
       "      <td>30.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>32.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>40.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>30.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>35.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>30.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>30.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>32.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>30.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>35.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>32.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p015</th>\n",
       "      <th>m00</th>\n",
       "      <td>5.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p016</th>\n",
       "      <th>m00</th>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>7.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>20.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>57.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p017</th>\n",
       "      <th>m00</th>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>50.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>72.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p018</th>\n",
       "      <th>m00</th>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>12.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>47.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>75.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>87.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p019</th>\n",
       "      <th>m00</th>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>37.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>35.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>40.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>72.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>72.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>77.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p020</th>\n",
       "      <th>m00</th>\n",
       "      <td>17.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>15.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>20.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>22.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>25.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>32.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>40.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>50.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>50.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>55.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>60.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p021</th>\n",
       "      <th>m00</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>7.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>15.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>15.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>45.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>50.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p022</th>\n",
       "      <th>m00</th>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>65.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>77.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>87.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p023</th>\n",
       "      <th>m00</th>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>20.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>80.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p024</th>\n",
       "      <th>m00</th>\n",
       "      <td>2.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>27.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p025</th>\n",
       "      <th>m00</th>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>35.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>40.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>50.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>65.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>75.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>87.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p026</th>\n",
       "      <th>m00</th>\n",
       "      <td>10.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>12.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>15.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>12.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>22.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>45.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>70.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>72.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>92.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p027</th>\n",
       "      <th>m00</th>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>27.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>12.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>40.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>52.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>37.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>67.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>67.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p028</th>\n",
       "      <th>m00</th>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>27.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p029</th>\n",
       "      <th>m00</th>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>32.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>65.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p030</th>\n",
       "      <th>m00</th>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>2.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>47.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>7.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>52.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>35.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>62.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>77.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            fearLOW  angerLOW  fearUP  angerUP\n",
       "p    grade                                    \n",
       "p001 m00       15.0      25.0    35.0     57.5\n",
       "     m01       25.0      32.5    32.5     42.5\n",
       "     m02       42.5      32.5    42.5     55.0\n",
       "     m03       40.0      45.0    40.0     57.5\n",
       "     m04       42.5      37.5    42.5     62.5\n",
       "     m05       50.0      52.5    45.0     50.0\n",
       "     m06       55.0      62.5    42.5     57.5\n",
       "     m07       62.5      67.5    42.5     57.5\n",
       "     m08       77.5      75.0    45.0     67.5\n",
       "     m09       77.5      75.0    52.5     60.0\n",
       "     m10       80.0      87.5    50.0     70.0\n",
       "p002 m00       40.0      27.5    40.0     67.5\n",
       "     m01       27.5      52.5    40.0     72.5\n",
       "     m02       57.5      52.5    40.0     80.0\n",
       "     m03       42.5      52.5    35.0     72.5\n",
       "     m04       52.5      60.0    50.0     67.5\n",
       "     m05       50.0      57.5    42.5     72.5\n",
       "     m06       60.0      75.0    42.5     77.5\n",
       "     m07       87.5      87.5    45.0     82.5\n",
       "     m08       80.0      67.5    47.5     85.0\n",
       "     m09       85.0      82.5    47.5     95.0\n",
       "     m10       87.5      82.5    50.0     90.0\n",
       "p003 m00       10.0      22.5    32.5     62.5\n",
       "     m01        7.5      10.0    30.0     65.0\n",
       "     m02       15.0      22.5    35.0     52.5\n",
       "     m03       10.0      20.0    30.0     60.0\n",
       "     m04       12.5      40.0    32.5     67.5\n",
       "     m05       35.0      57.5    42.5     62.5\n",
       "     m06       52.5      82.5    45.0     57.5\n",
       "     m07       65.0      85.0    57.5     70.0\n",
       "     m08       90.0      92.5    47.5     72.5\n",
       "     m09       90.0      95.0    52.5     67.5\n",
       "     m10       97.5      95.0    52.5     75.0\n",
       "p004 m00       12.5      35.0    37.5     57.5\n",
       "     m01       17.5      37.5    22.5     65.0\n",
       "     m02       17.5      47.5    37.5     60.0\n",
       "     m03       25.0      60.0    42.5     60.0\n",
       "     m04       25.0      57.5    45.0     70.0\n",
       "     m05       35.0      55.0    47.5     75.0\n",
       "     m06       45.0      65.0    60.0     85.0\n",
       "     m07       60.0      65.0    55.0     82.5\n",
       "     m08       42.5      77.5    62.5     85.0\n",
       "     m09       52.5      85.0    50.0     85.0\n",
       "     m10       60.0      85.0    57.5     80.0\n",
       "p005 m00        2.5      17.5     5.0     92.5\n",
       "     m01       12.5      22.5     5.0     90.0\n",
       "     m02       17.5      20.0     7.5     90.0\n",
       "     m03       20.0      25.0     7.5     95.0\n",
       "     m04       25.0      42.5    15.0     92.5\n",
       "     m05       35.0      55.0    12.5     95.0\n",
       "     m06       52.5      70.0    12.5     92.5\n",
       "     m07       70.0      90.0    20.0     92.5\n",
       "     m08       82.5      92.5    22.5     97.5\n",
       "     m09       77.5      92.5    15.0    100.0\n",
       "     m10       92.5      97.5    10.0    100.0\n",
       "p006 m00       40.0      32.5    37.5     62.5\n",
       "     m01       32.5      35.0    45.0     72.5\n",
       "     m02       42.5      37.5    47.5     60.0\n",
       "     m03       37.5      42.5    60.0     65.0\n",
       "     m04       50.0      57.5    52.5     60.0\n",
       "     m05       50.0      60.0    40.0     77.5\n",
       "     m06       52.5      65.0    55.0     57.5\n",
       "     m07       65.0      72.5    67.5     77.5\n",
       "     m08       75.0      67.5    50.0     67.5\n",
       "     m09       65.0      77.5    50.0     72.5\n",
       "     m10       77.5      97.5    37.5     67.5\n",
       "p007 m00       17.5      30.0    25.0     92.5\n",
       "     m01       22.5      37.5    17.5     85.0\n",
       "     m02       22.5      32.5    30.0     82.5\n",
       "     m03       25.0      32.5    20.0     90.0\n",
       "     m04       22.5      37.5    22.5     87.5\n",
       "     m05       30.0      45.0    25.0     85.0\n",
       "     m06       50.0      67.5    20.0     95.0\n",
       "     m07       55.0      90.0    37.5     87.5\n",
       "     m08       72.5      80.0    30.0     92.5\n",
       "     m09       77.5      82.5    35.0     92.5\n",
       "     m10       85.0      82.5    37.5     85.0\n",
       "p008 m00       22.5      22.5    37.5     62.5\n",
       "     m01       25.0      30.0    42.5     57.5\n",
       "     m02       27.5      35.0    30.0     70.0\n",
       "     m03       30.0      42.5    42.5     65.0\n",
       "     m04       32.5      60.0    52.5     70.0\n",
       "     m05       40.0      65.0    45.0     77.5\n",
       "     m06       50.0      65.0    55.0     80.0\n",
       "     m07       50.0      67.5    67.5     77.5\n",
       "     m08       60.0      75.0    62.5     92.5\n",
       "     m09       65.0      82.5    55.0     80.0\n",
       "     m10       72.5      70.0    75.0     87.5\n",
       "p009 m00       42.5      32.5    37.5     70.0\n",
       "     m01       35.0      45.0    47.5     70.0\n",
       "     m02       40.0      40.0    52.5     75.0\n",
       "     m03       40.0      47.5    42.5     70.0\n",
       "     m04       62.5      42.5    45.0     77.5\n",
       "     m05       40.0      50.0    47.5     62.5\n",
       "     m06       50.0      60.0    50.0     65.0\n",
       "     m07       62.5      67.5    45.0     62.5\n",
       "     m08       70.0      87.5    50.0     65.0\n",
       "     m09       75.0      77.5    45.0     77.5\n",
       "     m10       82.5      77.5    47.5     65.0\n",
       "p010 m00        7.5      32.5    17.5     55.0\n",
       "     m01       15.0      10.0    12.5     67.5\n",
       "     m02       22.5      27.5    12.5     57.5\n",
       "     m03       22.5      30.0    20.0     70.0\n",
       "     m04       25.0      35.0    15.0     57.5\n",
       "     m05       50.0      52.5    22.5     75.0\n",
       "     m06       55.0      70.0    25.0     72.5\n",
       "     m07       52.5      77.5    32.5     80.0\n",
       "     m08       82.5      82.5    20.0     72.5\n",
       "     m09       82.5      85.0    30.0     80.0\n",
       "     m10       87.5      95.0    42.5     90.0\n",
       "p011 m00       15.0       7.5    30.0     47.5\n",
       "     m01        7.5      17.5    37.5     37.5\n",
       "     m02       10.0      20.0    30.0     45.0\n",
       "     m03       20.0      20.0    42.5     35.0\n",
       "     m04       30.0      30.0    50.0     60.0\n",
       "     m05       37.5      40.0    60.0     60.0\n",
       "     m06       55.0      60.0    65.0     72.5\n",
       "     m07       80.0      72.5    70.0     82.5\n",
       "     m08       70.0      82.5    75.0     82.5\n",
       "     m09       82.5      90.0    85.0     82.5\n",
       "     m10       92.5      95.0    82.5     80.0\n",
       "p012 m00        7.5      22.5    12.5     57.5\n",
       "     m01       12.5      22.5    15.0     55.0\n",
       "     m02       10.0      30.0    15.0     47.5\n",
       "     m03       17.5      27.5     7.5     55.0\n",
       "     m04       22.5      42.5    15.0     65.0\n",
       "     m05       40.0      47.5    20.0     60.0\n",
       "     m06       50.0      65.0    22.5     77.5\n",
       "     m07       62.5      67.5    40.0     77.5\n",
       "     m08       60.0      92.5    35.0     82.5\n",
       "     m09       85.0      92.5    40.0     92.5\n",
       "     m10       92.5      95.0    42.5     82.5\n",
       "p013 m00       12.5      32.5    25.0     52.5\n",
       "     m01       17.5      27.5    32.5     50.0\n",
       "     m02       12.5      35.0    30.0     37.5\n",
       "     m03       10.0      30.0    22.5     42.5\n",
       "     m04       22.5      37.5    22.5     52.5\n",
       "     m05       30.0      47.5    27.5     47.5\n",
       "     m06       22.5      32.5    32.5     47.5\n",
       "     m07       40.0      57.5    32.5     57.5\n",
       "     m08       45.0      55.0    27.5     52.5\n",
       "     m09       47.5      62.5    35.0     45.0\n",
       "     m10       62.5      62.5    40.0     62.5\n",
       "p014 m00       30.0      90.0    17.5     27.5\n",
       "     m01       32.5      92.5    27.5     37.5\n",
       "     m02       40.0      95.0    25.0     42.5\n",
       "     m03       30.0      95.0    27.5     37.5\n",
       "     m04       35.0      95.0    37.5     60.0\n",
       "     m05       30.0      92.5    50.0     75.0\n",
       "     m06       30.0      97.5    62.5     80.0\n",
       "     m07       32.5      95.0    75.0     95.0\n",
       "     m08       30.0      95.0    82.5     92.5\n",
       "     m09       35.0      92.5    82.5     90.0\n",
       "     m10       32.5      92.5    75.0     97.5\n",
       "p015 m00        5.0      12.5    45.0     72.5\n",
       "     m01       12.5      20.0    47.5     47.5\n",
       "     m02       12.5      20.0    32.5     50.0\n",
       "     m03       20.0      30.0    42.5     55.0\n",
       "     m04       25.0      32.5    35.0     42.5\n",
       "     m05       40.0      47.5    40.0     57.5\n",
       "     m06       50.0      50.0    47.5     57.5\n",
       "     m07       72.5      67.5    45.0     42.5\n",
       "     m08       67.5      85.0    45.0     62.5\n",
       "     m09       82.5      80.0    47.5     52.5\n",
       "     m10       85.0      87.5    42.5     50.0\n",
       "p016 m00        7.5      17.5    17.5     47.5\n",
       "     m01       15.0      20.0    27.5     60.0\n",
       "     m02        7.5      25.0    15.0     67.5\n",
       "     m03       17.5      27.5    30.0     52.5\n",
       "     m04       20.0      37.5    27.5     70.0\n",
       "     m05       35.0      45.0    37.5     72.5\n",
       "     m06       45.0      55.0    40.0     80.0\n",
       "     m07       57.5      62.5    60.0     80.0\n",
       "     m08       67.5      77.5    55.0     82.5\n",
       "     m09       77.5      75.0    52.5     80.0\n",
       "     m10       95.0      92.5    67.5     77.5\n",
       "p017 m00       27.5      30.0    10.0     35.0\n",
       "     m01       25.0      40.0    22.5     40.0\n",
       "     m02       22.5      30.0    27.5     35.0\n",
       "     m03       50.0      37.5    20.0     45.0\n",
       "     m04       45.0      47.5    35.0     35.0\n",
       "     m05       40.0      55.0    37.5     40.0\n",
       "     m06       55.0      65.0    27.5     45.0\n",
       "     m07       72.5      70.0    30.0     42.5\n",
       "     m08       65.0      72.5    30.0     37.5\n",
       "     m09       85.0      87.5    32.5     42.5\n",
       "     m10       85.0      90.0    47.5     42.5\n",
       "p018 m00       15.0      25.0    40.0     77.5\n",
       "     m01       12.5      30.0    47.5     80.0\n",
       "     m02       15.0      30.0    55.0     82.5\n",
       "     m03       27.5      30.0    40.0     82.5\n",
       "     m04       32.5      40.0    62.5     80.0\n",
       "     m05       47.5      47.5    50.0     80.0\n",
       "     m06       47.5      65.0    47.5     80.0\n",
       "     m07       75.0      77.5    47.5     90.0\n",
       "     m08       75.0      87.5    50.0     87.5\n",
       "     m09       87.5      95.0    55.0     92.5\n",
       "     m10       90.0      92.5    67.5     82.5\n",
       "p019 m00       25.0      30.0    25.0     65.0\n",
       "     m01       32.5      40.0    22.5     67.5\n",
       "     m02       30.0      30.0    22.5     62.5\n",
       "     m03       37.5      30.0    25.0     65.0\n",
       "     m04       35.0      42.5    17.5     75.0\n",
       "     m05       40.0      65.0    35.0     72.5\n",
       "     m06       50.0      62.5    30.0     80.0\n",
       "     m07       72.5      60.0    37.5     72.5\n",
       "     m08       72.5      87.5    32.5     77.5\n",
       "     m09       77.5      90.0    37.5     82.5\n",
       "     m10       87.5      90.0    32.5     92.5\n",
       "p020 m00       17.5      55.0    15.0     25.0\n",
       "     m01       15.0      55.0    20.0     27.5\n",
       "     m02       20.0      47.5    25.0     20.0\n",
       "     m03       22.5      62.5    25.0     25.0\n",
       "     m04       25.0      60.0    35.0     32.5\n",
       "     m05       32.5      65.0    55.0     47.5\n",
       "     m06       40.0      87.5    57.5     70.0\n",
       "     m07       50.0      90.0    75.0     75.0\n",
       "     m08       50.0      80.0    82.5     82.5\n",
       "     m09       55.0      85.0    82.5     82.5\n",
       "     m10       60.0      92.5    92.5     87.5\n",
       "p021 m00       10.0      12.5     2.5     40.0\n",
       "     m01        7.5       5.0    10.0     40.0\n",
       "     m02       15.0      12.5     5.0     37.5\n",
       "     m03       15.0      27.5    10.0     45.0\n",
       "     m04       25.0      25.0    10.0     42.5\n",
       "     m05       37.5      45.0    22.5     50.0\n",
       "     m06       50.0      65.0    27.5     52.5\n",
       "     m07       70.0      75.0    27.5     57.5\n",
       "     m08       80.0      85.0    22.5     60.0\n",
       "     m09       92.5      90.0    32.5     60.0\n",
       "     m10       85.0      90.0    32.5     55.0\n",
       "p022 m00       22.5      30.0    55.0     77.5\n",
       "     m01       27.5      32.5    65.0     72.5\n",
       "     m02       30.0      40.0    72.5     72.5\n",
       "     m03       42.5      52.5    62.5     70.0\n",
       "     m04       47.5      52.5    67.5     85.0\n",
       "     m05       47.5      52.5    62.5     80.0\n",
       "     m06       65.0      52.5    65.0     72.5\n",
       "     m07       72.5      75.0    55.0     75.0\n",
       "     m08       77.5      77.5    75.0     67.5\n",
       "     m09       87.5      85.0    62.5     77.5\n",
       "     m10       87.5      92.5    70.0     72.5\n",
       "p023 m00       15.0      25.0    32.5     50.0\n",
       "     m01       20.0      20.0    27.5     47.5\n",
       "     m02       20.0      22.5    42.5     47.5\n",
       "     m03       20.0      35.0    27.5     42.5\n",
       "     m04       30.0      42.5    42.5     50.0\n",
       "     m05       45.0      40.0    57.5     70.0\n",
       "     m06       60.0      72.5    42.5     75.0\n",
       "     m07       85.0      82.5    60.0     87.5\n",
       "     m08       80.0      87.5    62.5     90.0\n",
       "     m09       82.5      87.5    80.0     75.0\n",
       "     m10       80.0      92.5    75.0     85.0\n",
       "p024 m00        2.5      15.0     5.0     22.5\n",
       "     m01       10.0      25.0    20.0     37.5\n",
       "     m02       20.0      25.0    15.0     40.0\n",
       "     m03       20.0      30.0    10.0     35.0\n",
       "     m04       27.5      40.0    25.0     47.5\n",
       "     m05       45.0      55.0    27.5     55.0\n",
       "     m06       50.0      62.5    25.0     50.0\n",
       "     m07       72.5      77.5    30.0     57.5\n",
       "     m08       82.5      80.0    30.0     67.5\n",
       "     m09       90.0      95.0    32.5     57.5\n",
       "     m10       92.5      90.0    30.0     75.0\n",
       "p025 m00       50.0      60.0    50.0     67.5\n",
       "     m01       35.0      60.0    50.0     67.5\n",
       "     m02       40.0      62.5    45.0     62.5\n",
       "     m03       40.0      60.0    60.0     70.0\n",
       "     m04       50.0      75.0    55.0     72.5\n",
       "     m05       55.0      67.5    65.0     82.5\n",
       "     m06       55.0      67.5    60.0     90.0\n",
       "     m07       65.0      82.5    67.5     85.0\n",
       "     m08       75.0      87.5    77.5     82.5\n",
       "     m09       75.0      90.0    75.0     82.5\n",
       "     m10       87.5      97.5    67.5     90.0\n",
       "p026 m00       10.0      32.5    27.5     57.5\n",
       "     m01       12.5      32.5    32.5     62.5\n",
       "     m02       15.0      32.5    22.5     70.0\n",
       "     m03       12.5      35.0    25.0     80.0\n",
       "     m04       22.5      45.0    45.0     95.0\n",
       "     m05       40.0      60.0    35.0     82.5\n",
       "     m06       45.0      65.0    45.0     95.0\n",
       "     m07       70.0      90.0    45.0     90.0\n",
       "     m08       72.5      92.5    52.5     92.5\n",
       "     m09       90.0     100.0    55.0     90.0\n",
       "     m10       92.5     100.0    67.5    100.0\n",
       "p027 m00       30.0      30.0    40.0     65.0\n",
       "     m01       27.5      40.0    42.5     60.0\n",
       "     m02       12.5      30.0    47.5     52.5\n",
       "     m03       25.0      32.5    37.5     57.5\n",
       "     m04       37.5      47.5    45.0     75.0\n",
       "     m05       40.0      30.0    60.0     62.5\n",
       "     m06       52.5      55.0    47.5     62.5\n",
       "     m07       37.5      62.5    62.5     62.5\n",
       "     m08       55.0      62.5    55.0     52.5\n",
       "     m09       67.5      65.0    55.0     65.0\n",
       "     m10       67.5      65.0    60.0     60.0\n",
       "p028 m00       10.0      20.0    27.5     47.5\n",
       "     m01       10.0      20.0    35.0     52.5\n",
       "     m02       17.5      20.0    32.5     70.0\n",
       "     m03       27.5      27.5    30.0     75.0\n",
       "     m04       40.0      42.5    45.0     82.5\n",
       "     m05       57.5      75.0    50.0     80.0\n",
       "     m06       77.5      87.5    60.0     95.0\n",
       "     m07       97.5     100.0    70.0     92.5\n",
       "     m08       97.5     100.0    75.0     95.0\n",
       "     m09      100.0     100.0    75.0     95.0\n",
       "     m10      100.0     100.0    80.0     97.5\n",
       "p029 m00       10.0      22.5    32.5     60.0\n",
       "     m01       12.5      17.5    37.5     85.0\n",
       "     m02       17.5      20.0    40.0     75.0\n",
       "     m03       32.5      20.0    50.0     70.0\n",
       "     m04       20.0      27.5    40.0     75.0\n",
       "     m05       50.0      52.5    42.5     82.5\n",
       "     m06       55.0      62.5    52.5     90.0\n",
       "     m07       65.0      90.0    45.0     82.5\n",
       "     m08       90.0      90.0    55.0     77.5\n",
       "     m09       92.5      92.5    55.0     82.5\n",
       "     m10       95.0      92.5    50.0     87.5\n",
       "p030 m00       10.0      15.0    20.0     50.0\n",
       "     m01        2.5      15.0    25.0     47.5\n",
       "     m02       12.5      15.0    30.0     60.0\n",
       "     m03        7.5      25.0    27.5     52.5\n",
       "     m04       17.5      30.0    20.0     65.0\n",
       "     m05       35.0      55.0    40.0     57.5\n",
       "     m06       47.5      60.0    42.5     65.0\n",
       "     m07       62.5      72.5    42.5     65.0\n",
       "     m08       77.5      90.0    55.0     77.5\n",
       "     m09       85.0      90.0    52.5     75.0\n",
       "     m10       92.5      97.5    60.0     77.5"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pt1_df, pt2_df, avg_df = make_ident_sample(IdentList)\n",
    "avg_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transform Table for within-subject analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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\">fearLOW</th>\n",
       "      <th colspan=\"11\" halign=\"left\">angerLOW</th>\n",
       "      <th colspan=\"11\" halign=\"left\">fearUP</th>\n",
       "      <th colspan=\"11\" halign=\"left\">angerUP</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",
       "      <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",
       "      <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>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p002</th>\n",
       "      <td>40.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p003</th>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p004</th>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p005</th>\n",
       "      <td>2.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p006</th>\n",
       "      <td>40.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p007</th>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p008</th>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p009</th>\n",
       "      <td>42.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p010</th>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p011</th>\n",
       "      <td>15.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p012</th>\n",
       "      <td>7.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p013</th>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p014</th>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p015</th>\n",
       "      <td>5.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p016</th>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p017</th>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p018</th>\n",
       "      <td>15.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p019</th>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p020</th>\n",
       "      <td>17.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p021</th>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p022</th>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p023</th>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p024</th>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p025</th>\n",
       "      <td>50.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p026</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p027</th>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p028</th>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>97.5</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>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p029</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p030</th>\n",
       "      <td>10.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      fearLOW                                                                \\\n",
       "grade     m00   m01   m02   m03   m04   m05   m06   m07   m08    m09    m10   \n",
       "p                                                                             \n",
       "p001     15.0  25.0  42.5  40.0  42.5  50.0  55.0  62.5  77.5   77.5   80.0   \n",
       "p002     40.0  27.5  57.5  42.5  52.5  50.0  60.0  87.5  80.0   85.0   87.5   \n",
       "p003     10.0   7.5  15.0  10.0  12.5  35.0  52.5  65.0  90.0   90.0   97.5   \n",
       "p004     12.5  17.5  17.5  25.0  25.0  35.0  45.0  60.0  42.5   52.5   60.0   \n",
       "p005      2.5  12.5  17.5  20.0  25.0  35.0  52.5  70.0  82.5   77.5   92.5   \n",
       "p006     40.0  32.5  42.5  37.5  50.0  50.0  52.5  65.0  75.0   65.0   77.5   \n",
       "p007     17.5  22.5  22.5  25.0  22.5  30.0  50.0  55.0  72.5   77.5   85.0   \n",
       "p008     22.5  25.0  27.5  30.0  32.5  40.0  50.0  50.0  60.0   65.0   72.5   \n",
       "p009     42.5  35.0  40.0  40.0  62.5  40.0  50.0  62.5  70.0   75.0   82.5   \n",
       "p010      7.5  15.0  22.5  22.5  25.0  50.0  55.0  52.5  82.5   82.5   87.5   \n",
       "p011     15.0   7.5  10.0  20.0  30.0  37.5  55.0  80.0  70.0   82.5   92.5   \n",
       "p012      7.5  12.5  10.0  17.5  22.5  40.0  50.0  62.5  60.0   85.0   92.5   \n",
       "p013     12.5  17.5  12.5  10.0  22.5  30.0  22.5  40.0  45.0   47.5   62.5   \n",
       "p014     30.0  32.5  40.0  30.0  35.0  30.0  30.0  32.5  30.0   35.0   32.5   \n",
       "p015      5.0  12.5  12.5  20.0  25.0  40.0  50.0  72.5  67.5   82.5   85.0   \n",
       "p016      7.5  15.0   7.5  17.5  20.0  35.0  45.0  57.5  67.5   77.5   95.0   \n",
       "p017     27.5  25.0  22.5  50.0  45.0  40.0  55.0  72.5  65.0   85.0   85.0   \n",
       "p018     15.0  12.5  15.0  27.5  32.5  47.5  47.5  75.0  75.0   87.5   90.0   \n",
       "p019     25.0  32.5  30.0  37.5  35.0  40.0  50.0  72.5  72.5   77.5   87.5   \n",
       "p020     17.5  15.0  20.0  22.5  25.0  32.5  40.0  50.0  50.0   55.0   60.0   \n",
       "p021     10.0   7.5  15.0  15.0  25.0  37.5  50.0  70.0  80.0   92.5   85.0   \n",
       "p022     22.5  27.5  30.0  42.5  47.5  47.5  65.0  72.5  77.5   87.5   87.5   \n",
       "p023     15.0  20.0  20.0  20.0  30.0  45.0  60.0  85.0  80.0   82.5   80.0   \n",
       "p024      2.5  10.0  20.0  20.0  27.5  45.0  50.0  72.5  82.5   90.0   92.5   \n",
       "p025     50.0  35.0  40.0  40.0  50.0  55.0  55.0  65.0  75.0   75.0   87.5   \n",
       "p026     10.0  12.5  15.0  12.5  22.5  40.0  45.0  70.0  72.5   90.0   92.5   \n",
       "p027     30.0  27.5  12.5  25.0  37.5  40.0  52.5  37.5  55.0   67.5   67.5   \n",
       "p028     10.0  10.0  17.5  27.5  40.0  57.5  77.5  97.5  97.5  100.0  100.0   \n",
       "p029     10.0  12.5  17.5  32.5  20.0  50.0  55.0  65.0  90.0   92.5   95.0   \n",
       "p030     10.0   2.5  12.5   7.5  17.5  35.0  47.5  62.5  77.5   85.0   92.5   \n",
       "\n",
       "      angerLOW                                                           \\\n",
       "grade      m00   m01   m02   m03   m04   m05   m06    m07    m08    m09   \n",
       "p                                                                         \n",
       "p001      25.0  32.5  32.5  45.0  37.5  52.5  62.5   67.5   75.0   75.0   \n",
       "p002      27.5  52.5  52.5  52.5  60.0  57.5  75.0   87.5   67.5   82.5   \n",
       "p003      22.5  10.0  22.5  20.0  40.0  57.5  82.5   85.0   92.5   95.0   \n",
       "p004      35.0  37.5  47.5  60.0  57.5  55.0  65.0   65.0   77.5   85.0   \n",
       "p005      17.5  22.5  20.0  25.0  42.5  55.0  70.0   90.0   92.5   92.5   \n",
       "p006      32.5  35.0  37.5  42.5  57.5  60.0  65.0   72.5   67.5   77.5   \n",
       "p007      30.0  37.5  32.5  32.5  37.5  45.0  67.5   90.0   80.0   82.5   \n",
       "p008      22.5  30.0  35.0  42.5  60.0  65.0  65.0   67.5   75.0   82.5   \n",
       "p009      32.5  45.0  40.0  47.5  42.5  50.0  60.0   67.5   87.5   77.5   \n",
       "p010      32.5  10.0  27.5  30.0  35.0  52.5  70.0   77.5   82.5   85.0   \n",
       "p011       7.5  17.5  20.0  20.0  30.0  40.0  60.0   72.5   82.5   90.0   \n",
       "p012      22.5  22.5  30.0  27.5  42.5  47.5  65.0   67.5   92.5   92.5   \n",
       "p013      32.5  27.5  35.0  30.0  37.5  47.5  32.5   57.5   55.0   62.5   \n",
       "p014      90.0  92.5  95.0  95.0  95.0  92.5  97.5   95.0   95.0   92.5   \n",
       "p015      12.5  20.0  20.0  30.0  32.5  47.5  50.0   67.5   85.0   80.0   \n",
       "p016      17.5  20.0  25.0  27.5  37.5  45.0  55.0   62.5   77.5   75.0   \n",
       "p017      30.0  40.0  30.0  37.5  47.5  55.0  65.0   70.0   72.5   87.5   \n",
       "p018      25.0  30.0  30.0  30.0  40.0  47.5  65.0   77.5   87.5   95.0   \n",
       "p019      30.0  40.0  30.0  30.0  42.5  65.0  62.5   60.0   87.5   90.0   \n",
       "p020      55.0  55.0  47.5  62.5  60.0  65.0  87.5   90.0   80.0   85.0   \n",
       "p021      12.5   5.0  12.5  27.5  25.0  45.0  65.0   75.0   85.0   90.0   \n",
       "p022      30.0  32.5  40.0  52.5  52.5  52.5  52.5   75.0   77.5   85.0   \n",
       "p023      25.0  20.0  22.5  35.0  42.5  40.0  72.5   82.5   87.5   87.5   \n",
       "p024      15.0  25.0  25.0  30.0  40.0  55.0  62.5   77.5   80.0   95.0   \n",
       "p025      60.0  60.0  62.5  60.0  75.0  67.5  67.5   82.5   87.5   90.0   \n",
       "p026      32.5  32.5  32.5  35.0  45.0  60.0  65.0   90.0   92.5  100.0   \n",
       "p027      30.0  40.0  30.0  32.5  47.5  30.0  55.0   62.5   62.5   65.0   \n",
       "p028      20.0  20.0  20.0  27.5  42.5  75.0  87.5  100.0  100.0  100.0   \n",
       "p029      22.5  17.5  20.0  20.0  27.5  52.5  62.5   90.0   90.0   92.5   \n",
       "p030      15.0  15.0  15.0  25.0  30.0  55.0  60.0   72.5   90.0   90.0   \n",
       "\n",
       "             fearUP                                                        \\\n",
       "grade    m10    m00   m01   m02   m03   m04   m05   m06   m07   m08   m09   \n",
       "p                                                                           \n",
       "p001    87.5   35.0  32.5  42.5  40.0  42.5  45.0  42.5  42.5  45.0  52.5   \n",
       "p002    82.5   40.0  40.0  40.0  35.0  50.0  42.5  42.5  45.0  47.5  47.5   \n",
       "p003    95.0   32.5  30.0  35.0  30.0  32.5  42.5  45.0  57.5  47.5  52.5   \n",
       "p004    85.0   37.5  22.5  37.5  42.5  45.0  47.5  60.0  55.0  62.5  50.0   \n",
       "p005    97.5    5.0   5.0   7.5   7.5  15.0  12.5  12.5  20.0  22.5  15.0   \n",
       "p006    97.5   37.5  45.0  47.5  60.0  52.5  40.0  55.0  67.5  50.0  50.0   \n",
       "p007    82.5   25.0  17.5  30.0  20.0  22.5  25.0  20.0  37.5  30.0  35.0   \n",
       "p008    70.0   37.5  42.5  30.0  42.5  52.5  45.0  55.0  67.5  62.5  55.0   \n",
       "p009    77.5   37.5  47.5  52.5  42.5  45.0  47.5  50.0  45.0  50.0  45.0   \n",
       "p010    95.0   17.5  12.5  12.5  20.0  15.0  22.5  25.0  32.5  20.0  30.0   \n",
       "p011    95.0   30.0  37.5  30.0  42.5  50.0  60.0  65.0  70.0  75.0  85.0   \n",
       "p012    95.0   12.5  15.0  15.0   7.5  15.0  20.0  22.5  40.0  35.0  40.0   \n",
       "p013    62.5   25.0  32.5  30.0  22.5  22.5  27.5  32.5  32.5  27.5  35.0   \n",
       "p014    92.5   17.5  27.5  25.0  27.5  37.5  50.0  62.5  75.0  82.5  82.5   \n",
       "p015    87.5   45.0  47.5  32.5  42.5  35.0  40.0  47.5  45.0  45.0  47.5   \n",
       "p016    92.5   17.5  27.5  15.0  30.0  27.5  37.5  40.0  60.0  55.0  52.5   \n",
       "p017    90.0   10.0  22.5  27.5  20.0  35.0  37.5  27.5  30.0  30.0  32.5   \n",
       "p018    92.5   40.0  47.5  55.0  40.0  62.5  50.0  47.5  47.5  50.0  55.0   \n",
       "p019    90.0   25.0  22.5  22.5  25.0  17.5  35.0  30.0  37.5  32.5  37.5   \n",
       "p020    92.5   15.0  20.0  25.0  25.0  35.0  55.0  57.5  75.0  82.5  82.5   \n",
       "p021    90.0    2.5  10.0   5.0  10.0  10.0  22.5  27.5  27.5  22.5  32.5   \n",
       "p022    92.5   55.0  65.0  72.5  62.5  67.5  62.5  65.0  55.0  75.0  62.5   \n",
       "p023    92.5   32.5  27.5  42.5  27.5  42.5  57.5  42.5  60.0  62.5  80.0   \n",
       "p024    90.0    5.0  20.0  15.0  10.0  25.0  27.5  25.0  30.0  30.0  32.5   \n",
       "p025    97.5   50.0  50.0  45.0  60.0  55.0  65.0  60.0  67.5  77.5  75.0   \n",
       "p026   100.0   27.5  32.5  22.5  25.0  45.0  35.0  45.0  45.0  52.5  55.0   \n",
       "p027    65.0   40.0  42.5  47.5  37.5  45.0  60.0  47.5  62.5  55.0  55.0   \n",
       "p028   100.0   27.5  35.0  32.5  30.0  45.0  50.0  60.0  70.0  75.0  75.0   \n",
       "p029    92.5   32.5  37.5  40.0  50.0  40.0  42.5  52.5  45.0  55.0  55.0   \n",
       "p030    97.5   20.0  25.0  30.0  27.5  20.0  40.0  42.5  42.5  55.0  52.5   \n",
       "\n",
       "            angerUP                                                         \\\n",
       "grade   m10     m00   m01   m02   m03   m04   m05   m06   m07   m08    m09   \n",
       "p                                                                            \n",
       "p001   50.0    57.5  42.5  55.0  57.5  62.5  50.0  57.5  57.5  67.5   60.0   \n",
       "p002   50.0    67.5  72.5  80.0  72.5  67.5  72.5  77.5  82.5  85.0   95.0   \n",
       "p003   52.5    62.5  65.0  52.5  60.0  67.5  62.5  57.5  70.0  72.5   67.5   \n",
       "p004   57.5    57.5  65.0  60.0  60.0  70.0  75.0  85.0  82.5  85.0   85.0   \n",
       "p005   10.0    92.5  90.0  90.0  95.0  92.5  95.0  92.5  92.5  97.5  100.0   \n",
       "p006   37.5    62.5  72.5  60.0  65.0  60.0  77.5  57.5  77.5  67.5   72.5   \n",
       "p007   37.5    92.5  85.0  82.5  90.0  87.5  85.0  95.0  87.5  92.5   92.5   \n",
       "p008   75.0    62.5  57.5  70.0  65.0  70.0  77.5  80.0  77.5  92.5   80.0   \n",
       "p009   47.5    70.0  70.0  75.0  70.0  77.5  62.5  65.0  62.5  65.0   77.5   \n",
       "p010   42.5    55.0  67.5  57.5  70.0  57.5  75.0  72.5  80.0  72.5   80.0   \n",
       "p011   82.5    47.5  37.5  45.0  35.0  60.0  60.0  72.5  82.5  82.5   82.5   \n",
       "p012   42.5    57.5  55.0  47.5  55.0  65.0  60.0  77.5  77.5  82.5   92.5   \n",
       "p013   40.0    52.5  50.0  37.5  42.5  52.5  47.5  47.5  57.5  52.5   45.0   \n",
       "p014   75.0    27.5  37.5  42.5  37.5  60.0  75.0  80.0  95.0  92.5   90.0   \n",
       "p015   42.5    72.5  47.5  50.0  55.0  42.5  57.5  57.5  42.5  62.5   52.5   \n",
       "p016   67.5    47.5  60.0  67.5  52.5  70.0  72.5  80.0  80.0  82.5   80.0   \n",
       "p017   47.5    35.0  40.0  35.0  45.0  35.0  40.0  45.0  42.5  37.5   42.5   \n",
       "p018   67.5    77.5  80.0  82.5  82.5  80.0  80.0  80.0  90.0  87.5   92.5   \n",
       "p019   32.5    65.0  67.5  62.5  65.0  75.0  72.5  80.0  72.5  77.5   82.5   \n",
       "p020   92.5    25.0  27.5  20.0  25.0  32.5  47.5  70.0  75.0  82.5   82.5   \n",
       "p021   32.5    40.0  40.0  37.5  45.0  42.5  50.0  52.5  57.5  60.0   60.0   \n",
       "p022   70.0    77.5  72.5  72.5  70.0  85.0  80.0  72.5  75.0  67.5   77.5   \n",
       "p023   75.0    50.0  47.5  47.5  42.5  50.0  70.0  75.0  87.5  90.0   75.0   \n",
       "p024   30.0    22.5  37.5  40.0  35.0  47.5  55.0  50.0  57.5  67.5   57.5   \n",
       "p025   67.5    67.5  67.5  62.5  70.0  72.5  82.5  90.0  85.0  82.5   82.5   \n",
       "p026   67.5    57.5  62.5  70.0  80.0  95.0  82.5  95.0  90.0  92.5   90.0   \n",
       "p027   60.0    65.0  60.0  52.5  57.5  75.0  62.5  62.5  62.5  52.5   65.0   \n",
       "p028   80.0    47.5  52.5  70.0  75.0  82.5  80.0  95.0  92.5  95.0   95.0   \n",
       "p029   50.0    60.0  85.0  75.0  70.0  75.0  82.5  90.0  82.5  77.5   82.5   \n",
       "p030   60.0    50.0  47.5  60.0  52.5  65.0  57.5  65.0  65.0  77.5   75.0   \n",
       "\n",
       "              \n",
       "grade    m10  \n",
       "p             \n",
       "p001    70.0  \n",
       "p002    90.0  \n",
       "p003    75.0  \n",
       "p004    80.0  \n",
       "p005   100.0  \n",
       "p006    67.5  \n",
       "p007    85.0  \n",
       "p008    87.5  \n",
       "p009    65.0  \n",
       "p010    90.0  \n",
       "p011    80.0  \n",
       "p012    82.5  \n",
       "p013    62.5  \n",
       "p014    97.5  \n",
       "p015    50.0  \n",
       "p016    77.5  \n",
       "p017    42.5  \n",
       "p018    82.5  \n",
       "p019    92.5  \n",
       "p020    87.5  \n",
       "p021    55.0  \n",
       "p022    72.5  \n",
       "p023    85.0  \n",
       "p024    75.0  \n",
       "p025    90.0  \n",
       "p026   100.0  \n",
       "p027    60.0  \n",
       "p028    97.5  \n",
       "p029    87.5  \n",
       "p030    77.5  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "avg_between_df = avg_df.unstack(\"grade\")\n",
    "pt1_between_df = pt1_df.unstack(\"grade\")\n",
    "pt2_between_df = pt2_df.unstack(\"grade\")\n",
    "avg_between_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exclude non-compliant Participants"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The outlier participant shows behavior that is exactly opposite to all other participants. The participant reported to have focused so intensly on the lower face half that she ignored the change of instructions and always rated the lower half. It is noteworthy that she reached a remarably good (and s-shaped) response for the lower half, unlike virtually everybody else. This in itself is very interesting in its own right, as it indicates that under some cirumstances the bias reported in our manuscript can be overcome."
   ]
  },
  {
   "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>\n",
       "      <th></th>\n",
       "      <th colspan=\"11\" halign=\"left\">fearLOW</th>\n",
       "      <th colspan=\"11\" halign=\"left\">angerLOW</th>\n",
       "      <th colspan=\"11\" halign=\"left\">fearUP</th>\n",
       "      <th colspan=\"11\" halign=\"left\">angerUP</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",
       "      <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",
       "      <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>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p002</th>\n",
       "      <td>40.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p003</th>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p004</th>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p005</th>\n",
       "      <td>2.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p006</th>\n",
       "      <td>40.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p007</th>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p008</th>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p009</th>\n",
       "      <td>42.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p010</th>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p011</th>\n",
       "      <td>15.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p012</th>\n",
       "      <td>7.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p013</th>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p015</th>\n",
       "      <td>5.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p016</th>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p017</th>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p018</th>\n",
       "      <td>15.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p019</th>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p020</th>\n",
       "      <td>17.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p021</th>\n",
       "      <td>10.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p022</th>\n",
       "      <td>22.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>72.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p023</th>\n",
       "      <td>15.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>85.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p024</th>\n",
       "      <td>2.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p025</th>\n",
       "      <td>50.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>50.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p026</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p027</th>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>67.5</td>\n",
       "      <td>67.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>47.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>57.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p028</th>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>27.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>97.5</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>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>87.5</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>97.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p029</th>\n",
       "      <td>10.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>95.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>92.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>40.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>52.5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>82.5</td>\n",
       "      <td>87.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p030</th>\n",
       "      <td>10.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>12.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>17.5</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>62.5</td>\n",
       "      <td>77.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>92.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>72.5</td>\n",
       "      <td>90.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>97.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>27.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>42.5</td>\n",
       "      <td>55.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>47.5</td>\n",
       "      <td>60.0</td>\n",
       "      <td>52.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>65.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>77.5</td>\n",
       "      <td>75.0</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      fearLOW                                                                \\\n",
       "grade     m00   m01   m02   m03   m04   m05   m06   m07   m08    m09    m10   \n",
       "p                                                                             \n",
       "p001     15.0  25.0  42.5  40.0  42.5  50.0  55.0  62.5  77.5   77.5   80.0   \n",
       "p002     40.0  27.5  57.5  42.5  52.5  50.0  60.0  87.5  80.0   85.0   87.5   \n",
       "p003     10.0   7.5  15.0  10.0  12.5  35.0  52.5  65.0  90.0   90.0   97.5   \n",
       "p004     12.5  17.5  17.5  25.0  25.0  35.0  45.0  60.0  42.5   52.5   60.0   \n",
       "p005      2.5  12.5  17.5  20.0  25.0  35.0  52.5  70.0  82.5   77.5   92.5   \n",
       "p006     40.0  32.5  42.5  37.5  50.0  50.0  52.5  65.0  75.0   65.0   77.5   \n",
       "p007     17.5  22.5  22.5  25.0  22.5  30.0  50.0  55.0  72.5   77.5   85.0   \n",
       "p008     22.5  25.0  27.5  30.0  32.5  40.0  50.0  50.0  60.0   65.0   72.5   \n",
       "p009     42.5  35.0  40.0  40.0  62.5  40.0  50.0  62.5  70.0   75.0   82.5   \n",
       "p010      7.5  15.0  22.5  22.5  25.0  50.0  55.0  52.5  82.5   82.5   87.5   \n",
       "p011     15.0   7.5  10.0  20.0  30.0  37.5  55.0  80.0  70.0   82.5   92.5   \n",
       "p012      7.5  12.5  10.0  17.5  22.5  40.0  50.0  62.5  60.0   85.0   92.5   \n",
       "p013     12.5  17.5  12.5  10.0  22.5  30.0  22.5  40.0  45.0   47.5   62.5   \n",
       "p015      5.0  12.5  12.5  20.0  25.0  40.0  50.0  72.5  67.5   82.5   85.0   \n",
       "p016      7.5  15.0   7.5  17.5  20.0  35.0  45.0  57.5  67.5   77.5   95.0   \n",
       "p017     27.5  25.0  22.5  50.0  45.0  40.0  55.0  72.5  65.0   85.0   85.0   \n",
       "p018     15.0  12.5  15.0  27.5  32.5  47.5  47.5  75.0  75.0   87.5   90.0   \n",
       "p019     25.0  32.5  30.0  37.5  35.0  40.0  50.0  72.5  72.5   77.5   87.5   \n",
       "p020     17.5  15.0  20.0  22.5  25.0  32.5  40.0  50.0  50.0   55.0   60.0   \n",
       "p021     10.0   7.5  15.0  15.0  25.0  37.5  50.0  70.0  80.0   92.5   85.0   \n",
       "p022     22.5  27.5  30.0  42.5  47.5  47.5  65.0  72.5  77.5   87.5   87.5   \n",
       "p023     15.0  20.0  20.0  20.0  30.0  45.0  60.0  85.0  80.0   82.5   80.0   \n",
       "p024      2.5  10.0  20.0  20.0  27.5  45.0  50.0  72.5  82.5   90.0   92.5   \n",
       "p025     50.0  35.0  40.0  40.0  50.0  55.0  55.0  65.0  75.0   75.0   87.5   \n",
       "p026     10.0  12.5  15.0  12.5  22.5  40.0  45.0  70.0  72.5   90.0   92.5   \n",
       "p027     30.0  27.5  12.5  25.0  37.5  40.0  52.5  37.5  55.0   67.5   67.5   \n",
       "p028     10.0  10.0  17.5  27.5  40.0  57.5  77.5  97.5  97.5  100.0  100.0   \n",
       "p029     10.0  12.5  17.5  32.5  20.0  50.0  55.0  65.0  90.0   92.5   95.0   \n",
       "p030     10.0   2.5  12.5   7.5  17.5  35.0  47.5  62.5  77.5   85.0   92.5   \n",
       "\n",
       "      angerLOW                                                           \\\n",
       "grade      m00   m01   m02   m03   m04   m05   m06    m07    m08    m09   \n",
       "p                                                                         \n",
       "p001      25.0  32.5  32.5  45.0  37.5  52.5  62.5   67.5   75.0   75.0   \n",
       "p002      27.5  52.5  52.5  52.5  60.0  57.5  75.0   87.5   67.5   82.5   \n",
       "p003      22.5  10.0  22.5  20.0  40.0  57.5  82.5   85.0   92.5   95.0   \n",
       "p004      35.0  37.5  47.5  60.0  57.5  55.0  65.0   65.0   77.5   85.0   \n",
       "p005      17.5  22.5  20.0  25.0  42.5  55.0  70.0   90.0   92.5   92.5   \n",
       "p006      32.5  35.0  37.5  42.5  57.5  60.0  65.0   72.5   67.5   77.5   \n",
       "p007      30.0  37.5  32.5  32.5  37.5  45.0  67.5   90.0   80.0   82.5   \n",
       "p008      22.5  30.0  35.0  42.5  60.0  65.0  65.0   67.5   75.0   82.5   \n",
       "p009      32.5  45.0  40.0  47.5  42.5  50.0  60.0   67.5   87.5   77.5   \n",
       "p010      32.5  10.0  27.5  30.0  35.0  52.5  70.0   77.5   82.5   85.0   \n",
       "p011       7.5  17.5  20.0  20.0  30.0  40.0  60.0   72.5   82.5   90.0   \n",
       "p012      22.5  22.5  30.0  27.5  42.5  47.5  65.0   67.5   92.5   92.5   \n",
       "p013      32.5  27.5  35.0  30.0  37.5  47.5  32.5   57.5   55.0   62.5   \n",
       "p015      12.5  20.0  20.0  30.0  32.5  47.5  50.0   67.5   85.0   80.0   \n",
       "p016      17.5  20.0  25.0  27.5  37.5  45.0  55.0   62.5   77.5   75.0   \n",
       "p017      30.0  40.0  30.0  37.5  47.5  55.0  65.0   70.0   72.5   87.5   \n",
       "p018      25.0  30.0  30.0  30.0  40.0  47.5  65.0   77.5   87.5   95.0   \n",
       "p019      30.0  40.0  30.0  30.0  42.5  65.0  62.5   60.0   87.5   90.0   \n",
       "p020      55.0  55.0  47.5  62.5  60.0  65.0  87.5   90.0   80.0   85.0   \n",
       "p021      12.5   5.0  12.5  27.5  25.0  45.0  65.0   75.0   85.0   90.0   \n",
       "p022      30.0  32.5  40.0  52.5  52.5  52.5  52.5   75.0   77.5   85.0   \n",
       "p023      25.0  20.0  22.5  35.0  42.5  40.0  72.5   82.5   87.5   87.5   \n",
       "p024      15.0  25.0  25.0  30.0  40.0  55.0  62.5   77.5   80.0   95.0   \n",
       "p025      60.0  60.0  62.5  60.0  75.0  67.5  67.5   82.5   87.5   90.0   \n",
       "p026      32.5  32.5  32.5  35.0  45.0  60.0  65.0   90.0   92.5  100.0   \n",
       "p027      30.0  40.0  30.0  32.5  47.5  30.0  55.0   62.5   62.5   65.0   \n",
       "p028      20.0  20.0  20.0  27.5  42.5  75.0  87.5  100.0  100.0  100.0   \n",
       "p029      22.5  17.5  20.0  20.0  27.5  52.5  62.5   90.0   90.0   92.5   \n",
       "p030      15.0  15.0  15.0  25.0  30.0  55.0  60.0   72.5   90.0   90.0   \n",
       "\n",
       "             fearUP                                                        \\\n",
       "grade    m10    m00   m01   m02   m03   m04   m05   m06   m07   m08   m09   \n",
       "p                                                                           \n",
       "p001    87.5   35.0  32.5  42.5  40.0  42.5  45.0  42.5  42.5  45.0  52.5   \n",
       "p002    82.5   40.0  40.0  40.0  35.0  50.0  42.5  42.5  45.0  47.5  47.5   \n",
       "p003    95.0   32.5  30.0  35.0  30.0  32.5  42.5  45.0  57.5  47.5  52.5   \n",
       "p004    85.0   37.5  22.5  37.5  42.5  45.0  47.5  60.0  55.0  62.5  50.0   \n",
       "p005    97.5    5.0   5.0   7.5   7.5  15.0  12.5  12.5  20.0  22.5  15.0   \n",
       "p006    97.5   37.5  45.0  47.5  60.0  52.5  40.0  55.0  67.5  50.0  50.0   \n",
       "p007    82.5   25.0  17.5  30.0  20.0  22.5  25.0  20.0  37.5  30.0  35.0   \n",
       "p008    70.0   37.5  42.5  30.0  42.5  52.5  45.0  55.0  67.5  62.5  55.0   \n",
       "p009    77.5   37.5  47.5  52.5  42.5  45.0  47.5  50.0  45.0  50.0  45.0   \n",
       "p010    95.0   17.5  12.5  12.5  20.0  15.0  22.5  25.0  32.5  20.0  30.0   \n",
       "p011    95.0   30.0  37.5  30.0  42.5  50.0  60.0  65.0  70.0  75.0  85.0   \n",
       "p012    95.0   12.5  15.0  15.0   7.5  15.0  20.0  22.5  40.0  35.0  40.0   \n",
       "p013    62.5   25.0  32.5  30.0  22.5  22.5  27.5  32.5  32.5  27.5  35.0   \n",
       "p015    87.5   45.0  47.5  32.5  42.5  35.0  40.0  47.5  45.0  45.0  47.5   \n",
       "p016    92.5   17.5  27.5  15.0  30.0  27.5  37.5  40.0  60.0  55.0  52.5   \n",
       "p017    90.0   10.0  22.5  27.5  20.0  35.0  37.5  27.5  30.0  30.0  32.5   \n",
       "p018    92.5   40.0  47.5  55.0  40.0  62.5  50.0  47.5  47.5  50.0  55.0   \n",
       "p019    90.0   25.0  22.5  22.5  25.0  17.5  35.0  30.0  37.5  32.5  37.5   \n",
       "p020    92.5   15.0  20.0  25.0  25.0  35.0  55.0  57.5  75.0  82.5  82.5   \n",
       "p021    90.0    2.5  10.0   5.0  10.0  10.0  22.5  27.5  27.5  22.5  32.5   \n",
       "p022    92.5   55.0  65.0  72.5  62.5  67.5  62.5  65.0  55.0  75.0  62.5   \n",
       "p023    92.5   32.5  27.5  42.5  27.5  42.5  57.5  42.5  60.0  62.5  80.0   \n",
       "p024    90.0    5.0  20.0  15.0  10.0  25.0  27.5  25.0  30.0  30.0  32.5   \n",
       "p025    97.5   50.0  50.0  45.0  60.0  55.0  65.0  60.0  67.5  77.5  75.0   \n",
       "p026   100.0   27.5  32.5  22.5  25.0  45.0  35.0  45.0  45.0  52.5  55.0   \n",
       "p027    65.0   40.0  42.5  47.5  37.5  45.0  60.0  47.5  62.5  55.0  55.0   \n",
       "p028   100.0   27.5  35.0  32.5  30.0  45.0  50.0  60.0  70.0  75.0  75.0   \n",
       "p029    92.5   32.5  37.5  40.0  50.0  40.0  42.5  52.5  45.0  55.0  55.0   \n",
       "p030    97.5   20.0  25.0  30.0  27.5  20.0  40.0  42.5  42.5  55.0  52.5   \n",
       "\n",
       "            angerUP                                                         \\\n",
       "grade   m10     m00   m01   m02   m03   m04   m05   m06   m07   m08    m09   \n",
       "p                                                                            \n",
       "p001   50.0    57.5  42.5  55.0  57.5  62.5  50.0  57.5  57.5  67.5   60.0   \n",
       "p002   50.0    67.5  72.5  80.0  72.5  67.5  72.5  77.5  82.5  85.0   95.0   \n",
       "p003   52.5    62.5  65.0  52.5  60.0  67.5  62.5  57.5  70.0  72.5   67.5   \n",
       "p004   57.5    57.5  65.0  60.0  60.0  70.0  75.0  85.0  82.5  85.0   85.0   \n",
       "p005   10.0    92.5  90.0  90.0  95.0  92.5  95.0  92.5  92.5  97.5  100.0   \n",
       "p006   37.5    62.5  72.5  60.0  65.0  60.0  77.5  57.5  77.5  67.5   72.5   \n",
       "p007   37.5    92.5  85.0  82.5  90.0  87.5  85.0  95.0  87.5  92.5   92.5   \n",
       "p008   75.0    62.5  57.5  70.0  65.0  70.0  77.5  80.0  77.5  92.5   80.0   \n",
       "p009   47.5    70.0  70.0  75.0  70.0  77.5  62.5  65.0  62.5  65.0   77.5   \n",
       "p010   42.5    55.0  67.5  57.5  70.0  57.5  75.0  72.5  80.0  72.5   80.0   \n",
       "p011   82.5    47.5  37.5  45.0  35.0  60.0  60.0  72.5  82.5  82.5   82.5   \n",
       "p012   42.5    57.5  55.0  47.5  55.0  65.0  60.0  77.5  77.5  82.5   92.5   \n",
       "p013   40.0    52.5  50.0  37.5  42.5  52.5  47.5  47.5  57.5  52.5   45.0   \n",
       "p015   42.5    72.5  47.5  50.0  55.0  42.5  57.5  57.5  42.5  62.5   52.5   \n",
       "p016   67.5    47.5  60.0  67.5  52.5  70.0  72.5  80.0  80.0  82.5   80.0   \n",
       "p017   47.5    35.0  40.0  35.0  45.0  35.0  40.0  45.0  42.5  37.5   42.5   \n",
       "p018   67.5    77.5  80.0  82.5  82.5  80.0  80.0  80.0  90.0  87.5   92.5   \n",
       "p019   32.5    65.0  67.5  62.5  65.0  75.0  72.5  80.0  72.5  77.5   82.5   \n",
       "p020   92.5    25.0  27.5  20.0  25.0  32.5  47.5  70.0  75.0  82.5   82.5   \n",
       "p021   32.5    40.0  40.0  37.5  45.0  42.5  50.0  52.5  57.5  60.0   60.0   \n",
       "p022   70.0    77.5  72.5  72.5  70.0  85.0  80.0  72.5  75.0  67.5   77.5   \n",
       "p023   75.0    50.0  47.5  47.5  42.5  50.0  70.0  75.0  87.5  90.0   75.0   \n",
       "p024   30.0    22.5  37.5  40.0  35.0  47.5  55.0  50.0  57.5  67.5   57.5   \n",
       "p025   67.5    67.5  67.5  62.5  70.0  72.5  82.5  90.0  85.0  82.5   82.5   \n",
       "p026   67.5    57.5  62.5  70.0  80.0  95.0  82.5  95.0  90.0  92.5   90.0   \n",
       "p027   60.0    65.0  60.0  52.5  57.5  75.0  62.5  62.5  62.5  52.5   65.0   \n",
       "p028   80.0    47.5  52.5  70.0  75.0  82.5  80.0  95.0  92.5  95.0   95.0   \n",
       "p029   50.0    60.0  85.0  75.0  70.0  75.0  82.5  90.0  82.5  77.5   82.5   \n",
       "p030   60.0    50.0  47.5  60.0  52.5  65.0  57.5  65.0  65.0  77.5   75.0   \n",
       "\n",
       "              \n",
       "grade    m10  \n",
       "p             \n",
       "p001    70.0  \n",
       "p002    90.0  \n",
       "p003    75.0  \n",
       "p004    80.0  \n",
       "p005   100.0  \n",
       "p006    67.5  \n",
       "p007    85.0  \n",
       "p008    87.5  \n",
       "p009    65.0  \n",
       "p010    90.0  \n",
       "p011    80.0  \n",
       "p012    82.5  \n",
       "p013    62.5  \n",
       "p015    50.0  \n",
       "p016    77.5  \n",
       "p017    42.5  \n",
       "p018    82.5  \n",
       "p019    92.5  \n",
       "p020    87.5  \n",
       "p021    55.0  \n",
       "p022    72.5  \n",
       "p023    85.0  \n",
       "p024    75.0  \n",
       "p025    90.0  \n",
       "p026   100.0  \n",
       "p027    60.0  \n",
       "p028    97.5  \n",
       "p029    87.5  \n",
       "p030    77.5  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rev_avg_between_df = pd.concat([avg_between_df[0:13], avg_between_df[14:] ])\n",
    "rev_pt1_between_df = pd.concat([pt1_between_df[0:13], pt1_between_df[14:] ])\n",
    "rev_pt2_between_df = pd.concat([pt2_between_df[0:13], pt2_between_df[14:] ])\n",
    "rev_avg_between_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save df to file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "my_folder = './data/'\n",
    "\n",
    "savePandas(my_folder,pt1_between_df,'Exp2Pt1ResultsAll.txt')\n",
    "savePandas(my_folder,rev_pt1_between_df,'Exp2Pt1Results.txt')\n",
    "\n",
    "savePandas(my_folder,pt2_between_df,'Exp2Pt2ResultsAll.txt')\n",
    "savePandas(my_folder,rev_pt2_between_df,'Exp2Pt2Results.txt')\n",
    "\n",
    "savePandas(my_folder,avg_between_df,'Exp2AvgResultsAll.txt')\n",
    "savePandas(my_folder,rev_avg_between_df,'Exp2AvgResults.txt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reaction Time Extraction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Reaction Times for one condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_ident_rt(d,cond):\n",
    "    morphs = ['_00_','_01_','_02_','_03_','_04_','_05_','_06_','_07_','_08_','_09_','_10_']\n",
    "    d_names = ['m00','m01','m02','m03','m04','m05','m06','m07','m08','m09','m10']\n",
    "    d_median = {'m00':{},'m01':{},'m02':{},'m03':{},'m04':{},'m05':{},'m06':{},'m07':{},'m08':{},'m09':{},'m10':{}}\n",
    "    d_raw = {'m00':{},'m01':{},'m02':{},'m03':{},'m04':{},'m05':{},'m06':{},'m07':{},'m08':{},'m09':{},'m10':{}}\n",
    "    j = 0\n",
    "    for m in morphs:\n",
    "        this_morph = []\n",
    "        i = 0\n",
    "        \n",
    "        for entry in d['pt1'][cond]:\n",
    "            if d['pt1'][cond][entry]['target'].find(m) != -1:\n",
    "                    this_morph.append(d['pt1'][cond][entry]['rt'])\n",
    "        for entry in d['pt2'][cond]:\n",
    "            if d['pt2'][cond][entry]['target'].find(m) != -1:\n",
    "                    this_morph.append(d['pt2'][cond][entry]['rt'])            \n",
    "        d_raw[d_names[j]] = this_morph\n",
    "        d_median[d_names[j]] = median(this_morph)\n",
    "        j += 1\n",
    "    return d_median, d_raw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Median Values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'m00': 1078.5999999999999,\n",
       " 'm01': 1120.05,\n",
       " 'm02': 1129.1500000000001,\n",
       " 'm03': 1302.0,\n",
       " 'm04': 959.04999999999995,\n",
       " 'm05': 1523.25,\n",
       " 'm06': 1279.25,\n",
       " 'm07': 1210.8,\n",
       " 'm08': 1241.1999999999998,\n",
       " 'm09': 999.14999999999998,\n",
       " 'm10': 983.20000000000005}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_ident_rt(mydict,'low00')[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histograms:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SyoOllBPAp4FfGl1ZU+DBSRewPob9ZM184Bj2G86wYf8y4Nt98w81yyRJU2jYC7Rruqpx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\nUgX+D2nhPdAAISdTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f89426dbc90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for e in get_ident_rt(mydict,'low00')[1]:\n",
    "    hist(get_ident_rt(mydict,'low00')[1][e])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Data for all conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_ident_cond_rt(d):\n",
    "    d_conds = {'up10':{}, 'low10':{}, 'up00':{}, 'low00':{} }\n",
    "    d_names = ['up10','low10','up00','low00']\n",
    "    i = 0\n",
    "    for c in d_names:\n",
    "        d_conds[d_names[i]] = get_ident_rt(d,d_names[i])[0]\n",
    "        i += 1\n",
    "    return pd.DataFrame(d_conds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example:"
   ]
  },
  {
   "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>low00</th>\n",
       "      <th>low10</th>\n",
       "      <th>up00</th>\n",
       "      <th>up10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>m00</th>\n",
       "      <td>1078.60</td>\n",
       "      <td>1029.60</td>\n",
       "      <td>1005.90</td>\n",
       "      <td>1006.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1120.05</td>\n",
       "      <td>1116.40</td>\n",
       "      <td>962.45</td>\n",
       "      <td>1138.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1129.15</td>\n",
       "      <td>1113.45</td>\n",
       "      <td>971.30</td>\n",
       "      <td>961.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1302.00</td>\n",
       "      <td>931.40</td>\n",
       "      <td>936.05</td>\n",
       "      <td>858.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>959.05</td>\n",
       "      <td>1077.65</td>\n",
       "      <td>1010.75</td>\n",
       "      <td>816.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1523.25</td>\n",
       "      <td>1298.45</td>\n",
       "      <td>890.25</td>\n",
       "      <td>898.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1279.25</td>\n",
       "      <td>1281.30</td>\n",
       "      <td>894.05</td>\n",
       "      <td>999.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1210.80</td>\n",
       "      <td>1145.20</td>\n",
       "      <td>882.00</td>\n",
       "      <td>799.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1241.20</td>\n",
       "      <td>1108.95</td>\n",
       "      <td>990.30</td>\n",
       "      <td>834.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>999.15</td>\n",
       "      <td>1091.20</td>\n",
       "      <td>971.20</td>\n",
       "      <td>805.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>983.20</td>\n",
       "      <td>929.05</td>\n",
       "      <td>866.80</td>\n",
       "      <td>811.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       low00    low10     up00     up10\n",
       "m00  1078.60  1029.60  1005.90  1006.90\n",
       "m01  1120.05  1116.40   962.45  1138.70\n",
       "m02  1129.15  1113.45   971.30   961.80\n",
       "m03  1302.00   931.40   936.05   858.10\n",
       "m04   959.05  1077.65  1010.75   816.70\n",
       "m05  1523.25  1298.45   890.25   898.75\n",
       "m06  1279.25  1281.30   894.05   999.50\n",
       "m07  1210.80  1145.20   882.00   799.85\n",
       "m08  1241.20  1108.95   990.30   834.70\n",
       "m09   999.15  1091.20   971.20   805.60\n",
       "m10   983.20   929.05   866.80   811.30"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_ident_cond_rt(mydict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make Whole Sample:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def make_ident_rt_sample(VpList):\n",
    "    # make the first subject to establish the df-structure\n",
    "\n",
    "    df = get_ident_cond_rt(get_ident_data(VpList[0]))\n",
    "    df.index = [[\"p001\"]*len(df), df.index ]\n",
    "    \n",
    "    # make the rest of the sample\n",
    "    for vp_nr in range(1,len(VpList)):\n",
    "        # make the following subjects\n",
    "        this_vp = get_ident_cond_rt(get_ident_data(VpList[vp_nr]))\n",
    "        \n",
    "        # get the naming of the subject right\n",
    "        if vp_nr < 10-1:\n",
    "            this_vp.index = [[\"p00\"+str(vp_nr+1) ]*len(this_vp), this_vp.index ]\n",
    "        if vp_nr >=10-1:\n",
    "            this_vp.index = [[ \"p0\"+str(vp_nr+1) ]*len(this_vp), this_vp.index ]\n",
    "\n",
    "        # add this subject to sample-df\n",
    "        df = pd.concat([df,this_vp])\n",
    "\n",
    "    # finalising the df\n",
    "    df.index.names = ['p','grade']\n",
    "    df.columns = ['fearLOW','angerLOW','fearUP','angerUP']\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>fearLOW</th>\n",
       "      <th>angerLOW</th>\n",
       "      <th>fearUP</th>\n",
       "      <th>angerUP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p</th>\n",
       "      <th>grade</th>\n",
       "      <th></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>1078.60</td>\n",
       "      <td>1029.60</td>\n",
       "      <td>1005.90</td>\n",
       "      <td>1006.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1120.05</td>\n",
       "      <td>1116.40</td>\n",
       "      <td>962.45</td>\n",
       "      <td>1138.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1129.15</td>\n",
       "      <td>1113.45</td>\n",
       "      <td>971.30</td>\n",
       "      <td>961.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1302.00</td>\n",
       "      <td>931.40</td>\n",
       "      <td>936.05</td>\n",
       "      <td>858.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>959.05</td>\n",
       "      <td>1077.65</td>\n",
       "      <td>1010.75</td>\n",
       "      <td>816.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1523.25</td>\n",
       "      <td>1298.45</td>\n",
       "      <td>890.25</td>\n",
       "      <td>898.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1279.25</td>\n",
       "      <td>1281.30</td>\n",
       "      <td>894.05</td>\n",
       "      <td>999.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1210.80</td>\n",
       "      <td>1145.20</td>\n",
       "      <td>882.00</td>\n",
       "      <td>799.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1241.20</td>\n",
       "      <td>1108.95</td>\n",
       "      <td>990.30</td>\n",
       "      <td>834.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>999.15</td>\n",
       "      <td>1091.20</td>\n",
       "      <td>971.20</td>\n",
       "      <td>805.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>983.20</td>\n",
       "      <td>929.05</td>\n",
       "      <td>866.80</td>\n",
       "      <td>811.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p002</th>\n",
       "      <th>m00</th>\n",
       "      <td>1000.15</td>\n",
       "      <td>1156.10</td>\n",
       "      <td>1620.65</td>\n",
       "      <td>1551.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1389.15</td>\n",
       "      <td>919.75</td>\n",
       "      <td>1677.60</td>\n",
       "      <td>1584.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1116.60</td>\n",
       "      <td>963.85</td>\n",
       "      <td>1242.90</td>\n",
       "      <td>1584.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>931.25</td>\n",
       "      <td>909.05</td>\n",
       "      <td>1631.15</td>\n",
       "      <td>1343.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1130.30</td>\n",
       "      <td>1184.35</td>\n",
       "      <td>2152.30</td>\n",
       "      <td>1630.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1592.30</td>\n",
       "      <td>1067.70</td>\n",
       "      <td>2043.05</td>\n",
       "      <td>1372.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>984.70</td>\n",
       "      <td>992.50</td>\n",
       "      <td>2072.15</td>\n",
       "      <td>1250.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>902.75</td>\n",
       "      <td>1163.45</td>\n",
       "      <td>1501.85</td>\n",
       "      <td>1442.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>983.50</td>\n",
       "      <td>1011.25</td>\n",
       "      <td>1596.55</td>\n",
       "      <td>1259.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>900.25</td>\n",
       "      <td>969.40</td>\n",
       "      <td>2052.60</td>\n",
       "      <td>1503.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>863.15</td>\n",
       "      <td>937.85</td>\n",
       "      <td>1391.35</td>\n",
       "      <td>1427.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p003</th>\n",
       "      <th>m00</th>\n",
       "      <td>1990.95</td>\n",
       "      <td>1882.00</td>\n",
       "      <td>1555.40</td>\n",
       "      <td>1972.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1552.65</td>\n",
       "      <td>2270.60</td>\n",
       "      <td>1772.95</td>\n",
       "      <td>1675.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>2322.00</td>\n",
       "      <td>2471.15</td>\n",
       "      <td>1651.85</td>\n",
       "      <td>1530.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>2282.40</td>\n",
       "      <td>2556.60</td>\n",
       "      <td>1969.75</td>\n",
       "      <td>1648.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>2116.40</td>\n",
       "      <td>2022.25</td>\n",
       "      <td>1907.90</td>\n",
       "      <td>1663.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>2546.90</td>\n",
       "      <td>2408.50</td>\n",
       "      <td>1594.05</td>\n",
       "      <td>1806.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>2603.35</td>\n",
       "      <td>2049.15</td>\n",
       "      <td>1924.05</td>\n",
       "      <td>1538.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>2168.45</td>\n",
       "      <td>2808.65</td>\n",
       "      <td>1868.55</td>\n",
       "      <td>1620.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1924.30</td>\n",
       "      <td>1416.55</td>\n",
       "      <td>1519.20</td>\n",
       "      <td>1361.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1566.45</td>\n",
       "      <td>1624.35</td>\n",
       "      <td>2363.30</td>\n",
       "      <td>1873.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1539.95</td>\n",
       "      <td>1336.25</td>\n",
       "      <td>2462.70</td>\n",
       "      <td>1774.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p004</th>\n",
       "      <th>m00</th>\n",
       "      <td>1055.75</td>\n",
       "      <td>1019.55</td>\n",
       "      <td>1142.25</td>\n",
       "      <td>1000.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>994.15</td>\n",
       "      <td>1079.25</td>\n",
       "      <td>1099.35</td>\n",
       "      <td>1108.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1081.90</td>\n",
       "      <td>949.75</td>\n",
       "      <td>1200.70</td>\n",
       "      <td>1139.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1074.65</td>\n",
       "      <td>1182.35</td>\n",
       "      <td>1295.05</td>\n",
       "      <td>904.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1219.90</td>\n",
       "      <td>1110.25</td>\n",
       "      <td>1303.40</td>\n",
       "      <td>1076.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1113.75</td>\n",
       "      <td>1224.40</td>\n",
       "      <td>1179.50</td>\n",
       "      <td>1180.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1015.45</td>\n",
       "      <td>1017.20</td>\n",
       "      <td>1227.20</td>\n",
       "      <td>1047.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1085.80</td>\n",
       "      <td>853.45</td>\n",
       "      <td>1095.65</td>\n",
       "      <td>1047.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1057.30</td>\n",
       "      <td>1050.10</td>\n",
       "      <td>1065.00</td>\n",
       "      <td>975.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>895.00</td>\n",
       "      <td>956.35</td>\n",
       "      <td>995.25</td>\n",
       "      <td>1124.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>929.20</td>\n",
       "      <td>929.40</td>\n",
       "      <td>1093.30</td>\n",
       "      <td>1040.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p005</th>\n",
       "      <th>m00</th>\n",
       "      <td>1127.00</td>\n",
       "      <td>1092.05</td>\n",
       "      <td>998.80</td>\n",
       "      <td>982.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1198.35</td>\n",
       "      <td>937.30</td>\n",
       "      <td>1141.05</td>\n",
       "      <td>971.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1000.90</td>\n",
       "      <td>1311.80</td>\n",
       "      <td>1033.70</td>\n",
       "      <td>886.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1039.40</td>\n",
       "      <td>1098.75</td>\n",
       "      <td>1067.35</td>\n",
       "      <td>900.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1873.35</td>\n",
       "      <td>1050.85</td>\n",
       "      <td>977.30</td>\n",
       "      <td>885.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1568.85</td>\n",
       "      <td>1603.35</td>\n",
       "      <td>1150.55</td>\n",
       "      <td>911.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1619.05</td>\n",
       "      <td>1315.20</td>\n",
       "      <td>1023.90</td>\n",
       "      <td>899.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1771.25</td>\n",
       "      <td>1026.00</td>\n",
       "      <td>1329.55</td>\n",
       "      <td>856.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1158.10</td>\n",
       "      <td>1129.70</td>\n",
       "      <td>1214.45</td>\n",
       "      <td>874.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1305.90</td>\n",
       "      <td>887.85</td>\n",
       "      <td>1033.55</td>\n",
       "      <td>946.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>980.20</td>\n",
       "      <td>921.75</td>\n",
       "      <td>1132.20</td>\n",
       "      <td>911.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p006</th>\n",
       "      <th>m00</th>\n",
       "      <td>768.65</td>\n",
       "      <td>817.80</td>\n",
       "      <td>739.90</td>\n",
       "      <td>980.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>824.20</td>\n",
       "      <td>865.50</td>\n",
       "      <td>1025.75</td>\n",
       "      <td>899.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>815.90</td>\n",
       "      <td>914.25</td>\n",
       "      <td>855.10</td>\n",
       "      <td>802.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>766.85</td>\n",
       "      <td>1006.35</td>\n",
       "      <td>811.15</td>\n",
       "      <td>719.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>764.95</td>\n",
       "      <td>858.55</td>\n",
       "      <td>786.95</td>\n",
       "      <td>901.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>850.00</td>\n",
       "      <td>829.90</td>\n",
       "      <td>827.45</td>\n",
       "      <td>770.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>751.80</td>\n",
       "      <td>819.80</td>\n",
       "      <td>817.50</td>\n",
       "      <td>803.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>864.55</td>\n",
       "      <td>750.00</td>\n",
       "      <td>850.65</td>\n",
       "      <td>783.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>775.90</td>\n",
       "      <td>789.45</td>\n",
       "      <td>996.80</td>\n",
       "      <td>927.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>811.95</td>\n",
       "      <td>878.65</td>\n",
       "      <td>899.25</td>\n",
       "      <td>726.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>759.20</td>\n",
       "      <td>878.00</td>\n",
       "      <td>891.05</td>\n",
       "      <td>926.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p007</th>\n",
       "      <th>m00</th>\n",
       "      <td>865.20</td>\n",
       "      <td>788.60</td>\n",
       "      <td>767.25</td>\n",
       "      <td>812.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>705.50</td>\n",
       "      <td>791.35</td>\n",
       "      <td>855.15</td>\n",
       "      <td>712.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>748.45</td>\n",
       "      <td>653.35</td>\n",
       "      <td>700.55</td>\n",
       "      <td>770.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>770.15</td>\n",
       "      <td>756.60</td>\n",
       "      <td>627.55</td>\n",
       "      <td>702.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>755.85</td>\n",
       "      <td>903.35</td>\n",
       "      <td>780.35</td>\n",
       "      <td>784.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>836.20</td>\n",
       "      <td>805.75</td>\n",
       "      <td>776.60</td>\n",
       "      <td>746.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>882.25</td>\n",
       "      <td>1053.50</td>\n",
       "      <td>745.25</td>\n",
       "      <td>728.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>783.35</td>\n",
       "      <td>861.40</td>\n",
       "      <td>742.35</td>\n",
       "      <td>743.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>798.80</td>\n",
       "      <td>766.95</td>\n",
       "      <td>711.65</td>\n",
       "      <td>783.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>848.05</td>\n",
       "      <td>751.20</td>\n",
       "      <td>770.80</td>\n",
       "      <td>722.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>958.75</td>\n",
       "      <td>761.85</td>\n",
       "      <td>735.60</td>\n",
       "      <td>659.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p008</th>\n",
       "      <th>m00</th>\n",
       "      <td>1103.70</td>\n",
       "      <td>1140.05</td>\n",
       "      <td>1359.65</td>\n",
       "      <td>1210.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1016.75</td>\n",
       "      <td>1040.35</td>\n",
       "      <td>1035.50</td>\n",
       "      <td>1226.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1400.75</td>\n",
       "      <td>995.90</td>\n",
       "      <td>1009.10</td>\n",
       "      <td>1344.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1364.75</td>\n",
       "      <td>1039.05</td>\n",
       "      <td>1237.15</td>\n",
       "      <td>1065.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1263.10</td>\n",
       "      <td>1287.75</td>\n",
       "      <td>1307.15</td>\n",
       "      <td>1159.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1332.50</td>\n",
       "      <td>1083.25</td>\n",
       "      <td>1103.25</td>\n",
       "      <td>1144.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1160.95</td>\n",
       "      <td>1080.15</td>\n",
       "      <td>1171.15</td>\n",
       "      <td>1035.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1235.40</td>\n",
       "      <td>1228.45</td>\n",
       "      <td>1269.20</td>\n",
       "      <td>1053.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1075.95</td>\n",
       "      <td>1052.50</td>\n",
       "      <td>1305.95</td>\n",
       "      <td>1105.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1097.45</td>\n",
       "      <td>1115.40</td>\n",
       "      <td>1223.20</td>\n",
       "      <td>1172.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1152.25</td>\n",
       "      <td>1080.65</td>\n",
       "      <td>1336.40</td>\n",
       "      <td>1202.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p009</th>\n",
       "      <th>m00</th>\n",
       "      <td>1403.60</td>\n",
       "      <td>1657.50</td>\n",
       "      <td>1359.55</td>\n",
       "      <td>1089.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1423.50</td>\n",
       "      <td>1690.75</td>\n",
       "      <td>1249.70</td>\n",
       "      <td>979.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1365.15</td>\n",
       "      <td>1255.40</td>\n",
       "      <td>1124.10</td>\n",
       "      <td>1273.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1700.35</td>\n",
       "      <td>1412.30</td>\n",
       "      <td>1089.35</td>\n",
       "      <td>1179.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1384.95</td>\n",
       "      <td>1411.20</td>\n",
       "      <td>1474.95</td>\n",
       "      <td>979.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1596.05</td>\n",
       "      <td>1436.35</td>\n",
       "      <td>1201.65</td>\n",
       "      <td>988.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1459.15</td>\n",
       "      <td>1347.75</td>\n",
       "      <td>1119.20</td>\n",
       "      <td>1175.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1448.55</td>\n",
       "      <td>2095.80</td>\n",
       "      <td>1144.95</td>\n",
       "      <td>1300.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1471.40</td>\n",
       "      <td>1263.30</td>\n",
       "      <td>1006.40</td>\n",
       "      <td>1169.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1360.75</td>\n",
       "      <td>1356.80</td>\n",
       "      <td>1108.55</td>\n",
       "      <td>1228.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1353.55</td>\n",
       "      <td>1411.80</td>\n",
       "      <td>1403.50</td>\n",
       "      <td>1057.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p010</th>\n",
       "      <th>m00</th>\n",
       "      <td>1029.85</td>\n",
       "      <td>916.65</td>\n",
       "      <td>1063.15</td>\n",
       "      <td>1157.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1099.70</td>\n",
       "      <td>1099.95</td>\n",
       "      <td>1091.80</td>\n",
       "      <td>1075.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>957.15</td>\n",
       "      <td>959.35</td>\n",
       "      <td>1017.20</td>\n",
       "      <td>1126.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1073.80</td>\n",
       "      <td>1019.80</td>\n",
       "      <td>895.55</td>\n",
       "      <td>995.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1059.70</td>\n",
       "      <td>956.25</td>\n",
       "      <td>914.95</td>\n",
       "      <td>1064.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1269.50</td>\n",
       "      <td>1276.45</td>\n",
       "      <td>1148.05</td>\n",
       "      <td>1026.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1278.95</td>\n",
       "      <td>1115.35</td>\n",
       "      <td>1050.35</td>\n",
       "      <td>1021.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1104.55</td>\n",
       "      <td>1034.50</td>\n",
       "      <td>979.55</td>\n",
       "      <td>1014.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1102.80</td>\n",
       "      <td>1040.70</td>\n",
       "      <td>1043.05</td>\n",
       "      <td>1053.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1141.70</td>\n",
       "      <td>1077.65</td>\n",
       "      <td>1069.75</td>\n",
       "      <td>902.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1196.50</td>\n",
       "      <td>1074.35</td>\n",
       "      <td>1058.40</td>\n",
       "      <td>1032.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p011</th>\n",
       "      <th>m00</th>\n",
       "      <td>1227.40</td>\n",
       "      <td>1135.15</td>\n",
       "      <td>1138.10</td>\n",
       "      <td>921.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1139.25</td>\n",
       "      <td>992.10</td>\n",
       "      <td>944.45</td>\n",
       "      <td>1030.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1212.95</td>\n",
       "      <td>1056.35</td>\n",
       "      <td>1036.90</td>\n",
       "      <td>1008.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1090.80</td>\n",
       "      <td>1227.25</td>\n",
       "      <td>1340.20</td>\n",
       "      <td>1150.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1893.35</td>\n",
       "      <td>1517.75</td>\n",
       "      <td>1355.25</td>\n",
       "      <td>1026.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1422.05</td>\n",
       "      <td>1216.10</td>\n",
       "      <td>1145.80</td>\n",
       "      <td>1104.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1277.95</td>\n",
       "      <td>2163.50</td>\n",
       "      <td>1130.65</td>\n",
       "      <td>1013.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1205.90</td>\n",
       "      <td>1230.05</td>\n",
       "      <td>1032.55</td>\n",
       "      <td>1024.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1235.30</td>\n",
       "      <td>1114.95</td>\n",
       "      <td>1234.55</td>\n",
       "      <td>948.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1015.05</td>\n",
       "      <td>967.20</td>\n",
       "      <td>864.75</td>\n",
       "      <td>856.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>911.20</td>\n",
       "      <td>851.15</td>\n",
       "      <td>930.40</td>\n",
       "      <td>946.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p012</th>\n",
       "      <th>m00</th>\n",
       "      <td>907.55</td>\n",
       "      <td>1007.25</td>\n",
       "      <td>1128.50</td>\n",
       "      <td>1611.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>971.15</td>\n",
       "      <td>992.65</td>\n",
       "      <td>1220.10</td>\n",
       "      <td>1643.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>915.20</td>\n",
       "      <td>944.05</td>\n",
       "      <td>1506.40</td>\n",
       "      <td>1480.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1002.75</td>\n",
       "      <td>1150.10</td>\n",
       "      <td>1080.45</td>\n",
       "      <td>1479.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1005.65</td>\n",
       "      <td>993.90</td>\n",
       "      <td>1282.65</td>\n",
       "      <td>1580.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1175.45</td>\n",
       "      <td>1352.30</td>\n",
       "      <td>1238.80</td>\n",
       "      <td>1204.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1051.35</td>\n",
       "      <td>1218.35</td>\n",
       "      <td>1308.10</td>\n",
       "      <td>1290.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1149.30</td>\n",
       "      <td>1309.05</td>\n",
       "      <td>1229.15</td>\n",
       "      <td>1158.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1059.25</td>\n",
       "      <td>988.80</td>\n",
       "      <td>1257.05</td>\n",
       "      <td>1110.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1023.75</td>\n",
       "      <td>853.30</td>\n",
       "      <td>1429.85</td>\n",
       "      <td>1184.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>871.20</td>\n",
       "      <td>886.15</td>\n",
       "      <td>1409.30</td>\n",
       "      <td>1380.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p013</th>\n",
       "      <th>m00</th>\n",
       "      <td>989.60</td>\n",
       "      <td>887.45</td>\n",
       "      <td>896.75</td>\n",
       "      <td>816.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>824.65</td>\n",
       "      <td>853.25</td>\n",
       "      <td>707.20</td>\n",
       "      <td>807.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>794.35</td>\n",
       "      <td>862.95</td>\n",
       "      <td>1013.00</td>\n",
       "      <td>778.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>821.00</td>\n",
       "      <td>1011.25</td>\n",
       "      <td>755.20</td>\n",
       "      <td>683.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>843.25</td>\n",
       "      <td>821.50</td>\n",
       "      <td>827.30</td>\n",
       "      <td>811.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1066.95</td>\n",
       "      <td>970.80</td>\n",
       "      <td>707.50</td>\n",
       "      <td>735.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>963.20</td>\n",
       "      <td>813.10</td>\n",
       "      <td>756.85</td>\n",
       "      <td>787.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>979.55</td>\n",
       "      <td>1015.40</td>\n",
       "      <td>795.85</td>\n",
       "      <td>682.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>944.25</td>\n",
       "      <td>899.40</td>\n",
       "      <td>808.10</td>\n",
       "      <td>789.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1160.25</td>\n",
       "      <td>942.50</td>\n",
       "      <td>876.50</td>\n",
       "      <td>699.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1129.80</td>\n",
       "      <td>960.40</td>\n",
       "      <td>710.65</td>\n",
       "      <td>763.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p014</th>\n",
       "      <th>m00</th>\n",
       "      <td>854.25</td>\n",
       "      <td>799.10</td>\n",
       "      <td>1269.85</td>\n",
       "      <td>1086.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>788.90</td>\n",
       "      <td>821.75</td>\n",
       "      <td>1251.15</td>\n",
       "      <td>1158.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>907.75</td>\n",
       "      <td>873.60</td>\n",
       "      <td>1396.20</td>\n",
       "      <td>1247.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1094.10</td>\n",
       "      <td>863.05</td>\n",
       "      <td>1082.70</td>\n",
       "      <td>1324.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>957.75</td>\n",
       "      <td>784.50</td>\n",
       "      <td>1431.45</td>\n",
       "      <td>1263.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>880.55</td>\n",
       "      <td>777.35</td>\n",
       "      <td>1663.40</td>\n",
       "      <td>1384.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>927.20</td>\n",
       "      <td>1036.15</td>\n",
       "      <td>1376.20</td>\n",
       "      <td>1110.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>923.75</td>\n",
       "      <td>837.70</td>\n",
       "      <td>1471.20</td>\n",
       "      <td>1192.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>984.35</td>\n",
       "      <td>796.55</td>\n",
       "      <td>1166.15</td>\n",
       "      <td>1051.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>890.40</td>\n",
       "      <td>809.05</td>\n",
       "      <td>1137.95</td>\n",
       "      <td>1037.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>932.40</td>\n",
       "      <td>800.25</td>\n",
       "      <td>2004.90</td>\n",
       "      <td>1069.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p015</th>\n",
       "      <th>m00</th>\n",
       "      <td>825.05</td>\n",
       "      <td>775.30</td>\n",
       "      <td>757.90</td>\n",
       "      <td>742.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>748.15</td>\n",
       "      <td>751.55</td>\n",
       "      <td>765.50</td>\n",
       "      <td>784.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>809.45</td>\n",
       "      <td>739.75</td>\n",
       "      <td>734.85</td>\n",
       "      <td>784.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>782.80</td>\n",
       "      <td>741.10</td>\n",
       "      <td>712.30</td>\n",
       "      <td>690.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>765.50</td>\n",
       "      <td>766.10</td>\n",
       "      <td>763.05</td>\n",
       "      <td>749.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>796.85</td>\n",
       "      <td>847.05</td>\n",
       "      <td>709.90</td>\n",
       "      <td>855.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>878.50</td>\n",
       "      <td>720.30</td>\n",
       "      <td>827.60</td>\n",
       "      <td>734.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>816.05</td>\n",
       "      <td>746.00</td>\n",
       "      <td>654.00</td>\n",
       "      <td>730.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>836.80</td>\n",
       "      <td>762.85</td>\n",
       "      <td>657.00</td>\n",
       "      <td>679.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>719.30</td>\n",
       "      <td>724.00</td>\n",
       "      <td>691.05</td>\n",
       "      <td>666.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>729.25</td>\n",
       "      <td>739.35</td>\n",
       "      <td>638.85</td>\n",
       "      <td>631.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p016</th>\n",
       "      <th>m00</th>\n",
       "      <td>1161.75</td>\n",
       "      <td>1011.45</td>\n",
       "      <td>1657.90</td>\n",
       "      <td>1756.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1112.35</td>\n",
       "      <td>1081.20</td>\n",
       "      <td>2142.80</td>\n",
       "      <td>1666.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1276.10</td>\n",
       "      <td>1196.80</td>\n",
       "      <td>1699.05</td>\n",
       "      <td>1709.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1170.75</td>\n",
       "      <td>1529.75</td>\n",
       "      <td>1624.90</td>\n",
       "      <td>1395.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1134.60</td>\n",
       "      <td>1221.55</td>\n",
       "      <td>1563.05</td>\n",
       "      <td>1375.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1404.80</td>\n",
       "      <td>1425.20</td>\n",
       "      <td>1772.10</td>\n",
       "      <td>1403.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1345.70</td>\n",
       "      <td>1461.85</td>\n",
       "      <td>1476.60</td>\n",
       "      <td>2208.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1238.25</td>\n",
       "      <td>1333.25</td>\n",
       "      <td>1683.70</td>\n",
       "      <td>1390.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>2157.10</td>\n",
       "      <td>1643.50</td>\n",
       "      <td>1585.80</td>\n",
       "      <td>1500.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1044.25</td>\n",
       "      <td>1266.30</td>\n",
       "      <td>1594.00</td>\n",
       "      <td>1445.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1202.55</td>\n",
       "      <td>1264.15</td>\n",
       "      <td>1360.00</td>\n",
       "      <td>1378.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p017</th>\n",
       "      <th>m00</th>\n",
       "      <td>1028.10</td>\n",
       "      <td>1049.95</td>\n",
       "      <td>906.45</td>\n",
       "      <td>839.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1140.90</td>\n",
       "      <td>987.85</td>\n",
       "      <td>933.40</td>\n",
       "      <td>875.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1003.20</td>\n",
       "      <td>1094.90</td>\n",
       "      <td>803.60</td>\n",
       "      <td>888.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>939.20</td>\n",
       "      <td>1190.45</td>\n",
       "      <td>802.65</td>\n",
       "      <td>809.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>950.95</td>\n",
       "      <td>978.05</td>\n",
       "      <td>813.60</td>\n",
       "      <td>787.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>982.45</td>\n",
       "      <td>1103.15</td>\n",
       "      <td>853.75</td>\n",
       "      <td>802.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>955.95</td>\n",
       "      <td>896.40</td>\n",
       "      <td>869.00</td>\n",
       "      <td>811.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>967.30</td>\n",
       "      <td>1050.60</td>\n",
       "      <td>740.55</td>\n",
       "      <td>801.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>992.25</td>\n",
       "      <td>906.20</td>\n",
       "      <td>711.25</td>\n",
       "      <td>755.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>959.15</td>\n",
       "      <td>999.75</td>\n",
       "      <td>875.05</td>\n",
       "      <td>825.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>835.20</td>\n",
       "      <td>863.55</td>\n",
       "      <td>800.10</td>\n",
       "      <td>851.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p018</th>\n",
       "      <th>m00</th>\n",
       "      <td>1197.55</td>\n",
       "      <td>1148.60</td>\n",
       "      <td>1623.70</td>\n",
       "      <td>1515.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1178.30</td>\n",
       "      <td>1333.05</td>\n",
       "      <td>2285.20</td>\n",
       "      <td>1387.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1306.35</td>\n",
       "      <td>1480.75</td>\n",
       "      <td>1715.65</td>\n",
       "      <td>1418.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1395.60</td>\n",
       "      <td>1176.95</td>\n",
       "      <td>1576.20</td>\n",
       "      <td>1451.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1295.45</td>\n",
       "      <td>1316.30</td>\n",
       "      <td>1603.30</td>\n",
       "      <td>1344.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1459.95</td>\n",
       "      <td>1716.40</td>\n",
       "      <td>1624.60</td>\n",
       "      <td>1433.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1517.55</td>\n",
       "      <td>1668.20</td>\n",
       "      <td>1600.65</td>\n",
       "      <td>1667.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1436.80</td>\n",
       "      <td>1737.70</td>\n",
       "      <td>1470.20</td>\n",
       "      <td>1283.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1279.25</td>\n",
       "      <td>1698.60</td>\n",
       "      <td>1635.25</td>\n",
       "      <td>1323.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1276.50</td>\n",
       "      <td>1186.10</td>\n",
       "      <td>1670.40</td>\n",
       "      <td>1617.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1326.65</td>\n",
       "      <td>1150.05</td>\n",
       "      <td>1537.15</td>\n",
       "      <td>1524.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p019</th>\n",
       "      <th>m00</th>\n",
       "      <td>818.05</td>\n",
       "      <td>865.75</td>\n",
       "      <td>1098.25</td>\n",
       "      <td>919.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>932.00</td>\n",
       "      <td>842.15</td>\n",
       "      <td>956.10</td>\n",
       "      <td>954.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>987.25</td>\n",
       "      <td>1020.40</td>\n",
       "      <td>937.65</td>\n",
       "      <td>900.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>836.95</td>\n",
       "      <td>916.45</td>\n",
       "      <td>993.10</td>\n",
       "      <td>888.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>830.20</td>\n",
       "      <td>988.30</td>\n",
       "      <td>945.80</td>\n",
       "      <td>915.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>899.25</td>\n",
       "      <td>983.10</td>\n",
       "      <td>1174.65</td>\n",
       "      <td>864.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1016.30</td>\n",
       "      <td>970.80</td>\n",
       "      <td>957.65</td>\n",
       "      <td>892.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>831.95</td>\n",
       "      <td>914.55</td>\n",
       "      <td>945.40</td>\n",
       "      <td>835.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>860.65</td>\n",
       "      <td>945.20</td>\n",
       "      <td>832.90</td>\n",
       "      <td>754.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>774.30</td>\n",
       "      <td>852.15</td>\n",
       "      <td>790.00</td>\n",
       "      <td>776.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>771.25</td>\n",
       "      <td>751.35</td>\n",
       "      <td>978.30</td>\n",
       "      <td>944.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p020</th>\n",
       "      <th>m00</th>\n",
       "      <td>1268.40</td>\n",
       "      <td>980.20</td>\n",
       "      <td>1405.70</td>\n",
       "      <td>1390.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1107.35</td>\n",
       "      <td>1210.55</td>\n",
       "      <td>1447.55</td>\n",
       "      <td>1207.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1121.30</td>\n",
       "      <td>1229.80</td>\n",
       "      <td>1210.75</td>\n",
       "      <td>1372.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1247.20</td>\n",
       "      <td>1336.15</td>\n",
       "      <td>1179.65</td>\n",
       "      <td>1312.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1123.50</td>\n",
       "      <td>1240.20</td>\n",
       "      <td>1467.20</td>\n",
       "      <td>1244.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1123.25</td>\n",
       "      <td>1205.85</td>\n",
       "      <td>1489.60</td>\n",
       "      <td>1412.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1035.00</td>\n",
       "      <td>1280.40</td>\n",
       "      <td>1299.15</td>\n",
       "      <td>1638.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1297.40</td>\n",
       "      <td>1231.75</td>\n",
       "      <td>1311.45</td>\n",
       "      <td>1402.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1059.15</td>\n",
       "      <td>1283.40</td>\n",
       "      <td>1242.75</td>\n",
       "      <td>1565.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1093.75</td>\n",
       "      <td>1075.75</td>\n",
       "      <td>1319.90</td>\n",
       "      <td>1307.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1051.75</td>\n",
       "      <td>1166.50</td>\n",
       "      <td>1061.55</td>\n",
       "      <td>1302.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p021</th>\n",
       "      <th>m00</th>\n",
       "      <td>916.30</td>\n",
       "      <td>906.70</td>\n",
       "      <td>881.55</td>\n",
       "      <td>1325.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>827.90</td>\n",
       "      <td>1072.55</td>\n",
       "      <td>986.25</td>\n",
       "      <td>968.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>856.05</td>\n",
       "      <td>1279.65</td>\n",
       "      <td>1126.55</td>\n",
       "      <td>953.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>871.70</td>\n",
       "      <td>1051.10</td>\n",
       "      <td>1026.50</td>\n",
       "      <td>1039.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1034.90</td>\n",
       "      <td>862.10</td>\n",
       "      <td>961.50</td>\n",
       "      <td>892.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1115.65</td>\n",
       "      <td>998.45</td>\n",
       "      <td>978.95</td>\n",
       "      <td>1122.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1199.80</td>\n",
       "      <td>1059.95</td>\n",
       "      <td>1001.75</td>\n",
       "      <td>719.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1244.70</td>\n",
       "      <td>920.50</td>\n",
       "      <td>1032.20</td>\n",
       "      <td>981.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>898.50</td>\n",
       "      <td>951.30</td>\n",
       "      <td>1007.10</td>\n",
       "      <td>763.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>888.85</td>\n",
       "      <td>865.25</td>\n",
       "      <td>1016.95</td>\n",
       "      <td>786.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>911.05</td>\n",
       "      <td>792.25</td>\n",
       "      <td>1196.75</td>\n",
       "      <td>834.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p022</th>\n",
       "      <th>m00</th>\n",
       "      <td>756.15</td>\n",
       "      <td>839.50</td>\n",
       "      <td>394.45</td>\n",
       "      <td>470.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>719.10</td>\n",
       "      <td>759.30</td>\n",
       "      <td>447.25</td>\n",
       "      <td>571.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>857.00</td>\n",
       "      <td>660.15</td>\n",
       "      <td>500.70</td>\n",
       "      <td>329.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>716.15</td>\n",
       "      <td>762.60</td>\n",
       "      <td>397.00</td>\n",
       "      <td>504.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>755.90</td>\n",
       "      <td>710.90</td>\n",
       "      <td>271.45</td>\n",
       "      <td>516.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>717.95</td>\n",
       "      <td>795.60</td>\n",
       "      <td>442.20</td>\n",
       "      <td>423.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>797.05</td>\n",
       "      <td>670.30</td>\n",
       "      <td>450.25</td>\n",
       "      <td>431.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>774.60</td>\n",
       "      <td>751.90</td>\n",
       "      <td>329.60</td>\n",
       "      <td>304.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>716.00</td>\n",
       "      <td>742.75</td>\n",
       "      <td>291.25</td>\n",
       "      <td>429.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>612.60</td>\n",
       "      <td>731.25</td>\n",
       "      <td>396.40</td>\n",
       "      <td>363.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>684.80</td>\n",
       "      <td>680.95</td>\n",
       "      <td>426.00</td>\n",
       "      <td>452.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p023</th>\n",
       "      <th>m00</th>\n",
       "      <td>972.15</td>\n",
       "      <td>1016.90</td>\n",
       "      <td>823.45</td>\n",
       "      <td>1060.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>915.80</td>\n",
       "      <td>1056.00</td>\n",
       "      <td>842.20</td>\n",
       "      <td>896.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1080.05</td>\n",
       "      <td>1217.40</td>\n",
       "      <td>952.10</td>\n",
       "      <td>1004.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1126.00</td>\n",
       "      <td>1094.05</td>\n",
       "      <td>975.10</td>\n",
       "      <td>1045.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1120.65</td>\n",
       "      <td>1203.10</td>\n",
       "      <td>1174.95</td>\n",
       "      <td>1148.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1106.35</td>\n",
       "      <td>1248.35</td>\n",
       "      <td>1410.45</td>\n",
       "      <td>979.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1442.80</td>\n",
       "      <td>1289.40</td>\n",
       "      <td>967.30</td>\n",
       "      <td>1199.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1416.10</td>\n",
       "      <td>1131.60</td>\n",
       "      <td>958.60</td>\n",
       "      <td>1052.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1275.25</td>\n",
       "      <td>1108.10</td>\n",
       "      <td>1155.10</td>\n",
       "      <td>915.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1314.45</td>\n",
       "      <td>1353.15</td>\n",
       "      <td>1439.25</td>\n",
       "      <td>992.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1031.15</td>\n",
       "      <td>1096.80</td>\n",
       "      <td>1145.40</td>\n",
       "      <td>852.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p024</th>\n",
       "      <th>m00</th>\n",
       "      <td>1079.30</td>\n",
       "      <td>1080.10</td>\n",
       "      <td>903.20</td>\n",
       "      <td>1809.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1058.15</td>\n",
       "      <td>1267.20</td>\n",
       "      <td>989.00</td>\n",
       "      <td>1496.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1062.30</td>\n",
       "      <td>1288.35</td>\n",
       "      <td>1201.15</td>\n",
       "      <td>1201.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1311.30</td>\n",
       "      <td>1241.10</td>\n",
       "      <td>1340.45</td>\n",
       "      <td>1102.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1172.75</td>\n",
       "      <td>1258.20</td>\n",
       "      <td>1365.40</td>\n",
       "      <td>1163.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1540.55</td>\n",
       "      <td>1257.65</td>\n",
       "      <td>1059.45</td>\n",
       "      <td>1345.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1289.40</td>\n",
       "      <td>1293.30</td>\n",
       "      <td>1077.80</td>\n",
       "      <td>1382.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1225.70</td>\n",
       "      <td>1076.20</td>\n",
       "      <td>1030.80</td>\n",
       "      <td>1223.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1223.15</td>\n",
       "      <td>1133.05</td>\n",
       "      <td>1213.40</td>\n",
       "      <td>1346.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1033.55</td>\n",
       "      <td>1027.00</td>\n",
       "      <td>1072.30</td>\n",
       "      <td>1160.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>984.10</td>\n",
       "      <td>1088.35</td>\n",
       "      <td>1396.50</td>\n",
       "      <td>1178.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p025</th>\n",
       "      <th>m00</th>\n",
       "      <td>1327.15</td>\n",
       "      <td>1438.40</td>\n",
       "      <td>1285.50</td>\n",
       "      <td>1414.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1403.60</td>\n",
       "      <td>1457.35</td>\n",
       "      <td>1439.45</td>\n",
       "      <td>1455.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1479.35</td>\n",
       "      <td>1520.05</td>\n",
       "      <td>1119.20</td>\n",
       "      <td>1387.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1488.55</td>\n",
       "      <td>1527.25</td>\n",
       "      <td>1324.50</td>\n",
       "      <td>1748.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1643.00</td>\n",
       "      <td>1238.30</td>\n",
       "      <td>1335.25</td>\n",
       "      <td>1346.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1548.15</td>\n",
       "      <td>1388.85</td>\n",
       "      <td>1430.25</td>\n",
       "      <td>1242.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1453.10</td>\n",
       "      <td>1399.15</td>\n",
       "      <td>1292.50</td>\n",
       "      <td>1218.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1700.55</td>\n",
       "      <td>1450.75</td>\n",
       "      <td>1463.40</td>\n",
       "      <td>1171.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1540.20</td>\n",
       "      <td>1453.55</td>\n",
       "      <td>1082.75</td>\n",
       "      <td>1272.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1472.20</td>\n",
       "      <td>1545.60</td>\n",
       "      <td>1327.90</td>\n",
       "      <td>1125.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1543.20</td>\n",
       "      <td>1303.75</td>\n",
       "      <td>1155.70</td>\n",
       "      <td>1238.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p026</th>\n",
       "      <th>m00</th>\n",
       "      <td>1392.55</td>\n",
       "      <td>1438.75</td>\n",
       "      <td>1725.75</td>\n",
       "      <td>1976.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1371.75</td>\n",
       "      <td>1589.45</td>\n",
       "      <td>1902.60</td>\n",
       "      <td>1412.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1473.95</td>\n",
       "      <td>1311.50</td>\n",
       "      <td>1583.25</td>\n",
       "      <td>1543.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1485.25</td>\n",
       "      <td>1320.45</td>\n",
       "      <td>2179.10</td>\n",
       "      <td>1840.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1459.50</td>\n",
       "      <td>1621.40</td>\n",
       "      <td>1439.10</td>\n",
       "      <td>1371.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>2056.45</td>\n",
       "      <td>1922.50</td>\n",
       "      <td>1997.25</td>\n",
       "      <td>1192.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1631.65</td>\n",
       "      <td>1852.65</td>\n",
       "      <td>1821.25</td>\n",
       "      <td>1229.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1713.75</td>\n",
       "      <td>1422.65</td>\n",
       "      <td>1292.75</td>\n",
       "      <td>1147.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1478.95</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>1936.90</td>\n",
       "      <td>1295.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1328.10</td>\n",
       "      <td>1175.40</td>\n",
       "      <td>2079.75</td>\n",
       "      <td>1112.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1496.70</td>\n",
       "      <td>971.70</td>\n",
       "      <td>1663.10</td>\n",
       "      <td>1112.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p027</th>\n",
       "      <th>m00</th>\n",
       "      <td>755.60</td>\n",
       "      <td>885.20</td>\n",
       "      <td>831.75</td>\n",
       "      <td>1019.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>801.20</td>\n",
       "      <td>793.70</td>\n",
       "      <td>891.30</td>\n",
       "      <td>812.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>787.20</td>\n",
       "      <td>783.00</td>\n",
       "      <td>805.90</td>\n",
       "      <td>852.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>852.15</td>\n",
       "      <td>859.20</td>\n",
       "      <td>780.55</td>\n",
       "      <td>851.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>903.10</td>\n",
       "      <td>839.25</td>\n",
       "      <td>751.25</td>\n",
       "      <td>886.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>802.50</td>\n",
       "      <td>758.35</td>\n",
       "      <td>653.65</td>\n",
       "      <td>729.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>799.45</td>\n",
       "      <td>744.60</td>\n",
       "      <td>1215.80</td>\n",
       "      <td>700.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>996.45</td>\n",
       "      <td>800.50</td>\n",
       "      <td>777.45</td>\n",
       "      <td>831.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>757.55</td>\n",
       "      <td>798.10</td>\n",
       "      <td>951.65</td>\n",
       "      <td>786.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>876.95</td>\n",
       "      <td>853.40</td>\n",
       "      <td>838.10</td>\n",
       "      <td>911.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>831.50</td>\n",
       "      <td>743.80</td>\n",
       "      <td>839.50</td>\n",
       "      <td>814.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p028</th>\n",
       "      <th>m00</th>\n",
       "      <td>1316.70</td>\n",
       "      <td>1336.15</td>\n",
       "      <td>1732.30</td>\n",
       "      <td>2845.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1271.10</td>\n",
       "      <td>1636.25</td>\n",
       "      <td>2589.20</td>\n",
       "      <td>2090.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1324.60</td>\n",
       "      <td>1583.75</td>\n",
       "      <td>1832.95</td>\n",
       "      <td>2479.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1690.85</td>\n",
       "      <td>1451.40</td>\n",
       "      <td>2243.25</td>\n",
       "      <td>2774.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1838.10</td>\n",
       "      <td>1760.15</td>\n",
       "      <td>2886.20</td>\n",
       "      <td>1566.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1872.45</td>\n",
       "      <td>1463.75</td>\n",
       "      <td>3539.15</td>\n",
       "      <td>1719.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1659.25</td>\n",
       "      <td>1541.40</td>\n",
       "      <td>2184.90</td>\n",
       "      <td>1144.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1216.50</td>\n",
       "      <td>1011.20</td>\n",
       "      <td>3105.80</td>\n",
       "      <td>1204.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>980.05</td>\n",
       "      <td>971.50</td>\n",
       "      <td>1751.10</td>\n",
       "      <td>1299.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>992.25</td>\n",
       "      <td>1066.85</td>\n",
       "      <td>1735.45</td>\n",
       "      <td>1110.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>887.40</td>\n",
       "      <td>794.95</td>\n",
       "      <td>1837.50</td>\n",
       "      <td>989.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p029</th>\n",
       "      <th>m00</th>\n",
       "      <td>1265.45</td>\n",
       "      <td>1125.20</td>\n",
       "      <td>1594.10</td>\n",
       "      <td>1280.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>1266.60</td>\n",
       "      <td>1302.80</td>\n",
       "      <td>1352.30</td>\n",
       "      <td>1389.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>1328.75</td>\n",
       "      <td>1284.25</td>\n",
       "      <td>1269.15</td>\n",
       "      <td>1063.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1173.80</td>\n",
       "      <td>1399.95</td>\n",
       "      <td>1101.55</td>\n",
       "      <td>1149.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1530.70</td>\n",
       "      <td>1739.70</td>\n",
       "      <td>1600.35</td>\n",
       "      <td>1093.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1541.85</td>\n",
       "      <td>1490.35</td>\n",
       "      <td>1359.25</td>\n",
       "      <td>1111.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1564.95</td>\n",
       "      <td>1536.25</td>\n",
       "      <td>938.30</td>\n",
       "      <td>1024.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1505.55</td>\n",
       "      <td>1264.00</td>\n",
       "      <td>1344.65</td>\n",
       "      <td>1050.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1319.35</td>\n",
       "      <td>1118.15</td>\n",
       "      <td>1214.25</td>\n",
       "      <td>961.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1188.65</td>\n",
       "      <td>1134.50</td>\n",
       "      <td>1310.80</td>\n",
       "      <td>1060.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>1229.30</td>\n",
       "      <td>1056.10</td>\n",
       "      <td>1472.60</td>\n",
       "      <td>1193.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">p030</th>\n",
       "      <th>m00</th>\n",
       "      <td>925.80</td>\n",
       "      <td>1026.80</td>\n",
       "      <td>1637.35</td>\n",
       "      <td>1690.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m01</th>\n",
       "      <td>949.35</td>\n",
       "      <td>981.35</td>\n",
       "      <td>1515.65</td>\n",
       "      <td>2107.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m02</th>\n",
       "      <td>954.15</td>\n",
       "      <td>948.65</td>\n",
       "      <td>2035.40</td>\n",
       "      <td>1736.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m03</th>\n",
       "      <td>1207.25</td>\n",
       "      <td>1182.70</td>\n",
       "      <td>1494.30</td>\n",
       "      <td>1946.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m04</th>\n",
       "      <td>1136.65</td>\n",
       "      <td>1045.80</td>\n",
       "      <td>2716.15</td>\n",
       "      <td>1388.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m05</th>\n",
       "      <td>1303.60</td>\n",
       "      <td>1139.90</td>\n",
       "      <td>1652.20</td>\n",
       "      <td>1669.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m06</th>\n",
       "      <td>1150.25</td>\n",
       "      <td>1304.00</td>\n",
       "      <td>1981.45</td>\n",
       "      <td>2355.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m07</th>\n",
       "      <td>1100.25</td>\n",
       "      <td>948.00</td>\n",
       "      <td>1994.75</td>\n",
       "      <td>1347.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m08</th>\n",
       "      <td>1061.60</td>\n",
       "      <td>1062.35</td>\n",
       "      <td>2125.40</td>\n",
       "      <td>1896.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m09</th>\n",
       "      <td>1223.15</td>\n",
       "      <td>914.55</td>\n",
       "      <td>1738.40</td>\n",
       "      <td>1587.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m10</th>\n",
       "      <td>955.30</td>\n",
       "      <td>888.75</td>\n",
       "      <td>1702.30</td>\n",
       "      <td>1624.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            fearLOW  angerLOW   fearUP  angerUP\n",
       "p    grade                                     \n",
       "p001 m00    1078.60   1029.60  1005.90  1006.90\n",
       "     m01    1120.05   1116.40   962.45  1138.70\n",
       "     m02    1129.15   1113.45   971.30   961.80\n",
       "     m03    1302.00    931.40   936.05   858.10\n",
       "     m04     959.05   1077.65  1010.75   816.70\n",
       "     m05    1523.25   1298.45   890.25   898.75\n",
       "     m06    1279.25   1281.30   894.05   999.50\n",
       "     m07    1210.80   1145.20   882.00   799.85\n",
       "     m08    1241.20   1108.95   990.30   834.70\n",
       "     m09     999.15   1091.20   971.20   805.60\n",
       "     m10     983.20    929.05   866.80   811.30\n",
       "p002 m00    1000.15   1156.10  1620.65  1551.10\n",
       "     m01    1389.15    919.75  1677.60  1584.45\n",
       "     m02    1116.60    963.85  1242.90  1584.40\n",
       "     m03     931.25    909.05  1631.15  1343.55\n",
       "     m04    1130.30   1184.35  2152.30  1630.40\n",
       "     m05    1592.30   1067.70  2043.05  1372.55\n",
       "     m06     984.70    992.50  2072.15  1250.50\n",
       "     m07     902.75   1163.45  1501.85  1442.50\n",
       "     m08     983.50   1011.25  1596.55  1259.40\n",
       "     m09     900.25    969.40  2052.60  1503.10\n",
       "     m10     863.15    937.85  1391.35  1427.20\n",
       "p003 m00    1990.95   1882.00  1555.40  1972.50\n",
       "     m01    1552.65   2270.60  1772.95  1675.95\n",
       "     m02    2322.00   2471.15  1651.85  1530.30\n",
       "     m03    2282.40   2556.60  1969.75  1648.40\n",
       "     m04    2116.40   2022.25  1907.90  1663.85\n",
       "     m05    2546.90   2408.50  1594.05  1806.55\n",
       "     m06    2603.35   2049.15  1924.05  1538.65\n",
       "     m07    2168.45   2808.65  1868.55  1620.15\n",
       "     m08    1924.30   1416.55  1519.20  1361.30\n",
       "     m09    1566.45   1624.35  2363.30  1873.35\n",
       "     m10    1539.95   1336.25  2462.70  1774.90\n",
       "p004 m00    1055.75   1019.55  1142.25  1000.35\n",
       "     m01     994.15   1079.25  1099.35  1108.80\n",
       "     m02    1081.90    949.75  1200.70  1139.75\n",
       "     m03    1074.65   1182.35  1295.05   904.80\n",
       "     m04    1219.90   1110.25  1303.40  1076.60\n",
       "     m05    1113.75   1224.40  1179.50  1180.40\n",
       "     m06    1015.45   1017.20  1227.20  1047.25\n",
       "     m07    1085.80    853.45  1095.65  1047.10\n",
       "     m08    1057.30   1050.10  1065.00   975.60\n",
       "     m09     895.00    956.35   995.25  1124.75\n",
       "     m10     929.20    929.40  1093.30  1040.20\n",
       "p005 m00    1127.00   1092.05   998.80   982.00\n",
       "     m01    1198.35    937.30  1141.05   971.65\n",
       "     m02    1000.90   1311.80  1033.70   886.65\n",
       "     m03    1039.40   1098.75  1067.35   900.65\n",
       "     m04    1873.35   1050.85   977.30   885.70\n",
       "     m05    1568.85   1603.35  1150.55   911.40\n",
       "     m06    1619.05   1315.20  1023.90   899.25\n",
       "     m07    1771.25   1026.00  1329.55   856.00\n",
       "     m08    1158.10   1129.70  1214.45   874.65\n",
       "     m09    1305.90    887.85  1033.55   946.80\n",
       "     m10     980.20    921.75  1132.20   911.05\n",
       "p006 m00     768.65    817.80   739.90   980.10\n",
       "     m01     824.20    865.50  1025.75   899.45\n",
       "     m02     815.90    914.25   855.10   802.25\n",
       "     m03     766.85   1006.35   811.15   719.15\n",
       "     m04     764.95    858.55   786.95   901.25\n",
       "     m05     850.00    829.90   827.45   770.85\n",
       "     m06     751.80    819.80   817.50   803.25\n",
       "     m07     864.55    750.00   850.65   783.90\n",
       "     m08     775.90    789.45   996.80   927.20\n",
       "     m09     811.95    878.65   899.25   726.00\n",
       "     m10     759.20    878.00   891.05   926.90\n",
       "p007 m00     865.20    788.60   767.25   812.35\n",
       "     m01     705.50    791.35   855.15   712.65\n",
       "     m02     748.45    653.35   700.55   770.20\n",
       "     m03     770.15    756.60   627.55   702.25\n",
       "     m04     755.85    903.35   780.35   784.55\n",
       "     m05     836.20    805.75   776.60   746.80\n",
       "     m06     882.25   1053.50   745.25   728.45\n",
       "     m07     783.35    861.40   742.35   743.20\n",
       "     m08     798.80    766.95   711.65   783.35\n",
       "     m09     848.05    751.20   770.80   722.20\n",
       "     m10     958.75    761.85   735.60   659.85\n",
       "p008 m00    1103.70   1140.05  1359.65  1210.95\n",
       "     m01    1016.75   1040.35  1035.50  1226.40\n",
       "     m02    1400.75    995.90  1009.10  1344.05\n",
       "     m03    1364.75   1039.05  1237.15  1065.75\n",
       "     m04    1263.10   1287.75  1307.15  1159.10\n",
       "     m05    1332.50   1083.25  1103.25  1144.25\n",
       "     m06    1160.95   1080.15  1171.15  1035.85\n",
       "     m07    1235.40   1228.45  1269.20  1053.95\n",
       "     m08    1075.95   1052.50  1305.95  1105.60\n",
       "     m09    1097.45   1115.40  1223.20  1172.40\n",
       "     m10    1152.25   1080.65  1336.40  1202.65\n",
       "p009 m00    1403.60   1657.50  1359.55  1089.55\n",
       "     m01    1423.50   1690.75  1249.70   979.75\n",
       "     m02    1365.15   1255.40  1124.10  1273.40\n",
       "     m03    1700.35   1412.30  1089.35  1179.15\n",
       "     m04    1384.95   1411.20  1474.95   979.65\n",
       "     m05    1596.05   1436.35  1201.65   988.20\n",
       "     m06    1459.15   1347.75  1119.20  1175.90\n",
       "     m07    1448.55   2095.80  1144.95  1300.55\n",
       "     m08    1471.40   1263.30  1006.40  1169.25\n",
       "     m09    1360.75   1356.80  1108.55  1228.50\n",
       "     m10    1353.55   1411.80  1403.50  1057.30\n",
       "p010 m00    1029.85    916.65  1063.15  1157.35\n",
       "     m01    1099.70   1099.95  1091.80  1075.45\n",
       "     m02     957.15    959.35  1017.20  1126.35\n",
       "     m03    1073.80   1019.80   895.55   995.55\n",
       "     m04    1059.70    956.25   914.95  1064.90\n",
       "     m05    1269.50   1276.45  1148.05  1026.45\n",
       "     m06    1278.95   1115.35  1050.35  1021.60\n",
       "     m07    1104.55   1034.50   979.55  1014.65\n",
       "     m08    1102.80   1040.70  1043.05  1053.05\n",
       "     m09    1141.70   1077.65  1069.75   902.60\n",
       "     m10    1196.50   1074.35  1058.40  1032.90\n",
       "p011 m00    1227.40   1135.15  1138.10   921.35\n",
       "     m01    1139.25    992.10   944.45  1030.30\n",
       "     m02    1212.95   1056.35  1036.90  1008.65\n",
       "     m03    1090.80   1227.25  1340.20  1150.40\n",
       "     m04    1893.35   1517.75  1355.25  1026.10\n",
       "     m05    1422.05   1216.10  1145.80  1104.60\n",
       "     m06    1277.95   2163.50  1130.65  1013.90\n",
       "     m07    1205.90   1230.05  1032.55  1024.65\n",
       "     m08    1235.30   1114.95  1234.55   948.15\n",
       "     m09    1015.05    967.20   864.75   856.10\n",
       "     m10     911.20    851.15   930.40   946.65\n",
       "p012 m00     907.55   1007.25  1128.50  1611.60\n",
       "     m01     971.15    992.65  1220.10  1643.20\n",
       "     m02     915.20    944.05  1506.40  1480.60\n",
       "     m03    1002.75   1150.10  1080.45  1479.15\n",
       "     m04    1005.65    993.90  1282.65  1580.45\n",
       "     m05    1175.45   1352.30  1238.80  1204.40\n",
       "     m06    1051.35   1218.35  1308.10  1290.55\n",
       "     m07    1149.30   1309.05  1229.15  1158.60\n",
       "     m08    1059.25    988.80  1257.05  1110.25\n",
       "     m09    1023.75    853.30  1429.85  1184.70\n",
       "     m10     871.20    886.15  1409.30  1380.70\n",
       "p013 m00     989.60    887.45   896.75   816.30\n",
       "     m01     824.65    853.25   707.20   807.25\n",
       "     m02     794.35    862.95  1013.00   778.50\n",
       "     m03     821.00   1011.25   755.20   683.10\n",
       "     m04     843.25    821.50   827.30   811.45\n",
       "     m05    1066.95    970.80   707.50   735.85\n",
       "     m06     963.20    813.10   756.85   787.25\n",
       "     m07     979.55   1015.40   795.85   682.45\n",
       "     m08     944.25    899.40   808.10   789.60\n",
       "     m09    1160.25    942.50   876.50   699.60\n",
       "     m10    1129.80    960.40   710.65   763.15\n",
       "p014 m00     854.25    799.10  1269.85  1086.55\n",
       "     m01     788.90    821.75  1251.15  1158.65\n",
       "     m02     907.75    873.60  1396.20  1247.30\n",
       "     m03    1094.10    863.05  1082.70  1324.10\n",
       "     m04     957.75    784.50  1431.45  1263.90\n",
       "     m05     880.55    777.35  1663.40  1384.05\n",
       "     m06     927.20   1036.15  1376.20  1110.55\n",
       "     m07     923.75    837.70  1471.20  1192.90\n",
       "     m08     984.35    796.55  1166.15  1051.85\n",
       "     m09     890.40    809.05  1137.95  1037.75\n",
       "     m10     932.40    800.25  2004.90  1069.85\n",
       "p015 m00     825.05    775.30   757.90   742.95\n",
       "     m01     748.15    751.55   765.50   784.20\n",
       "     m02     809.45    739.75   734.85   784.95\n",
       "     m03     782.80    741.10   712.30   690.95\n",
       "     m04     765.50    766.10   763.05   749.40\n",
       "     m05     796.85    847.05   709.90   855.75\n",
       "     m06     878.50    720.30   827.60   734.45\n",
       "     m07     816.05    746.00   654.00   730.35\n",
       "     m08     836.80    762.85   657.00   679.85\n",
       "     m09     719.30    724.00   691.05   666.20\n",
       "     m10     729.25    739.35   638.85   631.95\n",
       "p016 m00    1161.75   1011.45  1657.90  1756.15\n",
       "     m01    1112.35   1081.20  2142.80  1666.85\n",
       "     m02    1276.10   1196.80  1699.05  1709.95\n",
       "     m03    1170.75   1529.75  1624.90  1395.85\n",
       "     m04    1134.60   1221.55  1563.05  1375.70\n",
       "     m05    1404.80   1425.20  1772.10  1403.50\n",
       "     m06    1345.70   1461.85  1476.60  2208.55\n",
       "     m07    1238.25   1333.25  1683.70  1390.20\n",
       "     m08    2157.10   1643.50  1585.80  1500.70\n",
       "     m09    1044.25   1266.30  1594.00  1445.00\n",
       "     m10    1202.55   1264.15  1360.00  1378.25\n",
       "p017 m00    1028.10   1049.95   906.45   839.30\n",
       "     m01    1140.90    987.85   933.40   875.10\n",
       "     m02    1003.20   1094.90   803.60   888.25\n",
       "     m03     939.20   1190.45   802.65   809.55\n",
       "     m04     950.95    978.05   813.60   787.60\n",
       "     m05     982.45   1103.15   853.75   802.55\n",
       "     m06     955.95    896.40   869.00   811.60\n",
       "     m07     967.30   1050.60   740.55   801.85\n",
       "     m08     992.25    906.20   711.25   755.85\n",
       "     m09     959.15    999.75   875.05   825.75\n",
       "     m10     835.20    863.55   800.10   851.45\n",
       "p018 m00    1197.55   1148.60  1623.70  1515.25\n",
       "     m01    1178.30   1333.05  2285.20  1387.60\n",
       "     m02    1306.35   1480.75  1715.65  1418.90\n",
       "     m03    1395.60   1176.95  1576.20  1451.20\n",
       "     m04    1295.45   1316.30  1603.30  1344.40\n",
       "     m05    1459.95   1716.40  1624.60  1433.20\n",
       "     m06    1517.55   1668.20  1600.65  1667.15\n",
       "     m07    1436.80   1737.70  1470.20  1283.10\n",
       "     m08    1279.25   1698.60  1635.25  1323.25\n",
       "     m09    1276.50   1186.10  1670.40  1617.90\n",
       "     m10    1326.65   1150.05  1537.15  1524.30\n",
       "p019 m00     818.05    865.75  1098.25   919.85\n",
       "     m01     932.00    842.15   956.10   954.95\n",
       "     m02     987.25   1020.40   937.65   900.85\n",
       "     m03     836.95    916.45   993.10   888.35\n",
       "     m04     830.20    988.30   945.80   915.50\n",
       "     m05     899.25    983.10  1174.65   864.35\n",
       "     m06    1016.30    970.80   957.65   892.05\n",
       "     m07     831.95    914.55   945.40   835.15\n",
       "     m08     860.65    945.20   832.90   754.90\n",
       "     m09     774.30    852.15   790.00   776.05\n",
       "     m10     771.25    751.35   978.30   944.75\n",
       "p020 m00    1268.40    980.20  1405.70  1390.80\n",
       "     m01    1107.35   1210.55  1447.55  1207.20\n",
       "     m02    1121.30   1229.80  1210.75  1372.85\n",
       "     m03    1247.20   1336.15  1179.65  1312.50\n",
       "     m04    1123.50   1240.20  1467.20  1244.80\n",
       "     m05    1123.25   1205.85  1489.60  1412.25\n",
       "     m06    1035.00   1280.40  1299.15  1638.50\n",
       "     m07    1297.40   1231.75  1311.45  1402.05\n",
       "     m08    1059.15   1283.40  1242.75  1565.95\n",
       "     m09    1093.75   1075.75  1319.90  1307.15\n",
       "     m10    1051.75   1166.50  1061.55  1302.10\n",
       "p021 m00     916.30    906.70   881.55  1325.65\n",
       "     m01     827.90   1072.55   986.25   968.15\n",
       "     m02     856.05   1279.65  1126.55   953.00\n",
       "     m03     871.70   1051.10  1026.50  1039.95\n",
       "     m04    1034.90    862.10   961.50   892.50\n",
       "     m05    1115.65    998.45   978.95  1122.50\n",
       "     m06    1199.80   1059.95  1001.75   719.95\n",
       "     m07    1244.70    920.50  1032.20   981.70\n",
       "     m08     898.50    951.30  1007.10   763.10\n",
       "     m09     888.85    865.25  1016.95   786.05\n",
       "     m10     911.05    792.25  1196.75   834.90\n",
       "p022 m00     756.15    839.50   394.45   470.90\n",
       "     m01     719.10    759.30   447.25   571.20\n",
       "     m02     857.00    660.15   500.70   329.00\n",
       "     m03     716.15    762.60   397.00   504.35\n",
       "     m04     755.90    710.90   271.45   516.10\n",
       "     m05     717.95    795.60   442.20   423.20\n",
       "     m06     797.05    670.30   450.25   431.80\n",
       "     m07     774.60    751.90   329.60   304.95\n",
       "     m08     716.00    742.75   291.25   429.65\n",
       "     m09     612.60    731.25   396.40   363.50\n",
       "     m10     684.80    680.95   426.00   452.80\n",
       "p023 m00     972.15   1016.90   823.45  1060.70\n",
       "     m01     915.80   1056.00   842.20   896.60\n",
       "     m02    1080.05   1217.40   952.10  1004.55\n",
       "     m03    1126.00   1094.05   975.10  1045.40\n",
       "     m04    1120.65   1203.10  1174.95  1148.20\n",
       "     m05    1106.35   1248.35  1410.45   979.05\n",
       "     m06    1442.80   1289.40   967.30  1199.20\n",
       "     m07    1416.10   1131.60   958.60  1052.40\n",
       "     m08    1275.25   1108.10  1155.10   915.65\n",
       "     m09    1314.45   1353.15  1439.25   992.60\n",
       "     m10    1031.15   1096.80  1145.40   852.45\n",
       "p024 m00    1079.30   1080.10   903.20  1809.45\n",
       "     m01    1058.15   1267.20   989.00  1496.20\n",
       "     m02    1062.30   1288.35  1201.15  1201.25\n",
       "     m03    1311.30   1241.10  1340.45  1102.95\n",
       "     m04    1172.75   1258.20  1365.40  1163.50\n",
       "     m05    1540.55   1257.65  1059.45  1345.20\n",
       "     m06    1289.40   1293.30  1077.80  1382.80\n",
       "     m07    1225.70   1076.20  1030.80  1223.40\n",
       "     m08    1223.15   1133.05  1213.40  1346.30\n",
       "     m09    1033.55   1027.00  1072.30  1160.05\n",
       "     m10     984.10   1088.35  1396.50  1178.40\n",
       "p025 m00    1327.15   1438.40  1285.50  1414.40\n",
       "     m01    1403.60   1457.35  1439.45  1455.25\n",
       "     m02    1479.35   1520.05  1119.20  1387.60\n",
       "     m03    1488.55   1527.25  1324.50  1748.40\n",
       "     m04    1643.00   1238.30  1335.25  1346.15\n",
       "     m05    1548.15   1388.85  1430.25  1242.40\n",
       "     m06    1453.10   1399.15  1292.50  1218.50\n",
       "     m07    1700.55   1450.75  1463.40  1171.15\n",
       "     m08    1540.20   1453.55  1082.75  1272.30\n",
       "     m09    1472.20   1545.60  1327.90  1125.00\n",
       "     m10    1543.20   1303.75  1155.70  1238.45\n",
       "p026 m00    1392.55   1438.75  1725.75  1976.70\n",
       "     m01    1371.75   1589.45  1902.60  1412.55\n",
       "     m02    1473.95   1311.50  1583.25  1543.75\n",
       "     m03    1485.25   1320.45  2179.10  1840.55\n",
       "     m04    1459.50   1621.40  1439.10  1371.25\n",
       "     m05    2056.45   1922.50  1997.25  1192.15\n",
       "     m06    1631.65   1852.65  1821.25  1229.60\n",
       "     m07    1713.75   1422.65  1292.75  1147.25\n",
       "     m08    1478.95   1096.35  1936.90  1295.40\n",
       "     m09    1328.10   1175.40  2079.75  1112.30\n",
       "     m10    1496.70    971.70  1663.10  1112.90\n",
       "p027 m00     755.60    885.20   831.75  1019.70\n",
       "     m01     801.20    793.70   891.30   812.40\n",
       "     m02     787.20    783.00   805.90   852.55\n",
       "     m03     852.15    859.20   780.55   851.75\n",
       "     m04     903.10    839.25   751.25   886.55\n",
       "     m05     802.50    758.35   653.65   729.35\n",
       "     m06     799.45    744.60  1215.80   700.45\n",
       "     m07     996.45    800.50   777.45   831.30\n",
       "     m08     757.55    798.10   951.65   786.85\n",
       "     m09     876.95    853.40   838.10   911.80\n",
       "     m10     831.50    743.80   839.50   814.10\n",
       "p028 m00    1316.70   1336.15  1732.30  2845.25\n",
       "     m01    1271.10   1636.25  2589.20  2090.80\n",
       "     m02    1324.60   1583.75  1832.95  2479.45\n",
       "     m03    1690.85   1451.40  2243.25  2774.15\n",
       "     m04    1838.10   1760.15  2886.20  1566.50\n",
       "     m05    1872.45   1463.75  3539.15  1719.20\n",
       "     m06    1659.25   1541.40  2184.90  1144.15\n",
       "     m07    1216.50   1011.20  3105.80  1204.15\n",
       "     m08     980.05    971.50  1751.10  1299.10\n",
       "     m09     992.25   1066.85  1735.45  1110.35\n",
       "     m10     887.40    794.95  1837.50   989.20\n",
       "p029 m00    1265.45   1125.20  1594.10  1280.20\n",
       "     m01    1266.60   1302.80  1352.30  1389.60\n",
       "     m02    1328.75   1284.25  1269.15  1063.70\n",
       "     m03    1173.80   1399.95  1101.55  1149.85\n",
       "     m04    1530.70   1739.70  1600.35  1093.85\n",
       "     m05    1541.85   1490.35  1359.25  1111.95\n",
       "     m06    1564.95   1536.25   938.30  1024.65\n",
       "     m07    1505.55   1264.00  1344.65  1050.40\n",
       "     m08    1319.35   1118.15  1214.25   961.70\n",
       "     m09    1188.65   1134.50  1310.80  1060.90\n",
       "     m10    1229.30   1056.10  1472.60  1193.30\n",
       "p030 m00     925.80   1026.80  1637.35  1690.65\n",
       "     m01     949.35    981.35  1515.65  2107.90\n",
       "     m02     954.15    948.65  2035.40  1736.25\n",
       "     m03    1207.25   1182.70  1494.30  1946.95\n",
       "     m04    1136.65   1045.80  2716.15  1388.35\n",
       "     m05    1303.60   1139.90  1652.20  1669.00\n",
       "     m06    1150.25   1304.00  1981.45  2355.70\n",
       "     m07    1100.25    948.00  1994.75  1347.40\n",
       "     m08    1061.60   1062.35  2125.40  1896.60\n",
       "     m09    1223.15    914.55  1738.40  1587.55\n",
       "     m10     955.30    888.75  1702.30  1624.30"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#os.chdir('../Exp2/')\n",
    "\n",
    "ident_rt_df = make_ident_rt_sample(IdentList)\n",
    "ident_rt_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ident_rt_between_df = ident_rt_df.unstack('grade')\n",
    "rev_ident_rt_between_df = pd.concat([ident_rt_between_df[0:13], ident_rt_between_df[14:] ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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\">fearLOW</th>\n",
       "      <th colspan=\"11\" halign=\"left\">angerLOW</th>\n",
       "      <th colspan=\"11\" halign=\"left\">fearUP</th>\n",
       "      <th colspan=\"11\" halign=\"left\">angerUP</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",
       "      <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",
       "      <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>1078.60</td>\n",
       "      <td>1120.05</td>\n",
       "      <td>1129.15</td>\n",
       "      <td>1302.00</td>\n",
       "      <td>959.05</td>\n",
       "      <td>1523.25</td>\n",
       "      <td>1279.25</td>\n",
       "      <td>1210.80</td>\n",
       "      <td>1241.20</td>\n",
       "      <td>999.15</td>\n",
       "      <td>983.20</td>\n",
       "      <td>1029.60</td>\n",
       "      <td>1116.40</td>\n",
       "      <td>1113.45</td>\n",
       "      <td>931.40</td>\n",
       "      <td>1077.65</td>\n",
       "      <td>1298.45</td>\n",
       "      <td>1281.30</td>\n",
       "      <td>1145.20</td>\n",
       "      <td>1108.95</td>\n",
       "      <td>1091.20</td>\n",
       "      <td>929.05</td>\n",
       "      <td>1005.90</td>\n",
       "      <td>962.45</td>\n",
       "      <td>971.30</td>\n",
       "      <td>936.05</td>\n",
       "      <td>1010.75</td>\n",
       "      <td>890.25</td>\n",
       "      <td>894.05</td>\n",
       "      <td>882.00</td>\n",
       "      <td>990.30</td>\n",
       "      <td>971.20</td>\n",
       "      <td>866.80</td>\n",
       "      <td>1006.90</td>\n",
       "      <td>1138.70</td>\n",
       "      <td>961.80</td>\n",
       "      <td>858.10</td>\n",
       "      <td>816.70</td>\n",
       "      <td>898.75</td>\n",
       "      <td>999.50</td>\n",
       "      <td>799.85</td>\n",
       "      <td>834.70</td>\n",
       "      <td>805.60</td>\n",
       "      <td>811.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p002</th>\n",
       "      <td>1000.15</td>\n",
       "      <td>1389.15</td>\n",
       "      <td>1116.60</td>\n",
       "      <td>931.25</td>\n",
       "      <td>1130.30</td>\n",
       "      <td>1592.30</td>\n",
       "      <td>984.70</td>\n",
       "      <td>902.75</td>\n",
       "      <td>983.50</td>\n",
       "      <td>900.25</td>\n",
       "      <td>863.15</td>\n",
       "      <td>1156.10</td>\n",
       "      <td>919.75</td>\n",
       "      <td>963.85</td>\n",
       "      <td>909.05</td>\n",
       "      <td>1184.35</td>\n",
       "      <td>1067.70</td>\n",
       "      <td>992.50</td>\n",
       "      <td>1163.45</td>\n",
       "      <td>1011.25</td>\n",
       "      <td>969.40</td>\n",
       "      <td>937.85</td>\n",
       "      <td>1620.65</td>\n",
       "      <td>1677.60</td>\n",
       "      <td>1242.90</td>\n",
       "      <td>1631.15</td>\n",
       "      <td>2152.30</td>\n",
       "      <td>2043.05</td>\n",
       "      <td>2072.15</td>\n",
       "      <td>1501.85</td>\n",
       "      <td>1596.55</td>\n",
       "      <td>2052.60</td>\n",
       "      <td>1391.35</td>\n",
       "      <td>1551.10</td>\n",
       "      <td>1584.45</td>\n",
       "      <td>1584.40</td>\n",
       "      <td>1343.55</td>\n",
       "      <td>1630.40</td>\n",
       "      <td>1372.55</td>\n",
       "      <td>1250.50</td>\n",
       "      <td>1442.50</td>\n",
       "      <td>1259.40</td>\n",
       "      <td>1503.10</td>\n",
       "      <td>1427.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p003</th>\n",
       "      <td>1990.95</td>\n",
       "      <td>1552.65</td>\n",
       "      <td>2322.00</td>\n",
       "      <td>2282.40</td>\n",
       "      <td>2116.40</td>\n",
       "      <td>2546.90</td>\n",
       "      <td>2603.35</td>\n",
       "      <td>2168.45</td>\n",
       "      <td>1924.30</td>\n",
       "      <td>1566.45</td>\n",
       "      <td>1539.95</td>\n",
       "      <td>1882.00</td>\n",
       "      <td>2270.60</td>\n",
       "      <td>2471.15</td>\n",
       "      <td>2556.60</td>\n",
       "      <td>2022.25</td>\n",
       "      <td>2408.50</td>\n",
       "      <td>2049.15</td>\n",
       "      <td>2808.65</td>\n",
       "      <td>1416.55</td>\n",
       "      <td>1624.35</td>\n",
       "      <td>1336.25</td>\n",
       "      <td>1555.40</td>\n",
       "      <td>1772.95</td>\n",
       "      <td>1651.85</td>\n",
       "      <td>1969.75</td>\n",
       "      <td>1907.90</td>\n",
       "      <td>1594.05</td>\n",
       "      <td>1924.05</td>\n",
       "      <td>1868.55</td>\n",
       "      <td>1519.20</td>\n",
       "      <td>2363.30</td>\n",
       "      <td>2462.70</td>\n",
       "      <td>1972.50</td>\n",
       "      <td>1675.95</td>\n",
       "      <td>1530.30</td>\n",
       "      <td>1648.40</td>\n",
       "      <td>1663.85</td>\n",
       "      <td>1806.55</td>\n",
       "      <td>1538.65</td>\n",
       "      <td>1620.15</td>\n",
       "      <td>1361.30</td>\n",
       "      <td>1873.35</td>\n",
       "      <td>1774.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p004</th>\n",
       "      <td>1055.75</td>\n",
       "      <td>994.15</td>\n",
       "      <td>1081.90</td>\n",
       "      <td>1074.65</td>\n",
       "      <td>1219.90</td>\n",
       "      <td>1113.75</td>\n",
       "      <td>1015.45</td>\n",
       "      <td>1085.80</td>\n",
       "      <td>1057.30</td>\n",
       "      <td>895.00</td>\n",
       "      <td>929.20</td>\n",
       "      <td>1019.55</td>\n",
       "      <td>1079.25</td>\n",
       "      <td>949.75</td>\n",
       "      <td>1182.35</td>\n",
       "      <td>1110.25</td>\n",
       "      <td>1224.40</td>\n",
       "      <td>1017.20</td>\n",
       "      <td>853.45</td>\n",
       "      <td>1050.10</td>\n",
       "      <td>956.35</td>\n",
       "      <td>929.40</td>\n",
       "      <td>1142.25</td>\n",
       "      <td>1099.35</td>\n",
       "      <td>1200.70</td>\n",
       "      <td>1295.05</td>\n",
       "      <td>1303.40</td>\n",
       "      <td>1179.50</td>\n",
       "      <td>1227.20</td>\n",
       "      <td>1095.65</td>\n",
       "      <td>1065.00</td>\n",
       "      <td>995.25</td>\n",
       "      <td>1093.30</td>\n",
       "      <td>1000.35</td>\n",
       "      <td>1108.80</td>\n",
       "      <td>1139.75</td>\n",
       "      <td>904.80</td>\n",
       "      <td>1076.60</td>\n",
       "      <td>1180.40</td>\n",
       "      <td>1047.25</td>\n",
       "      <td>1047.10</td>\n",
       "      <td>975.60</td>\n",
       "      <td>1124.75</td>\n",
       "      <td>1040.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p005</th>\n",
       "      <td>1127.00</td>\n",
       "      <td>1198.35</td>\n",
       "      <td>1000.90</td>\n",
       "      <td>1039.40</td>\n",
       "      <td>1873.35</td>\n",
       "      <td>1568.85</td>\n",
       "      <td>1619.05</td>\n",
       "      <td>1771.25</td>\n",
       "      <td>1158.10</td>\n",
       "      <td>1305.90</td>\n",
       "      <td>980.20</td>\n",
       "      <td>1092.05</td>\n",
       "      <td>937.30</td>\n",
       "      <td>1311.80</td>\n",
       "      <td>1098.75</td>\n",
       "      <td>1050.85</td>\n",
       "      <td>1603.35</td>\n",
       "      <td>1315.20</td>\n",
       "      <td>1026.00</td>\n",
       "      <td>1129.70</td>\n",
       "      <td>887.85</td>\n",
       "      <td>921.75</td>\n",
       "      <td>998.80</td>\n",
       "      <td>1141.05</td>\n",
       "      <td>1033.70</td>\n",
       "      <td>1067.35</td>\n",
       "      <td>977.30</td>\n",
       "      <td>1150.55</td>\n",
       "      <td>1023.90</td>\n",
       "      <td>1329.55</td>\n",
       "      <td>1214.45</td>\n",
       "      <td>1033.55</td>\n",
       "      <td>1132.20</td>\n",
       "      <td>982.00</td>\n",
       "      <td>971.65</td>\n",
       "      <td>886.65</td>\n",
       "      <td>900.65</td>\n",
       "      <td>885.70</td>\n",
       "      <td>911.40</td>\n",
       "      <td>899.25</td>\n",
       "      <td>856.00</td>\n",
       "      <td>874.65</td>\n",
       "      <td>946.80</td>\n",
       "      <td>911.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p006</th>\n",
       "      <td>768.65</td>\n",
       "      <td>824.20</td>\n",
       "      <td>815.90</td>\n",
       "      <td>766.85</td>\n",
       "      <td>764.95</td>\n",
       "      <td>850.00</td>\n",
       "      <td>751.80</td>\n",
       "      <td>864.55</td>\n",
       "      <td>775.90</td>\n",
       "      <td>811.95</td>\n",
       "      <td>759.20</td>\n",
       "      <td>817.80</td>\n",
       "      <td>865.50</td>\n",
       "      <td>914.25</td>\n",
       "      <td>1006.35</td>\n",
       "      <td>858.55</td>\n",
       "      <td>829.90</td>\n",
       "      <td>819.80</td>\n",
       "      <td>750.00</td>\n",
       "      <td>789.45</td>\n",
       "      <td>878.65</td>\n",
       "      <td>878.00</td>\n",
       "      <td>739.90</td>\n",
       "      <td>1025.75</td>\n",
       "      <td>855.10</td>\n",
       "      <td>811.15</td>\n",
       "      <td>786.95</td>\n",
       "      <td>827.45</td>\n",
       "      <td>817.50</td>\n",
       "      <td>850.65</td>\n",
       "      <td>996.80</td>\n",
       "      <td>899.25</td>\n",
       "      <td>891.05</td>\n",
       "      <td>980.10</td>\n",
       "      <td>899.45</td>\n",
       "      <td>802.25</td>\n",
       "      <td>719.15</td>\n",
       "      <td>901.25</td>\n",
       "      <td>770.85</td>\n",
       "      <td>803.25</td>\n",
       "      <td>783.90</td>\n",
       "      <td>927.20</td>\n",
       "      <td>726.00</td>\n",
       "      <td>926.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p007</th>\n",
       "      <td>865.20</td>\n",
       "      <td>705.50</td>\n",
       "      <td>748.45</td>\n",
       "      <td>770.15</td>\n",
       "      <td>755.85</td>\n",
       "      <td>836.20</td>\n",
       "      <td>882.25</td>\n",
       "      <td>783.35</td>\n",
       "      <td>798.80</td>\n",
       "      <td>848.05</td>\n",
       "      <td>958.75</td>\n",
       "      <td>788.60</td>\n",
       "      <td>791.35</td>\n",
       "      <td>653.35</td>\n",
       "      <td>756.60</td>\n",
       "      <td>903.35</td>\n",
       "      <td>805.75</td>\n",
       "      <td>1053.50</td>\n",
       "      <td>861.40</td>\n",
       "      <td>766.95</td>\n",
       "      <td>751.20</td>\n",
       "      <td>761.85</td>\n",
       "      <td>767.25</td>\n",
       "      <td>855.15</td>\n",
       "      <td>700.55</td>\n",
       "      <td>627.55</td>\n",
       "      <td>780.35</td>\n",
       "      <td>776.60</td>\n",
       "      <td>745.25</td>\n",
       "      <td>742.35</td>\n",
       "      <td>711.65</td>\n",
       "      <td>770.80</td>\n",
       "      <td>735.60</td>\n",
       "      <td>812.35</td>\n",
       "      <td>712.65</td>\n",
       "      <td>770.20</td>\n",
       "      <td>702.25</td>\n",
       "      <td>784.55</td>\n",
       "      <td>746.80</td>\n",
       "      <td>728.45</td>\n",
       "      <td>743.20</td>\n",
       "      <td>783.35</td>\n",
       "      <td>722.20</td>\n",
       "      <td>659.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p008</th>\n",
       "      <td>1103.70</td>\n",
       "      <td>1016.75</td>\n",
       "      <td>1400.75</td>\n",
       "      <td>1364.75</td>\n",
       "      <td>1263.10</td>\n",
       "      <td>1332.50</td>\n",
       "      <td>1160.95</td>\n",
       "      <td>1235.40</td>\n",
       "      <td>1075.95</td>\n",
       "      <td>1097.45</td>\n",
       "      <td>1152.25</td>\n",
       "      <td>1140.05</td>\n",
       "      <td>1040.35</td>\n",
       "      <td>995.90</td>\n",
       "      <td>1039.05</td>\n",
       "      <td>1287.75</td>\n",
       "      <td>1083.25</td>\n",
       "      <td>1080.15</td>\n",
       "      <td>1228.45</td>\n",
       "      <td>1052.50</td>\n",
       "      <td>1115.40</td>\n",
       "      <td>1080.65</td>\n",
       "      <td>1359.65</td>\n",
       "      <td>1035.50</td>\n",
       "      <td>1009.10</td>\n",
       "      <td>1237.15</td>\n",
       "      <td>1307.15</td>\n",
       "      <td>1103.25</td>\n",
       "      <td>1171.15</td>\n",
       "      <td>1269.20</td>\n",
       "      <td>1305.95</td>\n",
       "      <td>1223.20</td>\n",
       "      <td>1336.40</td>\n",
       "      <td>1210.95</td>\n",
       "      <td>1226.40</td>\n",
       "      <td>1344.05</td>\n",
       "      <td>1065.75</td>\n",
       "      <td>1159.10</td>\n",
       "      <td>1144.25</td>\n",
       "      <td>1035.85</td>\n",
       "      <td>1053.95</td>\n",
       "      <td>1105.60</td>\n",
       "      <td>1172.40</td>\n",
       "      <td>1202.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p009</th>\n",
       "      <td>1403.60</td>\n",
       "      <td>1423.50</td>\n",
       "      <td>1365.15</td>\n",
       "      <td>1700.35</td>\n",
       "      <td>1384.95</td>\n",
       "      <td>1596.05</td>\n",
       "      <td>1459.15</td>\n",
       "      <td>1448.55</td>\n",
       "      <td>1471.40</td>\n",
       "      <td>1360.75</td>\n",
       "      <td>1353.55</td>\n",
       "      <td>1657.50</td>\n",
       "      <td>1690.75</td>\n",
       "      <td>1255.40</td>\n",
       "      <td>1412.30</td>\n",
       "      <td>1411.20</td>\n",
       "      <td>1436.35</td>\n",
       "      <td>1347.75</td>\n",
       "      <td>2095.80</td>\n",
       "      <td>1263.30</td>\n",
       "      <td>1356.80</td>\n",
       "      <td>1411.80</td>\n",
       "      <td>1359.55</td>\n",
       "      <td>1249.70</td>\n",
       "      <td>1124.10</td>\n",
       "      <td>1089.35</td>\n",
       "      <td>1474.95</td>\n",
       "      <td>1201.65</td>\n",
       "      <td>1119.20</td>\n",
       "      <td>1144.95</td>\n",
       "      <td>1006.40</td>\n",
       "      <td>1108.55</td>\n",
       "      <td>1403.50</td>\n",
       "      <td>1089.55</td>\n",
       "      <td>979.75</td>\n",
       "      <td>1273.40</td>\n",
       "      <td>1179.15</td>\n",
       "      <td>979.65</td>\n",
       "      <td>988.20</td>\n",
       "      <td>1175.90</td>\n",
       "      <td>1300.55</td>\n",
       "      <td>1169.25</td>\n",
       "      <td>1228.50</td>\n",
       "      <td>1057.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p010</th>\n",
       "      <td>1029.85</td>\n",
       "      <td>1099.70</td>\n",
       "      <td>957.15</td>\n",
       "      <td>1073.80</td>\n",
       "      <td>1059.70</td>\n",
       "      <td>1269.50</td>\n",
       "      <td>1278.95</td>\n",
       "      <td>1104.55</td>\n",
       "      <td>1102.80</td>\n",
       "      <td>1141.70</td>\n",
       "      <td>1196.50</td>\n",
       "      <td>916.65</td>\n",
       "      <td>1099.95</td>\n",
       "      <td>959.35</td>\n",
       "      <td>1019.80</td>\n",
       "      <td>956.25</td>\n",
       "      <td>1276.45</td>\n",
       "      <td>1115.35</td>\n",
       "      <td>1034.50</td>\n",
       "      <td>1040.70</td>\n",
       "      <td>1077.65</td>\n",
       "      <td>1074.35</td>\n",
       "      <td>1063.15</td>\n",
       "      <td>1091.80</td>\n",
       "      <td>1017.20</td>\n",
       "      <td>895.55</td>\n",
       "      <td>914.95</td>\n",
       "      <td>1148.05</td>\n",
       "      <td>1050.35</td>\n",
       "      <td>979.55</td>\n",
       "      <td>1043.05</td>\n",
       "      <td>1069.75</td>\n",
       "      <td>1058.40</td>\n",
       "      <td>1157.35</td>\n",
       "      <td>1075.45</td>\n",
       "      <td>1126.35</td>\n",
       "      <td>995.55</td>\n",
       "      <td>1064.90</td>\n",
       "      <td>1026.45</td>\n",
       "      <td>1021.60</td>\n",
       "      <td>1014.65</td>\n",
       "      <td>1053.05</td>\n",
       "      <td>902.60</td>\n",
       "      <td>1032.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p011</th>\n",
       "      <td>1227.40</td>\n",
       "      <td>1139.25</td>\n",
       "      <td>1212.95</td>\n",
       "      <td>1090.80</td>\n",
       "      <td>1893.35</td>\n",
       "      <td>1422.05</td>\n",
       "      <td>1277.95</td>\n",
       "      <td>1205.90</td>\n",
       "      <td>1235.30</td>\n",
       "      <td>1015.05</td>\n",
       "      <td>911.20</td>\n",
       "      <td>1135.15</td>\n",
       "      <td>992.10</td>\n",
       "      <td>1056.35</td>\n",
       "      <td>1227.25</td>\n",
       "      <td>1517.75</td>\n",
       "      <td>1216.10</td>\n",
       "      <td>2163.50</td>\n",
       "      <td>1230.05</td>\n",
       "      <td>1114.95</td>\n",
       "      <td>967.20</td>\n",
       "      <td>851.15</td>\n",
       "      <td>1138.10</td>\n",
       "      <td>944.45</td>\n",
       "      <td>1036.90</td>\n",
       "      <td>1340.20</td>\n",
       "      <td>1355.25</td>\n",
       "      <td>1145.80</td>\n",
       "      <td>1130.65</td>\n",
       "      <td>1032.55</td>\n",
       "      <td>1234.55</td>\n",
       "      <td>864.75</td>\n",
       "      <td>930.40</td>\n",
       "      <td>921.35</td>\n",
       "      <td>1030.30</td>\n",
       "      <td>1008.65</td>\n",
       "      <td>1150.40</td>\n",
       "      <td>1026.10</td>\n",
       "      <td>1104.60</td>\n",
       "      <td>1013.90</td>\n",
       "      <td>1024.65</td>\n",
       "      <td>948.15</td>\n",
       "      <td>856.10</td>\n",
       "      <td>946.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p012</th>\n",
       "      <td>907.55</td>\n",
       "      <td>971.15</td>\n",
       "      <td>915.20</td>\n",
       "      <td>1002.75</td>\n",
       "      <td>1005.65</td>\n",
       "      <td>1175.45</td>\n",
       "      <td>1051.35</td>\n",
       "      <td>1149.30</td>\n",
       "      <td>1059.25</td>\n",
       "      <td>1023.75</td>\n",
       "      <td>871.20</td>\n",
       "      <td>1007.25</td>\n",
       "      <td>992.65</td>\n",
       "      <td>944.05</td>\n",
       "      <td>1150.10</td>\n",
       "      <td>993.90</td>\n",
       "      <td>1352.30</td>\n",
       "      <td>1218.35</td>\n",
       "      <td>1309.05</td>\n",
       "      <td>988.80</td>\n",
       "      <td>853.30</td>\n",
       "      <td>886.15</td>\n",
       "      <td>1128.50</td>\n",
       "      <td>1220.10</td>\n",
       "      <td>1506.40</td>\n",
       "      <td>1080.45</td>\n",
       "      <td>1282.65</td>\n",
       "      <td>1238.80</td>\n",
       "      <td>1308.10</td>\n",
       "      <td>1229.15</td>\n",
       "      <td>1257.05</td>\n",
       "      <td>1429.85</td>\n",
       "      <td>1409.30</td>\n",
       "      <td>1611.60</td>\n",
       "      <td>1643.20</td>\n",
       "      <td>1480.60</td>\n",
       "      <td>1479.15</td>\n",
       "      <td>1580.45</td>\n",
       "      <td>1204.40</td>\n",
       "      <td>1290.55</td>\n",
       "      <td>1158.60</td>\n",
       "      <td>1110.25</td>\n",
       "      <td>1184.70</td>\n",
       "      <td>1380.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p013</th>\n",
       "      <td>989.60</td>\n",
       "      <td>824.65</td>\n",
       "      <td>794.35</td>\n",
       "      <td>821.00</td>\n",
       "      <td>843.25</td>\n",
       "      <td>1066.95</td>\n",
       "      <td>963.20</td>\n",
       "      <td>979.55</td>\n",
       "      <td>944.25</td>\n",
       "      <td>1160.25</td>\n",
       "      <td>1129.80</td>\n",
       "      <td>887.45</td>\n",
       "      <td>853.25</td>\n",
       "      <td>862.95</td>\n",
       "      <td>1011.25</td>\n",
       "      <td>821.50</td>\n",
       "      <td>970.80</td>\n",
       "      <td>813.10</td>\n",
       "      <td>1015.40</td>\n",
       "      <td>899.40</td>\n",
       "      <td>942.50</td>\n",
       "      <td>960.40</td>\n",
       "      <td>896.75</td>\n",
       "      <td>707.20</td>\n",
       "      <td>1013.00</td>\n",
       "      <td>755.20</td>\n",
       "      <td>827.30</td>\n",
       "      <td>707.50</td>\n",
       "      <td>756.85</td>\n",
       "      <td>795.85</td>\n",
       "      <td>808.10</td>\n",
       "      <td>876.50</td>\n",
       "      <td>710.65</td>\n",
       "      <td>816.30</td>\n",
       "      <td>807.25</td>\n",
       "      <td>778.50</td>\n",
       "      <td>683.10</td>\n",
       "      <td>811.45</td>\n",
       "      <td>735.85</td>\n",
       "      <td>787.25</td>\n",
       "      <td>682.45</td>\n",
       "      <td>789.60</td>\n",
       "      <td>699.60</td>\n",
       "      <td>763.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p015</th>\n",
       "      <td>825.05</td>\n",
       "      <td>748.15</td>\n",
       "      <td>809.45</td>\n",
       "      <td>782.80</td>\n",
       "      <td>765.50</td>\n",
       "      <td>796.85</td>\n",
       "      <td>878.50</td>\n",
       "      <td>816.05</td>\n",
       "      <td>836.80</td>\n",
       "      <td>719.30</td>\n",
       "      <td>729.25</td>\n",
       "      <td>775.30</td>\n",
       "      <td>751.55</td>\n",
       "      <td>739.75</td>\n",
       "      <td>741.10</td>\n",
       "      <td>766.10</td>\n",
       "      <td>847.05</td>\n",
       "      <td>720.30</td>\n",
       "      <td>746.00</td>\n",
       "      <td>762.85</td>\n",
       "      <td>724.00</td>\n",
       "      <td>739.35</td>\n",
       "      <td>757.90</td>\n",
       "      <td>765.50</td>\n",
       "      <td>734.85</td>\n",
       "      <td>712.30</td>\n",
       "      <td>763.05</td>\n",
       "      <td>709.90</td>\n",
       "      <td>827.60</td>\n",
       "      <td>654.00</td>\n",
       "      <td>657.00</td>\n",
       "      <td>691.05</td>\n",
       "      <td>638.85</td>\n",
       "      <td>742.95</td>\n",
       "      <td>784.20</td>\n",
       "      <td>784.95</td>\n",
       "      <td>690.95</td>\n",
       "      <td>749.40</td>\n",
       "      <td>855.75</td>\n",
       "      <td>734.45</td>\n",
       "      <td>730.35</td>\n",
       "      <td>679.85</td>\n",
       "      <td>666.20</td>\n",
       "      <td>631.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p016</th>\n",
       "      <td>1161.75</td>\n",
       "      <td>1112.35</td>\n",
       "      <td>1276.10</td>\n",
       "      <td>1170.75</td>\n",
       "      <td>1134.60</td>\n",
       "      <td>1404.80</td>\n",
       "      <td>1345.70</td>\n",
       "      <td>1238.25</td>\n",
       "      <td>2157.10</td>\n",
       "      <td>1044.25</td>\n",
       "      <td>1202.55</td>\n",
       "      <td>1011.45</td>\n",
       "      <td>1081.20</td>\n",
       "      <td>1196.80</td>\n",
       "      <td>1529.75</td>\n",
       "      <td>1221.55</td>\n",
       "      <td>1425.20</td>\n",
       "      <td>1461.85</td>\n",
       "      <td>1333.25</td>\n",
       "      <td>1643.50</td>\n",
       "      <td>1266.30</td>\n",
       "      <td>1264.15</td>\n",
       "      <td>1657.90</td>\n",
       "      <td>2142.80</td>\n",
       "      <td>1699.05</td>\n",
       "      <td>1624.90</td>\n",
       "      <td>1563.05</td>\n",
       "      <td>1772.10</td>\n",
       "      <td>1476.60</td>\n",
       "      <td>1683.70</td>\n",
       "      <td>1585.80</td>\n",
       "      <td>1594.00</td>\n",
       "      <td>1360.00</td>\n",
       "      <td>1756.15</td>\n",
       "      <td>1666.85</td>\n",
       "      <td>1709.95</td>\n",
       "      <td>1395.85</td>\n",
       "      <td>1375.70</td>\n",
       "      <td>1403.50</td>\n",
       "      <td>2208.55</td>\n",
       "      <td>1390.20</td>\n",
       "      <td>1500.70</td>\n",
       "      <td>1445.00</td>\n",
       "      <td>1378.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p017</th>\n",
       "      <td>1028.10</td>\n",
       "      <td>1140.90</td>\n",
       "      <td>1003.20</td>\n",
       "      <td>939.20</td>\n",
       "      <td>950.95</td>\n",
       "      <td>982.45</td>\n",
       "      <td>955.95</td>\n",
       "      <td>967.30</td>\n",
       "      <td>992.25</td>\n",
       "      <td>959.15</td>\n",
       "      <td>835.20</td>\n",
       "      <td>1049.95</td>\n",
       "      <td>987.85</td>\n",
       "      <td>1094.90</td>\n",
       "      <td>1190.45</td>\n",
       "      <td>978.05</td>\n",
       "      <td>1103.15</td>\n",
       "      <td>896.40</td>\n",
       "      <td>1050.60</td>\n",
       "      <td>906.20</td>\n",
       "      <td>999.75</td>\n",
       "      <td>863.55</td>\n",
       "      <td>906.45</td>\n",
       "      <td>933.40</td>\n",
       "      <td>803.60</td>\n",
       "      <td>802.65</td>\n",
       "      <td>813.60</td>\n",
       "      <td>853.75</td>\n",
       "      <td>869.00</td>\n",
       "      <td>740.55</td>\n",
       "      <td>711.25</td>\n",
       "      <td>875.05</td>\n",
       "      <td>800.10</td>\n",
       "      <td>839.30</td>\n",
       "      <td>875.10</td>\n",
       "      <td>888.25</td>\n",
       "      <td>809.55</td>\n",
       "      <td>787.60</td>\n",
       "      <td>802.55</td>\n",
       "      <td>811.60</td>\n",
       "      <td>801.85</td>\n",
       "      <td>755.85</td>\n",
       "      <td>825.75</td>\n",
       "      <td>851.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p018</th>\n",
       "      <td>1197.55</td>\n",
       "      <td>1178.30</td>\n",
       "      <td>1306.35</td>\n",
       "      <td>1395.60</td>\n",
       "      <td>1295.45</td>\n",
       "      <td>1459.95</td>\n",
       "      <td>1517.55</td>\n",
       "      <td>1436.80</td>\n",
       "      <td>1279.25</td>\n",
       "      <td>1276.50</td>\n",
       "      <td>1326.65</td>\n",
       "      <td>1148.60</td>\n",
       "      <td>1333.05</td>\n",
       "      <td>1480.75</td>\n",
       "      <td>1176.95</td>\n",
       "      <td>1316.30</td>\n",
       "      <td>1716.40</td>\n",
       "      <td>1668.20</td>\n",
       "      <td>1737.70</td>\n",
       "      <td>1698.60</td>\n",
       "      <td>1186.10</td>\n",
       "      <td>1150.05</td>\n",
       "      <td>1623.70</td>\n",
       "      <td>2285.20</td>\n",
       "      <td>1715.65</td>\n",
       "      <td>1576.20</td>\n",
       "      <td>1603.30</td>\n",
       "      <td>1624.60</td>\n",
       "      <td>1600.65</td>\n",
       "      <td>1470.20</td>\n",
       "      <td>1635.25</td>\n",
       "      <td>1670.40</td>\n",
       "      <td>1537.15</td>\n",
       "      <td>1515.25</td>\n",
       "      <td>1387.60</td>\n",
       "      <td>1418.90</td>\n",
       "      <td>1451.20</td>\n",
       "      <td>1344.40</td>\n",
       "      <td>1433.20</td>\n",
       "      <td>1667.15</td>\n",
       "      <td>1283.10</td>\n",
       "      <td>1323.25</td>\n",
       "      <td>1617.90</td>\n",
       "      <td>1524.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p019</th>\n",
       "      <td>818.05</td>\n",
       "      <td>932.00</td>\n",
       "      <td>987.25</td>\n",
       "      <td>836.95</td>\n",
       "      <td>830.20</td>\n",
       "      <td>899.25</td>\n",
       "      <td>1016.30</td>\n",
       "      <td>831.95</td>\n",
       "      <td>860.65</td>\n",
       "      <td>774.30</td>\n",
       "      <td>771.25</td>\n",
       "      <td>865.75</td>\n",
       "      <td>842.15</td>\n",
       "      <td>1020.40</td>\n",
       "      <td>916.45</td>\n",
       "      <td>988.30</td>\n",
       "      <td>983.10</td>\n",
       "      <td>970.80</td>\n",
       "      <td>914.55</td>\n",
       "      <td>945.20</td>\n",
       "      <td>852.15</td>\n",
       "      <td>751.35</td>\n",
       "      <td>1098.25</td>\n",
       "      <td>956.10</td>\n",
       "      <td>937.65</td>\n",
       "      <td>993.10</td>\n",
       "      <td>945.80</td>\n",
       "      <td>1174.65</td>\n",
       "      <td>957.65</td>\n",
       "      <td>945.40</td>\n",
       "      <td>832.90</td>\n",
       "      <td>790.00</td>\n",
       "      <td>978.30</td>\n",
       "      <td>919.85</td>\n",
       "      <td>954.95</td>\n",
       "      <td>900.85</td>\n",
       "      <td>888.35</td>\n",
       "      <td>915.50</td>\n",
       "      <td>864.35</td>\n",
       "      <td>892.05</td>\n",
       "      <td>835.15</td>\n",
       "      <td>754.90</td>\n",
       "      <td>776.05</td>\n",
       "      <td>944.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p020</th>\n",
       "      <td>1268.40</td>\n",
       "      <td>1107.35</td>\n",
       "      <td>1121.30</td>\n",
       "      <td>1247.20</td>\n",
       "      <td>1123.50</td>\n",
       "      <td>1123.25</td>\n",
       "      <td>1035.00</td>\n",
       "      <td>1297.40</td>\n",
       "      <td>1059.15</td>\n",
       "      <td>1093.75</td>\n",
       "      <td>1051.75</td>\n",
       "      <td>980.20</td>\n",
       "      <td>1210.55</td>\n",
       "      <td>1229.80</td>\n",
       "      <td>1336.15</td>\n",
       "      <td>1240.20</td>\n",
       "      <td>1205.85</td>\n",
       "      <td>1280.40</td>\n",
       "      <td>1231.75</td>\n",
       "      <td>1283.40</td>\n",
       "      <td>1075.75</td>\n",
       "      <td>1166.50</td>\n",
       "      <td>1405.70</td>\n",
       "      <td>1447.55</td>\n",
       "      <td>1210.75</td>\n",
       "      <td>1179.65</td>\n",
       "      <td>1467.20</td>\n",
       "      <td>1489.60</td>\n",
       "      <td>1299.15</td>\n",
       "      <td>1311.45</td>\n",
       "      <td>1242.75</td>\n",
       "      <td>1319.90</td>\n",
       "      <td>1061.55</td>\n",
       "      <td>1390.80</td>\n",
       "      <td>1207.20</td>\n",
       "      <td>1372.85</td>\n",
       "      <td>1312.50</td>\n",
       "      <td>1244.80</td>\n",
       "      <td>1412.25</td>\n",
       "      <td>1638.50</td>\n",
       "      <td>1402.05</td>\n",
       "      <td>1565.95</td>\n",
       "      <td>1307.15</td>\n",
       "      <td>1302.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p021</th>\n",
       "      <td>916.30</td>\n",
       "      <td>827.90</td>\n",
       "      <td>856.05</td>\n",
       "      <td>871.70</td>\n",
       "      <td>1034.90</td>\n",
       "      <td>1115.65</td>\n",
       "      <td>1199.80</td>\n",
       "      <td>1244.70</td>\n",
       "      <td>898.50</td>\n",
       "      <td>888.85</td>\n",
       "      <td>911.05</td>\n",
       "      <td>906.70</td>\n",
       "      <td>1072.55</td>\n",
       "      <td>1279.65</td>\n",
       "      <td>1051.10</td>\n",
       "      <td>862.10</td>\n",
       "      <td>998.45</td>\n",
       "      <td>1059.95</td>\n",
       "      <td>920.50</td>\n",
       "      <td>951.30</td>\n",
       "      <td>865.25</td>\n",
       "      <td>792.25</td>\n",
       "      <td>881.55</td>\n",
       "      <td>986.25</td>\n",
       "      <td>1126.55</td>\n",
       "      <td>1026.50</td>\n",
       "      <td>961.50</td>\n",
       "      <td>978.95</td>\n",
       "      <td>1001.75</td>\n",
       "      <td>1032.20</td>\n",
       "      <td>1007.10</td>\n",
       "      <td>1016.95</td>\n",
       "      <td>1196.75</td>\n",
       "      <td>1325.65</td>\n",
       "      <td>968.15</td>\n",
       "      <td>953.00</td>\n",
       "      <td>1039.95</td>\n",
       "      <td>892.50</td>\n",
       "      <td>1122.50</td>\n",
       "      <td>719.95</td>\n",
       "      <td>981.70</td>\n",
       "      <td>763.10</td>\n",
       "      <td>786.05</td>\n",
       "      <td>834.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p022</th>\n",
       "      <td>756.15</td>\n",
       "      <td>719.10</td>\n",
       "      <td>857.00</td>\n",
       "      <td>716.15</td>\n",
       "      <td>755.90</td>\n",
       "      <td>717.95</td>\n",
       "      <td>797.05</td>\n",
       "      <td>774.60</td>\n",
       "      <td>716.00</td>\n",
       "      <td>612.60</td>\n",
       "      <td>684.80</td>\n",
       "      <td>839.50</td>\n",
       "      <td>759.30</td>\n",
       "      <td>660.15</td>\n",
       "      <td>762.60</td>\n",
       "      <td>710.90</td>\n",
       "      <td>795.60</td>\n",
       "      <td>670.30</td>\n",
       "      <td>751.90</td>\n",
       "      <td>742.75</td>\n",
       "      <td>731.25</td>\n",
       "      <td>680.95</td>\n",
       "      <td>394.45</td>\n",
       "      <td>447.25</td>\n",
       "      <td>500.70</td>\n",
       "      <td>397.00</td>\n",
       "      <td>271.45</td>\n",
       "      <td>442.20</td>\n",
       "      <td>450.25</td>\n",
       "      <td>329.60</td>\n",
       "      <td>291.25</td>\n",
       "      <td>396.40</td>\n",
       "      <td>426.00</td>\n",
       "      <td>470.90</td>\n",
       "      <td>571.20</td>\n",
       "      <td>329.00</td>\n",
       "      <td>504.35</td>\n",
       "      <td>516.10</td>\n",
       "      <td>423.20</td>\n",
       "      <td>431.80</td>\n",
       "      <td>304.95</td>\n",
       "      <td>429.65</td>\n",
       "      <td>363.50</td>\n",
       "      <td>452.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p023</th>\n",
       "      <td>972.15</td>\n",
       "      <td>915.80</td>\n",
       "      <td>1080.05</td>\n",
       "      <td>1126.00</td>\n",
       "      <td>1120.65</td>\n",
       "      <td>1106.35</td>\n",
       "      <td>1442.80</td>\n",
       "      <td>1416.10</td>\n",
       "      <td>1275.25</td>\n",
       "      <td>1314.45</td>\n",
       "      <td>1031.15</td>\n",
       "      <td>1016.90</td>\n",
       "      <td>1056.00</td>\n",
       "      <td>1217.40</td>\n",
       "      <td>1094.05</td>\n",
       "      <td>1203.10</td>\n",
       "      <td>1248.35</td>\n",
       "      <td>1289.40</td>\n",
       "      <td>1131.60</td>\n",
       "      <td>1108.10</td>\n",
       "      <td>1353.15</td>\n",
       "      <td>1096.80</td>\n",
       "      <td>823.45</td>\n",
       "      <td>842.20</td>\n",
       "      <td>952.10</td>\n",
       "      <td>975.10</td>\n",
       "      <td>1174.95</td>\n",
       "      <td>1410.45</td>\n",
       "      <td>967.30</td>\n",
       "      <td>958.60</td>\n",
       "      <td>1155.10</td>\n",
       "      <td>1439.25</td>\n",
       "      <td>1145.40</td>\n",
       "      <td>1060.70</td>\n",
       "      <td>896.60</td>\n",
       "      <td>1004.55</td>\n",
       "      <td>1045.40</td>\n",
       "      <td>1148.20</td>\n",
       "      <td>979.05</td>\n",
       "      <td>1199.20</td>\n",
       "      <td>1052.40</td>\n",
       "      <td>915.65</td>\n",
       "      <td>992.60</td>\n",
       "      <td>852.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p024</th>\n",
       "      <td>1079.30</td>\n",
       "      <td>1058.15</td>\n",
       "      <td>1062.30</td>\n",
       "      <td>1311.30</td>\n",
       "      <td>1172.75</td>\n",
       "      <td>1540.55</td>\n",
       "      <td>1289.40</td>\n",
       "      <td>1225.70</td>\n",
       "      <td>1223.15</td>\n",
       "      <td>1033.55</td>\n",
       "      <td>984.10</td>\n",
       "      <td>1080.10</td>\n",
       "      <td>1267.20</td>\n",
       "      <td>1288.35</td>\n",
       "      <td>1241.10</td>\n",
       "      <td>1258.20</td>\n",
       "      <td>1257.65</td>\n",
       "      <td>1293.30</td>\n",
       "      <td>1076.20</td>\n",
       "      <td>1133.05</td>\n",
       "      <td>1027.00</td>\n",
       "      <td>1088.35</td>\n",
       "      <td>903.20</td>\n",
       "      <td>989.00</td>\n",
       "      <td>1201.15</td>\n",
       "      <td>1340.45</td>\n",
       "      <td>1365.40</td>\n",
       "      <td>1059.45</td>\n",
       "      <td>1077.80</td>\n",
       "      <td>1030.80</td>\n",
       "      <td>1213.40</td>\n",
       "      <td>1072.30</td>\n",
       "      <td>1396.50</td>\n",
       "      <td>1809.45</td>\n",
       "      <td>1496.20</td>\n",
       "      <td>1201.25</td>\n",
       "      <td>1102.95</td>\n",
       "      <td>1163.50</td>\n",
       "      <td>1345.20</td>\n",
       "      <td>1382.80</td>\n",
       "      <td>1223.40</td>\n",
       "      <td>1346.30</td>\n",
       "      <td>1160.05</td>\n",
       "      <td>1178.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p025</th>\n",
       "      <td>1327.15</td>\n",
       "      <td>1403.60</td>\n",
       "      <td>1479.35</td>\n",
       "      <td>1488.55</td>\n",
       "      <td>1643.00</td>\n",
       "      <td>1548.15</td>\n",
       "      <td>1453.10</td>\n",
       "      <td>1700.55</td>\n",
       "      <td>1540.20</td>\n",
       "      <td>1472.20</td>\n",
       "      <td>1543.20</td>\n",
       "      <td>1438.40</td>\n",
       "      <td>1457.35</td>\n",
       "      <td>1520.05</td>\n",
       "      <td>1527.25</td>\n",
       "      <td>1238.30</td>\n",
       "      <td>1388.85</td>\n",
       "      <td>1399.15</td>\n",
       "      <td>1450.75</td>\n",
       "      <td>1453.55</td>\n",
       "      <td>1545.60</td>\n",
       "      <td>1303.75</td>\n",
       "      <td>1285.50</td>\n",
       "      <td>1439.45</td>\n",
       "      <td>1119.20</td>\n",
       "      <td>1324.50</td>\n",
       "      <td>1335.25</td>\n",
       "      <td>1430.25</td>\n",
       "      <td>1292.50</td>\n",
       "      <td>1463.40</td>\n",
       "      <td>1082.75</td>\n",
       "      <td>1327.90</td>\n",
       "      <td>1155.70</td>\n",
       "      <td>1414.40</td>\n",
       "      <td>1455.25</td>\n",
       "      <td>1387.60</td>\n",
       "      <td>1748.40</td>\n",
       "      <td>1346.15</td>\n",
       "      <td>1242.40</td>\n",
       "      <td>1218.50</td>\n",
       "      <td>1171.15</td>\n",
       "      <td>1272.30</td>\n",
       "      <td>1125.00</td>\n",
       "      <td>1238.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p026</th>\n",
       "      <td>1392.55</td>\n",
       "      <td>1371.75</td>\n",
       "      <td>1473.95</td>\n",
       "      <td>1485.25</td>\n",
       "      <td>1459.50</td>\n",
       "      <td>2056.45</td>\n",
       "      <td>1631.65</td>\n",
       "      <td>1713.75</td>\n",
       "      <td>1478.95</td>\n",
       "      <td>1328.10</td>\n",
       "      <td>1496.70</td>\n",
       "      <td>1438.75</td>\n",
       "      <td>1589.45</td>\n",
       "      <td>1311.50</td>\n",
       "      <td>1320.45</td>\n",
       "      <td>1621.40</td>\n",
       "      <td>1922.50</td>\n",
       "      <td>1852.65</td>\n",
       "      <td>1422.65</td>\n",
       "      <td>1096.35</td>\n",
       "      <td>1175.40</td>\n",
       "      <td>971.70</td>\n",
       "      <td>1725.75</td>\n",
       "      <td>1902.60</td>\n",
       "      <td>1583.25</td>\n",
       "      <td>2179.10</td>\n",
       "      <td>1439.10</td>\n",
       "      <td>1997.25</td>\n",
       "      <td>1821.25</td>\n",
       "      <td>1292.75</td>\n",
       "      <td>1936.90</td>\n",
       "      <td>2079.75</td>\n",
       "      <td>1663.10</td>\n",
       "      <td>1976.70</td>\n",
       "      <td>1412.55</td>\n",
       "      <td>1543.75</td>\n",
       "      <td>1840.55</td>\n",
       "      <td>1371.25</td>\n",
       "      <td>1192.15</td>\n",
       "      <td>1229.60</td>\n",
       "      <td>1147.25</td>\n",
       "      <td>1295.40</td>\n",
       "      <td>1112.30</td>\n",
       "      <td>1112.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p027</th>\n",
       "      <td>755.60</td>\n",
       "      <td>801.20</td>\n",
       "      <td>787.20</td>\n",
       "      <td>852.15</td>\n",
       "      <td>903.10</td>\n",
       "      <td>802.50</td>\n",
       "      <td>799.45</td>\n",
       "      <td>996.45</td>\n",
       "      <td>757.55</td>\n",
       "      <td>876.95</td>\n",
       "      <td>831.50</td>\n",
       "      <td>885.20</td>\n",
       "      <td>793.70</td>\n",
       "      <td>783.00</td>\n",
       "      <td>859.20</td>\n",
       "      <td>839.25</td>\n",
       "      <td>758.35</td>\n",
       "      <td>744.60</td>\n",
       "      <td>800.50</td>\n",
       "      <td>798.10</td>\n",
       "      <td>853.40</td>\n",
       "      <td>743.80</td>\n",
       "      <td>831.75</td>\n",
       "      <td>891.30</td>\n",
       "      <td>805.90</td>\n",
       "      <td>780.55</td>\n",
       "      <td>751.25</td>\n",
       "      <td>653.65</td>\n",
       "      <td>1215.80</td>\n",
       "      <td>777.45</td>\n",
       "      <td>951.65</td>\n",
       "      <td>838.10</td>\n",
       "      <td>839.50</td>\n",
       "      <td>1019.70</td>\n",
       "      <td>812.40</td>\n",
       "      <td>852.55</td>\n",
       "      <td>851.75</td>\n",
       "      <td>886.55</td>\n",
       "      <td>729.35</td>\n",
       "      <td>700.45</td>\n",
       "      <td>831.30</td>\n",
       "      <td>786.85</td>\n",
       "      <td>911.80</td>\n",
       "      <td>814.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p028</th>\n",
       "      <td>1316.70</td>\n",
       "      <td>1271.10</td>\n",
       "      <td>1324.60</td>\n",
       "      <td>1690.85</td>\n",
       "      <td>1838.10</td>\n",
       "      <td>1872.45</td>\n",
       "      <td>1659.25</td>\n",
       "      <td>1216.50</td>\n",
       "      <td>980.05</td>\n",
       "      <td>992.25</td>\n",
       "      <td>887.40</td>\n",
       "      <td>1336.15</td>\n",
       "      <td>1636.25</td>\n",
       "      <td>1583.75</td>\n",
       "      <td>1451.40</td>\n",
       "      <td>1760.15</td>\n",
       "      <td>1463.75</td>\n",
       "      <td>1541.40</td>\n",
       "      <td>1011.20</td>\n",
       "      <td>971.50</td>\n",
       "      <td>1066.85</td>\n",
       "      <td>794.95</td>\n",
       "      <td>1732.30</td>\n",
       "      <td>2589.20</td>\n",
       "      <td>1832.95</td>\n",
       "      <td>2243.25</td>\n",
       "      <td>2886.20</td>\n",
       "      <td>3539.15</td>\n",
       "      <td>2184.90</td>\n",
       "      <td>3105.80</td>\n",
       "      <td>1751.10</td>\n",
       "      <td>1735.45</td>\n",
       "      <td>1837.50</td>\n",
       "      <td>2845.25</td>\n",
       "      <td>2090.80</td>\n",
       "      <td>2479.45</td>\n",
       "      <td>2774.15</td>\n",
       "      <td>1566.50</td>\n",
       "      <td>1719.20</td>\n",
       "      <td>1144.15</td>\n",
       "      <td>1204.15</td>\n",
       "      <td>1299.10</td>\n",
       "      <td>1110.35</td>\n",
       "      <td>989.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p029</th>\n",
       "      <td>1265.45</td>\n",
       "      <td>1266.60</td>\n",
       "      <td>1328.75</td>\n",
       "      <td>1173.80</td>\n",
       "      <td>1530.70</td>\n",
       "      <td>1541.85</td>\n",
       "      <td>1564.95</td>\n",
       "      <td>1505.55</td>\n",
       "      <td>1319.35</td>\n",
       "      <td>1188.65</td>\n",
       "      <td>1229.30</td>\n",
       "      <td>1125.20</td>\n",
       "      <td>1302.80</td>\n",
       "      <td>1284.25</td>\n",
       "      <td>1399.95</td>\n",
       "      <td>1739.70</td>\n",
       "      <td>1490.35</td>\n",
       "      <td>1536.25</td>\n",
       "      <td>1264.00</td>\n",
       "      <td>1118.15</td>\n",
       "      <td>1134.50</td>\n",
       "      <td>1056.10</td>\n",
       "      <td>1594.10</td>\n",
       "      <td>1352.30</td>\n",
       "      <td>1269.15</td>\n",
       "      <td>1101.55</td>\n",
       "      <td>1600.35</td>\n",
       "      <td>1359.25</td>\n",
       "      <td>938.30</td>\n",
       "      <td>1344.65</td>\n",
       "      <td>1214.25</td>\n",
       "      <td>1310.80</td>\n",
       "      <td>1472.60</td>\n",
       "      <td>1280.20</td>\n",
       "      <td>1389.60</td>\n",
       "      <td>1063.70</td>\n",
       "      <td>1149.85</td>\n",
       "      <td>1093.85</td>\n",
       "      <td>1111.95</td>\n",
       "      <td>1024.65</td>\n",
       "      <td>1050.40</td>\n",
       "      <td>961.70</td>\n",
       "      <td>1060.90</td>\n",
       "      <td>1193.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>p030</th>\n",
       "      <td>925.80</td>\n",
       "      <td>949.35</td>\n",
       "      <td>954.15</td>\n",
       "      <td>1207.25</td>\n",
       "      <td>1136.65</td>\n",
       "      <td>1303.60</td>\n",
       "      <td>1150.25</td>\n",
       "      <td>1100.25</td>\n",
       "      <td>1061.60</td>\n",
       "      <td>1223.15</td>\n",
       "      <td>955.30</td>\n",
       "      <td>1026.80</td>\n",
       "      <td>981.35</td>\n",
       "      <td>948.65</td>\n",
       "      <td>1182.70</td>\n",
       "      <td>1045.80</td>\n",
       "      <td>1139.90</td>\n",
       "      <td>1304.00</td>\n",
       "      <td>948.00</td>\n",
       "      <td>1062.35</td>\n",
       "      <td>914.55</td>\n",
       "      <td>888.75</td>\n",
       "      <td>1637.35</td>\n",
       "      <td>1515.65</td>\n",
       "      <td>2035.40</td>\n",
       "      <td>1494.30</td>\n",
       "      <td>2716.15</td>\n",
       "      <td>1652.20</td>\n",
       "      <td>1981.45</td>\n",
       "      <td>1994.75</td>\n",
       "      <td>2125.40</td>\n",
       "      <td>1738.40</td>\n",
       "      <td>1702.30</td>\n",
       "      <td>1690.65</td>\n",
       "      <td>2107.90</td>\n",
       "      <td>1736.25</td>\n",
       "      <td>1946.95</td>\n",
       "      <td>1388.35</td>\n",
       "      <td>1669.00</td>\n",
       "      <td>2355.70</td>\n",
       "      <td>1347.40</td>\n",
       "      <td>1896.60</td>\n",
       "      <td>1587.55</td>\n",
       "      <td>1624.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       fearLOW                                                                 \\\n",
       "grade      m00      m01      m02      m03      m04      m05      m06      m07   \n",
       "p                                                                               \n",
       "p001   1078.60  1120.05  1129.15  1302.00   959.05  1523.25  1279.25  1210.80   \n",
       "p002   1000.15  1389.15  1116.60   931.25  1130.30  1592.30   984.70   902.75   \n",
       "p003   1990.95  1552.65  2322.00  2282.40  2116.40  2546.90  2603.35  2168.45   \n",
       "p004   1055.75   994.15  1081.90  1074.65  1219.90  1113.75  1015.45  1085.80   \n",
       "p005   1127.00  1198.35  1000.90  1039.40  1873.35  1568.85  1619.05  1771.25   \n",
       "p006    768.65   824.20   815.90   766.85   764.95   850.00   751.80   864.55   \n",
       "p007    865.20   705.50   748.45   770.15   755.85   836.20   882.25   783.35   \n",
       "p008   1103.70  1016.75  1400.75  1364.75  1263.10  1332.50  1160.95  1235.40   \n",
       "p009   1403.60  1423.50  1365.15  1700.35  1384.95  1596.05  1459.15  1448.55   \n",
       "p010   1029.85  1099.70   957.15  1073.80  1059.70  1269.50  1278.95  1104.55   \n",
       "p011   1227.40  1139.25  1212.95  1090.80  1893.35  1422.05  1277.95  1205.90   \n",
       "p012    907.55   971.15   915.20  1002.75  1005.65  1175.45  1051.35  1149.30   \n",
       "p013    989.60   824.65   794.35   821.00   843.25  1066.95   963.20   979.55   \n",
       "p015    825.05   748.15   809.45   782.80   765.50   796.85   878.50   816.05   \n",
       "p016   1161.75  1112.35  1276.10  1170.75  1134.60  1404.80  1345.70  1238.25   \n",
       "p017   1028.10  1140.90  1003.20   939.20   950.95   982.45   955.95   967.30   \n",
       "p018   1197.55  1178.30  1306.35  1395.60  1295.45  1459.95  1517.55  1436.80   \n",
       "p019    818.05   932.00   987.25   836.95   830.20   899.25  1016.30   831.95   \n",
       "p020   1268.40  1107.35  1121.30  1247.20  1123.50  1123.25  1035.00  1297.40   \n",
       "p021    916.30   827.90   856.05   871.70  1034.90  1115.65  1199.80  1244.70   \n",
       "p022    756.15   719.10   857.00   716.15   755.90   717.95   797.05   774.60   \n",
       "p023    972.15   915.80  1080.05  1126.00  1120.65  1106.35  1442.80  1416.10   \n",
       "p024   1079.30  1058.15  1062.30  1311.30  1172.75  1540.55  1289.40  1225.70   \n",
       "p025   1327.15  1403.60  1479.35  1488.55  1643.00  1548.15  1453.10  1700.55   \n",
       "p026   1392.55  1371.75  1473.95  1485.25  1459.50  2056.45  1631.65  1713.75   \n",
       "p027    755.60   801.20   787.20   852.15   903.10   802.50   799.45   996.45   \n",
       "p028   1316.70  1271.10  1324.60  1690.85  1838.10  1872.45  1659.25  1216.50   \n",
       "p029   1265.45  1266.60  1328.75  1173.80  1530.70  1541.85  1564.95  1505.55   \n",
       "p030    925.80   949.35   954.15  1207.25  1136.65  1303.60  1150.25  1100.25   \n",
       "\n",
       "                                 angerLOW                                      \\\n",
       "grade      m08      m09      m10      m00      m01      m02      m03      m04   \n",
       "p                                                                               \n",
       "p001   1241.20   999.15   983.20  1029.60  1116.40  1113.45   931.40  1077.65   \n",
       "p002    983.50   900.25   863.15  1156.10   919.75   963.85   909.05  1184.35   \n",
       "p003   1924.30  1566.45  1539.95  1882.00  2270.60  2471.15  2556.60  2022.25   \n",
       "p004   1057.30   895.00   929.20  1019.55  1079.25   949.75  1182.35  1110.25   \n",
       "p005   1158.10  1305.90   980.20  1092.05   937.30  1311.80  1098.75  1050.85   \n",
       "p006    775.90   811.95   759.20   817.80   865.50   914.25  1006.35   858.55   \n",
       "p007    798.80   848.05   958.75   788.60   791.35   653.35   756.60   903.35   \n",
       "p008   1075.95  1097.45  1152.25  1140.05  1040.35   995.90  1039.05  1287.75   \n",
       "p009   1471.40  1360.75  1353.55  1657.50  1690.75  1255.40  1412.30  1411.20   \n",
       "p010   1102.80  1141.70  1196.50   916.65  1099.95   959.35  1019.80   956.25   \n",
       "p011   1235.30  1015.05   911.20  1135.15   992.10  1056.35  1227.25  1517.75   \n",
       "p012   1059.25  1023.75   871.20  1007.25   992.65   944.05  1150.10   993.90   \n",
       "p013    944.25  1160.25  1129.80   887.45   853.25   862.95  1011.25   821.50   \n",
       "p015    836.80   719.30   729.25   775.30   751.55   739.75   741.10   766.10   \n",
       "p016   2157.10  1044.25  1202.55  1011.45  1081.20  1196.80  1529.75  1221.55   \n",
       "p017    992.25   959.15   835.20  1049.95   987.85  1094.90  1190.45   978.05   \n",
       "p018   1279.25  1276.50  1326.65  1148.60  1333.05  1480.75  1176.95  1316.30   \n",
       "p019    860.65   774.30   771.25   865.75   842.15  1020.40   916.45   988.30   \n",
       "p020   1059.15  1093.75  1051.75   980.20  1210.55  1229.80  1336.15  1240.20   \n",
       "p021    898.50   888.85   911.05   906.70  1072.55  1279.65  1051.10   862.10   \n",
       "p022    716.00   612.60   684.80   839.50   759.30   660.15   762.60   710.90   \n",
       "p023   1275.25  1314.45  1031.15  1016.90  1056.00  1217.40  1094.05  1203.10   \n",
       "p024   1223.15  1033.55   984.10  1080.10  1267.20  1288.35  1241.10  1258.20   \n",
       "p025   1540.20  1472.20  1543.20  1438.40  1457.35  1520.05  1527.25  1238.30   \n",
       "p026   1478.95  1328.10  1496.70  1438.75  1589.45  1311.50  1320.45  1621.40   \n",
       "p027    757.55   876.95   831.50   885.20   793.70   783.00   859.20   839.25   \n",
       "p028    980.05   992.25   887.40  1336.15  1636.25  1583.75  1451.40  1760.15   \n",
       "p029   1319.35  1188.65  1229.30  1125.20  1302.80  1284.25  1399.95  1739.70   \n",
       "p030   1061.60  1223.15   955.30  1026.80   981.35   948.65  1182.70  1045.80   \n",
       "\n",
       "                                                              fearUP           \\\n",
       "grade      m05      m06      m07      m08      m09      m10      m00      m01   \n",
       "p                                                                               \n",
       "p001   1298.45  1281.30  1145.20  1108.95  1091.20   929.05  1005.90   962.45   \n",
       "p002   1067.70   992.50  1163.45  1011.25   969.40   937.85  1620.65  1677.60   \n",
       "p003   2408.50  2049.15  2808.65  1416.55  1624.35  1336.25  1555.40  1772.95   \n",
       "p004   1224.40  1017.20   853.45  1050.10   956.35   929.40  1142.25  1099.35   \n",
       "p005   1603.35  1315.20  1026.00  1129.70   887.85   921.75   998.80  1141.05   \n",
       "p006    829.90   819.80   750.00   789.45   878.65   878.00   739.90  1025.75   \n",
       "p007    805.75  1053.50   861.40   766.95   751.20   761.85   767.25   855.15   \n",
       "p008   1083.25  1080.15  1228.45  1052.50  1115.40  1080.65  1359.65  1035.50   \n",
       "p009   1436.35  1347.75  2095.80  1263.30  1356.80  1411.80  1359.55  1249.70   \n",
       "p010   1276.45  1115.35  1034.50  1040.70  1077.65  1074.35  1063.15  1091.80   \n",
       "p011   1216.10  2163.50  1230.05  1114.95   967.20   851.15  1138.10   944.45   \n",
       "p012   1352.30  1218.35  1309.05   988.80   853.30   886.15  1128.50  1220.10   \n",
       "p013    970.80   813.10  1015.40   899.40   942.50   960.40   896.75   707.20   \n",
       "p015    847.05   720.30   746.00   762.85   724.00   739.35   757.90   765.50   \n",
       "p016   1425.20  1461.85  1333.25  1643.50  1266.30  1264.15  1657.90  2142.80   \n",
       "p017   1103.15   896.40  1050.60   906.20   999.75   863.55   906.45   933.40   \n",
       "p018   1716.40  1668.20  1737.70  1698.60  1186.10  1150.05  1623.70  2285.20   \n",
       "p019    983.10   970.80   914.55   945.20   852.15   751.35  1098.25   956.10   \n",
       "p020   1205.85  1280.40  1231.75  1283.40  1075.75  1166.50  1405.70  1447.55   \n",
       "p021    998.45  1059.95   920.50   951.30   865.25   792.25   881.55   986.25   \n",
       "p022    795.60   670.30   751.90   742.75   731.25   680.95   394.45   447.25   \n",
       "p023   1248.35  1289.40  1131.60  1108.10  1353.15  1096.80   823.45   842.20   \n",
       "p024   1257.65  1293.30  1076.20  1133.05  1027.00  1088.35   903.20   989.00   \n",
       "p025   1388.85  1399.15  1450.75  1453.55  1545.60  1303.75  1285.50  1439.45   \n",
       "p026   1922.50  1852.65  1422.65  1096.35  1175.40   971.70  1725.75  1902.60   \n",
       "p027    758.35   744.60   800.50   798.10   853.40   743.80   831.75   891.30   \n",
       "p028   1463.75  1541.40  1011.20   971.50  1066.85   794.95  1732.30  2589.20   \n",
       "p029   1490.35  1536.25  1264.00  1118.15  1134.50  1056.10  1594.10  1352.30   \n",
       "p030   1139.90  1304.00   948.00  1062.35   914.55   888.75  1637.35  1515.65   \n",
       "\n",
       "                                                                               \\\n",
       "grade      m02      m03      m04      m05      m06      m07      m08      m09   \n",
       "p                                                                               \n",
       "p001    971.30   936.05  1010.75   890.25   894.05   882.00   990.30   971.20   \n",
       "p002   1242.90  1631.15  2152.30  2043.05  2072.15  1501.85  1596.55  2052.60   \n",
       "p003   1651.85  1969.75  1907.90  1594.05  1924.05  1868.55  1519.20  2363.30   \n",
       "p004   1200.70  1295.05  1303.40  1179.50  1227.20  1095.65  1065.00   995.25   \n",
       "p005   1033.70  1067.35   977.30  1150.55  1023.90  1329.55  1214.45  1033.55   \n",
       "p006    855.10   811.15   786.95   827.45   817.50   850.65   996.80   899.25   \n",
       "p007    700.55   627.55   780.35   776.60   745.25   742.35   711.65   770.80   \n",
       "p008   1009.10  1237.15  1307.15  1103.25  1171.15  1269.20  1305.95  1223.20   \n",
       "p009   1124.10  1089.35  1474.95  1201.65  1119.20  1144.95  1006.40  1108.55   \n",
       "p010   1017.20   895.55   914.95  1148.05  1050.35   979.55  1043.05  1069.75   \n",
       "p011   1036.90  1340.20  1355.25  1145.80  1130.65  1032.55  1234.55   864.75   \n",
       "p012   1506.40  1080.45  1282.65  1238.80  1308.10  1229.15  1257.05  1429.85   \n",
       "p013   1013.00   755.20   827.30   707.50   756.85   795.85   808.10   876.50   \n",
       "p015    734.85   712.30   763.05   709.90   827.60   654.00   657.00   691.05   \n",
       "p016   1699.05  1624.90  1563.05  1772.10  1476.60  1683.70  1585.80  1594.00   \n",
       "p017    803.60   802.65   813.60   853.75   869.00   740.55   711.25   875.05   \n",
       "p018   1715.65  1576.20  1603.30  1624.60  1600.65  1470.20  1635.25  1670.40   \n",
       "p019    937.65   993.10   945.80  1174.65   957.65   945.40   832.90   790.00   \n",
       "p020   1210.75  1179.65  1467.20  1489.60  1299.15  1311.45  1242.75  1319.90   \n",
       "p021   1126.55  1026.50   961.50   978.95  1001.75  1032.20  1007.10  1016.95   \n",
       "p022    500.70   397.00   271.45   442.20   450.25   329.60   291.25   396.40   \n",
       "p023    952.10   975.10  1174.95  1410.45   967.30   958.60  1155.10  1439.25   \n",
       "p024   1201.15  1340.45  1365.40  1059.45  1077.80  1030.80  1213.40  1072.30   \n",
       "p025   1119.20  1324.50  1335.25  1430.25  1292.50  1463.40  1082.75  1327.90   \n",
       "p026   1583.25  2179.10  1439.10  1997.25  1821.25  1292.75  1936.90  2079.75   \n",
       "p027    805.90   780.55   751.25   653.65  1215.80   777.45   951.65   838.10   \n",
       "p028   1832.95  2243.25  2886.20  3539.15  2184.90  3105.80  1751.10  1735.45   \n",
       "p029   1269.15  1101.55  1600.35  1359.25   938.30  1344.65  1214.25  1310.80   \n",
       "p030   2035.40  1494.30  2716.15  1652.20  1981.45  1994.75  2125.40  1738.40   \n",
       "\n",
       "                angerUP                                                        \\\n",
       "grade      m10      m00      m01      m02      m03      m04      m05      m06   \n",
       "p                                                                               \n",
       "p001    866.80  1006.90  1138.70   961.80   858.10   816.70   898.75   999.50   \n",
       "p002   1391.35  1551.10  1584.45  1584.40  1343.55  1630.40  1372.55  1250.50   \n",
       "p003   2462.70  1972.50  1675.95  1530.30  1648.40  1663.85  1806.55  1538.65   \n",
       "p004   1093.30  1000.35  1108.80  1139.75   904.80  1076.60  1180.40  1047.25   \n",
       "p005   1132.20   982.00   971.65   886.65   900.65   885.70   911.40   899.25   \n",
       "p006    891.05   980.10   899.45   802.25   719.15   901.25   770.85   803.25   \n",
       "p007    735.60   812.35   712.65   770.20   702.25   784.55   746.80   728.45   \n",
       "p008   1336.40  1210.95  1226.40  1344.05  1065.75  1159.10  1144.25  1035.85   \n",
       "p009   1403.50  1089.55   979.75  1273.40  1179.15   979.65   988.20  1175.90   \n",
       "p010   1058.40  1157.35  1075.45  1126.35   995.55  1064.90  1026.45  1021.60   \n",
       "p011    930.40   921.35  1030.30  1008.65  1150.40  1026.10  1104.60  1013.90   \n",
       "p012   1409.30  1611.60  1643.20  1480.60  1479.15  1580.45  1204.40  1290.55   \n",
       "p013    710.65   816.30   807.25   778.50   683.10   811.45   735.85   787.25   \n",
       "p015    638.85   742.95   784.20   784.95   690.95   749.40   855.75   734.45   \n",
       "p016   1360.00  1756.15  1666.85  1709.95  1395.85  1375.70  1403.50  2208.55   \n",
       "p017    800.10   839.30   875.10   888.25   809.55   787.60   802.55   811.60   \n",
       "p018   1537.15  1515.25  1387.60  1418.90  1451.20  1344.40  1433.20  1667.15   \n",
       "p019    978.30   919.85   954.95   900.85   888.35   915.50   864.35   892.05   \n",
       "p020   1061.55  1390.80  1207.20  1372.85  1312.50  1244.80  1412.25  1638.50   \n",
       "p021   1196.75  1325.65   968.15   953.00  1039.95   892.50  1122.50   719.95   \n",
       "p022    426.00   470.90   571.20   329.00   504.35   516.10   423.20   431.80   \n",
       "p023   1145.40  1060.70   896.60  1004.55  1045.40  1148.20   979.05  1199.20   \n",
       "p024   1396.50  1809.45  1496.20  1201.25  1102.95  1163.50  1345.20  1382.80   \n",
       "p025   1155.70  1414.40  1455.25  1387.60  1748.40  1346.15  1242.40  1218.50   \n",
       "p026   1663.10  1976.70  1412.55  1543.75  1840.55  1371.25  1192.15  1229.60   \n",
       "p027    839.50  1019.70   812.40   852.55   851.75   886.55   729.35   700.45   \n",
       "p028   1837.50  2845.25  2090.80  2479.45  2774.15  1566.50  1719.20  1144.15   \n",
       "p029   1472.60  1280.20  1389.60  1063.70  1149.85  1093.85  1111.95  1024.65   \n",
       "p030   1702.30  1690.65  2107.90  1736.25  1946.95  1388.35  1669.00  2355.70   \n",
       "\n",
       "                                           \n",
       "grade      m07      m08      m09      m10  \n",
       "p                                          \n",
       "p001    799.85   834.70   805.60   811.30  \n",
       "p002   1442.50  1259.40  1503.10  1427.20  \n",
       "p003   1620.15  1361.30  1873.35  1774.90  \n",
       "p004   1047.10   975.60  1124.75  1040.20  \n",
       "p005    856.00   874.65   946.80   911.05  \n",
       "p006    783.90   927.20   726.00   926.90  \n",
       "p007    743.20   783.35   722.20   659.85  \n",
       "p008   1053.95  1105.60  1172.40  1202.65  \n",
       "p009   1300.55  1169.25  1228.50  1057.30  \n",
       "p010   1014.65  1053.05   902.60  1032.90  \n",
       "p011   1024.65   948.15   856.10   946.65  \n",
       "p012   1158.60  1110.25  1184.70  1380.70  \n",
       "p013    682.45   789.60   699.60   763.15  \n",
       "p015    730.35   679.85   666.20   631.95  \n",
       "p016   1390.20  1500.70  1445.00  1378.25  \n",
       "p017    801.85   755.85   825.75   851.45  \n",
       "p018   1283.10  1323.25  1617.90  1524.30  \n",
       "p019    835.15   754.90   776.05   944.75  \n",
       "p020   1402.05  1565.95  1307.15  1302.10  \n",
       "p021    981.70   763.10   786.05   834.90  \n",
       "p022    304.95   429.65   363.50   452.80  \n",
       "p023   1052.40   915.65   992.60   852.45  \n",
       "p024   1223.40  1346.30  1160.05  1178.40  \n",
       "p025   1171.15  1272.30  1125.00  1238.45  \n",
       "p026   1147.25  1295.40  1112.30  1112.90  \n",
       "p027    831.30   786.85   911.80   814.10  \n",
       "p028   1204.15  1299.10  1110.35   989.20  \n",
       "p029   1050.40   961.70  1060.90  1193.30  \n",
       "p030   1347.40  1896.60  1587.55  1624.30  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rev_ident_rt_between_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w8MDf3x9/f386depUafydloa4egRBaBGkpaUxaNCgBj1n+cQkNU2neCYFBQV4eHiwceNG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\nwcURF9O7Q2+6hXar81ARXl5m/udrrzU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NAM/TBLsuA26XdGndqqo5Bjxi+3JgDHigw+8F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\nR0R0TBp/RETH/AkXzJsxtK/DzwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f894234db90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for cond in rev_ident_rt_between_df.columns.levels[0]:\n",
    "    errorbar(range(len(rev_ident_rt_between_df[cond].mean())),\n",
    "             rev_ident_rt_between_df[cond].mean(),\n",
    "             rev_ident_rt_between_df[cond].std(),\n",
    "             label=cond)\n",
    "legend(loc='best')\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save df to file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "savePandas(my_folder,ident_rt_between_df,'Exp2RtMedianAll.txt')\n",
    "savePandas(my_folder,rev_ident_rt_between_df,'Exp2RtMedian.txt')"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
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  "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,
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