2 - Project table.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Footnotes\n",
    "\n",
    "a) Option based system\n",
    "b) points based system"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "#import regex\n",
    "import re\n",
    "\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1098 entries, 0 to 960\n",
      "Data columns (total 15 columns):\n",
      "College_ID                             1098 non-null int64\n",
      "Research Level                         1098 non-null object\n",
      "Competency                             1098 non-null object\n",
      "constructive_type_abv                  1098 non-null object\n",
      "scholarly_project                      1098 non-null bool\n",
      "HDR_option                             1098 non-null bool\n",
      "HDR_option_avail                       1098 non-null bool\n",
      "Repeated_learning_YES_ID               414 non-null object\n",
      "Compulsory_YES_ID                      414 non-null object\n",
      "project_category_ID                    340 non-null object\n",
      "RPL                                    1098 non-null bool\n",
      "LEARNINGA_research_training            1098 non-null bool\n",
      "LEARNINGA_experienced_supervisor       1098 non-null bool\n",
      "LEARNINGA_experienced_supervisor_ID    66 non-null object\n",
      "activity_type                          414 non-null object\n",
      "dtypes: bool(6), int64(1), object(8)\n",
      "memory usage: 92.2+ KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "#read the data\n",
    "data = pd.read_csv(\"Outputs/included_data.csv\", index_col = 0,encoding=\"utf-8\") \n",
    "data.index.name = 'index'\n",
    "\n",
    "print(data.info())\n",
    "\n",
    "#data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    .dataframe thead th {\n",
       "        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>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>36</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference Attendence</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>40</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>40</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference Attendence</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>41</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>3 - Points based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>41</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference Attendence</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>41</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>41</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>42</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>42</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>42</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>42</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference Attendence</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>42</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference Attendence</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>42</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>42</td>\n",
       "      <td>Using</td>\n",
       "      <td>Remembering</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>3 - Not specified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Journal Club</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>43</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>40</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Applying</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Remembering</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Applying</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Remembering</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Proposal - WRITTEN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>29</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>29</td>\n",
       "      <td>Using</td>\n",
       "      <td>Applying</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>29</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>29</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1072</th>\n",
       "      <td>29</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>29</td>\n",
       "      <td>Using</td>\n",
       "      <td>Remembering</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>29</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1075</th>\n",
       "      <td>29</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1076</th>\n",
       "      <td>29</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1077</th>\n",
       "      <td>6</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Applying</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>6</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1079</th>\n",
       "      <td>6</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1080</th>\n",
       "      <td>6</td>\n",
       "      <td>Using</td>\n",
       "      <td>Applying</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1081</th>\n",
       "      <td>6</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>6</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>6</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1084</th>\n",
       "      <td>6</td>\n",
       "      <td>Using</td>\n",
       "      <td>Remembering</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1085</th>\n",
       "      <td>6</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086</th>\n",
       "      <td>6</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LO</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1087</th>\n",
       "      <td>6</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>49</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1089</th>\n",
       "      <td>50</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1090</th>\n",
       "      <td>52</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1091</th>\n",
       "      <td>55</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>56</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1093</th>\n",
       "      <td>57</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1094</th>\n",
       "      <td>54</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>53</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>58</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1097</th>\n",
       "      <td>51</td>\n",
       "      <td>Using</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>AA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Written exam</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1098 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      College_ID Research Level     Competency constructive_type_abv  \\\n",
       "0             38        Leading       Creating                    LA   \n",
       "1             37        Leading       Creating                    LA   \n",
       "2             38          Using     Evaluating                    LA   \n",
       "3             37          Using     Evaluating                    LA   \n",
       "4             36        Leading       Creating                    LA   \n",
       "5             36          Using  Understanding                    LA   \n",
       "6             40          Using     Evaluating                    LA   \n",
       "7             40          Using  Understanding                    LA   \n",
       "8             41        Leading       Creating                    LA   \n",
       "9             41          Using  Understanding                    LA   \n",
       "10            41          Using  Understanding                    LA   \n",
       "11            41          Using     Evaluating                    LA   \n",
       "12            42          Using     Evaluating                    LA   \n",
       "13            42        Leading       Creating                    LA   \n",
       "14            42          Using  Understanding                    LA   \n",
       "15            42          Using  Understanding                    LA   \n",
       "16            42          Using  Understanding                    LA   \n",
       "17            42          Using  Understanding                    LA   \n",
       "18            42          Using    Remembering                    LA   \n",
       "19            43        Leading       Creating                    LA   \n",
       "20            40        Leading       Creating                    LA   \n",
       "21            38          Using       Applying                    LO   \n",
       "22            38          Using    Remembering                    LO   \n",
       "23            38          Using  Understanding                    LO   \n",
       "24            38          Using     Evaluating                    LO   \n",
       "25            38          Using       Applying                    LO   \n",
       "26            38          Using    Remembering                    LO   \n",
       "27            38          Using  Understanding                    LO   \n",
       "28            38          Using     Evaluating                    LO   \n",
       "29            38        Leading       Creating                    AA   \n",
       "...          ...            ...            ...                   ...   \n",
       "1068          29          Using  Understanding                    LO   \n",
       "1069          29          Using       Applying                    LO   \n",
       "1070          29        Leading  Understanding                    LO   \n",
       "1071          29          Using     Evaluating                    LO   \n",
       "1072          29        Leading       Creating                    LO   \n",
       "1073          29          Using    Remembering                    LO   \n",
       "1074          29          Using     Evaluating                    LO   \n",
       "1075          29          Using     Evaluating                    LO   \n",
       "1076          29        Leading       Creating                    LA   \n",
       "1077           6        Leading       Applying                    LO   \n",
       "1078           6          Using     Evaluating                    LO   \n",
       "1079           6          Using  Understanding                    LO   \n",
       "1080           6          Using       Applying                    LO   \n",
       "1081           6        Leading  Understanding                    LO   \n",
       "1082           6          Using     Evaluating                    LO   \n",
       "1083           6        Leading       Creating                    LO   \n",
       "1084           6          Using    Remembering                    LO   \n",
       "1085           6          Using     Evaluating                    LO   \n",
       "1086           6          Using     Evaluating                    LO   \n",
       "1087           6        Leading       Creating                    LA   \n",
       "1088          49          Using  Understanding                    AA   \n",
       "1089          50          Using  Understanding                    AA   \n",
       "1090          52          Using  Understanding                    AA   \n",
       "1091          55          Using  Understanding                    AA   \n",
       "1092          56          Using  Understanding                    AA   \n",
       "1093          57          Using  Understanding                    AA   \n",
       "1094          54          Using  Understanding                    AA   \n",
       "1095          53          Using  Understanding                    AA   \n",
       "1096          58          Using  Understanding                    AA   \n",
       "1097          51          Using  Understanding                    AA   \n",
       "\n",
       "      scholarly_project  HDR_option  HDR_option_avail  \\\n",
       "0                  True       False             False   \n",
       "1                  True       False              True   \n",
       "2                 False       False             False   \n",
       "3                 False       False             False   \n",
       "4                  True       False              True   \n",
       "5                 False       False             False   \n",
       "6                 False       False             False   \n",
       "7                 False       False             False   \n",
       "8                  True       False              True   \n",
       "9                 False       False             False   \n",
       "10                False       False             False   \n",
       "11                False       False             False   \n",
       "12                False       False             False   \n",
       "13                 True       False              True   \n",
       "14                False       False             False   \n",
       "15                False       False             False   \n",
       "16                False       False             False   \n",
       "17                False       False             False   \n",
       "18                False       False             False   \n",
       "19                 True       False              True   \n",
       "20                 True       False              True   \n",
       "21                False       False             False   \n",
       "22                False       False             False   \n",
       "23                False       False             False   \n",
       "24                False       False             False   \n",
       "25                False       False             False   \n",
       "26                False       False             False   \n",
       "27                False       False             False   \n",
       "28                False       False             False   \n",
       "29                 True       False             False   \n",
       "...                 ...         ...               ...   \n",
       "1068              False       False             False   \n",
       "1069              False       False             False   \n",
       "1070              False       False             False   \n",
       "1071              False       False             False   \n",
       "1072              False       False             False   \n",
       "1073              False       False             False   \n",
       "1074              False       False             False   \n",
       "1075              False       False             False   \n",
       "1076              False       False             False   \n",
       "1077              False       False             False   \n",
       "1078              False       False             False   \n",
       "1079              False       False             False   \n",
       "1080              False       False             False   \n",
       "1081              False       False             False   \n",
       "1082              False       False             False   \n",
       "1083              False       False             False   \n",
       "1084              False       False             False   \n",
       "1085              False       False             False   \n",
       "1086              False       False             False   \n",
       "1087              False       False             False   \n",
       "1088              False       False             False   \n",
       "1089              False       False             False   \n",
       "1090              False       False             False   \n",
       "1091              False       False             False   \n",
       "1092              False       False             False   \n",
       "1093              False       False             False   \n",
       "1094              False       False             False   \n",
       "1095              False       False             False   \n",
       "1096              False       False             False   \n",
       "1097              False       False             False   \n",
       "\n",
       "     Repeated_learning_YES_ID  Compulsory_YES_ID      project_category_ID  \\\n",
       "0                      2 - No            1 - Yes          1 - Only option   \n",
       "1                      2 - No            1 - Yes          1 - Only option   \n",
       "2                      2 - No            1 - Yes          1 - Only option   \n",
       "3                      2 - No            1 - Yes          1 - Only option   \n",
       "4                      2 - No            1 - Yes          1 - Only option   \n",
       "5                     1 - Yes            1 - Yes                      NaN   \n",
       "6                      2 - No            1 - Yes          1 - Only option   \n",
       "7                     1 - Yes            1 - Yes                      NaN   \n",
       "8                      2 - No            1 - Yes  3 - Points based system   \n",
       "9                     1 - Yes            1 - Yes                      NaN   \n",
       "10                    1 - Yes            1 - Yes                      NaN   \n",
       "11                     2 - No            1 - Yes          1 - Only option   \n",
       "12                     2 - No            1 - Yes          1 - Only option   \n",
       "13                     2 - No            1 - Yes          1 - Only option   \n",
       "14                    1 - Yes            1 - Yes                      NaN   \n",
       "15                    1 - Yes            1 - Yes                      NaN   \n",
       "16                    1 - Yes            1 - Yes                      NaN   \n",
       "17                    1 - Yes            1 - Yes                      NaN   \n",
       "18                    1 - Yes  3 - Not specified                      NaN   \n",
       "19                     2 - No            1 - Yes          1 - Only option   \n",
       "20                     2 - No            1 - Yes          1 - Only option   \n",
       "21                        NaN                NaN                      NaN   \n",
       "22                        NaN                NaN                      NaN   \n",
       "23                        NaN                NaN                      NaN   \n",
       "24                        NaN                NaN                      NaN   \n",
       "25                        NaN                NaN                      NaN   \n",
       "26                        NaN                NaN                      NaN   \n",
       "27                        NaN                NaN                      NaN   \n",
       "28                        NaN                NaN                      NaN   \n",
       "29                     2 - No            1 - Yes          1 - Only option   \n",
       "...                       ...                ...                      ...   \n",
       "1068                      NaN                NaN                      NaN   \n",
       "1069                      NaN                NaN                      NaN   \n",
       "1070                      NaN                NaN                      NaN   \n",
       "1071                      NaN                NaN                      NaN   \n",
       "1072                      NaN                NaN                      NaN   \n",
       "1073                      NaN                NaN                      NaN   \n",
       "1074                      NaN                NaN                      NaN   \n",
       "1075                      NaN                NaN                      NaN   \n",
       "1076                   2 - No             2 - No          1 - Only option   \n",
       "1077                      NaN                NaN                      NaN   \n",
       "1078                      NaN                NaN                      NaN   \n",
       "1079                      NaN                NaN                      NaN   \n",
       "1080                      NaN                NaN                      NaN   \n",
       "1081                      NaN                NaN                      NaN   \n",
       "1082                      NaN                NaN                      NaN   \n",
       "1083                      NaN                NaN                      NaN   \n",
       "1084                      NaN                NaN                      NaN   \n",
       "1085                      NaN                NaN                      NaN   \n",
       "1086                      NaN                NaN                      NaN   \n",
       "1087                   2 - No             2 - No          1 - Only option   \n",
       "1088                   2 - No            1 - Yes                      NaN   \n",
       "1089                   2 - No            1 - Yes                      NaN   \n",
       "1090                   2 - No            1 - Yes                      NaN   \n",
       "1091                   2 - No            1 - Yes                      NaN   \n",
       "1092                   2 - No            1 - Yes                      NaN   \n",
       "1093                   2 - No            1 - Yes                      NaN   \n",
       "1094                   2 - No            1 - Yes                      NaN   \n",
       "1095                   2 - No            1 - Yes                      NaN   \n",
       "1096                   2 - No            1 - Yes                      NaN   \n",
       "1097                   2 - No            1 - Yes                      NaN   \n",
       "\n",
       "        RPL  LEARNINGA_research_training  LEARNINGA_experienced_supervisor  \\\n",
       "0      True                        False                             False   \n",
       "1     False                        False                             False   \n",
       "2     False                         True                             False   \n",
       "3     False                         True                             False   \n",
       "4      True                        False                             False   \n",
       "5     False                        False                             False   \n",
       "6     False                         True                             False   \n",
       "7     False                        False                             False   \n",
       "8     False                        False                             False   \n",
       "9     False                        False                             False   \n",
       "10    False                        False                             False   \n",
       "11    False                         True                             False   \n",
       "12    False                         True                             False   \n",
       "13    False                        False                             False   \n",
       "14    False                        False                             False   \n",
       "15    False                        False                             False   \n",
       "16    False                        False                             False   \n",
       "17    False                        False                             False   \n",
       "18    False                        False                             False   \n",
       "19    False                        False                             False   \n",
       "20     True                        False                             False   \n",
       "21    False                        False                             False   \n",
       "22    False                        False                             False   \n",
       "23    False                        False                             False   \n",
       "24    False                        False                             False   \n",
       "25    False                        False                             False   \n",
       "26    False                        False                             False   \n",
       "27    False                        False                             False   \n",
       "28    False                        False                             False   \n",
       "29    False                        False                             False   \n",
       "...     ...                          ...                               ...   \n",
       "1068  False                        False                             False   \n",
       "1069  False                        False                             False   \n",
       "1070  False                        False                             False   \n",
       "1071  False                        False                             False   \n",
       "1072  False                        False                             False   \n",
       "1073  False                        False                             False   \n",
       "1074  False                        False                             False   \n",
       "1075  False                        False                             False   \n",
       "1076  False                         True                             False   \n",
       "1077  False                        False                             False   \n",
       "1078  False                        False                             False   \n",
       "1079  False                        False                             False   \n",
       "1080  False                        False                             False   \n",
       "1081  False                        False                             False   \n",
       "1082  False                        False                             False   \n",
       "1083  False                        False                             False   \n",
       "1084  False                        False                             False   \n",
       "1085  False                        False                             False   \n",
       "1086  False                        False                             False   \n",
       "1087  False                         True                             False   \n",
       "1088  False                        False                             False   \n",
       "1089  False                        False                             False   \n",
       "1090  False                        False                             False   \n",
       "1091  False                        False                             False   \n",
       "1092  False                        False                             False   \n",
       "1093  False                        False                             False   \n",
       "1094  False                        False                             False   \n",
       "1095  False                        False                             False   \n",
       "1096  False                        False                             False   \n",
       "1097  False                        False                             False   \n",
       "\n",
       "                 LEARNINGA_experienced_supervisor_ID  \\\n",
       "0     4 - Experienced research supervisor ENCOURAGED   \n",
       "1       2 - Supervisor required but no details given   \n",
       "2                                                NaN   \n",
       "3                                                NaN   \n",
       "4       2 - Supervisor required but no details given   \n",
       "5                                                NaN   \n",
       "6                                                NaN   \n",
       "7                                                NaN   \n",
       "8       2 - Supervisor required but no details given   \n",
       "9                                                NaN   \n",
       "10                                               NaN   \n",
       "11                                               NaN   \n",
       "12                                               NaN   \n",
       "13      2 - Supervisor required but no details given   \n",
       "14                                               NaN   \n",
       "15                                               NaN   \n",
       "16                                               NaN   \n",
       "17                                               NaN   \n",
       "18                                               NaN   \n",
       "19      1 - Supervisor NOT required and/or mentioned   \n",
       "20      1 - Supervisor NOT required and/or mentioned   \n",
       "21                                               NaN   \n",
       "22                                               NaN   \n",
       "23                                               NaN   \n",
       "24                                               NaN   \n",
       "25                                               NaN   \n",
       "26                                               NaN   \n",
       "27                                               NaN   \n",
       "28                                               NaN   \n",
       "29                                               NaN   \n",
       "...                                              ...   \n",
       "1068                                             NaN   \n",
       "1069                                             NaN   \n",
       "1070                                             NaN   \n",
       "1071                                             NaN   \n",
       "1072                                             NaN   \n",
       "1073                                             NaN   \n",
       "1074                                             NaN   \n",
       "1075                                             NaN   \n",
       "1076                                             NaN   \n",
       "1077                                             NaN   \n",
       "1078                                             NaN   \n",
       "1079                                             NaN   \n",
       "1080                                             NaN   \n",
       "1081                                             NaN   \n",
       "1082                                             NaN   \n",
       "1083                                             NaN   \n",
       "1084                                             NaN   \n",
       "1085                                             NaN   \n",
       "1086                                             NaN   \n",
       "1087                                             NaN   \n",
       "1088                                             NaN   \n",
       "1089                                             NaN   \n",
       "1090                                             NaN   \n",
       "1091                                             NaN   \n",
       "1092                                             NaN   \n",
       "1093                                             NaN   \n",
       "1094                                             NaN   \n",
       "1095                                             NaN   \n",
       "1096                                             NaN   \n",
       "1097                                             NaN   \n",
       "\n",
       "                                        activity_type  \n",
       "0                                   Scholalry Project  \n",
       "1                                   Scholalry Project  \n",
       "2                                        CLEAR course  \n",
       "3                                        CLEAR course  \n",
       "4                                   Scholalry Project  \n",
       "5                               Conference Attendence  \n",
       "6                                        CLEAR course  \n",
       "7                               Conference Attendence  \n",
       "8                                   Scholalry Project  \n",
       "9                               Conference Attendence  \n",
       "10    Formal trainee education and training - COLLEGE  \n",
       "11                                       CLEAR course  \n",
       "12                                       CLEAR course  \n",
       "13                                  Scholalry Project  \n",
       "14    Formal trainee education and training - COLLEGE  \n",
       "15                              Conference Attendence  \n",
       "16                              Conference Attendence  \n",
       "17    Formal trainee education and training - COLLEGE  \n",
       "18                                       Journal Club  \n",
       "19                                  Scholalry Project  \n",
       "20                                  Scholalry Project  \n",
       "21                                                NaN  \n",
       "22                                                NaN  \n",
       "23                                                NaN  \n",
       "24                                                NaN  \n",
       "25                                                NaN  \n",
       "26                                                NaN  \n",
       "27                                                NaN  \n",
       "28                                                NaN  \n",
       "29                                 Proposal - WRITTEN  \n",
       "...                                               ...  \n",
       "1068                                              NaN  \n",
       "1069                                              NaN  \n",
       "1070                                              NaN  \n",
       "1071                                              NaN  \n",
       "1072                                              NaN  \n",
       "1073                                              NaN  \n",
       "1074                                              NaN  \n",
       "1075                                              NaN  \n",
       "1076  Formal trainee education and training - COLLEGE  \n",
       "1077                                              NaN  \n",
       "1078                                              NaN  \n",
       "1079                                              NaN  \n",
       "1080                                              NaN  \n",
       "1081                                              NaN  \n",
       "1082                                              NaN  \n",
       "1083                                              NaN  \n",
       "1084                                              NaN  \n",
       "1085                                              NaN  \n",
       "1086                                              NaN  \n",
       "1087  Formal trainee education and training - COLLEGE  \n",
       "1088                                     Written exam  \n",
       "1089                                     Written exam  \n",
       "1090                                     Written exam  \n",
       "1091                                     Written exam  \n",
       "1092                                     Written exam  \n",
       "1093                                     Written exam  \n",
       "1094                                     Written exam  \n",
       "1095                                     Written exam  \n",
       "1096                                     Written exam  \n",
       "1097                                     Written exam  \n",
       "\n",
       "[1098 rows x 15 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.reset_index(drop=True)\n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create new dataframe for project information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "58\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College\n",
       "45        1\n",
       "8         2\n",
       "10        3\n",
       "42        4\n",
       "11        5"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get all college names\n",
    "\n",
    "college_names = data.College_ID.unique()\n",
    "\n",
    "#create data frame\n",
    "colleges = pd.DataFrame(college_names)\n",
    "\n",
    "colleges.columns = [\"College\"]\n",
    "\n",
    "#sort in numerical order\n",
    "colleges = colleges.sort_values('College')\n",
    "\n",
    "\n",
    "print(len(colleges))\n",
    "colleges.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                                                   \n",
       "8         2                                                   \n",
       "10        3                                                   \n",
       "42        4                                                   \n",
       "11        5                                                   \n",
       "\n",
       "   Experienced supervisor specified Project supervisor category  \\\n",
       "45                                                                \n",
       "8                                                                 \n",
       "10                                                                \n",
       "42                                                                \n",
       "11                                                                \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                                                             \n",
       "10                                                                            \n",
       "42                                                                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#add additional columns\n",
    "\n",
    "colleges[\"Project Requirements\"] = \"\"\n",
    "colleges[\"Research training required\"] = \"\"\n",
    "#colleges[\"Research training discription\"] = \"\"\n",
    "colleges[\"Experienced supervisor specified\"] = \"\"\n",
    "colleges[\"Project supervisor category\"] = \"\"\n",
    "colleges[\"First or second author publication requirements\"] = \"\"\n",
    "colleges[\"Publication requirements\"] = \"\"\n",
    "colleges[\"Conference presentation requirements\"] = \"\"\n",
    "colleges[\"Thesis requirements\"] = \"\"\n",
    "#colleges[\"Project description\"] = \"-\"\n",
    "\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Learning Activities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   College_ID Research Level  Competency constructive_type_abv  \\\n",
       "0          38        Leading    Creating                    LA   \n",
       "1          37        Leading    Creating                    LA   \n",
       "2          38          Using  Evaluating                    LA   \n",
       "3          37          Using  Evaluating                    LA   \n",
       "4          36        Leading    Creating                    LA   \n",
       "\n",
       "   scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "0               True       False             False                   2 - No   \n",
       "1               True       False              True                   2 - No   \n",
       "2              False       False             False                   2 - No   \n",
       "3              False       False             False                   2 - No   \n",
       "4               True       False              True                   2 - No   \n",
       "\n",
       "  Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "0           1 - Yes     1 - Only option   True                        False   \n",
       "1           1 - Yes     1 - Only option  False                        False   \n",
       "2           1 - Yes     1 - Only option  False                         True   \n",
       "3           1 - Yes     1 - Only option  False                         True   \n",
       "4           1 - Yes     1 - Only option   True                        False   \n",
       "\n",
       "   LEARNINGA_experienced_supervisor  \\\n",
       "0                             False   \n",
       "1                             False   \n",
       "2                             False   \n",
       "3                             False   \n",
       "4                             False   \n",
       "\n",
       "              LEARNINGA_experienced_supervisor_ID      activity_type  \n",
       "0  4 - Experienced research supervisor ENCOURAGED  Scholalry Project  \n",
       "1    2 - Supervisor required but no details given  Scholalry Project  \n",
       "2                                             NaN       CLEAR course  \n",
       "3                                             NaN       CLEAR course  \n",
       "4    2 - Supervisor required but no details given  Scholalry Project  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get dataframe of learning activities\n",
    "la = data[data[\"constructive_type_abv\"] == \"LA\"]\n",
    "\n",
    "len(la.College_ID.unique())\n",
    "\n",
    "la.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [College_ID, Research Level, Competency, constructive_type_abv, scholarly_project, HDR_option, HDR_option_avail, Repeated_learning_YES_ID, Compulsory_YES_ID, project_category_ID, RPL, LEARNINGA_research_training, LEARNINGA_experienced_supervisor, LEARNINGA_experienced_supervisor_ID, activity_type]\n",
       "Index: []"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la[la[\"HDR_option\"] == 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### List of colleges that require a project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "56\n"
     ]
    }
   ],
   "source": [
    "la_proj = la[(la.scholarly_project == 1)]\n",
    "\n",
    "print (len(la_proj.College_ID.unique()))\n",
    "\n",
    "college_WITH = la_proj.College_ID.unique()\n",
    "#college_WITH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   College\n",
       "0        6\n",
       "1       11"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dataframe of no projects\n",
    "college_withOUT = pd.DataFrame(np.setdiff1d(college_names,college_WITH ))\n",
    "\n",
    "\n",
    "college_withOUT.columns = [\"College\"]\n",
    "\n",
    "college_withOUT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1 - Only option', nan, '3 - Points based system',\n",
       "       '2 - Options based system'], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la.project_category_ID.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['1 - Only option', '3 - Points based system',\n",
       "       '2 - Options based system'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_proj.project_category_ID.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Non-mandatory projects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>5</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     College_ID Research Level Competency constructive_type_abv  \\\n",
       "411           5        Leading   Creating                    LA   \n",
       "\n",
       "     scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "411               True       False             False                   2 - No   \n",
       "\n",
       "    Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "411            2 - No     1 - Only option  False                        False   \n",
       "\n",
       "     LEARNINGA_experienced_supervisor  \\\n",
       "411                              True   \n",
       "\n",
       "               LEARNINGA_experienced_supervisor_ID      activity_type  \n",
       "411  5 - Experienced research supervisor MANDATORY  Scholalry Project  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#option based\n",
    "la_NONmandatory_proj = la[(la.scholarly_project == 1)  & (la.Compulsory_YES_ID == \"2 - No\")]\n",
    "\n",
    "print(len(la_NONmandatory_proj.College_ID.unique()))\n",
    "\n",
    "la_NONmandatory_proj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            57\n",
      "Optional     1\n",
      "Name: Project Requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                                                   \n",
       "8         2                                                   \n",
       "10        3                                                   \n",
       "42        4                                                   \n",
       "11        5             Optional                              \n",
       "\n",
       "   Experienced supervisor specified Project supervisor category  \\\n",
       "45                                                                \n",
       "8                                                                 \n",
       "10                                                                \n",
       "42                                                                \n",
       "11                                                                \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                                                             \n",
       "10                                                                            \n",
       "42                                                                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "for ids in la_NONmandatory_proj [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = la_NONmandatory_proj[la_NONmandatory_proj['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if la_NONmandatory_proj.loc[index, \"project_category_ID\"] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, 'Project Requirements'] = \"Optional\"\n",
    "        \n",
    "    elif la_NONmandatory_proj.loc[index, \"project_category_ID\"] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, 'Project Requirements'] = \"Optional (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, 'Project Requirements'] = \"Optional (b)\"\n",
    "\n",
    "    \n",
    "print(colleges['Project Requirements'].value_counts(dropna=False))\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mandatory Project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "55"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dataframe of mandatory scholarly projects\n",
    "la_mandatory_proj = la[(la.scholarly_project == 1) & (la.Compulsory_YES_ID == \"1 - Yes\")]\n",
    "\n",
    "len(la_mandatory_proj.College_ID.unique())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yes         51\n",
      "Yes (b)      3\n",
      "             2\n",
      "Yes (a)      1\n",
      "Optional     1\n",
      "Name: Project Requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                              \n",
       "8         2              Yes (a)                              \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                              \n",
       "11        5             Optional                              \n",
       "\n",
       "   Experienced supervisor specified Project supervisor category  \\\n",
       "45                                                                \n",
       "8                                                                 \n",
       "10                                                                \n",
       "42                                                                \n",
       "11                                                                \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                                                             \n",
       "10                                                                            \n",
       "42                                                                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "for ids in la_mandatory_proj [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = la_mandatory_proj[la_mandatory_proj['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if la_mandatory_proj.loc[index, \"project_category_ID\"] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, 'Project Requirements'] = \"Yes (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, 'Project Requirements'] = \"Yes (b)\"\n",
    "\n",
    "        \n",
    "for ids in la_mandatory_proj [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = la_mandatory_proj[la_mandatory_proj['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if la_mandatory_proj.loc[index, \"project_category_ID\"] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, 'Project Requirements'] = \"Yes\"\n",
    "    \n",
    "print(colleges['Project Requirements'].value_counts(dropna=False))\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Research training required"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    104\n",
       "True      54\n",
       "Name: LEARNINGA_research_training, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#how LAs are research training?\n",
    "la[\"LEARNINGA_research_training\"].value_counts(dropna = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Non-mandatory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data frame shape is:  (32, 15)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>45</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>46</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>7</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>9</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>10</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     College_ID Research Level     Competency constructive_type_abv  \\\n",
       "104          45        Leading  Understanding                    LA   \n",
       "618          46        Leading       Creating                    LA   \n",
       "768           7        Leading       Creating                    LA   \n",
       "779           9        Leading       Creating                    LA   \n",
       "790          10        Leading       Creating                    LA   \n",
       "\n",
       "     scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "104              False       False             False                  1 - Yes   \n",
       "618              False       False             False                   2 - No   \n",
       "768              False       False             False                   2 - No   \n",
       "779              False       False             False                   2 - No   \n",
       "790              False       False             False                   2 - No   \n",
       "\n",
       "    Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "104            2 - No     1 - Only option  False                         True   \n",
       "618            2 - No     1 - Only option  False                         True   \n",
       "768            2 - No     1 - Only option  False                         True   \n",
       "779            2 - No     1 - Only option  False                         True   \n",
       "790            2 - No     1 - Only option  False                         True   \n",
       "\n",
       "     LEARNINGA_experienced_supervisor LEARNINGA_experienced_supervisor_ID  \\\n",
       "104                             False                                 NaN   \n",
       "618                             False                                 NaN   \n",
       "768                             False                                 NaN   \n",
       "779                             False                                 NaN   \n",
       "790                             False                                 NaN   \n",
       "\n",
       "                                       activity_type  \n",
       "104  Formal trainee education and training - COLLEGE  \n",
       "618  Formal trainee education and training - COLLEGE  \n",
       "768  Formal trainee education and training - COLLEGE  \n",
       "779  Formal trainee education and training - COLLEGE  \n",
       "790  Formal trainee education and training - COLLEGE  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_nonman = la[(la.LEARNINGA_research_training == 1) & \n",
    "                     (la.scholarly_project == 0) & \n",
    "                     (la.Compulsory_YES_ID == \"2 - No\")]\n",
    "\n",
    "print(\"Data frame shape is: \", training_nonman.shape)\n",
    "training_nonman.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data frame shape is:  (32, 15)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>45</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Understanding</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>46</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>7</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>9</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>10</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Formal trainee education and training - COLLEGE</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     College_ID Research Level     Competency constructive_type_abv  \\\n",
       "104          45        Leading  Understanding                    LA   \n",
       "618          46        Leading       Creating                    LA   \n",
       "768           7        Leading       Creating                    LA   \n",
       "779           9        Leading       Creating                    LA   \n",
       "790          10        Leading       Creating                    LA   \n",
       "\n",
       "     scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "104              False       False             False                  1 - Yes   \n",
       "618              False       False             False                   2 - No   \n",
       "768              False       False             False                   2 - No   \n",
       "779              False       False             False                   2 - No   \n",
       "790              False       False             False                   2 - No   \n",
       "\n",
       "    Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "104            2 - No     1 - Only option  False                         True   \n",
       "618            2 - No     1 - Only option  False                         True   \n",
       "768            2 - No     1 - Only option  False                         True   \n",
       "779            2 - No     1 - Only option  False                         True   \n",
       "790            2 - No     1 - Only option  False                         True   \n",
       "\n",
       "     LEARNINGA_experienced_supervisor LEARNINGA_experienced_supervisor_ID  \\\n",
       "104                             False                                 NaN   \n",
       "618                             False                                 NaN   \n",
       "768                             False                                 NaN   \n",
       "779                             False                                 NaN   \n",
       "790                             False                                 NaN   \n",
       "\n",
       "                                       activity_type  \n",
       "104  Formal trainee education and training - COLLEGE  \n",
       "618  Formal trainee education and training - COLLEGE  \n",
       "768  Formal trainee education and training - COLLEGE  \n",
       "779  Formal trainee education and training - COLLEGE  \n",
       "790  Formal trainee education and training - COLLEGE  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = training_nonman\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Research training required\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "print(\"Data frame shape is: \", df.shape)\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optional    32\n",
      "            26\n",
      "Name: Research training required, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                              \n",
       "8         2              Yes (a)                              \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                              \n",
       "11        5             Optional                              \n",
       "\n",
       "   Experienced supervisor specified Project supervisor category  \\\n",
       "45                                                                \n",
       "8                                                                 \n",
       "10                                                                \n",
       "42                                                                \n",
       "11                                                                \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                                                             \n",
       "10                                                                            \n",
       "42                                                                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mandatory Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(22, 15)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_man = la[(la.LEARNINGA_research_training == 1) & \n",
    "                     (la.scholarly_project == 0) & \n",
    "                     (la.Compulsory_YES_ID == \"1 - Yes\")]\n",
    "\n",
    "training_man.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data frame shape is:  (22, 15)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>40</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>41</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>42</td>\n",
       "      <td>Using</td>\n",
       "      <td>Evaluating</td>\n",
       "      <td>LA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CLEAR course</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College_ID Research Level  Competency constructive_type_abv  \\\n",
       "2           38          Using  Evaluating                    LA   \n",
       "3           37          Using  Evaluating                    LA   \n",
       "6           40          Using  Evaluating                    LA   \n",
       "11          41          Using  Evaluating                    LA   \n",
       "12          42          Using  Evaluating                    LA   \n",
       "\n",
       "    scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "2               False       False             False                   2 - No   \n",
       "3               False       False             False                   2 - No   \n",
       "6               False       False             False                   2 - No   \n",
       "11              False       False             False                   2 - No   \n",
       "12              False       False             False                   2 - No   \n",
       "\n",
       "   Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "2            1 - Yes     1 - Only option  False                         True   \n",
       "3            1 - Yes     1 - Only option  False                         True   \n",
       "6            1 - Yes     1 - Only option  False                         True   \n",
       "11           1 - Yes     1 - Only option  False                         True   \n",
       "12           1 - Yes     1 - Only option  False                         True   \n",
       "\n",
       "    LEARNINGA_experienced_supervisor LEARNINGA_experienced_supervisor_ID  \\\n",
       "2                              False                                 NaN   \n",
       "3                              False                                 NaN   \n",
       "6                              False                                 NaN   \n",
       "11                             False                                 NaN   \n",
       "12                             False                                 NaN   \n",
       "\n",
       "   activity_type  \n",
       "2   CLEAR course  \n",
       "3   CLEAR course  \n",
       "6   CLEAR course  \n",
       "11  CLEAR course  \n",
       "12  CLEAR course  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = training_man\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Research training required\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "print(\"Data frame shape is: \", df.shape)\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optional    31\n",
      "            16\n",
      "Yes          8\n",
      "Yes (b)      2\n",
      "Yes (a)      1\n",
      "Name: Research training required, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified Project supervisor category  \\\n",
       "45                                                                \n",
       "8                                                                 \n",
       "10                                                                \n",
       "42                                                                \n",
       "11                                                                \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                                                             \n",
       "10                                                                            \n",
       "42                                                                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Experienced Supvervisor Required"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['4 - Experienced research supervisor ENCOURAGED'\n",
      " '2 - Supervisor required but no details given'\n",
      " '1 - Supervisor NOT required and/or mentioned'\n",
      " '5 - Experienced research supervisor MANDATORY'\n",
      " '3 - Supervisor required but no mention of RESEARCH experience']\n",
      "4 - Experienced research supervisor ENCOURAGED                   35\n",
      "3 - Supervisor required but no mention of RESEARCH experience    16\n",
      "2 - Supervisor required but no details given                      9\n",
      "1 - Supervisor NOT required and/or mentioned                      4\n",
      "5 - Experienced research supervisor MANDATORY                     2\n",
      "Name: LEARNINGA_experienced_supervisor_ID, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#get a dataframe of all the scholarly projects\n",
    "la_proj = la[(la.scholarly_project == 1)]\n",
    "\n",
    "\n",
    "#reindex\n",
    "la_proj = la_proj.reset_index(drop=True)\n",
    "\n",
    "\n",
    "#get the values in the LEARNINGA_experienced_supervisor_ID column\n",
    "print(la_proj.LEARNINGA_experienced_supervisor_ID.unique())\n",
    "\n",
    "print(la_proj[\"LEARNINGA_experienced_supervisor_ID\"].value_counts(dropna=False))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>43</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>40</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>47</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>44</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>LA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td>Scholalry Project</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College_ID Research Level Competency constructive_type_abv  \\\n",
       "5           43        Leading   Creating                    LA   \n",
       "6           40        Leading   Creating                    LA   \n",
       "48          47        Leading   Creating                    LA   \n",
       "50          44        Leading   Creating                    LA   \n",
       "\n",
       "    scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "5                True       False              True                   2 - No   \n",
       "6                True       False              True                   2 - No   \n",
       "48               True       False             False                   2 - No   \n",
       "50               True       False              True                   2 - No   \n",
       "\n",
       "   Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "5            1 - Yes     1 - Only option  False                        False   \n",
       "6            1 - Yes     1 - Only option   True                        False   \n",
       "48           1 - Yes     1 - Only option  False                        False   \n",
       "50           1 - Yes     1 - Only option  False                        False   \n",
       "\n",
       "    LEARNINGA_experienced_supervisor  \\\n",
       "5                              False   \n",
       "6                              False   \n",
       "48                             False   \n",
       "50                             False   \n",
       "\n",
       "             LEARNINGA_experienced_supervisor_ID      activity_type  \n",
       "5   1 - Supervisor NOT required and/or mentioned  Scholalry Project  \n",
       "6   1 - Supervisor NOT required and/or mentioned  Scholalry Project  \n",
       "48  1 - Supervisor NOT required and/or mentioned  Scholalry Project  \n",
       "50  1 - Supervisor NOT required and/or mentioned  Scholalry Project  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la_proj[la_proj[\"LEARNINGA_experienced_supervisor_ID\"]== '1 - Supervisor NOT required and/or mentioned']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yes*    30\n",
      "No      21\n",
      "NR       3\n",
      "Yes      2\n",
      "         2\n",
      "Name: Experienced supervisor specified, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified Project supervisor category  \\\n",
       "45                               No                               \n",
       "8                                No                               \n",
       "10                               No                               \n",
       "42                               No                               \n",
       "11                              Yes                               \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                                                             \n",
       "10                                                                            \n",
       "42                                                                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = la_proj\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Experienced supervisor specified\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"LEARNINGA_experienced_supervisor_ID\"\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "       \n",
    "    if df.loc[index, col_out] == '3 - Supervisor required but no mention of RESEARCH experience': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"No\"\n",
    "        \n",
    "    if df.loc[index, col_out] == '2 - Supervisor required but no details given': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"No\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "\n",
    "    if df.loc[index, col_out] == '1 - Supervisor NOT required and/or mentioned': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"NR\"\n",
    "\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "       \n",
    "    \n",
    "    if df.loc[index, col_out] == '4 - Experienced research supervisor ENCOURAGED': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes*\"\n",
    "        \n",
    "        \n",
    "    \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '5 - Experienced research supervisor MANDATORY': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes\"\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>7</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>8</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>9</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>10</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>12</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>13</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>14</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>15</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>16</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>17</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>18</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>19</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>20</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>21</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>22</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>23</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>24</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>25</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>26</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>27</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>28</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>29</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>31</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>32</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>36</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>38</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>39</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NR</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>41</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>42</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>43</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>NR</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>44</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>NR</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>45</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>46</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>47</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>48</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>51</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>52</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>53</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>54</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>55</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>56</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>57</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>58</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "41        6                                        Optional   \n",
       "12        7                  Yes                   Optional   \n",
       "15        8                  Yes                   Optional   \n",
       "13        9                  Yes                   Optional   \n",
       "14       10                  Yes                   Optional   \n",
       "16       11                                        Optional   \n",
       "17       12                  Yes                   Optional   \n",
       "35       13                  Yes                   Optional   \n",
       "36       14                  Yes                   Optional   \n",
       "18       15                  Yes                   Optional   \n",
       "19       16                  Yes                   Optional   \n",
       "20       17                  Yes                   Optional   \n",
       "21       18                  Yes                   Optional   \n",
       "22       19                  Yes                   Optional   \n",
       "23       20                  Yes                   Optional   \n",
       "24       21                  Yes                   Optional   \n",
       "25       22                  Yes                   Optional   \n",
       "27       23                  Yes                   Optional   \n",
       "26       24                  Yes                   Optional   \n",
       "37       25                  Yes                   Optional   \n",
       "38       26                  Yes                   Optional   \n",
       "28       27                  Yes                   Optional   \n",
       "29       28                  Yes                   Optional   \n",
       "40       29                  Yes                   Optional   \n",
       "31       30                  Yes                   Optional   \n",
       "39       31                  Yes                   Optional   \n",
       "30       32                  Yes                   Optional   \n",
       "32       33                  Yes                   Optional   \n",
       "33       34                  Yes                   Optional   \n",
       "34       35                  Yes                   Optional   \n",
       "2        36                  Yes                              \n",
       "1        37                  Yes                        Yes   \n",
       "0        38                  Yes                        Yes   \n",
       "7        39                  Yes                              \n",
       "3        40                  Yes                        Yes   \n",
       "4        41              Yes (b)                        Yes   \n",
       "5        42                  Yes                        Yes   \n",
       "6        43                  Yes                              \n",
       "46       44                  Yes                              \n",
       "9        45              Yes (b)                    Yes (b)   \n",
       "47       46                  Yes                   Optional   \n",
       "44       47                  Yes                              \n",
       "43       48                  Yes                    Yes (b)   \n",
       "48       49              Yes (b)                              \n",
       "49       50                  Yes                              \n",
       "57       51                  Yes                              \n",
       "50       52                  Yes                              \n",
       "55       53                  Yes                              \n",
       "54       54                  Yes                              \n",
       "51       55                  Yes                              \n",
       "52       56                  Yes                              \n",
       "53       57                  Yes                              \n",
       "56       58                  Yes                              \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "41                                    \n",
       "12                             Yes*   \n",
       "15                             Yes*   \n",
       "13                             Yes*   \n",
       "14                             Yes*   \n",
       "16                                    \n",
       "17                             Yes*   \n",
       "35                             Yes*   \n",
       "36                             Yes*   \n",
       "18                             Yes*   \n",
       "19                             Yes*   \n",
       "20                             Yes*   \n",
       "21                             Yes*   \n",
       "22                             Yes*   \n",
       "23                             Yes*   \n",
       "24                             Yes*   \n",
       "25                             Yes*   \n",
       "27                             Yes*   \n",
       "26                             Yes*   \n",
       "37                             Yes*   \n",
       "38                             Yes*   \n",
       "28                             Yes*   \n",
       "29                             Yes*   \n",
       "40                             Yes*   \n",
       "31                             Yes*   \n",
       "39                             Yes*   \n",
       "30                             Yes*   \n",
       "32                             Yes*   \n",
       "33                             Yes*   \n",
       "34                             Yes*   \n",
       "2                                No   \n",
       "1                                No   \n",
       "0                              Yes*   \n",
       "7                                No   \n",
       "3                                NR   \n",
       "4                                No   \n",
       "5                                No   \n",
       "6                                NR   \n",
       "46                               NR   \n",
       "9                                No   \n",
       "47                              Yes   \n",
       "44                               No   \n",
       "43                             Yes*   \n",
       "48                               No   \n",
       "49                               No   \n",
       "57                               No   \n",
       "50                               No   \n",
       "55                               No   \n",
       "54                               No   \n",
       "51                               No   \n",
       "52                               No   \n",
       "53                               No   \n",
       "56                               No   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "41                                                      \n",
       "12     4 - Experienced research supervisor ENCOURAGED   \n",
       "15     4 - Experienced research supervisor ENCOURAGED   \n",
       "13     4 - Experienced research supervisor ENCOURAGED   \n",
       "14     4 - Experienced research supervisor ENCOURAGED   \n",
       "16                                                      \n",
       "17     4 - Experienced research supervisor ENCOURAGED   \n",
       "35     4 - Experienced research supervisor ENCOURAGED   \n",
       "36     4 - Experienced research supervisor ENCOURAGED   \n",
       "18     4 - Experienced research supervisor ENCOURAGED   \n",
       "19     4 - Experienced research supervisor ENCOURAGED   \n",
       "20     4 - Experienced research supervisor ENCOURAGED   \n",
       "21     4 - Experienced research supervisor ENCOURAGED   \n",
       "22     4 - Experienced research supervisor ENCOURAGED   \n",
       "23     4 - Experienced research supervisor ENCOURAGED   \n",
       "24     4 - Experienced research supervisor ENCOURAGED   \n",
       "25     4 - Experienced research supervisor ENCOURAGED   \n",
       "27     4 - Experienced research supervisor ENCOURAGED   \n",
       "26     4 - Experienced research supervisor ENCOURAGED   \n",
       "37     4 - Experienced research supervisor ENCOURAGED   \n",
       "38     4 - Experienced research supervisor ENCOURAGED   \n",
       "28     4 - Experienced research supervisor ENCOURAGED   \n",
       "29     4 - Experienced research supervisor ENCOURAGED   \n",
       "40     4 - Experienced research supervisor ENCOURAGED   \n",
       "31     4 - Experienced research supervisor ENCOURAGED   \n",
       "39     4 - Experienced research supervisor ENCOURAGED   \n",
       "30     4 - Experienced research supervisor ENCOURAGED   \n",
       "32     4 - Experienced research supervisor ENCOURAGED   \n",
       "33     4 - Experienced research supervisor ENCOURAGED   \n",
       "34     4 - Experienced research supervisor ENCOURAGED   \n",
       "2        2 - Supervisor required but no details given   \n",
       "1        2 - Supervisor required but no details given   \n",
       "0      4 - Experienced research supervisor ENCOURAGED   \n",
       "7        2 - Supervisor required but no details given   \n",
       "3        1 - Supervisor NOT required and/or mentioned   \n",
       "4        2 - Supervisor required but no details given   \n",
       "5        2 - Supervisor required but no details given   \n",
       "6        1 - Supervisor NOT required and/or mentioned   \n",
       "46       1 - Supervisor NOT required and/or mentioned   \n",
       "9        2 - Supervisor required but no details given   \n",
       "47      5 - Experienced research supervisor MANDATORY   \n",
       "44       2 - Supervisor required but no details given   \n",
       "43     4 - Experienced research supervisor ENCOURAGED   \n",
       "48  3 - Supervisor required but no mention of RESE...   \n",
       "49  3 - Supervisor required but no mention of RESE...   \n",
       "57  3 - Supervisor required but no mention of RESE...   \n",
       "50  3 - Supervisor required but no mention of RESE...   \n",
       "55  3 - Supervisor required but no mention of RESE...   \n",
       "54  3 - Supervisor required but no mention of RESE...   \n",
       "51  3 - Supervisor required but no mention of RESE...   \n",
       "52  3 - Supervisor required but no mention of RESE...   \n",
       "53  3 - Supervisor required but no mention of RESE...   \n",
       "56  3 - Supervisor required but no mention of RESE...   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                                                             \n",
       "10                                                                            \n",
       "42                                                                            \n",
       "11                                                                            \n",
       "41                                                                            \n",
       "12                                                                            \n",
       "15                                                                            \n",
       "13                                                                            \n",
       "14                                                                            \n",
       "16                                                                            \n",
       "17                                                                            \n",
       "35                                                                            \n",
       "36                                                                            \n",
       "18                                                                            \n",
       "19                                                                            \n",
       "20                                                                            \n",
       "21                                                                            \n",
       "22                                                                            \n",
       "23                                                                            \n",
       "24                                                                            \n",
       "25                                                                            \n",
       "27                                                                            \n",
       "26                                                                            \n",
       "37                                                                            \n",
       "38                                                                            \n",
       "28                                                                            \n",
       "29                                                                            \n",
       "40                                                                            \n",
       "31                                                                            \n",
       "39                                                                            \n",
       "30                                                                            \n",
       "32                                                                            \n",
       "33                                                                            \n",
       "34                                                                            \n",
       "2                                                                             \n",
       "1                                                                             \n",
       "0                                                                             \n",
       "7                                                                             \n",
       "3                                                                             \n",
       "4                                                                             \n",
       "5                                                                             \n",
       "6                                                                             \n",
       "46                                                                            \n",
       "9                                                                             \n",
       "47                                                                            \n",
       "44                                                                            \n",
       "43                                                                            \n",
       "48                                                                            \n",
       "49                                                                            \n",
       "57                                                                            \n",
       "50                                                                            \n",
       "55                                                                            \n",
       "54                                                                            \n",
       "51                                                                            \n",
       "52                                                                            \n",
       "53                                                                            \n",
       "56                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           \n",
       "41                                                           \n",
       "12                                                           \n",
       "15                                                           \n",
       "13                                                           \n",
       "14                                                           \n",
       "16                                                           \n",
       "17                                                           \n",
       "35                                                           \n",
       "36                                                           \n",
       "18                                                           \n",
       "19                                                           \n",
       "20                                                           \n",
       "21                                                           \n",
       "22                                                           \n",
       "23                                                           \n",
       "24                                                           \n",
       "25                                                           \n",
       "27                                                           \n",
       "26                                                           \n",
       "37                                                           \n",
       "38                                                           \n",
       "28                                                           \n",
       "29                                                           \n",
       "40                                                           \n",
       "31                                                           \n",
       "39                                                           \n",
       "30                                                           \n",
       "32                                                           \n",
       "33                                                           \n",
       "34                                                           \n",
       "2                                                            \n",
       "1                                                            \n",
       "0                                                            \n",
       "7                                                            \n",
       "3                                                            \n",
       "4                                                            \n",
       "5                                                            \n",
       "6                                                            \n",
       "46                                                           \n",
       "9                                                            \n",
       "47                                                           \n",
       "44                                                           \n",
       "43                                                           \n",
       "48                                                           \n",
       "49                                                           \n",
       "57                                                           \n",
       "50                                                           \n",
       "55                                                           \n",
       "54                                                           \n",
       "51                                                           \n",
       "52                                                           \n",
       "53                                                           \n",
       "56                                                           "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write category into Project supervisor category column\n",
    "\n",
    "for ids in la_proj [\"College_ID\"]:\n",
    "    \n",
    "    #get index of college\n",
    "    index = la_proj[la_proj['College_ID']== ids].index[0]\n",
    "    #print index\n",
    "    \n",
    "    \n",
    "    #get cell value\n",
    "    string = la_proj.iloc[index, 13]\n",
    "    \n",
    "    \n",
    "    #replace values\n",
    "    colleges.loc[colleges['College'] == ids, 'Project supervisor category'] = string\n",
    "    \n",
    "    \n",
    "    \n",
    "colleges"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assessment Activities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Proposal - WRITTEN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Proposal - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Progress report - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or other ORAL report</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College_ID Research Level Competency constructive_type_abv  \\\n",
       "29          38        Leading   Creating                    AA   \n",
       "30          38        Leading   Creating                    AA   \n",
       "31          38        Leading   Creating                    AA   \n",
       "32          38        Leading   Creating                    AA   \n",
       "33          38        Leading   Creating                    AA   \n",
       "\n",
       "    scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "29               True       False             False                   2 - No   \n",
       "30               True       False             False                  1 - Yes   \n",
       "31               True       False             False                   2 - No   \n",
       "32               True       False             False                   2 - No   \n",
       "33               True       False             False                   2 - No   \n",
       "\n",
       "   Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "29           1 - Yes     1 - Only option  False                        False   \n",
       "30           1 - Yes     1 - Only option  False                        False   \n",
       "31           1 - Yes     1 - Only option  False                        False   \n",
       "32           1 - Yes     1 - Only option  False                        False   \n",
       "33           1 - Yes     1 - Only option  False                        False   \n",
       "\n",
       "    LEARNINGA_experienced_supervisor LEARNINGA_experienced_supervisor_ID  \\\n",
       "29                             False                                 NaN   \n",
       "30                             False                                 NaN   \n",
       "31                             False                                 NaN   \n",
       "32                             False                                 NaN   \n",
       "33                             False                                 NaN   \n",
       "\n",
       "                              activity_type  \n",
       "29                       Proposal - WRITTEN  \n",
       "30                          Proposal - ORAL  \n",
       "31                   Progress report - ORAL  \n",
       "32  Thesis or research-style WRITTEN report  \n",
       "33              Thesis or other ORAL report  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get dataframe of assessment activities\n",
    "aa = data[data[\"constructive_type_abv\"] == \"AA\"]\n",
    "\n",
    "len(aa.College_ID.unique())\n",
    "\n",
    "aa.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## First or second author publications\n",
    "\n",
    "### Non-mandatory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - Only option    2\n",
      "Name: project_category_ID, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>23</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>46</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST or SECOND author</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     College_ID Research Level Competency constructive_type_abv  \\\n",
       "364          23        Leading   Creating                    AA   \n",
       "505          46        Leading   Creating                    AA   \n",
       "\n",
       "     scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "364               True       False             False                   2 - No   \n",
       "505               True       False             False                   2 - No   \n",
       "\n",
       "    Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "364            2 - No     1 - Only option  False                        False   \n",
       "505            2 - No     1 - Only option  False                        False   \n",
       "\n",
       "     LEARNINGA_experienced_supervisor LEARNINGA_experienced_supervisor_ID  \\\n",
       "364                             False                                 NaN   \n",
       "505                             False                                 NaN   \n",
       "\n",
       "                            activity_type  \n",
       "364            Publication - FIRST author  \n",
       "505  Publication - FIRST or SECOND author  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get colleges that require or encourage publication as first or second author\n",
    "aa_first_nonman = aa[((aa.activity_type == \"Publication - FIRST author\") | \n",
    "              (aa.activity_type == \"Publication - FIRST or SECOND author\"))\n",
    "             & (aa.Compulsory_YES_ID == \"2 - No\")]\n",
    "\n",
    "\n",
    "print(aa_first_nonman[\"project_category_ID\"].value_counts(dropna=False))\n",
    "aa_first_nonman.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            56\n",
      "Optional     2\n",
      "Name: First or second author publication requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                                                             \n",
       "10                                                                            \n",
       "42                                                                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = aa_first_nonman\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"First or second author publication requirements\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mandatory Publications"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 - Options based system    10\n",
      "3 - Points based system      6\n",
      "1 - Only option              4\n",
      "Name: project_category_ID, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>37</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST or SECOND author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>40</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST or SECOND author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>41</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>3 - Points based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>42</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST author</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College_ID Research Level Competency constructive_type_abv  \\\n",
       "35          38        Leading   Creating                    AA   \n",
       "38          37        Leading   Creating                    AA   \n",
       "46          40        Leading   Creating                    AA   \n",
       "51          41        Leading   Creating                    AA   \n",
       "56          42        Leading   Creating                    AA   \n",
       "\n",
       "    scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "35               True       False             False                   2 - No   \n",
       "38               True       False             False                   2 - No   \n",
       "46               True       False             False                   2 - No   \n",
       "51               True       False             False                   2 - No   \n",
       "56               True       False             False                   2 - No   \n",
       "\n",
       "   Compulsory_YES_ID       project_category_ID    RPL  \\\n",
       "35           1 - Yes           1 - Only option  False   \n",
       "38           1 - Yes  2 - Options based system  False   \n",
       "46           1 - Yes           1 - Only option  False   \n",
       "51           1 - Yes   3 - Points based system  False   \n",
       "56           1 - Yes  2 - Options based system  False   \n",
       "\n",
       "    LEARNINGA_research_training  LEARNINGA_experienced_supervisor  \\\n",
       "35                        False                             False   \n",
       "38                        False                             False   \n",
       "46                        False                             False   \n",
       "51                        False                             False   \n",
       "56                        False                             False   \n",
       "\n",
       "   LEARNINGA_experienced_supervisor_ID                         activity_type  \n",
       "35                                 NaN            Publication - FIRST author  \n",
       "38                                 NaN  Publication - FIRST or SECOND author  \n",
       "46                                 NaN  Publication - FIRST or SECOND author  \n",
       "51                                 NaN            Publication - FIRST author  \n",
       "56                                 NaN            Publication - FIRST author  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get colleges that require or encourage publication as first or second author\n",
    "aa_first_man = aa[((aa.activity_type == \"Publication - FIRST author\") | \n",
    "              (aa.activity_type == \"Publication - FIRST or SECOND author\"))\n",
    "             & (aa.Compulsory_YES_ID == \"1 - Yes\")]\n",
    "\n",
    "\n",
    "\n",
    "print(aa_first_man[\"project_category_ID\"].value_counts(dropna=False))\n",
    "aa_first_man.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            37\n",
      "Yes (a)     10\n",
      "Yes (b)      5\n",
      "Yes          4\n",
      "Optional     2\n",
      "Name: First or second author publication requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                            \n",
       "8                                          Yes (a)                            \n",
       "10                                                                            \n",
       "42                                         Yes (a)                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = aa_first_man\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"First or second author publication requirements\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Any author\n",
    "\n",
    "### Non Mandatory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - Only option    32\n",
      "Name: project_category_ID, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>7</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - ANY author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>9</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - ANY author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>10</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - ANY author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>8</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - ANY author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>12</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - ANY author</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     College_ID Research Level Competency constructive_type_abv  \\\n",
       "290           7        Leading   Creating                    AA   \n",
       "293           9        Leading   Creating                    AA   \n",
       "299          10        Leading   Creating                    AA   \n",
       "302           8        Leading   Creating                    AA   \n",
       "308          12        Leading   Creating                    AA   \n",
       "\n",
       "     scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "290               True       False             False                   2 - No   \n",
       "293               True       False             False                   2 - No   \n",
       "299               True       False             False                   2 - No   \n",
       "302               True       False             False                   2 - No   \n",
       "308               True       False             False                   2 - No   \n",
       "\n",
       "    Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "290            2 - No     1 - Only option  False                        False   \n",
       "293            2 - No     1 - Only option  False                        False   \n",
       "299            2 - No     1 - Only option  False                        False   \n",
       "302            2 - No     1 - Only option  False                        False   \n",
       "308            2 - No     1 - Only option  False                        False   \n",
       "\n",
       "     LEARNINGA_experienced_supervisor LEARNINGA_experienced_supervisor_ID  \\\n",
       "290                             False                                 NaN   \n",
       "293                             False                                 NaN   \n",
       "299                             False                                 NaN   \n",
       "302                             False                                 NaN   \n",
       "308                             False                                 NaN   \n",
       "\n",
       "                activity_type  \n",
       "290  Publication - ANY author  \n",
       "293  Publication - ANY author  \n",
       "299  Publication - ANY author  \n",
       "302  Publication - ANY author  \n",
       "308  Publication - ANY author  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get colleges that require or encourage publication as first or second author\n",
    "aa_any_noman = aa[((aa.activity_type == \"Publication - FIRST author\") | \n",
    "              (aa.activity_type == \"Publication - FIRST or SECOND author\")|\n",
    "             (aa.activity_type == \"Publication - ANY author\")) & (aa.Compulsory_YES_ID == \"2 - No\")]\n",
    "\n",
    "print(aa_any_noman[\"project_category_ID\"].value_counts(dropna=False))\n",
    "aa_any_noman.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optional    31\n",
      "            27\n",
      "Name: Publication requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                 Optional   \n",
       "8                                          Yes (a)                            \n",
       "10                                                                            \n",
       "42                                         Yes (a)                            \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = aa_any_noman\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Publication requirements\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mandatory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 - Options based system    10\n",
      "3 - Points based system      7\n",
      "1 - Only option              5\n",
      "Name: project_category_ID, dtype: int64\n"
     ]
    },
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>37</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST or SECOND author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>36</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - ANY author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>40</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST or SECOND author</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>41</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>3 - Points based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Publication - FIRST author</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College_ID Research Level Competency constructive_type_abv  \\\n",
       "35          38        Leading   Creating                    AA   \n",
       "38          37        Leading   Creating                    AA   \n",
       "42          36        Leading   Creating                    AA   \n",
       "46          40        Leading   Creating                    AA   \n",
       "51          41        Leading   Creating                    AA   \n",
       "\n",
       "    scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "35               True       False             False                   2 - No   \n",
       "38               True       False             False                   2 - No   \n",
       "42               True       False             False                  1 - Yes   \n",
       "46               True       False             False                   2 - No   \n",
       "51               True       False             False                   2 - No   \n",
       "\n",
       "   Compulsory_YES_ID       project_category_ID    RPL  \\\n",
       "35           1 - Yes           1 - Only option  False   \n",
       "38           1 - Yes  2 - Options based system  False   \n",
       "42           1 - Yes           1 - Only option  False   \n",
       "46           1 - Yes           1 - Only option  False   \n",
       "51           1 - Yes   3 - Points based system  False   \n",
       "\n",
       "    LEARNINGA_research_training  LEARNINGA_experienced_supervisor  \\\n",
       "35                        False                             False   \n",
       "38                        False                             False   \n",
       "42                        False                             False   \n",
       "46                        False                             False   \n",
       "51                        False                             False   \n",
       "\n",
       "   LEARNINGA_experienced_supervisor_ID                         activity_type  \n",
       "35                                 NaN            Publication - FIRST author  \n",
       "38                                 NaN  Publication - FIRST or SECOND author  \n",
       "42                                 NaN              Publication - ANY author  \n",
       "46                                 NaN  Publication - FIRST or SECOND author  \n",
       "51                                 NaN            Publication - FIRST author  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get colleges that require or encourage publication as first or second author\n",
    "aa_any_man = aa[((aa.activity_type == \"Publication - FIRST author\") | \n",
    "              (aa.activity_type == \"Publication - FIRST or SECOND author\")|\n",
    "             (aa.activity_type == \"Publication - ANY author\")) & (aa.Compulsory_YES_ID == \"1 - Yes\")]\n",
    "\n",
    "print(aa_any_man[\"project_category_ID\"].value_counts(dropna=False))\n",
    "aa_any_man.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optional    31\n",
      "Yes (a)     10\n",
      "Yes (b)      6\n",
      "             6\n",
      "Yes          5\n",
      "Name: Publication requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                 Optional   \n",
       "8                                          Yes (a)                  Yes (a)   \n",
       "10                                                                            \n",
       "42                                         Yes (a)                  Yes (a)   \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = aa_any_man\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Publication requirements\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conference presentations\n",
    "\n",
    "### Non-mandatory presentations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - Only option    28\n",
      "Name: project_category_ID, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>7</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>9</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>10</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>8</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>12</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     College_ID Research Level Competency constructive_type_abv  \\\n",
       "289           7        Leading   Creating                    AA   \n",
       "295           9        Leading   Creating                    AA   \n",
       "300          10        Leading   Creating                    AA   \n",
       "303           8        Leading   Creating                    AA   \n",
       "309          12        Leading   Creating                    AA   \n",
       "\n",
       "     scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "289               True       False             False                   2 - No   \n",
       "295               True       False             False                   2 - No   \n",
       "300               True       False             False                   2 - No   \n",
       "303               True       False             False                   2 - No   \n",
       "309               True       False             False                   2 - No   \n",
       "\n",
       "    Compulsory_YES_ID project_category_ID    RPL  LEARNINGA_research_training  \\\n",
       "289            2 - No     1 - Only option  False                        False   \n",
       "295            2 - No     1 - Only option  False                        False   \n",
       "300            2 - No     1 - Only option  False                        False   \n",
       "303            2 - No     1 - Only option  False                        False   \n",
       "309            2 - No     1 - Only option  False                        False   \n",
       "\n",
       "     LEARNINGA_experienced_supervisor LEARNINGA_experienced_supervisor_ID  \\\n",
       "289                             False                                 NaN   \n",
       "295                             False                                 NaN   \n",
       "300                             False                                 NaN   \n",
       "303                             False                                 NaN   \n",
       "309                             False                                 NaN   \n",
       "\n",
       "                      activity_type  \n",
       "289  Conference presentation - ORAL  \n",
       "295  Conference presentation - ORAL  \n",
       "300  Conference presentation - ORAL  \n",
       "303  Conference presentation - ORAL  \n",
       "309  Conference presentation - ORAL  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get colleges that require or encourage conference presentations (oral or poster)\n",
    "aa_conf_nonman = aa[((aa.activity_type == \"Conference presentation - ORAL\") | \n",
    "              (aa.activity_type == \"Conference presentation - POSTER\"))& (aa.Compulsory_YES_ID == \"2 - No\")]\n",
    "\n",
    "print(aa_conf_nonman[\"project_category_ID\"].value_counts(dropna=False))\n",
    "aa_conf_nonman.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            30\n",
      "Optional    28\n",
      "Name: Conference presentation requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                 Optional   \n",
       "8                                          Yes (a)                  Yes (a)   \n",
       "10                                                                            \n",
       "42                                         Yes (a)                  Yes (a)   \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                                           \n",
       "8                                                            \n",
       "10                                                           \n",
       "42                                                           \n",
       "11                                                           "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = aa_conf_nonman\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Conference presentation requirements\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mandatory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 - Points based system     12\n",
      "2 - Options based system    10\n",
      "1 - Only option              9\n",
      "Name: project_category_ID, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>37</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>37</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - POSTER</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>40</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>41</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>3 - Points based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Conference presentation - ORAL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College_ID Research Level Competency constructive_type_abv  \\\n",
       "34          38        Leading   Creating                    AA   \n",
       "39          37        Leading   Creating                    AA   \n",
       "40          37        Leading   Creating                    AA   \n",
       "47          40        Leading   Creating                    AA   \n",
       "52          41        Leading   Creating                    AA   \n",
       "\n",
       "    scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "34               True       False             False                   2 - No   \n",
       "39               True       False             False                   2 - No   \n",
       "40               True       False             False                   2 - No   \n",
       "47               True       False             False                   2 - No   \n",
       "52               True       False             False                   2 - No   \n",
       "\n",
       "   Compulsory_YES_ID       project_category_ID    RPL  \\\n",
       "34           1 - Yes           1 - Only option  False   \n",
       "39           1 - Yes  2 - Options based system  False   \n",
       "40           1 - Yes  2 - Options based system  False   \n",
       "47           1 - Yes           1 - Only option  False   \n",
       "52           1 - Yes   3 - Points based system  False   \n",
       "\n",
       "    LEARNINGA_research_training  LEARNINGA_experienced_supervisor  \\\n",
       "34                        False                             False   \n",
       "39                        False                             False   \n",
       "40                        False                             False   \n",
       "47                        False                             False   \n",
       "52                        False                             False   \n",
       "\n",
       "   LEARNINGA_experienced_supervisor_ID                     activity_type  \n",
       "34                                 NaN    Conference presentation - ORAL  \n",
       "39                                 NaN    Conference presentation - ORAL  \n",
       "40                                 NaN  Conference presentation - POSTER  \n",
       "47                                 NaN    Conference presentation - ORAL  \n",
       "52                                 NaN    Conference presentation - ORAL  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get colleges that require or encourage conference presentations (oral or written)\n",
    "aa_conf_man = aa[((aa.activity_type == \"Conference presentation - ORAL\") | \n",
    "              (aa.activity_type == \"Conference presentation - POSTER\"))& (aa.Compulsory_YES_ID == \"1 - Yes\")]\n",
    "\n",
    "\n",
    "print(aa_conf_man[\"project_category_ID\"].value_counts(dropna=False))\n",
    "aa_conf_man.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optional    27\n",
      "            11\n",
      "Yes          8\n",
      "Yes (b)      7\n",
      "Yes (a)      5\n",
      "Name: Conference presentation requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
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       "      <td>No</td>\n",
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       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
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       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
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       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                 Optional   \n",
       "8                                          Yes (a)                  Yes (a)   \n",
       "10                                                                            \n",
       "42                                         Yes (a)                  Yes (a)   \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                  Yes                      \n",
       "8                               Yes (a)                      \n",
       "10                                                           \n",
       "42                                  Yes                      \n",
       "11                                                           "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = aa_conf_man\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Conference presentation requirements\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Thesis report\n",
    "\n",
    "### Non Mandatory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Series([], Name: project_category_ID, dtype: int64)\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
       "      <th>HDR_option_avail</th>\n",
       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [College_ID, Research Level, Competency, constructive_type_abv, scholarly_project, HDR_option, HDR_option_avail, Repeated_learning_YES_ID, Compulsory_YES_ID, project_category_ID, RPL, LEARNINGA_research_training, LEARNINGA_experienced_supervisor, LEARNINGA_experienced_supervisor_ID, activity_type]\n",
       "Index: []"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get colleges that require or encourage thesis\n",
    "aa_thesis_nonman = aa[(aa.activity_type == \"Thesis or research-style WRITTEN report\")\n",
    "                     & (aa.Compulsory_YES_ID == \"2 - No\")]\n",
    "\n",
    "print(aa_thesis_nonman[\"project_category_ID\"].value_counts(dropna=False))\n",
    "aa_thesis_nonman"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    58\n",
      "Name: Thesis requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                 Optional   \n",
       "8                                          Yes (a)                  Yes (a)   \n",
       "10                                                                            \n",
       "42                                         Yes (a)                  Yes (a)   \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                  Yes                      \n",
       "8                               Yes (a)                      \n",
       "10                                                           \n",
       "42                                  Yes                      \n",
       "11                                                           "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = aa_thesis_nonman\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Thesis requirements\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Optional\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mandatory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - Only option             41\n",
      "2 - Options based system     8\n",
      "3 - Points based system      3\n",
      "Name: project_category_ID, dtype: int64\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College_ID</th>\n",
       "      <th>Research Level</th>\n",
       "      <th>Competency</th>\n",
       "      <th>constructive_type_abv</th>\n",
       "      <th>scholarly_project</th>\n",
       "      <th>HDR_option</th>\n",
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       "      <th>Repeated_learning_YES_ID</th>\n",
       "      <th>Compulsory_YES_ID</th>\n",
       "      <th>project_category_ID</th>\n",
       "      <th>RPL</th>\n",
       "      <th>LEARNINGA_research_training</th>\n",
       "      <th>LEARNINGA_experienced_supervisor</th>\n",
       "      <th>LEARNINGA_experienced_supervisor_ID</th>\n",
       "      <th>activity_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>38</td>\n",
       "      <td>Leading</td>\n",
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       "      <td>Thesis or research-style WRITTEN report</td>\n",
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       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>36</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
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       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>40</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
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       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>42</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>3</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>7</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>9</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>10</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>8</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>12</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>13</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>14</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>15</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>15</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>16</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>17</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>18</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>19</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>20</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>21</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>22</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>22</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>24</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>25</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>23</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>23</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>26</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>27</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>28</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>31</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>32</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>29</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>30</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>33</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>34</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>35</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>5</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>24</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>4</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>1</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>46</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>49</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>3 - Points based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>50</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>3 - Points based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>52</td>\n",
       "      <td>Using</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>3 - Points based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>55</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>53</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>57</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>58</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>56</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>51</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>1 - Only option</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>54</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>57</td>\n",
       "      <td>Leading</td>\n",
       "      <td>Creating</td>\n",
       "      <td>AA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>2 - No</td>\n",
       "      <td>1 - Yes</td>\n",
       "      <td>2 - Options based system</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thesis or research-style WRITTEN report</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     College_ID Research Level Competency constructive_type_abv  \\\n",
       "32           38        Leading   Creating                    AA   \n",
       "43           36        Leading   Creating                    AA   \n",
       "50           40        Leading   Creating                    AA   \n",
       "63           42        Leading   Creating                    AA   \n",
       "133           3        Leading   Creating                    AA   \n",
       "288           7        Leading   Creating                    AA   \n",
       "294           9        Leading   Creating                    AA   \n",
       "298          10        Leading   Creating                    AA   \n",
       "304           8        Leading   Creating                    AA   \n",
       "310          12        Leading   Creating                    AA   \n",
       "314          13        Leading   Creating                    AA   \n",
       "318          14        Leading   Creating                    AA   \n",
       "319          15        Leading   Creating                    AA   \n",
       "323          15        Leading   Creating                    AA   \n",
       "326          16        Leading   Creating                    AA   \n",
       "330          17        Leading   Creating                    AA   \n",
       "332          18        Leading   Creating                    AA   \n",
       "334          19        Leading   Creating                    AA   \n",
       "339          20        Leading   Creating                    AA   \n",
       "344          21        Leading   Creating                    AA   \n",
       "345          22        Leading   Creating                    AA   \n",
       "346          22        Leading   Creating                    AA   \n",
       "353          24        Leading   Creating                    AA   \n",
       "358          25        Leading   Creating                    AA   \n",
       "359          23        Leading   Creating                    AA   \n",
       "363          23        Leading   Creating                    AA   \n",
       "365          26        Leading   Creating                    AA   \n",
       "374          27        Leading   Creating                    AA   \n",
       "375          28        Leading   Creating                    AA   \n",
       "382          31        Leading   Creating                    AA   \n",
       "386          32        Leading   Creating                    AA   \n",
       "388          29        Leading   Creating                    AA   \n",
       "392          30        Leading   Creating                    AA   \n",
       "394          33        Leading   Creating                    AA   \n",
       "401          34        Leading   Creating                    AA   \n",
       "402          35        Leading   Creating                    AA   \n",
       "412           5        Leading   Creating                    AA   \n",
       "426          24        Leading   Creating                    AA   \n",
       "444           4        Leading   Creating                    AA   \n",
       "487           1        Leading   Creating                    AA   \n",
       "503          46        Leading   Creating                    AA   \n",
       "598          49        Leading   Creating                    AA   \n",
       "602          50        Leading   Creating                    AA   \n",
       "603          52          Using   Creating                    AA   \n",
       "608          55        Leading   Creating                    AA   \n",
       "610          53        Leading   Creating                    AA   \n",
       "613          57        Leading   Creating                    AA   \n",
       "614          58        Leading   Creating                    AA   \n",
       "615          56        Leading   Creating                    AA   \n",
       "740          51        Leading   Creating                    AA   \n",
       "742          54        Leading   Creating                    AA   \n",
       "744          57        Leading   Creating                    AA   \n",
       "\n",
       "     scholarly_project  HDR_option  HDR_option_avail Repeated_learning_YES_ID  \\\n",
       "32                True       False             False                   2 - No   \n",
       "43                True       False             False                   2 - No   \n",
       "50                True       False             False                   2 - No   \n",
       "63                True       False             False                   2 - No   \n",
       "133               True       False             False                   2 - No   \n",
       "288               True       False             False                   2 - No   \n",
       "294               True       False             False                   2 - No   \n",
       "298               True       False             False                   2 - No   \n",
       "304               True       False             False                   2 - No   \n",
       "310               True       False             False                   2 - No   \n",
       "314               True       False             False                   2 - No   \n",
       "318               True       False             False                   2 - No   \n",
       "319               True       False             False                   2 - No   \n",
       "323               True       False             False                   2 - No   \n",
       "326               True       False             False                   2 - No   \n",
       "330               True       False             False                   2 - No   \n",
       "332               True       False             False                   2 - No   \n",
       "334               True       False             False                   2 - No   \n",
       "339               True       False             False                   2 - No   \n",
       "344               True       False             False                   2 - No   \n",
       "345               True       False             False                   2 - No   \n",
       "346               True       False             False                   2 - No   \n",
       "353               True       False             False                   2 - No   \n",
       "358               True       False             False                   2 - No   \n",
       "359               True       False             False                   2 - No   \n",
       "363               True       False             False                   2 - No   \n",
       "365               True       False             False                   2 - No   \n",
       "374               True       False             False                   2 - No   \n",
       "375               True       False             False                   2 - No   \n",
       "382               True       False             False                   2 - No   \n",
       "386               True       False             False                   2 - No   \n",
       "388               True       False             False                   2 - No   \n",
       "392               True       False             False                   2 - No   \n",
       "394               True       False             False                   2 - No   \n",
       "401               True       False             False                   2 - No   \n",
       "402               True       False             False                   2 - No   \n",
       "412               True       False             False                   2 - No   \n",
       "426               True       False             False                   2 - No   \n",
       "444               True       False             False                   2 - No   \n",
       "487               True       False             False                   2 - No   \n",
       "503               True       False             False                   2 - No   \n",
       "598               True       False             False                  1 - Yes   \n",
       "602               True       False             False                  1 - Yes   \n",
       "603               True       False             False                  1 - Yes   \n",
       "608               True       False             False                   2 - No   \n",
       "610               True       False             False                   2 - No   \n",
       "613               True       False             False                   2 - No   \n",
       "614               True       False             False                   2 - No   \n",
       "615               True       False             False                   2 - No   \n",
       "740               True       False             False                  1 - Yes   \n",
       "742               True       False             False                   2 - No   \n",
       "744               True       False             False                   2 - No   \n",
       "\n",
       "    Compulsory_YES_ID       project_category_ID    RPL  \\\n",
       "32            1 - Yes           1 - Only option  False   \n",
       "43            1 - Yes           1 - Only option  False   \n",
       "50            1 - Yes           1 - Only option  False   \n",
       "63            1 - Yes  2 - Options based system  False   \n",
       "133           1 - Yes           1 - Only option  False   \n",
       "288           1 - Yes           1 - Only option  False   \n",
       "294           1 - Yes           1 - Only option  False   \n",
       "298           1 - Yes           1 - Only option  False   \n",
       "304           1 - Yes           1 - Only option  False   \n",
       "310           1 - Yes           1 - Only option  False   \n",
       "314           1 - Yes           1 - Only option  False   \n",
       "318           1 - Yes           1 - Only option  False   \n",
       "319           1 - Yes           1 - Only option  False   \n",
       "323           1 - Yes           1 - Only option  False   \n",
       "326           1 - Yes           1 - Only option  False   \n",
       "330           1 - Yes           1 - Only option  False   \n",
       "332           1 - Yes           1 - Only option  False   \n",
       "334           1 - Yes           1 - Only option  False   \n",
       "339           1 - Yes           1 - Only option  False   \n",
       "344           1 - Yes           1 - Only option  False   \n",
       "345           1 - Yes           1 - Only option  False   \n",
       "346           1 - Yes  2 - Options based system  False   \n",
       "353           1 - Yes           1 - Only option  False   \n",
       "358           1 - Yes           1 - Only option  False   \n",
       "359           1 - Yes           1 - Only option  False   \n",
       "363           1 - Yes           1 - Only option  False   \n",
       "365           1 - Yes           1 - Only option  False   \n",
       "374           1 - Yes           1 - Only option  False   \n",
       "375           1 - Yes           1 - Only option  False   \n",
       "382           1 - Yes           1 - Only option  False   \n",
       "386           1 - Yes           1 - Only option  False   \n",
       "388           1 - Yes           1 - Only option  False   \n",
       "392           1 - Yes           1 - Only option  False   \n",
       "394           1 - Yes           1 - Only option  False   \n",
       "401           1 - Yes           1 - Only option  False   \n",
       "402           1 - Yes           1 - Only option  False   \n",
       "412           1 - Yes           1 - Only option  False   \n",
       "426           1 - Yes           1 - Only option  False   \n",
       "444           1 - Yes  2 - Options based system  False   \n",
       "487           1 - Yes           1 - Only option  False   \n",
       "503           1 - Yes           1 - Only option  False   \n",
       "598           1 - Yes   3 - Points based system  False   \n",
       "602           1 - Yes   3 - Points based system  False   \n",
       "603           1 - Yes   3 - Points based system  False   \n",
       "608           1 - Yes           1 - Only option  False   \n",
       "610           1 - Yes  2 - Options based system  False   \n",
       "613           1 - Yes           1 - Only option  False   \n",
       "614           1 - Yes  2 - Options based system  False   \n",
       "615           1 - Yes  2 - Options based system  False   \n",
       "740           1 - Yes           1 - Only option  False   \n",
       "742           1 - Yes  2 - Options based system  False   \n",
       "744           1 - Yes  2 - Options based system  False   \n",
       "\n",
       "     LEARNINGA_research_training  LEARNINGA_experienced_supervisor  \\\n",
       "32                         False                             False   \n",
       "43                         False                             False   \n",
       "50                         False                             False   \n",
       "63                         False                             False   \n",
       "133                        False                             False   \n",
       "288                        False                             False   \n",
       "294                        False                             False   \n",
       "298                        False                             False   \n",
       "304                        False                             False   \n",
       "310                        False                             False   \n",
       "314                        False                             False   \n",
       "318                        False                             False   \n",
       "319                        False                             False   \n",
       "323                        False                             False   \n",
       "326                        False                             False   \n",
       "330                        False                             False   \n",
       "332                        False                             False   \n",
       "334                        False                             False   \n",
       "339                        False                             False   \n",
       "344                        False                             False   \n",
       "345                        False                             False   \n",
       "346                        False                             False   \n",
       "353                        False                             False   \n",
       "358                        False                             False   \n",
       "359                        False                             False   \n",
       "363                        False                             False   \n",
       "365                        False                             False   \n",
       "374                        False                             False   \n",
       "375                        False                             False   \n",
       "382                        False                             False   \n",
       "386                        False                             False   \n",
       "388                        False                             False   \n",
       "392                        False                             False   \n",
       "394                        False                             False   \n",
       "401                        False                             False   \n",
       "402                        False                             False   \n",
       "412                        False                             False   \n",
       "426                        False                             False   \n",
       "444                        False                             False   \n",
       "487                        False                             False   \n",
       "503                        False                             False   \n",
       "598                        False                             False   \n",
       "602                        False                             False   \n",
       "603                        False                             False   \n",
       "608                        False                             False   \n",
       "610                        False                             False   \n",
       "613                        False                             False   \n",
       "614                        False                             False   \n",
       "615                        False                             False   \n",
       "740                        False                             False   \n",
       "742                        False                             False   \n",
       "744                        False                             False   \n",
       "\n",
       "    LEARNINGA_experienced_supervisor_ID  \\\n",
       "32                                  NaN   \n",
       "43                                  NaN   \n",
       "50                                  NaN   \n",
       "63                                  NaN   \n",
       "133                                 NaN   \n",
       "288                                 NaN   \n",
       "294                                 NaN   \n",
       "298                                 NaN   \n",
       "304                                 NaN   \n",
       "310                                 NaN   \n",
       "314                                 NaN   \n",
       "318                                 NaN   \n",
       "319                                 NaN   \n",
       "323                                 NaN   \n",
       "326                                 NaN   \n",
       "330                                 NaN   \n",
       "332                                 NaN   \n",
       "334                                 NaN   \n",
       "339                                 NaN   \n",
       "344                                 NaN   \n",
       "345                                 NaN   \n",
       "346                                 NaN   \n",
       "353                                 NaN   \n",
       "358                                 NaN   \n",
       "359                                 NaN   \n",
       "363                                 NaN   \n",
       "365                                 NaN   \n",
       "374                                 NaN   \n",
       "375                                 NaN   \n",
       "382                                 NaN   \n",
       "386                                 NaN   \n",
       "388                                 NaN   \n",
       "392                                 NaN   \n",
       "394                                 NaN   \n",
       "401                                 NaN   \n",
       "402                                 NaN   \n",
       "412                                 NaN   \n",
       "426                                 NaN   \n",
       "444                                 NaN   \n",
       "487                                 NaN   \n",
       "503                                 NaN   \n",
       "598                                 NaN   \n",
       "602                                 NaN   \n",
       "603                                 NaN   \n",
       "608                                 NaN   \n",
       "610                                 NaN   \n",
       "613                                 NaN   \n",
       "614                                 NaN   \n",
       "615                                 NaN   \n",
       "740                                 NaN   \n",
       "742                                 NaN   \n",
       "744                                 NaN   \n",
       "\n",
       "                               activity_type  \n",
       "32   Thesis or research-style WRITTEN report  \n",
       "43   Thesis or research-style WRITTEN report  \n",
       "50   Thesis or research-style WRITTEN report  \n",
       "63   Thesis or research-style WRITTEN report  \n",
       "133  Thesis or research-style WRITTEN report  \n",
       "288  Thesis or research-style WRITTEN report  \n",
       "294  Thesis or research-style WRITTEN report  \n",
       "298  Thesis or research-style WRITTEN report  \n",
       "304  Thesis or research-style WRITTEN report  \n",
       "310  Thesis or research-style WRITTEN report  \n",
       "314  Thesis or research-style WRITTEN report  \n",
       "318  Thesis or research-style WRITTEN report  \n",
       "319  Thesis or research-style WRITTEN report  \n",
       "323  Thesis or research-style WRITTEN report  \n",
       "326  Thesis or research-style WRITTEN report  \n",
       "330  Thesis or research-style WRITTEN report  \n",
       "332  Thesis or research-style WRITTEN report  \n",
       "334  Thesis or research-style WRITTEN report  \n",
       "339  Thesis or research-style WRITTEN report  \n",
       "344  Thesis or research-style WRITTEN report  \n",
       "345  Thesis or research-style WRITTEN report  \n",
       "346  Thesis or research-style WRITTEN report  \n",
       "353  Thesis or research-style WRITTEN report  \n",
       "358  Thesis or research-style WRITTEN report  \n",
       "359  Thesis or research-style WRITTEN report  \n",
       "363  Thesis or research-style WRITTEN report  \n",
       "365  Thesis or research-style WRITTEN report  \n",
       "374  Thesis or research-style WRITTEN report  \n",
       "375  Thesis or research-style WRITTEN report  \n",
       "382  Thesis or research-style WRITTEN report  \n",
       "386  Thesis or research-style WRITTEN report  \n",
       "388  Thesis or research-style WRITTEN report  \n",
       "392  Thesis or research-style WRITTEN report  \n",
       "394  Thesis or research-style WRITTEN report  \n",
       "401  Thesis or research-style WRITTEN report  \n",
       "402  Thesis or research-style WRITTEN report  \n",
       "412  Thesis or research-style WRITTEN report  \n",
       "426  Thesis or research-style WRITTEN report  \n",
       "444  Thesis or research-style WRITTEN report  \n",
       "487  Thesis or research-style WRITTEN report  \n",
       "503  Thesis or research-style WRITTEN report  \n",
       "598  Thesis or research-style WRITTEN report  \n",
       "602  Thesis or research-style WRITTEN report  \n",
       "603  Thesis or research-style WRITTEN report  \n",
       "608  Thesis or research-style WRITTEN report  \n",
       "610  Thesis or research-style WRITTEN report  \n",
       "613  Thesis or research-style WRITTEN report  \n",
       "614  Thesis or research-style WRITTEN report  \n",
       "615  Thesis or research-style WRITTEN report  \n",
       "740  Thesis or research-style WRITTEN report  \n",
       "742  Thesis or research-style WRITTEN report  \n",
       "744  Thesis or research-style WRITTEN report  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get colleges that require or encourage thesis\n",
    "aa_thesis_man = aa[(aa.activity_type == \"Thesis or research-style WRITTEN report\")\n",
    "                     & (aa.Compulsory_YES_ID == \"1 - Yes\")]\n",
    "\n",
    "print(aa_thesis_man[\"project_category_ID\"].value_counts(dropna=False))\n",
    "aa_thesis_man"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yes        38\n",
      "           11\n",
      "Yes (a)     6\n",
      "Yes (b)     3\n",
      "Name: Thesis requirements, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes (a)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "45        1                  Yes                        Yes   \n",
       "8         2              Yes (a)                    Yes (a)   \n",
       "10        3                  Yes                              \n",
       "42        4                  Yes                        Yes   \n",
       "11        5             Optional                        Yes   \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "45                               No   \n",
       "8                                No   \n",
       "10                               No   \n",
       "42                               No   \n",
       "11                              Yes   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "45       2 - Supervisor required but no details given   \n",
       "8        2 - Supervisor required but no details given   \n",
       "10  3 - Supervisor required but no mention of RESE...   \n",
       "42  3 - Supervisor required but no mention of RESE...   \n",
       "11      5 - Experienced research supervisor MANDATORY   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "45                                                                 Optional   \n",
       "8                                          Yes (a)                  Yes (a)   \n",
       "10                                                                            \n",
       "42                                         Yes (a)                  Yes (a)   \n",
       "11                                                                            \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \n",
       "45                                  Yes                 Yes  \n",
       "8                               Yes (a)                      \n",
       "10                                                      Yes  \n",
       "42                                  Yes             Yes (a)  \n",
       "11                                                      Yes  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#write in proj options for those with non-mandatory projects\n",
    "\n",
    "#which df\n",
    "df = aa_thesis_man\n",
    "\n",
    "#which column to enter data\n",
    "col_in = \"Thesis requirements\"\n",
    "\n",
    "#which column to get data out of\n",
    "col_out = \"project_category_ID\"\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "    if df.loc[index, col_out] == '2 - Options based system': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (a)\"\n",
    "        \n",
    "    else:\n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes (b)\"\n",
    "\n",
    "        \n",
    "for ids in df [\"College_ID\"]:\n",
    "    \n",
    "    #get index\n",
    "    index = df[df['College_ID']== ids].index[0]\n",
    "    \n",
    "        \n",
    "    if df.loc[index, col_out] == '1 - Only option': \n",
    "        colleges.loc[colleges['College'] == ids, col_in] = \"Yes\"\n",
    "    \n",
    "\n",
    "    \n",
    "print(colleges[col_in].value_counts(dropna=False))\n",
    "colleges.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Add min duration of training column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(59, 2)\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 59 entries, 0 to 68\n",
      "Data columns (total 2 columns):\n",
      "College                 59 non-null int64\n",
      "Duration of training    59 non-null float64\n",
      "dtypes: float64(1), int64(1)\n",
      "memory usage: 1.4 KB\n",
      "None\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Duration of training</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            College  Duration of training\n",
       "Unnamed: 0                               \n",
       "0                 1                   4.0\n",
       "1                 2                   3.5\n",
       "2                 3                   5.0\n",
       "3                 4                   6.0\n",
       "5                 5                   3.0"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Read the workbook\n",
    "min_duration = pd.read_csv('Outputs/min_duration.csv')\n",
    "\n",
    "#set the firxt column as the index\n",
    "min_duration.set_index(\"Unnamed: 0\", inplace= True)\n",
    "\n",
    "print(min_duration.shape)\n",
    "print(min_duration.info())\n",
    "\n",
    "\n",
    "\n",
    "min_duration.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>College</th>\n",
       "      <th>Project Requirements</th>\n",
       "      <th>Research training required</th>\n",
       "      <th>Experienced supervisor specified</th>\n",
       "      <th>Project supervisor category</th>\n",
       "      <th>First or second author publication requirements</th>\n",
       "      <th>Publication requirements</th>\n",
       "      <th>Conference presentation requirements</th>\n",
       "      <th>Thesis requirements</th>\n",
       "      <th>Minimum duration of training</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Yes</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td></td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>Yes</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>NR</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td></td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>NR</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td></td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td></td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>NR</td>\n",
       "      <td>1 - Supervisor NOT required and/or mentioned</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td></td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5 - Experienced research supervisor MANDATORY</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td></td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>2 - Supervisor required but no details given</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes*</td>\n",
       "      <td>4 - Experienced research supervisor ENCOURAGED</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td></td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td>Optional</td>\n",
       "      <td>Optional</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>Yes (b)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>56</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td></td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>57</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>58</td>\n",
       "      <td>Yes</td>\n",
       "      <td></td>\n",
       "      <td>No</td>\n",
       "      <td>3 - Supervisor required but no mention of RESE...</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes (a)</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    College Project Requirements Research training required  \\\n",
       "0         1                  Yes                        Yes   \n",
       "1         2              Yes (a)                    Yes (a)   \n",
       "2         3                  Yes                              \n",
       "3         4                  Yes                        Yes   \n",
       "4         5             Optional                        Yes   \n",
       "5         6                                        Optional   \n",
       "6         7                  Yes                   Optional   \n",
       "7         8                  Yes                   Optional   \n",
       "8         9                  Yes                   Optional   \n",
       "9        10                  Yes                   Optional   \n",
       "10       11                                        Optional   \n",
       "11       12                  Yes                   Optional   \n",
       "12       13                  Yes                   Optional   \n",
       "13       14                  Yes                   Optional   \n",
       "14       15                  Yes                   Optional   \n",
       "15       16                  Yes                   Optional   \n",
       "16       17                  Yes                   Optional   \n",
       "17       18                  Yes                   Optional   \n",
       "18       19                  Yes                   Optional   \n",
       "19       20                  Yes                   Optional   \n",
       "20       21                  Yes                   Optional   \n",
       "21       22                  Yes                   Optional   \n",
       "22       23                  Yes                   Optional   \n",
       "23       24                  Yes                   Optional   \n",
       "24       25                  Yes                   Optional   \n",
       "25       26                  Yes                   Optional   \n",
       "26       27                  Yes                   Optional   \n",
       "27       28                  Yes                   Optional   \n",
       "28       29                  Yes                   Optional   \n",
       "29       30                  Yes                   Optional   \n",
       "30       31                  Yes                   Optional   \n",
       "31       32                  Yes                   Optional   \n",
       "32       33                  Yes                   Optional   \n",
       "33       34                  Yes                   Optional   \n",
       "34       35                  Yes                   Optional   \n",
       "35       36                  Yes                              \n",
       "36       37                  Yes                        Yes   \n",
       "37       38                  Yes                        Yes   \n",
       "38       39                  Yes                              \n",
       "39       40                  Yes                        Yes   \n",
       "40       41              Yes (b)                        Yes   \n",
       "41       42                  Yes                        Yes   \n",
       "42       43                  Yes                              \n",
       "43       44                  Yes                              \n",
       "44       45              Yes (b)                    Yes (b)   \n",
       "45       46                  Yes                   Optional   \n",
       "46       47                  Yes                              \n",
       "47       48                  Yes                    Yes (b)   \n",
       "48       49              Yes (b)                              \n",
       "49       50                  Yes                              \n",
       "50       51                  Yes                              \n",
       "51       52                  Yes                              \n",
       "52       53                  Yes                              \n",
       "53       54                  Yes                              \n",
       "54       55                  Yes                              \n",
       "55       56                  Yes                              \n",
       "56       57                  Yes                              \n",
       "57       58                  Yes                              \n",
       "\n",
       "   Experienced supervisor specified  \\\n",
       "0                                No   \n",
       "1                                No   \n",
       "2                                No   \n",
       "3                                No   \n",
       "4                               Yes   \n",
       "5                                     \n",
       "6                              Yes*   \n",
       "7                              Yes*   \n",
       "8                              Yes*   \n",
       "9                              Yes*   \n",
       "10                                    \n",
       "11                             Yes*   \n",
       "12                             Yes*   \n",
       "13                             Yes*   \n",
       "14                             Yes*   \n",
       "15                             Yes*   \n",
       "16                             Yes*   \n",
       "17                             Yes*   \n",
       "18                             Yes*   \n",
       "19                             Yes*   \n",
       "20                             Yes*   \n",
       "21                             Yes*   \n",
       "22                             Yes*   \n",
       "23                             Yes*   \n",
       "24                             Yes*   \n",
       "25                             Yes*   \n",
       "26                             Yes*   \n",
       "27                             Yes*   \n",
       "28                             Yes*   \n",
       "29                             Yes*   \n",
       "30                             Yes*   \n",
       "31                             Yes*   \n",
       "32                             Yes*   \n",
       "33                             Yes*   \n",
       "34                             Yes*   \n",
       "35                               No   \n",
       "36                               No   \n",
       "37                             Yes*   \n",
       "38                               No   \n",
       "39                               NR   \n",
       "40                               No   \n",
       "41                               No   \n",
       "42                               NR   \n",
       "43                               NR   \n",
       "44                               No   \n",
       "45                              Yes   \n",
       "46                               No   \n",
       "47                             Yes*   \n",
       "48                               No   \n",
       "49                               No   \n",
       "50                               No   \n",
       "51                               No   \n",
       "52                               No   \n",
       "53                               No   \n",
       "54                               No   \n",
       "55                               No   \n",
       "56                               No   \n",
       "57                               No   \n",
       "\n",
       "                          Project supervisor category  \\\n",
       "0        2 - Supervisor required but no details given   \n",
       "1        2 - Supervisor required but no details given   \n",
       "2   3 - Supervisor required but no mention of RESE...   \n",
       "3   3 - Supervisor required but no mention of RESE...   \n",
       "4       5 - Experienced research supervisor MANDATORY   \n",
       "5                                                       \n",
       "6      4 - Experienced research supervisor ENCOURAGED   \n",
       "7      4 - Experienced research supervisor ENCOURAGED   \n",
       "8      4 - Experienced research supervisor ENCOURAGED   \n",
       "9      4 - Experienced research supervisor ENCOURAGED   \n",
       "10                                                      \n",
       "11     4 - Experienced research supervisor ENCOURAGED   \n",
       "12     4 - Experienced research supervisor ENCOURAGED   \n",
       "13     4 - Experienced research supervisor ENCOURAGED   \n",
       "14     4 - Experienced research supervisor ENCOURAGED   \n",
       "15     4 - Experienced research supervisor ENCOURAGED   \n",
       "16     4 - Experienced research supervisor ENCOURAGED   \n",
       "17     4 - Experienced research supervisor ENCOURAGED   \n",
       "18     4 - Experienced research supervisor ENCOURAGED   \n",
       "19     4 - Experienced research supervisor ENCOURAGED   \n",
       "20     4 - Experienced research supervisor ENCOURAGED   \n",
       "21     4 - Experienced research supervisor ENCOURAGED   \n",
       "22     4 - Experienced research supervisor ENCOURAGED   \n",
       "23     4 - Experienced research supervisor ENCOURAGED   \n",
       "24     4 - Experienced research supervisor ENCOURAGED   \n",
       "25     4 - Experienced research supervisor ENCOURAGED   \n",
       "26     4 - Experienced research supervisor ENCOURAGED   \n",
       "27     4 - Experienced research supervisor ENCOURAGED   \n",
       "28     4 - Experienced research supervisor ENCOURAGED   \n",
       "29     4 - Experienced research supervisor ENCOURAGED   \n",
       "30     4 - Experienced research supervisor ENCOURAGED   \n",
       "31     4 - Experienced research supervisor ENCOURAGED   \n",
       "32     4 - Experienced research supervisor ENCOURAGED   \n",
       "33     4 - Experienced research supervisor ENCOURAGED   \n",
       "34     4 - Experienced research supervisor ENCOURAGED   \n",
       "35       2 - Supervisor required but no details given   \n",
       "36       2 - Supervisor required but no details given   \n",
       "37     4 - Experienced research supervisor ENCOURAGED   \n",
       "38       2 - Supervisor required but no details given   \n",
       "39       1 - Supervisor NOT required and/or mentioned   \n",
       "40       2 - Supervisor required but no details given   \n",
       "41       2 - Supervisor required but no details given   \n",
       "42       1 - Supervisor NOT required and/or mentioned   \n",
       "43       1 - Supervisor NOT required and/or mentioned   \n",
       "44       2 - Supervisor required but no details given   \n",
       "45      5 - Experienced research supervisor MANDATORY   \n",
       "46       2 - Supervisor required but no details given   \n",
       "47     4 - Experienced research supervisor ENCOURAGED   \n",
       "48  3 - Supervisor required but no mention of RESE...   \n",
       "49  3 - Supervisor required but no mention of RESE...   \n",
       "50  3 - Supervisor required but no mention of RESE...   \n",
       "51  3 - Supervisor required but no mention of RESE...   \n",
       "52  3 - Supervisor required but no mention of RESE...   \n",
       "53  3 - Supervisor required but no mention of RESE...   \n",
       "54  3 - Supervisor required but no mention of RESE...   \n",
       "55  3 - Supervisor required but no mention of RESE...   \n",
       "56  3 - Supervisor required but no mention of RESE...   \n",
       "57  3 - Supervisor required but no mention of RESE...   \n",
       "\n",
       "   First or second author publication requirements Publication requirements  \\\n",
       "0                                                                  Optional   \n",
       "1                                          Yes (a)                  Yes (a)   \n",
       "2                                                                             \n",
       "3                                          Yes (a)                  Yes (a)   \n",
       "4                                                                             \n",
       "5                                                                             \n",
       "6                                                                  Optional   \n",
       "7                                                                  Optional   \n",
       "8                                                                  Optional   \n",
       "9                                                                  Optional   \n",
       "10                                                                            \n",
       "11                                                                 Optional   \n",
       "12                                                                 Optional   \n",
       "13                                                                 Optional   \n",
       "14                                                                 Optional   \n",
       "15                                                                 Optional   \n",
       "16                                                                 Optional   \n",
       "17                                                                 Optional   \n",
       "18                                                                 Optional   \n",
       "19                                                                 Optional   \n",
       "20                                                                 Optional   \n",
       "21                                                                 Optional   \n",
       "22                                        Optional                 Optional   \n",
       "23                                                                 Optional   \n",
       "24                                                                 Optional   \n",
       "25                                                                 Optional   \n",
       "26                                                                 Optional   \n",
       "27                                                                 Optional   \n",
       "28                                                                 Optional   \n",
       "29                                                                 Optional   \n",
       "30                                                                 Optional   \n",
       "31                                                                 Optional   \n",
       "32                                                                 Optional   \n",
       "33                                                                 Optional   \n",
       "34                                                                 Optional   \n",
       "35                                                                      Yes   \n",
       "36                                         Yes (a)                  Yes (a)   \n",
       "37                                             Yes                      Yes   \n",
       "38                                             Yes                      Yes   \n",
       "39                                             Yes                      Yes   \n",
       "40                                         Yes (b)                  Yes (b)   \n",
       "41                                         Yes (a)                  Yes (a)   \n",
       "42                                                                  Yes (b)   \n",
       "43                                         Yes (a)                  Yes (a)   \n",
       "44                                         Yes (b)                  Yes (b)   \n",
       "45                                        Optional                 Optional   \n",
       "46                                         Yes (a)                  Yes (a)   \n",
       "47                                             Yes                      Yes   \n",
       "48                                         Yes (b)                  Yes (b)   \n",
       "49                                         Yes (b)                  Yes (b)   \n",
       "50                                                                 Optional   \n",
       "51                                         Yes (b)                  Yes (b)   \n",
       "52                                         Yes (a)                  Yes (a)   \n",
       "53                                                                            \n",
       "54                                                                            \n",
       "55                                         Yes (a)                  Yes (a)   \n",
       "56                                         Yes (a)                  Yes (a)   \n",
       "57                                         Yes (a)                  Yes (a)   \n",
       "\n",
       "   Conference presentation requirements Thesis requirements  \\\n",
       "0                                   Yes                 Yes   \n",
       "1                               Yes (a)                       \n",
       "2                                                       Yes   \n",
       "3                                   Yes             Yes (a)   \n",
       "4                                                       Yes   \n",
       "5                                                             \n",
       "6                              Optional                 Yes   \n",
       "7                              Optional                 Yes   \n",
       "8                              Optional                 Yes   \n",
       "9                              Optional                 Yes   \n",
       "10                                                            \n",
       "11                             Optional                 Yes   \n",
       "12                             Optional                 Yes   \n",
       "13                             Optional                 Yes   \n",
       "14                             Optional                 Yes   \n",
       "15                             Optional                 Yes   \n",
       "16                             Optional                 Yes   \n",
       "17                             Optional                 Yes   \n",
       "18                             Optional                 Yes   \n",
       "19                             Optional                 Yes   \n",
       "20                             Optional                 Yes   \n",
       "21                              Yes (a)                 Yes   \n",
       "22                             Optional                 Yes   \n",
       "23                             Optional                 Yes   \n",
       "24                             Optional                 Yes   \n",
       "25                             Optional                 Yes   \n",
       "26                                  Yes                 Yes   \n",
       "27                             Optional                 Yes   \n",
       "28                             Optional                 Yes   \n",
       "29                             Optional                 Yes   \n",
       "30                             Optional                 Yes   \n",
       "31                             Optional                 Yes   \n",
       "32                             Optional                 Yes   \n",
       "33                             Optional                 Yes   \n",
       "34                             Optional                 Yes   \n",
       "35                                                      Yes   \n",
       "36                              Yes (a)                       \n",
       "37                                  Yes                 Yes   \n",
       "38                                                            \n",
       "39                                  Yes                 Yes   \n",
       "40                              Yes (b)                       \n",
       "41                              Yes (a)             Yes (a)   \n",
       "42                              Yes (b)                       \n",
       "43                              Yes (a)                       \n",
       "44                              Yes (b)                       \n",
       "45                                                      Yes   \n",
       "46                                  Yes                       \n",
       "47                              Yes (b)                       \n",
       "48                              Yes (b)             Yes (b)   \n",
       "49                              Yes (b)             Yes (b)   \n",
       "50                             Optional                 Yes   \n",
       "51                              Yes (b)             Yes (b)   \n",
       "52                                                  Yes (a)   \n",
       "53                                                  Yes (a)   \n",
       "54                                                      Yes   \n",
       "55                                                  Yes (a)   \n",
       "56                                  Yes                 Yes   \n",
       "57                                  Yes             Yes (a)   \n",
       "\n",
       "    Minimum duration of training  \n",
       "0                            4.0  \n",
       "1                            3.5  \n",
       "2                            5.0  \n",
       "3                            6.0  \n",
       "4                            3.0  \n",
       "5                            6.0  \n",
       "6                            6.0  \n",
       "7                            6.0  \n",
       "8                            6.0  \n",
       "9                            6.0  \n",
       "10                           3.5  \n",
       "11                           6.0  \n",
       "12                           6.0  \n",
       "13                           6.0  \n",
       "14                           6.0  \n",
       "15                           6.0  \n",
       "16                           6.0  \n",
       "17                           6.0  \n",
       "18                           6.0  \n",
       "19                           7.0  \n",
       "20                           6.0  \n",
       "21                           6.0  \n",
       "22                           6.0  \n",
       "23                           6.0  \n",
       "24                           6.0  \n",
       "25                           6.0  \n",
       "26                           6.5  \n",
       "27                           6.0  \n",
       "28                           6.0  \n",
       "29                           6.0  \n",
       "30                           6.0  \n",
       "31                           6.0  \n",
       "32                           6.0  \n",
       "33                           6.0  \n",
       "34                           6.0  \n",
       "35                           6.0  \n",
       "36                           4.0  \n",
       "37                           5.0  \n",
       "38                           5.0  \n",
       "39                           7.0  \n",
       "40                           5.0  \n",
       "41                           5.0  \n",
       "42                           5.0  \n",
       "43                           5.0  \n",
       "44                           6.0  \n",
       "45                           5.0  \n",
       "46                           5.0  \n",
       "47                           5.0  \n",
       "48                           5.0  \n",
       "49                           5.0  \n",
       "50                           5.0  \n",
       "51                           5.0  \n",
       "52                           5.0  \n",
       "53                           5.0  \n",
       "54                           5.0  \n",
       "55                           5.0  \n",
       "56                           5.0  \n",
       "57                           5.0  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#combine dataframes horizontally to add duration of training column\n",
    "\n",
    "colleges = pd.merge(colleges, min_duration,on = \"College\", how = \"inner\")\n",
    "\n",
    "#rename Duration of training to Minimum duration of training\n",
    "colleges = colleges.rename(index=str, columns={\"Duration of training\": \"Minimum duration of training\"})\n",
    "\n",
    "\n",
    "colleges"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "----\n",
    "\n",
    "# Save"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save as csv\n",
    "colleges.to_csv('Outputs/project_discriptions.csv', sep=',', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "colleges_1 = colleges.loc[:, colleges.columns != \"Project supervisor category\"]\n",
    "\n",
    "#save as csv\n",
    "colleges_1.to_csv('Outputs/project_discriptions_1.csv', sep=',', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "#get all college names\n",
    "\n",
    "proj_options = la_proj.project_category_ID.unique()\n",
    "\n",
    "#create data frame\n",
    "df_options = pd.DataFrame(proj_options)\n",
    "\n",
    "#rename columns\n",
    "df_options.columns = [\"option\"]\n",
    "\n",
    "#add new column\n",
    "new_options = [\"Only option\",\n",
    "              \"Points based system\",\n",
    "              \"Options based system\"]\n",
    "\n",
    "\n",
    "df_options[\"new_options\"] = new_options\n",
    "\n",
    "\n",
    "#convert df into dictionary\n",
    "dict_options = dict(zip(df_options.option, df_options.new_options))\n",
    "\n",
    "\n",
    "\n",
    "print(len(dict_options))\n",
    "\n",
    "dict_options\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n"
   ]
  }
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