{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Liz & Jake', 'Sam, Natalya, Christina, Hanna',\n",
       "       'Isabel, Heather, Jeff', 'Marissa, Jordyn '], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('R_from_PV_data.csv')\n",
    "\n",
    "# get experimentor's names\n",
    "df.Experimentors.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Experimentors</th>\n",
       "      <th>R values</th>\n",
       "      <th>Units</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.078</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.081</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.081</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.081</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.082</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.082</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.082</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.085</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.065</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.078</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.085</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.085</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.085</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.086</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 6,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# subset one group's work\n",
    "df[df.Experimentors==\"Isabel, Heather, Jeff\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Experimentors</th>\n",
       "      <th>R values</th>\n",
       "      <th>Units</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.078</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.081</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.081</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.081</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.082</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.082</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.082</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.085</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.065</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.078</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.083</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.084</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.085</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.085</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.085</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Isabel, Heather, Jeff</td>\n",
       "      <td>0.086</td>\n",
       "      <td>L*atm/mol*K</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 8,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# save the group data to variable\n",
    "heather = df[df.Experimentors==\"Isabel, Heather, Jeff\"]\n",
    "heather"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0041735450471834575"
      ]
     },
     "execution_count": 10,
     "metadata": {
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The std dev of this group's R values\n",
    "heather[\"R values\"].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
   ],
   "source": [
   ]
  }
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